Skip to main content

Interactive Tables in Jupyter

Project description

Interactive Tables

CI codecov.io Language grade: Python Pypi Conda Version pyversions Code style: black

Pandas DataFrames and Series as interactive datatables!

Documentation

Browse the documentation to see examples of Pandas datatables rendered as interactive datatables.

Quick start

Install the itables package with either

pip install itables

or

conda install itables -c conda-forge

Activate the interactive mode for all series and dataframes with

from itables import init_notebook_mode

init_notebook_mode(all_interactive=True)

and then render any Pandas DataFrame as an interactive table that you can sort, search and explore: df

If you prefer to render only selected DataFrames as interactive tables, use itables.show to show just one Series or DataFrame as an interactive table: show

Since itables==1.0.0, the jquery and datatables.net libraries and CSS are injected in the notebook when you execute init_notebook_mode with its default argument connected=False. Thanks to this the interactive tables will work even without a connection to the internet.

If you prefer to load the libraries dynamically (and keep the notebook lighter), use connected=True when you execute init_notebook_mode.

Supported environments

itables has been tested in the following editors:

  • Jupyter Notebook
  • Jupyter Lab
  • Jupyter nbconvert (i.e. the tables are still interactive in the HTML export of a notebook)
  • Jupyter Book
  • Google Colab
  • VS Code (for both Jupyter Notebooks and Python scripts)
  • PyCharm (for Jupyter Notebooks)

Try ITables on Binder

You can run our examples notebooks directly on Lab, without having to install anything on your side.

Table not loading?

If the table just says "Loading...", then maybe

  • You loaded a notebook that is not trusted (run "Trust Notebook" in View / Activate Command Palette)
  • You forgot to run init_notebook_mode, or you deleted that cell or its output
  • Or you ran init_notebook_mode(connected=True) but you are not connected to the internet?

Please note that if you change the value of the connected argument in the init_notebook_mode cell, you will need to re-execute all the cells that display interactive tables.

If the above does not help, please check out the ChangeLog and decide whether you should upgrade itables.

Downsampling

When the data in a table is larger than maxBytes, which is equal to 64KB by default, itables will display only a subset of the table - one that fits into maxBytes. If you wish, you can deactivate the limit with maxBytes=0, change the value of maxBytes, or similarly set a limit on the number of rows (maxRows, defaults to 0) or columns (maxColumns, defaults to pd.get_option('display.max_columns')).

Note that datatables support server-side processing. At a later stage we may implement support for larger tables using this feature.

from itables.sample_dfs import get_indicators
from itables.downsample import nbytes
import itables.options as opt

opt.lengthMenu = [2, 5, 10, 20, 50, 100, 200, 500]
opt.maxBytes = 10000

df = get_indicators()
nbytes(df)
df

To show the table in full, we can modify the value of maxBytes either locally:

show(df, maxBytes=0)

or globally:

opt.maxBytes = 2 ** 20
df

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

itables-1.4.6.tar.gz (193.8 kB view details)

Uploaded Source

Built Distribution

itables-1.4.6-py3-none-any.whl (196.7 kB view details)

Uploaded Python 3

File details

Details for the file itables-1.4.6.tar.gz.

File metadata

  • Download URL: itables-1.4.6.tar.gz
  • Upload date:
  • Size: 193.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.7.16

File hashes

Hashes for itables-1.4.6.tar.gz
Algorithm Hash digest
SHA256 3f72725a70db2bf35b6309dced2828c35d0871eba76f1c5d4c09aa9199f707ea
MD5 d75dd58567adec69436845f8b43922d2
BLAKE2b-256 5cc80a57bbe18babf2041da92bca31fd22ce056bcbdb1a3582fb57ece360a7d8

See more details on using hashes here.

File details

Details for the file itables-1.4.6-py3-none-any.whl.

File metadata

  • Download URL: itables-1.4.6-py3-none-any.whl
  • Upload date:
  • Size: 196.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.7.16

File hashes

Hashes for itables-1.4.6-py3-none-any.whl
Algorithm Hash digest
SHA256 76e6f9da170a9cc84cb91656afb54a9eed2fff628f963d7601c0b09d4ddd12e8
MD5 fcd906dec1cad21d7064a9c9703806e8
BLAKE2b-256 94c5b9af860046bbbb2090569198008b51b9f19def36d27e9703af516f81bfa0

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page