{ "cells": [ { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "386c91da-58b6-4974-8642-d83bfe085355", "showTitle": false, "title": "" } }, "source": [ "# YData SDK in Databricks Notebooks" ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "d90184f5-6f00-43f6-a1f7-0d76fc42fa39", "showTitle": false, "title": "" } }, "source": [ "The [YData SDK](https://pypi.org/project/ydata-sdk/) provides a powerful set of tools for integrating and enhancing data within Databricks notebooks. \n", "This guide covers the installation, basic usage, and advanced features of the YData SDK, helping users maximize \n", "the potential of their data for AI and machine learning applications." ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "ee4631a7-5f4b-421b-99df-4064db25b2c7", "showTitle": false, "title": "" } }, "source": [ "##### Install required packages" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "collapsed": true, "inputWidgets": {}, "nuid": "f8815751-5529-4c24-9aa6-44d9e6b5ab0c", "showTitle": false, "title": "" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "output_type": "stream", "text": [ "\u001B[43mNote: you may need to restart the kernel using dbutils.library.restartPython() to use updated packages.\u001B[0m\nCollecting ydata-sdk\n Downloading ydata_sdk-0.12.2-py310-none-any.whl (122 kB)\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 122.4/122.4 kB 1.4 MB/s eta 0:00:00\nCollecting typeguard==2.13.3\n Downloading typeguard-2.13.3-py3-none-any.whl (17 kB)\nCollecting prettytable==3.6.0\n Downloading prettytable-3.6.0-py3-none-any.whl (27 kB)\nCollecting pydantic==1.10.9\n Downloading pydantic-1.10.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.1/3.1 MB 38.8 MB/s eta 0:00:00\nCollecting httpx==0.23.3\n Downloading httpx-0.23.3-py3-none-any.whl (71 kB)\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 71.5/71.5 kB 11.4 MB/s eta 0:00:00\nCollecting ydata-datascience\n Downloading ydata_datascience-0.5.0-py2.py3-none-any.whl (2.6 kB)\nCollecting ydata-core>=0.2.0\n Downloading ydata_core-0.5.0-py2.py3-none-any.whl (4.6 kB)\nRequirement already satisfied: pandas>=1.5.0 in /databricks/python3/lib/python3.10/site-packages (from ydata-sdk) (1.5.3)\nRequirement already satisfied: sniffio in /databricks/python3/lib/python3.10/site-packages (from httpx==0.23.3->ydata-sdk) (1.2.0)\nCollecting rfc3986[idna2008]<2,>=1.3\n Downloading rfc3986-1.5.0-py2.py3-none-any.whl (31 kB)\nRequirement already satisfied: certifi in /databricks/python3/lib/python3.10/site-packages (from httpx==0.23.3->ydata-sdk) (2022.12.7)\nCollecting httpcore<0.17.0,>=0.15.0\n Downloading httpcore-0.16.3-py3-none-any.whl (69 kB)\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 69.6/69.6 kB 9.9 MB/s eta 0:00:00\nRequirement already satisfied: wcwidth in /databricks/python3/lib/python3.10/site-packages (from prettytable==3.6.0->ydata-sdk) (0.2.5)\nRequirement already satisfied: typing-extensions>=4.2.0 in /databricks/python3/lib/python3.10/site-packages (from pydantic==1.10.9->ydata-sdk) (4.4.0)\nRequirement already satisfied: python-dateutil>=2.8.1 in /databricks/python3/lib/python3.10/site-packages (from pandas>=1.5.0->ydata-sdk) (2.8.2)\nRequirement already satisfied: pytz>=2020.1 in /databricks/python3/lib/python3.10/site-packages (from pandas>=1.5.0->ydata-sdk) (2022.7)\nRequirement already satisfied: numpy>=1.21.0 in /databricks/python3/lib/python3.10/site-packages (from pandas>=1.5.0->ydata-sdk) (1.23.5)\nRequirement already satisfied: anyio<5.0,>=3.0 in /databricks/python3/lib/python3.10/site-packages (from httpcore<0.17.0,>=0.15.0->httpx==0.23.3->ydata-sdk) (3.5.0)\nCollecting h11<0.15,>=0.13\n Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 58.3/58.3 kB 10.6 MB/s eta 0:00:00\nRequirement already satisfied: six>=1.5 in /usr/lib/python3/dist-packages (from python-dateutil>=2.8.1->pandas>=1.5.0->ydata-sdk) (1.16.0)\nRequirement already satisfied: idna in /databricks/python3/lib/python3.10/site-packages (from rfc3986[idna2008]<2,>=1.3->httpx==0.23.3->ydata-sdk) (3.4)\nInstalling collected packages: ydata-datascience, ydata-core, rfc3986, typeguard, pydantic, prettytable, h11, httpcore, httpx, ydata-sdk\n Attempting uninstall: pydantic\n Found existing installation: pydantic 1.10.6\n Not uninstalling pydantic at /databricks/python3/lib/python3.10/site-packages, outside environment /local_disk0/.ephemeral_nfs/envs/pythonEnv-23f56253-fdb4-40b4-9a57-77dea3d08dba\n Can't uninstall 'pydantic'. No files were found to uninstall.\nSuccessfully installed h11-0.14.0 httpcore-0.16.3 httpx-0.23.3 prettytable-3.6.0 pydantic-1.10.9 rfc3986-1.5.0 typeguard-2.13.3 ydata-core-0.5.0 ydata-datascience-0.5.0 ydata-sdk-0.12.2\n\u001B[43mNote: you may need to restart the kernel using dbutils.library.restartPython() to use updated packages.\u001B[0m\n" ] } ], "source": [ "!pip install ydata-sdk\n", "dbutils.library.restartPython()" ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "8b4dc2a0-219b-4351-a9e9-e99a27cd1305", "showTitle": false, "title": "" } }, "source": [ "#### Authenticate to your YData Fabric cluster" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "6736aa11-5249-4749-88b7-d920aaf9116a", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "import os\n", "# Do not forget to add your token as env variable\n", "os.environ[\"YDATA_TOKEN\"] = ''" ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "8c813dd9-3a29-4035-a4ea-ef8e7ca09c3f", "showTitle": false, "title": "" } }, "source": [ "## Basic usage - Access & integrate new datasources\n", "\n", "This section provides step-by-step instructions on connecting to [YData Fabric](https://ydata.ai/products/fabric) and performing essential\n", "data operations using the YData SDK within Databricks notebooks. This includes establishing a secure connection\n", "to YData Fabric and accessing datasets." ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "f3b94d85-00e0-4760-867d-a7ca6b248b7f", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "from ydata.sdk.datasources import DataSource\n", "\n", "#return the list of available DataSources\n", "DataSource.list()" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "bbea5fac-686a-471d-a343-de2cdd5e06af", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "dataset = DataSource.get('')" ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "3da3aa9b-6412-44a7-86f8-e649f300d505", "showTitle": false, "title": "" } }, "source": [ "## Advanced Usage - Synthetic data generation\n", "\n", "This section explores one of the most powerful features of the YData SDK for enhancing and refining data\n", "within Databricks notebooks. This includes as generating synthetic data to augment\n", "datasets or to generate privacy-preserving data.\n", "By leveraging these advanced capabilities, users can significantly enhance the robustness and performance of their AI\n", "and machine learning models, unlocking the full potential of their data.\n", "\n", "#### From an existing Fabric datasource" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "975d5cc2-22f7-47ca-b089-8406a899fe05", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "# From an existing Fabric datasource\n", "from ydata.sdk.synthesizers import RegularSynthesizer\n", "\n", "synth = RegularSynthesizer(name='')\n", "synth.fit(X=dataset)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "20e31ca2-91eb-4601-9ad3-d598fcc2c9cd", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "## Sample from the trained synthetic data generator\n", "sample = synth.sample(n_samples=1000)" ] }, { "cell_type": "markdown", "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": {}, "inputWidgets": {}, "nuid": "20887ff9-ab78-4abd-a52a-bd5b90fa9a7a", "showTitle": false, "title": "" } }, "source": [ "#### From a table in Delta Lake - data augmentation\n", "\n", "Add here some more description" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "c1a35fde-4fb6-41e3-8823-34e29954e92e", "showTitle": false, "title": "" } }, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "
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0, 0.0, 55, 0, 0.147588193, 12500.0, 15, 0, 1, 0, 1.0, "HEW-UL-V7FY", "DCXOAYI5", 89800224549359 ] ], "datasetInfos": [], "dbfsResultPath": null, "isJsonSchema": true, "metadata": {}, "overflow": true, "plotOptions": { "customPlotOptions": {}, "displayType": "table", "pivotAggregation": null, "pivotColumns": null, "xColumns": null, "yColumns": null }, "removedWidgets": [], "schema": [ { "metadata": "{}", "name": "ID", "type": "\"long\"" }, { "metadata": "{}", "name": "Label", "type": "\"long\"" }, { "metadata": "{}", "name": "RevolvingUtilizationOfUnsecuredLines", "type": "\"double\"" }, { "metadata": "{}", "name": "age", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime30-59DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "DebtRatio", "type": "\"double\"" }, { "metadata": "{}", "name": "MonthlyIncome", "type": "\"double\"" }, { "metadata": "{}", "name": "NumberOfOpenCreditLinesAndLoans", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTimes90DaysLate", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberRealEstateLoansOrLines", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime60-89DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfDependents", "type": "\"double\"" }, { "metadata": "{}", "name": "SNS Number", "type": "\"string\"" }, { "metadata": "{}", "name": "Driver License", "type": "\"string\"" }, { "metadata": "{}", "name": "Credit Card Number", "type": "\"long\"" } ], "type": "table" } }, "output_type": "display_data" } ], "source": [ "# Read data from the catalog\n", "df = spark.sql(\"SELECT * FROM ydata.default.credit_scoring_labeled\")\n", "\n", "# Display the dataframe\n", "display(df)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "67c3d876-cd55-467f-b883-603617b0783b", "showTitle": false, "title": "" } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Synthesizer(uid='49a86a1c-f088-40fb-a3a2-fa42ad034f60', author='fabiana.clemente@ydata.ai', name='Synth credit scoring | Conditional', status=Status(state='report', prepare=GenericStateErrorStatus(state='finished'), training=GenericStateErrorStatus(state='finished'), report=GenericStateErrorStatus(state='generating')))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ydata.sdk.synthesizers import RegularSynthesizer\n", "\n", "# Convert Spark dataframe to pandas dataframe\n", "pandas_df = df.toPandas()\n", "pandas_df = pandas_df.drop('ID', axis=1)\n", "\n", "# Train a synthetic data generator using ydata-sdk\n", "synth = RegularSynthesizer(name='Synth credit scoring | Conditional')\n", "synth.fit(pandas_df, condition_on=['Label'])\n", "\n", "# Display the synthetic dataframe\n", "display(synth)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "fe4fe510-748f-4d2f-be12-0812464a8419", "showTitle": false, "title": "" } }, "outputs": [], "source": [ "#generate synthetic samples condition to Label\n", "synthetic_sample = synth.sample(n_samples=len(pandas_df), condition_on={\n", " \"Label\": {\n", " \"categories\": [{\n", " \"category\": 1,\n", " \"percentage\": 0.7\n", " }]\n", " }\n", " }\n", ")" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "5a25f274-6760-44f4-989c-2e45e1ee226e", "showTitle": false, "title": "" } }, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "
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"CVVP50M8", 2807573081004328 ], [ 1, 0.9999999, 82, 98, 0.0, 4500.0, 0, 98, 0, 98, 0.0, "K2H-XH-UAQQ", "KBQDNYQQ", 6155938430019463 ], [ 0, 0.399647499, 58, 0, 0.252719569, 12333.0, 6, 0, 2, 0, 2.0, "T39-HU-FVTR", "188AQ92A", 7785236817083204 ], [ 1, 0.0, 32, 1, 0.257620452, 4000.0, 4, 9, 0, 0, 0.0, "N00-TO-PXF9", "NBK2WX5V", 2062884957594484 ], [ 1, 0.978206203, 46, 6, 3791.0, 1000.0, 15, 0, 2, 0, 2.0, "U9L-XV-PT6Y", "QV95SM49", 7200460790366252 ], [ 0, 0.801999048, 62, 0, 1176.0, 5400.0, 3, 0, 1, 0, 0.0, "VTS-JJ-8UKB", "E5G2MVN1", 9164471354354016 ] ], "datasetInfos": [], "dbfsResultPath": null, "isJsonSchema": true, "metadata": {}, "overflow": true, "plotOptions": { "customPlotOptions": {}, "displayType": "table", "pivotAggregation": null, "pivotColumns": null, "xColumns": null, "yColumns": null }, "removedWidgets": [], "schema": [ { "metadata": "{}", "name": "Label", "type": "\"long\"" }, { "metadata": "{}", "name": "RevolvingUtilizationOfUnsecuredLines", "type": "\"double\"" }, { "metadata": "{}", "name": "age", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime30-59DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "DebtRatio", "type": "\"double\"" }, { "metadata": "{}", "name": "MonthlyIncome", "type": "\"double\"" }, { "metadata": "{}", "name": "NumberOfOpenCreditLinesAndLoans", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTimes90DaysLate", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberRealEstateLoansOrLines", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime60-89DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfDependents", "type": "\"double\"" }, { "metadata": "{}", "name": "SNS Number", "type": "\"string\"" }, { "metadata": "{}", "name": "Driver License", "type": "\"string\"" }, { "metadata": "{}", "name": "Credit Card Number", "type": "\"long\"" } ], "type": "table" } }, "output_type": "display_data" } ], "source": [ "# Enable Arrow-based columnar data transfers\n", "spark.conf.set(\"spark.sql.execution.arrow.pyspark.enabled\", \"true\")\n", "\n", "#Create a spark dataframe from the synthetic dataframe\n", "synthetic_df = spark.createDataFrame(synthetic_sample)\n", "\n", "display(synthetic_df)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "application/vnd.databricks.v1+cell": { "cellMetadata": { "byteLimit": 2048000, "rowLimit": 10000 }, "inputWidgets": {}, "nuid": "7c82b67d-59c3-4c04-a7a3-547a4f3d1780", "showTitle": false, "title": "" } }, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "
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[ 0, 0.0, 55, 0, 0.147588193, 12500.0, 15, 0, 1, 0, 1.0, "HEW-UL-V7FY", "DCXOAYI5", 89800224549359 ] ], "datasetInfos": [], "dbfsResultPath": null, "isJsonSchema": true, "metadata": {}, "overflow": true, "plotOptions": { "customPlotOptions": {}, "displayType": "table", "pivotAggregation": null, "pivotColumns": null, "xColumns": null, "yColumns": null }, "removedWidgets": [], "schema": [ { "metadata": "{}", "name": "Label", "type": "\"long\"" }, { "metadata": "{}", "name": "RevolvingUtilizationOfUnsecuredLines", "type": "\"double\"" }, { "metadata": "{}", "name": "age", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime30-59DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "DebtRatio", "type": "\"double\"" }, { "metadata": "{}", "name": "MonthlyIncome", "type": "\"double\"" }, { "metadata": "{}", "name": "NumberOfOpenCreditLinesAndLoans", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTimes90DaysLate", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberRealEstateLoansOrLines", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfTime60-89DaysPastDueNotWorse", "type": "\"long\"" }, { "metadata": "{}", "name": "NumberOfDependents", "type": "\"double\"" }, { "metadata": "{}", "name": "SNS Number", "type": "\"string\"" }, { "metadata": "{}", "name": "Driver License", "type": "\"string\"" }, { "metadata": "{}", "name": "Credit Card Number", "type": "\"long\"" } ], "type": "table" } }, "output_type": "display_data" } ], "source": [ "# Concatenate the original dataframe with the synthetic dataframe\n", "df = df.drop('ID')\n", "concatenated_df = df.union(synthetic_df)\n", "\n", "# Display the concatenated dataframe\n", "display(concatenated_df)" ] } ], "metadata": { "application/vnd.databricks.v1+notebook": { "dashboards": [], "environmentMetadata": null, "language": "python", "notebookMetadata": { "pythonIndentUnit": 4 }, "notebookName": "YData Fabric | Synthetic data generation", "widgets": {} } }, "nbformat": 4, "nbformat_minor": 0 }