inspectdf 0.0.11
- Bug fixes to
inspect_types() for pairwise comparison plots
- Updated tests for
inspect_types() for pairwise comparisons
inspectdf 0.0.10
- Add
include_int option in inspect_cat() to allow treatment of integer columns as categorical.
- Improved p-values associated with binned categorical and numeric comparisons. This is now based on a modified chi-squared test and is labelled as
pval in the resulting output.
- Fixed #27 ensuring plots for
inspect_cat() respect any filtering or sorting of the summary output prior to show_plot(). Thanks to Roel Verbelen for the report.
- Additional detail in
inspect_type() comparison of two dataframes to make it easier to see which columns and types differ.
inspectdf 0.0.9
- Minor change, ensuring all functions use
return properly.
inspectdf 0.0.8
- Important change: the
show_plot argument has been removed from all inspect_*() functions. To generate visualisations of data frame summaries, please use the more flexible show_plot(inspect_*()) or via the pipe inspect_*() %>% show_plot().
show_plot() improvement that nudges points that might otherwise have coincided for dataframe comparisons of imbalance (for example, with inspect_imb(df1, df2) %>% show_plot())
- Plots for grouped summaries:
inspect_cor(), inspect_na() and `inspect.
inspect_cor() slight speed up for dataframes with large numbers of columns.
inspect_cor() can be filtered prior to plotting, for example inspect_cor(starwars) %>% filter(abs(corr) > 0.2) %>% show_plot(). Thanks to Roel Verbelen for the suggestion
- Fixed bug causing
inspect_imb() to fail on certain types of factor columns. Thanks to Roel Verbelen for the report.
show_plot() has new arguments label_size, label_angle and label_color. Each provide adjustments to text annotation where applicable. Thanks to Bartosz Bursa for the suggestion.
- changes to text annotation to improve how
coord_flip() works on resulting plots. Thanks to Roel Verbelen for the report.
inspectdf 0.0.7
- Added
bytes column to inspect_mem() output, for downstream numeric comparison and consistency with inspectpd.
- Added
pcnt_nna column to inspect_cor() output containing the percentage of pairwise complete observations used calculated correlations. Thanks to Theo Broekman for the suggestion.
- Fixed bug causing order of grouping variable in grouped
inspect_ statements to be incorrect. Thanks to the report from Theo Broekman.
- Removed erroneous print statement from
inspect_num().
inspectdf 0.0.6
- Updates to documentation throughout.
inspect_* functions now returns results by group grouped dataframes.
- Added option for
inspect_num() %>% show_plot() to show histograms with color palettes specified by the col_palette argument.
- Fixed bug causing
inspect_imb() to sometimes fail when factors present. Thanks to Doug Friedman for the report.
inspectdf 0.0.5
- Fixed error causing
inspect_num() to fail when columns contained all NA values. Thanks to Ryan Tanner for the report
- Speed-up of
inspect_cor() for large data frames with many numeric columns.
- Added approximate confidence intervals and tests for
method = 'kendall' and method = 'spearman' in inspect_cor().
inspectdf 0.0.4
- Fix issue causing
inspect_na() %>% show_plot() to fail when 0 NA present. Thanks to the report by Metin Yazici.
show_plot() now returns a ggplot2 object rather than printing the plot - thanks to Garrick Aden-Buie for the suggestion.
- Dramatic speed up of
inspect_cat plotting by avoiding text labels for small regions.
- Added
tech dataset.
- Fix for text annotation of
inspect_cat() plots when labels are empty strings. By default "" will be shown. Thanks to Michael Swenson for the report
inspect_cor(method = ...) argument added, thanks to suggestion from George Dontas. Options for pearson, spearman and kendall. Note that confidence intervals and tests currently only supported for pearson.
- Fix error when duplicate factor labels present in
inspect_cat() & inspect_imb().
inspectdf 0.0.3
text_labels autoscale size using ggfittext::geom_fit_text(). For an example see inspect_cat(). Thanks to David Wilkins for the PR.
- 6 different color palettes supported in
show_plot() via col_palette argument. Colorblind friendly option specified via show_plot(col_palette = 1) - thanks to Richard Careaga for the suggestion.
inspect_imb().
include_na option for categorical columns that are 100% missing, or constant are underlined in plot for easier comprehension.
inspect_cor()
- Points and whiskers changed to coloured bands for single dataframe summaries - these are easier to see when CIs are narrow.
- Points changed to bars for
inspect_cor() comparison plots - makes it easier to see smaller differences in correlations.
NA correlations omitted from inspect_cor() comparison when plotted. Ordering of correlations reversed to be consistent with returned tibble.
inspectdf 0.0.2
show_plot() function (show_plot argument in inspect_ functions will be dropped in a future version)
high_cardinality argument in show_plot() for combining unique or near-unique categories for plotting inspect_cat().
progress bars shown when processing larger datasets
- Improvements to plots throughout
inspectdf 0.0.1