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# Modules
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Kotlin DataFrame is composed of modules, allowing you to include only the functionality you need.
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In addition, Kotlin DataFrame provides several [plugins](#plugins)
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that significantly enhance the development experience
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— making it more convenient, powerful, and enjoyable to work with.
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<table>
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<thead>
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<tr>
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<th>Module</th>
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<th>Function</th>
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</tr>
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</thead>
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<tbody>
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<tr><td colspan="2"><strong><a href="#dataframe-general">General</a></strong></td></tr>
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<tr>
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<td><a href="#dataframe-general"><code>dataframe</code></a></td>
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<td>General artifact – combines all core and IO artifacts except experimental ones.</td>
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</tr>
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<tr>
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<td colspan="2"><strong><a href="#core-modules">Core</a></strong></td></tr>
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<tr>
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<td><code><a href="#dataframe-core">dataframe-core</a></code></td>
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<td>The <a href="DataFrame.md">DataFrame</a> API and its implementation.</td>
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</tr>
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<tr><td colspan="2"><strong><a href="#io-modules">IO</a></strong></td></tr>
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<tr>
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<td><code><a href="#dataframe-json">dataframe-json</a></code></td>
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<td>Provides support for JSON format writing and reading.</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-csv">dataframe-csv</a></code></td>
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<td>Provides support for CSV format writing and reading.</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-excel">dataframe-excel</a></code></td>
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<td>Provides support for XSL/XLSX format writing and reading.</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-jdbc">dataframe-jdbc</a></code></td>
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<td>Provides support for JDBC data sources reading.</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-arrow">dataframe-arrow</a></code></td>
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<td>Provides support for <a href="https://arrow.apache.org">Apache Arrow</a> format writing and reading. Provides support for reading <a href="https://parquet.apache.org/">Apache Parquet</a> files through <a href="https://arrow.apache.org/docs/java/dataset.html">Apache Arrow Dataset</a></td>
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</tr>
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<tr><td colspan="2"><strong><a href="#experimental-modules">Experimental modules</a></strong></td></tr>
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<tr>
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<td><code><a href="#dataframe-geo">dataframe-geo</a></code></td>
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<td>Provides a new API for working with geospatial data and IO for geographic formats (GeoJSON, Shapefile).</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-openapi">dataframe-openapi</a></code></td>
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<td>Provides support for <a href="https://www.openapis.org">OpenAPI JSON format</a> reading and writing.</td>
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</tr>
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<tr>
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<td><code><a href="#dataframe-openapi-generator">dataframe-openapi-generator</a></code></td>
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<td>Provides <a href="schemas.md">schema generation</a> from OpenAPI specifications. Requires <code>dataframe-openapi</code>.</td>
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</tr>
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<tr><td colspan="2"><strong><a href="#plugins">Plugins</a></strong></td></tr>
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<tr>
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<td><code><a href="#kotlin.plugin.dataframe">kotlin.plugin.dataframe</a></code></td>
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<td>Kotlin compiler plugin. Provides compile-time <a href="extensionPropertiesApi.md">extension properties</a> generation.
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</td>
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</tr>
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<tr>
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<td><code><a href="#kotlinx.dataframe">kotlinx.dataframe</a></code></td>
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<td>Gradle plugin. Provides <a href="schemas.md">schemas generation</a> using Gradle.</td>
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</tr>
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<tr>
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<td><code><a href="#ksp-plugin">kotlinx.dataframe:symbol-processor-all</a></code></td>
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<td>KSP plugin. Provides <a href="schemas.md">schemas generation</a> using KSP.</td>
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</tr>
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</tbody>
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</table>
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## Configure the repository
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All Kotlin DataFrame modules are available from the Maven Central repository.
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To use them, add the appropriate dependency into your repositories mapping:
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<tabs>
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<tab title="Kotlin DSL">
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```kotlin
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repositories {
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mavenCentral()
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}
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```
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</tab>
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<tab title="Groovy DSL">
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|
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```kotlin
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repositories {
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mavenCentral()
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}
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```
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</tab>
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</tabs>
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## `dataframe` - general Kotlin DataFrame dependency {id="dataframe-general"}
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General-purpose artifact that includes all [core](#core-modules) and [IO](#io-modules) modules.
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Does **not** include any [experimental modules](#experimental-modules).
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Recommended if you don’t need fine-grained control over individual module dependencies.
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<tabs>
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<tab title="Kotlin DSL">
|
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```kotlin
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dependencies {
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implementation("org.jetbrains.kotlinx:dataframe:%dataFrameVersion%")
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}
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```
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</tab>
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<tab title="Groovy DSL">
|
||||
|
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```groovy
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dependencies {
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implementation 'org.jetbrains.kotlinx:dataframe:%dataFrameVersion%'
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}
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```
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</tab>
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</tabs>
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## Core Kotlin DataFrame modules {id="core-modules"}
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#### `dataframe-core`
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The core [DataFrame](DataFrame.md) API and its implementation.
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Includes all core functionality for working with data structures, expressions, schema management, and operations.
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<tabs>
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<tab title="Kotlin DSL">
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```kotlin
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dependencies {
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implementation("org.jetbrains.kotlinx:dataframe-core:%dataFrameVersion%")
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}
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```
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</tab>
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||||
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<tab title="Groovy DSL">
|
||||
|
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```groovy
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dependencies {
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implementation 'org.jetbrains.kotlinx:dataframe-core:%dataFrameVersion%'
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}
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```
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</tab>
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</tabs>
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## IO Kotlin DataFrame modules {id="io-modules"}
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#### `dataframe-json` {id="dataframe-json"}
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Provides all logic for DataFrame to be able to work with
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JSON data sources; [reading](https://kotlin.github.io/dataframe/read.html#read-from-json)
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and [writing](https://kotlin.github.io/dataframe/write.html#writing-to-json).
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It's based on [Kotlinx Serialization](https://github.com/Kotlin/kotlinx.serialization).
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<tabs>
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<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
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dependencies {
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implementation("org.jetbrains.kotlinx:dataframe-json:%dataFrameVersion%")
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}
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```
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||||
</tab>
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||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
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dependencies {
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implementation 'org.jetbrains.kotlinx:dataframe-json:%dataFrameVersion%'
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}
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```
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||||
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||||
</tab>
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||||
</tabs>
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||||
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#### `dataframe-csv` {id="dataframe-csv"}
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Provides support for reading and writing CSV files.
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Supports standard CSV format features such as delimiters, headers, and quotes.
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Based on high-performance [Deephaven CSV](https://github.com/deephaven/deephaven-csv).
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||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
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dependencies {
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implementation("org.jetbrains.kotlinx:dataframe-csv:%dataFrameVersion%")
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}
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```
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||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
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||||
dependencies {
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||||
implementation 'org.jetbrains.kotlinx:dataframe-csv:%dataFrameVersion%'
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}
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```
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||||
</tab>
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||||
</tabs>
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||||
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Note that `dataframe-json` is included with `dataframe-csv` by default.
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This is to support JSON structures inside CSV files.
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If you don't need this functionality, you can exclude it like so:
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<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
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dependencies {
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implementation("org.jetbrains.kotlinx:dataframe-csv:%dataFrameVersion%") {
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exclude("org.jetbrains.kotlinx", "dataframe-json")
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}
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}
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```
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||||
|
||||
</tab>
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||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
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dependencies {
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implementation('org.jetbrains.kotlinx:dataframe-csv:%dataFrameVersion%') {
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exclude group: 'org.jetbrains.kotlinx', module: 'dataframe-json'
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||||
}
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}
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```
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||||
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||||
</tab>
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||||
</tabs>
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||||
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||||
#### `dataframe-excel` {id="dataframe-excel"}
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Provides support for reading and writing Excel files (`.xls` and `.xlsx`).
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Compatible with standard spreadsheet editors and supports embedded structured data.
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||||
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||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
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||||
dependencies {
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||||
implementation("org.jetbrains.kotlinx:dataframe-excel:%dataFrameVersion%")
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||||
}
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||||
```
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||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
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||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-excel:%dataFrameVersion%'
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||||
}
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||||
```
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||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
Note that `dataframe-json` is included with `dataframe-excel` by default.
|
||||
This is to support JSON structures inside Excel files.
|
||||
If you don't need this functionality, you can exclude it like so:
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||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-excel:%dataFrameVersion%") {
|
||||
exclude("org.jetbrains.kotlinx", "dataframe-json")
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
implementation('org.jetbrains.kotlinx:dataframe-excel:%dataFrameVersion%') {
|
||||
exclude group: 'org.jetbrains.kotlinx', module: 'dataframe-json'
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
#### `dataframe-jdbc` {id="dataframe-jdbc"}
|
||||
|
||||
Provides all logic for DataFrame to be able to work with
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SQL databases that implement the JDBC protocol.
|
||||
|
||||
See [Read from SQL databases](https://kotlin.github.io/dataframe/readsqldatabases.html) for more information
|
||||
about how to use it.
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-jdbc:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-jdbc:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
#### `dataframe-arrow` {id="dataframe-arrow"}
|
||||
|
||||
Provides all logic and tests for DataFrame to be able to work with
|
||||
[Apache Arrow](https://arrow.apache.org).
|
||||
|
||||
See [Read Apache Arrow formats](https://kotlin.github.io/dataframe/read.html#read-apache-arrow-formats) and
|
||||
[Writing to Apache Arrow formats](https://kotlin.github.io/dataframe/write.html#writing-to-apache-arrow-formats)
|
||||
for more information about how to use it.
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-arrow:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-arrow:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
|
||||
## Experimental Kotlin DataFrame modules {id="experimental-modules"}
|
||||
|
||||
These modules are experimental and may be unstable.
|
||||
|
||||
#### `dataframe-geo`
|
||||
|
||||
Provides a new API for working with geospatial data,
|
||||
including reading and writing geospatial formats (GeoJSON, Shapefile),
|
||||
and performing geometry-aware operations.
|
||||
|
||||
See [Geo guide](https://kotlin.github.io/kandy/geo-plotting-guide.html) for more details and examples.
|
||||
|
||||
Requires [OSGeo Repository](https://repo.osgeo.org).
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
repositories {
|
||||
maven("https://repo.osgeo.org/repository/release")
|
||||
}
|
||||
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-geo:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
repositories {
|
||||
maven {
|
||||
url 'https://repo.osgeo.org/repository/release'
|
||||
}
|
||||
}
|
||||
|
||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-geo:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
#### `dataframe-openapi`
|
||||
|
||||
Provides functionality to support auto-generated data schemas from OpenAPI 3.0.0 specifications.
|
||||
This module is a companion to [`dataframe-openapi-generator`](#dataframe-openapi-generator):
|
||||
|
||||
- `dataframe-openapi-generator` is used internally by the Gradle plugin and Jupyter integration
|
||||
to generate data schemas from OpenAPI specs.
|
||||
In the Gradle plugin, it powers the `dataschemas {}` DSL and the `@file:ImportDataSchema()` annotation.
|
||||
In Jupyter, it enables the `importDataSchema()` function.
|
||||
|
||||
- `dataframe-openapi` must be added as a dependency to the user project in order to use those generated data schemas.
|
||||
|
||||
See:
|
||||
- [Import OpenAPI Schemas in Gradle project](https://kotlin.github.io/dataframe/schemasimportopenapigradle.html)
|
||||
- [Import Data Schemas, e.g. from OpenAPI, in Jupyter](https://kotlin.github.io/dataframe/schemasimportopenapijupyter.html)
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-openapi:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-openapi:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
#### `dataframe-openapi-generator`
|
||||
|
||||
Provides the logic and tooling necessary to import OpenAPI 3.0.0 specifications
|
||||
as auto-generated data schemas for Kotlin DataFrame.
|
||||
This module works in conjunction with [`dataframe-openapi`](#dataframe-openapi):
|
||||
|
||||
- `dataframe-openapi-generator` is used internally by the Gradle plugin and Jupyter integration
|
||||
to generate data schemas from OpenAPI specifications.
|
||||
- In Gradle, it enables the `dataschemas {}` DSL and the `@file:ImportDataSchema()` annotation.
|
||||
- In Jupyter, it powers the `importDataSchema()` function.
|
||||
|
||||
- `dataframe-openapi` must be added as a dependency to the user project to actually use the generated schemas.
|
||||
|
||||
See:
|
||||
- [Import OpenAPI Schemas in Gradle project](https://kotlin.github.io/dataframe/schemasimportopenapigradle.html)
|
||||
- [Import Data Schemas, e.g. from OpenAPI, in Jupyter](https://kotlin.github.io/dataframe/schemasimportopenapijupyter.html)
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
implementation("org.jetbrains.kotlinx:dataframe-openapi-generator:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
implementation 'org.jetbrains.kotlinx:dataframe-openapi-generator:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
## Plugins
|
||||
|
||||
<!-- TODO improve compiler plugin setup after release--->
|
||||
|
||||
#### `kotlin.plugin.dataframe` — Kotlin DataFrame Compiler Plugin {id="kotlin.plugin.dataframe"}
|
||||
|
||||
[Kotlin DataFrame Compiler Plugin](Compiler-Plugin.md) enables automatic generation of
|
||||
[extension properties](extensionPropertiesApi.md) and updates [data schemas](schemas.md)
|
||||
on-the-fly in Gradle projects, making development with Kotlin DataFrame faster,
|
||||
more convenient, and fully type- and name-safe.
|
||||
|
||||
> Requires Kotlin 2.2.20-Beta1 or higher.
|
||||
> { style = "note" }
|
||||
|
||||
To enable the plugin in your Gradle project, add it to the `plugins` section:
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
plugins {
|
||||
kotlin("plugin.dataframe") version "%compilerPluginKotlinVersion%"
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
plugins {
|
||||
id 'org.jetbrains.kotlin.plugin.dataframe' version '%compilerPluginKotlinVersion%'
|
||||
}
|
||||
```
|
||||
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
Due to [this issue](https://youtrack.jetbrains.com/issue/KT-66735), incremental compilation must be disabled for now.
|
||||
Add the following line to your `gradle.properties` file:
|
||||
|
||||
```properties
|
||||
kotlin.incremental=false
|
||||
```
|
||||
|
||||
Published as a Kotlin official plugin.
|
||||
[Source code is available in the Kotlin repository](https://github.com/JetBrains/kotlin/tree/master/plugins/kotlin-dataframe).
|
||||
|
||||
#### `kotlinx.dataframe` – Gradle Plugin {id="kotlinx.dataframe"}
|
||||
|
||||
> The current Gradle plugin is **under consideration for deprecation**
|
||||
> and may be officially marked as deprecated in future releases.
|
||||
>
|
||||
> At the moment, **[data schema generation is handled via dedicated methods](DataSchemaGenerationMethods.md)** instead of relying on the plugin.
|
||||
{style="warning"}
|
||||
|
||||
The Gradle plugin allows generating [data schemas](schemas.md) from samples of data
|
||||
(of supported formats) like JSON, CSV, Excel files, or URLs, as well as from data fetched from SQL databases
|
||||
using Gradle.
|
||||
|
||||
See the [Gradle Plugin Reference](Gradle-Plugin.md) for installation
|
||||
and usage instructions in Gradle projects.
|
||||
|
||||
> By default, the Gradle plugin also applies the [KSP plugin](#ksp-plugin).
|
||||
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
plugins {
|
||||
id("org.jetbrains.kotlinx.dataframe") version "%dataFrameVersion%"
|
||||
}
|
||||
```
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
plugins {
|
||||
id 'org.jetbrains.kotlinx.dataframe' version '%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
</tab>
|
||||
</tabs>
|
||||
|
||||
|
||||
#### `kotlinx.dataframe:symbol-processor-all` – KSP Plugin {id="ksp-plugin"}
|
||||
|
||||
> The KSP plugin is **not compatible with [KSP2](https://github.com/google/ksp?tab=readme-ov-file#ksp2-is-here)**
|
||||
> and may **not work properly with Kotlin 2.1 or newer**.
|
||||
>
|
||||
> At the moment, **[data schema generation is handled via dedicated methods](DataSchemaGenerationMethods.md)** instead of relying on the plugin.
|
||||
{style="warning"}
|
||||
|
||||
The Gradle plugin allows generating [data schemas](schemas.md) from samples of data
|
||||
(of supported formats) like JSON, CSV, Excel files, or URLs, as well as from data fetched from SQL databases
|
||||
using Kotlin Symbol Processing (KSP).
|
||||
This is useful for projects where you prefer or require schema generation at the source level.
|
||||
|
||||
See [Data Schemas in Gradle Projects](schemasGradle.md) for usage details.
|
||||
|
||||
<tabs>
|
||||
<tab title="Kotlin DSL">
|
||||
|
||||
```kotlin
|
||||
dependencies {
|
||||
ksp("org.jetbrains.kotlinx.dataframe:symbol-processor-all:%dataFrameVersion%")
|
||||
}
|
||||
```
|
||||
</tab>
|
||||
|
||||
<tab title="Groovy DSL">
|
||||
|
||||
```groovy
|
||||
dependencies {
|
||||
ksp 'org.jetbrains.kotlinx.dataframe:symbol-processor-all:%dataFrameVersion%'
|
||||
}
|
||||
```
|
||||
</tab>
|
||||
</tabs>
|
||||
Reference in New Issue
Block a user