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ds-utils-preprocess

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Visualize preprocessing plots and feature stats.

Data & Analytics#statistics#preprocessing#pca#visualize#correlations#dendrogram#feature-distribution
Authoridanmoradarthas
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Visualize preprocessing visualizations and statistics for feature analysis in data science workflows.

Core Features & Use Cases

  • visualize_feature to inspect a single feature's distribution based on its data type
  • visualize_correlations to visualize a correlation matrix as a heatmap
  • plot_correlation_dendrogram to reveal hierarchical relationships among features
  • plot_features_interaction to explore joint feature relationships
  • plot_pca_explained_variance to assess PCA explained variance
  • get_correlated_features to identify highly correlated feature pairs
  • extract_statistics_dataframe_per_label to summarize statistics by category
  • compute_mutual_information to measure the dependency between features and a target label

Quick Start

Invoke ds_utils.preprocess.visualization and ds_utils.preprocess.statistics on your DataFrame to generate plots and summary statistics.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: ds-utils-preprocess
Download link: https://github.com/idanmoradarthas/DataScienceUtils/archive/main.zip#ds-utils-preprocess

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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