High performance, editable, stylable datagrids in jupyter and jupyterlab

Overview

Build Status Coverage PyPI Version NPM Version License Binder

An ipywidgets wrapper of regular-table for Jupyter.

Examples

Two Billion Rows

Notebook

Click Events

Notebook

Edit Events

Notebook

Styling

Notebook

Pandas Data Model

For interactive/streaming sorting/pivoting/aggregation, take a look at Perspective, Streaming pivot visualization via WebAssembly, which also leverages regular-table.

Notebook

Series

DataFrame

DataFrame - Row Pivots

DataFrame - Column Pivots

DataFrame - Pivot Table

Installation

You can install using pip:

pip install ipyregulartable

Or if you use jupyterlab:

pip install ipyregulartable
jupyter labextension install @jupyter-widgets/jupyterlab-manager

If you are using Jupyter Notebook 5.2 or earlier, you may also need to enable the nbextension:

jupyter nbextension enable --py [--sys-prefix|--user|--system] ipyregulartable

Data Model

It is very easy to construct a custom data model. Just implement the abstract methods on the base DataModel class.

class DataModel(with_metaclass(ABCMeta)):
    @abstractmethod
    def editable(self, x, y):
        '''Given an (x,y) coordinate, return if its editable or not'''

    @abstractmethod
    def rows(self):
        '''return total number of rows'''

    @abstractmethod
    def columns(self):
        '''return total number of columns'''

    @abstractmethod
    def dataslice(self, x0, y0, x1, y1):
        '''get slice of data from (x0, y0) to (x1, y1) inclusive'''

Any DataModel object can be provided as the argument to RegularTableWidget. Note that regular-table may make probing calls of the form (0, 0, 0, 0) to assess data limits.

Development

See CONTRIBUTING.md for guidelines.

License

This software is licensed under the Apache 2.0 license. See the LICENSE and AUTHORS files for details.

Comments
  • Packaging for conda-forge?

    Packaging for conda-forge?

    Hi folks! Congrats on the release!

    I'd :heart: to package this for conda-forge, and am noticing a few irregular things in the metadata/build:

    • ensure_python says (('2.7', '>=3.7')) but the trove classifiers claim 3.6
      • which is right? or is *.7 only required for the build?
    • the source tarballs doesn't include the js/lib
      • yeah, i know it says "source" on the tin, but i don't think it's generally expected that a pip install needs node (much less yarn) at install time, when error messages can get very buried
        • proposal: include the built js in the sdist

    Happy to PR some of these things!

    question 
    opened by bollwyvl 3
  • Bump json5 from 1.0.1 to 1.0.2 in /js

    Bump json5 from 1.0.1 to 1.0.2 in /js

    Bumps json5 from 1.0.1 to 1.0.2.

    Release notes

    Sourced from json5's releases.

    v1.0.2

    • Fix: Properties with the name __proto__ are added to objects and arrays. (#199) This also fixes a prototype pollution vulnerability reported by Jonathan Gregson! (#295). This has been backported to v1. (#298)
    Changelog

    Sourced from json5's changelog.

    Unreleased [code, diff]

    v2.2.3 [code, diff]

    v2.2.2 [code, diff]

    • Fix: Properties with the name __proto__ are added to objects and arrays. (#199) This also fixes a prototype pollution vulnerability reported by Jonathan Gregson! (#295).

    v2.2.1 [code, diff]

    • Fix: Removed dependence on minimist to patch CVE-2021-44906. (#266)

    v2.2.0 [code, diff]

    • New: Accurate and documented TypeScript declarations are now included. There is no need to install @types/json5. (#236, #244)

    v2.1.3 [code, diff]

    • Fix: An out of memory bug when parsing numbers has been fixed. (#228, #229)

    v2.1.2 [code, diff]

    ... (truncated)

    Commits

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    dependencies javascript 
    opened by dependabot[bot] 2
  • Bump browserslist from 4.14.5 to 4.16.6 in /js

    Bump browserslist from 4.14.5 to 4.16.6 in /js

    Bumps browserslist from 4.14.5 to 4.16.6.

    Changelog

    Sourced from browserslist's changelog.

    4.16.6

    • Fixed npm-shrinkwrap.json support in --update-db (by Geoff Newman).

    4.16.5

    • Fixed unsafe RegExp (by Yeting Li).

    4.16.4

    • Fixed unsafe RegExp.
    • Added artifactory support to --update-db (by Ittai Baratz).

    4.16.3

    • Fixed --update-db.

    4.16.2

    4.16.1

    • Fixed Chrome 4 with mobileToDesktop (by Aron Woost).

    4.16

    • Add browserslist config query.

    4.15

    • Add TypeScript types (by Dmitry Semigradsky).

    4.14.7

    • Fixed Yarn Workspaces support to --update-db (by Fausto Núñez Alberro).
    • Added browser changes to --update-db (by @​AleksandrSl).
    • Added color output to --update-db.
    • Updated package.funding to have link to our Open Collective.

    4.14.6

    • Fixed Yarn support in --update-db (by Ivan Storck).
    • Fixed npm 7 support in --update-db.
    Commits

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    dependencies 
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  • Bump underscore from 1.11.0 to 1.13.1 in /js

    Bump underscore from 1.11.0 to 1.13.1 in /js

    Bumps underscore from 1.11.0 to 1.13.1.

    Commits
    • 943977e Merge branch 'umd-alias', tag 1.13.1 release
    • 5630f88 Add version 1.13.1 to the change log
    • 5aa5b52 Update the bundle sizes
    • 76c8d8a Bump the version to 1.13.1
    • 9cda0b0 Add some build clarifications to the documentation (#2923)
    • 8b5928c Revert .gitignore underscore.js from 57a4a0e (fix #2923)
    • 7054a54 Update generated sources and tag 1.13.0 release
    • 37dc52a Merge pull request #2921 from jgonggrijp/prepare-1.13.0
    • 5511d12 Add version 1.13.0 to the change log
    • efe5fbf Bump the version to 1.13.0
    • Additional commits viewable in compare view
    Maintainer changes

    This version was pushed to npm by jgonggrijp, a new releaser for underscore since your current version.


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    dependencies 
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  • Bump loader-utils from 1.4.1 to 1.4.2 in /js

    Bump loader-utils from 1.4.1 to 1.4.2 in /js

    Bumps loader-utils from 1.4.1 to 1.4.2.

    Release notes

    Sourced from loader-utils's releases.

    v1.4.2

    1.4.2 (2022-11-11)

    Bug Fixes

    Changelog

    Sourced from loader-utils's changelog.

    1.4.2 (2022-11-11)

    Bug Fixes

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    dependencies 
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  • Bump loader-utils from 1.4.0 to 1.4.1 in /js

    Bump loader-utils from 1.4.0 to 1.4.1 in /js

    Bumps loader-utils from 1.4.0 to 1.4.1.

    Release notes

    Sourced from loader-utils's releases.

    v1.4.1

    1.4.1 (2022-11-07)

    Bug Fixes

    Changelog

    Sourced from loader-utils's changelog.

    1.4.1 (2022-11-07)

    Bug Fixes

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    dependencies 
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  • Bump terser from 5.10.0 to 5.14.2 in /js

    Bump terser from 5.10.0 to 5.14.2 in /js

    Bumps terser from 5.10.0 to 5.14.2.

    Changelog

    Sourced from terser's changelog.

    v5.14.2

    • Security fix for RegExps that should not be evaluated (regexp DDOS)
    • Source maps improvements (#1211)
    • Performance improvements in long property access evaluation (#1213)

    v5.14.1

    • keep_numbers option added to TypeScript defs (#1208)
    • Fixed parsing of nested template strings (#1204)

    v5.14.0

    • Switched to @​jridgewell/source-map for sourcemap generation (#1190, #1181)
    • Fixed source maps with non-terminated segments (#1106)
    • Enabled typescript types to be imported from the package (#1194)
    • Extra DOM props have been added (#1191)
    • Delete the AST while generating code, as a means to save RAM

    v5.13.1

    • Removed self-assignments (varname=varname) (closes #1081)
    • Separated inlining code (for inlining things into references, or removing IIFEs)
    • Allow multiple identifiers with the same name in var destructuring (eg var { a, a } = x) (#1176)

    v5.13.0

    • All calls to eval() were removed (#1171, #1184)
    • source-map was updated to 0.8.0-beta.0 (#1164)
    • NavigatorUAData was added to domprops to avoid property mangling (#1166)

    v5.12.1

    • Fixed an issue with function definitions inside blocks (#1155)
    • Fixed parens of new in some situations (closes #1159)

    v5.12.0

    • TERSER_DEBUG_DIR environment variable
    • @​copyright comments are now preserved with the comments="some" option (#1153)

    v5.11.0

    • Unicode code point escapes (\u{abcde}) are not emitted inside RegExp literals anymore (#1147)
    • acorn is now a regular dependency
    Commits

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    dependencies 
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  • Bump shell-quote from 1.7.2 to 1.7.3 in /js

    Bump shell-quote from 1.7.2 to 1.7.3 in /js

    Bumps shell-quote from 1.7.2 to 1.7.3.

    Changelog

    Sourced from shell-quote's changelog.

    1.7.3

    • Fix a security issue where the regex for windows drive letters allowed some shell meta-characters to escape the quoting rules. (CVE-2021-42740)
    Commits

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    dependencies 
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  • Bump moment from 2.29.1 to 2.29.2 in /js

    Bump moment from 2.29.1 to 2.29.2 in /js

    Bumps moment from 2.29.1 to 2.29.2.

    Changelog

    Sourced from moment's changelog.

    2.29.2 See full changelog

    • Release Apr 3 2022

    Address https://github.com/advisories/GHSA-8hfj-j24r-96c4

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    dependencies 
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  • Bump url-parse from 1.5.7 to 1.5.10 in /js

    Bump url-parse from 1.5.7 to 1.5.10 in /js

    Bumps url-parse from 1.5.7 to 1.5.10.

    Commits
    • 8cd4c6c 1.5.10
    • ce7a01f [fix] Improve handling of empty port
    • 0071490 [doc] Update JSDoc comment
    • a7044e3 [minor] Use more descriptive variable name
    • d547792 [security] Add credits for CVE-2022-0691
    • ad23357 1.5.9
    • 0e3fb54 [fix] Strip all control characters from the beginning of the URL
    • 61864a8 [security] Add credits for CVE-2022-0686
    • bb0104d 1.5.8
    • d5c6479 [fix] Handle the case where the port is specified but empty
    • Additional commits viewable in compare view

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  • Bump url-parse from 1.5.3 to 1.5.7 in /js

    Bump url-parse from 1.5.3 to 1.5.7 in /js

    Bumps url-parse from 1.5.3 to 1.5.7.

    Commits
    • 8b3f5f2 1.5.7
    • ef45a13 [fix] Readd the empty userinfo to url.href (#226)
    • 88df234 [doc] Add soft deprecation notice
    • 78e9f2f [security] Fix nits
    • e6fa434 [security] Add credits for incorrect handling of userinfo vulnerability
    • 4c9fa23 1.5.6
    • 7b0b8a6 Merge pull request #223 from unshiftio/fix/at-sign-handling-in-userinfo
    • e4a5807 1.5.5
    • 193b44b [minor] Simplify whitespace regex
    • 319851b [fix] Remove CR, HT, and LF
    • Additional commits viewable in compare view

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    dependencies 
    opened by dependabot[bot] 1
  • More extensive documentation request and some user questions.

    More extensive documentation request and some user questions.

    This seems an amazing library, but nowhere is clearly explained exactly how you are supposed to update the data in the table, how to access the underlying data structures, and much more. As an example, I'm trying to display the table inside an ipywidget box, and I don't know if it's possible and which function should I use. A practical example of how to construct DataModel class would be very useful too.
    Lastly I am using get_state() and setData() to get the data from the table w and to change em, is there any easier way to get the data from the table if using pandas DataFrames like for example a w.to_dataframe() method?

    EDIT: I see that using w.datamodel._data i can access the underlying dataframe, but if I change it the table widget doesn't update,is there a way to the refresh the view programmatically?

    feature backlog 
    opened by cmartinotti 2
  • Readonly pandas dataframe grid

    Readonly pandas dataframe grid

    Thanks for this very good component could be helpful to add an example of read-only grid.

    Here is a skeleton:

    query = ""  # ...
    engine = None #...
    description = pd.read_sql_query(query, engine) # add some more context
    class DataFrameModel_noedit(rt.datamodel.pandas.DataFrameDataModel):
        def editable(self, x, y):
            return False
        
    w1 = rt.RegularTableWidget()
    w1.datamodel = DataFrameModel_noedit(description)
    w1
    
    ready feature 
    opened by gbrault 0
  • reworking plugin

    reworking plugin

    • [ ] Cursor
    • [ ] Zebra stripes
    • [ ] Move cursor with arrow keys
    • [ ] Mouse selection
    • [ ] Mouse selection - multiple w/ shift
    • [ ] Move selection with shift + arrow keys
    • [ ] Row header - highlight row
    • [ ] Column header - highlight column
    • [ ] Row header - move selection with shift + arrow keys
    • [ ] Column header - move selection with shift + arrow keys
    • [ ] Double click edit event
    • [ ] Click column header - sort
    • [ ] Column header - commands dialog
    • [ ]
    opened by timkpaine 1
  • Leverage emerging regular-table extension system

    Leverage emerging regular-table extension system

    @jhawk has put together a few of what can be described as "extensions". Since I reimplement many of them here, we should leverage the fact that they're now exported

    Row Stripes - https://github.com/jpmorganchase/regular-table/blob/master/examples/row_stripes.md Row, Column, and Area Mouse selection - https://github.com/jpmorganchase/regular-table/blob/master/examples/row_column_area_selection.md Row Mouse Selection - https://github.com/jpmorganchase/regular-table/blob/master/examples/row_mouse_selection.md Column Mouse Selection - https://github.com/jpmorganchase/regular-table/blob/master/examples/column_mouse_selection.md Area Selection - https://github.com/jpmorganchase/regular-table/blob/master/examples/area_mouse_selection.md

    feature backlog 
    opened by timkpaine 1
Releases(v0.2.1)
Owner
J.P. Morgan Chase
J.P. Morgan Chase
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