Best-of Python

A ranked list of awesome Python open-source libraries & tools. Updated weekly.

This curated list contains 390 awesome open-source projects with a total of 1.5M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

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Data Serialization 16 projects
Data Containers & Dataframes 30 projects
Data Structures 15 projects
Data Validation 15 projects
Algorithms & Design Patterns 4 projects
Date & Time Utilities 9 projects
File & Path Utilities 10 projects
Compatiblity 7 projects
Cryptography 7 projects
Infrastructure & DevOps 19 projects
Process Utilities 4 projects
Asynchronous Programming 7 projects
Configuration 9 projects
CLI Development 18 projects
Development Tools 1 projects
Data Caching 6 projects
GUI Development 10 projects
Computer & Machine Vision 1 projects
Machine Learning & Data Engineering 1 projects
Text Data 12 projects
Web Development 1 projects
Database Clients 64 projects
Data Loading & Extraction 30 projects
Data Pipelines & Streaming 43 projects
File Formats 3 projects
Code Inspection 4 projects
General Utilities 15 projects
Python Implementations 6 projects
Others 21 projects

Explanation

Combined project-quality score
Star count from GitHub
New project (less than 6 months old)
Inactive project (6 months no activity)
Dead project (12 months no activity)
Project is trending up or down
Project was recently added
Warning (e.g. missing/risky license)
Contributors count from GitHub
Fork count from GitHub
Issue count from GitHub
Last update timestamp on package manager
Download count from package manager
Number of dependent projects
Pandas related project

Data Serialization

protobuf (50 58K) - Protocol Buffers - Googles data interchange format. BSD-3

GitHub ( 1.1K 15K 39M 330K 5.5K - 14% open 02.02.2023):
```
 git clone https://github.com/protocolbuffers/protobuf
```
PyPi ( 120M / month 15K 24.06.2022):
```
 pip install protobuf
```
Conda ( 12M 23.12.2022):
```
 conda install -c conda-forge protobuf
```
npm ( 5.7M / month 3.2K 10.10.2022):
```
 npm install google-protobuf
```

flatbuffers (42 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2

GitHub ( 620 3K 150K 4.3K 2.2K - 7% open 01.02.2023):
```
 git clone https://github.com/google/flatbuffers
```
PyPi ( 8.9M / month 230 10.05.2021):
```
 pip install flatbuffers
```

Conda ( 560K 10.12.2022):

 conda install -c conda-forge flatbuffers

npm ( 940K / month 250 21.01.2023):
```
 npm install flatbuffers
```

marshmallow (38 6.4K) - A lightweight library for converting complex objects to and from.. MIT

GitHub ( 200 620 66K 1.2K - 13% open 24.01.2023):

 git clone https://github.com/marshmallow-code/marshmallow

PyPi ( 21M / month 10K 11.11.2022):
```
 pip install marshmallow
```

Conda ( 1.5M 13.11.2022):

 conda install -c conda-forge marshmallow

simplejson (37 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT

GitHub ( 41 320 6K 97K 190 - 9% open 03.01.2023):
```
 git clone https://github.com/simplejson/simplejson
```
PyPi ( 17M / month 21K 16.11.2021):
```
 pip install simplejson
```

Conda ( 2.2M 03.01.2023):

 conda install -c conda-forge simplejson

dill (36 1.8K) - serialize all of python. BSD-3

GitHub ( 39 150 290K 79K 460 - 33% open 29.01.2023):
```
 git clone https://github.com/uqfoundation/dill
```
PyPi ( 22M / month 3.5K 20.05.2022):
```
 pip install dill
```
Conda ( 3.3M 24.10.2022):
```
 conda install -c conda-forge dill
```

orjson (35 4.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2

GitHub ( 18 150 27K 280 - 2% open 10.01.2023):
```
 git clone https://github.com/ijl/orjson
```
PyPi ( 7.6M / month 550 06.07.2022):
```
 pip install orjson
```
Conda ( 570K 12.01.2023):
```
 conda install -c conda-forge orjson
```

ultrajson (35 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3

GitHub ( 85 360 330 - 7% open 29.01.2023):

 git clone https://github.com/ultrajson/ultrajson

PyPi ( 8.1M / month 4.2K 02.07.2022):
```
 pip install ujson
```
Conda ( 2.9M 31.01.2023):
```
 conda install -c conda-forge ujson
```

cloudpickle (35 1.3K) - Extended pickling support for Python objects. BSD-3

GitHub ( 53 140 19 67K 240 - 33% open 19.01.2023):
```
 git clone https://github.com/cloudpipe/cloudpickle
```
PyPi ( 27M / month 2.6K 10.09.2021):
```
 pip install cloudpickle
```

Conda ( 11M 20.01.2023):

 conda install -c conda-forge cloudpickle

jsonpickle (35 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3

GitHub ( 69 150 280 - 20% open 29.12.2022):

 git clone https://github.com/jsonpickle/jsonpickle

PyPi ( 11M / month 2.3K 16.12.2022):
```
 pip install jsonpickle
```

Conda ( 1.2M 02.12.2022):

 conda install -c conda-forge jsonpickle

msgpack (33 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2

GitHub ( 74 220 900 260 - 3% open 18.01.2023):

 git clone https://github.com/msgpack/msgpack-python

PyPi ( 28M / month 2.1K 03.06.2022):
```
 pip install msgpack
```

Conda ( 10M 26.10.2022):

 conda install -c conda-forge msgpack-python

srsly (30 340) - Modern high-performance serialization utilities for Python (JSON,.. MIT

GitHub ( 13 28 25K 26 - 3% open 14.12.2022):
```
 git clone https://github.com/explosion/srsly
```
PyPi ( 3.6M / month 260 13.04.2022):
```
 pip install srsly
```
Conda ( 1.1M 28.10.2022):
```
 conda install -c conda-forge srsly
```

pysimdjson (25 560) - Python bindings for the simdjson project. MIT

GitHub ( 14 46 780 80 - 15% open 12.09.2022):
```
 git clone https://github.com/TkTech/pysimdjson
```
PyPi ( 240K / month 16 29.05.2022):
```
 pip install pysimdjson
```

Conda ( 52K 29.10.2022):

 conda install -c conda-forge pysimdjson

python-rapidjson (25 470) - Python wrapper around rapidjson. MIT

GitHub ( 19 42 3.2K 100 - 11% open 17.10.2022):

 git clone https://github.com/python-rapidjson/python-rapidjson

PyPi ( 890K / month 250 07.07.2022):
```
 pip install python-rapidjson
```

Conda ( 1.1M 28.10.2022):

 conda install -c conda-forge python-rapidjson

hickle (25 450) - a HDF5-based python pickle replacement. MIT

GitHub ( 23 70 450 110 - 7% open 31.08.2022):
```
 git clone https://github.com/telegraphic/hickle
```
PyPi ( 8.2K / month 85 17.12.2021):
```
 pip install hickle
```
Conda ( 21K 11.07.2019):
```
 conda install -c conda-forge hickle
```

rtoml (21 220) - A fast TOML library for python implemented in rust. MIT

GitHub ( 12 25 130 13 - 30% open 22.11.2022):
```
 git clone https://github.com/samuelcolvin/rtoml
```
PyPi ( 23K / month 17 11.05.2022):
```
 pip install rtoml
```

Show 1 hidden projects...

pyasn1 (31 220 ) - Generic ASN.1 library for Python. BSD-2

Data Containers & Dataframes

General-purpose data containers as well as utilities & extensions for pandas.

pandas (52 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3

GitHub ( 3.2K 16K 180K 960K 24K - 15% open 02.02.2023):
```
 git clone https://github.com/pandas-dev/pandas
```
PyPi ( 100M / month 62K 19.01.2023):
```
 pip install pandas
```
Conda ( 34M 19.01.2023):
```
 conda install -c conda-forge pandas
```

numpy (50 23K) - The fundamental package for scientific computing with Python. BSD-3

GitHub ( 1.6K 7.7K 650K 1.4M 11K - 18% open 01.02.2023):
```
 git clone https://github.com/numpy/numpy
```
PyPi ( 140M / month 120K 26.12.2022):
```
 pip install numpy
```
Conda ( 48M 30.01.2023):
```
 conda install -c conda-forge numpy
```

h5py (41 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3

GitHub ( 190 490 2.5K 200K 1.4K - 16% open 31.01.2023):
```
 git clone https://github.com/h5py/h5py
```
PyPi ( 13M / month 14K 24.05.2022):
```
 pip install h5py
```
Conda ( 10M 23.01.2023):
```
 conda install -c conda-forge h5py
```

xarray (38 2.8K) - N-D labeled arrays and datasets in Python. Apache-2

GitHub ( 410 870 14K 3.7K - 29% open 31.01.2023):
```
 git clone https://github.com/pydata/xarray
```
PyPi ( 1.9M / month 1.5K 09.06.2022):
```
 pip install xarray
```
Conda ( 7M 19.01.2023):
```
 conda install -c conda-forge xarray
```

polars (37 13K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT

GitHub ( 160 660 610 2.8K - 14% open 02.02.2023):
```
 git clone https://github.com/pola-rs/polars
```
PyPi ( 290K / month 39 26.11.2022):
```
 pip install polars
```

PyTables (37 1.2K) - A Python package to manage extremely large amounts of data. BSD-3

GitHub ( 110 230 170 43K 670 - 22% open 02.02.2023):
```
 git clone https://github.com/PyTables/PyTables
```
PyPi ( 830K / month 2.4K 28.12.2021):
```
 pip install tables
```
Conda ( 5.3M 27.10.2022):
```
 conda install -c conda-forge pytables
```

Modin (36 8.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2

GitHub ( 110 580 200K 840 3.3K - 25% open 01.02.2023):
```
 git clone https://github.com/modin-project/modin
```
PyPi ( 370K / month 26 25.06.2022):
```
 pip install modin
```

Conda ( 210K 29.01.2023):

 conda install -c conda-forge modin-core

TinyDB (34 5.6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT

GitHub ( 79 480 9.4K 290 - 3% open 14.01.2023):
```
 git clone https://github.com/msiemens/tinydb
```
PyPi ( 450K / month 810 19.02.2022):
```
 pip install tinydb
```
Conda ( 240K 14.01.2023):
```
 conda install -c conda-forge tinydb
```

Bottleneck (33 850) - Fast NumPy array functions written in C. BSD-2

GitHub ( 28 93 38K 230 - 17% open 19.01.2023):
```
 git clone https://github.com/pydata/bottleneck
```
PyPi ( 570K / month 1.6K 02.07.2022):
```
 pip install Bottleneck
```

Conda ( 3.1M 20.01.2023):

 conda install -c conda-forge bottleneck

Vaex (31 7.7K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT

GitHub ( 72 580 240 400 1.2K - 36% open 08.12.2022):
```
 git clone https://github.com/vaexio/vaex
```
PyPi ( 52K / month 17 03.06.2022):
```
 pip install vaex
```
Conda ( 150K 02.12.2022):
```
 conda install -c conda-forge vaex
```

Koalas (31 3.2K) - Koalas: pandas API on Apache Spark. Apache-2 spark

GitHub ( 51 340 1K 260 590 - 18% open 14.12.2022):
```
 git clone https://github.com/databricks/koalas
```
PyPi ( 1.7M / month 13 19.10.2021):
```
 pip install koalas
```
Conda ( 250K 20.10.2021):
```
 conda install -c conda-forge koalas
```

pandera (31 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT

GitHub ( 79 160 490 520 - 31% open 30.01.2023):
```
 git clone https://github.com/pandera-dev/pandera
```
PyPi ( 580K / month 30 02.11.2022):
```
 pip install pandera
```

Conda ( 18K 03.11.2022):

 conda install -c conda-forge pandera-core

numexpr (31 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT

GitHub ( 63 180 130 340 - 18% open 17.11.2022):
```
 git clone https://github.com/pydata/numexpr
```
PyPi ( 2.7M / month 3K 25.06.2022):
```
 pip install numexpr
```
Conda ( 5.7M 26.10.2022):
```
 conda install -c conda-forge numexpr
```

zarr (31 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

GitHub ( 81 210 590 - 41% open 26.01.2023):

 git clone https://github.com/zarr-developers/zarr-python

PyPi ( 120K / month 250 23.06.2022):
```
 pip install zarr
```
Conda ( 2M 09.10.2022):
```
 conda install -c conda-forge zarr
```

docarray (30 1.7K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2

GitHub ( 50 120 160 330 - 17% open 27.01.2023):
```
 git clone https://github.com/jina-ai/docarray
```
PyPi ( 110K / month 1 06.07.2022):
```
 pip install docarray
```
Conda ( 75K 08.09.2022):
```
 conda install -c conda-forge docarray
```

datasketch (29 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

GitHub ( 24 250 19 540 140 - 26% open 30.08.2022):
```
 git clone https://github.com/ekzhu/datasketch
```
PyPi ( 780K / month 57 04.02.2022):
```
 pip install datasketch
```

datatable (29 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0

GitHub ( 33 140 1.8K 1.5K - 10% open 21.01.2023):
```
 git clone https://github.com/h2oai/datatable
```
PyPi ( 84K / month 21 01.07.2021):
```
 pip install datatable
```

Conda ( 18K 23.12.2020):

 conda install -c conda-forge datatable

Pandarallel (28 2.8K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter

GitHub ( 24 170 180 - 37% open 15.01.2023):

 git clone https://github.com/nalepae/pandarallel

PyPi ( 390K / month 25 15.03.2022):
```
 pip install pandarallel
```

Conda ( 14K 16.01.2023):

 conda install -c conda-forge pandarallel

StaticFrame (27 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT

GitHub ( 21 29 12 530 - 6% open 01.02.2023):

 git clone https://github.com/InvestmentSystems/static-frame

PyPi ( 2.7K / month 2 01.07.2022):
```
 pip install static-frame
```

Conda ( 230K 01.02.2023):

 conda install -c conda-forge static-frame

swifter (26 2.2K) - A package which efficiently applies any function to a pandas.. MIT

GitHub ( 17 98 800 130 - 10% open 16.08.2022):

 git clone https://github.com/jmcarpenter2/swifter

PyPi ( 650K / month 30 07.07.2022):
```
 pip install swifter
```
Conda ( 180K 17.08.2022):
```
 conda install -c conda-forge swifter
```

Bounter (20 940 ) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT

GitHub ( 9 49 27 26 - 61% open 20.11.2022):

 git clone https://github.com/RaRe-Technologies/bounter

PyPi ( 1.4K / month 8 17.08.2020):
```
 pip install bounter
```

Pandas Summary (20 460) - A library for managing, validating, summarizing, and.. Apache-2

GitHub ( 10 40 13 - 46% open 02.02.2023):

 git clone https://github.com/polyaxon/datatile

PyPi ( 59K / month 57 25.11.2021):
```
 pip install pandas-summary
```

Show 8 hidden projects...

Blaze (31 3.1K ) - NumPy and Pandas interface to Big Data. BSD-3
Arctic (28 2.9K ) - Arctic is a high performance datastore for numeric data. LGPL-2.1
sklearn-pandas (28 2.7K ) - Pandas integration with sklearn. Zlib sklearn
pandasql (28 1.2K ) - sqldf for pandas. MIT
bcolz (26 940 ) - A columnar data container that can be compressed. BSD-3
pickleDB (22 750 ) - pickleDB is an open source key-value store using Pythons json module. BSD-3
fletcher (19 230 ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
PandaPy (11 530 ) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Data Structures

pyrsistent (35 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT

GitHub ( 69 140 220K 160 - 11% open 29.12.2022):
```
 git clone https://github.com/tobgu/pyrsistent
```
PyPi ( 50M / month 2.1K 14.01.2022):
```
 pip install pyrsistent
```

Conda ( 15M 02.01.2023):

 conda install -c conda-forge pyrsistent

python-sortedcontainers (33 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

GitHub ( 23 190 98K 170 - 11% open 06.11.2022):

 git clone https://github.com/grantjenks/python-sortedcontainers

PyPi ( 17M / month 2K 16.05.2021):
```
 pip install sortedcontainers
```

Conda ( 8.8M 17.05.2021):

 conda install -c conda-forge sortedcontainers

multidict (32 330) - The multidict implementation. Apache-2

GitHub ( 47 81 2.8K 130 - 10% open 01.02.2023):
```
 git clone https://github.com/aio-libs/multidict
```
PyPi ( 79M / month 3K 24.12.2022):
```
 pip install multidict
```

Conda ( 7.7M 29.12.2022):

 conda install -c conda-forge multidict

bidict (30 1.2K) - The bidirectional mapping library for Python. MPL-2.0

GitHub ( 13 52 11K 54 - 5% open 01.02.2023):
```
 git clone https://github.com/jab/bidict
```
PyPi ( 1.1M / month 440 02.01.2023):
```
 pip install bidict
```
Conda ( 190K 01.01.2023):
```
 conda install -c conda-forge bidict
```

glom (29 1.6K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3

GitHub ( 19 54 700 170 - 62% open 19.01.2023):
```
 git clone https://github.com/mahmoud/glom
```
PyPi ( 1.3M / month 87 24.01.2022):
```
 pip install glom
```
Conda ( 18K 19.01.2023):
```
 conda install -c conda-forge glom
```

sqlitedict (29 980) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2

GitHub ( 40 120 2.3K 100 - 32% open 03.12.2022):

 git clone https://github.com/RaRe-Technologies/sqlitedict

PyPi ( 200K / month 200 04.03.2022):
```
 pip install sqlitedict
```

Conda ( 57K 04.03.2022):

 conda install -c conda-forge sqlitedict

anytree (29 790) - Python tree data library. Apache-2

GitHub ( 23 110 13K 160 - 24% open 20.09.2022):
```
 git clone https://github.com/c0fec0de/anytree
```
PyPi ( 650K / month 200 15.01.2020):
```
 pip install anytree
```
Conda ( 24K 19.04.2020):
```
 conda install -c conda-forge anytree
```

janus (27 670) - Thread-safe asyncio-aware queue for Python. Apache-2

GitHub ( 23 41 37 - 13% open 01.02.2023):

 git clone https://github.com/aio-libs/janus

PyPi ( 350K / month 92 17.12.2021):
```
 pip install janus
```
Conda ( 12K 17.12.2021):
```
 conda install -c conda-forge janus
```

munch (27 650) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT

GitHub ( 27 75 44 - 27% open 08.11.2022):

 git clone https://github.com/Infinidat/munch

PyPi ( 3.6M / month 770 09.03.2020):
```
 pip install munch
```
Conda ( 2.9M 30.10.2019):
```
 conda install -c conda-forge munch
```

python-box (26 2.1K) - Python dictionaries with advanced dot notation access. MIT

GitHub ( 1 95 31 150 - 16% open 29.10.2022):
```
 git clone https://github.com/cdgriffith/Box
```
PyPi ( 1.4M / month 280 02.04.2022):
```
 pip install python-box
```

Conda ( 350K 01.11.2022):

 conda install -c conda-forge python-box

python-benedict (26 900) - dict subclass with keylist/keypath support, built-in I/O.. MIT

GitHub ( 5 41 80 - 10% open 01.02.2023):

 git clone https://github.com/fabiocaccamo/python-benedict

PyPi ( 1.1M / month 13 12.01.2023):
```
 pip install python-benedict
```

Conda ( 100K 13.01.2023):

 conda install -c conda-forge python-benedict

ordered-set (26 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT

GitHub ( 19 41 39 - 10% open 06.09.2022):

 git clone https://github.com/rspeer/ordered-set

PyPi ( 6M / month 280 26.01.2022):
```
 pip install ordered-set
```

Conda ( 260K 26.01.2022):

 conda install -c conda-forge ordered-set

immutables (25 1K) - A high-performance immutable mapping type for Python. Apache-2

GitHub ( 13 49 5.2K 42 - 21% open 18.11.2022):

 git clone https://github.com/MagicStack/immutables

PyPi ( 1.3M / month 100 22.05.2022):
```
 pip install immutables
```

Conda ( 880K 30.10.2022):

 conda install -c conda-forge immutables

Show 2 hidden projects...

addict (29 2.3K ) - The Python Dict thats better than heroin. MIT
cleverdict (14 94 ) - A JSON-friendly data structure which allows both object attributes.. MIT

Data Validation

pydantic (44 12K) - Data parsing and validation using Python type hints. MIT

GitHub ( 340 1.1K 130K 2.2K - 25% open 31.01.2023):
```
 git clone https://github.com/samuelcolvin/pydantic
```
PyPi ( 46M / month 3.9K 02.01.2023):
```
 pip install pydantic
```
Conda ( 3.8M 09.01.2023):
```
 conda install -c conda-forge pydantic
```

jsonschema (40 4K) - An implementation of the JSON Schema specification for Python. MIT

GitHub ( 100 550 300K 700 - 5% open 20.01.2023):
```
 git clone https://github.com/Julian/jsonschema
```
PyPi ( 64M / month 18K 29.11.2022):
```
 pip install jsonschema
```

Conda ( 17M 30.11.2022):

 conda install -c conda-forge jsonschema

voluptuous (32 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3

GitHub ( 89 200 6.4K 240 - 17% open 23.10.2022):
```
 git clone https://github.com/alecthomas/voluptuous
```
PyPi ( 2.3M / month 1.3K 07.04.2022):
```
 pip install voluptuous
```

Conda ( 250K 07.04.2022):

 conda install -c conda-forge voluptuous

param (31 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3

GitHub ( 33 57 5.3K 360 - 43% open 17.01.2023):
```
 git clone https://github.com/holoviz/param
```
PyPi ( 450K / month 130 20.06.2022):
```
 pip install param
```
Conda ( 970K 13.12.2022):
```
 conda install -c conda-forge param
```

validators (30 680 ) - Python Data Validation for Humans. MIT

GitHub ( 42 120 56K 120 - 69% open 06.06.2022):
```
 git clone https://github.com/kvesteri/validators
```
PyPi ( 4.3M / month 1.5K 05.06.2022):
```
 pip install validators
```

Conda ( 270K 18.12.2020):

 conda install -c conda-forge validators

strictyaml (27 1.2K) - Type-safe YAML parser and validator. MIT

GitHub ( 20 55 1.2K 150 - 54% open 22.10.2022):

 git clone https://github.com/crdoconnor/strictyaml

PyPi ( 350K / month 160 28.11.2021):
```
 pip install strictyaml
```

Conda ( 190K 08.10.2022):

 conda install -c conda-forge strictyaml

dirty-equals (20 610) - Doing dirty (but extremely useful) things with equals. MIT

GitHub ( 9 22 130 17 - 47% open 27.09.2022):

 git clone https://github.com/samuelcolvin/dirty-equals

PyPi ( 17K / month 7 18.04.2022):
```
 pip install dirty-equals
```

Conda ( 21K 02.02.2023):

 conda install -c conda-forge dirty-equals

valideer (20 260) - Lightweight data validation and adaptation Python library. MIT

GitHub ( 9 23 65 18 - 38% open 05.01.2023):
```
 git clone https://github.com/podio/valideer
```
PyPi ( 12K / month 17 20.12.2015):
```
 pip install valideer
```
Conda ( 20K 06.07.2018):
```
 conda install -c conda-forge valideer
```

typical (20 170 ) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

GitHub ( 8 9 98 - 16% open 01.02.2022):

 git clone https://github.com/seandstewart/typical

PyPi ( 82K / month 3 23.12.2021):
```
 pip install typical
```
Conda ( 22K 23.12.2021):
```
 conda install -c conda-forge typical
```

validr (19 210 ) - A simple, fast, extensible python library for data validation. MIT

GitHub ( 7 13 24 - 12% open 03.05.2022):

 git clone https://github.com/guyskk/validr

PyPi ( 16K / month 4 10.03.2021):
```
 pip install validr
```

Show 5 hidden projects...

cerberus (34 2.9K ) - Lightweight, extensible data validation library for Python. ISC
schema (32 2.7K ) - Schema validation just got Pythonic. MIT
schematics (30 2.6K ) - Python Data Structures for Humans. BSD-3
python-email-validator (27 710) - A robust email syntax and deliverability validation.. CC0-1.0
dataklasses (7 760 ) - A different spin on dataclasses. Unlicensed

Algorithms & Design Patterns

python-patterns ( 36K) - Collection of design patterns/idioms in Python.

transitions (31 4.7K) - A lightweight, object-oriented finite state machine implementation.. MIT

GitHub ( 75 510 2.8K 420 - 1% open 06.01.2023):

 git clone https://github.com/pytransitions/transitions

PyPi ( 380K / month 250 24.02.2022):
```
 pip install transitions
```

Conda ( 320K 02.09.2022):

 conda install -c conda-forge transitions

algorithms (29 22K) - Minimal examples of data structures and algorithms in Python. MIT

GitHub ( 190 4.4K 79 300 - 67% open 12.11.2022):
```
 git clone https://github.com/keon/algorithms
```
PyPi ( 20K / month 15 04.10.2020):
```
 pip install algorithms
```

Conda ( 1.3K 23.04.2021):

 conda install -c conda-forge algorithms

Show 1 hidden projects...

PyPattyrn (19 1.8K ) - A simple library for implementing common design patterns. MIT

Date & Time Utilities

python-dateutil (40 2K ) - Useful extensions to the standard Python datetime.. Apache-2

GitHub ( 130 420 35K 920K 700 - 45% open 03.12.2022):
```
 git clone https://github.com/dateutil/dateutil
```
PyPi ( 180M / month 14.07.2021):
```
 pip install python-dateutil
```

Conda ( 37M 14.07.2021):

 conda install -c conda-forge python-dateutil

arrow (37 8.2K) - Better dates & times for Python. Apache-2

GitHub ( 270 630 37K 480 - 18% open 15.11.2022):
```
 git clone https://github.com/arrow-py/arrow
```
PyPi ( 10M / month 4.6K 27.01.2022):
```
 pip install arrow
```
Conda ( 1.4M 05.09.2022):
```
 conda install -c conda-forge arrow
```

dateparser (37 2.2K) - python parser for human readable dates. BSD-3

GitHub ( 120 430 16K 650 - 44% open 02.02.2023):

 git clone https://github.com/scrapinghub/dateparser

PyPi ( 5.1M / month 1.1K 17.03.2022):
```
 pip install dateparser
```

Conda ( 110K 12.01.2023):

 conda install -c conda-forge dateparser

holidays (34 900 ) - Generate and work with holidays in Python. MIT

GitHub ( 210 370 170 330 - 11% open 30.01.2023):

 git clone https://github.com/dr-prodigy/python-holidays

PyPi ( 5.3M / month 390 05.06.2022):
```
 pip install holidays
```
Conda ( 2.6M 31.01.2023):
```
 conda install -c conda-forge holidays
```

pytz (34 240) - pytz Python historical timezone library and database. MIT

GitHub ( 19 69 1.3M 67 - 37% open 14.01.2023):
```
 git clone https://github.com/stub42/pytz
```
PyPi ( 120M / month 82K 14.01.2023):
```
 pip install pytz
```
Conda ( 33M 16.01.2023):
```
 conda install -c conda-forge pytz
```

pendulum (33 5.3K) - Python datetimes made easy. MIT

GitHub ( 87 310 63 15K 490 - 46% open 23.12.2022):
```
 git clone https://github.com/sdispater/pendulum
```
PyPi ( 10M / month 990 24.07.2020):
```
 pip install pendulum
```
Conda ( 650K 26.10.2022):
```
 conda install -c conda-forge pendulum
```

isodate (29 120 ) - ISO 8601 date/time parser. BSD-3

GitHub ( 24 46 32K 35 - 40% open 13.03.2022):
```
 git clone https://github.com/gweis/isodate
```
PyPi ( 60M / month 2.1K 13.12.2021):
```
 pip install isodate
```
Conda ( 3.9M 15.12.2021):
```
 conda install -c conda-forge isodate
```

tzlocal (28 160 ) - A Python module that tries to figure out what your local timezone is. MIT

GitHub ( 26 52 75 - 8% open 02.06.2022):

 git clone https://github.com/regebro/tzlocal

PyPi ( 25M / month 3.6K 02.04.2022):
```
 pip install tzlocal
```
Conda ( 1.8M 26.10.2022):
```
 conda install -c conda-forge tzlocal
```

Show 1 hidden projects...

parsedatetime (29 660 ) - Parse human-readable date/time strings. Apache-2

File & Path Utilities

watchdog (38 5.6K) - Python library and shell utilities to monitor filesystem events. Apache-2

GitHub ( 140 670 75K 600 - 27% open 29.01.2023):
```
 git clone https://github.com/gorakhargosh/watchdog
```
PyPi ( 11M / month 7.8K 10.06.2022):
```
 pip install watchdog
```
Conda ( 1.7M 01.01.2023):
```
 conda install -c conda-forge watchdog
```

filesystem_spec (38 540) - A specification that python filesystems should adhere to. BSD-3

GitHub ( 170 230 38K 520 - 35% open 01.02.2023):

 git clone https://github.com/fsspec/filesystem_spec

PyPi ( 73M / month 400 19.05.2022):
```
 pip install fsspec
```
Conda ( 9.9M 20.01.2023):
```
 conda install -c conda-forge fsspec
```

filelock (34 500) - A platform-independent file lock for Python. Unlicense

GitHub ( 30 78 190K 85 - 20% open 30.01.2023):
```
 git clone https://github.com/tox-dev/py-filelock
```
PyPi ( 54M / month 2.3K 28.12.2022):
```
 pip install filelock
```
Conda ( 11M 29.12.2022):
```
 conda install -c conda-forge filelock
```

aiofiles (32 2.2K) - File support for asyncio. Apache-2

GitHub ( 30 140 74K 100 - 44% open 21.12.2022):
```
 git clone https://github.com/Tinche/aiofiles
```
PyPi ( 6.3M / month 1.6K 04.09.2022):
```
 pip install aiofiles
```
Conda ( 310K 28.09.2022):
```
 conda install -c conda-forge aiofiles
```

appdirs (31 960) - A small Python module for determining appropriate platform-specific dirs,.. MIT

GitHub ( 34 91 200K 110 - 46% open 20.01.2023):
```
 git clone https://github.com/ActiveState/appdirs
```
PyPi ( 13M / month 15K 11.05.2020):
```
 pip install appdirs
```
Conda ( 7.6M 19.10.2020):
```
 conda install -c conda-forge appdirs
```

pyfilesystem2 (30 1.8K) - Pythons Filesystem abstraction layer. MIT

GitHub ( 47 170 360 - 26% open 18.10.2022):

 git clone https://github.com/pyfilesystem/pyfilesystem2

PyPi ( 760K / month 570 02.05.2022):
```
 pip install fs
```
Conda ( 550K 02.03.2022):
```
 conda install -c conda-forge fs
```

path (29 1K) - Object-oriented file system path manipulation. MIT

GitHub ( 48 140 130 - 1% open 02.01.2023):
```
 git clone https://github.com/jaraco/path
```
PyPi ( 780K / month 110 30.11.2022):
```
 pip install path
```
Conda ( 350K 26.12.2022):
```
 conda install -c conda-forge path
```

Show 3 hidden projects...

scandir (29 510 ) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3
zipp (29 34) - Backport of pathlib-compatible object wrapper for zip files. MIT
Unipath (22 510 ) - An object-oriented approach to Python file/directory operations. MIT

Compatiblity

future (38 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT

GitHub ( 110 280 250K 390 - 50% open 29.01.2023):

 git clone https://github.com/PythonCharmers/python-future

PyPi ( 34M / month 17K 31.10.2019):
```
 pip install future
```
Conda ( 10M 13.01.2023):
```
 conda install -c conda-forge future
```

six (36 920 ) - Python 2 and 3 compatibility library. MIT

GitHub ( 65 250 1.5M 290 - 37% open 26.07.2022):
```
 git clone https://github.com/benjaminp/six
```
PyPi ( 170M / month 130K 05.05.2021):
```
 pip install six
```
Conda ( 36M 05.05.2021):
```
 conda install -c conda-forge six
```

typing (32 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0

GitHub ( 90 220 690 - 15% open 29.01.2023):
```
 git clone https://github.com/python/typing
```
PyPi ( 9.7M / month 5.8K 01.05.2021):
```
 pip install typing
```
Conda ( 2M 01.05.2021):
```
 conda install -c conda-forge typing
```

futures (28 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0

GitHub ( 19 52 33K 73 - 8% open 31.10.2022):

 git clone https://github.com/agronholm/pythonfutures

PyPi ( 11M / month 8K 09.10.2021):
```
 pip install futures
```
Conda ( 1.2M 18.03.2020):
```
 conda install -c conda-forge futures
```

dataclasses (27 560 ) - A backport of the dataclasses module for Python 3.6. Apache-2

GitHub ( 12 51 44K 120 - 5% open 22.03.2022):

 git clone https://github.com/ericvsmith/dataclasses

PyPi ( 11M / month 2.1K 13.11.2020):
```
 pip install dataclasses
```

Conda ( 9.1M 14.08.2021):

 conda install -c conda-forge dataclasses

Show 2 hidden projects...

pathlib2 (26 72 ) - Backport of pathlib aiming to support the full stdlib Python API. MIT
contextlib2 (26 35 ) - contextlib2 is a backport of the standard librarys contextlib.. psfrag

Cryptography

cryptography (46 5.3K) - cryptography is a package designed to expose cryptographic.. Apache-2

GitHub ( 280 1.1K 380K 2.1K - 1% open 02.02.2023):
```
 git clone https://github.com/pyca/cryptography
```
PyPi ( 160M / month 20K 05.07.2022):
```
 pip install cryptography
```

Conda ( 32M 02.01.2023):

 conda install -c conda-forge cryptography

pycryptodomex (38 2.2K) - A self-contained cryptographic library for Python. BSD-3

GitHub ( 130 410 56K 530 - 11% open 28.01.2023):

 git clone https://github.com/Legrandin/pycryptodome

PyPi ( 28M / month 1.4K 22.06.2022):
```
 pip install pycryptodomex
```

Conda ( 1.1M 27.11.2022):

 conda install -c conda-forge pycryptodomex

tink (35 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2

GitHub ( 110 1.2K 1K 38 490 - 24% open 01.02.2023):
```
 git clone https://github.com/google/tink
```
PyPi ( 690K / month 3 10.08.2021):
```
 pip install tink
```
npm ( 200 / month 25.08.2020):
```
 npm install tink-crypto
```

bcrypt (33 960) - Modern(-ish) password hashing for your software and your servers. Apache-2

GitHub ( 31 130 110 - 5% open 01.02.2023):
```
 git clone https://github.com/pyca/bcrypt
```
PyPi ( 33M / month 7.9K 01.05.2022):
```
 pip install bcrypt
```
Conda ( 2.8M 27.10.2022):
```
 conda install -c conda-forge bcrypt
```

asn1crypto (33 280) - Python ASN.1 library with a focus on performance and a pythonic API. MIT

GitHub ( 38 130 97K 180 - 27% open 18.10.2022):
```
 git clone https://github.com/wbond/asn1crypto
```
PyPi ( 47M / month 7K 15.03.2022):
```
 pip install asn1crypto
```

Conda ( 7.8M 15.03.2022):

 conda install -c conda-forge asn1crypto

keyring (32 960) - Store and access your passwords safely. MIT

GitHub ( 110 140 470 - 10% open 16.01.2023):
```
 git clone https://github.com/jaraco/keyring
```
PyPi ( 24M / month 3.8K 18.12.2022):
```
 pip install keyring
```
Conda ( 2.7M 22.12.2022):
```
 conda install -c conda-forge keyring
```

rsa (32 420 ) - Python-RSA is a pure-Python RSA implementation. Apache-2

GitHub ( 39 96 230K 110 - 15% open 20.07.2022):

 git clone https://github.com/sybrenstuvel/python-rsa

PyPi ( 110M / month 6.9K 24.11.2021):
```
 pip install rsa
```
Conda ( 9.9M 20.07.2022):
```
 conda install -c conda-forge rsa
```

Infrastructure & DevOps

ansible (47 56K) - Ansible is a radically simple IT automation platform that makes your.. GPL-3.0

GitHub ( 6.7K 23K 26K 31K - 3% open 02.02.2023):
```
 git clone https://github.com/ansible/ansible
```
PyPi ( 4.6M / month 4.1K 28.06.2022):
```
 pip install ansible
```
Conda ( 810K 01.02.2023):
```
 conda install -c conda-forge ansible
```

awscli (44 13K) - Universal Command Line Interface for Amazon Web Services. Apache-2

GitHub ( 410 3.6K 1.2K 1 4.3K - 12% open 01.02.2023):
```
 git clone https://github.com/aws/aws-cli
```
PyPi ( 130M / month 3K 06.07.2022):
```
 pip install awscli
```
Conda ( 18M 02.02.2023):
```
 conda install -c conda-forge awscli
```

botocore (44 1.2K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2

GitHub ( 190 980 190K 1K - 14% open 01.02.2023):
```
 git clone https://github.com/boto/botocore
```
PyPi ( 260M / month 8.1K 06.07.2022):
```
 pip install botocore
```
Conda ( 19M 01.02.2023):
```
 conda install -c conda-forge botocore
```

docker-compose (43 28K) - Define and run multi-container applications with Docker. Apache-2

GitHub ( 470 4.7K 140M 11K 6.7K - 3% open 31.01.2023):
```
 git clone https://github.com/docker/compose
```
PyPi ( 1.7M / month 1.2K 10.05.2021):
```
 pip install docker-compose
```

Conda ( 290K 04.11.2022):

 conda install -c conda-forge docker-compose

paramiko (43 8.1K) - The leading native Python SSHv2 protocol library. LGPL-2.1

GitHub ( 180 1.9K 69K 1.7K - 57% open 27.01.2023):
```
 git clone https://github.com/paramiko/paramiko
```
PyPi ( 33M / month 13K 20.01.2023):
```
 pip install paramiko
```
Conda ( 2.6M 26.01.2023):
```
 conda install -c conda-forge paramiko
```

pulumi (41 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2

GitHub ( 220 840 150K 2.2K 5.7K - 28% open 01.02.2023):
```
 git clone https://github.com/pulumi/pulumi
```
PyPi ( 760K / month 120 07.07.2022):
```
 pip install pulumi
```
npm ( 1M / month 530 25.01.2023):
```
 npm install @pulumi/pulumi
```

docker (41 6.1K) - A Python library for the Docker Engine API. Apache-2

GitHub ( 430 1.6K 150 52K 1.6K - 25% open 27.01.2023):
```
 git clone https://github.com/docker/docker-py
```
PyPi ( 29M / month 3.5K 07.10.2021):
```
 pip install docker
```

Conda ( 3M 23.10.2022):

 conda install -c conda-forge docker-py

kubernetes (38 5.4K) - Official Python client library for kubernetes. Apache-2

GitHub ( 170 3K 1.2K - 9% open 31.01.2023):

 git clone https://github.com/kubernetes-client/python

PyPi ( 13M / month 1.2K 22.06.2022):
```
 pip install kubernetes
```

Conda ( 380K 20.10.2022):

 conda install -c conda-forge kubernetes

netmiko (36 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT

GitHub ( 210 1.1K 3K 1.9K - 12% open 01.02.2023):
```
 git clone https://github.com/ktbyers/netmiko
```
PyPi ( 190K / month 240 28.06.2022):
```
 pip install netmiko
```

fabric (34 14K) - Simple, Pythonic remote execution and deployment. BSD-2

GitHub ( 140 1.9K 1.7K - 25% open 20.01.2023):
```
 git clone https://github.com/fabric/fabric
```
PyPi ( 3M / month 9 20.01.2023):
```
 pip install fabric
```
Conda ( 59K 22.01.2023):
```
 conda install -c conda-forge fabric
```

schedule (34 11K ) - Python job scheduling for humans. MIT

GitHub ( 51 860 23K 400 - 33% open 23.04.2022):
```
 git clone https://github.com/dbader/schedule
```
PyPi ( 2.7M / month 1.3K 10.04.2021):
```
 pip install schedule
```
Conda ( 28K 10.04.2021):
```
 conda install -c conda-forge schedule
```

plumbum (32 2.5K) - Plumbum: Shell Combinators. MIT

GitHub ( 110 180 340 - 35% open 03.01.2023):

 git clone https://github.com/tomerfiliba/plumbum

PyPi ( 1.2M / month 440 23.12.2021):
```
 pip install plumbum
```
Conda ( 890K 04.01.2023):
```
 conda install -c conda-forge plumbum
```

sshtunnel (31 1.1K) - SSH tunnels to remote server. MIT

GitHub ( 24 160 4.1K 190 - 29% open 28.10.2022):
```
 git clone https://github.com/pahaz/sshtunnel
```
PyPi ( 5M / month 260 11.01.2021):
```
 pip install sshtunnel
```

Conda ( 100K 08.11.2021):

 conda install -c conda-forge sshtunnel

pyinfra (30 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT

GitHub ( 86 300 59 650 - 18% open 29.01.2023):
```
 git clone https://github.com/Fizzadar/pyinfra
```
PyPi ( 20K / month 11 30.06.2022):
```
 pip install pyinfra
```

pypyr (19 480) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2

GitHub ( 9 23 130 - 12% open 25.10.2022):
```
 git clone https://github.com/pypyr/pypyr
```
PyPi ( 2.4K / month 8 26.05.2022):
```
 pip install pypyr
```
Conda ( 6.8K 26.10.2022):
```
 conda install -c conda-forge pypyr
```

Show 4 hidden projects...

fabtools (25 1.3K ) - Tools for writing awesome Fabric files. BSD-2
parallel-ssh (25 1.1K) - Asynchronous parallel SSH client library. LGPL-2.1
storm (24 3.9K ) - Manage your SSH like a boss. MIT
wssh (17 1.3K ) - SSH to WebSockets Bridge. MIT

Process Utilities

supervisor (37 7.6K) - Supervisor process control system for Unix.. Repoze Public License

GitHub ( 170 1.2K 8.4K 1.1K - 12% open 27.12.2022):
```
 git clone https://github.com/Supervisor/supervisor
```
PyPi ( 1.6M / month 2K 30.12.2021):
```
 pip install supervisor
```

Conda ( 230K 29.12.2022):

 conda install -c conda-forge supervisor

pexpect (37 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC

GitHub ( 96 450 4.3K 240K 460 - 40% open 08.01.2023):
```
 git clone https://github.com/pexpect/pexpect
```
PyPi ( 29M / month 16K 15.12.2021):
```
 pip install pexpect
```
Conda ( 12M 01.11.2022):
```
 conda install -c conda-forge pexpect
```

sh (33 6.5K) - Python process launching. MIT

GitHub ( 86 480 11K 430 - 4% open 05.12.2022):
```
 git clone https://github.com/amoffat/sh
```
PyPi ( 3.7M / month 2.6K 15.05.2021):
```
 pip install sh
```
Conda ( 150K 28.11.2022):
```
 conda install -c conda-forge sh
```

Show 1 hidden projects...

ptyprocess (26 180 ) - Run a subprocess in a pseudo terminal. ISC

Asynchronous Programming

greenlet (38 1.4K) - Lightweight in-process concurrent programming. MIT

GitHub ( 63 220 210K 200 - 9% open 28.01.2023):

 git clone https://github.com/python-greenlet/greenlet

PyPi ( 53M / month 10K 24.03.2022):
```
 pip install greenlet
```
Conda ( 5.7M 28.01.2023):
```
 conda install -c conda-forge greenlet
```

uvloop (36 9.2K) - Ultra fast asyncio event loop. Apache-2

GitHub ( 56 520 360 63K 300 - 16% open 15.01.2023):
```
 git clone https://github.com/MagicStack/uvloop
```
PyPi ( 19M / month 1.7K 10.08.2021):
```
 pip install uvloop
```
Conda ( 540K 26.10.2022):
```
 conda install -c conda-forge uvloop
```

anyio (31 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT

GitHub ( 38 96 270 - 15% open 26.12.2022):

 git clone https://github.com/agronholm/anyio

PyPi ( 22M / month 200 13.05.2022):
```
 pip install anyio
```
Conda ( 4.8M 19.10.2022):
```
 conda install -c conda-forge anyio
```

asyncer (23 920) - Asyncer, async and await, focused on developer experience. MIT

GitHub ( 10 38 270 9 - 55% open 31.01.2023):
```
 git clone https://github.com/tiangolo/asyncer
```
PyPi ( 39K / month 9 04.01.2022):
```
 pip install asyncer
```
Conda ( 1.9K 05.11.2022):
```
 conda install -c conda-forge asyncer
```

aiomisc (23 300) - aiomisc - miscellaneous utils for asyncio. MIT

GitHub ( 14 19 240 17 - 41% open 01.02.2023):
```
 git clone https://github.com/aiokitchen/aiomisc
```
PyPi ( 13K / month 30 14.06.2022):
```
 pip install aiomisc
```

unsync (20 810 ) - Unsynchronize asyncio. MIT

GitHub ( 11 51 160 29 - 10% open 06.02.2022):

 git clone https://github.com/alex-sherman/unsync

PyPi ( 15K / month 16 21.10.2021):
```
 pip install unsync
```
Conda ( 8.5K 06.06.2022):
```
 conda install -c conda-forge unsync
```

Show 1 hidden projects...

stopit (20 97 ) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

Configuration

python-dotenv (38 5.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3

GitHub ( 87 350 370K 240 - 12% open 21.01.2023):

 git clone https://github.com/theskumar/python-dotenv

PyPi ( 24M / month 6.7K 24.03.2022):
```
 pip install python-dotenv
```

Conda ( 2.1M 21.01.2023):

 conda install -c conda-forge python-dotenv

traitlets (38 540) - A lightweight Traits like module. BSD-3

GitHub ( 110 190 83 280K 280 - 31% open 30.01.2023):
```
 git clone https://github.com/ipython/traitlets
```
PyPi ( 22M / month 15K 30.01.2023):
```
 pip install traitlets
```

Conda ( 18M 30.01.2023):

 conda install -c conda-forge traitlets

Dynaconf (34 2.9K) - Configuration Management for Python. MIT

GitHub ( 100 250 3.9K 400 - 25% open 31.01.2023):
```
 git clone https://github.com/rochacbruno/dynaconf
```
PyPi ( 4.1M / month 180 06.06.2022):
```
 pip install dynaconf
```
Conda ( 40K 22.09.2022):
```
 conda install -c conda-forge dynaconf
```

python-decouple (33 2.3K) - Strict separation of config from code. MIT

GitHub ( 33 170 10 88K 84 - 11% open 09.01.2023):

 git clone https://github.com/henriquebastos/python-decouple

PyPi ( 1.1M / month 3.2K 02.02.2022):
```
 pip install python-decouple
```

Conda ( 55K 09.01.2023):

 conda install -c conda-forge python-decouple

omegaconf (32 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3

GitHub ( 28 75 8.6K 490 - 14% open 20.12.2022):
```
 git clone https://github.com/omry/omegaconf
```
PyPi ( 2.6M / month 170 27.05.2022):
```
 pip install omegaconf
```

Conda ( 730K 09.12.2022):

 conda install -c conda-forge omegaconf

hydra (30 6.8K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub ( 110 540 12 1.2K - 15% open 31.01.2023):

 git clone https://github.com/facebookresearch/hydra

PyPi ( 24K / month 6 03.08.2016):
```
 pip install hydra
```

Conda ( 480K 21.12.2022):

 conda install -c conda-forge hydra-core

configobj (30 290) - Python 3+ compatible port of the configobj library. BSD-3

GitHub ( 9 68 11 24K 160 - 39% open 18.01.2023):
```
 git clone https://github.com/DiffSK/configobj
```
PyPi ( 2.9M / month 3.4K 26.08.2014):
```
 pip install configobj
```

Conda ( 550K 20.01.2023):

 conda install -c conda-forge configobj

gin-config (28 1.7K) - Gin provides a lightweight configuration framework for Python. Apache-2

GitHub ( 23 100 5.3K 83 - 49% open 05.12.2022):
```
 git clone https://github.com/google/gin-config
```
PyPi ( 320K / month 77 03.11.2021):
```
 pip install gin-config
```

Conda ( 15K 07.01.2022):

 conda install -c conda-forge gin-config

everett (24 140) - configuration library for python projects. MPL-2.0

GitHub ( 6 28 610 74 - 4% open 06.12.2022):
```
 git clone https://github.com/willkg/everett
```
PyPi ( 100K / month 45 13.01.2022):
```
 pip install everett
```
Conda ( 30K 27.10.2022):
```
 conda install -c conda-forge everett
```

CLI Development

click (44 13K) - Python composable command line interface toolkit. BSD-3

GitHub ( 340 1.3K 1.1M 1.5K - 8% open 01.02.2023):
```
 git clone https://github.com/pallets/click
```
PyPi ( 130M / month 70K 28.04.2022):
```
 pip install click
```
Conda ( 23M 26.10.2022):
```
 conda install -c conda-forge click
```

rich (42 42K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT

GitHub ( 210 1.5K 50K 1K - 9% open 28.01.2023):
```
 git clone https://github.com/Textualize/rich
```
PyPi ( 19M / month 2.3K 24.05.2022):
```
 pip install rich
```
Conda ( 2.9M 28.01.2023):
```
 conda install -c conda-forge rich
```

python-fire (39 24K) - Python Fire is a library for automatically generating command.. Apache-2

GitHub ( 57 1.4K 17K 300 - 43% open 01.02.2023):
```
 git clone https://github.com/google/python-fire
```
PyPi ( 5.7M / month 1.5K 22.01.2021):
```
 pip install fire
```
Conda ( 390K 22.01.2021):
```
 conda install -c conda-forge fire
```

python-prompt-toolkit (38 8.1K) - Library for building powerful interactive command.. BSD-3

GitHub ( 210 660 1.1K - 50% open 01.02.2023):

 git clone https://github.com/prompt-toolkit/python-prompt-toolkit

PyPi ( 22M / month 1.1K 27.06.2022):
```
 pip install prompt_toolkit
```

Conda ( 13M 07.12.2022):

 conda install -c conda-forge prompt-toolkit

Typer (36 10K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT

GitHub ( 32 410 360 - 57% open 31.01.2023):
```
 git clone https://github.com/tiangolo/typer
```
PyPi ( 8.8M / month 1.3K 06.07.2022):
```
 pip install typer
```
Conda ( 1M 07.11.2022):
```
 conda install -c conda-forge typer
```

colorama (36 3K) - Simple cross-platform colored terminal text in Python. BSD-3

GitHub ( 51 220 540K 240 - 42% open 04.11.2022):
```
 git clone https://github.com/tartley/colorama
```
PyPi ( 120M / month 20K 25.10.2022):
```
 pip install colorama
```
Conda ( 17M 25.10.2022):
```
 conda install -c conda-forge colorama
```

wcwidth (34 320) - Python library that measures the width of unicode strings rendered to a.. MIT

GitHub ( 14 49 360K 41 - 46% open 15.01.2023):
```
 git clone https://github.com/jquast/wcwidth
```
PyPi ( 30M / month 13K 23.06.2020):
```
 pip install wcwidth
```
Conda ( 15M 16.01.2023):
```
 conda install -c conda-forge wcwidth
```

argcomplete (33 1.2K) - Python and tab completion, better together. Apache-2

GitHub ( 61 100 190 23K 210 - 24% open 15.01.2023):
```
 git clone https://github.com/kislyuk/argcomplete
```
PyPi ( 17M / month 1.8K 03.01.2022):
```
 pip install argcomplete
```

Conda ( 890K 04.01.2022):

 conda install -c conda-forge argcomplete

cleo (32 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT

GitHub ( 31 73 4.6K 91 - 30% open 22.01.2023):
```
 git clone https://github.com/sdispater/cleo
```
PyPi ( 11M / month 210 03.06.2022):
```
 pip install cleo
```
Conda ( 380K 23.11.2022):
```
 conda install -c conda-forge cleo
```

asciimatics (29 3.2K) - A cross platform package to do curses-like operations, plus.. Apache-2

GitHub ( 41 240 760 290 - 8% open 17.01.2023):

 git clone https://github.com/peterbrittain/asciimatics

PyPi ( 60K / month 110 23.04.2022):
```
 pip install asciimatics
```

Conda ( 120K 10.11.2022):

 conda install -c conda-forge asciimatics

questionary (28 1K) - Python library to build pretty command line user prompts Easy to use.. MIT

GitHub ( 33 63 5.1K 110 - 30% open 15.08.2022):
```
 git clone https://github.com/tmbo/questionary
```
PyPi ( 910K / month 240 15.07.2021):
```
 pip install questionary
```

Conda ( 27K 14.03.2022):

 conda install -c conda-forge questionary

docopt-ng (19 110) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT

GitHub ( 47 13 24 - 58% open 09.09.2022):

 git clone https://github.com/jazzband/docopt-ng

PyPi ( 12K / month 24 31.05.2022):
```
 pip install docopt-ng
```

colout (17 1.1K) - Color text streams with a polished command line interface. GPL-3.0

GitHub ( 30 55 5 68 - 17% open 31.08.2022):
```
 git clone https://github.com/nojhan/colout
```
PyPi ( 760 / month 21.06.2020):
```
 pip install colout
```

Show 5 hidden projects...

docopt (36 7.7K ) - Pythonic command line arguments parser, that will make you smile. MIT
blessings (29 1.4K ) - A thin, practical wrapper around terminal capabilities in Python. MIT
ConfigArgParse (27 640 ) - A drop-in replacement for argparse that allows options to.. MIT
clint (24 83 ) - Python Command-line Application Tools. ISC
bashplotlib (21 1.7K ) - plotting in the terminal. MIT

Development Tools

best-of-python-dev ( 660) - A ranked list of awesome python developer tools and libraries. Updated..

Data Caching

cachetools (33 1.6K) - Extensible memoizing collections and decorators. MIT

GitHub ( 8 140 220 - 2% open 22.01.2023):

 git clone https://github.com/tkem/cachetools

PyPi ( 73M / month 3K 09.01.2023):
```
 pip install cachetools
```

Conda ( 7.4M 23.01.2023):

 conda install -c conda-forge cachetools

aiocache (30 780) - Asyncio cache manager for redis, memcached and memory. BSD-3

GitHub ( 39 120 1K 270 - 13% open 01.02.2023):
```
 git clone https://github.com/aio-libs/aiocache
```
PyPi ( 160K / month 100 31.07.2019):
```
 pip install aiocache
```

beaker (30 500) - WSGI middleware for sessions and caching. BSD-3

GitHub ( 87 140 4.1K 120 - 52% open 29.01.2023):
```
 git clone https://github.com/bbangert/beaker
```
PyPi ( 340K / month 1.4K 26.08.2019):
```
 pip install beaker
```
Conda ( 66K 11.12.2022):
```
 conda install -c conda-forge beaker
```

pylibmc (28 460) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3

GitHub ( 52 130 54 4.4K 190 - 10% open 26.08.2022):
```
 git clone https://github.com/lericson/pylibmc
```
PyPi ( 220K / month 2.4K 15.08.2019):
```
 pip install pylibmc
```
Conda ( 200K 30.10.2022):
```
 conda install -c conda-forge pylibmc
```

cachier (24 420) - Persistent, stale-free, local and cross-machine caching for Python.. MIT

GitHub ( 11 48 320 59 - 37% open 06.12.2022):
```
 git clone https://github.com/shaypal5/cachier
```
PyPi ( 10K / month 25 25.11.2021):
```
 pip install cachier
```

Show 1 hidden projects...

cached-property (30 660 ) - A decorator for caching properties in classes. BSD-3

GUI Development

best-of-web-python - Web UI ( 1.8K) - Collection of libraries to implement web-based UIs.

kivy (39 15K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT

GitHub ( 580 3K 29K 8.7K 4.8K - 20% open 30.01.2023):
```
 git clone https://github.com/kivy/kivy
```
PyPi ( 86K / month 580 06.03.2022):
```
 pip install kivy
```
Conda ( 280K 05.01.2023):
```
 conda install -c conda-forge kivy
```

PySimpleGUI (37 11K) - PySimpleGUI is a Python package that enables Python.. LGPL-3.0

GitHub ( 18 1.7K 7.1K 3.2K - 21% open 30.01.2023):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI
```
PyPi ( 180K / month 230 22.05.2022):
```
 pip install pysimplegui
```

Conda ( 91K 17.10.2022):

 conda install -c conda-forge pysimplegui

DearPyGui (32 9.6K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT

GitHub ( 55 500 720 1.2K - 19% open 31.01.2023):
```
 git clone https://github.com/hoffstadt/DearPyGui
```
PyPi ( 13K / month 17 06.05.2022):
```
 pip install dearpygui
```

Eel (32 5.4K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT

GitHub ( 40 550 4.7K 480 - 32% open 09.12.2022):
```
 git clone https://github.com/ChrisKnott/Eel
```
PyPi ( 87K / month 67 17.08.2020):
```
 pip install eel
```

toga (31 3.4K) - A Python native, OS native GUI toolkit. BSD-3

GitHub ( 220 570 1K 620 - 19% open 02.02.2023):
```
 git clone https://github.com/beeware/toga
```
PyPi ( 1.4K / month 33 06.07.2022):
```
 pip install toga
```
npm ( 28 / month 2 23.04.2017):
```
 npm install @pybee/toga
```

Gooey (29 17K ) - Turn (almost) any Python command line program into a full GUI.. MIT

GitHub ( 100 910 380 660 580 - 22% open 08.05.2022):
```
 git clone https://github.com/chriskiehl/Gooey
```
PyPi ( 4.5K / month 74 29.01.2022):
```
 pip install gooey
```
Conda ( 60K 29.12.2021):
```
 conda install -c conda-forge gooey
```

flexx (26 3.1K ) - Write desktop and web apps in pure Python. BSD-2

GitHub ( 37 260 120 440 - 19% open 22.07.2022):
```
 git clone https://github.com/flexxui/flexx
```
PyPi ( 470 / month 21 12.04.2022):
```
 pip install flexx
```
Conda ( 95K 12.04.2022):
```
 conda install -c conda-forge flexx
```

Show 2 hidden projects...

Phoenix (27 1.9K) - wxPythons Project Phoenix. A new implementation of wxPython,.. wxWindows
enaml (27 1.5K) - Declarative User Interfaces for Python. Unlicensed

Computer & Machine Vision

best-of-ml-python - Computer Vision ( 13K) - Collection of computer vision and image processing..

Machine Learning & Data Engineering

best-of-ml-python ( 13K) - A ranked list of awesome machine learning Python libraries. Updated..

Text Data

best-of-ml-python - NLP ( 13K) - Collection of text processing and NLP libraries.

phonenumbers (35 3.2K) - Python port of Googles libphonenumber. Apache-2

GitHub ( 27 400 160 - 3% open 29.01.2023):

 git clone https://github.com/daviddrysdale/python-phonenumbers

PyPi ( 4.7M / month 1.4K 01.07.2022):
```
 pip install phonenumbers
```

Conda ( 690K 29.01.2023):

 conda install -c conda-forge phonenumbers

chardet (34 1.8K) - Python character encoding detector. LGPL-2.1

GitHub ( 48 240 140 - 40% open 02.12.2022):

 git clone https://github.com/chardet/chardet

PyPi ( 61M / month 39K 25.06.2022):
```
 pip install chardet
```
Conda ( 19M 02.12.2022):
```
 conda install -c conda-forge chardet
```
npm ( 11 / month 1 20.08.2017):
```
 npm install @pypi/chardet
```

emoji (33 1.6K) - emoji terminal output for Python. BSD-3

GitHub ( 59 250 49K 150 - 9% open 12.12.2022):
```
 git clone https://github.com/carpedm20/emoji
```
PyPi ( 2M / month 1.3K 08.03.2022):
```
 pip install emoji
```
Conda ( 40K 02.11.2022):
```
 conda install -c conda-forge emoji
```

humanize (32 1.6K ) - python humanize functions. MIT

GitHub ( 64 160 13.06.2022):

 git clone https://github.com/jmoiron/humanize

PyPi ( 4.3M / month 1.9K 29.01.2023):
```
 pip install humanize
```
Conda ( 330K 31.01.2023):
```
 conda install -c conda-forge humanize
```

python-slugify (32 1.3K) - Returns unicode slugs. MIT

GitHub ( 32 94 63 - 1% open 27.01.2023):

 git clone https://github.com/un33k/python-slugify

PyPi ( 12M / month 2.7K 27.04.2022):
```
 pip install python-slugify
```

Conda ( 1.3M 30.01.2023):

 conda install -c conda-forge python-slugify

inflect (31 770) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT

GitHub ( 47 85 95 - 20% open 19.01.2023):

 git clone https://github.com/jaraco/inflect

PyPi ( 4M / month 920 20.10.2022):
```
 pip install inflect
```
Conda ( 290K 21.10.2022):
```
 conda install -c conda-forge inflect
```

pyahocorasick (29 770) - Python module (C extension and plain python) implementing Aho-.. BSD-3

GitHub ( 29 120 1.4K 130 - 17% open 14.01.2023):

 git clone https://github.com/WojciechMula/pyahocorasick

PyPi ( 570K / month 97 04.05.2022):
```
 pip install pyahocorasick
```

Conda ( 170K 16.01.2023):

 conda install -c conda-forge pyahocorasick

coolname (24 110) - Random Name and Slug Generator. BSD-2

GitHub ( 3 11 820 9 - 22% open 09.01.2023):

 git clone https://github.com/alexanderlukanin13/coolname

PyPi ( 240K / month 45 02.08.2018):
```
 pip install coolname
```
Conda ( 40K 09.01.2023):
```
 conda install -c conda-forge coolname
```

price-parser (20 260 ) - Extract price amount and currency symbol from a raw text.. BSD-3

GitHub ( 13 42 200 28 - 67% open 22.11.2022):

 git clone https://github.com/scrapinghub/price-parser

PyPi ( 83K / month 2 25.11.2020):
```
 pip install price-parser
```

Show 2 hidden projects...

awesome-slugify (21 470 ) - Python flexible slugify function. GPL-3.0
millify (15 74 ) - Convert long numbers into a human-readable format in Python. MIT

Web Development

best-of-web-python ( 1.8K) - A ranked list of awesome python libraries for web development. Updated..

Database Clients

Libraries for connecting to, operating, and querying databases.

redis (44 11K) - Redis Python Client. MIT

GitHub ( 370 2.3K 1.4K - 11% open 29.01.2023):
```
 git clone https://github.com/redis/redis-py
```
PyPi ( 26M / month 27K 27.06.2022):
```
 pip install redis
```
Conda ( 880K 12.01.2023):
```
 conda install -c conda-forge redis-py
```

boto3 (44 7.9K) - AWS SDK for Python. Apache-2

GitHub ( 140 1.7K 250K 2.9K - 5% open 01.02.2023):
```
 git clone https://github.com/boto/boto3
```
PyPi ( 530M / month 16K 09.12.2022):
```
 pip install boto3
```
Conda ( 14M 02.02.2023):
```
 conda install -c conda-forge boto3
```

SQLAlchemy (44 6.7K ) - The Database Toolkit for Python. MIT

GitHub ( 590 1K 40K 500K 7.1K - 2% open 01.02.2023):
```
 git clone https://github.com/sqlalchemy/sqlalchemy
```
PyPi ( 60M / month 46K 26.01.2023):
```
 pip install SQLAlchemy
```

Conda ( 11M 01.02.2023):

 conda install -c conda-forge sqlalchemy

azure-storage-blob (42 3.5K) - This repository is for active development of the Azure SDK.. MIT

GitHub ( 530 2.2K 2.1K 7.8K - 11% open 02.02.2023):

 git clone https://github.com/Azure/azure-sdk-for-python

PyPi ( 36M / month 540 15.06.2022):
```
 pip install azure-storage-blob
```

Conda ( 870K 19.10.2022):

 conda install -c conda-forge azure-storage-blob

peewee (41 9.7K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

GitHub ( 150 1.4K 19K 01.02.2023):

 git clone https://github.com/coleifer/peewee

PyPi ( 1.5M / month 3.6K 17.06.2022):
```
 pip install peewee
```
Conda ( 470K 11.11.2022):
```
 conda install -c conda-forge peewee
```

google-cloud-storage (41 4.1K) - Google Cloud Client Library for Python. Apache-2

GitHub ( 330 1.4K 3.4K - 0% open 01.02.2023):

 git clone https://github.com/googleapis/google-cloud-python

PyPi ( 47M / month 1.7K 08.06.2022):
```
 pip install google-cloud-storage
```

Conda ( 3M 07.12.2022):

 conda install -c conda-forge google-cloud-storage

elasticsearch (40 3.8K) - Official Elasticsearch client library for Python. Apache-2

GitHub ( 190 1.1K 2.6K 33K 1K - 3% open 27.01.2023):
```
 git clone https://github.com/elastic/elasticsearch-py
```
PyPi ( 18M / month 6K 30.06.2022):
```
 pip install elasticsearch
```

Conda ( 760K 28.01.2023):

 conda install -c conda-forge elasticsearch

MongoEngine (39 3.9K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub ( 380 1.2K 19K 1.7K - 22% open 28.01.2023):
```
 git clone https://github.com/MongoEngine/mongoengine
```
PyPi ( 930K / month 3.6K 21.03.2022):
```
 pip install mongoengine
```

Conda ( 190K 21.01.2023):

 conda install -c conda-forge mongoengine

PyMySQL (38 7.2K) - Pure Python MySQL Client. MIT

GitHub ( 120 1.4K 150K 630 - 5% open 19.01.2023):
```
 git clone https://github.com/PyMySQL/PyMySQL
```
PyPi ( 36M / month 10K 09.01.2021):
```
 pip install PyMySQL
```
Conda ( 990K 09.01.2021):
```
 conda install -c conda-forge pymysql
```

pymongo (38 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2

GitHub ( 200 1.1K 31.01.2023):

 git clone https://github.com/mongodb/mongo-python-driver

PyPi ( 20M / month 20K 13.04.2022):
```
 pip install pymongo
```
Conda ( 940K 18.11.2022):
```
 conda install -c conda-forge pymongo
```

alembic (38 1.7K) - A database migrations tool for SQLAlchemy. MIT

GitHub ( 160 170 140K 920 - 10% open 25.01.2023):
```
 git clone https://github.com/sqlalchemy/alembic
```
PyPi ( 20M / month 11K 14.01.2023):
```
 pip install alembic
```
Conda ( 3M 24.12.2022):
```
 conda install -c conda-forge alembic
```

kafka-python (37 5.1K ) - Python client for Apache Kafka. Apache-2

GitHub ( 210 1.3K 1.8K 13K 1.4K - 18% open 27.03.2022):
```
 git clone https://github.com/dpkp/kafka-python
```
PyPi ( 7.5M / month 1.3K 30.09.2020):
```
 pip install kafka-python
```

Conda ( 370K 30.09.2020):

 conda install -c conda-forge kafka-python

python-bigquery (37 560) - Google BigQuery API client library. Apache-2

GitHub ( 120 220 16K 530 - 18% open 02.02.2023):

 git clone https://github.com/googleapis/python-bigquery

PyPi ( 48M / month 1K 09.06.2022):
```
 pip install google-cloud-bigquery
```

Conda ( 2.4M 02.02.2023):

 conda install -c conda-forge google-cloud-bigquery

confluent-kafka-python (36 3.1K) - Confluents Kafka Python Client. Apache-2

GitHub ( 100 810 4.8K 1.1K - 22% open 02.02.2023):

 git clone https://github.com/confluentinc/confluent-kafka-python

PyPi ( 9.3M / month 370 16.06.2022):
```
 pip install confluent-kafka
```

Conda ( 620K 28.10.2022):

 conda install -c conda-forge python-confluent-kafka

SQLAlchemy-Utils (36 1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3

GitHub ( 110 300 19K 410 - 44% open 17.01.2023):

 git clone https://github.com/kvesteri/sqlalchemy-utils

PyPi ( 4.4M / month 2K 29.12.2021):
```
 pip install sqlalchemy-utils
```

Conda ( 430K 23.12.2022):

 conda install -c conda-forge sqlalchemy-utils

AWS Data Wrangler (35 3.3K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2

GitHub ( 120 570 170K 760 840 - 4% open 01.02.2023):
```
 git clone https://github.com/awslabs/aws-data-wrangler
```
PyPi ( 19M / month 34 28.06.2022):
```
 pip install awswrangler
```

Conda ( 300K 12.01.2023):

 conda install -c conda-forge awswrangler

Ibis (35 2.4K) - Expressive analytics in Python at any scale. Apache-2

GitHub ( 120 380 52 400 2K - 4% open 02.02.2023):
```
 git clone https://github.com/ibis-project/ibis
```
PyPi ( 110K / month 40 28.04.2022):
```
 pip install ibis-framework
```

Conda ( 260K 27.01.2023):

 conda install -c conda-forge ibis-framework

libcloud (35 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2

GitHub ( 460 890 2.7K 180 - 38% open 30.01.2023):
```
 git clone https://github.com/apache/libcloud
```
PyPi ( 170K / month 850 26.05.2022):
```
 pip install apache-libcloud
```

s3fs (35 630) - S3 Filesystem. BSD-3

GitHub ( 110 220 11K 360 - 27% open 01.02.2023):
```
 git clone https://github.com/fsspec/s3fs
```
PyPi ( 67M / month 510 19.05.2022):
```
 pip install s3fs
```
Conda ( 5.1M 20.01.2023):
```
 conda install -c conda-forge s3fs
```

tortoise-orm (34 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2

GitHub ( 120 290 9 3.9K 880 - 47% open 13.01.2023):
```
 git clone https://github.com/tortoise/tortoise-orm
```
PyPi ( 85K / month 54 20.05.2022):
```
 pip install tortoise-orm
```

Conda ( 9.8K 11.07.2022):

 conda install -c conda-forge tortoise-orm

Elasticsearch DSL (33 3.6K) - High level Python client for Elasticsearch. Apache-2

GitHub ( 130 760 160 7.1K 1.3K - 10% open 27.10.2022):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py
```
PyPi ( 2.9M / month 950 15.07.2021):
```
 pip install elasticsearch-dsl
```

Conda ( 6.6K 02.05.2022):

 conda install -c anaconda elasticsearch-dsl

Prometheus Client (33 3.2K) - Prometheus instrumentation library for Python.. Apache-2

GitHub ( 130 710 460 - 16% open 23.01.2023):

 git clone https://github.com/prometheus/client_python

PyPi ( 18M / month 540 08.04.2022):
```
 pip install prometheus_client
```

Conda ( 9.1M 24.01.2023):

 conda install -c conda-forge prometheus_client

PynamoDB (33 2.1K) - A pythonic interface to Amazons DynamoDB. MIT

GitHub ( 100 410 1.2K 600 - 43% open 29.01.2023):
```
 git clone https://github.com/pynamodb/PynamoDB
```
PyPi ( 1.3M / month 150 09.02.2022):
```
 pip install pynamodb
```
Conda ( 240K 31.01.2023):
```
 conda install -c conda-forge pynamodb
```

Motor (33 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2

GitHub ( 41 190 47K 11.01.2023):

 git clone https://github.com/mongodb/motor

PyPi ( 1.2M / month 1.1K 28.04.2022):
```
 pip install motor
```
Conda ( 53K 25.10.2022):
```
 conda install -c conda-forge motor
```

pygsheets (33 1.4K) - Google Sheets Python API v4. MIT

GitHub ( 85 200 1.5K 380 - 12% open 31.01.2023):

 git clone https://github.com/nithinmurali/pygsheets

PyPi ( 1.3M / month 82 05.02.2021):
```
 pip install pygsheets
```

pandas-gbq (33 350) - Google BigQuery connector for pandas. BSD-3

GitHub ( 40 110 270 5.4K 290 - 19% open 30.01.2023):

 git clone https://github.com/googleapis/python-bigquery-pandas

PyPi ( 6.6M / month 290 09.06.2022):
```
 pip install pandas-gbq
```

Conda ( 1.6M 20.01.2023):

 conda install -c conda-forge pandas-gbq

sqlmodel (32 9.3K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic

GitHub ( 54 400 2.8K 360 - 59% open 31.01.2023):
```
 git clone https://github.com/tiangolo/sqlmodel
```
PyPi ( 310K / month 48 30.08.2022):
```
 pip install sqlmodel
```
Conda ( 7.9K 30.08.2022):
```
 conda install -c conda-forge sqlmodel
```

Databases (32 3.3K) - Async database support for Python. BSD-3

GitHub ( 52 220 16K 300 - 40% open 16.01.2023):
```
 git clone https://github.com/encode/databases
```
PyPi ( 300K / month 100 30.05.2022):
```
 pip install databases
```

Conda ( 170K 02.11.2022):

 conda install -c conda-forge databases

mysqlclient (32 2.2K) - MySQL database connector for Python (with Python 3 support). GPL-2.0

GitHub ( 73 380 5.2K 310 - 7% open 17.01.2023):
```
 git clone https://github.com/PyMySQL/mysqlclient
```
PyPi ( 4.5M / month 7.1K 22.06.2022):
```
 pip install mysqlclient
```

Conda ( 220K 28.10.2022):

 conda install -c conda-forge mysqlclient

PyPika (32 1.9K ) - PyPika is a python SQL query builder that exposes the full.. Apache-2

GitHub ( 90 230 11K 370 - 34% open 15.03.2022):
```
 git clone https://github.com/kayak/pypika
```
PyPi ( 2.1M / month 64 15.03.2022):
```
 pip install pypika
```
Conda ( 1.5K 25.10.2021):
```
 conda install -c conda-forge pypika
```

Cassandra Driver (32 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2

GitHub ( 190 500 4.6K 24.01.2023):

 git clone https://github.com/datastax/python-driver

PyPi ( 1.3M / month 680 18.03.2021):
```
 pip install cassandra-driver
```

Conda ( 140K 07.11.2022):

 conda install -c conda-forge cassandra-driver

neo4j-driver (32 770) - Neo4j Bolt driver for Python. Apache-2

GitHub ( 41 170 3.1K 220 - 3% open 01.02.2023):

 git clone https://github.com/neo4j/neo4j-python-driver

PyPi ( 210K / month 230 07.07.2022):
```
 pip install neo4j-driver
```

Conda ( 160K 28.01.2023):

 conda install -c conda-forge neo4j-python-driver

minio (32 600) - MinIO Client SDK for Python. Apache-2

GitHub ( 110 260 3.7K 500 - 2% open 09.01.2023):
```
 git clone https://github.com/minio/minio-py
```
PyPi ( 1.2M / month 340 11.06.2022):
```
 pip install minio
```
Conda ( 110K 07.01.2023):
```
 conda install -c conda-forge minio
```

s3transfer (32 160) - Amazon S3 Transfer Manager for Python. Apache-2

GitHub ( 34 110 160K 74 - 56% open 27.12.2022):
```
 git clone https://github.com/boto/s3transfer
```
PyPi ( 200M / month 4.2K 31.05.2022):
```
 pip install s3transfer
```

Conda ( 14M 31.05.2022):

 conda install -c conda-forge s3transfer

dataset (30 4.3K ) - Easy-to-use data handling for SQL data stores with support for.. MIT

GitHub ( 76 280 2.7K 280 - 8% open 30.01.2023):
```
 git clone https://github.com/pudo/dataset
```
PyPi ( 50K / month 570 16.12.2021):
```
 pip install dataset
```
Conda ( 4.4K 01.02.2023):
```
 conda install -c conda-forge dataset
```

Pony (30 3.1K) - Pony Object Relational Mapper. Apache-2

GitHub ( 24 220 45 2.9K 600 - 46% open 15.12.2022):
```
 git clone https://github.com/ponyorm/pony
```
PyPi ( 66K / month 350 27.01.2022):
```
 pip install pony
```
Conda ( 83K 28.01.2022):
```
 conda install -c conda-forge pony
```

influxdb (30 1.6K) - Python client for InfluxDB. MIT

GitHub ( 140 500 6.5K 520 - 27% open 15.11.2022):

 git clone https://github.com/influxdata/influxdb-python

PyPi ( 1.5M / month 1.2K 11.11.2020):
```
 pip install influxdb
```
Conda ( 110K 12.11.2020):
```
 conda install -c conda-forge influxdb
```

redis-py-cluster (30 1.1K ) - Python cluster client for the official redis cluster... MIT

GitHub ( 72 300 3.5K 1.3K 290 - 9% open 12.03.2022):
```
 git clone https://github.com/grokzen/redis-py-cluster
```
PyPi ( 2.2M / month 200 30.05.2021):
```
 pip install redis-py-cluster
```

cx-Oracle (30 840 ) - Python interface to Oracle Database now superseded by python-.. BSD-3

GitHub ( 17 340 6.9K 630 - 6% open 08.06.2022):

 git clone https://github.com/oracle/python-cx_Oracle

PyPi ( 2.5M / month 280 04.11.2021):
```
 pip install cx-Oracle
```

Conda ( 360K 29.10.2022):

 conda install -c conda-forge cx_oracle

pysolr (29 630 ) - Pysolr Python Solr client. BSD-3

GitHub ( 65 330 2.9K 160 - 23% open 12.04.2022):

 git clone https://github.com/django-haystack/pysolr

PyPi ( 230K / month 1.3K 01.06.2022):
```
 pip install pysolr
```
Conda ( 20K 28.04.2020):
```
 conda install -c conda-forge pysolr
```

gino (28 2.5K ) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3

GitHub ( 46 150 1.4K 320 - 18% open 12.02.2022):
```
 git clone https://github.com/python-gino/gino
```
PyPi ( 20K / month 44 12.02.2022):
```
 pip install gino
```

piccolos (28 970) - A fast, user friendly ORM and query builder which supports asyncio. MIT

GitHub ( 38 66 140 280 - 29% open 31.01.2023):
```
 git clone https://github.com/piccolo-orm/piccolo
```
PyPi ( 9.9K / month 8 06.07.2022):
```
 pip install piccolo
```

HappyBase (27 600 ) - A developer-friendly Python library to interact with Apache HBase. MIT

GitHub ( 19 160 720 220 - 14% open 12.07.2022):

 git clone https://github.com/python-happybase/happybase

PyPi ( 170K / month 230 14.05.2019):
```
 pip install happybase
```

Conda ( 120K 01.07.2019):

 conda install -c conda-forge happybase

cloudant (27 170 ) - A Python library for Cloudant and CouchDB. Apache-2

GitHub ( 32 52 2K 250 - 0% open 10.03.2022):

 git clone https://github.com/cloudant/python-cloudant

PyPi ( 99K / month 290 26.08.2021):
```
 pip install cloudant
```
Conda ( 100K 26.08.2021):
```
 conda install -c conda-forge cloudant
```

prisma (25 970) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2

GitHub ( 20 43 130 290 - 48% open 02.02.2023):

 git clone https://github.com/RobertCraigie/prisma-client-py

PyPi ( 9.1K / month 1 21.05.2022):
```
 pip install prisma
```

umongo (25 430) - sync/async MongoDB ODM, yes. MIT

GitHub ( 15 64 10K 200 - 21% open 21.09.2022):
```
 git clone https://github.com/Scille/umongo
```
PyPi ( 40K / month 14 23.12.2021):
```
 pip install umongo
```
Conda ( 3.1K 23.12.2021):
```
 conda install -c conda-forge umongo
```

filedepot (23 140) - Toolkit for storing files and attachments in web applications. MIT

GitHub ( 19 39 700 47 - 23% open 04.01.2023):
```
 git clone https://github.com/amol-/depot
```
PyPi ( 7.9K / month 49 27.07.2020):
```
 pip install filedepot
```

ODMantic (22 750) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC

GitHub ( 17 72 140 - 42% open 03.01.2023):

 git clone https://github.com/art049/odmantic

PyPi ( 21K / month 1 01.06.2022):
```
 pip install odmantic
```

PugSQL (20 590 ) - A HugSQL-inspired database library for Python. Apache-2

GitHub ( 12 20 47 37 - 45% open 27.05.2022):
```
 git clone https://github.com/mcfunley/pugsql
```
PyPi ( 26K / month 1 13.03.2022):
```
 pip install pugsql
```

psycopg3 (18 920) - New generation PostgreSQL database adapter for the Python.. LGPL-3.0

GitHub ( 33 83 270 - 12% open 01.02.2023):

 git clone https://github.com/psycopg/psycopg

aioprometheus (18 130 ) - A Prometheus Python client library for asyncio-based.. MIT

GitHub ( 12 16 120 23 - 21% open 24.05.2022):

 git clone https://github.com/claws/aioprometheus

PyPi ( 110K / month 12 24.05.2022):
```
 pip install aioprometheus
```

Show 13 hidden projects...

psycopg2 (37 2.9K) - PostgreSQL database adapter for the Python.. BSD-3-Clause-Attribution
pyodbc (33 2.6K) - Python ODBC bridge. MIT-0
google-cloud-bigtable (31 43) - Google Cloud Bigtable API client library. Apache-2
Records (29 6.9K ) - SQL for Humans. ISC
py2neo (29 1.2K ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
mongo-connector (27 1.9K ) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
pyhdb (24 300 ) - SAP HANA Connector in pure Python. Apache-2
PyMODM (22 350 ) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
db.py (21 1.2K ) - db.py is an easier way to interact with your databases. BSD-2
gsheets-db-api (20 190 ) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
Queries (19 250 ) - PostgreSQL database access simplified. BSD-3
lazydata (16 630 ) - Lazydata: Scalable data dependencies for Python projects. Apache-2
SuperSQLite (14 700 ) - A supercharged SQLite library for Python. MIT

Data Loading & Extraction

Libraries for loading, collecting, and extracting data from a variety of data sources and formats.

Faker (43 15K) - Faker is a Python package that generates fake data for you. MIT

GitHub ( 500 1.7K 100K 620 - 3% open 27.01.2023):
```
 git clone https://github.com/joke2k/faker
```
PyPi ( 7.2M / month 2.9K 24.01.2023):
```
 pip install Faker
```
Conda ( 710K 25.01.2023):
```
 conda install -c conda-forge faker
```

Datasets (41 15K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2

GitHub ( 490 2K 9.9K 2.1K - 24% open 02.02.2023):
```
 git clone https://github.com/huggingface/datasets
```
PyPi ( 1.9M / month 220 15.06.2022):
```
 pip install datasets
```
Conda ( 160K 27.01.2023):
```
 conda install -c conda-forge datasets
```

xlwings (37 2.5K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3

GitHub ( 57 450 24K 27K 1.7K - 15% open 02.02.2023):
```
 git clone https://github.com/xlwings/xlwings
```
PyPi ( 84K / month 620 06.07.2022):
```
 pip install xlwings
```
Conda ( 540K 30.01.2023):
```
 conda install -c conda-forge xlwings
```

Tablib (35 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT

GitHub ( 120 570 28K 250 - 14% open 21.01.2023):
```
 git clone https://github.com/jazzband/tablib
```
PyPi ( 1.5M / month 1.3K 09.04.2022):
```
 pip install tablib
```
Conda ( 81K 16.01.2023):
```
 conda install -c conda-forge tablib
```

python-magic (34 2.3K) - A python wrapper for libmagic. MIT

GitHub ( 58 260 37K 190 - 17% open 23.01.2023):
```
 git clone https://github.com/ahupp/python-magic
```
PyPi ( 7M / month 3.1K 07.06.2022):
```
 pip install python-magic
```

Conda ( 190K 03.11.2022):

 conda install -c conda-forge python-magic

csvkit (33 5.3K) - A suite of utilities for converting to and working with CSV, the king of.. MIT

GitHub ( 100 580 1.3K 870 - 7% open 06.01.2023):
```
 git clone https://github.com/wireservice/csvkit
```
PyPi ( 170K / month 370 06.03.2022):
```
 pip install csvkit
```
Conda ( 80K 04.01.2023):
```
 conda install -c conda-forge csvkit
```

xmltodict (33 5K ) - Python module that makes working with XML feel like you are working.. MIT

GitHub ( 49 460 48K 230 - 30% open 08.05.2022):

 git clone https://github.com/martinblech/xmltodict

PyPi ( 22M / month 5.1K 08.05.2022):
```
 pip install xmltodict
```

Conda ( 2.3M 08.05.2022):

 conda install -c conda-forge xmltodict

smart-open (33 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT

GitHub ( 100 340 370 - 18% open 19.01.2023):

 git clone https://github.com/RaRe-Technologies/smart_open

PyPi ( 12M / month 480 24.04.2022):
```
 pip install smart-open
```

Conda ( 1.6M 08.01.2023):

 conda install -c conda-forge smart_open

gdown (31 2.7K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT

GitHub ( 15 240 13K 130 - 12% open 08.12.2022):
```
 git clone https://github.com/wkentaro/gdown
```
PyPi ( 730K / month 210 26.06.2022):
```
 pip install gdown
```
Conda ( 140K 05.12.2022):
```
 conda install -c conda-forge gdown
```

pandas-datareader (30 2.6K ) - Extract data from a wide range of Internet sources.. BSD-3

GitHub ( 85 610 510 - 22% open 16.03.2022):

 git clone https://github.com/pydata/pandas-datareader

PyPi ( 570K / month 790 13.07.2021):
```
 pip install pandas-datareader
```

Conda ( 240K 14.07.2021):

 conda install -c conda-forge pandas-datareader

SDV (30 1.3K) - Synthetic Data Generation for tabular, relational and time series data. MIT

GitHub ( 41 200 140 720 - 20% open 24.01.2023):
```
 git clone https://github.com/sdv-dev/SDV
```
PyPi ( 38K / month 5 01.07.2022):
```
 pip install sdv
```
Conda ( 6.5K 25.01.2023):
```
 conda install -c conda-forge sdv
```

snorkel (29 5.4K) - A system for quickly generating training data with weak supervision. Apache-2

GitHub ( 78 830 1K 260 980 - 2% open 31.10.2022):
```
 git clone https://github.com/snorkel-team/snorkel
```
PyPi ( 48K / month 12 19.11.2021):
```
 pip install snorkel
```
Conda ( 37K 29.07.2022):
```
 conda install -c conda-forge snorkel
```

Intake (29 860) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2

GitHub ( 79 120 820 330 - 29% open 10.01.2023):
```
 git clone https://github.com/intake/intake
```
PyPi ( 15K / month 100 09.01.2022):
```
 pip install intake
```
Conda ( 320K 26.08.2022):
```
 conda install -c conda-forge intake
```

textract (27 3.4K ) - extract text from any document. no muss. no fuss. MIT

GitHub ( 40 500 220 - 41% open 10.03.2022):

 git clone https://github.com/deanmalmgren/textract

PyPi ( 140K / month 120 10.03.2022):
```
 pip install textract
```
Conda ( 18K 10.03.2022):
```
 conda install -c conda-forge textract
```

img2dataset (25 1.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT

GitHub ( 20 150 710 22 160 - 38% open 16.01.2023):
```
 git clone https://github.com/rom1504/img2dataset
```
PyPi ( 9.2K / month 1 27.06.2022):
```
 pip install img2dataset
```

rows (23 840) - A common, beautiful interface to tabular data, no matter the format. LGPL-3.0

GitHub ( 31 140 38 150 320 - 52% open 25.01.2023):
```
 git clone https://github.com/turicas/rows
```
PyPi ( 1.6K / month 29 14.02.2019):
```
 pip install rows
```

Upgini (19 180) - Free automated data enrichment library for machine learning searches.. BSD-3

GitHub ( 9 17 1 01.02.2023):

 git clone https://github.com/upgini/upgini

PyPi ( 3.5K / month 30.06.2022):
```
 pip install upgini
```

Squirrel (14 250) - A Python library that enables ML teams to share, load, and transform.. Apache-2

GitHub ( 12 6 5 - 60% open 31.01.2023):

 git clone https://github.com/merantix-momentum/squirrel-core

PyPi ( 840 / month 06.07.2022):
```
 pip install squirrel-core
```

Conda ( 1 18.11.2022):

 conda install -c anaconda squirrel-core

Show 12 hidden projects...

xlrd (32 2K ) - Please use openpyxl where you can... BSD-3
PDFMiner (30 4.9K ) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
tabulator-py (28 230 ) - Python library for reading and writing tabular data via streams. MIT
Singer (24 1.1K ) - Standard for moving data between databases, web APIs, files,.. AGPL-3.0
messytables (24 380 ) - Tools for parsing messy tabular data. This is now superseded by.. MIT
camelot (23 1.8K ) - A Python library to extract tabular data from PDFs. MIT
deepdish (23 260 ) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
pyexcel-xlsx (23 110 ) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
datatest (21 270 ) - Tools for test driven data-wrangling and data validation. Apache-2
borb (20 2.9K) - borb is a library for reading, creating and manipulating PDF files.. Unlicensed
excalibur (20 1.2K ) - A web interface to extract tabular data from PDFs. MIT
csvs-to-sqlite (16 740 ) - Convert CSV files into a SQLite database. Apache-2

Data Pipelines & Streaming

Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks.

Airflow (47 29K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2

GitHub ( 2.7K 12K 420K 5.4K 6.9K - 12% open 02.02.2023):
```
 git clone https://github.com/apache/airflow
```
PyPi ( 12M / month 20.01.2023):
```
 pip install apache-airflow
```
Conda ( 830K 21.01.2023):
```
 conda install -c conda-forge airflow
```
Docker Hub ( 100M 420 20.01.2023):
```
 docker pull apache/airflow
```

Celery (44 21K ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3

GitHub ( 1.3K 4.4K 85K 4.9K - 12% open 01.02.2023):
```
 git clone https://github.com/celery/celery
```
PyPi ( 6.1M / month 15K 01.08.2022):
```
 pip install celery
```
Conda ( 1.1M 29.05.2022):
```
 conda install -c conda-forge celery
```

Prefect (42 11K ) - The easiest way to coordinate your dataflow. Apache-2

GitHub ( 320 1.1K 1.7K 3.3K - 21% open 01.02.2023):
```
 git clone https://github.com/PrefectHQ/prefect
```
PyPi ( 550K / month 72 05.07.2022):
```
 pip install prefect
```
Conda ( 380K 30.01.2023):
```
 conda install -c conda-forge prefect
```

Beam (42 6.4K) - Unified programming model to define and execute data processing.. Apache-2

GitHub ( 1.4K 3.8K 2 5.4K - 78% open 02.02.2023):
```
 git clone https://github.com/apache/beam
```
PyPi ( 8.4M / month 160 27.06.2022):
```
 pip install apache-beam
```

Conda ( 32K 14.01.2023):

 conda install -c conda-forge apache-beam-with-aws

rq (39 8.7K) - Simple job queues for Python. BSD-3

GitHub ( 280 1.3K 12K 1K - 14% open 02.02.2023):
```
 git clone https://github.com/rq/rq
```
PyPi ( 790K / month 1.7K 15.01.2023):
```
 pip install rq
```
Conda ( 85K 30.06.2021):
```
 conda install -c conda-forge rq
```

Dagster (39 6.4K) - An orchestration platform for the development, production, and.. Apache-2

GitHub ( 270 810 740 5.2K - 29% open 02.02.2023):
```
 git clone https://github.com/dagster-io/dagster
```
PyPi ( 590K / month 99 06.07.2022):
```
 pip install dagster
```
Conda ( 770K 01.02.2023):
```
 conda install -c conda-forge dagster
```

joblib (38 3K) - Computing with Python functions. BSD-3

GitHub ( 110 360 250K 800 - 47% open 25.11.2022):
```
 git clone https://github.com/joblib/joblib
```
PyPi ( 25M / month 5.3K 20.09.2022):
```
 pip install joblib
```
Conda ( 15M 10.10.2022):
```
 conda install -c conda-forge joblib
```

Great Expectations (37 7.9K) - Always know what to expect from your data. Apache-2

GitHub ( 360 1.2K 1.6K - 17% open 02.02.2023):

 git clone https://github.com/great-expectations/great_expectations

PyPi ( 7.2M / month 8 04.11.2022):
```
 pip install great_expectations
```

Conda ( 590K 27.01.2023):

 conda install -c conda-forge great-expectations

dbt (37 6.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2

GitHub ( 260 1.1K 840 1.1K 3.6K - 11% open 31.01.2023):
```
 git clone https://github.com/dbt-labs/dbt-core
```
PyPi ( 110K / month 30 06.12.2021):
```
 pip install dbt
```
Conda ( 230K 09.12.2021):
```
 conda install -c conda-forge dbt
```

luigi (36 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2

GitHub ( 600 2.4K 1.9K 980 - 11% open 18.01.2023):
```
 git clone https://github.com/spotify/luigi
```
PyPi ( 440K / month 400 20.06.2022):
```
 pip install luigi
```
Conda ( 12K 2 02.05.2022):
```
 conda install -c anaconda luigi
```

Kedro (36 8K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2

GitHub ( 180 760 1.3K 1.1K - 21% open 01.02.2023):
```
 git clone https://github.com/kedro-org/kedro
```
PyPi ( 470K / month 40 09.05.2022):
```
 pip install kedro
```

ploomber (32 2.9K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2

GitHub ( 72 200 67 820 - 16% open 31.01.2023):
```
 git clone https://github.com/ploomber/ploomber
```
PyPi ( 59K / month 5 04.07.2022):
```
 pip install ploomber
```
Conda ( 47K 31.01.2023):
```
 conda install -c conda-forge ploomber
```

Activeloop (31 5.2K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0

GitHub ( 110 420 23 400 - 11% open 01.02.2023):
```
 git clone https://github.com/activeloopai/Hub
```
PyPi ( 3.6K / month 53 28.06.2022):
```
 pip install hub
```

huey (31 4.3K) - a little task queue for python. MIT

GitHub ( 67 360 1.1K 13.01.2023):

 git clone https://github.com/coleifer/huey

PyPi ( 71K / month 170 28.12.2021):
```
 pip install huey
```
Conda ( 29K 16.10.2019):
```
 conda install -c conda-forge huey
```

petl (31 1.1K) - Python Extract Transform and Load Tables of Data. MIT

GitHub ( 58 180 920 450 - 17% open 23.11.2022):
```
 git clone https://github.com/petl-developers/petl
```
PyPi ( 330K / month 79 08.06.2022):
```
 pip install petl
```
Conda ( 160K 23.11.2022):
```
 conda install -c conda-forge petl
```

zenml (30 2.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2

GitHub ( 59 260 1 50 160 - 22% open 26.01.2023):
```
 git clone https://github.com/zenml-io/zenml
```
PyPi ( 6.7K / month 28.06.2022):
```
 pip install zenml
```

mleap (30 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2

GitHub ( 80 310 200 460 - 21% open 18.01.2023):
```
 git clone https://github.com/combust/mleap
```
PyPi ( 110K / month 26 04.04.2022):
```
 pip install mleap
```
Conda ( 61K 23.12.2022):
```
 conda install -c conda-forge mleap
```

whylogs (29 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2

GitHub ( 21 89 71 58 320 - 15% open 01.02.2023):
```
 git clone https://github.com/whylabs/whylogs
```
PyPi ( 43K / month 2 06.07.2022):
```
 pip install whylogs
```

arq (28 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT

GitHub ( 52 120 290 180 - 29% open 14.12.2022):
```
 git clone https://github.com/samuelcolvin/arq
```
PyPi ( 34K / month 13 09.03.2022):
```
 pip install arq
```
Conda ( 5.6K 02.12.2022):
```
 conda install -c conda-forge arq
```

PyFunctional (27 2.1K) - Python library for creating data pipelines with chain functional.. MIT

GitHub ( 27 120 530 130 - 6% open 12.10.2022):

 git clone https://github.com/EntilZha/PyFunctional

PyPi ( 310K / month 15 12.01.2021):
```
 pip install pyfunctional
```

streamparse (26 1.5K ) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2

GitHub ( 43 220 57 330 - 21% open 18.07.2022):
```
 git clone https://github.com/Parsely/streamparse
```
PyPi ( 2.2K / month 27 10.01.2022):
```
 pip install streamparse
```

dbnd (26 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2

GitHub ( 63 27 32 5 - 20% open 01.02.2023):
```
 git clone https://github.com/databand-ai/dbnd
```
PyPi ( 57K / month 24 06.07.2022):
```
 pip install dbnd
```

Optimus (25 1.3K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark

GitHub ( 26 220 220 - 4% open 17.10.2022):

 git clone https://github.com/hi-primus/optimus

PyPi ( 26K / month 30.05.2019):
```
 pip install optimuspyspark
```

TaskTiger (24 1.2K) - Python task queue using Redis. MIT

GitHub ( 26 69 25 81 - 53% open 17.01.2023):
```
 git clone https://github.com/closeio/tasktiger
```
PyPi ( 1.1K / month 10 02.12.2021):
```
 pip install tasktiger
```

Pypeline (23 1.4K ) - Concurrent data pipelines in Python . MIT

GitHub ( 13 84 86 63 - 26% open 23.06.2022):
```
 git clone https://github.com/cgarciae/pypeln
```
PyPi ( 16K / month 9 06.01.2022):
```
 pip install pypeln
```
Conda ( 12K 06.01.2022):
```
 conda install -c conda-forge pypeln
```

pysparkling (23 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT

GitHub ( 10 48 140 30 - 30% open 13.11.2022):

 git clone https://github.com/svenkreiss/pysparkling

PyPi ( 11K / month 8 10.01.2021):
```
 pip install pysparkling
```

Conda ( 3.9K 23.03.2021):

 conda install -c conda-forge pysparkling

pdpipe (22 700) - Easy pipelines for pandas DataFrames. MIT

GitHub ( 11 44 49 53 - 28% open 24.12.2022):
```
 git clone https://github.com/pdpipe/pdpipe
```
PyPi ( 1.9K / month 6 04.07.2022):
```
 pip install pdpipe
```
Conda ( 18K 24.09.2022):
```
 conda install -c conda-forge pdpipe
```

BatchFlow (22 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2

GitHub ( 32 42 3 110 - 29% open 31.12.2022):

 git clone https://github.com/analysiscenter/batchflow

PyPi ( 870 / month 07.07.2022):
```
 pip install batchflow
```

spark-deep-learning (19 2K ) - Deep Learning Pipelines for Apache Spark. Apache-2 spark

GitHub ( 17 460 31 100 - 74% open 21.03.2022):

 git clone https://github.com/databricks/spark-deep-learning

Databolt Flow (19 950) - Python library for building highly effective data science workflows. MIT

GitHub ( 13 73 20 24 - 45% open 26.10.2022):
```
 git clone https://github.com/d6t/d6tflow
```
PyPi ( 160 / month 06.10.2021):
```
 pip install d6tflow
```

flupy (18 170) - Fluent data pipelines for python and your shell. MIT

GitHub ( 6 12 12 - 8% open 24.10.2022):

 git clone https://github.com/olirice/flupy

PyPi ( 130K / month 1 15.10.2021):
```
 pip install flupy
```

Mara Pipelines (17 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT

GitHub ( 17 94 42 - 61% open 31.01.2023):

 git clone https://github.com/mara/mara-pipelines

PyPi ( 120 / month 29.05.2022):
```
 pip install mara-pipelines
```

bodywork-core (15 410 ) - ML pipeline orchestration and model deployments on.. AGPL-3.0

GitHub ( 4 17 11 77 - 25% open 04.07.2022):

 git clone https://github.com/bodywork-ml/bodywork-core

PyPi ( 120 / month 04.07.2022):
```
 pip install bodywork
```

datajob (15 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

GitHub ( 7 18 57 - 29% open 22.11.2022):

 git clone https://github.com/vincentclaes/datajob

PyPi ( 33 / month 13.08.2021):
```
 pip install datajob
```

RasgoQL (12 260 ) - Write python locally, execute SQL in your data warehouse. AGPL-3.0

GitHub ( 10 10 26 - 42% open 05.07.2022):

 git clone https://github.com/rasgointelligence/RasgoQL

PyPi ( 46 / month 05.07.2022):
```
 pip install rasgoql
```

Show 8 hidden projects...

mrjob (31 2.6K ) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
faust (30 6.5K ) - Python Stream Processing. BSD-3
bonobo (24 1.5K ) - Extract Transform Load for Python 3.5+. Apache-2
dpark (22 2.7K ) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
mrq (20 870 ) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
riko (18 1.6K ) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
kale (17 580 ) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
Botflow (14 1.2K ) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

File Formats

XlsxWriter (37 3.1K) - A Python module for creating Excel XLSX files. BSD-2

GitHub ( 47 590 55K 840 - 1% open 31.01.2023):

 git clone https://github.com/jmcnamara/XlsxWriter

PyPi ( 12M / month 3.7K 27.02.2022):
```
 pip install xlsxwriter
```

Conda ( 2.4M 14.01.2023):

 conda install -c conda-forge xlsxwriter

PyYAML (37 2.1K) - Canonical source repository for PyYAML. MIT

GitHub ( 40 420 660K 530 - 48% open 13.09.2022):
```
 git clone https://github.com/yaml/pyyaml
```
PyPi ( 170M / month 71K 13.10.2021):
```
 pip install pyyaml
```
Conda ( 29M 09.11.2022):
```
 conda install -c conda-forge pyyaml
```

jmespath (33 1.8K ) - JMESPath is a query language for JSON. MIT

GitHub ( 29 170 130 - 40% open 17.06.2022):

 git clone https://github.com/jmespath/jmespath.py

PyPi ( 110M / month 6.8K 17.06.2022):
```
 pip install jmespath
```
Conda ( 13M 18.06.2022):
```
 conda install -c conda-forge jmespath
```

Code Inspection

deepdiff (35 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT

GitHub ( 69 190 4.6K 230 - 26% open 06.01.2023):
```
 git clone https://github.com/seperman/deepdiff
```
PyPi ( 7.2M / month 650 06.01.2023):
```
 pip install deepdiff
```
Conda ( 210K 06.01.2023):
```
 conda install -c conda-forge deepdiff
```

typing_inspect (24 280) - Runtime inspection utilities for Python typing module. MIT

GitHub ( 17 25 51 - 33% open 21.11.2022):

 git clone https://github.com/ilevkivskyi/typing_inspect

PyPi ( 15M / month 220 07.06.2021):
```
 pip install typing_inspect
```

Conda ( 1.3M 19.01.2023):

 conda install -c conda-forge typing_inspect

Show 2 hidden projects...

importlib-resources (30 39) - Read resources from Python packages. Apache-2
entrypoints (25 69 ) - Discover and load entry points from installed packages. MIT

General Utilities

attrs (41 4.6K) - Python Classes Without Boilerplate. MIT

GitHub ( 140 330 600K 620 - 18% open 02.02.2023):
```
 git clone https://github.com/python-attrs/attrs
```
PyPi ( 130M / month 17K 21.12.2022):
```
 pip install attrs
```
Conda ( 24M 21.12.2022):
```
 conda install -c conda-forge attrs
```

more-itertools (37 2.9K) - More routines for operating on iterables, beyond itertools. MIT

GitHub ( 96 220 2.6K 230 - 6% open 26.01.2023):

 git clone https://github.com/more-itertools/more-itertools

PyPi ( 34M / month 8.4K 06.05.2022):
```
 pip install more-itertools
```

Conda ( 10M 18.10.2022):

 conda install -c conda-forge more-itertools

toolz (35 4.2K) - A functional standard library for Python. BSD-3

GitHub ( 74 250 80K 250 - 44% open 03.11.2022):
```
 git clone https://github.com/pytoolz/toolz
```
PyPi ( 17M / month 3.3K 06.11.2021):
```
 pip install toolz
```
Conda ( 13M 10.07.2022):
```
 conda install -c conda-forge toolz
```

python-dependency-injector (34 2.6K) - Dependency injection framework for Python. BSD-3

GitHub ( 29 200 1.5K 460 - 25% open 19.12.2022):

 git clone https://github.com/ets-labs/python-dependency-injector

PyPi ( 900K / month 61 30.03.2022):
```
 pip install dependency-injector
```

Conda ( 17K 19.12.2022):

 conda install -c conda-forge dependency_injector

boltons (33 6K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets which.. BSD-3

GitHub ( 82 340 23 3K 160 - 38% open 20.01.2023):
```
 git clone https://github.com/mahmoud/boltons
```
PyPi ( 3.1M / month 400 17.05.2021):
```
 pip install boltons
```
Conda ( 740K 27.05.2021):
```
 conda install -c conda-forge boltons
```

tenacity (33 4.4K) - Retrying library for Python. Apache-2

GitHub ( 77 210 220 - 38% open 30.01.2023):
```
 git clone https://github.com/jd/tenacity
```
PyPi ( 22M / month 960 12.07.2021):
```
 pip install tenacity
```
Conda ( 3.8M 22.09.2022):
```
 conda install -c conda-forge tenacity
```

funcy (30 2.9K) - A fancy and practical functional tools. BSD-3

GitHub ( 31 130 6.7K 78 - 12% open 29.01.2023):
```
 git clone https://github.com/Suor/funcy
```
PyPi ( 1.7M / month 600 20.12.2021):
```
 pip install funcy
```
Conda ( 290K 27.01.2023):
```
 conda install -c conda-forge funcy
```

natsort (30 720) - Simple yet flexible natural sorting in Python. MIT

GitHub ( 21 40 16K 82 - 3% open 11.01.2023):

 git clone https://github.com/SethMMorton/natsort

PyPi ( 3.6M / month 1K 31.01.2022):
```
 pip install natsort
```
Conda ( 1.1M 02.09.2022):
```
 conda install -c conda-forge natsort
```

returns (29 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2

GitHub ( 42 94 260 400 - 14% open 13.01.2023):
```
 git clone https://github.com/dry-python/returns
```
PyPi ( 57K / month 31 13.03.2022):
```
 pip install returns
```
Conda ( 4.2K 13.03.2022):
```
 conda install -c conda-forge returns
```

ubelt (27 640) - A Python utility library with a stdlib like feel and extra batteries... Apache-2

GitHub ( 4 44 2.1K 14 - 21% open 02.01.2023):
```
 git clone https://github.com/Erotemic/ubelt
```
PyPi ( 25K / month 52 01.07.2022):
```
 pip install ubelt
```
Conda ( 35K 03.12.2022):
```
 conda install -c conda-forge ubelt
```

pampy (22 3.5K ) - Pampy: The Pattern Matching for Python you always dreamed of. MIT

GitHub ( 10 130 290 38 - 60% open 29.03.2022):
```
 git clone https://github.com/santinic/pampy
```
PyPi ( 27K / month 31 07.11.2019):
```
 pip install pampy
```

Show 4 hidden projects...

retrying (28 1.9K ) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
ratelimit (24 580 ) - API Rate Limit Decorator. MIT
pinject (23 1.3K ) - A pythonic dependency injection library. Apache-2
CommonRegex (22 1.5K ) - A collection of common regular expressions bundled with an easy.. MIT

Python Implementations

cpython (40 50K) - The Python programming language. MIT

GitHub ( 2.4K 26K 64K - 12% open 02.02.2023):
```
 git clone https://github.com/python/cpython
```
PyPi ( 120K / month 22.07.2020):
```
 pip install cpython
```
Conda ( 2M 01.05.2021):
```
 conda install -c conda-forge typing
```
npm ( 2 03.08.2017):
```
 npm install @buckpkg/python
```

micropython (33 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0

GitHub ( 550 6.1K 56K 4.8K - 29% open 01.02.2023):
```
 git clone https://github.com/micropython/micropython
```
PyPi ( 14 10.10.2016):
```
 pip install micropython-_markupbase
```

pyston (24 2.3K) - A faster and highly-compatible implementation of the Python.. Apache-2

GitHub ( 1K 81 16K 91 - 40% open 23.11.2022):
```
 git clone https://github.com/pyston/pyston
```

Show 3 hidden projects...

grumpy (21 11K ) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
stackless (17 900 ) - The Stackless Python programming language. Unlicensed
cl-python (11 340 ) - An implementation of Python in Common Lisp. Unlicensed

Others

Pygments (43 1.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2

GitHub ( 760 500 430K 1.7K - 23% open 01.02.2023):
```
 git clone https://github.com/pygments/pygments
```
PyPi ( 45M / month 36K 15.08.2022):
```
 pip install pygments
```
Conda ( 18M 02.01.2023):
```
 conda install -c conda-forge pygments
```

cookiecutter (38 19K) - A cross-platform command-line utility that creates projects from.. BSD-3

GitHub ( 280 1.7K 17K 810 - 30% open 09.09.2022):

 git clone https://github.com/cookiecutter/cookiecutter

PyPi ( 2.2M / month 1.5K 01.06.2022):
```
 pip install cookiecutter
```

Conda ( 560K 01.06.2022):

 conda install -c conda-forge cookiecutter

pyparsing (37 1.7K) - Python library for creating PEG parsers. MIT

GitHub ( 53 240 7.6K 710K 290 - 14% open 23.01.2023):
```
 git clone https://github.com/pyparsing/pyparsing
```
PyPi ( 77M / month 32K 10.05.2022):
```
 pip install pyparsing
```

Conda ( 31M 14.07.2022):

 conda install -c conda-forge pyparsing

pycparser (36 2.8K) - Complete C99 parser in pure Python. BSD-3

GitHub ( 79 550 480K 320 - 7% open 09.01.2023):
```
 git clone https://github.com/eliben/pycparser
```
PyPi ( 97M / month 17K 06.11.2021):
```
 pip install pycparser
```

Conda ( 26M 07.11.2021):

 conda install -c conda-forge pycparser

diagrams (34 28K) - Diagram as Code for prototyping cloud system architectures. MIT

GitHub ( 130 1.7K 740 470 - 62% open 13.01.2023):
```
 git clone https://github.com/mingrammer/diagrams
```
PyPi ( 86K / month 24 09.02.2022):
```
 pip install diagrams
```
Conda ( 140K 23.01.2022):
```
 conda install -c conda-forge diagrams
```

wrapt (34 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2

GitHub ( 27 210 160 - 19% open 12.01.2023):

 git clone https://github.com/GrahamDumpleton/wrapt

PyPi ( 70M / month 12K 02.05.2022):
```
 pip install wrapt
```
Conda ( 9.7M 26.10.2022):
```
 conda install -c conda-forge wrapt
```

py4j (33 1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3

GitHub ( 37 180 18K 400 - 33% open 16.08.2022):
```
 git clone https://github.com/bartdag/py4j
```
PyPi ( 31M / month 670 18.03.2022):
```
 pip install py4j
```
Conda ( 2.2M 13.08.2022):
```
 conda install -c conda-forge py4j
```

decorator (33 740) - Decorators for Humans. BSD-2

GitHub ( 27 93 380K 100 - 7% open 25.11.2022):
```
 git clone https://github.com/micheles/decorator
```
PyPi ( 54M / month 24K 07.01.2022):
```
 pip install decorator
```

Conda ( 18M 07.01.2022):

 conda install -c conda-forge decorator

fastcore (32 820) - Python supercharged for the fastai library. Apache-2

GitHub ( 55 240 2.7K 310 - 5% open 01.02.2023):
```
 git clone https://github.com/fastai/fastcore
```
PyPi ( 630K / month 180 17.06.2022):
```
 pip install fastcore
```
Conda ( 29K 14.09.2022):
```
 conda install -c conda-forge fastcore
```

keyboard (31 3.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub ( 41 380 9.1K 530 - 64% open 31.01.2023):
```
 git clone https://github.com/boppreh/keyboard
```
PyPi ( 340K / month 330 23.03.2020):
```
 pip install keyboard
```
Conda ( 13K 01.11.2022):
```
 conda install -c conda-forge keyboard
```

pluggy (31 890) - A minimalist production ready plugin system. MIT

GitHub ( 46 120 150 - 27% open 18.01.2023):

 git clone https://github.com/pytest-dev/pluggy

PyPi ( 54M / month 10K 25.08.2021):
```
 pip install pluggy
```
Conda ( 16M 31.10.2022):
```
 conda install -c conda-forge pluggy
```

pyscaffold (30 1.7K) - Python project template generator with batteries included. MIT

GitHub ( 55 170 280 - 8% open 23.01.2023):

 git clone https://github.com/pyscaffold/pyscaffold

PyPi ( 210K / month 57 17.06.2022):
```
 pip install pyscaffold
```

Conda ( 160K 23.01.2023):

 conda install -c conda-forge pyscaffold

powerline-shell (27 6K) - A beautiful and useful prompt for your shell. MIT

GitHub ( 89 740 89 290 - 40% open 22.09.2022):

 git clone https://github.com/b-ryan/powerline-shell

PyPi ( 2.1K / month 4 16.09.2018):
```
 pip install powerline-shell
```

catalogue (27 140 ) - Super lightweight function registries for your library. MIT

GitHub ( 10 21 21K 12 - 41% open 31.01.2023):

 git clone https://github.com/explosion/catalogue

PyPi ( 3.4M / month 55 06.07.2022):
```
 pip install catalogue
```

Conda ( 900K 27.10.2022):

 conda install -c conda-forge catalogue

Copier (26 850) - Library and command-line utility for rendering projects templates. MIT

GitHub ( 50 110 160 320 - 15% open 02.02.2023):
```
 git clone https://github.com/copier-org/copier
```
PyPi ( 23K / month 8 13.06.2022):
```
 pip install copier
```

Send2Trash (26 230 ) - Python library to natively send files to Trash (or Recycle bin).. BSD-3

GitHub ( 13 33 51 - 45% open 27.07.2022):

 git clone https://github.com/arsenetar/send2trash

PyPi ( 9.5M / month 2.7K 21.08.2021):
```
 pip install send2trash
```

Conda ( 7.6M 09.08.2021):

 conda install -c conda-forge send2trash

python-mss (25 810) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

GitHub ( 18 75 120 - 31% open 01.01.2023):

 git clone https://github.com/BoboTiG/python-mss

PyPi ( 260K / month 220 31.10.2020):
```
 pip install mss
```

Conda ( 21K 27.10.2022):

 conda install -c conda-forge python-mss

pyscreenshot (25 460 ) - Python screenshot library, replacement for the Pillow.. BSD-2

GitHub ( 24 82 1.8K 67 - 8% open 12.06.2022):
```
 git clone https://github.com/ponty/pyscreenshot
```
PyPi ( 96K / month 240 18.04.2021):
```
 pip install pyscreenshot
```

Show 3 hidden projects...

openpyxl (25 51) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
pluginbase (24 1K ) - A simple but flexible plugin system for Python. BSD-3
macropy (22 3.2K ) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT

Related Resources

Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.
best-of-ml-python: A ranked list of awesome machine learning Python libraries.
best-of-web-python: A ranked list of awesome Python libraries for web development.
best-of-python-dev: A ranked list of awesome Python developer tools and libraries.
awesome-python: A curated list of awesome Python frameworks, libraries, software and resources.

Contribution

Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

Open an issue by selecting one of the provided categories from the issue page and fill in the requested information.
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For more information on how to add or update projects, please read the contribution guidelines. By participating in this project, you agree to abide by its Code of Conduct.

Best-of Python

Contents

Explanation

Data Serialization

Data Containers & Dataframes

Data Structures

Data Validation

Algorithms & Design Patterns

Date & Time Utilities

File & Path Utilities

Compatiblity

Cryptography

Infrastructure & DevOps

Process Utilities

Asynchronous Programming

Configuration

CLI Development

Development Tools

Data Caching

GUI Development

Computer & Machine Vision

Machine Learning & Data Engineering

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