Delta lake demo.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "%%pyspark\r\n",
        "df = spark.read.load('abfss://raw@clauserawstore.dfs.core.windows.net/NYCYellowtaxi/Yellow cab/yellow_tripdata_2019-03.csv', format='csv'\r\n",
        "## If header exists uncomment line below\r\n",
        ", header=True\r\n",
        ")\r\n",
        "\r\n",
        "df.createOrReplaceTempView('yellow_tripdata')"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "queued_time": "2022-09-21T15:24:06.3497744Z",
              "session_start_time": null,
              "execution_start_time": "2022-09-21T15:24:06.7403014Z",
              "execution_finish_time": "2022-09-21T15:24:20.3528783Z",
              "spark_jobs": null
            },
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          "metadata": {}
        }
      ],
      "execution_count": 4,
      "metadata": {
        "microsoft": {
          "language": "python"
        },
        "collapsed": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.createOrReplaceTempView('yellow_tripdata')"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "queued_time": "2022-09-21T15:24:28.3710887Z",
              "session_start_time": null,
              "execution_start_time": "2022-09-21T15:24:28.745583Z",
              "execution_finish_time": "2022-09-21T15:24:29.1618746Z",
              "spark_jobs": null
            },
            "text/plain": "StatementMeta(Clausedemo, 2, 5, Finished, Available)"
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      "execution_count": 5,
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      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql import *\r\n",
        "from pyspark.sql.types import *"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "queued_time": "2022-09-21T15:24:33.2860827Z",
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      "execution_count": 6,
      "metadata": {
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    },
    {
      "cell_type": "code",
      "source": [
        "%%sql\r\n",
        "-- Create Delta Lake table, define schema and location\r\n",
        "CREATE TABLE IF NOT EXISTS default.Yellow_Tripdata (\r\n",
        "    VendorID INT, \r\n",
        "    tpep_pickup_datetime TIMESTAMP, \r\n",
        "    tpep_dropoff_datetime TIMESTAMP, \r\n",
        "    passenger_count INT, \r\n",
        "    trip_distance DECIMAL, \r\n",
        "    RateCodeID INT, \r\n",
        "    store_and_fwd_flag STRING, \r\n",
        "    PULocationID INT, \r\n",
        "    DOLocationID INT, \r\n",
        "    payment_type INT, \r\n",
        "    fare_amount DECIMAL, \r\n",
        "    extra DECIMAL, \r\n",
        "    mta_tax DECIMAL, \r\n",
        "    tip_amount DECIMAL, \r\n",
        "    tolls_amount DECIMAL, \r\n",
        "    improvement_surcharge DECIMAL, \r\n",
        "    total_amount DECIMAL, \r\n",
        "    congestion_surcharge STRING\r\n",
        "    ) USING DELTA\r\n",
        "LOCATION '/Delta_Demo/YellowTripdata/' "
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "queued_time": "2022-09-21T15:24:40.5195425Z",
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              "spark_jobs": null
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            "text/plain": "StatementMeta(Clausedemo, 2, 7, Finished, Available)"
          },
          "metadata": {}
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        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
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              "schema": {
                "type": "struct",
                "fields": []
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              "data": []
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            "text/plain": "<Spark SQL result set with 0 rows and 0 fields>"
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          "metadata": {}
        }
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      "execution_count": 7,
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        "microsoft": {
          "language": "sparksql"
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        "collapsed": false
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    },
    {
      "cell_type": "code",
      "source": [
        "%%sql\r\n",
        "\r\n",
        "INSERT INTO default.Yellow_Tripdata SELECT * FROM yellow_tripdata"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "application/vnd.synapse.sparksql-result+json": {
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                "type": "struct",
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              "data": []
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      ],
      "execution_count": 8,
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          "language": "sparksql"
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    {
      "cell_type": "code",
      "source": [
        "%%sql\r\n",
        "SELECT * \r\n",
        "FROM default.Yellow_Tripdata\r\n",
        "ORDER BY PULocationID"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "spark_jobs": null
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            "text/plain": "StatementMeta(Clausedemo, 2, 9, Finished, Available)"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "application/vnd.synapse.sparksql-result+json": {
              "schema": {
                "type": "struct",
                "fields": [
                  {
                    "name": "VendorID",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "tpep_pickup_datetime",
                    "type": "timestamp",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "tpep_dropoff_datetime",
                    "type": "timestamp",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "passenger_count",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "trip_distance",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "RateCodeID",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "store_and_fwd_flag",
                    "type": "string",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "PULocationID",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "DOLocationID",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "payment_type",
                    "type": "integer",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "fare_amount",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "extra",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "mta_tax",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "tip_amount",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "tolls_amount",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "improvement_surcharge",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
                  },
                  {
                    "name": "total_amount",
                    "type": "decimal(10,0)",
                    "nullable": true,
                    "metadata": {}
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                  {
                    "name": "congestion_surcharge",
                    "type": "string",
                    "nullable": true,
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            "text/plain": "<Spark SQL result set with 1000 rows and 18 fields>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 9,
      "metadata": {
        "jupyter": {
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        "nteract": {
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        "microsoft": {
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    {
      "cell_type": "code",
      "source": [
        "%%sql\r\n",
        "UPDATE default.yellow_tripdata SET VendorID = 2 WHERE PULocationID = 1 AND tpep_dropoff_datetime = \"2019-01-26T15:05:39Z\""
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "queued_time": "2022-09-21T15:26:27.486832Z",
              "session_start_time": null,
              "execution_start_time": "2022-09-21T15:26:27.8875935Z",
              "execution_finish_time": "2022-09-21T15:26:44.909971Z",
              "spark_jobs": null
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            "text/plain": "StatementMeta(Clausedemo, 2, 11, Finished, Available)"
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          "metadata": {}
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          "data": {
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              "data": []
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            "text/plain": "<Spark SQL result set with 0 rows and 0 fields>"
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      "execution_count": 11,
      "metadata": {
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    {
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        "-- Retrieve the version/change history of the Delta table\r\n",
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            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
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              "state": "finished",
              "livy_statement_state": "available",
              "queued_time": "2022-09-21T15:27:10.9492721Z",
              "session_start_time": null,
              "execution_start_time": "2022-09-21T15:27:11.3394117Z",
              "execution_finish_time": "2022-09-21T15:27:15.5395424Z",
              "spark_jobs": null
            },
            "text/plain": "StatementMeta(Clausedemo, 2, 12, Finished, Available)"
          },
          "metadata": {}
        },
        {
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          "execution_count": 12,
          "data": {
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                    "nullable": true,
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                  {
                    "name": "notebook",
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                  null,
                  null,
                  "0",
                  "Serializable",
                  true,
                  {
                    "numFiles": "16",
                    "numOutputRows": "7667792",
                    "numOutputBytes": "122911377"
                  },
                  null,
                  "Apache-Spark/3.2.1.5.0-59337622 Delta-Lake/1.1.0.1"
                ],
                [
                  "0",
                  "2022-04-20T12:43:25Z",
                  null,
                  null,
                  "CREATE TABLE",
                  {
                    "isManaged": "false",
                    "description": null,
                    "partitionBy": "[]",
                    "properties": "{}"
                  },
                  null,
                  null,
                  null,
                  null,
                  "SnapshotIsolation",
                  true,
                  {},
                  null,
                  "Apache-Spark/3.2.1.5.0-59337622 Delta-Lake/1.1.0.1"
                ]
              ]
            },
            "text/plain": "<Spark SQL result set with 6 rows and 15 fields>"
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        },
        "microsoft": {
          "language": "sparksql"
        },
        "collapsed": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Load a previous version of the Yellow_Tripdata table into a dataframe\r\n",
        "df = spark.read.format(\"delta\").option(\"versionAsOf\", 1).load(\"/Delta_Demo/YellowTripdata/\")\r\n",
        "df.show()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.livy.statement-meta+json": {
              "spark_pool": "Clausedemo",
              "session_id": "2",
              "statement_id": 14,
              "state": "finished",
              "livy_statement_state": "available",
              "queued_time": "2022-09-21T15:28:20.1218352Z",
              "session_start_time": null,
              "execution_start_time": "2022-09-21T15:28:20.5177746Z",
              "execution_finish_time": "2022-09-21T15:28:22.4470906Z",
              "spark_jobs": null
            },
            "text/plain": "StatementMeta(Clausedemo, 2, 14, Finished, Available)"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+--------+--------------------+---------------------+---------------+-------------+----------+------------------+------------+------------+------------+-----------+-----+-------+----------+------------+---------------------+------------+--------------------+\n|VendorID|tpep_pickup_datetime|tpep_dropoff_datetime|passenger_count|trip_distance|RateCodeID|store_and_fwd_flag|PULocationID|DOLocationID|payment_type|fare_amount|extra|mta_tax|tip_amount|tolls_amount|improvement_surcharge|total_amount|congestion_surcharge|\n+--------+--------------------+---------------------+---------------+-------------+----------+------------------+------------+------------+------------+-----------+-----+-------+----------+------------+---------------------+------------+--------------------+\n|       1| 2019-01-01 00:46:40|  2019-01-01 00:53:20|              1|            2|         1|                 N|         151|         239|           1|          7|    1|      1|         2|           0|                    0|          10|                null|\n|       1| 2019-01-01 00:59:47|  2019-01-01 01:18:59|              1|            3|         1|                 N|         239|         246|           1|         14|    1|      1|         1|           0|                    0|          16|                null|\n|       2| 2018-12-21 13:48:30|  2018-12-21 13:52:40|              3|            0|         1|                 N|         236|         236|           1|          5|    1|      1|         0|           0|                    0|           6|                null|\n|       2| 2018-11-28 15:52:25|  2018-11-28 15:55:45|              5|            0|         1|                 N|         193|         193|           2|          4|    1|      1|         0|           0|                    0|           8|                null|\n|       2| 2018-11-28 15:56:57|  2018-11-28 15:58:33|              5|            0|         2|                 N|         193|         193|           2|         52|    0|      1|         0|           0|                    0|          56|                null|\n|       2| 2018-11-28 16:25:49|  2018-11-28 16:28:26|              5|            0|         1|                 N|         193|         193|           2|          4|    1|      1|         0|           6|                    0|          13|                null|\n|       2| 2018-11-28 16:29:37|  2018-11-28 16:33:43|              5|            0|         2|                 N|         193|         193|           2|         52|    0|      1|         0|           0|                    0|          56|                null|\n|       1| 2019-01-01 00:21:28|  2019-01-01 00:28:37|              1|            1|         1|                 N|         163|         229|           1|          7|    1|      1|         1|           0|                    0|           9|                null|\n|       1| 2019-01-01 00:32:01|  2019-01-01 00:45:39|              1|            4|         1|                 N|         229|           7|           1|         14|    1|      1|         4|           0|                    0|          19|                null|\n|       1| 2019-01-01 00:57:32|  2019-01-01 01:09:32|              2|            2|         1|                 N|         141|         234|           1|         10|    1|      1|         2|           0|                    0|          13|                null|\n|       1| 2019-01-01 00:24:04|  2019-01-01 00:47:06|              2|            3|         1|                 N|         246|         162|           1|         15|    1|      1|         3|           0|                    0|          20|                null|\n|       1| 2019-01-01 00:21:59|  2019-01-01 00:28:24|              1|            1|         1|                 N|         238|         151|           1|          6|    1|      1|         2|           0|                    0|           9|                null|\n|       1| 2019-01-01 00:45:21|  2019-01-01 01:31:05|              1|            9|         1|                 N|         163|          25|           1|         35|    1|      1|         7|           0|                    0|          43|                null|\n|       1| 2019-01-01 00:43:19|  2019-01-01 01:07:42|              1|            6|         1|                 N|         224|          25|           1|         22|    1|      1|         6|           0|                    0|          29|                null|\n|       1| 2019-01-01 00:58:24|  2019-01-01 01:15:18|              1|            3|         1|                 N|         141|         234|           1|         13|    1|      1|         1|           0|                    0|          15|                null|\n|       2| 2019-01-01 00:23:14|  2019-01-01 00:25:40|              1|            0|         1|                 N|         170|         170|           2|          4|    1|      1|         0|           0|                    0|           5|                null|\n|       2| 2019-01-01 00:39:51|  2019-01-01 00:48:02|              1|            1|         1|                 N|         170|         170|           1|          7|    1|      1|         2|           0|                    0|          10|                null|\n|       2| 2019-01-01 00:46:00|  2019-01-01 00:49:07|              1|            0|         1|                 N|         107|         107|           1|          4|    1|      1|         1|           0|                    0|           6|                null|\n|       2| 2019-01-01 00:57:45|  2019-01-01 01:03:51|              1|            1|         1|                 N|         170|         141|           1|          7|    1|      1|         2|           0|                    0|           9|                null|\n|       2| 2019-01-01 00:16:16|  2019-01-01 00:25:57|              1|            2|         1|                 N|          41|         247|           2|          9|    1|      1|         0|           0|                    0|          10|                null|\n+--------+--------------------+---------------------+---------------+-------------+----------+------------------+------------+------------+------------+-----------+-----+-------+----------+------------+---------------------+------------+--------------------+\nonly showing top 20 rows\n\n"
          ]
        }
      ],
      "execution_count": 14,
      "metadata": {
        "jupyter": {
          "source_hidden": false,
          "outputs_hidden": false
        },
        "nteract": {
          "transient": {
            "deleting": false
          }
        }
      }
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "synapse_pyspark",
      "language": "Python",
      "display_name": "Synapse PySpark"
    },
    "language_info": {
      "name": "python"
    },
    "kernel_info": {
      "name": "synapse_pyspark"
    },
    "description": null,
    "save_output": true,
    "synapse_widget": {
      "version": "0.1",
      "state": {}
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}