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insightfulpy-v0.1.0

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@dhaneshbb dhaneshbb released this 10 Oct 06:06
· 1 commit to main since this release
v0.1.0
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Release Date: 2025-02-06

Added

  • Initial release
  • Core EDA module
  • num_summary() function for numerical data summary
  • cat_summary() function for categorical data summary
  • columns_info() function for column information
  • analyze_data() function for data analysis
  • grouped_summary() function using TableOne
  • calculate_skewness_kurtosis() function
  • detect_outliers() function using IQR method
  • detect_mixed_data_types() function
  • cat_high_cardinality() function
  • Visualization functions: show_missing(), plot_boxplots(),
    kde_batches(), box_plot_batches(), qq_plot_batches()
  • Pairwise visualization functions: num_vs_num_scatterplot_pair_batch(),
    cat_vs_cat_pair_batch(), num_vs_cat_box_violin_pair_batch()
  • Categorical visualization functions: cat_bar_batches(),
    cat_pie_chart_batches()
  • Analysis functions: num_analysis_and_plot(), cat_analyze_and_plot()
  • Utility module with calc_stats(), iqr_trimmed_mean(), mad()
    functions
  • Support for pandas, numpy, matplotlib, seaborn, scipy, researchpy,
    tableone, missingno, tabulate
  • MIT License

use only insightfulpy-v0.1.0.zip

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