https://github.com/absaoss/spark-data-standardization

A library for Spark that helps to stadardize any input data (DataFrame) to adhere to the provided schema.
https://github.com/absaoss/spark-data-standardization

data-quality data-structures scala schema spark

Last synced: about 2 months ago
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A library for Spark that helps to stadardize any input data (DataFrame) to adhere to the provided schema.

• Host: GitHub
• URL: https://github.com/absaoss/spark-data-standardization
• Owner: AbsaOSS
• License: apache-2.0
• Created: 2021-11-15T18:56:23.000Z (about 3 years ago)
• Default Branch: master
• Last Pushed: 2024-10-24T09:34:22.000Z (2 months ago)
• Last Synced: 2024-10-25T07:14:31.882Z (2 months ago)
• Topics: data-quality, data-structures, scala, schema, spark
• Language: Scala
• Homepage:
• Size: 393 KB
• Stars: 4
• Watchers: 13
• Forks: 1
• Open Issues: 12
• Metadata Files:
  • Readme: README.md
  • License: LICENSE.md
  • Codeowners: .github/CODEOWNERS

Awesome Lists containing this project

README

        
# Spark Data Standardization Library

[![License](http://img.shields.io/:license-apache-blue.svg)](http://www.apache.org/licenses/LICENSE-2.0.html)

[![Release](https://github.com/AbsaOSS/spark-data-standardization/actions/workflows/release.yml/badge.svg)](https://github.com/AbsaOSS/spark-data-standardization/actions/workflows/release.yml)

- Dataframe in 

- Standardized Dataframe out

## Usage

### Needed Provided Dependencies

The library needs following dependencies to be included in your project

```sbt

"org.apache.spark" %% "spark-core" % SPARK_VERSION,

"org.apache.spark" %% "spark-sql" % SPARK_VERSION,

"za.co.absa" %% s"spark-commons-spark${SPARK_MAJOR}.${SPARK_MINOR}" % "0.6.1",

```

### Usage in SBT:

```sbt

"za.co.absa" %% "spark-data-standardization" % VERSION 

```

### Usage in Maven

### Scala 2.11 [![Maven Central](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.11/badge.svg)](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.11)

```xml

   za.co.absa

   spark-data-standardization_2.11

   ${latest_version}

```

### Scala 2.12 [![Maven Central](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.12/badge.svg)](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.12)

```xml

   za.co.absa

   spark-data-standardization_2.12

   ${latest_version}

```

### Scala 2.13 [![Maven Central](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.13/badge.svg)](https://maven-badges.herokuapp.com/maven-central/za.co.absa/spark-data-standardization_2.13)

```xml

   za.co.absa

   spark-data-standardization_2.13

   ${latest_version}

```

Spark and Scala compatibility

>| | Scala 2.11 | Scala 2.12 | Scala 2.13 |

>|---|---|---|---|

>|Spark| 2.4.7 | 3.2.1 | 3.2.1 |

## How to Release

Please see [this file](RELEASE.md) for more details.

## How to generate Code coverage report

```sbt

sbt ++ jacoco

```

Code coverage will be generated on path:

```

{project-root}/target/scala-{scala_version}/jacoco/report/html

```