Python utility to extract differences between two pandas dataframes.

Related tags

Data Analysispandas_diff
Overview

#Pandas Diff

Installation

Install pandas_diff with pip

  pip install pandas_diff

Usage/Examples

import pandas_diff as pd_diff

import pandas as pd

# Create two example dataframes
df_infinity = pd.DataFrame([
                {"hero" : "hulk" , "power" : "strength"},
                {"hero" : "black_widow" , "power" : "spy"},
                {"hero" : "thor" , "hammers" : 0 },
                {"hero" : "thor" , "hammers" : 1 } ] )
df_endgame = pd.DataFrame([
                {"hero" : "hulk" , "power" : "smart"},
                {"hero" : "captain marvel" , "power" : "strength"},
                {"hero" : "thor" , "hammers" : 2 } ] )

# Get differences, using the key "hero"
df = pd_diff.get_diffs(df_infinity ,df_endgame ,"hero")

df

  operation object_keys  object_values                     object_json                     attribute_changed old_value new_value
0   create     [hero]    captain marvel  {'hero': 'captain marvel', 'power': 'strength'...           NaN           NaN      NaN
1   delete     [hero]       black_widow  {'hero': 'black_widow', 'power': 'spy', 'hamme...           NaN           NaN      NaN
2   modify     [hero]              thor     {'hero': 'thor', 'power': nan, 'hammers': 2.0}       hammers             1        2
3   modify     [hero]              hulk  {'hero': 'hulk', 'power': 'smart', 'hammers': ...         power      strength    smart

Features

  • Support for stand alone app
Comments
  • Unused import click

    Unused import click

    opened by jaimevalero 1
  • Bump pip from 19.2.3 to 21.1

    Bump pip from 19.2.3 to 21.1

    Bumps pip from 19.2.3 to 21.1.

    Changelog

    Sourced from pip's changelog.

    21.1 (2021-04-24)

    Process

    • Start installation scheme migration from distutils to sysconfig. A warning is implemented to detect differences between the two implementations to encourage user reports, so we can avoid breakages before they happen.

    Features

    • Add the ability for the new resolver to process URL constraints. ([#8253](https://github.com/pypa/pip/issues/8253) <https://github.com/pypa/pip/issues/8253>_)
    • Add a feature --use-feature=in-tree-build to build local projects in-place when installing. This is expected to become the default behavior in pip 21.3; see Installing from local packages <https://pip.pypa.io/en/stable/user_guide/#installing-from-local-packages>_ for more information. ([#9091](https://github.com/pypa/pip/issues/9091) <https://github.com/pypa/pip/issues/9091>_)
    • Bring back the "(from versions: ...)" message, that was shown on resolution failures. ([#9139](https://github.com/pypa/pip/issues/9139) <https://github.com/pypa/pip/issues/9139>_)
    • Add support for editable installs for project with only setup.cfg files. ([#9547](https://github.com/pypa/pip/issues/9547) <https://github.com/pypa/pip/issues/9547>_)
    • Improve performance when picking the best file from indexes during pip install. ([#9748](https://github.com/pypa/pip/issues/9748) <https://github.com/pypa/pip/issues/9748>_)
    • Warn instead of erroring out when doing a PEP 517 build in presence of --build-option. Warn when doing a PEP 517 build in presence of --global-option. ([#9774](https://github.com/pypa/pip/issues/9774) <https://github.com/pypa/pip/issues/9774>_)

    Bug Fixes

    • Fixed --target to work with --editable installs. ([#4390](https://github.com/pypa/pip/issues/4390) <https://github.com/pypa/pip/issues/4390>_)
    • Add a warning, discouraging the usage of pip as root, outside a virtual environment. ([#6409](https://github.com/pypa/pip/issues/6409) <https://github.com/pypa/pip/issues/6409>_)
    • Ignore .dist-info directories if the stem is not a valid Python distribution name, so they don't show up in e.g. pip freeze. ([#7269](https://github.com/pypa/pip/issues/7269) <https://github.com/pypa/pip/issues/7269>_)
    • Only query the keyring for URLs that actually trigger error 401. This prevents an unnecessary keyring unlock prompt on every pip install invocation (even with default index URL which is not password protected). ([#8090](https://github.com/pypa/pip/issues/8090) <https://github.com/pypa/pip/issues/8090>_)
    • Prevent packages already-installed alongside with pip to be injected into an isolated build environment during build-time dependency population. ([#8214](https://github.com/pypa/pip/issues/8214) <https://github.com/pypa/pip/issues/8214>_)
    • Fix pip freeze permission denied error in order to display an understandable error message and offer solutions. ([#8418](https://github.com/pypa/pip/issues/8418) <https://github.com/pypa/pip/issues/8418>_)
    • Correctly uninstall script files (from setuptools' scripts argument), when installed with --user. ([#8733](https://github.com/pypa/pip/issues/8733) <https://github.com/pypa/pip/issues/8733>_)
    • New resolver: When a requirement is requested both via a direct URL (req @ URL) and via version specifier with extras (req[extra]), the resolver will now be able to use the URL to correctly resolve the requirement with extras. ([#8785](https://github.com/pypa/pip/issues/8785) <https://github.com/pypa/pip/issues/8785>_)
    • New resolver: Show relevant entries from user-supplied constraint files in the error message to improve debuggability. ([#9300](https://github.com/pypa/pip/issues/9300) <https://github.com/pypa/pip/issues/9300>_)
    • Avoid parsing version to make the version check more robust against lousily debundled downstream distributions. ([#9348](https://github.com/pypa/pip/issues/9348) <https://github.com/pypa/pip/issues/9348>_)
    • --user is no longer suggested incorrectly when pip fails with a permission error in a virtual environment. ([#9409](https://github.com/pypa/pip/issues/9409) <https://github.com/pypa/pip/issues/9409>_)
    • Fix incorrect reporting on Requires-Python conflicts. ([#9541](https://github.com/pypa/pip/issues/9541) <https://github.com/pypa/pip/issues/9541>_)

    ... (truncated)

    Commits
    • 2b2a268 Bump for release
    • ea761a6 Update AUTHORS.txt
    • 2edd3fd Postpone a deprecation to 21.2
    • 3cccfbf Rename mislabeled news fragment
    • 21cd124 Fix NEWS.rst placeholder position
    • e46bdda Merge pull request #9827 from pradyunsg/fix-git-improper-tag-handling
    • 0e4938d :newspaper:
    • ca832b2 Don't split git references on unicode separators
    • 1320bac Merge pull request #9814 from pradyunsg/revamp-ci-apr-2021-v2
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    0.38.4 (2022-11-09)

    • Fixed PKG-INFO conversion in bdist_wheel mangling UTF-8 header values in METADATA (PR by Anderson Bravalheri)

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    • The handling of license_files (including glob patterns and default values) is now delegated to setuptools>=57.0.0 (#466). The package dependencies were updated to reflect this change.
    • Fixed potential DoS attack via the WHEEL_INFO_RE regular expression
    • Fixed ValueError: ZIP does not support timestamps before 1980 when using SOURCE_DATE_EPOCH=0 or when on-disk timestamps are earlier than 1980-01-01. Such timestamps are now changed to the minimum value before packaging.

    0.37.1 (2021-12-22)

    • Fixed wheel pack duplicating the WHEEL contents when the build number has changed (#415)
    • Fixed parsing of file names containing commas in RECORD (PR by Hood Chatham)

    0.37.0 (2021-08-09)

    • Added official Python 3.10 support
    • Updated vendored packaging library to v20.9

    ... (truncated)

    Commits
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    • cf8f5ef Moved news item from PR #484 to its proper place
    • 9ec2016 Removed install dependency on setuptools (#483)
    • 747e1f6 Fixed PyPy SOABI parsing (#484)
    • 7627548 [pre-commit.ci] pre-commit autoupdate (#480)
    • 7b9e8e1 Test on Python 3.11 final
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Jaime Valero
Devops, Machine learning learner and sysadmin. I also cook omelettes.
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