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diff --git a/docs/StardustDocs/topics/guides/Guides-And-Examples.md b/docs/StardustDocs/topics/guides/Guides-And-Examples.md
index 541e4b1a08..1f262c28c6 100644
--- a/docs/StardustDocs/topics/guides/Guides-And-Examples.md
+++ b/docs/StardustDocs/topics/guides/Guides-And-Examples.md
@@ -19,50 +19,58 @@ A curated list of Kotlin DataFrame guides and examples that walk you through com
Explore our structured, in-depth guides to steadily improve your Kotlin DataFrame skills — step by step.
-* [](quickstart.md) — get started with Kotlin DataFrame in a few simple steps:
-load data, transform it, and visualize it.
+* [](quickstart.md) — get started with Kotlin DataFrame in a few simple steps:
+ load data, transform it, and visualize it.
+
+
+
* [Enhanced Column Selection DSL](https://blog.jetbrains.com/kotlin/2024/07/enhanced-column-selection-dsl-in-kotlin-dataframe/)
- — explore powerful DSL for typesafe and flexible column selection in Kotlin DataFrame.
+ — explore powerful DSL for typesafe and flexible column selection in Kotlin DataFrame.
* [](Kotlin-DataFrame-Features-in-Kotlin-Notebook.md)
- — discover interactive Kotlin DataFrame outputs in
-[Kotlin Notebook](https://kotlinlang.org/docs/kotlin-notebook-overview.html).
+ — discover interactive Kotlin DataFrame outputs in
+ [Kotlin Notebook](https://kotlinlang.org/docs/kotlin-notebook-overview.html).
+
+
+
* [40 Puzzles](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/puzzles/40%20puzzles.ipynb)
- — inspired by [100 pandas puzzles](https://github.com/ajcr/100-pandas-puzzles).
+ — inspired by [100 pandas puzzles](https://github.com/ajcr/100-pandas-puzzles).
An interactive guide that takes you from simple tasks to complex challenges,
-teaching you how to solve them using Kotlin DataFrame in a concise and elegant style.
+ teaching you how to solve them using Kotlin DataFrame in a concise and elegant style.
* [Reading from files: CSV, JSON, ApacheArrow](read.md)
— read your data from various formats into `DataFrame`.
* [SQL Databases Interaction](readSqlDatabases.md)
- — set up SQL database access and read query results efficiently into `DataFrame`.
+ — set up SQL database access and read query results efficiently into `DataFrame`.
* [Custom SQL Database Support](readSqlFromCustomDatabase.md)
— extend DataFrame library for custom SQL database support.
* [GeoDataFrame Guide](https://kotlin.github.io/kandy/geo-plotting-guide.html)
- — explore the GeoDataFrame module that brings a convenient Kotlin DataFrame API to geospatial workflows,
-enhanced with beautiful Kandy-Geo visualizations (*experimental*).
-* [OpenAPI Guide](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/json/KeyValueAndOpenApi.ipynb)
- — learn how to parse and explore [OpenAPI](https://swagger.io) JSON structures using Kotlin DataFrame,
-enabling structured access and intuitive analysis of complex API schemas (*experimental*, supports OpenAPI 3.0.0).
+ — explore the GeoDataFrame module that brings a convenient Kotlin DataFrame API to geospatial workflows,
+ enhanced with beautiful Kandy-Geo visualizations (*experimental*).
+
+
+* [OpenAPI Guide](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/json/KeyValueAndOpenApi.ipynb)
+ — learn how to parse and explore [OpenAPI](https://swagger.io) JSON structures using Kotlin DataFrame,
+ enabling structured access and intuitive analysis of complex API schemas (*experimental*, supports OpenAPI 3.0.0).
## Examples
Explore our extensive collection of practical examples and real-world analytics workflows.
-* [Titanic Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/titanic/Titanic.ipynb)
- — discover the famous "Titanic"
- dataset with the Kotlin DataFrame analysis toolkit
- and [Kandy](https://kotlin.github.io/kandy/) visualizations.
+* [Titanic Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/titanic/Titanic.ipynb)
+ — discover the famous "Titanic"
+ dataset with the Kotlin DataFrame analysis toolkit
+ and [Kandy](https://kotlin.github.io/kandy/) visualizations.
* [Track and Analyze GitHub Star Growth](https://blog.jetbrains.com/kotlin/2024/08/track-and-analyze-github-star-growth-with-kandy-and-kotlin-dataframe/)
— query GitHub’s API with the Kotlin Notebook Ktor client,
- then analyze and visualize the data using Kotlin DataFrame and [Kandy](https://kotlin.github.io/kandy/).
+ then analyze and visualize the data using Kotlin DataFrame and [Kandy](https://kotlin.github.io/kandy/).
-* [GitHub Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/github/github.ipynb)
- — a practical example of working with deeply nested, hierarchical DataFrames using GitHub data.
+* [GitHub Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/github/github.ipynb)
+ — a practical example of working with deeply nested, hierarchical DataFrames using GitHub data.
* [Netflix Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/netflix/netflix.ipynb)
— explore TV shows and movies from Netflix with the powerful Kotlin Dataframe API and beautiful
- [Kandy](https://kotlin.github.io/kandy/) visualizations.
+ [Kandy](https://kotlin.github.io/kandy/) visualizations.
* [Top-12 German Companies Financial Analyze](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/top_12_german_companies)
— analyze key financial metrics for several major German companies.
@@ -71,13 +79,14 @@ Explore our extensive collection of practical examples and real-world analytics
— basic Kotlin DataFrame operations on data from [movielens](https://movielens.org/).
* [YouTube Example](https://github.com/Kotlin/dataframe/blob/master/examples/notebooks/youtube/Youtube.ipynb)
- — explore YouTube videos with YouTube REST API and Kotlin Dataframe.
+ — explore YouTube videos with YouTube REST API and Kotlin Dataframe.
-* [IMDb SQL Database Example](https://github.com/zaleslaw/KotlinDataFrame-SQL-Examples/blob/master/notebooks/imdb.ipynb)
- — analyze IMDb data stored in MariaDB using Kotlin DataFrame
-and visualize with [Kandy](https://kotlin.github.io/kandy/).
+* [IMDb SQL Database Example](https://github.com/zaleslaw/KotlinDataFrame-SQL-Examples/blob/master/notebooks/imdb.ipynb)
+ — analyze IMDb data stored in MariaDB using Kotlin DataFrame
+ and visualize with [Kandy](https://kotlin.github.io/kandy/).
-
-See also [Kandy User Guides](https://kotlin.github.io/kandy/user-guide.html)
+See also [Kandy User Guides](https://kotlin.github.io/kandy/user-guide.html)
and [Examples Gallery](https://kotlin.github.io/kandy/examples.html)
for the best data visualizations using Kotlin DataFrame and Kandy together!
+
+