08-feature-engineering/C2W2_Assignment.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "23R0Z9RojXYW"
      },
      "source": [
        "# Week 2 Assignment: Feature Engineering"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sfSQ-kX-MLEr"
      },
      "source": [
        "For this week's assignment, you will build a data pipeline using using [Tensorflow Extended (TFX)](https://www.tensorflow.org/tfx) to prepare features from the [Metro Interstate Traffic Volume dataset](https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume). Try to only use the documentation and code hints to accomplish the tasks but feel free to review the 2nd ungraded lab this week in case you get stuck.\n",
        "\n",
        "Upon completion, you will have:\n",
        "\n",
        "* created an InteractiveContext to run TFX components interactively\n",
        "* used TFX ExampleGen component to split your dataset into training and evaluation datasets\n",
        "* generated the statistics and the schema of your dataset using TFX StatisticsGen and SchemaGen components\n",
        "* validated the evaluation dataset statistics using TFX ExampleValidator\n",
        "* performed feature engineering using the TFX Transform component\n",
        "\n",
        "Let's begin!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JDjAcvVLLYLX"
      },
      "source": [
        "## Table of Contents\n",
        "\n",
        "- [1 - Setup](#1)\n",
        "  - [1.1 - Imports](#1-1)\n",
        "  - [1.2 - Define Paths](#1-2)\n",
        "  - [1.3 - Preview the Dataset](#1-3)\n",
        "  - [1.4 - Create the InteractiveContext](#1-4)\n",
        "- [2 - Run TFX components interactively](#2)\n",
        "  - [2.1 - ExampleGen](#2-1)\n",
        "    - [Exercise 1 - ExampleGen](#ex-1)\n",
        "    - [Exercise 2 - get_records()](#ex-2)\n",
        "  - [2.2 - StatisticsGen](#2-2)\n",
        "    - [Exercise 3 - StatisticsGen](#ex-3)\n",
        "  - [2.3 - SchemaGen](#2-3)\n",
        "    - [Exercise 4 - SchemaGen](#ex-4)\n",
        "  - [2.4 - ExampleValidator](#2-4)\n",
        "    - [Exercise 5 - ExampleValidator](#ex-5)\n",
        "  - [2.5 - Transform](#2-5)\n",
        "    - [Exercise 6 - preprocessing_fn()](#ex-6)\n",
        "    - [Exercise 7 - Transform](#ex-7)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2GivNBNYjb3b"
      },
      "source": [
        "<a name='1'></a>\n",
        "## 1 - Setup\n",
        "As usual, you will first need to import the necessary packages. For reference, the lab environment uses *TensorFlow version: 2.3.1* and *TFX version: 0.24.0*."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N-ePgV0Lj68Q"
      },
      "source": [
        "<a name='1-1'></a>\n",
        "### 1.1 Imports"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install tfx"
      ],
      "metadata": {
        "id": "UuKhVAF9L7kd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {
        "id": "YIqpWK9efviJ"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "\n",
        "from tfx.components import CsvExampleGen\n",
        "from tfx.components import ExampleValidator\n",
        "from tfx.components import SchemaGen\n",
        "from tfx.components import StatisticsGen\n",
        "from tfx.components import Transform\n",
        "\n",
        "from tfx.orchestration.experimental.interactive.interactive_context import InteractiveContext\n",
        "from google.protobuf.json_format import MessageToDict\n",
        "\n",
        "import gzip\n",
        "import shutil\n",
        "import random\n",
        "import csv\n",
        "import zipfile\n",
        "import os\n",
        "import pprint\n",
        "from datetime import datetime\n",
        "\n",
        "pp = pprint.PrettyPrinter()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QwTtGJ3YLYLY"
      },
      "source": [
        "<a name='1-2'></a>\n",
        "### 1.2 - Define paths\n",
        "\n",
        "You will define a few global variables to indicate paths in the local workspace."
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://archive.ics.uci.edu/static/public/492/metro+interstate+traffic+volume.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HPHFDffBM9y0",
        "outputId": "25aaf728-4148-4452-f992-44a3029aa10d"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2023-11-04 07:20:09--  https://archive.ics.uci.edu/static/public/492/metro+interstate+traffic+volume.zip\n",
            "Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n",
            "Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified\n",
            "Saving to: ‘metro+interstate+traffic+volume.zip’\n",
            "\n",
            "metro+interstate+tr     [   <=>              ] 396.04K   511KB/s    in 0.8s    \n",
            "\n",
            "2023-11-04 07:20:11 (511 KB/s) - ‘metro+interstate+traffic+volume.zip’ saved [405547]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "metro_data_zip = 'metro+interstate+traffic+volume.zip'"
      ],
      "metadata": {
        "id": "jX2loT-9NMiB"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {
        "id": "kw1B6EBWLYLY"
      },
      "outputs": [],
      "source": [
        "# location of the pipeline metadata store\n",
        "_pipeline_root = 'metro_traffic_pipeline/'\n",
        "\n",
        "# directory of the raw data files\n",
        "_data_root = 'metro_traffic_pipeline/data'\n",
        "\n",
        "with zipfile.ZipFile(metro_data_zip, 'r') as my_zip:\n",
        "   with my_zip.open('Metro_Interstate_Traffic_Volume.csv.gz', 'r') as zipped_file:\n",
        "        with gzip.open(zipped_file, 'rt') as csv_file:\n",
        "            # Read the decompressed CSV data\n",
        "            csv_reader = csv.reader(csv_file)\n",
        "            header = next(csv_reader)  # Read the header row\n",
        "            new_header = header + ['month', 'day', 'day_of_week', 'hour']\n",
        "\n",
        "            # Save the data as a .csv file in the target folder with additional columns\n",
        "            csv_output_path = os.path.join(_data_root, 'Metro_Interstate_Traffic_Volume.csv')\n",
        "            with open(csv_output_path, 'w', newline='') as output_file:\n",
        "                csv_writer = csv.writer(output_file)\n",
        "                csv_writer.writerow(new_header)  # Write the new header\n",
        "\n",
        "                # Process and write each row with additional columns\n",
        "                for row in csv_reader:\n",
        "                    # Extract date_time information from the 8th column in the row\n",
        "                    date_time_str = row[7]\n",
        "                    date_time_obj = datetime.strptime(date_time_str, '%Y-%m-%d %H:%M:%S')\n",
        "                    month = date_time_obj.month\n",
        "                    day = date_time_obj.day\n",
        "                    day_of_week = date_time_obj.weekday()  # Monday is 0, Sunday is 6\n",
        "                    hour = date_time_obj.hour\n",
        "\n",
        "                    # Append extracted information to the row\n",
        "                    new_row = row + [month, day, day_of_week, hour]\n",
        "                    csv_writer.writerow(new_row)  # Write the modified row\n",
        "\n",
        "# path to the raw training data\n",
        "_data_filepath = os.path.join(_data_root, 'Metro_Interstate_Traffic_Volume.csv')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n2cMMAbSkGfX"
      },
      "source": [
        "<a name='1-3'></a>\n",
        "### 1.3 - Preview the  dataset\n",
        "\n",
        "The [Metro Interstate Traffic Volume dataset](https://archive.ics.uci.edu/ml/datasets/Metro+Interstate+Traffic+Volume) contains hourly traffic volume of a road in Minnesota from 2012-2018. With this data, you can develop a model for predicting the traffic volume given the date, time, and weather conditions. The attributes are:\n",
        "\n",
        "* **holiday** - US National holidays plus regional holiday, Minnesota State Fair\n",
        "* **temp** - Average temp in Kelvin\n",
        "* **rain_1h** - Amount in mm of rain that occurred in the hour\n",
        "* **snow_1h** - Amount in mm of snow that occurred in the hour\n",
        "* **clouds_all** - Percentage of cloud cover\n",
        "* **weather_main** - Short textual description of the current weather\n",
        "* **weather_description** - Longer textual description of the current weather\n",
        "* **date_time** - DateTime Hour of the data collected in local CST time\n",
        "* **traffic_volume** - Numeric Hourly I-94 ATR 301 reported westbound traffic volume\n",
        "* **month** - taken from date_time\n",
        "* **day** - taken from date_time\n",
        "* **day_of_week** - taken from date_time\n",
        "* **hour** - taken from date_time\n",
        "\n",
        "\n",
        "*Disclaimer: We added the last four attributes shown above (i.e. month, day, day_of_week, hour) to the original dataset to increase the features you can transform later.*"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "blZC1sIQOWfH"
      },
      "source": [
        "Take a quick look at the first few rows of the CSV file."
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "original_gz_file_path = os.path.join(_data_root, 'Metro_Interstate_Traffic_Volume.csv.gz')\n",
        "os.remove(original_gz_file_path)"
      ],
      "metadata": {
        "id": "ehJPUHsKQqjf"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ls metro_traffic_pipeline/data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UldzXvjzNqSr",
        "outputId": "838bb6af-5f0e-4d95-ae5e-3126b644fc06"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Metro_Interstate_Traffic_Volume.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {
        "id": "c5YPeLPFOXaD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9a78d797-5996-4b47-9315-59de807a7a62"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "holiday,temp,rain_1h,snow_1h,clouds_all,weather_main,weather_description,date_time,traffic_volume,month,day,day_of_week,hour\r\n",
            "None,288.28,0.0,0.0,40,Clouds,scattered clouds,2012-10-02 09:00:00,5545,10,2,1,9\r\n",
            "None,289.36,0.0,0.0,75,Clouds,broken clouds,2012-10-02 10:00:00,4516,10,2,1,10\r\n",
            "None,289.58,0.0,0.0,90,Clouds,overcast clouds,2012-10-02 11:00:00,4767,10,2,1,11\r\n",
            "None,290.13,0.0,0.0,90,Clouds,overcast clouds,2012-10-02 12:00:00,5026,10,2,1,12\r\n",
            "None,291.14,0.0,0.0,75,Clouds,broken clouds,2012-10-02 13:00:00,4918,10,2,1,13\r\n",
            "None,291.72,0.0,0.0,1,Clear,sky is clear,2012-10-02 14:00:00,5181,10,2,1,14\r\n",
            "None,293.17,0.0,0.0,1,Clear,sky is clear,2012-10-02 15:00:00,5584,10,2,1,15\r\n",
            "None,293.86,0.0,0.0,1,Clear,sky is clear,2012-10-02 16:00:00,6015,10,2,1,16\r\n",
            "None,294.14,0.0,0.0,20,Clouds,few clouds,2012-10-02 17:00:00,5791,10,2,1,17\r\n"
          ]
        }
      ],
      "source": [
        "# Preview the dataset\n",
        "!head {_data_filepath}"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8ONIE_hdkPS4"
      },
      "source": [
        "<a name='1-4'></a>\n",
        "### 1.4 - Create the InteractiveContext\n",
        "\n",
        "You will need to initialize the `InteractiveContext` to enable running the TFX components interactively. As before, you will let it create the metadata store in the `_pipeline_root` directory. You can safely ignore the warning about the missing metadata config file."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "0Rh6K5sUf9dd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "94ace4bb-4578-4fb9-cfe9-c82792ab6a71"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:InteractiveContext metadata_connection_config not provided: using SQLite ML Metadata database at metro_traffic_pipeline/metadata.sqlite.\n"
          ]
        }
      ],
      "source": [
        "# Declare the InteractiveContext and use a local sqlite file as the metadata store.\n",
        "# You can ignore the warning about the missing metadata config file\n",
        "context = InteractiveContext(pipeline_root=_pipeline_root)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HdQWxfsVkzdJ"
      },
      "source": [
        "<a name='2'></a>\n",
        "## 2 - Run TFX components interactively\n",
        "\n",
        "In the following exercises, you will create the data pipeline components one-by-one, run each of them, and visualize their output artifacts. Recall that we refer to the outputs of pipeline components as *artifacts* and these can be inputs to the next stage of the pipeline."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L9fwt9gQk3BR"
      },
      "source": [
        "<a name='2-1'></a>\n",
        "### 2.1 - ExampleGen\n",
        "\n",
        "The pipeline starts with the [ExampleGen](https://www.tensorflow.org/tfx/guide/examplegen) component. It will:\n",
        "\n",
        "*   split the data into training and evaluation sets (by default: 2/3 train, 1/3 eval).\n",
        "*   convert each data row into `tf.train.Example` format. This [protocol buffer](https://developers.google.com/protocol-buffers) is designed for Tensorflow operations and is used by the TFX components.\n",
        "*   compress and save the data collection under the `_pipeline_root` directory for other components to access. These examples are stored in `TFRecord` format. This optimizes read and write operations within Tensorflow especially if you have a large collection of data."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wI9335r-LYLa"
      },
      "source": [
        "<a name='ex-1'></a>\n",
        "#### Exercise 1: ExampleGen\n",
        "\n",
        "Fill out the code below to ingest the data from the CSV file stored in the `_data_root` directory."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {
        "id": "PyXjuMt8f-9u",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 160
        },
        "outputId": "dbf98f31-21de-4a61-fc40-3b095c77215c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ExecutionResult(\n",
              "    component_id: CsvExampleGen\n",
              "    execution_id: 9\n",
              "    outputs:\n",
              "        examples: OutputChannel(artifact_type=Examples, producer_component_id=CsvExampleGen, output_key=examples, additional_properties={}, additional_custom_properties={}, _input_trigger=None)"
            ],
            "text/html": [
              "<style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object expanded\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExecutionResult</span><span class=\"deemphasize\"> at 0x7cedcbc3f550</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.execution_id</td><td class = \"attrvalue\">9</td></tr><tr><td class=\"attr-name\">.component</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">CsvExampleGen</span><span class=\"deemphasize\"> at 0x7cedcdc86e60</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.inputs</td><td class = \"attrvalue\">{}</td></tr><tr><td class=\"attr-name\">.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.exec_properties</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['input_base']</td><td class = \"attrvalue\">metro_traffic_pipeline/data</td></tr><tr><td class=\"attr-name\">['input_config']</td><td class = \"attrvalue\">{\n",
              "  &quot;splits&quot;: [\n",
              "    {\n",
              "      &quot;name&quot;: &quot;single_split&quot;,\n",
              "      &quot;pattern&quot;: &quot;*&quot;\n",
              "    }\n",
              "  ]\n",
              "}</td></tr><tr><td class=\"attr-name\">['output_config']</td><td class = \"attrvalue\">{\n",
              "  &quot;split_config&quot;: {\n",
              "    &quot;splits&quot;: [\n",
              "      {\n",
              "        &quot;hash_buckets&quot;: 2,\n",
              "        &quot;name&quot;: &quot;train&quot;\n",
              "      },\n",
              "      {\n",
              "        &quot;hash_buckets&quot;: 1,\n",
              "        &quot;name&quot;: &quot;eval&quot;\n",
              "      }\n",
              "    ]\n",
              "  }\n",
              "}</td></tr><tr><td class=\"attr-name\">['output_data_format']</td><td class = \"attrvalue\">6</td></tr><tr><td class=\"attr-name\">['output_file_format']</td><td class = \"attrvalue\">5</td></tr><tr><td class=\"attr-name\">['custom_config']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['range_config']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['span']</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">['version']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['input_fingerprint']</td><td class = \"attrvalue\">split:single_split,num_files:1,total_bytes:3696036,xor_checksum:1699085773,sum_checksum:1699085773</td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">.component.inputs</td><td class = \"attrvalue\">{}</td></tr><tr><td class=\"attr-name\">.component.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr></table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ],
      "source": [
        "### START CODE HERE\n",
        "\n",
        "# Instantiate ExampleGen with the input CSV dataset\n",
        "example_gen = CsvExampleGen(input_base=_data_root)\n",
        "\n",
        "# Run the component using the InteractiveContext instance\n",
        "context.run(example_gen)\n",
        "\n",
        "### END CODE HERE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OqCoZh7KPUm9"
      },
      "source": [
        "You should see the output cell of the `InteractiveContext` above showing the metadata associated with the component execution. You can expand the items under `.component.outputs` and see that an `Examples` artifact for the train and eval split is created in `metro_traffic_pipeline/CsvExampleGen/examples/{execution_id}`.\n",
        "\n",
        "You can also check that programmatically with the following snippet. You can focus on the `try` block. The `except` and `else` block is needed mainly for grading. `context.run()` yields no operation when executed in a non-interactive environment (such as the grader script that runs outside of this notebook). In such scenarios, the URI must be manually set to avoid errors."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "id": "880KkTAkPeUg",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cf55fcbd-b6e2-4e1e-85e8-b6e3f3f22b82"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "split names: [\"train\", \"eval\"]\n",
            "artifact uri: metro_traffic_pipeline/CsvExampleGen/examples/9\n"
          ]
        }
      ],
      "source": [
        "try:\n",
        "    # get the artifact object\n",
        "    artifact = example_gen.outputs['examples'].get()[0]\n",
        "\n",
        "    # print split names and uri\n",
        "    print(f'split names: {artifact.split_names}')\n",
        "    print(f'artifact uri: {artifact.uri}')\n",
        "\n",
        "# for grading since context.run() does not work outside the notebook\n",
        "except IndexError:\n",
        "    print(\"context.run() was no-op\")\n",
        "    examples_path = './metro_traffic_pipeline/CsvExampleGen/examples'\n",
        "    dir_id = os.listdir(examples_path)[0]\n",
        "    artifact_uri = f'{examples_path}/{dir_id}'\n",
        "\n",
        "else:\n",
        "    artifact_uri = artifact.uri"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J6vcbW_wPqvl"
      },
      "source": [
        "The ingested data has been saved to the directory specified by the artifact Uniform Resource Identifier (URI). As a sanity check, you can take a look at some of the training examples. This requires working with Tensorflow data types, particularly `tf.train.Example` and `TFRecord` (you can read more about them [here](https://www.tensorflow.org/tutorials/load_data/tfrecord)). Let's first load the `TFRecord` into a variable:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {
        "id": "H4XIXjiCPwzQ"
      },
      "outputs": [],
      "source": [
        "# Get the URI of the output artifact representing the training examples, which is a directory\n",
        "train_uri = os.path.join(artifact_uri, 'Split-train')\n",
        "\n",
        "# Get the list of files in this directory (all compressed TFRecord files)\n",
        "tfrecord_filenames = [os.path.join(train_uri, name)\n",
        "                      for name in os.listdir(train_uri)]\n",
        "\n",
        "# Create a `TFRecordDataset` to read these files\n",
        "dataset = tf.data.TFRecordDataset(tfrecord_filenames, compression_type=\"GZIP\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m7O6Ryv5LYLb"
      },
      "source": [
        "<a name='ex-2'></a>\n",
        "#### Exercise 2: get_records()\n",
        "\n",
        "Complete the helper function below to return a specified number of examples.\n",
        "\n",
        "*Hints: You may find the [MessageToDict](https://googleapis.dev/python/protobuf/latest/google/protobuf/json_format.html#google.protobuf.json_format.MessageToDict) helper function and tf.train.Example's [ParseFromString()](https://googleapis.dev/python/protobuf/latest/google/protobuf/message.html#google.protobuf.message.Message.ParseFromString) method useful here. You can also refer [here](https://www.tensorflow.org/tutorials/load_data/tfrecord) for a refresher on TFRecord and tf.train.Example()*"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {
        "id": "osTXst8cLYLb"
      },
      "outputs": [],
      "source": [
        "def get_records(dataset, num_records):\n",
        "    '''Extracts records from the given dataset.\n",
        "    Args:\n",
        "        dataset (TFRecordDataset): dataset saved by ExampleGen\n",
        "        num_records (int): number of records to preview\n",
        "    '''\n",
        "\n",
        "    # initialize an empty list\n",
        "    records = []\n",
        "\n",
        "    ### START CODE HERE\n",
        "    # Use the `take()` method to specify how many records to get\n",
        "    for tfrecord in dataset.take(num_records):\n",
        "\n",
        "        # Get the numpy property of the tensor\n",
        "        serialized_example = tfrecord.numpy()\n",
        "\n",
        "        # Initialize a `tf.train.Example()` to read the serialized data\n",
        "        example = tf.train.Example()\n",
        "\n",
        "        # Read the example data (output is a protocol buffer message)\n",
        "        example.ParseFromString(serialized_example)\n",
        "\n",
        "        # convert the protocol buffer message to a Python dictionary\n",
        "        example_dict = MessageToDict(example)\n",
        "\n",
        "        # append to the records list\n",
        "        records.append(example_dict)\n",
        "\n",
        "    ### END CODE HERE\n",
        "    return records"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SQGlNxnoLYLc",
        "outputId": "a9312ab3-3ad9-487e-8659-e4a9e3a3d707"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[{'features': {'feature': {'clouds_all': {'int64List': {'value': ['40']}},\n",
            "                           'date_time': {'bytesList': {'value': ['MjAxMi0xMC0wMiAwOTowMDowMA==']}},\n",
            "                           'day': {'int64List': {'value': ['2']}},\n",
            "                           'day_of_week': {'int64List': {'value': ['1']}},\n",
            "                           'holiday': {'bytesList': {'value': ['Tm9uZQ==']}},\n",
            "                           'hour': {'int64List': {'value': ['9']}},\n",
            "                           'month': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'snow_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'temp': {'floatList': {'value': [288.28]}},\n",
            "                           'traffic_volume': {'int64List': {'value': ['5545']}},\n",
            "                           'weather_description': {'bytesList': {'value': ['c2NhdHRlcmVkIGNsb3Vkcw==']}},\n",
            "                           'weather_main': {'bytesList': {'value': ['Q2xvdWRz']}}}}},\n",
            " {'features': {'feature': {'clouds_all': {'int64List': {'value': ['75']}},\n",
            "                           'date_time': {'bytesList': {'value': ['MjAxMi0xMC0wMiAxMDowMDowMA==']}},\n",
            "                           'day': {'int64List': {'value': ['2']}},\n",
            "                           'day_of_week': {'int64List': {'value': ['1']}},\n",
            "                           'holiday': {'bytesList': {'value': ['Tm9uZQ==']}},\n",
            "                           'hour': {'int64List': {'value': ['10']}},\n",
            "                           'month': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'snow_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'temp': {'floatList': {'value': [289.36]}},\n",
            "                           'traffic_volume': {'int64List': {'value': ['4516']}},\n",
            "                           'weather_description': {'bytesList': {'value': ['YnJva2VuIGNsb3Vkcw==']}},\n",
            "                           'weather_main': {'bytesList': {'value': ['Q2xvdWRz']}}}}},\n",
            " {'features': {'feature': {'clouds_all': {'int64List': {'value': ['90']}},\n",
            "                           'date_time': {'bytesList': {'value': ['MjAxMi0xMC0wMiAxMTowMDowMA==']}},\n",
            "                           'day': {'int64List': {'value': ['2']}},\n",
            "                           'day_of_week': {'int64List': {'value': ['1']}},\n",
            "                           'holiday': {'bytesList': {'value': ['Tm9uZQ==']}},\n",
            "                           'hour': {'int64List': {'value': ['11']}},\n",
            "                           'month': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'snow_1h': {'floatList': {'value': [0.0]}},\n",
            "                           'temp': {'floatList': {'value': [289.58]}},\n",
            "                           'traffic_volume': {'int64List': {'value': ['4767']}},\n",
            "                           'weather_description': {'bytesList': {'value': ['b3ZlcmNhc3QgY2xvdWRz']}},\n",
            "                           'weather_main': {'bytesList': {'value': ['Q2xvdWRz']}}}}}]\n"
          ]
        }
      ],
      "source": [
        "# Get 3 records from the dataset\n",
        "sample_records = get_records(dataset, 3)\n",
        "\n",
        "# Print the output\n",
        "pp.pprint(sample_records)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2gluYjccf-IP"
      },
      "source": [
        "You should see three of the examples printed above. Now that `ExampleGen` has finished ingesting the data, the next step is data analysis."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "csM6BFhtk5Aa"
      },
      "source": [
        "<a name='2-2'></a>\n",
        "### 2.2 - StatisticsGen\n",
        "The [StatisticsGen](https://www.tensorflow.org/tfx/guide/statsgen) component computes statistics over your dataset for data analysis, as well as for use in downstream components. It uses the [TensorFlow Data Validation](https://www.tensorflow.org/tfx/data_validation/get_started) library.\n",
        "\n",
        "`StatisticsGen` takes as input the dataset ingested using `CsvExampleGen`."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N3idgBPSLYLc"
      },
      "source": [
        "<a name='ex-3'></a>\n",
        "#### Exercise 3: StatisticsGen\n",
        "\n",
        "Fill the code below to generate statistics from the output examples of `CsvExampleGen`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {
        "id": "MAscCCYWgA-9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "outputId": "cf201a04-acc0-4c23-ca95-02abf51b3f10"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ExecutionResult(\n",
              "    component_id: StatisticsGen\n",
              "    execution_id: 10\n",
              "    outputs:\n",
              "        statistics: OutputChannel(artifact_type=ExampleStatistics, producer_component_id=StatisticsGen, output_key=statistics, additional_properties={}, additional_custom_properties={}, _input_trigger=None)"
            ],
            "text/html": [
              "<style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object expanded\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExecutionResult</span><span class=\"deemphasize\"> at 0x7cedcbc55090</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.execution_id</td><td class = \"attrvalue\">10</td></tr><tr><td class=\"attr-name\">.component</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">StatisticsGen</span><span class=\"deemphasize\"> at 0x7cedcbc3f910</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.exec_properties</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['stats_options_json']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['exclude_splits']</td><td class = \"attrvalue\">[]</td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">.component.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.component.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr></table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ],
      "source": [
        "### START CODE HERE\n",
        "# Instantiate StatisticsGen with the ExampleGen ingested dataset\n",
        "statistics_gen = StatisticsGen(examples=example_gen.outputs['examples'])\n",
        "\n",
        "\n",
        "# Run the component\n",
        "context.run(statistics_gen)\n",
        "### END CODE HERE"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "WYpfxtDiLYLc",
        "outputId": "37decf5c-b4d3-4071-8106-3c3d8644e8f9"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<b>Artifact at metro_traffic_pipeline/StatisticsGen/statistics/10</b><br/><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<style>html[theme=dark] iframe {background: white;}</style>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><b>'train' split:</b></div><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<iframe id='facets-iframe' width=\"100%\" height=\"500px\"></iframe>\n",
              "        <script>\n",
              "        facets_iframe = document.getElementById('facets-iframe');\n",
              "        facets_html = '<script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/1.3.3/webcomponents-lite.js\"><\\/script><link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\"><facets-overview proto-input=\"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\"></facets-overview>';\n",
              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><b>'eval' split:</b></div><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<iframe id='facets-iframe' width=\"100%\" height=\"500px\"></iframe>\n",
              "        <script>\n",
              "        facets_iframe = document.getElementById('facets-iframe');\n",
              "        facets_html = '<script src=\"https://cdnjs.cloudflare.com/ajax/libs/webcomponentsjs/1.3.3/webcomponents-lite.js\"><\\/script><link rel=\"import\" href=\"https://raw.githubusercontent.com/PAIR-code/facets/master/facets-dist/facets-jupyter.html\"><facets-overview proto-input=\"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\"></facets-overview>';\n",
              "        facets_iframe.srcdoc = facets_html;\n",
              "         facets_iframe.id = \"\";\n",
              "         setTimeout(() => {\n",
              "           facets_iframe.setAttribute('height', facets_iframe.contentWindow.document.body.offsetHeight + 'px')\n",
              "         }, 1500)\n",
              "         </script>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Plot the statistics generated\n",
        "context.show(statistics_gen.outputs['statistics'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HLKLTO9Nk60p"
      },
      "source": [
        "<a name='2-3'></a>\n",
        "### 2.3 - SchemaGen\n",
        "\n",
        "The [SchemaGen](https://www.tensorflow.org/tfx/guide/schemagen) component also uses TFDV to generate a schema based on your data statistics. As you've learned previously, a schema defines the expected bounds, types, and properties of the features in your dataset.\n",
        "\n",
        "`SchemaGen` will take as input the statistics that we generated with `StatisticsGen`, looking at the training split by default."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Dps4XOxkLYLd"
      },
      "source": [
        "<a name='ex-4'></a>\n",
        "#### Exercise 4: SchemaGen"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {
        "id": "ygQvZ6hsiQ_J",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "outputId": "a5ba693b-02da-4a17-895d-1698da10272e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ExecutionResult(\n",
              "    component_id: SchemaGen\n",
              "    execution_id: 11\n",
              "    outputs:\n",
              "        schema: OutputChannel(artifact_type=Schema, producer_component_id=SchemaGen, output_key=schema, additional_properties={}, additional_custom_properties={}, _input_trigger=None)"
            ],
            "text/html": [
              "<style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object expanded\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExecutionResult</span><span class=\"deemphasize\"> at 0x7cedcbc3d720</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.execution_id</td><td class = \"attrvalue\">11</td></tr><tr><td class=\"attr-name\">.component</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">SchemaGen</span><span class=\"deemphasize\"> at 0x7cedcb8331f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.exec_properties</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['infer_feature_shape']</td><td class = \"attrvalue\">1</td></tr><tr><td class=\"attr-name\">['exclude_splits']</td><td class = \"attrvalue\">[]</td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">.component.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.component.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr></table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ],
      "source": [
        "### START CODE HERE\n",
        "# Instantiate SchemaGen with the output statistics from the StatisticsGen\n",
        "schema_gen = SchemaGen(statistics=statistics_gen.outputs['statistics'])\n",
        "\n",
        "\n",
        "\n",
        "# Run the component\n",
        "context.run(schema_gen)\n",
        "### END CODE HERE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zi6TxTUKXM6b"
      },
      "source": [
        "If all went well, you can now visualize the generated schema as a table."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "metadata": {
        "id": "Ec9vqDXpXeMb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 733
        },
        "outputId": "8449755e-4a34-4d7c-be0a-f2156574c2ad"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<b>Artifact at metro_traffic_pipeline/SchemaGen/schema/11</b><br/><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                         Type  Presence Valency                 Domain\n",
              "Feature name                                                          \n",
              "'clouds_all'              INT  required                              -\n",
              "'date_time'             BYTES  required                              -\n",
              "'day'                     INT  required                              -\n",
              "'day_of_week'             INT  required                              -\n",
              "'holiday'              STRING  required                      'holiday'\n",
              "'hour'                    INT  required                              -\n",
              "'month'                   INT  required                              -\n",
              "'rain_1h'               FLOAT  required                              -\n",
              "'snow_1h'               FLOAT  required                              -\n",
              "'temp'                  FLOAT  required                              -\n",
              "'traffic_volume'          INT  required                              -\n",
              "'weather_description'  STRING  required          'weather_description'\n",
              "'weather_main'         STRING  required                 'weather_main'"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9a344d0d-d6f0-41cf-9697-252ea37cfa65\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Type</th>\n",
              "      <th>Presence</th>\n",
              "      <th>Valency</th>\n",
              "      <th>Domain</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Feature name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'clouds_all'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'date_time'</th>\n",
              "      <td>BYTES</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'day'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'day_of_week'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'holiday'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'holiday'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'hour'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'month'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'rain_1h'</th>\n",
              "      <td>FLOAT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'snow_1h'</th>\n",
              "      <td>FLOAT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'temp'</th>\n",
              "      <td>FLOAT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'traffic_volume'</th>\n",
              "      <td>INT</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>-</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'weather_description'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'weather_description'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'weather_main'</th>\n",
              "      <td>STRING</td>\n",
              "      <td>required</td>\n",
              "      <td></td>\n",
              "      <td>'weather_main'</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9a344d0d-d6f0-41cf-9697-252ea37cfa65')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9a344d0d-d6f0-41cf-9697-252ea37cfa65 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9a344d0d-d6f0-41cf-9697-252ea37cfa65');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-734efacc-dcf0-468a-9375-3a0f13b6e13e\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-734efacc-dcf0-468a-9375-3a0f13b6e13e')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\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-734efacc-dcf0-468a-9375-3a0f13b6e13e button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Values\n",
              "Domain                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \n",
              "'holiday'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          'Christmas Day', 'Columbus Day', 'Independence Day', 'Labor Day', 'Martin Luther King Jr Day', 'Memorial Day', 'New Years Day', 'None', 'State Fair', 'Thanksgiving Day', 'Veterans Day', 'Washingtons Birthday'\n",
              "'weather_description'  'SQUALLS', 'Sky is Clear', 'broken clouds', 'drizzle', 'few clouds', 'fog', 'freezing rain', 'haze', 'heavy intensity drizzle', 'heavy intensity rain', 'heavy snow', 'light intensity drizzle', 'light intensity shower rain', 'light rain', 'light rain and snow', 'light shower snow', 'light snow', 'mist', 'moderate rain', 'overcast clouds', 'proximity shower rain', 'proximity thunderstorm', 'proximity thunderstorm with drizzle', 'proximity thunderstorm with rain', 'scattered clouds', 'shower drizzle', 'sky is clear', 'sleet', 'smoke', 'snow', 'thunderstorm', 'thunderstorm with heavy rain', 'thunderstorm with light drizzle', 'thunderstorm with light rain', 'thunderstorm with rain', 'very heavy rain', 'shower snow', 'thunderstorm with drizzle'\n",
              "'weather_main'                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               'Clear', 'Clouds', 'Drizzle', 'Fog', 'Haze', 'Mist', 'Rain', 'Smoke', 'Snow', 'Squall', 'Thunderstorm'"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-947233d6-d68e-4a44-bd52-f20d1f789ff5\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Values</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Domain</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>'holiday'</th>\n",
              "      <td>'Christmas Day', 'Columbus Day', 'Independence Day', 'Labor Day', 'Martin Luther King Jr Day', 'Memorial Day', 'New Years Day', 'None', 'State Fair', 'Thanksgiving Day', 'Veterans Day', 'Washingtons Birthday'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'weather_description'</th>\n",
              "      <td>'SQUALLS', 'Sky is Clear', 'broken clouds', 'drizzle', 'few clouds', 'fog', 'freezing rain', 'haze', 'heavy intensity drizzle', 'heavy intensity rain', 'heavy snow', 'light intensity drizzle', 'light intensity shower rain', 'light rain', 'light rain and snow', 'light shower snow', 'light snow', 'mist', 'moderate rain', 'overcast clouds', 'proximity shower rain', 'proximity thunderstorm', 'proximity thunderstorm with drizzle', 'proximity thunderstorm with rain', 'scattered clouds', 'shower drizzle', 'sky is clear', 'sleet', 'smoke', 'snow', 'thunderstorm', 'thunderstorm with heavy rain', 'thunderstorm with light drizzle', 'thunderstorm with light rain', 'thunderstorm with rain', 'very heavy rain', 'shower snow', 'thunderstorm with drizzle'</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>'weather_main'</th>\n",
              "      <td>'Clear', 'Clouds', 'Drizzle', 'Fog', 'Haze', 'Mist', 'Rain', 'Smoke', 'Snow', 'Squall', 'Thunderstorm'</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-947233d6-d68e-4a44-bd52-f20d1f789ff5')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-947233d6-d68e-4a44-bd52-f20d1f789ff5 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-947233d6-d68e-4a44-bd52-f20d1f789ff5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-e539ae34-22db-428c-a74c-4ab2391d8ee4\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e539ae34-22db-428c-a74c-4ab2391d8ee4')\"\n",
              "            title=\"Suggest charts.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\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-e539ae34-22db-428c-a74c-4ab2391d8ee4 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Visualize the output\n",
        "context.show(schema_gen.outputs['schema'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kZWWdbA-m7zp"
      },
      "source": [
        "Each attribute in your dataset shows up as a row in the schema table, alongside its properties. The schema also captures all the values that a categorical feature takes on, denoted as its domain.\n",
        "\n",
        "This schema will be used to detect anomalies in the next step."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V1qcUuO9k9f8"
      },
      "source": [
        "<a name='2-4'></a>\n",
        "### 2.4 - ExampleValidator\n",
        "\n",
        "The [ExampleValidator](https://www.tensorflow.org/tfx/guide/exampleval) component detects anomalies in your data based on the generated schema from the previous step. Like the previous two components, it also uses TFDV under the hood.\n",
        "\n",
        "`ExampleValidator` will take as input the statistics from `StatisticsGen` and the schema from `SchemaGen`. By default, it compares the statistics from the evaluation split to the schema from the training split."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qNAqmQ-HLYLd"
      },
      "source": [
        "<a name='2-4'></a>\n",
        "#### Exercise 5: ExampleValidator\n",
        "\n",
        "Fill the code below to detect anomalies in your datasets."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "metadata": {
        "id": "XRlRUuGgiXks",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 197
        },
        "outputId": "5c6eefcf-0ad1-4a95-cf7b-07352b799174"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ExecutionResult(\n",
              "    component_id: ExampleValidator\n",
              "    execution_id: 12\n",
              "    outputs:\n",
              "        anomalies: OutputChannel(artifact_type=ExampleAnomalies, producer_component_id=ExampleValidator, output_key=anomalies, additional_properties={}, additional_custom_properties={}, _input_trigger=None)"
            ],
            "text/html": [
              "<style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object expanded\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExecutionResult</span><span class=\"deemphasize\"> at 0x7cedcb830f10</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.execution_id</td><td class = \"attrvalue\">12</td></tr><tr><td class=\"attr-name\">.component</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExampleValidator</span><span class=\"deemphasize\"> at 0x7cedcb8337c0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['anomalies']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb831ab0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleAnomalies</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (uri: metro_traffic_pipeline/ExampleValidator/anomalies/12)<span class=\"deemphasize\"> at 0x7cedcbc3f490</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleAnomalies&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/ExampleValidator/anomalies/12</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.exec_properties</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['exclude_splits']</td><td class = \"attrvalue\">[]</td></tr><tr><td class=\"attr-name\">['custom_validation_config']</td><td class = \"attrvalue\">None</td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">.component.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['statistics']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3e4a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/StatisticsGen/statistics/10)<span class=\"deemphasize\"> at 0x7cedcbc3f340</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/StatisticsGen/statistics/10</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.component.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['anomalies']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb831ab0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleAnomalies</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (uri: metro_traffic_pipeline/ExampleValidator/anomalies/12)<span class=\"deemphasize\"> at 0x7cedcbc3f490</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleAnomalies&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/ExampleValidator/anomalies/12</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr></table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ],
      "source": [
        "### START CODE HERE\n",
        "# Instantiate ExampleValidator with the statistics and schema from the previous steps\n",
        "example_validator = ExampleValidator(statistics=statistics_gen.outputs['statistics'],schema=schema_gen.outputs['schema'])\n",
        "\n",
        "\n",
        "\n",
        "# Run the component\n",
        "context.run(example_validator)\n",
        "### END CODE HERE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "855mrHgJcoer"
      },
      "source": [
        "As with the previous steps, you can visualize the anomalies as a table."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {
        "id": "TDyAAozQcrk3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 201
        },
        "outputId": "74b18cdc-cd5b-462c-a7b5-5b85dd6f5b36"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<b>Artifact at metro_traffic_pipeline/ExampleValidator/anomalies/12</b><br/><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><b>'train' split:</b></div><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<h4 style=\"color:green;\">No anomalies found.</h4>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<div><b>'eval' split:</b></div><br/>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<h4 style=\"color:green;\">No anomalies found.</h4>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Visualize the output\n",
        "context.show(example_validator.outputs['anomalies'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "znMoJj60ybZx"
      },
      "source": [
        "If there are anomalies detected, you should examine how you should handle it. For example, you can relax distribution constraints or modify the domain of some features. You've had some practice with this last week when you used TFDV and you can also do that here.\n",
        "\n",
        "For this particular case, there should be no anomalies detected and we can proceed to the next step."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JPViEz5RlA36"
      },
      "source": [
        "<a name='2-5'></a>\n",
        "### 2.5 - Transform\n",
        "\n",
        "In this section, you will use the [Transform](https://www.tensorflow.org/tfx/guide/transform) component to perform feature engineering.\n",
        "\n",
        "`Transform` will take as input the data from `ExampleGen`, the schema from `SchemaGen`, as well as a module containing the preprocessing function.\n",
        "\n",
        "The component expects an external module for your Transform code so you need to use the magic command `%% writefile` to save the file to disk. We have defined a few constants that group the data's attributes according to the transforms you will perform later. This file will also be saved locally."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "PuNSiUKb4YJf"
      },
      "outputs": [],
      "source": [
        "# Set the constants module filename\n",
        "_traffic_constants_module_file = 'traffic_constants.py'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {
        "id": "HPjhXuIF4YJh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "58b7e914-a1d8-40f7-c9c0-f7eaec9af770"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting traffic_constants.py\n"
          ]
        }
      ],
      "source": [
        "%%writefile {_traffic_constants_module_file}\n",
        "\n",
        "# Features to be scaled to the z-score\n",
        "DENSE_FLOAT_FEATURE_KEYS = ['temp', 'snow_1h']\n",
        "\n",
        "# Features to bucketize\n",
        "BUCKET_FEATURE_KEYS = ['rain_1h']\n",
        "\n",
        "# Number of buckets used by tf.transform for encoding each feature.\n",
        "FEATURE_BUCKET_COUNT = {'rain_1h': 3}\n",
        "\n",
        "# Feature to scale from 0 to 1\n",
        "RANGE_FEATURE_KEYS = ['clouds_all']\n",
        "\n",
        "# Number of vocabulary terms used for encoding VOCAB_FEATURES by tf.transform\n",
        "VOCAB_SIZE = 1000\n",
        "\n",
        "# Count of out-of-vocab buckets in which unrecognized VOCAB_FEATURES are hashed.\n",
        "OOV_SIZE = 10\n",
        "\n",
        "# Features with string data types that will be converted to indices\n",
        "VOCAB_FEATURE_KEYS = [\n",
        "    'holiday',\n",
        "    'weather_main',\n",
        "    'weather_description'\n",
        "]\n",
        "\n",
        "# Features with int data type that will be kept as is\n",
        "CATEGORICAL_FEATURE_KEYS = [\n",
        "     'hour', 'day', 'day_of_week', 'month'\n",
        "]\n",
        "\n",
        "# Feature to predict\n",
        "VOLUME_KEY = 'traffic_volume'\n",
        "\n",
        "def transformed_name(key):\n",
        "    return key + '_xf'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y_uucfO4LYLf"
      },
      "source": [
        "<a name='ex-6'></a>\n",
        "#### Exercise 6"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Duj2Ax5z4YJl"
      },
      "source": [
        "Next, you will fill out the transform module. As mentioned, this will also be saved to disk. Specifically, you will complete the `preprocessing_fn` which defines the transformations. See the code comments for instructions and refer to the [tft module documentation](https://www.tensorflow.org/tfx/transform/api_docs/python/tft) to look up which function to use for a given group of keys.\n",
        "\n",
        "For the label (i.e. `VOLUME_KEY`), you will transform it to indicate if it is greater than the mean of the entire dataset. For the transform to work, you will need to convert a [SparseTensor](https://www.tensorflow.org/api_docs/python/tf/sparse/SparseTensor) to a dense one. We've provided a `_fill_in_missing()` helper function for you to use."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "id": "4AJ9hBs94YJm"
      },
      "outputs": [],
      "source": [
        "# Set the transform module filename\n",
        "_traffic_transform_module_file = 'traffic_transform.py'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 109,
      "metadata": {
        "graded": true,
        "id": "MYmxxx9A4YJn",
        "name": "preprocessing_fn_code",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2b5a9774-04f2-45b8-c27e-35bb790afd92"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting traffic_transform.py\n"
          ]
        }
      ],
      "source": [
        "%%writefile {_traffic_transform_module_file}\n",
        "\n",
        "import tensorflow as tf\n",
        "import tensorflow_transform as tft\n",
        "\n",
        "import traffic_constants\n",
        "\n",
        "# Unpack the contents of the constants module\n",
        "_DENSE_FLOAT_FEATURE_KEYS = traffic_constants.DENSE_FLOAT_FEATURE_KEYS\n",
        "_RANGE_FEATURE_KEYS = traffic_constants.RANGE_FEATURE_KEYS\n",
        "_VOCAB_FEATURE_KEYS = traffic_constants.VOCAB_FEATURE_KEYS\n",
        "_VOCAB_SIZE = traffic_constants.VOCAB_SIZE\n",
        "_OOV_SIZE = traffic_constants.OOV_SIZE\n",
        "_CATEGORICAL_FEATURE_KEYS = traffic_constants.CATEGORICAL_FEATURE_KEYS\n",
        "_BUCKET_FEATURE_KEYS = traffic_constants.BUCKET_FEATURE_KEYS\n",
        "_FEATURE_BUCKET_COUNT = traffic_constants.FEATURE_BUCKET_COUNT\n",
        "_VOLUME_KEY = traffic_constants.VOLUME_KEY\n",
        "_transformed_name = traffic_constants.transformed_name\n",
        "\n",
        "\n",
        "def preprocessing_fn(inputs):\n",
        "    \"\"\"tf.transform's callback function for preprocessing inputs.\n",
        "    Args:\n",
        "    inputs: map from feature keys to raw not-yet-transformed features.\n",
        "    Returns:\n",
        "    Map from string feature key to transformed feature operations.\n",
        "    \"\"\"\n",
        "    outputs = {}\n",
        "\n",
        "    ### START CODE HERE\n",
        "\n",
        "    # Scale these features to the z-score.\n",
        "    for key in _DENSE_FLOAT_FEATURE_KEYS:\n",
        "        # Scale these features to the z-score.\n",
        "        outputs[_transformed_name(key)] = tft.scale_to_z_score(inputs[key])\n",
        "\n",
        "\n",
        "    # Scale these feature/s from 0 to 1\n",
        "    for key in _RANGE_FEATURE_KEYS:\n",
        "        outputs[_transformed_name(key)] = tft.scale_to_0_1(inputs[key])\n",
        "\n",
        "\n",
        "    # Transform the strings into indices\n",
        "    # hint: use the VOCAB_SIZE and OOV_SIZE to define the top_k and num_oov parameters\n",
        "    for key in _VOCAB_FEATURE_KEYS:\n",
        "        outputs[_transformed_name(key)] = tft.compute_and_apply_vocabulary(\n",
        "            inputs[key],\n",
        "            top_k=_VOCAB_SIZE,\n",
        "            num_oov_buckets=_OOV_SIZE)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    # Bucketize the feature\n",
        "    for key in _BUCKET_FEATURE_KEYS:\n",
        "        outputs[_transformed_name(key)] = tft.bucketize(\n",
        "            inputs[key],\n",
        "            _FEATURE_BUCKET_COUNT[key])\n",
        "\n",
        "\n",
        "\n",
        "    # Keep as is. No tft function needed.\n",
        "    for key in _CATEGORICAL_FEATURE_KEYS:\n",
        "        outputs[_transformed_name(key)] = inputs[key]\n",
        "\n",
        "\n",
        "    # Use `tf.cast` to cast the label key to float32 and fill in the missing values.\n",
        "    # traffic_volume = tf.cast(_fill_in_missing(inputs[_VOLUME_KEY]), tf.float32)\n",
        "    traffic_volume = tf.cast(inputs[_VOLUME_KEY], tf.float32)\n",
        "\n",
        "\n",
        "    # Create a feature that shows if the traffic volume is greater than the mean and cast to an int\n",
        "    outputs[_transformed_name(_VOLUME_KEY)] = tf.cast(\n",
        "\n",
        "        # Use `tf.greater` to check if the traffic volume in a row is greater than the mean of the entire traffic volumn column\n",
        "        tf.greater(traffic_volume,\n",
        "                   tft.mean(tf.cast(traffic_volume,\n",
        "                                   tf.float32))),\n",
        "    tf.int64)\n",
        "\n",
        "    ### END CODE HERE\n",
        "    return outputs\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XESYUzp7LYLg"
      },
      "source": [
        "<a name='ex-7'></a>\n",
        "#### Exercise 7\n",
        "\n",
        "With the transform module defined, complete the code below to perform feature engineering on the raw data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 110,
      "metadata": {
        "id": "jHfhth_GiZI9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 477
        },
        "outputId": "0d08d3f9-361c-4a7a-97ca-31ffbfaae15a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n",
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary_1/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n",
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary_2/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n",
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n",
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary_1/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n",
            "WARNING:absl:Tables initialized inside a tf.function  will be re-initialized on every invocation of the function. This  re-initialization can have significant impact on performance. Consider lifting  them out of the graph context using  `tf.init_scope`.: compute_and_apply_vocabulary_2/apply_vocab/text_file_init/InitializeTableFromTextFileV2\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "ExecutionResult(\n",
              "    component_id: Transform\n",
              "    execution_id: 34\n",
              "    outputs:\n",
              "        transform_graph: OutputChannel(artifact_type=TransformGraph, producer_component_id=Transform, output_key=transform_graph, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        transformed_examples: OutputChannel(artifact_type=Examples, producer_component_id=Transform, output_key=transformed_examples, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        updated_analyzer_cache: OutputChannel(artifact_type=TransformCache, producer_component_id=Transform, output_key=updated_analyzer_cache, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        pre_transform_schema: OutputChannel(artifact_type=Schema, producer_component_id=Transform, output_key=pre_transform_schema, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        pre_transform_stats: OutputChannel(artifact_type=ExampleStatistics, producer_component_id=Transform, output_key=pre_transform_stats, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        post_transform_schema: OutputChannel(artifact_type=Schema, producer_component_id=Transform, output_key=post_transform_schema, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        post_transform_stats: OutputChannel(artifact_type=ExampleStatistics, producer_component_id=Transform, output_key=post_transform_stats, additional_properties={}, additional_custom_properties={}, _input_trigger=None\n",
              "        post_transform_anomalies: OutputChannel(artifact_type=ExampleAnomalies, producer_component_id=Transform, output_key=post_transform_anomalies, additional_properties={}, additional_custom_properties={}, _input_trigger=None)"
            ],
            "text/html": [
              "<style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object expanded\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">ExecutionResult</span><span class=\"deemphasize\"> at 0x7cedb7bedbd0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.execution_id</td><td class = \"attrvalue\">34</td></tr><tr><td class=\"attr-name\">.component</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Transform</span><span class=\"deemphasize\"> at 0x7cedb81054b0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['transform_graph']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'TransformGraph'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8291030</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">TransformGraph</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'TransformGraph'</span> (uri: metro_traffic_pipeline/Transform/transform_graph/34)<span class=\"deemphasize\"> at 0x7cedb8293a60</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.TransformGraph&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/transform_graph/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['transformed_examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8290f40</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/Transform/transformed_examples/34)<span class=\"deemphasize\"> at 0x7cedb8293c10</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/transformed_examples/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['updated_analyzer_cache']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'TransformCache'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8293a90</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">TransformCache</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'TransformCache'</span> (uri: metro_traffic_pipeline/Transform/updated_analyzer_cache/34)<span class=\"deemphasize\"> at 0x7cedb82935e0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.TransformCache&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/updated_analyzer_cache/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['pre_transform_schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8293a30</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/Transform/pre_transform_schema/34)<span class=\"deemphasize\"> at 0x7cedb8293be0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/pre_transform_schema/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['pre_transform_stats']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8290e80</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/Transform/pre_transform_stats/34)<span class=\"deemphasize\"> at 0x7cedb8291090</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/pre_transform_stats/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb82923e0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/Transform/post_transform_schema/34)<span class=\"deemphasize\"> at 0x7cedb8292350</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_schema/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_stats']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8292d10</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/Transform/post_transform_stats/34)<span class=\"deemphasize\"> at 0x7cedb8293070</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_stats/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_anomalies']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8292ce0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleAnomalies</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (uri: metro_traffic_pipeline/Transform/post_transform_anomalies/34)<span class=\"deemphasize\"> at 0x7cedb82930a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleAnomalies&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_anomalies/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.exec_properties</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['module_file']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['preprocessing_fn']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['stats_options_updater_fn']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['force_tf_compat_v1']</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">['custom_config']</td><td class = \"attrvalue\">null</td></tr><tr><td class=\"attr-name\">['splits_config']</td><td class = \"attrvalue\">None</td></tr><tr><td class=\"attr-name\">['disable_statistics']</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">['module_path']</td><td class = \"attrvalue\">traffic_transform@metro_traffic_pipeline/_wheels/tfx_user_code_Transform-0.0+bb1049cbb91073f57201c28ac2e6f83c76bbac1aab827359922d092b966a30f5-py3-none-any.whl</td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">.component.inputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcbc3ce50</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/CsvExampleGen/examples/9)<span class=\"deemphasize\"> at 0x7cedcbc3db70</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/CsvExampleGen/examples/9</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedcb8319f0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/SchemaGen/schema/11)<span class=\"deemphasize\"> at 0x7cedcbc3c850</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/SchemaGen/schema/11</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr><tr><td class=\"attr-name\">.component.outputs</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">['transform_graph']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'TransformGraph'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8291030</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">TransformGraph</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'TransformGraph'</span> (uri: metro_traffic_pipeline/Transform/transform_graph/34)<span class=\"deemphasize\"> at 0x7cedb8293a60</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.TransformGraph&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/transform_graph/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['transformed_examples']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Examples'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8290f40</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Examples</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Examples'</span> (uri: metro_traffic_pipeline/Transform/transformed_examples/34)<span class=\"deemphasize\"> at 0x7cedb8293c10</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Examples&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/transformed_examples/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\">[&quot;train&quot;, &quot;eval&quot;]</td></tr><tr><td class=\"attr-name\">.version</td><td class = \"attrvalue\">0</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['updated_analyzer_cache']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'TransformCache'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8293a90</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">TransformCache</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'TransformCache'</span> (uri: metro_traffic_pipeline/Transform/updated_analyzer_cache/34)<span class=\"deemphasize\"> at 0x7cedb82935e0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.TransformCache&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/updated_analyzer_cache/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['pre_transform_schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8293a30</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/Transform/pre_transform_schema/34)<span class=\"deemphasize\"> at 0x7cedb8293be0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/pre_transform_schema/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['pre_transform_stats']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8290e80</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/Transform/pre_transform_stats/34)<span class=\"deemphasize\"> at 0x7cedb8291090</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/pre_transform_stats/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_schema']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'Schema'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb82923e0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">Schema</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'Schema'</span> (uri: metro_traffic_pipeline/Transform/post_transform_schema/34)<span class=\"deemphasize\"> at 0x7cedb8292350</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.Schema&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_schema/34</td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_stats']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8292d10</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleStatistics</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleStatistics'</span> (uri: metro_traffic_pipeline/Transform/post_transform_stats/34)<span class=\"deemphasize\"> at 0x7cedb8293070</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleStatistics&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_stats/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr><tr><td class=\"attr-name\">['post_transform_anomalies']</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Channel</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (1 artifact)<span class=\"deemphasize\"> at 0x7cedb8292ce0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type_name</td><td class = \"attrvalue\">ExampleAnomalies</td></tr><tr><td class=\"attr-name\">._artifacts</td><td class = \"attrvalue\"><table class=\"attr-table\"><tr><td class=\"attr-name\">[0]</td><td class = \"attrvalue\"><style>\n",
              ".tfx-object.expanded {\n",
              "  padding: 4px 8px 4px 8px;\n",
              "  background: white;\n",
              "  border: 1px solid #bbbbbb;\n",
              "  box-shadow: 4px 4px 2px rgba(0,0,0,0.05);\n",
              "}\n",
              "html[theme=dark] .tfx-object.expanded {\n",
              "  background: black;\n",
              "}\n",
              ".tfx-object, .tfx-object * {\n",
              "  font-size: 11pt;\n",
              "}\n",
              ".tfx-object > .title {\n",
              "  cursor: pointer;\n",
              "}\n",
              ".tfx-object .expansion-marker {\n",
              "  color: #999999;\n",
              "}\n",
              ".tfx-object.expanded > .title > .expansion-marker:before {\n",
              "  content: '▼';\n",
              "}\n",
              ".tfx-object.collapsed > .title > .expansion-marker:before {\n",
              "  content: '▶';\n",
              "}\n",
              ".tfx-object .class-name {\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object .deemphasize {\n",
              "  opacity: 0.5;\n",
              "}\n",
              ".tfx-object.collapsed > table.attr-table {\n",
              "  display: none;\n",
              "}\n",
              ".tfx-object.expanded > table.attr-table {\n",
              "  display: block;\n",
              "}\n",
              ".tfx-object table.attr-table {\n",
              "  border: 2px solid white;\n",
              "  margin-top: 5px;\n",
              "}\n",
              "html[theme=dark] .tfx-object table.attr-table {\n",
              "  border: 2px solid black;\n",
              "}\n",
              ".tfx-object table.attr-table td.attr-name {\n",
              "  vertical-align: top;\n",
              "  font-weight: bold;\n",
              "}\n",
              ".tfx-object table.attr-table td.attrvalue {\n",
              "  text-align: left;\n",
              "}\n",
              "</style>\n",
              "<script>\n",
              "function toggleTfxObject(element) {\n",
              "  var objElement = element.parentElement;\n",
              "  if (objElement.classList.contains('collapsed')) {\n",
              "    objElement.classList.remove('collapsed');\n",
              "    objElement.classList.add('expanded');\n",
              "  } else {\n",
              "    objElement.classList.add('collapsed');\n",
              "    objElement.classList.remove('expanded');\n",
              "  }\n",
              "}\n",
              "</script>\n",
              "<div class=\"tfx-object collapsed\"><div class = \"title\" onclick=\"toggleTfxObject(this)\"><span class=\"expansion-marker\"></span><span class=\"class-name\">Artifact</span> of type <span class=\"class-name\">'ExampleAnomalies'</span> (uri: metro_traffic_pipeline/Transform/post_transform_anomalies/34)<span class=\"deemphasize\"> at 0x7cedb82930a0</span></div><table class=\"attr-table\"><tr><td class=\"attr-name\">.type</td><td class = \"attrvalue\">&lt;class &#x27;tfx.types.standard_artifacts.ExampleAnomalies&#x27;&gt;</td></tr><tr><td class=\"attr-name\">.uri</td><td class = \"attrvalue\">metro_traffic_pipeline/Transform/post_transform_anomalies/34</td></tr><tr><td class=\"attr-name\">.span</td><td class = \"attrvalue\">0</td></tr><tr><td class=\"attr-name\">.split_names</td><td class = \"attrvalue\"></td></tr></table></div></td></tr></table></td></tr></table></div></td></tr></table></td></tr></table></div>"
            ]
          },
          "metadata": {},
          "execution_count": 110
        }
      ],
      "source": [
        "# ignore tf warning messages\n",
        "tf.get_logger().setLevel('ERROR')\n",
        "\n",
        "\n",
        "### START CODE HERE\n",
        "# Instantiate the Transform component\n",
        "transform = Transform(\n",
        "    examples=example_gen.outputs['examples'],\n",
        "    schema=schema_gen.outputs['schema'],\n",
        "    module_file=os.path.abspath(_traffic_transform_module_file))\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# Run the component\n",
        "context.run(transform)\n",
        "### END CODE HERE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fwAwb4rARRQ2"
      },
      "source": [
        "You should see the output cell by `InteractiveContext` above and see the three artifacts in `.component.outputs`:\n",
        "\n",
        "* `transform_graph` is the graph that performs the preprocessing operations. This will be included during training and serving to ensure consistent transformations of incoming data.\n",
        "* `transformed_examples` points to the preprocessed training and evaluation data.\n",
        "* `updated_analyzer_cache` are stored calculations from previous runs."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vyFkBd9AR1sy"
      },
      "source": [
        "The `transform_graph` artifact URI should point to a directory containing:\n",
        "\n",
        "* The `metadata` subdirectory containing the schema of the original data.\n",
        "* The `transformed_metadata` subdirectory containing the schema of the preprocessed data.\n",
        "* The `transform_fn` subdirectory containing the actual preprocessing graph.\n",
        "\n",
        "Again, for grading purposes, we inserted an `except` and `else` below to handle checking the output outside the notebook environment."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {
        "id": "5tRw4DneR3i7"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "    # Get the uri of the transform graph\n",
        "    transform_graph_uri = transform.outputs['transform_graph'].get()[0].uri\n",
        "\n",
        "except IndexError:\n",
        "    print(\"context.run() was no-op\")\n",
        "    transform_path = './metro_traffic_pipeline/Transform/transformed_examples'\n",
        "    dir_id = os.listdir(transform_path)[0]\n",
        "    transform_graph_uri = f'{transform_path}/{dir_id}'\n",
        "\n",
        "else:\n",
        "    # List the subdirectories under the uri\n",
        "    os.listdir(transform_graph_uri)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PDFjXWc7LYLh"
      },
      "source": [
        "Lastly, you can also take a look at a few of the transformed examples."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {
        "id": "upExVBrlLYLh"
      },
      "outputs": [],
      "source": [
        "try:\n",
        "    # Get the URI of the output artifact representing the transformed examples\n",
        "    train_uri = os.path.join(transform.outputs['transformed_examples'].get()[0].uri, 'Split-train')\n",
        "\n",
        "except IndexError:\n",
        "    print(\"context.run() was no-op\")\n",
        "    train_uri = os.path.join(transform_graph_uri, 'Split-train')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "metadata": {
        "id": "pwbW2zPKR_S4"
      },
      "outputs": [],
      "source": [
        "# Get the list of files in this directory (all compressed TFRecord files)\n",
        "tfrecord_filenames = [os.path.join(train_uri, name)\n",
        "                      for name in os.listdir(train_uri)]\n",
        "\n",
        "# Create a `TFRecordDataset` to read these files\n",
        "transformed_dataset = tf.data.TFRecordDataset(tfrecord_filenames, compression_type=\"GZIP\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mSDZ2rJC7NQW",
        "outputId": "049b14eb-8ebb-4f52-cc59-701cbc78a552"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[{'features': {'feature': {'clouds_all_xf': {'floatList': {'value': [0.39999998]}},\n",
            "                           'day_of_week_xf': {'int64List': {'value': ['1']}},\n",
            "                           'day_xf': {'int64List': {'value': ['2']}},\n",
            "                           'holiday_xf': {'int64List': {'value': ['0']}},\n",
            "                           'hour_xf': {'int64List': {'value': ['9']}},\n",
            "                           'month_xf': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h_xf': {'int64List': {'value': ['0']}},\n",
            "                           'snow_1h_xf': {'floatList': {'value': [-0.027424423]}},\n",
            "                           'temp_xf': {'floatList': {'value': [0.53368527]}},\n",
            "                           'traffic_volume_xf': {'int64List': {'value': ['1']}},\n",
            "                           'weather_description_xf': {'int64List': {'value': ['4']}},\n",
            "                           'weather_main_xf': {'int64List': {'value': ['0']}}}}},\n",
            " {'features': {'feature': {'clouds_all_xf': {'floatList': {'value': [0.75]}},\n",
            "                           'day_of_week_xf': {'int64List': {'value': ['1']}},\n",
            "                           'day_xf': {'int64List': {'value': ['2']}},\n",
            "                           'holiday_xf': {'int64List': {'value': ['0']}},\n",
            "                           'hour_xf': {'int64List': {'value': ['10']}},\n",
            "                           'month_xf': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h_xf': {'int64List': {'value': ['0']}},\n",
            "                           'snow_1h_xf': {'floatList': {'value': [-0.027424423]}},\n",
            "                           'temp_xf': {'floatList': {'value': [0.61569786]}},\n",
            "                           'traffic_volume_xf': {'int64List': {'value': ['1']}},\n",
            "                           'weather_description_xf': {'int64List': {'value': ['3']}},\n",
            "                           'weather_main_xf': {'int64List': {'value': ['0']}}}}},\n",
            " {'features': {'feature': {'clouds_all_xf': {'floatList': {'value': [0.9]}},\n",
            "                           'day_of_week_xf': {'int64List': {'value': ['1']}},\n",
            "                           'day_xf': {'int64List': {'value': ['2']}},\n",
            "                           'holiday_xf': {'int64List': {'value': ['0']}},\n",
            "                           'hour_xf': {'int64List': {'value': ['11']}},\n",
            "                           'month_xf': {'int64List': {'value': ['10']}},\n",
            "                           'rain_1h_xf': {'int64List': {'value': ['0']}},\n",
            "                           'snow_1h_xf': {'floatList': {'value': [-0.027424423]}},\n",
            "                           'temp_xf': {'floatList': {'value': [0.6324044]}},\n",
            "                           'traffic_volume_xf': {'int64List': {'value': ['1']}},\n",
            "                           'weather_description_xf': {'int64List': {'value': ['2']}},\n",
            "                           'weather_main_xf': {'int64List': {'value': ['0']}}}}}]\n"
          ]
        }
      ],
      "source": [
        "# Get 3 records from the dataset\n",
        "sample_records_xf = get_records(transformed_dataset, 3)\n",
        "\n",
        "# Print the output\n",
        "pp.pprint(sample_records_xf)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H-TdYcg-LYLh"
      },
      "source": [
        "**Congratulations on completing this week's assignment!** You've just demonstrated how to build a data pipeline and do feature engineering. You will build upon these concepts in the next weeks where you will deal with more complex datasets and also access the metadata store. Keep up the good work!"
      ]
    }
  ],
  "metadata": {
    "coursera": {
      "schema_names": [
        "MLEPC2W2-1",
        "MLEPC2W2-2",
        "MLEPC2W2-3",
        "MLEPC2W2-4",
        "MLEPC2W2-5",
        "MLEPC2W2-6",
        "MLEPC2W2-7"
      ]
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.9"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}