# Dataspace
[](https://pypi.org/project/dataspace/) [](https://coveralls.io/github/synw/dataspace?branch=main)
A simple api to explore, clean, transform and visualize data
## Features
- **Explore data**: describe, search and visualize raw data
- **Clean and transform data**: select, filter, normalize and reshape data
- **Visualize data**: many kind of charts
<details>
<summary>:books: Read the <a href="https://synw.github.io/dataspace">documentation</a></summary>
- [Doc](https://synw.github.io/dataspace/doc)
- [Data io](https://synw.github.io/dataspace/doc/data_io)
- [Load](https://synw.github.io/dataspace/doc/data_io/load)
- [From df](https://synw.github.io/dataspace/doc/data_io/load/from_df)
- [From csv](https://synw.github.io/dataspace/doc/data_io/load/from_csv)
- [From django](https://synw.github.io/dataspace/doc/data_io/load/from_django)
- [Export](https://synw.github.io/dataspace/doc/data_io/export)
- [Export csv](https://synw.github.io/dataspace/doc/data_io/export/export_csv)
- [Infos](https://synw.github.io/dataspace/doc/infos)
- [View data](https://synw.github.io/dataspace/doc/infos/view_data)
- [Show](https://synw.github.io/dataspace/doc/infos/view_data/show)
- [Count data](https://synw.github.io/dataspace/doc/infos/count_data)
- [Count null ](https://synw.github.io/dataspace/doc/infos/count_data/count_null_)
- [Count zero ](https://synw.github.io/dataspace/doc/infos/count_data/count_zero_)
- [Count unique ](https://synw.github.io/dataspace/doc/infos/count_data/count_unique_)
- [Wunique ](https://synw.github.io/dataspace/doc/infos/count_data/wunique_)
- [Select](https://synw.github.io/dataspace/doc/select)
- [Limit](https://synw.github.io/dataspace/doc/select/limit)
- [Unique ](https://synw.github.io/dataspace/doc/select/unique_)
- [Clean](https://synw.github.io/dataspace/doc/clean)
- [Nulls](https://synw.github.io/dataspace/doc/clean/nulls)
- [Drop na](https://synw.github.io/dataspace/doc/clean/nulls/drop_na)
- [Drop any nulls](https://synw.github.io/dataspace/doc/clean/nulls/drop_any_nulls)
- [Drop all nulls](https://synw.github.io/dataspace/doc/clean/nulls/drop_all_nulls)
- [Fill nulls](https://synw.github.io/dataspace/doc/clean/nulls/fill_nulls)
- [Dates](https://synw.github.io/dataspace/doc/clean/dates)
- [To date](https://synw.github.io/dataspace/doc/clean/dates/to_date)
- [To tzdate](https://synw.github.io/dataspace/doc/clean/dates/to_tzdate)
- [Fdate](https://synw.github.io/dataspace/doc/clean/dates/fdate)
- [Timestamps](https://synw.github.io/dataspace/doc/clean/dates/timestamps)
- [Convert types](https://synw.github.io/dataspace/doc/clean/convert_types)
- [To int](https://synw.github.io/dataspace/doc/clean/convert_types/to_int)
- [To float](https://synw.github.io/dataspace/doc/clean/convert_types/to_float)
- [To str](https://synw.github.io/dataspace/doc/clean/convert_types/to_str)
- [To type](https://synw.github.io/dataspace/doc/clean/convert_types/to_type)
- [Clean values](https://synw.github.io/dataspace/doc/clean/clean_values)
- [Strip](https://synw.github.io/dataspace/doc/clean/clean_values/strip)
- [Strip cols](https://synw.github.io/dataspace/doc/clean/clean_values/strip_cols)
- [Roundvals](https://synw.github.io/dataspace/doc/clean/clean_values/roundvals)
- [Replace](https://synw.github.io/dataspace/doc/clean/clean_values/replace)
- [Transform](https://synw.github.io/dataspace/doc/transform)
- [Dataframe](https://synw.github.io/dataspace/doc/transform/dataframe)
- [Split ](https://synw.github.io/dataspace/doc/transform/dataframe/split_)
- [Drop](https://synw.github.io/dataspace/doc/transform/dataframe/drop)
- [Add](https://synw.github.io/dataspace/doc/transform/dataframe/add)
- [Rename](https://synw.github.io/dataspace/doc/transform/dataframe/rename)
- [Keep](https://synw.github.io/dataspace/doc/transform/dataframe/keep)
- [Copycol](https://synw.github.io/dataspace/doc/transform/dataframe/copycol)
- [Reverse](https://synw.github.io/dataspace/doc/transform/dataframe/reverse)
- [Values](https://synw.github.io/dataspace/doc/transform/values)
- [Sort](https://synw.github.io/dataspace/doc/transform/values/sort)
- [Exclude](https://synw.github.io/dataspace/doc/transform/values/exclude)
- [Append](https://synw.github.io/dataspace/doc/transform/values/append)
- [Mappend](https://synw.github.io/dataspace/doc/transform/values/mappend)
- [Diffm](https://synw.github.io/dataspace/doc/transform/values/diffm)
- [Resample timeseries](https://synw.github.io/dataspace/doc/transform/resample_timeseries)
- [Resample](https://synw.github.io/dataspace/doc/transform/resample_timeseries/resample)
- [Rsum](https://synw.github.io/dataspace/doc/transform/resample_timeseries/rsum)
- [Rmean](https://synw.github.io/dataspace/doc/transform/resample_timeseries/rmean)
- [Calculations](https://synw.github.io/dataspace/doc/transform/calculations)
- [Percent](https://synw.github.io/dataspace/doc/transform/calculations/percent)
- [Diffp](https://synw.github.io/dataspace/doc/transform/calculations/diffp)
- [Diffpp](https://synw.github.io/dataspace/doc/transform/calculations/diffpp)
- [Diffn](https://synw.github.io/dataspace/doc/transform/calculations/diffn)
- [Diffnp](https://synw.github.io/dataspace/doc/transform/calculations/diffnp)
- [Diffm](https://synw.github.io/dataspace/doc/transform/calculations/diffm)
- [Diffmp](https://synw.github.io/dataspace/doc/transform/calculations/diffmp)
- [Cvar ](https://synw.github.io/dataspace/doc/transform/calculations/cvar_)
- [Lreg ](https://synw.github.io/dataspace/doc/transform/calculations/lreg_)
- [Charts](https://synw.github.io/dataspace/doc/charts)
- [Options](https://synw.github.io/dataspace/doc/charts/options)
- [Axis](https://synw.github.io/dataspace/doc/charts/options/axis)
- [Altair](https://synw.github.io/dataspace/doc/charts/options/altair)
- [Bokeh](https://synw.github.io/dataspace/doc/charts/options/bokeh)
- [W](https://synw.github.io/dataspace/doc/charts/options/w)
- [H](https://synw.github.io/dataspace/doc/charts/options/h)
- [Wh](https://synw.github.io/dataspace/doc/charts/options/wh)
- [Draw charts](https://synw.github.io/dataspace/doc/charts/draw_charts)
- [Line ](https://synw.github.io/dataspace/doc/charts/draw_charts/line_)
- [Point ](https://synw.github.io/dataspace/doc/charts/draw_charts/point_)
- [Bar ](https://synw.github.io/dataspace/doc/charts/draw_charts/bar_)
- [Area ](https://synw.github.io/dataspace/doc/charts/draw_charts/area_)
- [Square ](https://synw.github.io/dataspace/doc/charts/draw_charts/square_)
- [Rule ](https://synw.github.io/dataspace/doc/charts/draw_charts/rule_)
- [Tick ](https://synw.github.io/dataspace/doc/charts/draw_charts/tick_)
- [Bar num ](https://synw.github.io/dataspace/doc/charts/draw_charts/bar_num_)
- [Line num ](https://synw.github.io/dataspace/doc/charts/draw_charts/line_num_)
- [Point num ](https://synw.github.io/dataspace/doc/charts/draw_charts/point_num_)
- [Heatmap ](https://synw.github.io/dataspace/doc/charts/draw_charts/heatmap_)
- [Hist ](https://synw.github.io/dataspace/doc/charts/draw_charts/hist_)
- [Hline ](https://synw.github.io/dataspace/doc/charts/draw_charts/hline_)
- [Inline api](https://synw.github.io/dataspace/doc/charts/inline_api)
- [W](https://synw.github.io/dataspace/doc/charts/inline_api/w)
- [H](https://synw.github.io/dataspace/doc/charts/inline_api/h)
- [Wh](https://synw.github.io/dataspace/doc/charts/inline_api/wh)
- [Mw](https://synw.github.io/dataspace/doc/charts/inline_api/mw)
- [Pw](https://synw.github.io/dataspace/doc/charts/inline_api/pw)
- [Color](https://synw.github.io/dataspace/doc/charts/inline_api/color)
- [Opacity](https://synw.github.io/dataspace/doc/charts/inline_api/opacity)
- [Tooltip](https://synw.github.io/dataspace/doc/charts/inline_api/tooltip)
- [To](https://synw.github.io/dataspace/doc/charts/inline_api/to)
- [Rx](https://synw.github.io/dataspace/doc/charts/inline_api/rx)
- [Nox](https://synw.github.io/dataspace/doc/charts/inline_api/nox)
- [Noy](https://synw.github.io/dataspace/doc/charts/inline_api/noy)
- [Title](https://synw.github.io/dataspace/doc/charts/inline_api/title)
- [Colormap](https://synw.github.io/dataspace/doc/charts/inline_api/colormap)
- [Qcolormap](https://synw.github.io/dataspace/doc/charts/inline_api/qcolormap)
- [Save img](https://synw.github.io/dataspace/doc/charts/inline_api/save_img)
- [Get html ](https://synw.github.io/dataspace/doc/charts/inline_api/get_html_)
- [Html header ](https://synw.github.io/dataspace/doc/charts/inline_api/html_header_)
- [Reporting](https://synw.github.io/dataspace/doc/reporting)
- [Prepare a report](https://synw.github.io/dataspace/doc/reporting/prepare_a_report)
- [Report path](https://synw.github.io/dataspace/doc/reporting/prepare_a_report/report_path)
- [Stack](https://synw.github.io/dataspace/doc/reporting/prepare_a_report/stack)
- [Export](https://synw.github.io/dataspace/doc/reporting/export)
- [Save pdf](https://synw.github.io/dataspace/doc/reporting/export/save_pdf)
- [Save html](https://synw.github.io/dataspace/doc/reporting/export/save_html)
</details>
This api is:
- *Minimalistic*: short names, simple functionalites, minimal parameters
- *Pragmatic*: focuses on raw efficiency rather than strictly idiomatic code while favouring static typing
- *Simple stupid*: keep it easy to understand for both code and api
## Install
```
pip install dataspace
```
Optional: to use the Bokeh chart engine:
```
pip install bokeh holoviews
```
Note: the Pandas dependency is required for this chart engine as it does
not yet support Polars dataframes
## Dependencies
- Dataframe: [Polars](https://github.com/pola-rs/polars)
- Charts: [Altair](https://github.com/altair-viz/altair), and [Holoviews](https://github.com/holoviz/holoviews) with [Bokeh](https://github.com/bokeh/bokeh) (optional)
## Example notebooks
[Example notebooks](https://github.com/synw/dataspace_notebooks) are available
[](https://mybinder.org/v2/gh/synw/dataspace_notebooks/HEAD)
```
├── chart
│ ├── area
│ ├── bar
│ ├── hline
│ ├── line
│ └── point
├── clean
│ ├── convert
│ ├── date
│ ├── drop_nulls
│ ├── fill_nulls
│ ├── strip
│ └── values
├── count
│ ├── count_empty
│ ├── count_null
│ ├── count_unique
│ └── count_zero
├── io
│ ├── export
│ └── load
├── select
│ ├── limit
│ ├── unique
│ └── wunique
└── transform
├── dataframe
│ ├── add
│ ├── copycol
│ ├── drop
│ ├── keep
│ ├── rename
│ └── split
├── diff
│ ├── diffm
│ ├── diffmp
│ ├── diffn
│ ├── diffnp
│ ├── diffp
│ └── diffpp
├── resample
│ ├── rmean
│ └── rsum
└── values
├── append
├── exclude
├── reverse
└── sort
```
## Tests
To run the tests:
```bash
make test
```
Raw data
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"keywords": "data_visualization,data_exploration,charts",
"author": "synw",
"author_email": "synwe@yahoo.com",
"download_url": "https://files.pythonhosted.org/packages/9d/20/aec05d0fd04d213efe372f6bc54c1ecb0fd58e1ee9fa29eb2292ac2a91a9/dataspace-0.0.12.tar.gz",
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"description": "# Dataspace\n\n[](https://pypi.org/project/dataspace/) [](https://coveralls.io/github/synw/dataspace?branch=main)\n\nA simple api to explore, clean, transform and visualize data\n\n## Features\n\n- **Explore data**: describe, search and visualize raw data\n- **Clean and transform data**: select, filter, normalize and reshape data\n- **Visualize data**: many kind of charts\n\n<details>\n<summary>:books: Read the <a href=\"https://synw.github.io/dataspace\">documentation</a></summary>\n\n - [Doc](https://synw.github.io/dataspace/doc)\n - [Data io](https://synw.github.io/dataspace/doc/data_io)\n - [Load](https://synw.github.io/dataspace/doc/data_io/load)\n - [From df](https://synw.github.io/dataspace/doc/data_io/load/from_df)\n - [From csv](https://synw.github.io/dataspace/doc/data_io/load/from_csv)\n - [From django](https://synw.github.io/dataspace/doc/data_io/load/from_django)\n - [Export](https://synw.github.io/dataspace/doc/data_io/export)\n - [Export csv](https://synw.github.io/dataspace/doc/data_io/export/export_csv)\n - [Infos](https://synw.github.io/dataspace/doc/infos)\n - [View data](https://synw.github.io/dataspace/doc/infos/view_data)\n - [Show](https://synw.github.io/dataspace/doc/infos/view_data/show)\n - [Count data](https://synw.github.io/dataspace/doc/infos/count_data)\n - [Count null ](https://synw.github.io/dataspace/doc/infos/count_data/count_null_)\n - [Count zero ](https://synw.github.io/dataspace/doc/infos/count_data/count_zero_)\n - [Count unique ](https://synw.github.io/dataspace/doc/infos/count_data/count_unique_)\n - [Wunique ](https://synw.github.io/dataspace/doc/infos/count_data/wunique_)\n - [Select](https://synw.github.io/dataspace/doc/select)\n - [Limit](https://synw.github.io/dataspace/doc/select/limit)\n - [Unique ](https://synw.github.io/dataspace/doc/select/unique_)\n - [Clean](https://synw.github.io/dataspace/doc/clean)\n - [Nulls](https://synw.github.io/dataspace/doc/clean/nulls)\n - [Drop na](https://synw.github.io/dataspace/doc/clean/nulls/drop_na)\n - [Drop any nulls](https://synw.github.io/dataspace/doc/clean/nulls/drop_any_nulls)\n - [Drop all nulls](https://synw.github.io/dataspace/doc/clean/nulls/drop_all_nulls)\n - [Fill nulls](https://synw.github.io/dataspace/doc/clean/nulls/fill_nulls)\n - [Dates](https://synw.github.io/dataspace/doc/clean/dates)\n - [To date](https://synw.github.io/dataspace/doc/clean/dates/to_date)\n - [To tzdate](https://synw.github.io/dataspace/doc/clean/dates/to_tzdate)\n - [Fdate](https://synw.github.io/dataspace/doc/clean/dates/fdate)\n - [Timestamps](https://synw.github.io/dataspace/doc/clean/dates/timestamps)\n - [Convert types](https://synw.github.io/dataspace/doc/clean/convert_types)\n - [To int](https://synw.github.io/dataspace/doc/clean/convert_types/to_int)\n - [To float](https://synw.github.io/dataspace/doc/clean/convert_types/to_float)\n - [To str](https://synw.github.io/dataspace/doc/clean/convert_types/to_str)\n - [To type](https://synw.github.io/dataspace/doc/clean/convert_types/to_type)\n - [Clean values](https://synw.github.io/dataspace/doc/clean/clean_values)\n - [Strip](https://synw.github.io/dataspace/doc/clean/clean_values/strip)\n - [Strip cols](https://synw.github.io/dataspace/doc/clean/clean_values/strip_cols)\n - [Roundvals](https://synw.github.io/dataspace/doc/clean/clean_values/roundvals)\n - [Replace](https://synw.github.io/dataspace/doc/clean/clean_values/replace)\n - [Transform](https://synw.github.io/dataspace/doc/transform)\n - [Dataframe](https://synw.github.io/dataspace/doc/transform/dataframe)\n - [Split ](https://synw.github.io/dataspace/doc/transform/dataframe/split_)\n - [Drop](https://synw.github.io/dataspace/doc/transform/dataframe/drop)\n - [Add](https://synw.github.io/dataspace/doc/transform/dataframe/add)\n - [Rename](https://synw.github.io/dataspace/doc/transform/dataframe/rename)\n - [Keep](https://synw.github.io/dataspace/doc/transform/dataframe/keep)\n - [Copycol](https://synw.github.io/dataspace/doc/transform/dataframe/copycol)\n - [Reverse](https://synw.github.io/dataspace/doc/transform/dataframe/reverse)\n - [Values](https://synw.github.io/dataspace/doc/transform/values)\n - [Sort](https://synw.github.io/dataspace/doc/transform/values/sort)\n - [Exclude](https://synw.github.io/dataspace/doc/transform/values/exclude)\n - [Append](https://synw.github.io/dataspace/doc/transform/values/append)\n - [Mappend](https://synw.github.io/dataspace/doc/transform/values/mappend)\n - [Diffm](https://synw.github.io/dataspace/doc/transform/values/diffm)\n - [Resample timeseries](https://synw.github.io/dataspace/doc/transform/resample_timeseries)\n - [Resample](https://synw.github.io/dataspace/doc/transform/resample_timeseries/resample)\n - [Rsum](https://synw.github.io/dataspace/doc/transform/resample_timeseries/rsum)\n - [Rmean](https://synw.github.io/dataspace/doc/transform/resample_timeseries/rmean)\n - [Calculations](https://synw.github.io/dataspace/doc/transform/calculations)\n - [Percent](https://synw.github.io/dataspace/doc/transform/calculations/percent)\n - [Diffp](https://synw.github.io/dataspace/doc/transform/calculations/diffp)\n - [Diffpp](https://synw.github.io/dataspace/doc/transform/calculations/diffpp)\n - [Diffn](https://synw.github.io/dataspace/doc/transform/calculations/diffn)\n - [Diffnp](https://synw.github.io/dataspace/doc/transform/calculations/diffnp)\n - [Diffm](https://synw.github.io/dataspace/doc/transform/calculations/diffm)\n - [Diffmp](https://synw.github.io/dataspace/doc/transform/calculations/diffmp)\n - [Cvar ](https://synw.github.io/dataspace/doc/transform/calculations/cvar_)\n - [Lreg ](https://synw.github.io/dataspace/doc/transform/calculations/lreg_)\n - [Charts](https://synw.github.io/dataspace/doc/charts)\n - [Options](https://synw.github.io/dataspace/doc/charts/options)\n - [Axis](https://synw.github.io/dataspace/doc/charts/options/axis)\n - [Altair](https://synw.github.io/dataspace/doc/charts/options/altair)\n - [Bokeh](https://synw.github.io/dataspace/doc/charts/options/bokeh)\n - [W](https://synw.github.io/dataspace/doc/charts/options/w)\n - [H](https://synw.github.io/dataspace/doc/charts/options/h)\n - [Wh](https://synw.github.io/dataspace/doc/charts/options/wh)\n - [Draw charts](https://synw.github.io/dataspace/doc/charts/draw_charts)\n - [Line ](https://synw.github.io/dataspace/doc/charts/draw_charts/line_)\n - [Point ](https://synw.github.io/dataspace/doc/charts/draw_charts/point_)\n - [Bar ](https://synw.github.io/dataspace/doc/charts/draw_charts/bar_)\n - [Area ](https://synw.github.io/dataspace/doc/charts/draw_charts/area_)\n - [Square ](https://synw.github.io/dataspace/doc/charts/draw_charts/square_)\n - [Rule ](https://synw.github.io/dataspace/doc/charts/draw_charts/rule_)\n - [Tick ](https://synw.github.io/dataspace/doc/charts/draw_charts/tick_)\n - [Bar num ](https://synw.github.io/dataspace/doc/charts/draw_charts/bar_num_)\n - [Line num ](https://synw.github.io/dataspace/doc/charts/draw_charts/line_num_)\n - [Point num ](https://synw.github.io/dataspace/doc/charts/draw_charts/point_num_)\n - [Heatmap ](https://synw.github.io/dataspace/doc/charts/draw_charts/heatmap_)\n - [Hist ](https://synw.github.io/dataspace/doc/charts/draw_charts/hist_)\n - [Hline ](https://synw.github.io/dataspace/doc/charts/draw_charts/hline_)\n - [Inline api](https://synw.github.io/dataspace/doc/charts/inline_api)\n - [W](https://synw.github.io/dataspace/doc/charts/inline_api/w)\n - [H](https://synw.github.io/dataspace/doc/charts/inline_api/h)\n - [Wh](https://synw.github.io/dataspace/doc/charts/inline_api/wh)\n - [Mw](https://synw.github.io/dataspace/doc/charts/inline_api/mw)\n - [Pw](https://synw.github.io/dataspace/doc/charts/inline_api/pw)\n - [Color](https://synw.github.io/dataspace/doc/charts/inline_api/color)\n - [Opacity](https://synw.github.io/dataspace/doc/charts/inline_api/opacity)\n - [Tooltip](https://synw.github.io/dataspace/doc/charts/inline_api/tooltip)\n - [To](https://synw.github.io/dataspace/doc/charts/inline_api/to)\n - [Rx](https://synw.github.io/dataspace/doc/charts/inline_api/rx)\n - [Nox](https://synw.github.io/dataspace/doc/charts/inline_api/nox)\n - [Noy](https://synw.github.io/dataspace/doc/charts/inline_api/noy)\n - [Title](https://synw.github.io/dataspace/doc/charts/inline_api/title)\n - [Colormap](https://synw.github.io/dataspace/doc/charts/inline_api/colormap)\n - [Qcolormap](https://synw.github.io/dataspace/doc/charts/inline_api/qcolormap)\n - [Save img](https://synw.github.io/dataspace/doc/charts/inline_api/save_img)\n - [Get html ](https://synw.github.io/dataspace/doc/charts/inline_api/get_html_)\n - [Html header ](https://synw.github.io/dataspace/doc/charts/inline_api/html_header_)\n - [Reporting](https://synw.github.io/dataspace/doc/reporting)\n - [Prepare a report](https://synw.github.io/dataspace/doc/reporting/prepare_a_report)\n - [Report path](https://synw.github.io/dataspace/doc/reporting/prepare_a_report/report_path)\n - [Stack](https://synw.github.io/dataspace/doc/reporting/prepare_a_report/stack)\n - [Export](https://synw.github.io/dataspace/doc/reporting/export)\n - [Save pdf](https://synw.github.io/dataspace/doc/reporting/export/save_pdf)\n - [Save html](https://synw.github.io/dataspace/doc/reporting/export/save_html)\n\n</details>\n\nThis api is:\n\n- *Minimalistic*: short names, simple functionalites, minimal parameters\n- *Pragmatic*: focuses on raw efficiency rather than strictly idiomatic code while favouring static typing\n- *Simple stupid*: keep it easy to understand for both code and api\n\n## Install\n\n```\npip install dataspace\n```\n\nOptional: to use the Bokeh chart engine:\n\n```\npip install bokeh holoviews\n```\n\nNote: the Pandas dependency is required for this chart engine as it does \nnot yet support Polars dataframes\n\n## Dependencies\n\n- Dataframe: [Polars](https://github.com/pola-rs/polars)\n- Charts: [Altair](https://github.com/altair-viz/altair), and [Holoviews](https://github.com/holoviz/holoviews) with [Bokeh](https://github.com/bokeh/bokeh) (optional)\n\n## Example notebooks\n\n[Example notebooks](https://github.com/synw/dataspace_notebooks) are available\n\n[](https://mybinder.org/v2/gh/synw/dataspace_notebooks/HEAD)\n\n```\n\u251c\u2500\u2500 chart\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 area\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 bar\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 hline\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 line\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 point\n\u251c\u2500\u2500 clean\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 convert\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 date\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 drop_nulls\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 fill_nulls\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 strip\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 values\n\u251c\u2500\u2500 count\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 count_empty\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 count_null\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 count_unique\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 count_zero\n\u251c\u2500\u2500 io\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 export\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 load\n\u251c\u2500\u2500 select\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 limit\n\u2502\u00a0\u00a0 \u251c\u2500\u2500 unique\n\u2502\u00a0\u00a0 \u2514\u2500\u2500 wunique\n\u2514\u2500\u2500 transform\n \u251c\u2500\u2500 dataframe\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 add\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 copycol\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 drop\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 keep\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 rename\n \u2502\u00a0\u00a0 \u2514\u2500\u2500 split\n \u251c\u2500\u2500 diff\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 diffm\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 diffmp\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 diffn\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 diffnp\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 diffp\n \u2502\u00a0\u00a0 \u2514\u2500\u2500 diffpp\n \u251c\u2500\u2500 resample\n \u2502\u00a0\u00a0 \u251c\u2500\u2500 rmean\n \u2502\u00a0\u00a0 \u2514\u2500\u2500 rsum\n \u2514\u2500\u2500 values\n \u251c\u2500\u2500 append\n \u251c\u2500\u2500 exclude\n \u251c\u2500\u2500 reverse\n \u2514\u2500\u2500 sort\n```\n\n## Tests\n\nTo run the tests:\n\n```bash\nmake test\n```\n\n\n",
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