p4-csp-layer.ipynb

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      "source": [
        "# Consumption Layer"
      ],
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        "In this notebook, we make the reference tables that will be consumed. These tables will hold clean reference data, as well as a change history of this data. For each table from the staging layer, we add three new fields to the change history:\n",
        "*   `effective_time<TIMESTAMP>` to indicate the time that the record became active in the table.\n",
        "*   `discontinue_time<TIMESTAMP>` to indicate the time that the record became inactive in the table.\n",
        "*   `active_flag<BOOL>` whether the record is active or not.\n",
        "\n",
        "Note that we don't technically need `active_flag`. We can infer it from the `discontinue_time` value. However, it is convenient to have this field for querying and reporting.\n"
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        "%%bigquery\n",
        "select table_name from airline_stg.INFORMATION_SCHEMA.TABLES order by table_name"
      ],
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              "       table_name\n",
              "0     Air_Carrier\n",
              "1         Airport\n",
              "2          Flight\n",
              "3  Flight_History\n",
              "4            Meal\n",
              "5    Meal_Service\n",
              "6           Snack\n",
              "7   Snack_Service"
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      "source": [
        "# Air_Carrier"
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        "%%bigquery\n",
        "create or replace table airline_csp.Air_Carrier(\n",
        "  airline_id\tINT64 not null,\n",
        "  airline_name\tSTRING not null,\n",
        "  airline_code\tSTRING,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (airline_id, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Air_Carrier;"
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              "                                                    [key], {});\n",
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              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Air_Carrier'\n",
        "order by c.ordinal_position;"
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              "        column_name  data_type is_nullable       column_default  \\\n",
              "0        airline_id      INT64          NO                 NULL   \n",
              "1      airline_name     STRING          NO                 NULL   \n",
              "2      airline_code     STRING         YES                 NULL   \n",
              "3       data_source     STRING          NO                 NULL   \n",
              "4         load_time  TIMESTAMP          NO                 NULL   \n",
              "5    effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "6  discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "7       status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "   constraint_name  \n",
              "0  Air_Carrier.pk$  \n",
              "1             None  \n",
              "2             None  \n",
              "3             None  \n",
              "4             None  \n",
              "5  Air_Carrier.pk$  \n",
              "6             None  \n",
              "7             None  "
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        "%%bigquery\n",
        "select * from airline_csp.Air_Carrier\n",
        "limit 5"
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            "text/plain": [
              "   airline_id                 airline_name airline_code data_source  \\\n",
              "0       19185             Air Pacific Inc.          EKA        bird   \n",
              "1       19245                  Maxair Inc.          MAX        bird   \n",
              "2       19579  Heavylift Cargo Airlines Lt          HLQ        bird   \n",
              "3       19961                  Air Transat           TS        bird   \n",
              "4       21569            Lauda Motion GmbH          LDM        bird   \n",
              "\n",
              "                         load_time                   effective_time  \\\n",
              "0 2024-01-26 22:23:22.051288+00:00 2024-02-17 16:27:34.248933+00:00   \n",
              "1 2024-01-26 22:23:22.051288+00:00 2024-02-17 16:27:34.248933+00:00   \n",
              "2 2024-01-26 22:23:22.051288+00:00 2024-02-17 16:27:34.248933+00:00   \n",
              "3 2024-01-26 22:23:22.051288+00:00 2024-02-17 16:27:34.248933+00:00   \n",
              "4 2024-01-26 22:23:22.051288+00:00 2024-02-17 16:27:34.248933+00:00   \n",
              "\n",
              "  discontinue_time  status_flag  \n",
              "0              NaT         True  \n",
              "1              NaT         True  \n",
              "2              NaT         True  \n",
              "3              NaT         True  \n",
              "4              NaT         True  "
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              "      <td>19185</td>\n",
              "      <td>Air Pacific Inc.</td>\n",
              "      <td>EKA</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:22.051288+00:00</td>\n",
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              "      <td>19245</td>\n",
              "      <td>Maxair Inc.</td>\n",
              "      <td>MAX</td>\n",
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              "      <td>2024-01-26 22:23:22.051288+00:00</td>\n",
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              "      <th>2</th>\n",
              "      <td>19579</td>\n",
              "      <td>Heavylift Cargo Airlines Lt</td>\n",
              "      <td>HLQ</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:22.051288+00:00</td>\n",
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              "      <td>Air Transat</td>\n",
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              "      <td>2024-02-17 16:27:34.248933+00:00</td>\n",
              "      <td>NaT</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>21569</td>\n",
              "      <td>Lauda Motion GmbH</td>\n",
              "      <td>LDM</td>\n",
              "      <td>bird</td>\n",
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              "      <td>2024-02-17 16:27:34.248933+00:00</td>\n",
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              "                                                    [key], {});\n",
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              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
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              "</div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Airport"
      ],
      "metadata": {
        "id": "LJ_1I6qSSvkC"
      },
      "id": "LJ_1I6qSSvkC"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "create or replace table airline_csp.Airport(\n",
        "  iata STRING not null,\n",
        "  icao STRING,\n",
        "  name STRING,\n",
        "  city STRING not null,\n",
        "  state STRING,\n",
        "  country STRING not null,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (iata, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Airport;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
          "referenced_widgets": [
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            "3f2c23b76c1f41eaa548b431eed326a4",
            "3ed2b8444e334871a66bedc8ea328c15",
            "2c8593ea06464ba9b12d7033daf5a9ae"
          ]
        },
        "id": "Kr17w0qwSy22",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1708187916830,
          "user_tz": 360,
          "elapsed": 2484,
          "user": {
            "displayName": "",
            "userId": ""
          }
        },
        "outputId": "20db40bc-afe3-41bc-9d75-b39be3ed6894"
      },
      "id": "Kr17w0qwSy22",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "91d9c2a913614ff29f7d812629185b59"
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          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Empty DataFrame\n",
              "Columns: []\n",
              "Index: []"
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              "\n",
              "  <style>\n",
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              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
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              "      background-color: #E2EBFA;\n",
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              "\n",
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              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
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              "\n",
              "    <script>\n",
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              "        document.querySelector('#df-ea7d457a-4501-4cce-900b-065d6e2e7361 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-ea7d457a-4501-4cce-900b-065d6e2e7361');\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": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Airport'\n",
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              "         column_name  data_type is_nullable       column_default  \\\n",
              "0               iata     STRING          NO                 NULL   \n",
              "1               icao     STRING         YES                 NULL   \n",
              "2               name     STRING         YES                 NULL   \n",
              "3               city     STRING          NO                 NULL   \n",
              "4              state     STRING         YES                 NULL   \n",
              "5            country     STRING          NO                 NULL   \n",
              "6        data_source     STRING          NO                 NULL   \n",
              "7          load_time  TIMESTAMP          NO                 NULL   \n",
              "8     effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "9   discontinue_time  TIMESTAMP         YES                 NULL   \n",
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              "\n",
              "   constraint_name  \n",
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              "2             None  \n",
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              "4             None  \n",
              "5             None  \n",
              "6             None  \n",
              "7             None  \n",
              "8      Airport.pk$  \n",
              "9             None  \n",
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              "  iata  icao                  name          city state country data_source  \\\n",
              "0  NDJ  None        Hassan Djamous      Ndjamena  None    Chad  bird_faker   \n",
              "1  FYT  None  Faya-Largeau Airport  Faya-Largeau  None    Chad  bird_faker   \n",
              "2  SRH  None          Sarh Airport          Sarh  None    Chad  bird_faker   \n",
              "3  MQQ  None       Moundou Airport       Moundou  None    Chad  bird_faker   \n",
              "4  AMO  None           Mao Airport           Mao  None    Chad  bird_faker   \n",
              "\n",
              "                         load_time                   effective_time  \\\n",
              "0 2024-01-26 22:23:29.069725+00:00 2024-02-17 16:38:34.826089+00:00   \n",
              "1 2024-01-26 22:23:29.069725+00:00 2024-02-17 16:38:34.826089+00:00   \n",
              "2 2024-01-26 22:23:29.069725+00:00 2024-02-17 16:38:34.826089+00:00   \n",
              "3 2024-01-26 22:23:29.069725+00:00 2024-02-17 16:38:34.826089+00:00   \n",
              "4 2024-01-26 22:23:29.069725+00:00 2024-02-17 16:38:34.826089+00:00   \n",
              "\n",
              "  discontinue_time  status_flag  \n",
              "0              NaT         True  \n",
              "1              NaT         True  \n",
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              "      <td>None</td>\n",
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              "      <td>bird_faker</td>\n",
              "      <td>2024-01-26 22:23:29.069725+00:00</td>\n",
              "      <td>2024-02-17 16:38:34.826089+00:00</td>\n",
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              "      <td>None</td>\n",
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              "      <td>Sarh</td>\n",
              "      <td>None</td>\n",
              "      <td>Chad</td>\n",
              "      <td>bird_faker</td>\n",
              "      <td>2024-01-26 22:23:29.069725+00:00</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Flight"
      ],
      "metadata": {
        "id": "C3FkLydjcE39"
      },
      "id": "C3FkLydjcE39"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "create or replace table airline_csp.Flight(\n",
        "  fl_num STRING not null,\n",
        "  op_carrier_airline_id INT64 not null,\n",
        "  op_carrier_fl_num INT64 not null,\n",
        "  origin_airport STRING not null,\n",
        "  dest_airport STRING not null,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (fl_num, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Flight;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
          "referenced_widgets": [
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            "91580359efdb4fe89073e1f074aa5d1d"
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        "id": "XAbgDuDicjwh",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1708189924570,
          "user_tz": 360,
          "elapsed": 2485,
          "user": {
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      "id": "XAbgDuDicjwh",
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      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
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              "Empty DataFrame\n",
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              "        const element = document.querySelector('#df-60110fb7-0233-4a10-8d9c-2df9dda5555a');\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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              "\n",
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            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Flight'\n",
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              "             column_name  data_type is_nullable       column_default  \\\n",
              "0                 fl_num     STRING          NO                 NULL   \n",
              "1  op_carrier_airline_id      INT64          NO                 NULL   \n",
              "2      op_carrier_fl_num      INT64          NO                 NULL   \n",
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              "4           dest_airport     STRING          NO                 NULL   \n",
              "5            data_source     STRING          NO                 NULL   \n",
              "6              load_time  TIMESTAMP          NO                 NULL   \n",
              "7         effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "8       discontinue_time  TIMESTAMP         YES                 NULL   \n",
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              "\n",
              "  constraint_name  \n",
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              "5            None  \n",
              "6            None  \n",
              "7      Flight.pk$  \n",
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        "%%bigquery\n",
        "select * from airline_csp.Flight\n",
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              "            fl_num  op_carrier_airline_id  op_carrier_fl_num origin_airport  \\\n",
              "0   19790667ABEATL                  19790                667            ABE   \n",
              "1  197901367ABEATL                  19790               1367            ABE   \n",
              "2  203665569ABEATL                  20366               5569            ABE   \n",
              "3  203665573ABEATL                  20366               5573            ABE   \n",
              "4  203665575ABEATL                  20366               5575            ABE   \n",
              "\n",
              "  dest_airport data_source                        load_time  \\\n",
              "0          ATL        bird 2024-01-26 22:23:44.946037+00:00   \n",
              "1          ATL        bird 2024-01-26 22:23:44.946037+00:00   \n",
              "2          ATL        bird 2024-01-26 22:23:44.946037+00:00   \n",
              "3          ATL        bird 2024-01-26 22:23:44.946037+00:00   \n",
              "4          ATL        bird 2024-01-26 22:23:44.946037+00:00   \n",
              "\n",
              "                    effective_time discontinue_time  status_flag  \n",
              "0 2024-02-17 17:12:02.623941+00:00              NaT         True  \n",
              "1 2024-02-17 17:12:02.623941+00:00              NaT         True  \n",
              "2 2024-02-17 17:12:02.623941+00:00              NaT         True  \n",
              "3 2024-02-17 17:12:02.623941+00:00              NaT         True  \n",
              "4 2024-02-17 17:12:02.623941+00:00              NaT         True  "
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              "      <th>fl_num</th>\n",
              "      <th>op_carrier_airline_id</th>\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "  @keyframes spin {\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Flight_History"
      ],
      "metadata": {
        "id": "ehRxTb1Rc3hU"
      },
      "id": "ehRxTb1Rc3hU"
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "%%bigquery\n",
        "create or replace table airline_csp.Flight_History(\n",
        "  fl_date DATE not null,\n",
        "  fl_num STRING not null,\n",
        "  tail_num STRING,\n",
        "  crs_dep_time INT64 not null,\n",
        "  dep_time INT64,\n",
        "  dep_delay INT64,\n",
        "  dep_delay_new INT64,\n",
        "  arr_time INT64,\n",
        "  arr_delay INT64,\n",
        "  arr_delay_new INT64,\n",
        "  cancelled INT64,\n",
        "  cancellation_code STRING,\n",
        "  crs_elapsed_time INT64,\n",
        "  actual_elapsed_time INT64,\n",
        "  carrier_delay INT64,\n",
        "  weather_delay INT64,\n",
        "  nas_delay INT64,\n",
        "  security_delay INT64,\n",
        "  late_aircraft_delay INT64,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (fl_date, fl_num, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Flight_History;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
          "referenced_widgets": [
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            "fd685c2fdb0348e9b962c36760e52e3d",
            "cb850d130e0a4ad8adf5ea6dddd13190",
            "6d4e059316f145449c3577adf375382c",
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            "151dc0e1d4a54099905a2d9502e6d3b7",
            "d98716c4e38847a8be47eabebc6948a3"
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        "id": "HUSNOcoMc7Rh",
        "executionInfo": {
          "status": "ok",
          "timestamp": 1708192634050,
          "user_tz": 360,
          "elapsed": 5489,
          "user": {
            "displayName": "",
            "userId": ""
          }
        },
        "outputId": "e35ded63-678f-4be8-a35f-069f912a35b7"
      },
      "id": "HUSNOcoMc7Rh",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
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              "model_id": "f1f2b19f5215463594f01a181c3f410f"
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        {
          "output_type": "execute_result",
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              "Empty DataFrame\n",
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              "Index: []"
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "    </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",
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              "      border-radius: 50%;\n",
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              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\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",
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              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-f24a16bb-5e2e-4783-b1ff-686f61fb0fbd 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-f24a16bb-5e2e-4783-b1ff-686f61fb0fbd');\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 c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Flight_History'\n",
        "order by c.ordinal_position;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 866,
          "referenced_widgets": [
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          "timestamp": 1708192684422,
          "user_tz": 360,
          "elapsed": 2446,
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      "id": "lAVN76lwN7Qx",
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
            ],
            "application/vnd.jupyter.widget-view+json": {
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          "data": {
            "text/plain": [
              "            column_name  data_type is_nullable       column_default  \\\n",
              "0               fl_date       DATE          NO                 NULL   \n",
              "1                fl_num     STRING          NO                 NULL   \n",
              "2              tail_num     STRING         YES                 NULL   \n",
              "3          crs_dep_time      INT64          NO                 NULL   \n",
              "4              dep_time      INT64         YES                 NULL   \n",
              "5             dep_delay      INT64         YES                 NULL   \n",
              "6         dep_delay_new      INT64         YES                 NULL   \n",
              "7              arr_time      INT64         YES                 NULL   \n",
              "8             arr_delay      INT64         YES                 NULL   \n",
              "9         arr_delay_new      INT64         YES                 NULL   \n",
              "10            cancelled      INT64         YES                 NULL   \n",
              "11    cancellation_code     STRING         YES                 NULL   \n",
              "12     crs_elapsed_time      INT64         YES                 NULL   \n",
              "13  actual_elapsed_time      INT64         YES                 NULL   \n",
              "14        carrier_delay      INT64         YES                 NULL   \n",
              "15        weather_delay      INT64         YES                 NULL   \n",
              "16            nas_delay      INT64         YES                 NULL   \n",
              "17       security_delay      INT64         YES                 NULL   \n",
              "18  late_aircraft_delay      INT64         YES                 NULL   \n",
              "19          data_source     STRING          NO                 NULL   \n",
              "20            load_time  TIMESTAMP          NO                 NULL   \n",
              "21       effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "22     discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "23          status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "       constraint_name  \n",
              "0   Flight_History.pk$  \n",
              "1   Flight_History.pk$  \n",
              "2                 None  \n",
              "3                 None  \n",
              "4                 None  \n",
              "5                 None  \n",
              "6                 None  \n",
              "7                 None  \n",
              "8                 None  \n",
              "9                 None  \n",
              "10                None  \n",
              "11                None  \n",
              "12                None  \n",
              "13                None  \n",
              "14                None  \n",
              "15                None  \n",
              "16                None  \n",
              "17                None  \n",
              "18                None  \n",
              "19                None  \n",
              "20                None  \n",
              "21  Flight_History.pk$  \n",
              "22                None  \n",
              "23                None  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-17719440-cb9f-483b-8ac8-5c41f6fb1af9\" 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>column_name</th>\n",
              "      <th>data_type</th>\n",
              "      <th>is_nullable</th>\n",
              "      <th>column_default</th>\n",
              "      <th>constraint_name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>fl_date</td>\n",
              "      <td>DATE</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>Flight_History.pk$</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>fl_num</td>\n",
              "      <td>STRING</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>Flight_History.pk$</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>tail_num</td>\n",
              "      <td>STRING</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>crs_dep_time</td>\n",
              "      <td>INT64</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>dep_time</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>dep_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>dep_delay_new</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>arr_time</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>arr_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>arr_delay_new</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>cancelled</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>cancellation_code</td>\n",
              "      <td>STRING</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>crs_elapsed_time</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>actual_elapsed_time</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>carrier_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>weather_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>nas_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>security_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>late_aircraft_delay</td>\n",
              "      <td>INT64</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>data_source</td>\n",
              "      <td>STRING</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>load_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>effective_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>current_timestamp()</td>\n",
              "      <td>Flight_History.pk$</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>discontinue_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>status_flag</td>\n",
              "      <td>BOOL</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</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-17719440-cb9f-483b-8ac8-5c41f6fb1af9')\"\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",
              "      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-17719440-cb9f-483b-8ac8-5c41f6fb1af9 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-17719440-cb9f-483b-8ac8-5c41f6fb1af9');\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-0a259c78-14cd-4d77-89d8-77f93a370081\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0a259c78-14cd-4d77-89d8-77f93a370081')\"\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-0a259c78-14cd-4d77-89d8-77f93a370081 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": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select * from airline_csp.Flight_History\n",
        "limit 5"
      ],
      "metadata": {
        "colab": {
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          "height": 406,
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          "timestamp": 1708192641139,
          "user_tz": 360,
          "elapsed": 1877,
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      "id": "eldZu3Dc2z7j",
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
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              "Downloading:   0%|          |"
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          "data": {
            "text/plain": [
              "      fl_date           fl_num tail_num  crs_dep_time  dep_time  dep_delay  \\\n",
              "0  2018-08-04   19805103DFWBWI   N972TW           705      <NA>       <NA>   \n",
              "1  2018-08-28  193932032MDWCHS   N554WN          2155      <NA>       <NA>   \n",
              "2  2018-08-04  204524440MYRDCA   N102HQ          1327      <NA>       <NA>   \n",
              "3  2018-08-24   20436866MSODEN     None          1913      <NA>       <NA>   \n",
              "4  2018-08-11  204092579BOSEWR   N273JB          1506      <NA>       <NA>   \n",
              "\n",
              "   dep_delay_new  arr_time  arr_delay  arr_delay_new  ...  carrier_delay  \\\n",
              "0           <NA>      <NA>       <NA>           <NA>  ...           <NA>   \n",
              "1           <NA>      <NA>       <NA>           <NA>  ...           <NA>   \n",
              "2           <NA>      <NA>       <NA>           <NA>  ...           <NA>   \n",
              "3           <NA>      <NA>       <NA>           <NA>  ...           <NA>   \n",
              "4           <NA>      <NA>       <NA>           <NA>  ...           <NA>   \n",
              "\n",
              "  weather_delay  nas_delay  security_delay  late_aircraft_delay  data_source  \\\n",
              "0          <NA>       <NA>            <NA>                 <NA>         bird   \n",
              "1          <NA>       <NA>            <NA>                 <NA>         bird   \n",
              "2          <NA>       <NA>            <NA>                 <NA>         bird   \n",
              "3          <NA>       <NA>            <NA>                 <NA>         bird   \n",
              "4          <NA>       <NA>            <NA>                 <NA>         bird   \n",
              "\n",
              "                         load_time                   effective_time  \\\n",
              "0 2024-01-26 22:23:44.946037+00:00 2024-02-17 17:57:08.983592+00:00   \n",
              "1 2024-01-26 22:23:44.946037+00:00 2024-02-17 17:57:08.983592+00:00   \n",
              "2 2024-01-26 22:23:44.946037+00:00 2024-02-17 17:57:08.983592+00:00   \n",
              "3 2024-01-26 22:23:44.946037+00:00 2024-02-17 17:57:08.983592+00:00   \n",
              "4 2024-01-26 22:23:44.946037+00:00 2024-02-17 17:57:08.983592+00:00   \n",
              "\n",
              "   discontinue_time status_flag  \n",
              "0               NaT        True  \n",
              "1               NaT        True  \n",
              "2               NaT        True  \n",
              "3               NaT        True  \n",
              "4               NaT        True  \n",
              "\n",
              "[5 rows x 24 columns]"
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>fl_date</th>\n",
              "      <th>fl_num</th>\n",
              "      <th>tail_num</th>\n",
              "      <th>crs_dep_time</th>\n",
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              "      <th>arr_time</th>\n",
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              "      <th>arr_delay_new</th>\n",
              "      <th>...</th>\n",
              "      <th>carrier_delay</th>\n",
              "      <th>weather_delay</th>\n",
              "      <th>nas_delay</th>\n",
              "      <th>security_delay</th>\n",
              "      <th>late_aircraft_delay</th>\n",
              "      <th>data_source</th>\n",
              "      <th>load_time</th>\n",
              "      <th>effective_time</th>\n",
              "      <th>discontinue_time</th>\n",
              "      <th>status_flag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-08-04</td>\n",
              "      <td>19805103DFWBWI</td>\n",
              "      <td>N972TW</td>\n",
              "      <td>705</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>...</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:44.946037+00:00</td>\n",
              "      <td>2024-02-17 17:57:08.983592+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-08-28</td>\n",
              "      <td>193932032MDWCHS</td>\n",
              "      <td>N554WN</td>\n",
              "      <td>2155</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>...</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:44.946037+00:00</td>\n",
              "      <td>2024-02-17 17:57:08.983592+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-08-04</td>\n",
              "      <td>204524440MYRDCA</td>\n",
              "      <td>N102HQ</td>\n",
              "      <td>1327</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>...</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:44.946037+00:00</td>\n",
              "      <td>2024-02-17 17:57:08.983592+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-08-24</td>\n",
              "      <td>20436866MSODEN</td>\n",
              "      <td>None</td>\n",
              "      <td>1913</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>...</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:44.946037+00:00</td>\n",
              "      <td>2024-02-17 17:57:08.983592+00:00</td>\n",
              "      <td>NaT</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-08-11</td>\n",
              "      <td>204092579BOSEWR</td>\n",
              "      <td>N273JB</td>\n",
              "      <td>1506</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>...</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>&lt;NA&gt;</td>\n",
              "      <td>bird</td>\n",
              "      <td>2024-01-26 22:23:44.946037+00:00</td>\n",
              "      <td>2024-02-17 17:57:08.983592+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 24 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "\n",
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              "      const buttonEl =\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-83124b65-4b70-4383-9cf0-46c2e9342cf1');\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",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
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              "    60% {\n",
              "      border-color: transparent;\n",
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              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
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          "metadata": {},
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    {
      "cell_type": "markdown",
      "source": [
        "# Meal_Service"
      ],
      "metadata": {
        "id": "GgE9iBlb3FIN"
      },
      "id": "GgE9iBlb3FIN"
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        "%%bigquery\n",
        "create or replace table airline_csp.Meal_Service(\n",
        "  fl_num STRING not null,\n",
        "  meal_id\tINT64 not null,\n",
        "  airline_id INT64 not null,\n",
        "  service_category STRING,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (fl_num, meal_id, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Meal_Service;"
      ],
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              "                                                    [key], {});\n",
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        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Meal_Service'\n",
        "order by c.ordinal_position;"
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              "        column_name  data_type is_nullable       column_default  \\\n",
              "0            fl_num     STRING          NO                 NULL   \n",
              "1           meal_id      INT64          NO                 NULL   \n",
              "2        airline_id      INT64          NO                 NULL   \n",
              "3  service_category     STRING         YES                 NULL   \n",
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              "7  discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "8       status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "    constraint_name  \n",
              "0  Meal_Service.pk$  \n",
              "1  Meal_Service.pk$  \n",
              "2              None  \n",
              "3              None  \n",
              "4              None  \n",
              "5              None  \n",
              "6  Meal_Service.pk$  \n",
              "7              None  \n",
              "8              None  "
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              "      --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",
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              "      border-top-color: var(--fill-color);\n",
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              "    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-7f47eae3-cbef-403e-b348-3e829728a449 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": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select * from airline_csp.Meal_Service\n",
        "limit 5"
      ],
      "metadata": {
        "colab": {
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          "elapsed": 2193,
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      "id": "asHQdC8l3R5N",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Query is running:   0%|          |"
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              "Downloading:   0%|          |"
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            fl_num  meal_id  airline_id service_category  data_source  \\\n",
              "0   19930813LAXOGG    52998       19930             None  bird_mealdb   \n",
              "1    1993055SCCBRW    52998       19930             None  bird_mealdb   \n",
              "2  199301359BOSSFO    52998       19930             None  bird_mealdb   \n",
              "3   19930422SEALAS    52998       19930             None  bird_mealdb   \n",
              "4   19930617LASSEA    52998       19930             None  bird_mealdb   \n",
              "\n",
              "                         load_time                   effective_time  \\\n",
              "0 2024-02-04 16:07:07.591797+00:00 2024-02-17 18:00:47.996713+00:00   \n",
              "1 2024-02-04 16:07:07.591797+00:00 2024-02-17 18:00:47.996713+00:00   \n",
              "2 2024-02-04 16:07:07.591797+00:00 2024-02-17 18:00:47.996713+00:00   \n",
              "3 2024-02-04 16:07:07.591797+00:00 2024-02-17 18:00:47.996713+00:00   \n",
              "4 2024-02-04 16:07:07.591797+00:00 2024-02-17 18:00:47.996713+00:00   \n",
              "\n",
              "  discontinue_time  status_flag  \n",
              "0              NaT         True  \n",
              "1              NaT         True  \n",
              "2              NaT         True  \n",
              "3              NaT         True  \n",
              "4              NaT         True  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c1862123-72ad-4d3e-aea1-10043c5809f9\" class=\"colab-df-container\">\n",
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              "  <thead>\n",
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              "      <th>fl_num</th>\n",
              "      <th>meal_id</th>\n",
              "      <th>airline_id</th>\n",
              "      <th>service_category</th>\n",
              "      <th>data_source</th>\n",
              "      <th>load_time</th>\n",
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              "      <th>discontinue_time</th>\n",
              "      <th>status_flag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19930813LAXOGG</td>\n",
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              "      <td>19930</td>\n",
              "      <td>None</td>\n",
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              "      <td>2024-02-04 16:07:07.591797+00:00</td>\n",
              "      <td>2024-02-17 18:00:47.996713+00:00</td>\n",
              "      <td>NaT</td>\n",
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              "      <th>1</th>\n",
              "      <td>1993055SCCBRW</td>\n",
              "      <td>52998</td>\n",
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              "      <td>bird_mealdb</td>\n",
              "      <td>2024-02-04 16:07:07.591797+00:00</td>\n",
              "      <td>2024-02-17 18:00:47.996713+00:00</td>\n",
              "      <td>NaT</td>\n",
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              "    <tr>\n",
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              "      <td>52998</td>\n",
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              "      <td>None</td>\n",
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              "      <td>2024-02-17 18:00:47.996713+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>19930422SEALAS</td>\n",
              "      <td>52998</td>\n",
              "      <td>19930</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_mealdb</td>\n",
              "      <td>2024-02-04 16:07:07.591797+00:00</td>\n",
              "      <td>2024-02-17 18:00:47.996713+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>19930617LASSEA</td>\n",
              "      <td>52998</td>\n",
              "      <td>19930</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_mealdb</td>\n",
              "      <td>2024-02-04 16:07:07.591797+00:00</td>\n",
              "      <td>2024-02-17 18:00:47.996713+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</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-c1862123-72ad-4d3e-aea1-10043c5809f9')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
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              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "      display: none;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\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",
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              "        document.querySelector('#df-c1862123-72ad-4d3e-aea1-10043c5809f9 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-c1862123-72ad-4d3e-aea1-10043c5809f9');\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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              "            title=\"Suggest charts\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "      --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",
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              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
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              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    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",
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              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
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              "      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-c2b00791-fdd0-4db1-a47e-7e49b3d83020 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Snack_Service"
      ],
      "metadata": {
        "id": "4VBJLLEt31Di"
      },
      "id": "4VBJLLEt31Di"
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        "%%bigquery\n",
        "create or replace table airline_csp.Snack_Service(\n",
        "  fl_num STRING not null,\n",
        "  snack_id STRING not null,\n",
        "  airline_id INT64 not null,\n",
        "  service_category STRING,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (fl_num, snack_id, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Snack_Service;"
      ],
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              "                                                    [key], {});\n",
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              "\n",
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              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "\n",
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        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Meal_Service'\n",
        "order by c.ordinal_position;"
      ],
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              "        column_name  data_type is_nullable       column_default  \\\n",
              "0            fl_num     STRING          NO                 NULL   \n",
              "1           meal_id      INT64          NO                 NULL   \n",
              "2        airline_id      INT64          NO                 NULL   \n",
              "3  service_category     STRING         YES                 NULL   \n",
              "4       data_source     STRING          NO                 NULL   \n",
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              "7  discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "8       status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "    constraint_name  \n",
              "0  Meal_Service.pk$  \n",
              "1  Meal_Service.pk$  \n",
              "2              None  \n",
              "3              None  \n",
              "4              None  \n",
              "5              None  \n",
              "6  Meal_Service.pk$  \n",
              "7              None  \n",
              "8              None  "
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              "  .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",
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              "    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",
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              "      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",
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              "    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-10d419ae-d245-49d8-b765-4d47fdcd4275 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": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select * from airline_csp.Snack_Service\n",
        "limit 5"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377,
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          "status": "ok",
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      "id": "GY6YKlM93_ob",
      "execution_count": 32,
      "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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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            fl_num    snack_id  airline_id service_category  \\\n",
              "0  203044529SLCASE  9300000482       20304             None   \n",
              "1  203044119FSMATL  9300000482       20304             None   \n",
              "2  203044562SBNATL  9300000482       20304             None   \n",
              "3  203044518VLDATL  9300000482       20304             None   \n",
              "4  203043609DTWBDL  9300000482       20304             None   \n",
              "\n",
              "            data_source                        load_time  \\\n",
              "0  bird_open_food_facts 2024-02-04 16:15:22.761151+00:00   \n",
              "1  bird_open_food_facts 2024-02-04 16:15:22.761151+00:00   \n",
              "2  bird_open_food_facts 2024-02-04 16:15:22.761151+00:00   \n",
              "3  bird_open_food_facts 2024-02-04 16:15:22.761151+00:00   \n",
              "4  bird_open_food_facts 2024-02-04 16:15:22.761151+00:00   \n",
              "\n",
              "                    effective_time discontinue_time  status_flag  \n",
              "0 2024-02-17 18:02:31.735434+00:00              NaT         True  \n",
              "1 2024-02-17 18:02:31.735434+00:00              NaT         True  \n",
              "2 2024-02-17 18:02:31.735434+00:00              NaT         True  \n",
              "3 2024-02-17 18:02:31.735434+00:00              NaT         True  \n",
              "4 2024-02-17 18:02:31.735434+00:00              NaT         True  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f6f49fa2-6c00-42e0-b9b3-e589436a9c8b\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>fl_num</th>\n",
              "      <th>snack_id</th>\n",
              "      <th>airline_id</th>\n",
              "      <th>service_category</th>\n",
              "      <th>data_source</th>\n",
              "      <th>load_time</th>\n",
              "      <th>effective_time</th>\n",
              "      <th>discontinue_time</th>\n",
              "      <th>status_flag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>203044529SLCASE</td>\n",
              "      <td>9300000482</td>\n",
              "      <td>20304</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_open_food_facts</td>\n",
              "      <td>2024-02-04 16:15:22.761151+00:00</td>\n",
              "      <td>2024-02-17 18:02:31.735434+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>203044119FSMATL</td>\n",
              "      <td>9300000482</td>\n",
              "      <td>20304</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_open_food_facts</td>\n",
              "      <td>2024-02-04 16:15:22.761151+00:00</td>\n",
              "      <td>2024-02-17 18:02:31.735434+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>203044562SBNATL</td>\n",
              "      <td>9300000482</td>\n",
              "      <td>20304</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_open_food_facts</td>\n",
              "      <td>2024-02-04 16:15:22.761151+00:00</td>\n",
              "      <td>2024-02-17 18:02:31.735434+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>203044518VLDATL</td>\n",
              "      <td>9300000482</td>\n",
              "      <td>20304</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_open_food_facts</td>\n",
              "      <td>2024-02-04 16:15:22.761151+00:00</td>\n",
              "      <td>2024-02-17 18:02:31.735434+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>203043609DTWBDL</td>\n",
              "      <td>9300000482</td>\n",
              "      <td>20304</td>\n",
              "      <td>None</td>\n",
              "      <td>bird_open_food_facts</td>\n",
              "      <td>2024-02-04 16:15:22.761151+00:00</td>\n",
              "      <td>2024-02-17 18:02:31.735434+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
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              "  </tbody>\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f6f49fa2-6c00-42e0-b9b3-e589436a9c8b')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      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-f6f49fa2-6c00-42e0-b9b3-e589436a9c8b 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-f6f49fa2-6c00-42e0-b9b3-e589436a9c8b');\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",
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              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-10877f54-45ec-4a83-9cda-d5499eef4469\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-10877f54-45ec-4a83-9cda-d5499eef4469')\"\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",
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              "    </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",
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              "      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-10877f54-45ec-4a83-9cda-d5499eef4469 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": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Meal"
      ],
      "metadata": {
        "id": "PVKBIiKo4Qil"
      },
      "id": "PVKBIiKo4Qil"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "create or replace table airline_csp.Meal(\n",
        "  meal_id\tINT64 not null,\n",
        "  meal_name STRING not null,\n",
        "  meal_image STRING,\n",
        "  cat_name STRING,\n",
        "  tags STRING,\n",
        "  area STRING,\n",
        "  ingredient1 STRING,\n",
        "  ingredient2 STRING,\n",
        "  ingredient3 STRING,\n",
        "  ingredient4 STRING,\n",
        "  ingredient5 STRING,\n",
        "  source STRING,\n",
        "  youtube STRING,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (meal_id, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Meal;"
      ],
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      "source": [
        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Meal'\n",
        "order by c.ordinal_position;"
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            "text/plain": [
              "         column_name  data_type is_nullable       column_default  \\\n",
              "0            meal_id      INT64          NO                 NULL   \n",
              "1          meal_name     STRING          NO                 NULL   \n",
              "2         meal_image     STRING         YES                 NULL   \n",
              "3           cat_name     STRING         YES                 NULL   \n",
              "4               tags     STRING         YES                 NULL   \n",
              "5               area     STRING         YES                 NULL   \n",
              "6        ingredient1     STRING         YES                 NULL   \n",
              "7        ingredient2     STRING         YES                 NULL   \n",
              "8        ingredient3     STRING         YES                 NULL   \n",
              "9        ingredient4     STRING         YES                 NULL   \n",
              "10       ingredient5     STRING         YES                 NULL   \n",
              "11            source     STRING         YES                 NULL   \n",
              "12           youtube     STRING         YES                 NULL   \n",
              "13       data_source     STRING          NO                 NULL   \n",
              "14         load_time  TIMESTAMP          NO                 NULL   \n",
              "15    effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "16  discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "17       status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "   constraint_name  \n",
              "0         Meal.pk$  \n",
              "1             None  \n",
              "2             None  \n",
              "3             None  \n",
              "4             None  \n",
              "5             None  \n",
              "6             None  \n",
              "7             None  \n",
              "8             None  \n",
              "9             None  \n",
              "10            None  \n",
              "11            None  \n",
              "12            None  \n",
              "13            None  \n",
              "14            None  \n",
              "15        Meal.pk$  \n",
              "16            None  \n",
              "17            None  "
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              "\n",
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              "      <th></th>\n",
              "      <th>column_name</th>\n",
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              "      <th>1</th>\n",
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              "      <th>2</th>\n",
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              "      <th>3</th>\n",
              "      <td>cat_name</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>tags</td>\n",
              "      <td>STRING</td>\n",
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              "      <th>5</th>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>ingredient1</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>ingredient2</td>\n",
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              "      <th>8</th>\n",
              "      <td>ingredient3</td>\n",
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              "      <th>14</th>\n",
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              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>effective_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>current_timestamp()</td>\n",
              "      <td>Meal.pk$</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>discontinue_time</td>\n",
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              "          + ' to learn more about interactive tables.';\n",
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              "\n",
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              "      --disabled-fill-color: #666;\n",
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              "\n",
              "  .colab-df-quickchart {\n",
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              "    border: none;\n",
              "    border-radius: 50%;\n",
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              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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        "%%bigquery\n",
        "select * from airline_csp.Meal\n",
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            "text/plain": [
              "   meal_id                       meal_name  \\\n",
              "0    52827             Massaman Beef curry   \n",
              "1    52979  Bitterballen (Dutch meatballs)   \n",
              "2    53006                        Moussaka   \n",
              "3    52998         Corned Beef and Cabbage   \n",
              "4    52781                      Irish stew   \n",
              "\n",
              "                                          meal_image cat_name  \\\n",
              "0  https://www.themealdb.com/images/media/meals/t...     Beef   \n",
              "1  https://www.themealdb.com/images/media/meals/l...     Beef   \n",
              "2  https://www.themealdb.com/images/media/meals/c...     Beef   \n",
              "3  https://www.themealdb.com/images/media/meals/x...     Beef   \n",
              "4  https://www.themealdb.com/images/media/meals/s...     Beef   \n",
              "\n",
              "                                 tags   area   ingredient1      ingredient2  \\\n",
              "0                               Curry   Thai       Peanuts    Coconut cream   \n",
              "1  DinnerParty,HangoverFood,Alcoholic  Dutch        Butter            Flour   \n",
              "2                                None  Greek          Beef        Aubergine   \n",
              "3                                None  Irish  Beef Brisket   Small Potatoes   \n",
              "4                           Stew,Meat  Irish   whole wheat  lamb loin chops   \n",
              "\n",
              "            ingredient3 ingredient4 ingredient5  \\\n",
              "0  Massaman curry paste        Beef    Potatoes   \n",
              "1            Beef Stock       Onion     Parsley   \n",
              "2          Greek Yogurt         Egg    Parmesan   \n",
              "3               Carrots     Cabbage        None   \n",
              "4             olive oil    shallots     carrots   \n",
              "\n",
              "                                              source  \\\n",
              "0  https://www.bbcgoodfood.com/recipes/420631/bee...   \n",
              "1  https://www.holland.com/global/tourism/informa...   \n",
              "2  https://www.bbcgoodfood.com/recipes/must-make-...   \n",
              "3                                               None   \n",
              "4  http://www.ottolenghi.co.uk/recipes/meat/irish...   \n",
              "\n",
              "                                       youtube data_source  \\\n",
              "0  https://www.youtube.com/watch?v=mVxgZSCU9_g      mealdb   \n",
              "1  https://www.youtube.com/watch?v=q8AKfYUtDuM      mealdb   \n",
              "2  https://www.youtube.com/watch?v=8U_29i9Qp5U      mealdb   \n",
              "3                                         None      mealdb   \n",
              "4  https://www.youtube.com/watch?v=kYH2qJXnSMo      mealdb   \n",
              "\n",
              "                         load_time                   effective_time  \\\n",
              "0 2024-01-26 22:24:02.252144+00:00 2024-02-17 18:06:10.148700+00:00   \n",
              "1 2024-01-26 22:24:02.252144+00:00 2024-02-17 18:06:10.148700+00:00   \n",
              "2 2024-01-26 22:24:02.252144+00:00 2024-02-17 18:06:10.148700+00:00   \n",
              "3 2024-01-26 22:24:02.252144+00:00 2024-02-17 18:06:10.148700+00:00   \n",
              "4 2024-01-26 22:24:02.252144+00:00 2024-02-17 18:06:10.148700+00:00   \n",
              "\n",
              "  discontinue_time  status_flag  \n",
              "0              NaT         True  \n",
              "1              NaT         True  \n",
              "2              NaT         True  \n",
              "3              NaT         True  \n",
              "4              NaT         True  "
            ],
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>meal_id</th>\n",
              "      <th>meal_name</th>\n",
              "      <th>meal_image</th>\n",
              "      <th>cat_name</th>\n",
              "      <th>tags</th>\n",
              "      <th>area</th>\n",
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              "      <th>ingredient5</th>\n",
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              "      <th>youtube</th>\n",
              "      <th>data_source</th>\n",
              "      <th>load_time</th>\n",
              "      <th>effective_time</th>\n",
              "      <th>discontinue_time</th>\n",
              "      <th>status_flag</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>52827</td>\n",
              "      <td>Massaman Beef curry</td>\n",
              "      <td>https://www.themealdb.com/images/media/meals/t...</td>\n",
              "      <td>Beef</td>\n",
              "      <td>Curry</td>\n",
              "      <td>Thai</td>\n",
              "      <td>Peanuts</td>\n",
              "      <td>Coconut cream</td>\n",
              "      <td>Massaman curry paste</td>\n",
              "      <td>Beef</td>\n",
              "      <td>Potatoes</td>\n",
              "      <td>https://www.bbcgoodfood.com/recipes/420631/bee...</td>\n",
              "      <td>https://www.youtube.com/watch?v=mVxgZSCU9_g</td>\n",
              "      <td>mealdb</td>\n",
              "      <td>2024-01-26 22:24:02.252144+00:00</td>\n",
              "      <td>2024-02-17 18:06:10.148700+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>52979</td>\n",
              "      <td>Bitterballen (Dutch meatballs)</td>\n",
              "      <td>https://www.themealdb.com/images/media/meals/l...</td>\n",
              "      <td>Beef</td>\n",
              "      <td>DinnerParty,HangoverFood,Alcoholic</td>\n",
              "      <td>Dutch</td>\n",
              "      <td>Butter</td>\n",
              "      <td>Flour</td>\n",
              "      <td>Beef Stock</td>\n",
              "      <td>Onion</td>\n",
              "      <td>Parsley</td>\n",
              "      <td>https://www.holland.com/global/tourism/informa...</td>\n",
              "      <td>https://www.youtube.com/watch?v=q8AKfYUtDuM</td>\n",
              "      <td>mealdb</td>\n",
              "      <td>2024-01-26 22:24:02.252144+00:00</td>\n",
              "      <td>2024-02-17 18:06:10.148700+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>53006</td>\n",
              "      <td>Moussaka</td>\n",
              "      <td>https://www.themealdb.com/images/media/meals/c...</td>\n",
              "      <td>Beef</td>\n",
              "      <td>None</td>\n",
              "      <td>Greek</td>\n",
              "      <td>Beef</td>\n",
              "      <td>Aubergine</td>\n",
              "      <td>Greek Yogurt</td>\n",
              "      <td>Egg</td>\n",
              "      <td>Parmesan</td>\n",
              "      <td>https://www.bbcgoodfood.com/recipes/must-make-...</td>\n",
              "      <td>https://www.youtube.com/watch?v=8U_29i9Qp5U</td>\n",
              "      <td>mealdb</td>\n",
              "      <td>2024-01-26 22:24:02.252144+00:00</td>\n",
              "      <td>2024-02-17 18:06:10.148700+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>52998</td>\n",
              "      <td>Corned Beef and Cabbage</td>\n",
              "      <td>https://www.themealdb.com/images/media/meals/x...</td>\n",
              "      <td>Beef</td>\n",
              "      <td>None</td>\n",
              "      <td>Irish</td>\n",
              "      <td>Beef Brisket</td>\n",
              "      <td>Small Potatoes</td>\n",
              "      <td>Carrots</td>\n",
              "      <td>Cabbage</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>mealdb</td>\n",
              "      <td>2024-01-26 22:24:02.252144+00:00</td>\n",
              "      <td>2024-02-17 18:06:10.148700+00:00</td>\n",
              "      <td>NaT</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>52781</td>\n",
              "      <td>Irish stew</td>\n",
              "      <td>https://www.themealdb.com/images/media/meals/s...</td>\n",
              "      <td>Beef</td>\n",
              "      <td>Stew,Meat</td>\n",
              "      <td>Irish</td>\n",
              "      <td>whole wheat</td>\n",
              "      <td>lamb loin chops</td>\n",
              "      <td>olive oil</td>\n",
              "      <td>shallots</td>\n",
              "      <td>carrots</td>\n",
              "      <td>http://www.ottolenghi.co.uk/recipes/meat/irish...</td>\n",
              "      <td>https://www.youtube.com/watch?v=kYH2qJXnSMo</td>\n",
              "      <td>mealdb</td>\n",
              "      <td>2024-01-26 22:24:02.252144+00:00</td>\n",
              "      <td>2024-02-17 18:06:10.148700+00:00</td>\n",
              "      <td>NaT</td>\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        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",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-a4a90b59-b26e-4998-8122-1aa3d7a7300a\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a4a90b59-b26e-4998-8122-1aa3d7a7300a')\"\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",
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              "    </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",
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              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
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              "    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",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
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              "\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-a4a90b59-b26e-4998-8122-1aa3d7a7300a 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": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Snack"
      ],
      "metadata": {
        "id": "TlpWkJoOBAew"
      },
      "id": "TlpWkJoOBAew"
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "create or replace table airline_csp.Snack(\n",
        "  snack_id STRING not null,\n",
        "  url\tSTRING not null,\n",
        "  product_name STRING,\n",
        "  brands STRING,\n",
        "  categories STRING not null,\n",
        "  countries_en STRING,\n",
        "  ingredients_text STRING,\n",
        "  image_url\tSTRING,\n",
        "  created_time TIMESTAMP not null,\n",
        "  last_modified_time TIMESTAMP not null,\n",
        "  data_source\tSTRING not null,\n",
        "  load_time\tTIMESTAMP not null,\n",
        "  effective_time TIMESTAMP default current_timestamp() not null,\n",
        "  discontinue_time TIMESTAMP,\n",
        "  status_flag BOOL not null,\n",
        "  primary key (snack_id, effective_time) not enforced)\n",
        "  as select *, current_timestamp(), null, true\n",
        "  from airline_stg.Snack;"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85,
          "referenced_widgets": [
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        "id": "OT6C3_apBDye",
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      "id": "OT6C3_apBDye",
      "execution_count": 42,
      "outputs": [
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              "Empty DataFrame\n",
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              "Index: []"
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              "      display:flex;\n",
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              "\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-feda1aca-767e-43ed-bc15-2e5bfd274d13');\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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              "\n",
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            ]
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          "metadata": {},
          "execution_count": 42
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    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select c.column_name, c.data_type, c.is_nullable, c.column_default, k.constraint_name\n",
        "from airline_csp.INFORMATION_SCHEMA.COLUMNS c left join airline_csp.INFORMATION_SCHEMA.KEY_COLUMN_USAGE k\n",
        "on c.table_name = k.table_name and c.column_name = k.column_name\n",
        "where c.table_name = 'Snack'\n",
        "order by c.ordinal_position;"
      ],
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        "colab": {
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            "text/plain": [
              "           column_name  data_type is_nullable       column_default  \\\n",
              "0             snack_id     STRING          NO                 NULL   \n",
              "1                  url     STRING          NO                 NULL   \n",
              "2         product_name     STRING         YES                 NULL   \n",
              "3               brands     STRING         YES                 NULL   \n",
              "4           categories     STRING          NO                 NULL   \n",
              "5         countries_en     STRING         YES                 NULL   \n",
              "6     ingredients_text     STRING         YES                 NULL   \n",
              "7            image_url     STRING         YES                 NULL   \n",
              "8         created_time  TIMESTAMP          NO                 NULL   \n",
              "9   last_modified_time  TIMESTAMP          NO                 NULL   \n",
              "10         data_source     STRING          NO                 NULL   \n",
              "11           load_time  TIMESTAMP          NO                 NULL   \n",
              "12      effective_time  TIMESTAMP          NO  current_timestamp()   \n",
              "13    discontinue_time  TIMESTAMP         YES                 NULL   \n",
              "14         status_flag       BOOL          NO                 NULL   \n",
              "\n",
              "   constraint_name  \n",
              "0        Snack.pk$  \n",
              "1             None  \n",
              "2             None  \n",
              "3             None  \n",
              "4             None  \n",
              "5             None  \n",
              "6             None  \n",
              "7             None  \n",
              "8             None  \n",
              "9             None  \n",
              "10            None  \n",
              "11            None  \n",
              "12       Snack.pk$  \n",
              "13            None  \n",
              "14            None  "
            ],
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              "<style scoped>\n",
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              "      <th>4</th>\n",
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              "      <th>7</th>\n",
              "      <td>image_url</td>\n",
              "      <td>STRING</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>created_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>last_modified_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>data_source</td>\n",
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              "      <td>NO</td>\n",
              "      <td>NULL</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>load_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
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              "      <td>None</td>\n",
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              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>effective_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>NO</td>\n",
              "      <td>current_timestamp()</td>\n",
              "      <td>Snack.pk$</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>discontinue_time</td>\n",
              "      <td>TIMESTAMP</td>\n",
              "      <td>YES</td>\n",
              "      <td>NULL</td>\n",
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              "    <tr>\n",
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              "  @keyframes spin {\n",
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          },
          "metadata": {},
          "execution_count": 44
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%bigquery\n",
        "select * from airline_stg.Snack\n",
        "limit 5"
      ],
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              "Query is running:   0%|          |"
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            "text/plain": [
              "        snack_id                                                url  \\\n",
              "0  3760138351616  http://world-en.openfoodfacts.org/product/3760...   \n",
              "1  3497917002697  http://world-en.openfoodfacts.org/product/3497...   \n",
              "2  8437000299554  http://world-en.openfoodfacts.org/product/8437...   \n",
              "3  5400101242562  http://world-en.openfoodfacts.org/product/5400...   \n",
              "4        2960685  http://world-en.openfoodfacts.org/product/0296...   \n",
              "\n",
              "                    product_name brands  \\\n",
              "0                     les chips!   None   \n",
              "1            Chips saveur poivre   None   \n",
              "2            Chips Sel Et Poivre   None   \n",
              "3  Ribblechips Sel & Poivre 200g   None   \n",
              "4            Chips sel et poivre   None   \n",
              "\n",
              "                                          categories    countries_en  \\\n",
              "0  Aliments et boissons à base de végétaux, Alime...          France   \n",
              "1  Aliments et boissons à base de végétaux, Alime...          France   \n",
              "2  Aliments et boissons à base de végétaux, Alime...          France   \n",
              "3  Aliments et boissons à base de végétaux, Alime...  Belgium,France   \n",
              "4  Aliments et boissons à base de végétaux, Alime...          France   \n",
              "\n",
              "  ingredients_text                                          image_url  \\\n",
              "0             None  https://images.openfoodfacts.org/images/produc...   \n",
              "1             None  https://images.openfoodfacts.org/images/produc...   \n",
              "2             None  https://images.openfoodfacts.org/images/produc...   \n",
              "3             None  https://images.openfoodfacts.org/images/produc...   \n",
              "4             None  https://images.openfoodfacts.org/images/produc...   \n",
              "\n",
              "               created_time        last_modified_time      data_source  \\\n",
              "0 2018-07-30 09:37:49+00:00 2018-08-07 07:54:32+00:00  open_food_facts   \n",
              "1 2020-06-10 18:21:17+00:00 2021-07-07 09:36:34+00:00  open_food_facts   \n",
              "2 2018-03-04 11:13:30+00:00 2020-02-26 19:45:17+00:00  open_food_facts   \n",
              "3 2018-05-06 10:10:29+00:00 2021-01-17 15:55:24+00:00  open_food_facts   \n",
              "4 2018-12-08 14:34:39+00:00 2018-12-12 09:35:20+00:00  open_food_facts   \n",
              "\n",
              "                         load_time  \n",
              "0 2024-02-03 19:40:10.880358+00:00  \n",
              "1 2024-02-03 19:40:10.880358+00:00  \n",
              "2 2024-02-03 19:40:10.880358+00:00  \n",
              "3 2024-02-03 19:40:10.880358+00:00  \n",
              "4 2024-02-03 19:40:10.880358+00:00  "
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              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>snack_id</th>\n",
              "      <th>url</th>\n",
              "      <th>product_name</th>\n",
              "      <th>brands</th>\n",
              "      <th>categories</th>\n",
              "      <th>countries_en</th>\n",
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              "      <th>0</th>\n",
              "      <td>3760138351616</td>\n",
              "      <td>http://world-en.openfoodfacts.org/product/3760...</td>\n",
              "      <td>les chips!</td>\n",
              "      <td>None</td>\n",
              "      <td>Aliments et boissons à base de végétaux, Alime...</td>\n",
              "      <td>France</td>\n",
              "      <td>None</td>\n",
              "      <td>https://images.openfoodfacts.org/images/produc...</td>\n",
              "      <td>2018-07-30 09:37:49+00:00</td>\n",
              "      <td>2018-08-07 07:54:32+00:00</td>\n",
              "      <td>open_food_facts</td>\n",
              "      <td>2024-02-03 19:40:10.880358+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3497917002697</td>\n",
              "      <td>http://world-en.openfoodfacts.org/product/3497...</td>\n",
              "      <td>Chips saveur poivre</td>\n",
              "      <td>None</td>\n",
              "      <td>Aliments et boissons à base de végétaux, Alime...</td>\n",
              "      <td>France</td>\n",
              "      <td>None</td>\n",
              "      <td>https://images.openfoodfacts.org/images/produc...</td>\n",
              "      <td>2020-06-10 18:21:17+00:00</td>\n",
              "      <td>2021-07-07 09:36:34+00:00</td>\n",
              "      <td>open_food_facts</td>\n",
              "      <td>2024-02-03 19:40:10.880358+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>8437000299554</td>\n",
              "      <td>http://world-en.openfoodfacts.org/product/8437...</td>\n",
              "      <td>Chips Sel Et Poivre</td>\n",
              "      <td>None</td>\n",
              "      <td>Aliments et boissons à base de végétaux, Alime...</td>\n",
              "      <td>France</td>\n",
              "      <td>None</td>\n",
              "      <td>https://images.openfoodfacts.org/images/produc...</td>\n",
              "      <td>2018-03-04 11:13:30+00:00</td>\n",
              "      <td>2020-02-26 19:45:17+00:00</td>\n",
              "      <td>open_food_facts</td>\n",
              "      <td>2024-02-03 19:40:10.880358+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5400101242562</td>\n",
              "      <td>http://world-en.openfoodfacts.org/product/5400...</td>\n",
              "      <td>Ribblechips Sel &amp; Poivre 200g</td>\n",
              "      <td>None</td>\n",
              "      <td>Aliments et boissons à base de végétaux, Alime...</td>\n",
              "      <td>Belgium,France</td>\n",
              "      <td>None</td>\n",
              "      <td>https://images.openfoodfacts.org/images/produc...</td>\n",
              "      <td>2018-05-06 10:10:29+00:00</td>\n",
              "      <td>2021-01-17 15:55:24+00:00</td>\n",
              "      <td>open_food_facts</td>\n",
              "      <td>2024-02-03 19:40:10.880358+00:00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2960685</td>\n",
              "      <td>http://world-en.openfoodfacts.org/product/0296...</td>\n",
              "      <td>Chips sel et poivre</td>\n",
              "      <td>None</td>\n",
              "      <td>Aliments et boissons à base de végétaux, Alime...</td>\n",
              "      <td>France</td>\n",
              "      <td>None</td>\n",
              "      <td>https://images.openfoodfacts.org/images/produc...</td>\n",
              "      <td>2018-12-08 14:34:39+00:00</td>\n",
              "      <td>2018-12-12 09:35:20+00:00</td>\n",
              "      <td>open_food_facts</td>\n",
              "      <td>2024-02-03 19:40:10.880358+00:00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
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              "      border-bottom-color: var(--fill-color);\n",
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            ]
          },
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        }
      ]
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        "# Foreign Keys"
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