p3a-entity-merge.ipynb

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      "source": [
        "# Entity Merge"
      ],
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        "In this notebook, we merge the bird_airport records with the icao and state values when those are present in the `faker_airports` table. We output a new table, `airline_stg.Airport`, with the merged results."
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        "%%bigquery\n",
        "select * from airline_stg.bird_airports\n",
        "order by code\n",
        "limit 5"
      ],
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              "  code                     name              city state country\n",
              "0  01A     Afognak Lake Airport      Afognak Lake    AK      US\n",
              "1  03A  Bear Creek Mining Strip  Granite Mountain    AK      US\n",
              "2  04A          Lik Mining Camp               Lik    AK      US\n",
              "3  05A     Little Squaw Airport      Little Squaw    AK      US\n",
              "4  06A             Kizhuyak Bay          Kizhuyak    AK      US"
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        "%%bigquery\n",
        "select * from airline_raw.faker_airports\n",
        "limit 5"
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              "                 airport iata  icao           city        state country  \\\n",
              "0       Tarapoto airport  TPP  None       Tarapoto   San Martin    Peru   \n",
              "1         El Loa airport  CJC  None         Calama  Antofagasta   Chile   \n",
              "2     La Florida airport  LSC  None  Compañía Alta     Coquimbo   Chile   \n",
              "3  Hefei-Luogang airport  HFE  None          Hefei        Anhui   China   \n",
              "4                Guizhou  KWE  None        Guiyang      Guizhou   China   \n",
              "\n",
              "                         load_time  \n",
              "0 2024-01-22 02:03:23.692748+00:00  \n",
              "1 2024-01-22 02:03:23.692748+00:00  \n",
              "2 2024-01-22 02:03:23.692748+00:00  \n",
              "3 2024-01-22 02:03:23.692748+00:00  \n",
              "4 2024-01-22 02:03:23.692748+00:00  "
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              "      <th>1</th>\n",
              "      <td>El Loa airport</td>\n",
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              "      <td>La Florida airport</td>\n",
              "      <td>LSC</td>\n",
              "      <td>None</td>\n",
              "      <td>Compañía Alta</td>\n",
              "      <td>Coquimbo</td>\n",
              "      <td>Chile</td>\n",
              "      <td>2024-01-22 02:03:23.692748+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Hefei-Luogang airport</td>\n",
              "      <td>HFE</td>\n",
              "      <td>None</td>\n",
              "      <td>Hefei</td>\n",
              "      <td>Anhui</td>\n",
              "      <td>China</td>\n",
              "      <td>2024-01-22 02:03:23.692748+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Guizhou</td>\n",
              "      <td>KWE</td>\n",
              "      <td>None</td>\n",
              "      <td>Guiyang</td>\n",
              "      <td>Guizhou</td>\n",
              "      <td>China</td>\n",
              "      <td>2024-01-22 02:03:23.692748+00:00</td>\n",
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              "  @keyframes spin {\n",
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        "%%bigquery\n",
        "select (select count(*) from airline_raw.faker_airports\n",
        "        where icao is not null) as faker_icao_count,\n",
        "        (select count(*) from airline_stg.bird_airports) as bird_count"
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              "Query is running:   0%|          |"
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            "text/plain": [
              "   faker_icao_count  bird_count\n",
              "0               326        6510"
            ],
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              "\n",
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              "      <th></th>\n",
              "      <th>faker_icao_count</th>\n",
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              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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      "cell_type": "code",
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        "%%bigquery\n",
        "  select count(*) as state_count\n",
        "  from airline_stg.bird_airports b\n",
        "  join airline_raw.faker_airports f\n",
        "  on b.code = f.iata\n",
        "  where f.state is not null\n",
        "  and b.state is null"
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          "metadata": {},
          "execution_count": 32
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Note: `faker_airports` has 319 states which are missing from `bird_airports`. We will merge those values in the **state** section of this notebook."
      ],
      "metadata": {
        "id": "DdVjG8jWKue0"
      },
      "id": "DdVjG8jWKue0"
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      "source": [
        "# icao"
      ],
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      "id": "cknYJ9EgxzeZ"
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    {
      "cell_type": "markdown",
      "source": [
        "Merge `faker_airports.icao` into `bird_airports.icao` to enrich the airport records with the icao code when it is missing from `bird_airports`. Only a small subset will be enriched (326/6510)."
      ],
      "metadata": {
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      "id": "m_NE3q51wrfs"
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        "%%bigquery\n",
        "  select b.*, f.icao from airline_stg.bird_airports b\n",
        "  join airline_raw.faker_airports f\n",
        "  on b.code = f.iata\n",
        "  where f.icao is not null\n",
        "  limit 5"
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              "  code                            name      city state country  icao\n",
              "0  THR          Mehrabad International    Tehran  None    Iran  OIII\n",
              "1  MCT            Muscat International    Muscat  None    Oman  OOMS\n",
              "2  JUL                 Juliaca Airport   Juliaca  None    Peru  SPJL\n",
              "3  LIM      Jorge Chavez International      Lima  None    Peru  SPIM\n",
              "4  AQP  Rodriguez Ballon International  Arequipa  None    Peru  SPQU"
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          },
          "metadata": {},
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    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "  create or replace table airline_stg.Airport as\n",
        "    select b.code as iata, f.icao as icao,\n",
        "    b.name, b.city, b.state, b.country, b.data_source, b.load_time\n",
        "    from airline_stg.bird_airports b\n",
        "    left join airline_raw.faker_airports f\n",
        "    on b.code = f.iata;"
      ],
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        "Note: the left join is important to avoid losing records from `airline_stg.bird_airports`.\n",
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        "\n"
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        "%%bigquery\n",
        "  select * from airline_stg.Airport\n",
        "  where icao is not null\n",
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            "text/plain": [
              "  iata  icao                                           name      city state  \\\n",
              "0  THR  OIII                         Mehrabad International    Tehran  None   \n",
              "1  MCT  OOMS                           Muscat International    Muscat  None   \n",
              "2  LIM  SPIM                     Jorge Chavez International      Lima  None   \n",
              "3  AQP  SPQU                 Rodriguez Ballon International  Arequipa  None   \n",
              "4  CIX  SPHI  Capt. Jose A. Quinones Gonzales International  Chiclayo  None   \n",
              "\n",
              "  country data_source                        load_time  \n",
              "0    Iran        bird 2024-01-26 22:23:29.069725+00:00  \n",
              "1    Oman        bird 2024-01-26 22:23:29.069725+00:00  \n",
              "2    Peru        bird 2024-01-26 22:23:29.069725+00:00  \n",
              "3    Peru        bird 2024-01-26 22:23:29.069725+00:00  \n",
              "4    Peru        bird 2024-01-26 22:23:29.069725+00:00  "
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        "The only problem is that the `data_source` should no longer be \"bird\" for the merged records. Update them to \"bird_faker\", to indicate that they came from both data sources:  "
      ],
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        "%%bigquery\n",
        "update airline_stg.Airport set data_source = 'bird_faker' where icao is not null;"
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        "%%bigquery\n",
        "  select * from airline_stg.Airport\n",
        "  where icao is not null\n",
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              "  iata  icao                            name            city state country  \\\n",
              "0  STL  KSTL  St Louis Lambert International       St. Louis    MO      US   \n",
              "1  EWR  KEWR    Newark Liberty International          Newark    NJ      US   \n",
              "2  LGA  KLGA                       LaGuardia        New York    NY      US   \n",
              "3  HOU  KHOU                 William P Hobby         Houston    TX      US   \n",
              "4  SLC  KSLC    Salt Lake City International  Salt Lake City    UT      US   \n",
              "\n",
              "  data_source                        load_time  \n",
              "0  bird_faker 2024-01-26 22:23:29.069725+00:00  \n",
              "1  bird_faker 2024-01-26 22:23:29.069725+00:00  \n",
              "2  bird_faker 2024-01-26 22:23:29.069725+00:00  \n",
              "3  bird_faker 2024-01-26 22:23:29.069725+00:00  \n",
              "4  bird_faker 2024-01-26 22:23:29.069725+00:00  "
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              "      --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",
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              "    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-efba6921-2c3e-4160-a08a-3417a1aeec31 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "  select count(*) icao_count\n",
        "  from airline_stg.Airport\n",
        "  where icao is not null"
      ],
      "metadata": {
        "colab": {
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          "height": 145,
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            "2db91db98d5447078850aa48f52840fc",
            "9c5ff3add6144d08bf07704fd37bd7c4",
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            "b747c20e3484440b95e32008319ff0ff",
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            "1be8910ad1e243259da373f7977f8e28",
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            "7beb6cec53c7490fbbf69a8bd3837412",
            "692f78e8bf5b4edaa448a6decb893e38",
            "32d785acd86a4c6fafb3f006a0a4e0aa"
          ]
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        "id": "LHvm4xAKNQXz",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1706965004703,
          "user_tz": 360,
          "elapsed": 1936,
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      "id": "LHvm4xAKNQXz",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
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              "Downloading:   0%|          |"
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          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   icao_count\n",
              "0         326"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-665b287c-f7ac-4fba-ab95-9725366f909a\" 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>icao_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>326</td>\n",
              "    </tr>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "            style=\"display:none;\">\n",
              "\n",
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              "  </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",
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              "      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-665b287c-f7ac-4fba-ab95-9725366f909a 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-665b287c-f7ac-4fba-ab95-9725366f909a');\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",
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              "    </script>\n",
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              "\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "  select (select count(*) from airline_stg.Airport) as merged_table_count,\n",
        "  (select count(*) from airline_stg.bird_airports) as bird_table_count"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145,
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
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        {
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          "data": {
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          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   merged_table_count  bird_table_count\n",
              "0                6510              6510"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d70ba947-1b09-42f8-89a1-2f9985fdac54\" 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",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>merged_table_count</th>\n",
              "      <th>bird_table_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6510</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "  </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",
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              "      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",
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              "\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-d70ba947-1b09-42f8-89a1-2f9985fdac54 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-d70ba947-1b09-42f8-89a1-2f9985fdac54');\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",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# state"
      ],
      "metadata": {
        "id": "DPEMXlgb2HhE"
      },
      "id": "DPEMXlgb2HhE"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Find all the `Airport` records with a null state, whose state exists in `faker_airports`. Merge `faker_airports.state` into `Airport.state` to enrich those records. Only a small subset of the records will be enriched (319/6510)."
      ],
      "metadata": {
        "id": "ALS5ejK42dEc"
      },
      "id": "ALS5ejK42dEc"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select a.*, f.state state_from_faker\n",
        "from airline_raw.faker_airports f\n",
        "join airline_stg.Airport a\n",
        "on f.iata = a.iata\n",
        "where f.state is not null\n",
        "and a.state is null\n",
        "order by iata\n",
        "limit 5"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391,
          "referenced_widgets": [
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              "  iata  icao                      name               city state    country  \\\n",
              "0  ACE  GCRR                 Lanzarote           Arrecife  None      Spain   \n",
              "1  ADZ  SKSP     Gustavo Rojas Pinilla  San Andres Island  None   Colombia   \n",
              "2  AEP  SABE  Aeroparque Jorge Newbery       Buenos Aires  None  Argentina   \n",
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              "4  AGP  LEMG            Malaga Airport             Malaga  None      Spain   \n",
              "\n",
              "  data_source                        load_time          state_from_faker  \n",
              "0  bird_faker 2024-01-26 22:23:29.069725+00:00            Canary Islands  \n",
              "1  bird_faker 2024-01-26 22:23:29.069725+00:00  San Andres y Providencia  \n",
              "2  bird_faker 2024-01-26 22:23:29.069725+00:00    Ciudad de Buenos Aires  \n",
              "3  bird_faker 2024-01-26 22:23:29.069725+00:00        Krasnodarskiy Kray  \n",
              "4  bird_faker 2024-01-26 22:23:29.069725+00:00                 Andalucia  "
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        "%%bigquery\n",
        "  update airline_stg.Airport a set state =\n",
        "    (select distinct state\n",
        "     from airline_raw.faker_airports f\n",
        "     where f.iata = a.iata\n",
        "     and f.state is not null), data_source = 'bird_faker'\n",
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        "%%bigquery\n",
        "  select * from airline_stg.Airport\n",
        "  where iata in ('ACE', 'ADZ', 'AEP', 'AER', 'AGP')"
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              "  iata  icao                      name               city  \\\n",
              "0  AGP  LEMG            Malaga Airport             Malaga   \n",
              "1  ACE  GCRR                 Lanzarote           Arrecife   \n",
              "2  AER  URSS       Adler/Sochi Airport        Adler/Sochi   \n",
              "3  ADZ  SKSP     Gustavo Rojas Pinilla  San Andres Island   \n",
              "4  AEP  SABE  Aeroparque Jorge Newbery       Buenos Aires   \n",
              "\n",
              "                      state    country data_source  \\\n",
              "0                 Andalucia      Spain  bird_faker   \n",
              "1            Canary Islands      Spain  bird_faker   \n",
              "2        Krasnodarskiy Kray     Russia  bird_faker   \n",
              "3  San Andres y Providencia   Colombia  bird_faker   \n",
              "4    Ciudad de Buenos Aires  Argentina  bird_faker   \n",
              "\n",
              "                         load_time  \n",
              "0 2024-01-26 22:23:29.069725+00:00  \n",
              "1 2024-01-26 22:23:29.069725+00:00  \n",
              "2 2024-01-26 22:23:29.069725+00:00  \n",
              "3 2024-01-26 22:23:29.069725+00:00  \n",
              "4 2024-01-26 22:23:29.069725+00:00  "
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              "      <th>4</th>\n",
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      "source": [
        "# Primary Key"
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      "cell_type": "code",
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        "%%bigquery\n",
        "alter table airline_stg.Airport\n",
        "  add primary key (iata) not enforced;"
      ],
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              "  </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-7876a34c-2a74-4c71-a782-77176cc4fbbc')\"\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",
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              "  </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",
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              "      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-7876a34c-2a74-4c71-a782-77176cc4fbbc 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-7876a34c-2a74-4c71-a782-77176cc4fbbc');\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",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select iata, count(*) duplicate_records\n",
        "from airline_stg.Airport\n",
        "group by iata\n",
        "having count(*) > 1\n",
        "order by count(*) desc"
      ],
      "metadata": {
        "colab": {
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          "height": 117,
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            "e19d8099fc29400e972b054a4067f5e4"
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      "id": "v4Cl3xfDPbep",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
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          "data": {
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              "Downloading: |          |"
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: [iata, duplicate_records]\n",
              "Index: []"
            ],
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              "\n",
              "  <div id=\"df-c80dff97-778b-4abf-9596-571631be40c4\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\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-c80dff97-778b-4abf-9596-571631be40c4 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-c80dff97-778b-4abf-9596-571631be40c4');\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",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Foreign Keys"
      ],
      "metadata": {
        "id": "GMA9TwJXPsdz"
      },
      "id": "GMA9TwJXPsdz"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "alter table airline_stg.Flight add foreign key (origin)\n",
        "  references airline_stg.Airport (iata) not enforced;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
          "referenced_widgets": [
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            "24095d6b75b244518e803a5e033fba4e"
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        "id": "UYOWgyNRPvTb",
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      "id": "UYOWgyNRPvTb",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
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        {
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            "text/plain": [
              "Empty DataFrame\n",
              "Columns: []\n",
              "Index: []"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-efb759bc-c4da-4de1-90d0-58d7f3cfd598\" 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",
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-efb759bc-c4da-4de1-90d0-58d7f3cfd598')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      fill: #174EA6;\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\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",
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              "  </style>\n",
              "\n",
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              "        document.querySelector('#df-efb759bc-c4da-4de1-90d0-58d7f3cfd598 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-efb759bc-c4da-4de1-90d0-58d7f3cfd598');\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",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select count(*) as orphan_records\n",
        "from airline_stg.Flight\n",
        "where origin not in (select iata from airline_stg.Airport)"
      ],
      "metadata": {
        "colab": {
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          "height": 145,
          "referenced_widgets": [
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        "id": "dezIzyfiR6un",
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      "id": "dezIzyfiR6un",
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        {
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              "Query is running:   0%|          |"
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              "        const element = document.querySelector('#df-930168a0-132d-4a5b-960c-ce08aaeae9d5');\n",
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
              "    </div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 24
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "alter table airline_stg.Flight add foreign key (dest)\n",
        "  references airline_stg.Airport (iata) not enforced;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
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            "81b39fd2d39246be95db10eae79409c5",
            "0b1229bd95ac4cbd871f75904c922567"
          ]
        },
        "id": "3cKkxTTESQT_",
        "executionInfo": {
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          "elapsed": 1065,
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      "id": "3cKkxTTESQT_",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
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        {
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              "Empty DataFrame\n",
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              "Index: []"
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              "\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
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              "        document.querySelector('#df-f45685a9-9c77-41e6-b94f-82759eb50211 button.colab-df-convert');\n",
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              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-f45685a9-9c77-41e6-b94f-82759eb50211');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "\n",
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          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select count(*) as orphan_records\n",
        "from airline_stg.Flight\n",
        "where dest not in (select iata from airline_stg.Airport)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145,
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      "id": "uS6nuORASThT",
      "execution_count": null,
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        {
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            "text/plain": [
              "Query is running:   0%|          |"
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          "metadata": {}
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   orphan_records\n",
              "0               0"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-3b6bd778-3d5a-49b6-a198-2c2bbf734761\" 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",
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              "\n",
              "    .dataframe thead th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
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              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3b6bd778-3d5a-49b6-a198-2c2bbf734761')\"\n",
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              "  </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",
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              "    .colab-df-convert:hover {\n",
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              "\n",
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              "\n",
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              "      fill: #D2E3FC;\n",
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              "\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",
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              "  </style>\n",
              "\n",
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              "      buttonEl.style.display =\n",
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              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-3b6bd778-3d5a-49b6-a198-2c2bbf734761');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
              "    </div>\n",
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          },
          "metadata": {},
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    },
    {
      "cell_type": "markdown",
      "source": [
        "# Cleanup"
      ],
      "metadata": {
        "id": "AEgbPKmo8Q-k"
      },
      "id": "AEgbPKmo8Q-k"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "drop table airline_stg.bird_airports"
      ],
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          "height": 85,
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            "4ad77cead71a45bb8ac8ef46212b7f39"
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        "id": "fSUUCRfl8T5b",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1706965125053,
          "user_tz": 360,
          "elapsed": 938,
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      "id": "fSUUCRfl8T5b",
      "execution_count": null,
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