inspectdf
0.0.8.9000
- 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