diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 8fbcb65b..54a7bb03 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -56,6 +56,7 @@ jobs: python -c 'from polars_ds import linear_models' python -c 'from polars_ds.ts_features import *' python -c 'from polars_ds.spatial import *' + python -c 'from polars_ds.sample_and_split import *' - name: Upload sdist uses: actions/upload-artifact@v4 diff --git a/docs/sample.md b/docs/sample_and_split.md similarity index 59% rename from docs/sample.md rename to docs/sample_and_split.md index a6a2b493..c40607a4 100644 --- a/docs/sample.md +++ b/docs/sample_and_split.md @@ -1,3 +1,3 @@ ## Polars Native Machine Learning Pipeline -::: polars_ds.sample \ No newline at end of file +::: polars_ds.sample_and_split \ No newline at end of file diff --git a/examples/diagnosis.ipynb b/examples/diagnosis.ipynb index 8c78a6f2..f6f1bab1 100644 --- a/examples/diagnosis.ipynb +++ b/examples/diagnosis.ipynb @@ -39,21 +39,21 @@ " white-space: pre-wrap;\n", "}\n", "\n", - "shape: (5, 6)
uniform_1uniform_2expnormalfat_normallist_prob
f64f64f64f64f64list[f64]
6.7914670.2831610.777444-0.568004491.394955[0.283161, 0.716839]
0.2761340.4082023.863593-2.438353-160.146634[0.408202, 0.591798]
3.0022140.266852.8345941.727347-130.782322[0.26685, 0.73315]
3.1030550.6270461.1938380.107552392.246007[0.627046, 0.372954]
11.1388520.9803130.2348410.2400361009.132124[0.980313, 0.019687]
" + "shape: (5, 6)
uniform_1uniform_2expnormalfat_normallist_prob
f64f64f64f64f64list[f64]
10.7775770.8466961.0384491.2103161023.649935[0.846696, 0.153304]
2.3617880.2706180.5866490.026263-633.309472[0.270618, 0.729382]
3.5175260.9575593.1079170.959678-681.153679[0.957559, 0.042441]
2.059430.9004523.9030891.361853746.768916[0.900452, 0.099548]
6.9549520.2082341.27169-0.54639-375.050195[0.208234, 0.791766]
" ], "text/plain": [ "shape: (5, 6)\n", - "┌───────────┬───────────┬──────────┬───────────┬─────────────┬──────────────────────┐\n", - "│ uniform_1 ┆ uniform_2 ┆ exp ┆ normal ┆ fat_normal ┆ list_prob │\n", - "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", - "│ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ list[f64] │\n", - "╞═══════════╪═══════════╪══════════╪═══════════╪═════════════╪══════════════════════╡\n", - "│ 6.791467 ┆ 0.283161 ┆ 0.777444 ┆ -0.568004 ┆ 491.394955 ┆ [0.283161, 0.716839] │\n", - "│ 0.276134 ┆ 0.408202 ┆ 3.863593 ┆ -2.438353 ┆ -160.146634 ┆ [0.408202, 0.591798] │\n", - "│ 3.002214 ┆ 0.26685 ┆ 2.834594 ┆ 1.727347 ┆ -130.782322 ┆ [0.26685, 0.73315] │\n", - "│ 3.103055 ┆ 0.627046 ┆ 1.193838 ┆ 0.107552 ┆ 392.246007 ┆ [0.627046, 0.372954] │\n", - "│ 11.138852 ┆ 0.980313 ┆ 0.234841 ┆ 0.240036 ┆ 1009.132124 ┆ [0.980313, 0.019687] │\n", - "└───────────┴───────────┴──────────┴───────────┴─────────────┴──────────────────────┘" + "┌───────────┬───────────┬──────────┬──────────┬─────────────┬──────────────────────┐\n", + "│ uniform_1 ┆ uniform_2 ┆ exp ┆ normal ┆ fat_normal ┆ list_prob │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ f64 ┆ f64 ┆ f64 ┆ f64 ┆ f64 ┆ list[f64] │\n", + "╞═══════════╪═══════════╪══════════╪══════════╪═════════════╪══════════════════════╡\n", + "│ 10.777577 ┆ 0.846696 ┆ 1.038449 ┆ 1.210316 ┆ 1023.649935 ┆ [0.846696, 0.153304] │\n", + "│ 2.361788 ┆ 0.270618 ┆ 0.586649 ┆ 0.026263 ┆ -633.309472 ┆ [0.270618, 0.729382] │\n", + "│ 3.517526 ┆ 0.957559 ┆ 3.107917 ┆ 0.959678 ┆ -681.153679 ┆ [0.957559, 0.042441] │\n", + "│ 2.05943 ┆ 0.900452 ┆ 3.903089 ┆ 1.361853 ┆ 746.768916 ┆ [0.900452, 0.099548] │\n", + "│ 6.954952 ┆ 0.208234 ┆ 1.27169 ┆ -0.54639 ┆ -375.050195 ┆ [0.208234, 0.791766] │\n", + "└───────────┴───────────┴──────────┴──────────┴─────────────┴──────────────────────┘" ] }, "execution_count": 2, @@ -132,51 +132,51 @@ { "data": { "text/html": [ - "
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category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" + "┌────────────┬────────────┬───────┬───────────┬───┬────────────┬───────────┬───────────┬───────────┐\n", + "│ column ┆ non_null_c ┆ null% ┆ mean ┆ … ┆ max ┆ IQR ┆ outlier_c ┆ histogram │\n", + "│ --- ┆ nt ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ nt ┆ --- │\n", + "│ str ┆ --- ┆ f64 ┆ f64 ┆ ┆ f64 ┆ f64 ┆ --- ┆ struct[1] │\n", + "│ ┆ u32 ┆ ┆ ┆ ┆ ┆ ┆ u32 ┆ │\n", + "╞════════════╪════════════╪═══════╪═══════════╪═══╪════════════╪═══════════╪═══════════╪═══════════╡\n", + "│ uniform_1 ┆ 1000000 ┆ 0.0 ┆ 5.991058 ┆ … ┆ 11.999984 ┆ 6.004569 ┆ 0 ┆ {[50219, │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 50058, … │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49643]} │\n", + "│ uniform_2 ┆ 1000000 ┆ 0.0 ┆ 0.499937 ┆ … ┆ 1.0 ┆ 0.499889 ┆ 0 ┆ {[49961, │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49829, … │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 49974]} │\n", + "│ exp ┆ 1000000 ┆ 0.0 ┆ 1.998808 ┆ … ┆ 23.492641 ┆ 2.193418 ┆ 48290 ┆ {[444633, │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 246909, … │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 7]} │\n", + "│ normal ┆ 1000000 ┆ 0.0 ┆ -0.001726 ┆ … ┆ 4.784853 ┆ 1.350971 ┆ 6926 ┆ {[12, 78, │\n", + "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ … 8]} │\n", + "│ fat_normal ┆ 1000000 ┆ 0.0 ┆ -1.83878 ┆ … ┆ 4884.95408 ┆ 1346.8323 ┆ 7101 ┆ {[2, 27, │\n", + "│ ┆ ┆ ┆ ┆ ┆ 2 ┆ 11 ┆ ┆ … 7]} │\n", + "└────────────┴────────────┴───────┴───────────┴───┴────────────┴───────────┴───────────┴───────────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='non_null_cnt', type=, column_label='non_null_cnt', column_align='center', column_width=None), ColInfo(var='null%', type=, column_label='null%', column_align='right', column_width=None), ColInfo(var='mean', type=, column_label='mean', column_align='right', column_width=None), ColInfo(var='std', type=, column_label='std', column_align='right', column_width=None), ColInfo(var='min', type=, column_label='min', column_align='right', column_width=None), ColInfo(var='q1', type=, column_label='q1', column_align='right', column_width=None), ColInfo(var='median', type=, column_label='median', column_align='right', column_width=None), ColInfo(var='q3', type=, column_label='q3', column_align='right', column_width=None), ColInfo(var='max', type=, column_label='max', column_align='right', column_width=None), ColInfo(var='IQR', type=, column_label='IQR', column_align='right', column_width=None), ColInfo(var='outlier_cnt', type=, column_label='outlier_cnt', column_align='center', column_width=None), ColInfo(var='histogram', type=, column_label='histogram', column_align='center', column_width=None)]), _stub=, _spanners=Spanners([]), _heading=Heading(title=None, subtitle=None, preheader=None), _stubhead='column', _source_notes=[], _footnotes=[], _styles=[], _locale=, _formats=[, , ], _substitutions=[], _options=Options(table_id=OptionsInfo(scss=False, category='table', type='value', value=None), table_caption=OptionsInfo(scss=False, category='table', type='value', value=None), table_width=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_layout=OptionsInfo(scss=True, category='table', type='value', value='fixed'), table_margin_left=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_margin_right=OptionsInfo(scss=True, category='table', type='px', value='auto'), table_background_color=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_font_names=OptionsInfo(scss=False, category='table', type='values', value=['-apple-system', 'BlinkMacSystemFont', 'Segoe UI', 'Roboto', 'Oxygen', 'Ubuntu', 'Cantarell', 'Helvetica Neue', 'Fira Sans', 'Droid Sans', 'Arial', 'sans-serif']), table_font_size=OptionsInfo(scss=True, category='table', type='px', value='16px'), table_font_weight=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_style=OptionsInfo(scss=True, category='table', type='value', value='normal'), table_font_color=OptionsInfo(scss=True, category='table', type='value', value='#333333'), table_font_color_light=OptionsInfo(scss=True, category='table', type='value', value='#FFFFFF'), table_border_top_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_top_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_top_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_top_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_right_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_right_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_right_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), table_border_bottom_include=OptionsInfo(scss=False, category='table', type='boolean', value=True), table_border_bottom_style=OptionsInfo(scss=True, category='table', type='value', value='solid'), table_border_bottom_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_bottom_color=OptionsInfo(scss=True, category='table', type='value', value='#A8A8A8'), table_border_left_style=OptionsInfo(scss=True, category='table', type='value', value='none'), table_border_left_width=OptionsInfo(scss=True, category='table', type='px', value='2px'), table_border_left_color=OptionsInfo(scss=True, category='table', type='value', value='#D3D3D3'), heading_background_color=OptionsInfo(scss=True, category='heading', type='value', value=None), heading_align=OptionsInfo(scss=True, category='heading', type='value', value='center'), heading_title_font_size=OptionsInfo(scss=True, category='heading', type='px', value='125%'), heading_title_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_subtitle_font_size=OptionsInfo(scss=True, category='heading', type='px', value='85%'), heading_subtitle_font_weight=OptionsInfo(scss=True, category='heading', type='value', value='initial'), heading_padding=OptionsInfo(scss=True, category='heading', type='px', value='4px'), heading_padding_horizontal=OptionsInfo(scss=True, category='heading', type='px', value='5px'), heading_border_bottom_style=OptionsInfo(scss=True, category='heading', type='value', value='solid'), heading_border_bottom_width=OptionsInfo(scss=True, category='heading', type='px', value='2px'), heading_border_bottom_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), heading_border_lr_style=OptionsInfo(scss=True, category='heading', type='value', value='none'), heading_border_lr_width=OptionsInfo(scss=True, category='heading', type='px', value='1px'), heading_border_lr_color=OptionsInfo(scss=True, category='heading', type='value', value='#D3D3D3'), column_labels_background_color=OptionsInfo(scss=True, category='column_labels', type='value', value=None), column_labels_font_size=OptionsInfo(scss=True, category='column_labels', type='px', value='100%'), column_labels_font_weight=OptionsInfo(scss=True, category='column_labels', type='value', value='normal'), column_labels_text_transform=OptionsInfo(scss=True, category='column_labels', type='value', value='inherit'), column_labels_padding=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_padding_horizontal=OptionsInfo(scss=True, category='column_labels', type='px', value='5px'), column_labels_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), column_labels_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), column_labels_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), column_labels_border_top_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_top_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_top_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_bottom_style=OptionsInfo(scss=True, category='column_labels', type='value', value='solid'), column_labels_border_bottom_width=OptionsInfo(scss=True, category='column_labels', type='px', value='2px'), column_labels_border_bottom_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_border_lr_style=OptionsInfo(scss=True, category='column_labels', type='value', value='none'), column_labels_border_lr_width=OptionsInfo(scss=True, category='column_labels', type='px', value='1px'), column_labels_border_lr_color=OptionsInfo(scss=True, category='column_labels', type='value', value='#D3D3D3'), column_labels_hidden=OptionsInfo(scss=False, category='column_labels', type='boolean', value=False), row_group_background_color=OptionsInfo(scss=True, category='row_group', type='value', value=None), row_group_font_size=OptionsInfo(scss=True, category='row_group', type='px', value='100%'), row_group_font_weight=OptionsInfo(scss=True, category='row_group', type='value', value='initial'), row_group_text_transform=OptionsInfo(scss=True, category='row_group', type='value', value='inherit'), row_group_padding=OptionsInfo(scss=True, category='row_group', type='px', value='8px'), row_group_padding_horizontal=OptionsInfo(scss=True, category='row_group', type='px', value='5px'), row_group_border_top_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_top_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_top_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_right_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_right_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_right_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_bottom_style=OptionsInfo(scss=True, category='row_group', type='value', value='solid'), row_group_border_bottom_width=OptionsInfo(scss=True, category='row_group', type='px', value='2px'), row_group_border_bottom_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_border_left_style=OptionsInfo(scss=True, category='row_group', type='value', value='none'), row_group_border_left_width=OptionsInfo(scss=True, category='row_group', type='px', value='1px'), row_group_border_left_color=OptionsInfo(scss=True, category='row_group', type='value', value='#D3D3D3'), row_group_as_column=OptionsInfo(scss=False, category='row_group', type='boolean', value=False), table_body_hlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_hlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_hlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_vlines_style=OptionsInfo(scss=True, category='table_body', type='value', value='none'), table_body_vlines_width=OptionsInfo(scss=True, category='table_body', type='px', value='1px'), table_body_vlines_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_top_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_top_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_top_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), table_body_border_bottom_style=OptionsInfo(scss=True, category='table_body', type='value', value='solid'), table_body_border_bottom_width=OptionsInfo(scss=True, category='table_body', type='px', value='2px'), table_body_border_bottom_color=OptionsInfo(scss=True, category='table_body', type='value', value='#D3D3D3'), data_row_padding=OptionsInfo(scss=True, category='data_row', type='px', value='8px'), data_row_padding_horizontal=OptionsInfo(scss=True, category='data_row', type='px', value='5px'), stub_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), stub_row_group_background_color=OptionsInfo(scss=True, category='stub', type='value', value=None), stub_row_group_font_size=OptionsInfo(scss=True, category='stub', type='px', value='100%'), stub_row_group_font_weight=OptionsInfo(scss=True, category='stub', type='value', value='initial'), stub_row_group_text_transform=OptionsInfo(scss=True, category='stub', type='value', value='inherit'), stub_row_group_border_style=OptionsInfo(scss=True, category='stub', type='value', value='solid'), stub_row_group_border_width=OptionsInfo(scss=True, category='stub', type='px', value='2px'), stub_row_group_border_color=OptionsInfo(scss=True, category='stub', type='value', value='#D3D3D3'), source_notes_padding=OptionsInfo(scss=True, category='source_notes', type='px', value='4px'), source_notes_padding_horizontal=OptionsInfo(scss=True, category='source_notes', type='px', value='5px'), source_notes_background_color=OptionsInfo(scss=True, category='source_notes', type='value', value=None), source_notes_font_size=OptionsInfo(scss=True, category='source_notes', type='px', value='90%'), source_notes_border_bottom_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_bottom_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_bottom_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_border_lr_style=OptionsInfo(scss=True, category='source_notes', type='value', value='none'), source_notes_border_lr_width=OptionsInfo(scss=True, category='source_notes', type='px', value='2px'), source_notes_border_lr_color=OptionsInfo(scss=True, category='source_notes', type='value', value='#D3D3D3'), source_notes_multiline=OptionsInfo(scss=False, category='source_notes', type='boolean', value=True), source_notes_sep=OptionsInfo(scss=False, category='source_notes', type='value', value=' '), container_width=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_height=OptionsInfo(scss=False, category='container', type='px', value='auto'), container_padding_x=OptionsInfo(scss=False, category='container', type='px', value='0px'), container_padding_y=OptionsInfo(scss=False, category='container', type='px', value='10px'), container_overflow_x=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), container_overflow_y=OptionsInfo(scss=False, category='container', type='overflow', value='auto'), quarto_disable_processing=OptionsInfo(scss=False, category='quarto', type='logical', value=False), quarto_use_bootstrap=OptionsInfo(scss=False, category='quarto', type='logical', value=False)), _has_built=False)" ] }, "execution_count": 5, @@ -330,23 +329,23 @@ " white-space: pre-wrap;\n", "}\n", "\n", - "shape: (5, 12)
uniform_110000000.00%6.0033.4675.9913.4650.0002.9996.0009.0042.9895.9808.99312.0006.0050
50.3K050.1K49.9K50.1K49.9K50.0K50.1K49.9K49.7K50.0K50.1K49.7K50.3K49.6K50.1K50.2K49.9K49.5K50.2K50.3K50.3K
50.7K050.2K50.1K49.8K50.7K50.2K50.2K50.2K50.1K50.0K50.0K50.0K49.7K50.0K49.7K49.6K49.8K49.9K50.1K50.1K49.6K
uniform_210000000.00%0.4990.5000.2890.0000.2500.5000.7490.7501.0000.5000
50.5K050.3K50.5K49.8K49.9K49.9K50.0K50.5K50.2K49.9K49.9K50.1K49.9K50.1K49.7K50.0K49.9K50.1K49.7K49.8K49.8K
50.3K050.0K49.8K50.0K50.1K50.2K50.1K50.0K49.8K50.2K49.9K50.1K50.0K50.0K49.8K50.3K49.8K50.0K50.1K49.8K50.0K
exp10000000.00%2.0011.9992.0020.0000.5761.3902.77429.3292.19848003
520K0520K249K120K57.9K27.4K13.2K6.45K3.04K1.50K71835217784401558211
1.3802.76923.4932.19348290
445K0445K247K137K76.3K41.9K23.2K13.1K7.37K4.06K2.31K1.29K702417241106623824117
normal10000000.00%0.0011.001−4.430−0.675−0.0021.000−4.675−0.6770.0000.6765.1170.6744.7851.3517001
187K0252031.11K4.61K14.5K38.4K79.4K133K175K187K161K109K59.2K25.9K8.98K2.52K560117112
6926
184K012784642.17K7.66K22.9K53.2K100K151K184K179K140K88.0K44.7K17.9K5.82K1.51K332598
fat_normal10000000.00%2.5031,000.485−5,002.916−671.0903.180677.7164,862.1901,348.8056972
192K06271659684.43K15.0K39.6K84.7K141K185K192K156K101K51.0K20.4K6.25K1.63K288518
−1.839998.757−5,129.788−675.712−2.810671.1204,884.9541,346.8327101
196K02271317623.39K12.2K35.4K78.6K137K185K196K162K106K53.5K21.0K6.78K1.60K305387
columnnon_null_cntnull%meanstdminq1medianq3maxIQRoutlier_cnt
stru32f64f64f64f64f64f64f64f64f64u32
"uniform_1"10000000.06.0030153.4669740.0000182.9988676.09.0038211.9999966.0049530
"uniform_2"10000000.00.499330.288691.4642e-70.2495620.50.7493130.9999990.4997510
"exp"10000000.02.0006172.0019010.0000010.5763031.392.77441729.3290022.19811448003
"normal"10000000.00.0006491.001123-4.430495-0.675430.00.6756775.116531.3511077001
"fat_normal"10000000.02.5027481000.484535-5002.916261-671.0897553.18677.715564862.1900291348.8053156972
" + "shape: (5, 12)
columnnon_null_cntnull%meanstdminq1medianq3maxIQRoutlier_cnt
stru32f64f64f64f64f64f64f64f64f64u32
"uniform_1"10000000.05.9910583.4645580.0000032.9888085.988.99337711.9999846.0045690
"uniform_2"10000000.00.4999370.2886490.0000010.2499050.50.7497941.00.4998890
"exp"10000000.01.9988082.0016310.0000010.5755061.382.76892423.4926412.19341848290
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" ], "text/plain": [ "shape: (10, 3)\n", @@ -429,16 +428,16 @@ "│ --- ┆ --- ┆ --- │\n", "│ str ┆ str ┆ f64 │\n", "╞═══════════╪════════════╪═══════════╡\n", - "│ exp ┆ fat_normal ┆ -0.001254 │\n", - "│ exp ┆ normal ┆ -0.000856 │\n", - "│ uniform_2 ┆ fat_normal ┆ -0.000708 │\n", - "│ uniform_1 ┆ fat_normal ┆ 0.000601 │\n", - "│ uniform_1 ┆ normal ┆ 0.000567 │\n", - "│ uniform_2 ┆ exp ┆ -0.000484 │\n", - "│ uniform_1 ┆ uniform_2 ┆ 0.00046 │\n", - "│ uniform_1 ┆ exp ┆ 0.00019 │\n", - "│ normal ┆ fat_normal ┆ -0.000051 │\n", - "│ uniform_2 ┆ normal ┆ 0.000044 │\n", + "│ uniform_1 ┆ exp ┆ -0.000962 │\n", + "│ uniform_1 ┆ fat_normal ┆ 0.000852 │\n", + "│ exp ┆ normal ┆ -0.000529 │\n", + "│ uniform_1 ┆ normal ┆ -0.000492 │\n", + "│ exp ┆ fat_normal ┆ -0.000249 │\n", + "│ normal ┆ fat_normal ┆ -0.000224 │\n", + "│ uniform_2 ┆ normal ┆ 0.000141 │\n", + "│ uniform_2 ┆ exp ┆ -0.000131 │\n", + "│ uniform_2 ┆ fat_normal ┆ 0.000117 │\n", + "│ uniform_1 ┆ uniform_2 ┆ -0.000101 │\n", "└───────────┴────────────┴───────────┘" ] }, @@ -604,7 +603,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/tmp/ipykernel_31209/3037619369.py:1: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", + "/tmp/ipykernel_72153/3037619369.py:1: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", " dia.infer_dependency()\n" ] }, @@ -659,7 +658,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/abstractqqq/Desktop/MY/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:791: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", + "/home/abstractqqq/Desktop/MY/Projects/polars_ds_extension/python/polars_ds/diagnosis.py:790: UserWarning: The following columns are dropped because they cannot be used in dependency detection: ['Monthly_Income', 'Existing_EMI', 'Interest_Rate']\n", " dep_frame = self.infer_dependency(subset=subset)\n" ] }, @@ -669,241 +668,241 @@ "\n", "\n", - 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\n", + "
\n", "\n", "
\n", @@ -1610,7 +1609,7 @@ "│ come ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "│ Existing_E ┆ -0.017074 ┆ 0.245826 ┆ 1.0 ┆ … ┆ -0.023001 ┆ 0.000813 ┆ 0.00662 ┆ 0.027821 │\n", "│ MI ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", - "└────────────┴────────────┴───────────┴───────────┴───┴───────────┴──────────┴──────────┴──────────┘, _body=, _boxhead=Boxhead([ColInfo(var='column', type=, column_label='column', column_align='left', column_width=None), ColInfo(var='Employer_Category2', type=, column_label='Employer_Category2', column_align='right', column_width=None), ColInfo(var='Monthly_Income', type=, column_label='Monthly_Income', column_align='right', column_width=None), ColInfo(var='Existing_EMI', type=, column_label='Existing_EMI', column_align='right', column_width=None), ColInfo(var='Loan_Amount', type=, column_label='Loan_Amount', column_align='right', column_width=None), ColInfo(var='Loan_Period', type=, column_label='Loan_Period', column_align='right', column_width=None), ColInfo(var='Interest_Rate', type=, 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StyleInfo(locname='data', locnum=5, grpname=None, colname='Loan_Period', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#5f027a')]), StyleInfo(locname='data', locnum=5, grpname=None, colname='Loan_Period', rownum=1, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#5f027a')]), StyleInfo(locname='data', locnum=5, grpname=None, colname='Interest_Rate', rownum=0, colnum=None, styles=[CellStyleText(color='#FFFFFF', font=None, size=None, align=None, v_align=None, style=None, weight=None, stretch=None, decorate=None, transform=None, whitespace=None), CellStyleFill(color='#5e027b')]), StyleInfo(locname='data', locnum=5, grpname=None, colname='Interest_Rate', 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……………………
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……………………
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flagslen
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categorylen
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categoryflagslen
stri32u32
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" ], "text/plain": [ "shape: (9, 3)\n", @@ -570,12 +570,12 @@ "│ --- ┆ --- ┆ --- │\n", "│ str ┆ i32 ┆ u32 │\n", "╞══════════╪═══════╪═══════╡\n", - "│ A ┆ 0 ┆ 9862 │\n", - "│ A ┆ 1 ┆ 9862 │\n", - "│ A ┆ 2 ┆ 9862 │\n", - "│ B ┆ 0 ┆ 9973 │\n", - "│ B ┆ 1 ┆ 9973 │\n", - "│ B ┆ 2 ┆ 9973 │\n", + "│ A ┆ 0 ┆ 9960 │\n", + "│ A ┆ 1 ┆ 9960 │\n", + "│ A ┆ 2 ┆ 9960 │\n", + "│ B ┆ 0 ┆ 9962 │\n", + "│ B ┆ 1 ┆ 9962 │\n", + "│ B ┆ 2 ┆ 9962 │\n", "│ C ┆ 0 ┆ 10000 │\n", "│ C ┆ 1 ┆ 10000 │\n", "│ C ┆ 2 ┆ 10000 │\n", @@ -598,30 +598,68 @@ "vn.group_by([\"category\", \"flags\"]).len().sort([\"category\", \"flags\"])" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Splitting\n", "\n", - "To be added..." + "Split by ratios." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 15, "metadata": {}, - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100000, 8)\n", + "(60000, 8)\n", + "(40000, 8)\n" + ] + } + ], + "source": [ + "print(df.shape)\n", + "train, test = sa.split_by_ratio(\n", + " df,\n", + " split_ratio = 0.6\n", + ")\n", + "print(train.shape)\n", + "print(test.shape)\n" + ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100000, 8)\n", + "(25000, 8)\n", + "(40000, 8)\n", + "(10000, 8)\n", + "(25000, 8)\n" + ] + } + ], + "source": [ + "print(df.shape)\n", + "for frame in sa.split_by_ratio(df, split_ratio = [0.25, 0.4, 0.10, 0.25]):\n", + " print(frame.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [] } ], @@ -641,7 +679,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/mkdocs.yml b/mkdocs.yml index ff3a9ebd..6801265a 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -7,7 +7,7 @@ nav: - Home: index.md - Diagnosis: dia.md - Pipeline: pipeline.md -- Sample: sample.md +- Sample and Split: sample_and_split.md - Numerical Functions: num.md - Statistics: stats.md - String Related: string.md diff --git a/python/polars_ds/diagnosis.py b/python/polars_ds/diagnosis.py index 39f4688c..d24324bc 100644 --- a/python/polars_ds/diagnosis.py +++ b/python/polars_ds/diagnosis.py @@ -21,14 +21,13 @@ from . import query_cond_entropy, query_principal_components, query_r2 from .type_alias import CorrMethod, PolarsFrame from .stats import corr -from .sample import sample +from .sample_and_split import sample alt.data_transformers.enable("vegafusion") # DIA = Data Inspection Assistant / DIAgonsis class DIA: - """ Data Inspection Assistant. Most plots are powered by plotly/great_tables. Plotly may require additional package downloads. diff --git a/python/polars_ds/sample.py b/python/polars_ds/sample_and_split.py similarity index 69% rename from python/polars_ds/sample.py rename to python/polars_ds/sample_and_split.py index 9197ee04..035acad0 100644 --- a/python/polars_ds/sample.py +++ b/python/polars_ds/sample_and_split.py @@ -12,11 +12,15 @@ def _sampler_expr(value: float | int, seed: int | None = None) -> pl.Expr: if isinstance(value, float): if value >= 1.0 or value <= 0.0: raise ValueError("Sample rate must be in (0, 1) range.") - return pl.int_range(0, pl.len()).shuffle(seed) < pl.len() * value + return pl.int_range(0, pl.len(), dtype=pl.UInt32).shuffle(seed) < (pl.len() * value).cast( + pl.UInt32 + ) elif isinstance(value, int): if value <= 0: raise ValueError("Sample count must be > 0.") - return pl.int_range(0, pl.len()).shuffle(seed) < value + return pl.int_range(0, pl.len(), dtype=pl.UInt32).shuffle(seed) < pl.lit( + value, dtype=pl.UInt32 + ) elif isinstance(value, pl.Expr): return NotImplemented else: @@ -183,3 +187,68 @@ def random_cols( n = random.randrange(0, math.comb(pool_size, k)) rand_cols = next(islice(to_sample, n, None), None) return out + list(rand_cols) + + +def split_by_ratio( + df: PolarsFrame, split_ratio: float | List[float], seed: int | None = None +) -> List[pl.DataFrame]: + """ + Split the dataframe into multiple. If split_ratio is a single number, it is treated as the + ratio for the "train" set and the second is always the "test" set. If split_ratio is a list + of floats, then they must sum to 1 and the return will be dataframes split into the corresponding + ratios. Please avoid using floating point values with too many decimal places, which may cause + the splits to be off by a 1 row. + + This will collect your LazyFrames. + + Parameters + ---------- + df + Either a lazy or eager Polars dataframe + split_ratio + Either a single float or a list of floats. + seed + The random seed + """ + + if isinstance(split_ratio, float): + if split_ratio <= 0.0 or split_ratio >= 1: + raise ValueError("Split ratio must be > 0 and < 1.") + + frames = ( + df.lazy() + .with_row_index(name="__id") + .collect() + .with_columns( + (pl.col("__id").shuffle(seed=seed) < (pl.len() * split_ratio).cast(pl.Int64)).alias( + "__tt" + ) + ) + .partition_by("__tt", as_dict=True) + ) + train = frames[(True,)].select(pl.col("*").exclude(["__id", "__tt"])) + test = frames[(False,)].select(pl.col("*").exclude(["__id", "__tt"])) + return [train, test] + else: + if sum(split_ratio) != 1: + raise ValueError("Sum of the ratios is not 1.") + + df_eager = ( + df.with_row_index(name="__id") + .with_columns(pl.col("__id").shuffle(seed=seed).alias("__tt")) + .sort("__tt") + .lazy() + .collect() + ) + + n = len(df_eager) + start = 0 + dfs = [] + for v in split_ratio: + length = int(n * v) + dfs.append( + df_eager.slice(start, length=length).select(pl.col("*").exclude(["__id", "__tt"])) + ) + start += length + + return dfs