learn_beam_windowing_by_doing.ipynb

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        "<a href=\"https://colab.research.google.com/github/thecodemancer/Apache-Beam/blob/main/learn_beam_windowing_by_doing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "code",
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      "source": [
        "#@title ###### Licensed to the Apache Software Foundation (ASF), Version 2.0 (the \"License\")\n",
        "\n",
        "# Licensed to the Apache Software Foundation (ASF) under one\n",
        "# or more contributor license agreements. See the NOTICE file\n",
        "# distributed with this work for additional information\n",
        "# regarding copyright ownership. The ASF licenses this file\n",
        "# to you under the Apache License, Version 2.0 (the\n",
        "# \"License\"); you may not use this file except in compliance\n",
        "# with the License. You may obtain a copy of the License at\n",
        "#\n",
        "#   http://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing,\n",
        "# software distributed under the License is distributed on an\n",
        "# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n",
        "# KIND, either express or implied. See the License for the\n",
        "# specific language governing permissions and limitations\n",
        "# under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "83TJhNxLD7-W"
      },
      "source": [
        " # **Introduction to Windowing for Batch Processing in Apache Beam**\n",
        "\n",
        "In this notebook, we will learn the fundamentals of **batch processing** as we walk through a few introductory examples in Beam.\n",
        "The pipelines in these examples process real-world data for air quality levels in India between 2017 and 2022.\n",
        "\n",
        "After this tutorial you should have a basic understanding of the following:\n",
        "\n",
        "*   What is **batch vs. stream** data processing?\n",
        "*   How can I use Beam to run a **simple batch analysis job**?\n",
        "*   How can I use Beam's **windowing features** to process only certain intervals of data at a time?"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dj3ftRRqfumW"
      },
      "source": [
        "To begin, run the following cell to set up Apache Beam."
      ]
    },
    {
      "cell_type": "code",
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      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
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        "id": "zmJ0pCmSvD0-",
        "outputId": "8044d408-19c7-4e4e-b487-2cedcfdd7b29"
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            "\u001b[?25h  Building wheel for crcmod (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "  Building wheel for docopt (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
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        }
      ],
      "source": [
        "# Install apache-beam.\n",
        "!pip install --quiet apache-beam"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7sBoLahzPlJ1"
      },
      "outputs": [],
      "source": [
        "# Set the logging level to reduce verbose information\n",
        "import logging\n",
        "\n",
        "logging.root.setLevel(logging.ERROR)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BB6FAwYj1dAi"
      },
      "source": [
        "<hr style=\"border: 5px solid #003262;\" />\n",
        "<hr style=\"border: 1px solid #fdb515;\" />\n",
        "\n",
        "## Batch vs. Stream Data Processing\n",
        "\n",
        "What's the difference?\n",
        "\n",
        "**Batch processing** is when data processing and analysis happens on a set of data that have already been stored over a period of time.\n",
        "In other words, the input is a finite, bounded data set.\n",
        "Examples include payroll and billing systems, which have to be processed weekly or monthly.\n",
        "\n",
        "**Stream processing** happens *as* data flows through a system. This results in analysis and reporting of events\n",
        "within a short period of time or near real-time on an infinite, unbounded data set.\n",
        "Examples include fraud detection or intrusion detection, which requires the continuous processing of transaction data.\n",
        "\n",
        "> This tutorial will focus on **batch processing** examples.\n",
        "To learn more about stream processing in Beam, check out the [Python Streaming](https://beam.apache.org/documentation/sdks/python-streaming/) page."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W_63UtsoBRql"
      },
      "source": [
        "<hr style=\"border: 5px solid #003262;\" />\n",
        "\n",
        "## Load the Data\n",
        "\n",
        "Let's import the example data we will be using throughout this tutorial. The [dataset](https://www.kaggle.com/datasets/fedesoriano/air-quality-data-in-india)\n",
        "consists of **hourly air quality data (PM 2.5) in India from November 2017 to June 2022**.\n",
        "\n",
        "> The World Health Organization (WHO) reports 7 million premature deaths linked to air pollution each year.\n",
        "In India alone, more than 90% of the country's population live in areas where air quality is below the WHO's standards.\n",
        "\n",
        "**What does the data look like?**\n",
        "\n",
        "The data set has 36,192 rows and 6 columns in total recording the following attributes:\n",
        "\n",
        "1.   `Timestamp`: Timestamp in the format YYYY-MM-DD HH:MM:SS\n",
        "2.   `Year`: Year of the measure\n",
        "3.   `Month`: Month of the measure\n",
        "4.   `Day`: Day of the measure\n",
        "5.   `Hour`: Hour of the measure\n",
        "6.   `PM2.5`: Fine particulate matter air pollutant level in air\n",
        "\n",
        "**For our purposes, we will focus on only the first and last column of the** `air_quality` **DataFrame**:\n",
        "\n",
        "1.   `Timestamp`: Timestamp in the format YYYY-MM-DD HH:MM:SS\n",
        "2.   `PM 2.5`: Fine particulate matter air pollutant level in air\n",
        "\n",
        "Run the following cell to load the data into our file directory."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GTteBUZ-7e2s",
        "outputId": "61860cdf-659a-4840-bdf8-f47396e9057c"
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      "outputs": [
        {
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          "text": [
            "Copying gs://batch-processing-example/air-quality-india.csv...\n",
            "/ [1 files][  1.4 MiB/  1.4 MiB]                                                \n",
            "Operation completed over 1 objects/1.4 MiB.                                      \n"
          ]
        }
      ],
      "source": [
        "# Copy the dataset file into the local file system from Google Cloud Storage.\n",
        "!mkdir -p data\n",
        "!gsutil cp gs://batch-processing-example/air-quality-india.csv data/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1NcmPl7C43lY"
      },
      "source": [
        "#### Data Preparation\n",
        "\n",
        "Before we load the data into a Beam pipeline, let's use Pandas to select two columns."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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        "outputId": "ac63792a-be8a-49d8-a42c-8d59251e10d2"
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        {
          "output_type": "execute_result",
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              "             Timestamp  Year  Month  Day  Hour   PM2.5\n",
              "0  2017-11-07 12:00:00  2017     11    7    12   64.51\n",
              "1  2017-11-07 13:00:00  2017     11    7    13   69.95\n",
              "2  2017-11-07 14:00:00  2017     11    7    14   92.79\n",
              "3  2017-11-07 15:00:00  2017     11    7    15  109.66\n",
              "4  2017-11-07 16:00:00  2017     11    7    16  116.50"
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              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-443261fc-f800-4335-b268-806b17fea6c9 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cd37d3eb0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Values</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def value_plot(df, y, figscale=1):\n",
              "  from matplotlib import pyplot as plt\n",
              "  df[y].plot(kind='line', figsize=(8 * figscale, 4 * figscale), title=y)\n",
              "  plt.gca().spines[['top', 'right']].set_visible(False)\n",
              "  plt.tight_layout()\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = value_plot(_df_0, *['Hour'], **{})\n",
              "chart"
            ],
            "text/html": [
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-4c6ccbfa-cf4b-494a-a028-540105ab9436\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-4c6ccbfa-cf4b-494a-a028-540105ab9436\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def value_plot(df, y, figscale=1):\n",
              "  from matplotlib import pyplot as plt\n",
              "  df[y].plot(kind='line', figsize=(8 * figscale, 4 * figscale), title=y)\n",
              "  plt.gca().spines[['top', 'right']].set_visible(False)\n",
              "  plt.tight_layout()\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = value_plot(_df_1, *['PM2.5'], **{})\n",
              "chart"
            ],
            "text/html": [
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-ca3bdbc3-b121-48fd-93cf-9273c936d08c\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-ca3bdbc3-b121-48fd-93cf-9273c936d08c\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cd1df1cf0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def histogram(df, colname, num_bins=20, figscale=1):\n",
              "  from matplotlib import pyplot as plt\n",
              "  df[colname].plot(kind='hist', bins=num_bins, title=colname, figsize=(8*figscale, 4*figscale))\n",
              "  plt.gca().spines[['top', 'right',]].set_visible(False)\n",
              "  plt.tight_layout()\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = histogram(_df_2, *['Hour'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-24068b18-a5f3-4887-8971-d0ec85efdc71\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-24068b18-a5f3-4887-8971-d0ec85efdc71\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def histogram(df, colname, num_bins=20, figscale=1):\n",
              "  from matplotlib import pyplot as plt\n",
              "  df[colname].plot(kind='hist', bins=num_bins, title=colname, figsize=(8*figscale, 4*figscale))\n",
              "  plt.gca().spines[['top', 'right',]].set_visible(False)\n",
              "  plt.tight_layout()\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = histogram(_df_3, *['PM2.5'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-d391d3de-e54f-4827-b401-f365b503dbcd\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-d391d3de-e54f-4827-b401-f365b503dbcd\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cd313d8d0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Categorical distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def categorical_histogram(df, colname, figscale=1, mpl_palette_name='Dark2'):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  df.groupby(colname).size().plot(kind='barh', color=sns.palettes.mpl_palette(mpl_palette_name), figsize=(8*figscale, 4.8*figscale))\n",
              "  plt.gca().spines[['top', 'right',]].set_visible(False)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = categorical_histogram(_df_4, *['Timestamp'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-865b1950-ae4d-4b0a-84c3-741c05c60ac6\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-865b1950-ae4d-4b0a-84c3-741c05c60ac6\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cc9825fc0>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">2-d distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def scatter_plots(df, colname_pairs, figscale=1, alpha=.8):\n",
              "  from matplotlib import pyplot as plt\n",
              "  plt.figure(figsize=(len(colname_pairs) * 6 * figscale, 6 * figscale))\n",
              "  for plot_i, (x_colname, y_colname) in enumerate(colname_pairs, start=1):\n",
              "    ax = plt.subplot(1, len(colname_pairs), plot_i)\n",
              "    df.plot(kind='scatter', x=x_colname, y=y_colname, s=(32 * figscale), alpha=alpha, ax=ax)\n",
              "    ax.spines[['top', 'right',]].set_visible(False)\n",
              "  plt.tight_layout()\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = scatter_plots(_df_5, *[[['Hour', 'PM2.5']]], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-a7b10c15-89d8-443e-954b-a0ed2b1802b5\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-a7b10c15-89d8-443e-954b-a0ed2b1802b5\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cc9718850>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Faceted distributions</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def violin_plot(df, value_colname, facet_colname, figscale=1, mpl_palette_name='Dark2', **kwargs):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (12 * figscale, 1.2 * figscale * len(df[facet_colname].unique()))\n",
              "  plt.figure(figsize=figsize)\n",
              "  sns.violinplot(df, x=value_colname, y=facet_colname, palette=mpl_palette_name, **kwargs)\n",
              "  sns.despine(top=True, right=True, bottom=True, left=True)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = violin_plot(_df_6, *['Hour', 'Timestamp'], **{'inner': 'stick'})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-b1b9d098-89bb-497d-8870-1e5a2726ebd3\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-b1b9d098-89bb-497d-8870-1e5a2726ebd3\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def violin_plot(df, value_colname, facet_colname, figscale=1, mpl_palette_name='Dark2', **kwargs):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (12 * figscale, 1.2 * figscale * len(df[facet_colname].unique()))\n",
              "  plt.figure(figsize=figsize)\n",
              "  sns.violinplot(df, x=value_colname, y=facet_colname, palette=mpl_palette_name, **kwargs)\n",
              "  sns.despine(top=True, right=True, bottom=True, left=True)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = violin_plot(_df_7, *['PM2.5', 'Timestamp'], **{'inner': 'stick'})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-a83dcca0-f815-470b-b3fc-53702dd22793\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-a83dcca0-f815-470b-b3fc-53702dd22793\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<google.colab._quickchart_helpers.SectionTitle at 0x786cc9976560>"
            ],
            "text/html": [
              "<h4 class=\"colab-quickchart-section-title\">Time series</h4>\n",
              "<style>\n",
              "  .colab-quickchart-section-title {\n",
              "      clear: both;\n",
              "  }\n",
              "</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def time_series_multiline(df, timelike_colname, value_colname, series_colname, figscale=1, mpl_palette_name='Dark2'):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (10 * figscale, 5.2 * figscale)\n",
              "  palette = list(sns.palettes.mpl_palette(mpl_palette_name))\n",
              "  def _plot_series(series, series_name, series_index=0):\n",
              "    if value_colname == 'count()':\n",
              "      counted = (series[timelike_colname]\n",
              "                 .value_counts()\n",
              "                 .reset_index(name='counts')\n",
              "                 .rename({'index': timelike_colname}, axis=1)\n",
              "                 .sort_values(timelike_colname, ascending=True))\n",
              "      xs = counted[timelike_colname]\n",
              "      ys = counted['counts']\n",
              "    else:\n",
              "      xs = series[timelike_colname]\n",
              "      ys = series[value_colname]\n",
              "    plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "  fig, ax = plt.subplots(figsize=figsize, layout='constrained')\n",
              "  df = df.sort_values(timelike_colname, ascending=True)\n",
              "  if series_colname:\n",
              "    for i, (series_name, series) in enumerate(df.groupby(series_colname)):\n",
              "      _plot_series(series, series_name, i)\n",
              "    fig.legend(title=series_colname, bbox_to_anchor=(1, 1), loc='upper left')\n",
              "  else:\n",
              "    _plot_series(df, '')\n",
              "  sns.despine(fig=fig, ax=ax)\n",
              "  plt.xlabel(timelike_colname)\n",
              "  plt.ylabel(value_colname)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = time_series_multiline(_df_8, *['Timestamp', 'count()', 'Timestamp'], **{})\n",
              "chart"
            ],
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              "rkJggg==\n",
              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-65f2c738-739d-42bd-92f2-9d03b53e29f9\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-65f2c738-739d-42bd-92f2-9d03b53e29f9\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def time_series_multiline(df, timelike_colname, value_colname, series_colname, figscale=1, mpl_palette_name='Dark2'):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (10 * figscale, 5.2 * figscale)\n",
              "  palette = list(sns.palettes.mpl_palette(mpl_palette_name))\n",
              "  def _plot_series(series, series_name, series_index=0):\n",
              "    if value_colname == 'count()':\n",
              "      counted = (series[timelike_colname]\n",
              "                 .value_counts()\n",
              "                 .reset_index(name='counts')\n",
              "                 .rename({'index': timelike_colname}, axis=1)\n",
              "                 .sort_values(timelike_colname, ascending=True))\n",
              "      xs = counted[timelike_colname]\n",
              "      ys = counted['counts']\n",
              "    else:\n",
              "      xs = series[timelike_colname]\n",
              "      ys = series[value_colname]\n",
              "    plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "  fig, ax = plt.subplots(figsize=figsize, layout='constrained')\n",
              "  df = df.sort_values(timelike_colname, ascending=True)\n",
              "  if series_colname:\n",
              "    for i, (series_name, series) in enumerate(df.groupby(series_colname)):\n",
              "      _plot_series(series, series_name, i)\n",
              "    fig.legend(title=series_colname, bbox_to_anchor=(1, 1), loc='upper left')\n",
              "  else:\n",
              "    _plot_series(df, '')\n",
              "  sns.despine(fig=fig, ax=ax)\n",
              "  plt.xlabel(timelike_colname)\n",
              "  plt.ylabel(value_colname)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = time_series_multiline(_df_9, *['Year', 'count()', 'Timestamp'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-0512d014-0978-49bd-996f-0ad0dfb51795\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-0512d014-0978-49bd-996f-0ad0dfb51795\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def time_series_multiline(df, timelike_colname, value_colname, series_colname, figscale=1, mpl_palette_name='Dark2'):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (10 * figscale, 5.2 * figscale)\n",
              "  palette = list(sns.palettes.mpl_palette(mpl_palette_name))\n",
              "  def _plot_series(series, series_name, series_index=0):\n",
              "    if value_colname == 'count()':\n",
              "      counted = (series[timelike_colname]\n",
              "                 .value_counts()\n",
              "                 .reset_index(name='counts')\n",
              "                 .rename({'index': timelike_colname}, axis=1)\n",
              "                 .sort_values(timelike_colname, ascending=True))\n",
              "      xs = counted[timelike_colname]\n",
              "      ys = counted['counts']\n",
              "    else:\n",
              "      xs = series[timelike_colname]\n",
              "      ys = series[value_colname]\n",
              "    plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "  fig, ax = plt.subplots(figsize=figsize, layout='constrained')\n",
              "  df = df.sort_values(timelike_colname, ascending=True)\n",
              "  if series_colname:\n",
              "    for i, (series_name, series) in enumerate(df.groupby(series_colname)):\n",
              "      _plot_series(series, series_name, i)\n",
              "    fig.legend(title=series_colname, bbox_to_anchor=(1, 1), loc='upper left')\n",
              "  else:\n",
              "    _plot_series(df, '')\n",
              "  sns.despine(fig=fig, ax=ax)\n",
              "  plt.xlabel(timelike_colname)\n",
              "  plt.ylabel(value_colname)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = time_series_multiline(_df_10, *['Month', 'count()', 'Timestamp'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
              "      <script type=\"text/javascript\">\n",
              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-96f3dc2e-ccca-49f4-8bc5-65006e124bf2\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-96f3dc2e-ccca-49f4-8bc5-65006e124bf2\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "import numpy as np\n",
              "from google.colab import autoviz\n",
              "\n",
              "def time_series_multiline(df, timelike_colname, value_colname, series_colname, figscale=1, mpl_palette_name='Dark2'):\n",
              "  from matplotlib import pyplot as plt\n",
              "  import seaborn as sns\n",
              "  figsize = (10 * figscale, 5.2 * figscale)\n",
              "  palette = list(sns.palettes.mpl_palette(mpl_palette_name))\n",
              "  def _plot_series(series, series_name, series_index=0):\n",
              "    if value_colname == 'count()':\n",
              "      counted = (series[timelike_colname]\n",
              "                 .value_counts()\n",
              "                 .reset_index(name='counts')\n",
              "                 .rename({'index': timelike_colname}, axis=1)\n",
              "                 .sort_values(timelike_colname, ascending=True))\n",
              "      xs = counted[timelike_colname]\n",
              "      ys = counted['counts']\n",
              "    else:\n",
              "      xs = series[timelike_colname]\n",
              "      ys = series[value_colname]\n",
              "    plt.plot(xs, ys, label=series_name, color=palette[series_index % len(palette)])\n",
              "\n",
              "  fig, ax = plt.subplots(figsize=figsize, layout='constrained')\n",
              "  df = df.sort_values(timelike_colname, ascending=True)\n",
              "  if series_colname:\n",
              "    for i, (series_name, series) in enumerate(df.groupby(series_colname)):\n",
              "      _plot_series(series, series_name, i)\n",
              "    fig.legend(title=series_colname, bbox_to_anchor=(1, 1), loc='upper left')\n",
              "  else:\n",
              "    _plot_series(df, '')\n",
              "  sns.despine(fig=fig, ax=ax)\n",
              "  plt.xlabel(timelike_colname)\n",
              "  plt.ylabel(value_colname)\n",
              "  return autoviz.MplChart.from_current_mpl_state()\n",
              "\n",
              "chart = time_series_multiline(_df_11, *['Day', 'count()', 'Timestamp'], **{})\n",
              "chart"
            ],
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              "\">\n",
              "        \n",
              "      </div>\n",
              "      <script></script>\n",
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              "        (() => {\n",
              "          const chartElement = document.getElementById(\"chart-deb90a31-c23d-4d6a-af6c-de9c29de7281\");\n",
              "          async function getCodeForChartHandler(event) {\n",
              "            const chartCodeResponse =  await google.colab.kernel.invokeFunction(\n",
              "                'getCodeForChart', [\"chart-deb90a31-c23d-4d6a-af6c-de9c29de7281\"], {});\n",
              "            const responseJson = chartCodeResponse.data['application/json'];\n",
              "            await google.colab.notebook.addCell(responseJson.code, 'code');\n",
              "          }\n",
              "          chartElement.onclick = getCodeForChartHandler;\n",
              "        })();\n",
              "      </script>\n",
              "      <style>\n",
              "        .colab-quickchart-chart-with-code  {\n",
              "            display: block;\n",
              "            float: left;\n",
              "            border: 1px solid transparent;\n",
              "        }\n",
              "\n",
              "        .colab-quickchart-chart-with-code:hover {\n",
              "            cursor: pointer;\n",
              "            border: 1px solid #aaa;\n",
              "        }\n",
              "      </style>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Load the data into a Python Pandas DataFrame.\n",
        "import pandas as pd\n",
        "\n",
        "air_quality = pd.read_csv(\"data/air-quality-india.csv\")\n",
        "air_quality.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        },
        "id": "WNXrvP-wDIkA",
        "outputId": "04282b20-3a4a-498b-b536-1f2f85ab86ac"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                      PM2.5\n",
              "Timestamp                  \n",
              "2017-11-07 12:00:00   64.51\n",
              "2017-11-07 13:00:00   69.95\n",
              "2017-11-07 14:00:00   92.79\n",
              "2017-11-07 15:00:00  109.66\n",
              "2017-11-07 16:00:00  116.50"
            ],
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              "      <th>PM2.5</th>\n",
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              "    <tr>\n",
              "      <th>Timestamp</th>\n",
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              "    <tr>\n",
              "      <th>2017-11-07 12:00:00</th>\n",
              "      <td>64.51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-07 13:00:00</th>\n",
              "      <td>69.95</td>\n",
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              "    <tr>\n",
              "      <th>2017-11-07 14:00:00</th>\n",
              "      <td>92.79</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-07 15:00:00</th>\n",
              "      <td>109.66</td>\n",
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              "    <tr>\n",
              "      <th>2017-11-07 16:00:00</th>\n",
              "      <td>116.50</td>\n",
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              "        const element = document.querySelector('#df-8f866753-97aa-4ad0-a7f3-8b69164e23b4');\n",
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              "                                                    [key], {});\n",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  .colab-df-quickchart {\n",
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              "    background-color: var(--bg-color);\n",
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              "    border-radius: 50%;\n",
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              "\n",
              "  @keyframes spin {\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "import csv\n",
        "\n",
        "#Select only the two features of the DataFrame we're interested in.\n",
        "airq = air_quality.loc[:, [\"Timestamp\", \"PM2.5\"]].set_index(\"Timestamp\")\n",
        "saved_new = pd.DataFrame(airq)\n",
        "saved_new.to_csv(\"data/air_quality.csv\")\n",
        "airq.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VRFkb_sLDUCD"
      },
      "source": [
        "<hr style=\"border: 5px solid #003262;\" />\n",
        "\n",
        "# 1. Average Air Quality Index (AQI)\n",
        "\n",
        "Before we explore more advanced batch processing with different types of windowing, we will start with a simple batch analysis example.\n",
        "\n",
        "Our **objective** is to analyze the *entire* dataset to find the **average PM2.5 air quality index** in India across the entire 11/2017-6/2022 period.\n",
        "\n",
        "> This examples uses the `GlobalWindow`, which is a single window that covers the entire PCollection.\n",
        "All pipelines use the [`GlobalWindow`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.window.html#apache_beam.transforms.window.GlobalWindow) by default.\n",
        "In many cases, especially for batch pipelines, this is what we want since we want to analyze all the data that we have."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "v06NFe9sDYXc",
        "outputId": "7984cb5a-4bf3-459a-b41c-33310d73fef3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "        if (typeof window.interactive_beam_jquery == 'undefined') {\n",
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          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "49.308428658266905\n"
          ]
        }
      ],
      "source": [
        "import apache_beam as beam\n",
        "\n",
        "def parse_file(element):\n",
        "  file = csv.reader([element], quotechar='\"', delimiter=',',\n",
        "                    quoting=csv.QUOTE_ALL, skipinitialspace=True)\n",
        "  for line in file:\n",
        "    return line\n",
        "\n",
        "with beam.Pipeline() as pipeline:\n",
        " (\n",
        "      pipeline\n",
        "      | 'Read input file' >> beam.io.ReadFromText(\"data/air_quality.csv\",\n",
        "                                                  skip_header_lines=1)\n",
        "      | 'Parse file' >> beam.Map(parse_file)\n",
        "      | 'Get PM' >> beam.Map(lambda x: float(x[1])) # only process PM2.5\n",
        "      | 'Get mean value' >> beam.combiners.Mean.Globally()\n",
        "      | beam.Map(print))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GmHEE1G5Y1z-",
        "outputId": "875a9e93-6d51-4adf-fd82-bdcc96bed2df"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "49.30842865826703"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "# To verify, the above mean value matches what Pandas produces\n",
        "airq[\"PM2.5\"].mean()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b3gGxC6w6qXx"
      },
      "source": [
        "**Congratulations!** You just created a simple aggregation processing pipeline in batch using `GlobalWindow`."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vRameihqDJ8l"
      },
      "source": [
        "<hr style=\"border: 5px solid #003262;\" />\n",
        "\n",
        "# 2. Advanced Processing in Batch with Windowing\n",
        "\n",
        "Sometimes, we want to [aggregate](https://beam.apache.org/documentation/transforms/python/overview/#aggregation) data, like `GroupByKey` or `Combine`,\n",
        "only at certain intervals, like hourly or daily, instead of processing the entire `PCollection` of data only once.\n",
        "\n",
        "In this case, our **objective** is to determine the **fluctuations of air quality *every 30 days*.\n",
        "\n",
        "**_Windows_** in Beam allow us to process only certain data intervals at a time.\n",
        "In this notebook, we will go through different ways of windowing our pipeline.\n",
        "\n",
        "We have already been introduced to the default GlobalWindow (see above) that covers the entire PCollection.\n",
        "Now we will dive into **fixed time windows, sliding time windows, and session windows**.\n",
        "\n",
        "> [Another windowing tutorial](https://colab.sandbox.google.com/github/apache/beam/blob/master/examples/notebooks/tour-of-beam/windowing.ipynb) with a toy dataset is recommended to go through."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gj0_S5Ka3-zb"
      },
      "source": [
        "### First, we need to convert timestamps to Unix time\n",
        "\n",
        "Apache Beam requires us to provide the timestamp as Unix time. Let us write the simple time conversion function:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "nKBYsxFg4SIa"
      },
      "outputs": [],
      "source": [
        "import time\n",
        "\n",
        "# This function is modifiable and can convert integers to time formats like unix\n",
        "# Without this function and .strptime, you may run into comparison issues!\n",
        "def to_unix_time(time_str: str, time_format='%Y-%m-%d %H:%M:%S') -> int:\n",
        "  \"\"\"Converts a time string into Unix time.\"\"\"\n",
        "  time_tuple = time.strptime(time_str, time_format)\n",
        "  return int(time.mktime(time_tuple))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_mPge0KdRx20",
        "outputId": "09c3f7a9-40e4-4177-f71b-6681b9ebd003"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1634220000"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "to_unix_time('2021-10-14 14:00:00')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lL0_QONF1aMH"
      },
      "source": [
        "### Second, let us define some helper functions to develop our pipeline\n",
        "\n",
        "In this code, we have a transform (`PrintElementInfo`) to help us analyze an element alongside its window information,\n",
        "and we have another transform (`PrintWindowInfo`) to help us analyze how many elements landed into each window.\n",
        "We use a custom [`DoFn`](https://beam.apache.org/documentation/transforms/python/elementwise/pardo)\n",
        "to access that information."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KtPL-echb2xv"
      },
      "outputs": [],
      "source": [
        "#@title Helper functions to develop our pipeline\n",
        "\n",
        "def human_readable_window(window) -> str:\n",
        "  \"\"\"Formats a window object into a human readable string.\"\"\"\n",
        "  if isinstance(window, beam.window.GlobalWindow):\n",
        "    return str(window)\n",
        "  return f'{window.start.to_utc_datetime()} - {window.end.to_utc_datetime()}'\n",
        "\n",
        "class PrintElementInfo(beam.DoFn):\n",
        "  \"\"\"Prints an element with its Window information for debugging.\"\"\"\n",
        "  def process(self, element, timestamp=beam.DoFn.TimestampParam, window=beam.DoFn.WindowParam):\n",
        "    print(f'[{human_readable_window(window)}] {timestamp.to_utc_datetime()} -- {element}')\n",
        "    yield element\n",
        "\n",
        "@beam.ptransform_fn\n",
        "def PrintWindowInfo(pcollection):\n",
        "  \"\"\"Prints the Window information with AQI in that window for debugging.\"\"\"\n",
        "  class PrintAQI(beam.DoFn):\n",
        "    def process(self, mean_elements, window=beam.DoFn.WindowParam):\n",
        "      print(f'>> Window [{human_readable_window(window)}], AQI: {mean_elements}')\n",
        "      yield mean_elements\n",
        "\n",
        "  return (\n",
        "      pcollection\n",
        "      | 'Count elements per window' >> beam.combiners.Mean.Globally().without_defaults()\n",
        "      | 'Print counts info' >> beam.ParDo(PrintAQI())\n",
        "  )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dtQbcRU6XYCr"
      },
      "source": [
        "Note: when you run below code, pay attention to how the human readable windows varies for each window type.\n",
        "\n",
        "You can also use the built-in [`LogElements`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.util.html#apache_beam.transforms.util.LogElements)\n",
        "PTransform to print the elements with the timestamp and window information.\n",
        "\n",
        "To illustrate how windowing works, we will use the below toy data:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "oOLx4IsZXoTO"
      },
      "outputs": [],
      "source": [
        "# a toy data\n",
        "air_toy_data = [\n",
        "    ['2021-10-14 14:00:00', '43.27'],\n",
        "    ['2021-10-14 15:00:00', '44.17'],\n",
        "    ['2021-10-14 16:00:00', '48.77'],\n",
        "    ['2021-10-14 17:00:00', '55.57'],\n",
        "    ['2021-10-14 18:00:00', '56.95'],\n",
        "    ['2021-10-21 09:00:00', '36.77'],\n",
        "    ['2021-10-21 10:00:00', '34.87'],\n",
        "    ['2021-11-17 01:00:00', '62.64'],\n",
        "    ['2021-11-17 02:00:00', '65.28'],\n",
        "    ['2021-11-17 03:00:00', '65.53'],\n",
        "    ['2021-11-17 04:00:00', '70.18'],\n",
        "    ['2021-12-11 21:00:00', '69.07'],\n",
        "    ['2022-01-02 21:00:00', '76.56'],\n",
        "    ['2022-01-02 22:00:00', '78.77'],\n",
        "    ['2022-01-02 23:00:00', '73.16'],\n",
        "    ['2022-01-03 03:00:00', '74.05'],\n",
        "    ['2022-01-03 19:00:00', '100.28'],\n",
        "    ['2022-01-03 22:00:00', '80.92'],\n",
        "    ['2022-01-04 05:00:00', '80.48'],\n",
        "    ['2022-01-04 07:00:00', '84.0'],\n",
        "    ['2022-01-04 18:00:00', '95.49'],\n",
        "    ['2022-01-05 00:00:00', '69.01'],\n",
        "    ['2022-01-05 07:00:00', '76.85'],]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_QoStuYV-uku"
      },
      "source": [
        "### Fixed time windows\n",
        "\n",
        "`FixedWindows` allow us to create fixed-sized windows with evenly spaced intervals.\n",
        "We only need to specify the _window size_ in seconds.\n",
        "\n",
        "In Python, we can use [`timedelta`](https://docs.python.org/3/library/datetime.html#timedelta-objects)\n",
        "to help us do the conversion of minutes, hours, or days for us.\n",
        "\n",
        "We then use the [`WindowInto`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.core.html?highlight=windowinto#apache_beam.transforms.core.WindowInto)\n",
        "transform to apply the kind of window we want."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q7Q4yVzh8XWO",
        "outputId": "b6f6c012-7c0b-4211-eb93-8cfa26daa4a6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 14:00:00 -- 43.27\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 15:00:00 -- 44.17\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 16:00:00 -- 48.77\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 17:00:00 -- 55.57\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 18:00:00 -- 56.95\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-21 09:00:00 -- 36.77\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-21 10:00:00 -- 34.87\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 01:00:00 -- 62.64\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 02:00:00 -- 65.28\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 03:00:00 -- 65.53\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 04:00:00 -- 70.18\n",
            "[2021-11-29 00:00:00 - 2021-12-29 00:00:00] 2021-12-11 21:00:00 -- 69.07\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 21:00:00 -- 76.56\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 22:00:00 -- 78.77\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 23:00:00 -- 73.16\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 03:00:00 -- 74.05\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 19:00:00 -- 100.28\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 22:00:00 -- 80.92\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 05:00:00 -- 80.48\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 07:00:00 -- 84.0\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 18:00:00 -- 95.49\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-05 00:00:00 -- 69.01\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-05 07:00:00 -- 76.85\n",
            ">> Window [2021-09-30 00:00:00 - 2021-10-30 00:00:00], AQI: 45.76714285714286\n",
            ">> Window [2021-10-30 00:00:00 - 2021-11-29 00:00:00], AQI: 65.9075\n",
            ">> Window [2021-11-29 00:00:00 - 2021-12-29 00:00:00], AQI: 69.07\n",
            ">> Window [2021-12-29 00:00:00 - 2022-01-28 00:00:00], AQI: 80.86999999999999\n"
          ]
        }
      ],
      "source": [
        "import apache_beam as beam\n",
        "from datetime import timedelta\n",
        "\n",
        "\n",
        "# We first set the window size to around 1 month.\n",
        "window_size = timedelta(days=30).total_seconds()  # in seconds\n",
        "\n",
        "\n",
        "# Let us set up the windowed pipeline and compute AQI every 30 days\n",
        "with beam.Pipeline() as pipeline:\n",
        "  (\n",
        "      pipeline\n",
        "      | beam.Create(air_toy_data)\n",
        "      | 'With timestamps' >> beam.MapTuple(\n",
        "          lambda timestamp, element:\n",
        "              beam.window.TimestampedValue(float(element), to_unix_time(timestamp))\n",
        "      )\n",
        "      | 'Fixed windows' >> beam.WindowInto(beam.window.FixedWindows(window_size))\n",
        "      | 'Print element info' >> beam.ParDo(PrintElementInfo())\n",
        "      | 'Print window info' >> PrintWindowInfo()\n",
        "  )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N-bqgv5K_INW"
      },
      "source": [
        "### Sliding time windows\n",
        "\n",
        "[`Sliding windows`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.window.html#apache_beam.transforms.window.SlidingWindows)\n",
        "allow us to compute AQI every 30 days but each window should cover the last 15 days.\n",
        "We can specify the _window size_ in seconds just like with `FixedWindows` to define the window size.\n",
        "We also need to specify a _window period_ in seconds, which is how often we want to emit each window."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lrj1mb6Q_LW7",
        "outputId": "eaad9b23-f185-4931-a32d-a16e5736f5d1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "window_size:   2592000.0 seconds\n",
            "window_period: 1296000.0 seconds\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 14:00:00 -- 43.27\n",
            "[2021-09-15 00:00:00 - 2021-10-15 00:00:00] 2021-10-14 14:00:00 -- 43.27\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 15:00:00 -- 44.17\n",
            "[2021-09-15 00:00:00 - 2021-10-15 00:00:00] 2021-10-14 15:00:00 -- 44.17\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 16:00:00 -- 48.77\n",
            "[2021-09-15 00:00:00 - 2021-10-15 00:00:00] 2021-10-14 16:00:00 -- 48.77\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 17:00:00 -- 55.57\n",
            "[2021-09-15 00:00:00 - 2021-10-15 00:00:00] 2021-10-14 17:00:00 -- 55.57\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-14 18:00:00 -- 56.95\n",
            "[2021-09-15 00:00:00 - 2021-10-15 00:00:00] 2021-10-14 18:00:00 -- 56.95\n",
            "[2021-10-15 00:00:00 - 2021-11-14 00:00:00] 2021-10-21 09:00:00 -- 36.77\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-21 09:00:00 -- 36.77\n",
            "[2021-10-15 00:00:00 - 2021-11-14 00:00:00] 2021-10-21 10:00:00 -- 34.87\n",
            "[2021-09-30 00:00:00 - 2021-10-30 00:00:00] 2021-10-21 10:00:00 -- 34.87\n",
            "[2021-11-14 00:00:00 - 2021-12-14 00:00:00] 2021-11-17 01:00:00 -- 62.64\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 01:00:00 -- 62.64\n",
            "[2021-11-14 00:00:00 - 2021-12-14 00:00:00] 2021-11-17 02:00:00 -- 65.28\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 02:00:00 -- 65.28\n",
            "[2021-11-14 00:00:00 - 2021-12-14 00:00:00] 2021-11-17 03:00:00 -- 65.53\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 03:00:00 -- 65.53\n",
            "[2021-11-14 00:00:00 - 2021-12-14 00:00:00] 2021-11-17 04:00:00 -- 70.18\n",
            "[2021-10-30 00:00:00 - 2021-11-29 00:00:00] 2021-11-17 04:00:00 -- 70.18\n",
            "[2021-11-29 00:00:00 - 2021-12-29 00:00:00] 2021-12-11 21:00:00 -- 69.07\n",
            "[2021-11-14 00:00:00 - 2021-12-14 00:00:00] 2021-12-11 21:00:00 -- 69.07\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 21:00:00 -- 76.56\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-02 21:00:00 -- 76.56\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 22:00:00 -- 78.77\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-02 22:00:00 -- 78.77\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-02 23:00:00 -- 73.16\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-02 23:00:00 -- 73.16\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 03:00:00 -- 74.05\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-03 03:00:00 -- 74.05\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 19:00:00 -- 100.28\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-03 19:00:00 -- 100.28\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-03 22:00:00 -- 80.92\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-03 22:00:00 -- 80.92\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 05:00:00 -- 80.48\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-04 05:00:00 -- 80.48\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 07:00:00 -- 84.0\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-04 07:00:00 -- 84.0\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-04 18:00:00 -- 95.49\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-04 18:00:00 -- 95.49\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-05 00:00:00 -- 69.01\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-05 00:00:00 -- 69.01\n",
            "[2021-12-29 00:00:00 - 2022-01-28 00:00:00] 2022-01-05 07:00:00 -- 76.85\n",
            "[2021-12-14 00:00:00 - 2022-01-13 00:00:00] 2022-01-05 07:00:00 -- 76.85\n",
            ">> Window [2021-09-30 00:00:00 - 2021-10-30 00:00:00], AQI: 45.76714285714286\n",
            ">> Window [2021-09-15 00:00:00 - 2021-10-15 00:00:00], AQI: 49.746\n",
            ">> Window [2021-10-15 00:00:00 - 2021-11-14 00:00:00], AQI: 35.82\n",
            ">> Window [2021-11-14 00:00:00 - 2021-12-14 00:00:00], AQI: 66.53999999999999\n",
            ">> Window [2021-10-30 00:00:00 - 2021-11-29 00:00:00], AQI: 65.9075\n",
            ">> Window [2021-11-29 00:00:00 - 2021-12-29 00:00:00], AQI: 69.07\n",
            ">> Window [2021-12-29 00:00:00 - 2022-01-28 00:00:00], AQI: 80.86999999999999\n",
            ">> Window [2021-12-14 00:00:00 - 2022-01-13 00:00:00], AQI: 80.86999999999999\n"
          ]
        }
      ],
      "source": [
        "import apache_beam as beam\n",
        "from datetime import timedelta\n",
        "\n",
        "# Sliding windows of 30 days and emit one every 15 days.\n",
        "window_size = timedelta(days=30).total_seconds()  # in seconds\n",
        "window_period = timedelta(days=15).total_seconds()  # in seconds\n",
        "print(f'window_size:   {window_size} seconds')\n",
        "print(f'window_period: {window_period} seconds')\n",
        "\n",
        "with beam.Pipeline() as pipeline:\n",
        "  (\n",
        "      pipeline\n",
        "      | 'Air Quality' >> beam.Create(air_toy_data)\n",
        "      | 'With timestamps' >> beam.MapTuple(\n",
        "          lambda timestamp, element:\n",
        "              beam.window.TimestampedValue(float(element), to_unix_time(timestamp))\n",
        "      )\n",
        "      | 'Sliding windows' >> beam.WindowInto(\n",
        "          beam.window.SlidingWindows(window_size, window_period)\n",
        "      )\n",
        "      | 'Print element info' >> beam.ParDo(PrintElementInfo())\n",
        "      | 'Print window info' >> PrintWindowInfo()\n",
        "  )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y_SbevXv_MDk"
      },
      "source": [
        "### Session time windows\n",
        "\n",
        "Maybe we don't want regular windows, but instead, have the windows reflect periods where activity happened. [`Sessions`](https://beam.apache.org/releases/pydoc/current/apache_beam.transforms.window.html#apache_beam.transforms.window.Sessions)\n",
        "allow us to create those windows.\n",
        "We only need to specify a _gap size_ in seconds, which is the maximum number of seconds of inactivity to close a session window.\n",
        "In this case, if no event happens within 10 days, the current session window closes and\n",
        "is emitted and a new session window is created whenever the next event happens."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zgNc-c3THB7G",
        "outputId": "c4ac0590-20e5-4b38-da36-8ca6d545269f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "gap_size: 864000.0 seconds\n",
            "[2021-10-14 14:00:00 - 2021-10-24 14:00:00] 2021-10-14 14:00:00 -- 43.27\n",
            "[2021-10-14 15:00:00 - 2021-10-24 15:00:00] 2021-10-14 15:00:00 -- 44.17\n",
            "[2021-10-14 16:00:00 - 2021-10-24 16:00:00] 2021-10-14 16:00:00 -- 48.77\n",
            "[2021-10-14 17:00:00 - 2021-10-24 17:00:00] 2021-10-14 17:00:00 -- 55.57\n",
            "[2021-10-14 18:00:00 - 2021-10-24 18:00:00] 2021-10-14 18:00:00 -- 56.95\n",
            "[2021-10-21 09:00:00 - 2021-10-31 09:00:00] 2021-10-21 09:00:00 -- 36.77\n",
            "[2021-10-21 10:00:00 - 2021-10-31 10:00:00] 2021-10-21 10:00:00 -- 34.87\n",
            "[2021-11-17 01:00:00 - 2021-11-27 01:00:00] 2021-11-17 01:00:00 -- 62.64\n",
            "[2021-11-17 02:00:00 - 2021-11-27 02:00:00] 2021-11-17 02:00:00 -- 65.28\n",
            "[2021-11-17 03:00:00 - 2021-11-27 03:00:00] 2021-11-17 03:00:00 -- 65.53\n",
            "[2021-11-17 04:00:00 - 2021-11-27 04:00:00] 2021-11-17 04:00:00 -- 70.18\n",
            "[2021-12-11 21:00:00 - 2021-12-21 21:00:00] 2021-12-11 21:00:00 -- 69.07\n",
            "[2022-01-02 21:00:00 - 2022-01-12 21:00:00] 2022-01-02 21:00:00 -- 76.56\n",
            "[2022-01-02 22:00:00 - 2022-01-12 22:00:00] 2022-01-02 22:00:00 -- 78.77\n",
            "[2022-01-02 23:00:00 - 2022-01-12 23:00:00] 2022-01-02 23:00:00 -- 73.16\n",
            "[2022-01-03 03:00:00 - 2022-01-13 03:00:00] 2022-01-03 03:00:00 -- 74.05\n",
            "[2022-01-03 19:00:00 - 2022-01-13 19:00:00] 2022-01-03 19:00:00 -- 100.28\n",
            "[2022-01-03 22:00:00 - 2022-01-13 22:00:00] 2022-01-03 22:00:00 -- 80.92\n",
            "[2022-01-04 05:00:00 - 2022-01-14 05:00:00] 2022-01-04 05:00:00 -- 80.48\n",
            "[2022-01-04 07:00:00 - 2022-01-14 07:00:00] 2022-01-04 07:00:00 -- 84.0\n",
            "[2022-01-04 18:00:00 - 2022-01-14 18:00:00] 2022-01-04 18:00:00 -- 95.49\n",
            "[2022-01-05 00:00:00 - 2022-01-15 00:00:00] 2022-01-05 00:00:00 -- 69.01\n",
            "[2022-01-05 07:00:00 - 2022-01-15 07:00:00] 2022-01-05 07:00:00 -- 76.85\n",
            ">> Window [2021-10-14 14:00:00 - 2021-10-31 10:00:00], AQI: 45.76714285714286\n",
            ">> Window [2021-11-17 01:00:00 - 2021-11-27 04:00:00], AQI: 65.9075\n",
            ">> Window [2021-12-11 21:00:00 - 2021-12-21 21:00:00], AQI: 69.07\n",
            ">> Window [2022-01-02 21:00:00 - 2022-01-15 07:00:00], AQI: 80.86999999999999\n"
          ]
        }
      ],
      "source": [
        "import apache_beam as beam\n",
        "from datetime import timedelta\n",
        "\n",
        "# Sessions divided by 10 days.\n",
        "gap_size = timedelta(days=10).total_seconds()  # in seconds\n",
        "print(f'gap_size: {gap_size} seconds')\n",
        "\n",
        "with beam.Pipeline() as pipeline:\n",
        "  (\n",
        "      pipeline\n",
        "      | 'Air Quality' >> beam.Create(air_toy_data)\n",
        "      | 'With timestamps' >> beam.MapTuple(\n",
        "          lambda timestamp, element:\n",
        "              beam.window.TimestampedValue(float(element), to_unix_time(timestamp))\n",
        "      )\n",
        "      | 'Session windows' >> beam.WindowInto(beam.window.Sessions(gap_size))\n",
        "      | 'Print element info' >> beam.ParDo(PrintElementInfo())\n",
        "      | 'Print window info' >> PrintWindowInfo()\n",
        "  )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XcX0t6hya85F"
      },
      "source": [
        "Note how the above windows are irregular."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EBSlyeBibNL0"
      },
      "source": [
        "<hr style=\"border: 5px solid #003262;\" />\n",
        "\n",
        "# 3. Put All Together\n",
        "\n",
        "Section 2 uses the toy data to go through three different windowing types. Now it is time to analyze the real data (`data/air_quality.csv`).\n",
        "\n",
        "Can you build one Beam pipeline to compute all AQI values for these windows?\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "plMjLuh-lKzr"
      },
      "outputs": [],
      "source": [
        "#@title Edit This Code Cell\n",
        "..."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "t6vBMax0bubN"
      },
      "outputs": [],
      "source": [
        "# @title Expand to see the answer\n",
        "import csv\n",
        "import time\n",
        "from datetime import timedelta\n",
        "\n",
        "import apache_beam as beam\n",
        "import apache_beam.runners.interactive.interactive_beam as ib\n",
        "\n",
        "\n",
        "def to_unix_time(time_str: str, time_format=\"%Y-%m-%d %H:%M:%S\") -> int:\n",
        "    \"\"\"Converts a time string into Unix time.\"\"\"\n",
        "    time_tuple = time.strptime(time_str, time_format)\n",
        "    return int(time.mktime(time_tuple))\n",
        "\n",
        "\n",
        "def human_readable_window(window) -> str:\n",
        "    \"\"\"Formats a window object into a human readable string.\"\"\"\n",
        "    if isinstance(window, beam.window.GlobalWindow):\n",
        "        return str(window)\n",
        "    return f\"{window.start.to_utc_datetime()} - {window.end.to_utc_datetime()}\"\n",
        "\n",
        "\n",
        "@beam.ptransform_fn\n",
        "def OutputWindowInfo(pcollection):\n",
        "    \"\"\"Output the Window information with AQI in that window.\"\"\"\n",
        "\n",
        "    class GetAQI(beam.DoFn):\n",
        "        def process(self, mean_elements, window=beam.DoFn.WindowParam):\n",
        "            yield human_readable_window(window), mean_elements\n",
        "\n",
        "    return (\n",
        "        pcollection\n",
        "        | \"Count elements per window\"\n",
        "        >> beam.combiners.Mean.Globally().without_defaults()\n",
        "        | \"Output counts info\" >> beam.ParDo(GetAQI())\n",
        "    )\n",
        "\n",
        "\n",
        "def parse_file(element):\n",
        "    file = csv.reader(\n",
        "        [element],\n",
        "        quotechar='\"',\n",
        "        delimiter=\",\",\n",
        "        quoting=csv.QUOTE_ALL,\n",
        "        skipinitialspace=True,\n",
        "    )\n",
        "    for line in file:\n",
        "        return line\n",
        "\n",
        "\n",
        "p = beam.Pipeline()\n",
        "\n",
        "# get the data\n",
        "read_text = (\n",
        "    p\n",
        "    | \"Read input file\"\n",
        "    >> beam.io.ReadFromText(\"data/air_quality.csv\", skip_header_lines=1)\n",
        "    | \"Parse file\" >> beam.Map(parse_file)\n",
        "    | \"With timestamps\"\n",
        "    >> beam.MapTuple(\n",
        "        lambda timestamp, element: beam.window.TimestampedValue(\n",
        "            float(element), to_unix_time(timestamp)\n",
        "        )\n",
        "    )\n",
        ")\n",
        "\n",
        "# define the fixed window\n",
        "window_size = timedelta(days=30).total_seconds()  # in seconds\n",
        "fixed_window = (\n",
        "    read_text\n",
        "    | \"Fixed windows\" >> beam.WindowInto(beam.window.FixedWindows(window_size))\n",
        "    | \"Output fixed window info\" >> OutputWindowInfo()\n",
        "    | \"Write fixed window info\"\n",
        "    >> beam.io.WriteToText(\"output_fixed\", file_name_suffix=\".txt\")\n",
        ")\n",
        "\n",
        "# define the sliding window\n",
        "window_period = timedelta(days=15).total_seconds()  # in seconds\n",
        "sliding_window = (\n",
        "    read_text\n",
        "    | \"Sliding windows\"\n",
        "    >> beam.WindowInto(beam.window.SlidingWindows(window_size, window_period))\n",
        "    | \"Output sliding window info\" >> OutputWindowInfo()\n",
        "    | \"Write sliding window info\"\n",
        "    >> beam.io.WriteToText(\"output_sliding\", file_name_suffix=\".txt\")\n",
        ")\n",
        "\n",
        "# define the session window\n",
        "gap_size = timedelta(days=10).total_seconds()  # in seconds\n",
        "session_window = (\n",
        "    read_text\n",
        "    | \"Session windows\" >> beam.WindowInto(beam.window.Sessions(gap_size))\n",
        "    | \"Output session window info\" >> OutputWindowInfo()\n",
        "    | \"Write session window info\"\n",
        "    >> beam.io.WriteToText(\"output_session\", file_name_suffix=\".txt\")\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
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        "id": "trT64iyteYii",
        "outputId": "d4ac9dcc-c842-4e26-c7ba-5b47d270edbc"
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              "<!-- [17]: With timestamps&#45;&gt;read_text -->\n",
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              "<title>[17]: With timestamps&#45;&gt;read_text</title>\n",
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              "<title>read_text&#45;&gt;[17]: Sliding windows</title>\n",
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              "<!-- read_text&#45;&gt;[17]: Session windows -->\n",
              "<g id=\"edge8\" class=\"edge\">\n",
              "<title>read_text&#45;&gt;[17]: Session windows</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"451.31,-505.51 458.62,-497.84 448.13,-499.27 451.31,-505.51\"/>\n",
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              "<!-- pcoll2863 -->\n",
              "<g id=\"node8\" class=\"node\">\n",
              "<title>pcoll2863</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"109\" cy=\"-407.79\" rx=\"18\" ry=\"18\"/>\n",
              "</g>\n",
              "<!-- [17]: Fixed windows&#45;&gt;pcoll2863 -->\n",
              "<g id=\"edge9\" class=\"edge\">\n",
              "<title>[17]: Fixed windows&#45;&gt;pcoll2863</title>\n",
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              "<title>[17]: Output fixed window info</title>\n",
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              "</g>\n",
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              "<g id=\"edge10\" class=\"edge\">\n",
              "<title>pcoll2863&#45;&gt;[17]: Output fixed window info</title>\n",
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              "</g>\n",
              "<!-- [17]: Output fixed window info&#45;&gt;pcoll9081 -->\n",
              "<g id=\"edge11\" class=\"edge\">\n",
              "<title>[17]: Output fixed window info&#45;&gt;pcoll9081</title>\n",
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              "<g id=\"edge12\" class=\"edge\">\n",
              "<title>pcoll9081&#45;&gt;[17]: Write fixed window info</title>\n",
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              "<!-- fixed_window -->\n",
              "<g id=\"node12\" class=\"node\">\n",
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              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"94\" cy=\"-68.89\" rx=\"61.99\" ry=\"61.99\"/>\n",
              "<text text-anchor=\"middle\" x=\"94\" y=\"-65.19\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"blue\">fixed_window</text>\n",
              "</g>\n",
              "<!-- [17]: Write fixed window info&#45;&gt;fixed_window -->\n",
              "<g id=\"edge13\" class=\"edge\">\n",
              "<title>[17]: Write fixed window info&#45;&gt;fixed_window</title>\n",
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              "<g id=\"node14\" class=\"node\">\n",
              "<title>pcoll8926</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"305\" cy=\"-407.79\" rx=\"18\" ry=\"18\"/>\n",
              "</g>\n",
              "<!-- [17]: Sliding windows&#45;&gt;pcoll8926 -->\n",
              "<g id=\"edge14\" class=\"edge\">\n",
              "<title>[17]: Sliding windows&#45;&gt;pcoll8926</title>\n",
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              "<polygon fill=\"black\" stroke=\"black\" points=\"308.5,-435.89 305,-425.89 301.5,-435.89 308.5,-435.89\"/>\n",
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              "<title>[17]: Output sliding window info</title>\n",
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              "</g>\n",
              "<!-- pcoll8926&#45;&gt;[17]: Output sliding window info -->\n",
              "<g id=\"edge15\" class=\"edge\">\n",
              "<title>pcoll8926&#45;&gt;[17]: Output sliding window info</title>\n",
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              "</g>\n",
              "<!-- pcoll4090 -->\n",
              "<g id=\"node16\" class=\"node\">\n",
              "<title>pcoll4090</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"305\" cy=\"-263.79\" rx=\"18\" ry=\"18\"/>\n",
              "</g>\n",
              "<!-- [17]: Output sliding window info&#45;&gt;pcoll4090 -->\n",
              "<g id=\"edge16\" class=\"edge\">\n",
              "<title>[17]: Output sliding window info&#45;&gt;pcoll4090</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M305,-317.48C305,-309.77 305,-300.5 305,-291.9\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"308.5,-291.89 305,-281.89 301.5,-291.89 308.5,-291.89\"/>\n",
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              "<title>[17]: Write sliding window info</title>\n",
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              "</g>\n",
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              "<g id=\"edge17\" class=\"edge\">\n",
              "<title>pcoll4090&#45;&gt;[17]: Write sliding window info</title>\n",
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              "<!-- sliding_window -->\n",
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              "<title>sliding_window</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"305\" cy=\"-68.89\" rx=\"67.69\" ry=\"67.69\"/>\n",
              "<text text-anchor=\"middle\" x=\"305\" y=\"-65.19\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"blue\">sliding_window</text>\n",
              "</g>\n",
              "<!-- [17]: Write sliding window info&#45;&gt;sliding_window -->\n",
              "<g id=\"edge18\" class=\"edge\">\n",
              "<title>[17]: Write sliding window info&#45;&gt;sliding_window</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M305,-173.72C305,-166.21 305,-156.8 305,-146.73\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"308.5,-146.49 305,-136.49 301.5,-146.49 308.5,-146.49\"/>\n",
              "</g>\n",
              "<!-- pcoll919 -->\n",
              "<g id=\"node20\" class=\"node\">\n",
              "<title>pcoll919</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"507\" cy=\"-407.79\" rx=\"18\" ry=\"18\"/>\n",
              "</g>\n",
              "<!-- [17]: Session windows&#45;&gt;pcoll919 -->\n",
              "<g id=\"edge19\" class=\"edge\">\n",
              "<title>[17]: Session windows&#45;&gt;pcoll919</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M495.71,-461.48C497.36,-453.77 499.35,-444.5 501.19,-435.9\"/>\n",
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              "<!-- [17]: Output session window info -->\n",
              "<g id=\"node21\" class=\"node\">\n",
              "<title>[17]: Output session window info</title>\n",
              "<polygon fill=\"none\" stroke=\"blue\" points=\"622,-353.79 422,-353.79 422,-317.79 622,-317.79 622,-353.79\"/>\n",
              "<text text-anchor=\"middle\" x=\"522\" y=\"-332.09\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"blue\">[17]: Output session window info</text>\n",
              "</g>\n",
              "<!-- pcoll919&#45;&gt;[17]: Output session window info -->\n",
              "<g id=\"edge20\" class=\"edge\">\n",
              "<title>pcoll919&#45;&gt;[17]: Output session window info</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M510.63,-389.84C512.3,-382.05 514.32,-372.61 516.2,-363.87\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"519.63,-364.57 518.3,-354.06 512.78,-363.11 519.63,-364.57\"/>\n",
              "</g>\n",
              "<!-- pcoll9625 -->\n",
              "<g id=\"node22\" class=\"node\">\n",
              "<title>pcoll9625</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"522\" cy=\"-263.79\" rx=\"18\" ry=\"18\"/>\n",
              "</g>\n",
              "<!-- [17]: Output session window info&#45;&gt;pcoll9625 -->\n",
              "<g id=\"edge21\" class=\"edge\">\n",
              "<title>[17]: Output session window info&#45;&gt;pcoll9625</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M522,-317.48C522,-309.77 522,-300.5 522,-291.9\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"525.5,-291.89 522,-281.89 518.5,-291.89 525.5,-291.89\"/>\n",
              "</g>\n",
              "<!-- [17]: Write session window info -->\n",
              "<g id=\"node23\" class=\"node\">\n",
              "<title>[17]: Write session window info</title>\n",
              "<polygon fill=\"none\" stroke=\"blue\" points=\"618,-209.79 426,-209.79 426,-173.79 618,-173.79 618,-209.79\"/>\n",
              "<text text-anchor=\"middle\" x=\"522\" y=\"-188.09\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"blue\">[17]: Write session window info</text>\n",
              "</g>\n",
              "<!-- pcoll9625&#45;&gt;[17]: Write session window info -->\n",
              "<g id=\"edge22\" class=\"edge\">\n",
              "<title>pcoll9625&#45;&gt;[17]: Write session window info</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M522,-245.48C522,-237.77 522,-228.5 522,-219.9\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"525.5,-219.89 522,-209.89 518.5,-219.89 525.5,-219.89\"/>\n",
              "</g>\n",
              "<!-- session_window -->\n",
              "<g id=\"node24\" class=\"node\">\n",
              "<title>session_window</title>\n",
              "<ellipse fill=\"none\" stroke=\"blue\" cx=\"522\" cy=\"-68.89\" rx=\"68.79\" ry=\"68.79\"/>\n",
              "<text text-anchor=\"middle\" x=\"522\" y=\"-65.19\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"blue\">session_window</text>\n",
              "</g>\n",
              "<!-- [17]: Write session window info&#45;&gt;session_window -->\n",
              "<g id=\"edge23\" class=\"edge\">\n",
              "<title>[17]: Write session window info&#45;&gt;session_window</title>\n",
              "<path fill=\"none\" stroke=\"black\" d=\"M522,-173.72C522,-166.53 522,-157.59 522,-148.01\"/>\n",
              "<polygon fill=\"black\" stroke=\"black\" points=\"525.5,-147.84 522,-137.84 518.5,-147.84 525.5,-147.84\"/>\n",
              "</g>\n",
              "</g>\n",
              "</svg>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "        if (typeof window.interactive_beam_jquery == 'undefined') {\n",
              "          var jqueryScript = document.createElement('script');\n",
              "          jqueryScript.src = 'https://code.jquery.com/jquery-3.4.1.slim.min.js';\n",
              "          jqueryScript.type = 'text/javascript';\n",
              "          jqueryScript.onload = function() {\n",
              "            var datatableScript = document.createElement('script');\n",
              "            datatableScript.src = 'https://cdn.datatables.net/1.10.20/js/jquery.dataTables.min.js';\n",
              "            datatableScript.type = 'text/javascript';\n",
              "            datatableScript.onload = function() {\n",
              "              window.interactive_beam_jquery = jQuery.noConflict(true);\n",
              "              window.interactive_beam_jquery(document).ready(function($){\n",
              "                \n",
              "            $(\"#progress_indicator_3c019a995d3188e8ac670020cbf821ba\").remove();\n",
              "              });\n",
              "            }\n",
              "            document.head.appendChild(datatableScript);\n",
              "          };\n",
              "          document.head.appendChild(jqueryScript);\n",
              "        } else {\n",
              "          window.interactive_beam_jquery(document).ready(function($){\n",
              "            \n",
              "            $(\"#progress_indicator_3c019a995d3188e8ac670020cbf821ba\").remove();\n",
              "          });\n",
              "        }"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# check the entire graph\n",
        "ib.show_graph(p)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mgAmsJkbcw-f",
        "outputId": "a5d6e929-eebb-4849-ae16-26ee827066d4"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<apache_beam.runners.portability.fn_api_runner.fn_runner.RunnerResult at 0x786cbf98b850>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "# run it!\n",
        "p.run()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5egxx_0mdwTQ",
        "outputId": "26453f23-e316-4c60-81ec-bc97e3d0cf7f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "('2017-10-21 00:00:00 - 2017-11-20 00:00:00', 98.31031249999997)\n",
            "('2017-11-20 00:00:00 - 2017-12-20 00:00:00', 90.89567656765671)\n",
            "('2017-12-20 00:00:00 - 2018-01-19 00:00:00', 100.57643491124253)\n",
            "('2018-01-19 00:00:00 - 2018-02-18 00:00:00', 77.3498646616541)\n",
            "('2018-02-18 00:00:00 - 2018-03-20 00:00:00', 67.83549682875258)\n"
          ]
        }
      ],
      "source": [
        "! head -n 5 output_fixed*.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_-_qOrSWeT0L",
        "outputId": "0c44890b-5a3b-4435-ad11-64c8fe0db49e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "('2017-11-05 00:00:00 - 2017-12-05 00:00:00', 98.08713012477715)\n",
            "('2017-10-21 00:00:00 - 2017-11-20 00:00:00', 98.31031249999997)\n",
            "('2017-11-20 00:00:00 - 2017-12-20 00:00:00', 90.89567656765678)\n",
            "('2017-12-05 00:00:00 - 2018-01-04 00:00:00', 92.90070987654323)\n",
            "('2017-12-20 00:00:00 - 2018-01-19 00:00:00', 100.57643491124259)\n"
          ]
        }
      ],
      "source": [
        "! head -n 5 output_sliding*.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E87j01DGfN_f",
        "outputId": "51446aa8-d006-4d0a-c802-10916c416f20"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "('2017-11-07 12:00:00 - 2018-05-24 06:00:00', 76.37972771641395)\n",
            "('2018-05-28 10:00:00 - 2022-06-14 15:00:00', 46.04552370042409)\n"
          ]
        }
      ],
      "source": [
        "! head -n 5 output_session*.txt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ba3tYIzFYIUD"
      },
      "source": [
        "---\n",
        "If you made it this far, follow [David Regalado](https://beacons.ai/davidregalado) for more code!"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
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