From fc0ed0d72fbae5c64781b87e15de5d6984aec78b Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 21 Sep 2023 13:39:31 +0000 Subject: [PATCH] Update best-of list for version 2023.09.21 --- README.md | 1422 +++++++++++++++---------------- history/2023-09-21_changes.md | 20 + history/2023-09-21_projects.csv | 391 +++++++++ latest-changes.md | 20 +- 4 files changed, 1132 insertions(+), 721 deletions(-) create mode 100644 history/2023-09-21_changes.md create mode 100644 history/2023-09-21_projects.csv diff --git a/README.md b/README.md index 0e87273..100389a 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 490K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 500K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,18 +95,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡41 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 270K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,18 +115,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 840K / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
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marshmallow (πŸ₯‡41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 97K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 98K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,11 +135,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.1M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge marshmallow ```
+
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 + +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/msgpack/msgpack-python + ``` +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 21.09.2023): + ``` + pip install msgpack + ``` +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge msgpack-python + ``` +
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): @@ -147,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 34M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 36M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.1M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 57K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 58K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/ijl/orjson @@ -167,43 +183,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 910K Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 920K Β· ⏱️ 08.09.2023): ``` conda install -c conda-forge orjson ```
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msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 13.09.2023): - - ``` - git clone https://github.com/msgpack/msgpack-python - ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 13.09.2023): - ``` - pip install msgpack - ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge msgpack-python - ``` -
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ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/ultrajson/ultrajson - ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): - ``` - pip install ujson - ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge ujson - ``` -
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -215,23 +199,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge simplejson ```
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 87K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 31M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cloudpickle ``` @@ -252,9 +236,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
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srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
ultrajson (πŸ₯‰34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/ultrajson/ultrajson + ``` +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.7M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): + ``` + pip install ujson + ``` +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge ujson + ``` +
+
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/explosion/srsly @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.4K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.4M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): ``` pip install python-rapidjson ``` @@ -286,23 +286,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 600) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.1K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 520K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 550K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 580 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 590 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 43K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 45K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,41 +340,53 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 820K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 830K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 140K Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 16.09.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 20.09.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge pandas ```
+
polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 5K - 20% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 260 Β· ⏱️ 15.09.2023): + ``` + pip install polars + ``` +
xarray (πŸ₯‡40 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4K - 29% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pydata/xarray @@ -388,7 +400,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
-
h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 31.08.2023): @@ -404,26 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 14.09.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.2M / month Β· πŸ“¦ 250 Β· ⏱️ 05.09.2023): - ``` - pip install polars - ``` -
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 930K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` @@ -434,7 +434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/PyTables/PyTables @@ -448,14 +448,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 10.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 15 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 17 Β· ⏱️ 21.09.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 420 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 430 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): ``` pip install numexpr ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 400 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 320K / month Β· πŸ“¦ 410 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -512,9 +512,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark + +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/databricks/koalas + ``` +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): + ``` + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas + ``` +
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 650 - 37% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 660 - 37% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -530,7 +546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 890 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 900 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -563,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 53K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 52K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -572,22 +588,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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Koalas (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): - - ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): - ``` - pip install koalas - ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge koalas - ``` -
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -622,12 +622,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.3K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install static-frame ``` @@ -647,31 +647,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 800) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 810) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 21K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 610 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 590 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 68 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 73 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 38M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -758,11 +758,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 71M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 740K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 770K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -785,7 +785,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/jab/bidict @@ -799,34 +799,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 670K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 700K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 18.09.2023): ``` conda install -c conda-forge python-benedict ```
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.8K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 390K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ordered-set ``` @@ -854,7 +854,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 2.5M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.9M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -865,7 +865,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -886,11 +886,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 86K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 87K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -940,7 +940,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3.1K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.1K - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -949,23 +949,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.1M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 64 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 69 Β· πŸ“¦ 450K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 97M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge jsonschema ``` @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -988,12 +988,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 83K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 84K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -1009,7 +1009,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1020,12 +1020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 8K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.1K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 19.09.2023): ``` pip install param ``` @@ -1036,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 680K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 720K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1052,12 +1052,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 710) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 30 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 31 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 39K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1073,11 +1073,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.3K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1089,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 12K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1100,9 +1100,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- schema (πŸ₯ˆ31 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰27 Β· ⭐ 850) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰27 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1114,18 +1114,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1172,50 +1172,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ36 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 68K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 69K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 16M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 17M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.6K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.7K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 170 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 13M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 410 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 04.09.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 440 Β· ⏱️ 18.09.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge holidays ``` @@ -1238,12 +1238,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰34 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 77 Β· πŸ“¦ 1.6M Β· πŸ“‹ 80 - 43% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 130M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 40M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 58M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1281,16 +1281,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 650) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 62K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 63K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 690 Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 720 Β· ⏱️ 15.09.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 16.09.2023): ``` conda install -c conda-forge fsspec ``` @@ -1306,35 +1306,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ36 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 33M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 310K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 95M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 98M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1354,12 +1354,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ```
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appdirs (πŸ₯‰31 Β· ⭐ 990 Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1370,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1409,7 +1409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 40) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 41) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1434,14 +1434,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 730 - 17% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.2M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1452,12 +1452,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 38K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): +- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 39K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.2M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.1M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1469,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
@@ -1481,50 +1481,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 190M / month Β· πŸ“¦ 21K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 93 Β· πŸ“¦ 77K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` - pip install pycryptodomex + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge pycryptodomex + npm install tink-crypto ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 110 Β· πŸ“¦ 77K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 17.09.2023): ``` - git clone https://github.com/google/tink + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` - pip install tink + pip install pycryptodomex ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 410 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 17.09.2023): ``` - npm install tink-crypto + conda install -c conda-forge pycryptodomex ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT @@ -1534,7 +1534,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 35M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 36M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1559,23 +1559,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰33 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.9M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4M Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰31 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 330K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): @@ -1599,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): ``` pip install ansible ``` @@ -1613,50 +1613,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 180M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.09.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.5K Β· ⏱️ 20.09.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge botocore ```
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pulumi (πŸ₯ˆ42 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 830K Β· πŸ“¦ 6.2K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 890K Β· πŸ“¦ 6.3K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 19.09.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 13.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 710 Β· ⏱️ 19.09.2023): ``` npm install @pulumi/pulumi ``` @@ -1668,11 +1668,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.7M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.8M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ``` @@ -1684,7 +1684,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1693,9 +1693,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 270 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/docker/compose @@ -1711,12 +1711,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): ``` pip install kubernetes ``` @@ -1732,7 +1732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1743,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1755,12 +1755,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 29K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1776,7 +1776,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.9M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1787,7 +1787,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1808,23 +1808,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
-
pypyr (πŸ₯‰20 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 100 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 21.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1850,7 +1850,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 35M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 36M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1866,7 +1866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1877,12 +1877,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1898,7 +1898,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1913,41 +1913,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT - -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/python-greenlet/greenlet - ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): - ``` - pip install greenlet - ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge greenlet - ``` -
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 43M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 44M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.6M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.8M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge anyio ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 95K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 96K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1961,6 +1945,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
+
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT + +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): + + ``` + git clone https://github.com/python-greenlet/greenlet + ``` +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): + ``` + pip install greenlet + ``` +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge greenlet + ``` +
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT - [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.6K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): @@ -1968,11 +1968,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 67K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 70K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.2K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.3K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1984,14 +1984,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ```
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -2000,30 +2000,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 360K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 26M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 28M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge traitlets ```
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.4K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 550K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 560K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2034,7 +2034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 23% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2043,23 +2043,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 57K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 58K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge dynaconf ```
hydra (πŸ₯ˆ32 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2071,7 +2071,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.8M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2082,7 +2082,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 88 - 5% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 89 - 5% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2103,7 +2103,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 220K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2114,7 +2114,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 210 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 220 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2123,14 +2123,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 81 - 3% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/willkg/everett @@ -2152,7 +2152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 91 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 97 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2161,23 +2161,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 30M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 31M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ```
rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 5.1K Β· ⏱️ 17.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.9M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge rich ``` @@ -2189,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 33M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 34M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2205,11 +2205,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2232,60 +2232,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 740K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 750K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 110M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge argcomplete ```
wcwidth (πŸ₯‰33 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 440K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge wcwidth ```
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 910 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 79K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 81K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2296,16 +2296,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 13M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 14M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 560K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2321,7 +2321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 54K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 55K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2333,7 +2333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2342,14 +2342,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
-
docopt-ng (πŸ₯‰22 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 57K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 66K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2370,8 +2370,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 42) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- Click Extra (πŸ₯‰23 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2380,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 790) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 800) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2388,30 +2388,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡32 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 96M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 98M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.7M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.8M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 910) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2427,19 +2427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2455,7 +2455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 30K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2479,18 +2479,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.6K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.7K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2511,30 +2511,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 29K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 32K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): ``` pip install dearpygui ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 28 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰30 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.1K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2577,32 +2577,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 810K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 820K Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 59K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 60K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2618,11 +2618,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 190 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 170 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2634,7 +2634,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2659,14 +2659,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰26 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2675,14 +2675,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰22 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 100K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2698,7 +2698,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2727,71 +2727,71 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡47 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 780M / month Β· πŸ“¦ 18K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 800M / month Β· πŸ“¦ 18K Β· ⏱️ 20.09.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
-
redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 20.09.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 18.09.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 19.09.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2805,9 +2805,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge azure-storage-blob ```
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peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/coleifer/peewee @@ -2823,7 +2823,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2839,12 +2839,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 54M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 48M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2855,23 +2855,23 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge kafka-python ```
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 20.09.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2887,12 +2887,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 11K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 31.08.2023): ``` pip install alembic ``` @@ -2908,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 930K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 960K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2919,12 +2919,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 30M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): ``` pip install awswrangler ``` @@ -2935,12 +2935,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2949,90 +2949,90 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.8M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` - pip install confluent-kafka + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c anaconda elasticsearch-dsl ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 10.09.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): ``` - pip install ibis-framework + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 18.09.2023): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge python-confluent-kafka ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 17.09.2023): ``` - pip install mysqlclient + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 290K Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 11.09.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge ibis-framework ```
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libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 170K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 180K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
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Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` - pip install elasticsearch-dsl + pip install mysqlclient ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 02.07.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge mysqlclient ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` pip install prometheus_client ``` @@ -3043,12 +3043,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 69K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 70K Β· ⏱️ 05.09.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` pip install motor ``` @@ -3073,6 +3073,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
+
s3fs (πŸ₯ˆ34 Β· ⭐ 730) - S3 Filesystem. BSD-3 + +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 29% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/fsspec/s3fs + ``` +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 15.09.2023): + ``` + pip install s3fs + ``` +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.2M Β· ⏱️ 16.09.2023): + ``` + conda install -c conda-forge s3fs + ``` +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): @@ -3080,7 +3096,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` pip install s3transfer ``` @@ -3089,7 +3105,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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sqlmodel (πŸ₯ˆ33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.3K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): @@ -3100,19 +3116,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 94K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3121,14 +3137,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 380K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3137,7 +3153,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Pony (πŸ₯ˆ33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 05.09.2023): @@ -3148,14 +3164,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pony ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3169,25 +3185,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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s3fs (πŸ₯ˆ33 Β· ⭐ 730) - S3 Filesystem. BSD-3 +
minio (πŸ₯‰33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 410 - 28% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/fsspec/s3fs - ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 03.09.2023): - ``` - pip install s3fs - ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 04.09.2023): - ``` - conda install -c conda-forge s3fs - ``` -
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minio (πŸ₯ˆ33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.2K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.3K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/minio/minio-py @@ -3201,14 +3201,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.8K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.9K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3219,7 +3219,7 @@ _Libraries for connecting to, operating, and querying databases._
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.2K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset @@ -3228,41 +3228,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.9K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.09.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` - pip install cassandra-driver + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge pynamodb ```
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PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT +
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.5K Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install pynamodb + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge cassandra-driver ```
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT @@ -3272,7 +3272,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3304,19 +3304,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 460K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 470K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 250K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3332,7 +3332,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3341,6 +3341,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 16.09.2023): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 56K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): + ``` + pip install prisma + ``` +
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3352,35 +3364,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py2neo ```
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` pip install piccolo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 53K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): - ``` - pip install prisma - ``` -
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): @@ -3388,30 +3388,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 880 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 890 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 25K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
ODMantic (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic @@ -3423,7 +3423,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3431,12 +3431,12 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 26% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 54K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3459,7 +3459,7 @@ _Libraries for connecting to, operating, and querying databases._ - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3471,48 +3471,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 25K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.2M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.9M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 440K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 460K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 3% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 20.09.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 840K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 850K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 120K / month Β· πŸ“¦ 640 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 130K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 27.08.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge xlwings ``` @@ -3524,7 +3524,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3535,7 +3535,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 74K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 75K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/jazzband/tablib @@ -3556,7 +3556,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3572,7 +3572,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3588,7 +3588,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` @@ -3620,7 +3620,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 380 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3636,7 +3636,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 480K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3647,12 +3647,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 34K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 41K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3663,24 +3663,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 67 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 68 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 21K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 23K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 10.09.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3692,31 +3692,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 580 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 570 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
-
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 900 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 910 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 20.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.1K / month Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 20.09.2023): ``` pip install upgini ``` @@ -3728,7 +3728,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 410 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 470 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3748,8 +3748,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3762,7 +3762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.9K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/apache/airflow @@ -3771,23 +3771,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 940K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 950K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 140M Β· ⭐ 470 Β· ⏱️ 07.09.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 150M Β· ⭐ 470 Β· ⏱️ 07.09.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.3M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.4M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3798,87 +3798,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 14.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 520K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge prefect ```
-
Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 68% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 53K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 54K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
-
Dagster (πŸ₯‡41 Β· ⭐ 8.4K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 20.09.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 16.09.2023): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 - -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/rq/rq - ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): - ``` - pip install rq - ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 96K Β· ⏱️ 04.09.2023): - ``` - conda install -c conda-forge rq - ``` -
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.8K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 39 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 41 Β· ⏱️ 20.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/joblib/joblib @@ -3892,6 +3876,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 + +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/rq/rq + ``` +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): + ``` + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 97K Β· ⏱️ 04.09.2023): + ``` + conda install -c conda-forge rq + ``` +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 07.09.2023): @@ -3899,7 +3899,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 520K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3910,24 +3910,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.6K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 97K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3936,26 +3936,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.3K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 430 - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.1K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
petl (πŸ₯ˆ33 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 950K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 990K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3964,14 +3964,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT +
huey (πŸ₯ˆ32 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3980,49 +3980,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 13% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 12% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.9K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.8K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install zenml ```
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ploomber (πŸ₯ˆ30 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 93 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): - - ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): - ``` - pip install ploomber - ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 74K Β· ⏱️ 30.08.2023): - ``` - conda install -c conda-forge ploomber - ``` -
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 19.09.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/combust/mleap @@ -4043,14 +4027,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 17K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 19K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
+
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 + +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 95 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): + + ``` + git clone https://github.com/ploomber/ploomber + ``` +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): + ``` + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 75K Β· ⏱️ 30.08.2023): + ``` + conda install -c conda-forge ploomber + ``` +
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 660 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 670 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4067,11 +4067,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 69K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4083,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.1K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.4K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4095,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 33K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4111,7 +4111,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4123,37 +4123,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 99K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 97K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 92 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` - pip install batchflow + pip install pysparkling + ``` +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.5K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pysparkling ```
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pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): ``` - git clone https://github.com/svenkreiss/pysparkling - ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): - ``` - pip install pysparkling + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 99 / month Β· ⏱️ 01.08.2023): ``` - conda install -c conda-forge pysparkling + pip install batchflow ```
pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT @@ -4163,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4172,28 +4172,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 90 / month Β· ⏱️ 22.01.2019): ``` - pip install mara-pipelines + pip install d6tflow ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 97 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 52 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4215,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 36 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 37 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4242,7 +4242,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 930K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 940K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4258,16 +4258,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 620 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.9K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.09.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4283,7 +4283,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jmespath ``` @@ -4296,16 +4296,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8.1K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 13M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 330K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 340K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4328,7 +4328,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 50) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 51) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4339,7 +4339,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 820K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 340 Β· πŸ“¦ 830K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4348,23 +4348,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 31M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 51M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge more-itertools ``` @@ -4412,7 +4412,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4435,7 +4435,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/dry-python/returns @@ -4444,7 +4444,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.9K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4456,7 +4456,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4500,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 650 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 660 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4513,12 +4513,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 82K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 88K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4533,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/micropython/micropython @@ -4565,12 +4565,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 67M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 68M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4579,18 +4579,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 840K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 850K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4602,7 +4602,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 85M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 87M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4613,7 +4613,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 650K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4638,7 +4638,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4650,7 +4650,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4659,22 +4659,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT - -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/pytest-dev/pluggy - ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 80M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): - ``` - pip install pluggy - ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): - ``` - conda install -c conda-forge pluggy - ``` -
decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): @@ -4682,18 +4666,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 66M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 31K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ33 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4707,14 +4691,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT +
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT + +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 19.09.2023): + + ``` + git clone https://github.com/pytest-dev/pluggy + ``` +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 83M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): + ``` + pip install pluggy + ``` +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): + ``` + conda install -c conda-forge pluggy + ``` +
+
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 130 Β· πŸ“¦ 540 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 130 Β· πŸ“¦ 560 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 140K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4726,7 +4726,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4735,14 +4735,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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pyscaffold (πŸ₯‰30 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4762,7 +4762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 56K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 57K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4774,23 +4774,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.1K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
-
python-mss (πŸ₯‰27 Β· ⭐ 870) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰27 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4802,7 +4802,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4818,7 +4818,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.9M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4829,12 +4829,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.8K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.9K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` diff --git a/history/2023-09-21_changes.md b/history/2023-09-21_changes.md new file mode 100644 index 0000000..3c1d64d --- /dev/null +++ b/history/2023-09-21_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT +- pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT + diff --git a/history/2023-09-21_projects.csv b/history/2023-09-21_projects.csv new file mode 100644 index 0000000..8d7f7d1 --- /dev/null +++ b/history/2023-09-21_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14458,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-14 16:33:16.000,2023-09-14 16:33:14,267.0,25.0,148,51.0,159.0,1.0,2.0,2014,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-14 14:24:32.000,2023-09-14 14:24:31,265.0,25.0,40,24.0,157.0,3.0,5.0,799,2023-09-14 14:24:37.000,2023.09.14,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-14 16:33:16.000,2023-09-14 16:33:14,267.0,25.0,148,51.0,159.0,1.0,2.0,2014,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14458,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1657.0,322.0,13.0,73.0,38112,,,,128.0,0,True,13.0,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14457,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-21 11:52:08.298,2023-09-21 11:07:17,33599.0,848.0,8386,598.0,12928.0,2178.0,9821.0,24541,2023-09-16 20:33:28.000,1.26.0,152.0,1670.0,53,True,1976732.0,1840208.0,numpy,conda-forge/numpy,829922.0,178681468.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,136524.0,177028209.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,64062152.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-21 13:21:42.000,2023-09-21 13:21:36,15833.0,824.0,15170,2063.0,8214.0,883.0,4962.0,60832,2023-09-07 20:45:06.000,4.24.3,147.0,1163.0,52,True,515493.0,495947.0,protobuf,conda-forge/protobuf,34972976.0,153199803.0,https://pypi.org/project/protobuf,2023-09-07 20:45:06.000,16074.0,146963642.0,https://anaconda.org/conda-forge/protobuf,2023-09-10 08:34:38.316,15579009.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3472.0,5069509.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-21 13:34:04.000,2023-09-20 22:39:03,33335.0,677.0,16710,1126.0,29961.0,3593.0,21725.0,39767,2023-09-20 21:03:54.000,2.1.1,119.0,3457.0,52,True,1374150.0,1301953.0,pandas,conda-forge/pandas,214982.0,134656958.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72197.0,133402731.0,https://anaconda.org/conda-forge/pandas,2023-09-20 23:28:15.419,43832557.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-21 07:21:42.000,2023-09-20 18:18:37,53991.0,194.0,23679,1945.0,49751.0,836.0,31161.0,58605,2023-09-12 13:24:22.000,8.4.0,333.0,6778.0,48,True,33746.0,29676.0,ansible,conda-forge/ansible,,4314092.0,https://pypi.org/project/ansible,2023-09-12 13:24:22.000,4070.0,4290284.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,952341.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-21 13:05:40.000,2023-09-21 12:09:26,21482.0,1356.0,12741,758.0,22976.0,847.0,7280.0,32230,2023-09-07 18:08:24.000,2.7.1,164.0,2988.0,47,True,8291.0,8001.0,apache-airflow,conda-forge/airflow,538150.0,10525465.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9042467.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,945845.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,473.0,146708747.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-21 08:29:45.465,2023-09-20 19:23:50,5426.0,201.0,1775,239.0,689.0,165.0,2894.0,8310,2023-09-19 20:02:42.000,1.28.51,1393.0,148.0,47,True,376867.0,359103.0,boto3,conda-forge/boto3,,800210476.0,https://pypi.org/project/boto3,2023-09-20 20:53:54.000,17764.0,799783441.0,https://anaconda.org/conda-forge/boto3,2023-09-21 08:29:45.465,17081425.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-21 11:13:25.000,2023-09-21 11:13:18,10928.0,401.0,1674,124.0,7318.0,38.0,2270.0,5796,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,563210.0,541796.0,cryptography,conda-forge/cryptography,,210577883.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21414.0,209449903.0,https://anaconda.org/conda-forge/cryptography,2023-09-20 13:46:37.811,42863271.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-21 13:27:08.000,2023-09-21 10:53:47,12328.0,78.0,4549,476.0,3070.0,634.0,4346.0,22216,2023-09-03 20:16:15.000,5.3.4,201.0,1309.0,46,True,126607.0,111557.0,celery,conda-forge/celery,,7457686.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15050.0,7421469.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1412469.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,122.0,1358,184.0,1066.0,91.0,1416.0,14288,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1454043.0,1379614.0,click,conda-forge/click,97.0,155134661.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74429.0,154042011.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30594149.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-21 13:20:42.000,2023-09-21 13:19:38,2459.0,372.0,1395,99.0,3007.0,340.0,2773.0,15751,2023-08-23 18:59:43.000,2.3.0,119.0,410.0,45,True,263262.0,255273.0,pydantic,conda-forge/pydantic,,103708710.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7989.0,103549266.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,6058889.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-21 12:59:15.569,2023-09-20 19:23:41,11501.0,232.0,3858,577.0,3493.0,523.0,3939.0,14284,2023-09-19 20:02:47.000,1.29.51,1800.0,423.0,45,True,3058.0,3.0,awscli,conda-forge/awscli,1470.0,178888147.0,https://pypi.org/project/awscli,2023-09-20 20:53:48.000,3055.0,178334261.0,https://anaconda.org/conda-forge/awscli,2023-09-21 12:59:15.569,21046749.0,1.0,,,,,,,,,,,,,,1.0,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-17 18:20:20.272,2023-09-17 15:50:57,3844.0,58.0,1634,540.0,1023.0,185.0,1036.0,44796,2023-09-17 15:51:58.000,13.5.3,188.0,227.0,44,True,128672.0,123592.0,rich,conda-forge/rich,,31438685.0,https://pypi.org/project/rich,2023-09-17 15:51:16.000,5080.0,31307315.0,https://anaconda.org/conda-forge/rich,2023-09-17 18:20:20.272,4992086.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-21 13:25:43.000,2023-09-21 12:50:38,2248.0,50.0,2406,323.0,1437.0,183.0,1362.0,11780,2023-08-15 09:58:15.000,5.0.0,117.0,412.0,44,True,27561.0,,redis,conda-forge/redis-py,,30288768.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27561.0,30261057.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1080733.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-21 03:35:43.000,2023-09-20 20:45:55,16558.0,170.0,1195,92.0,674.0,175.0,7294.0,7758,2023-09-18 21:15:03.000,rel_2_0_21,291.0,652.0,44,True,682256.0,634837.0,SQLAlchemy,conda-forge/sqlalchemy,45841.0,90927597.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47419.0,90528236.0,https://anaconda.org/conda-forge/sqlalchemy,2023-09-19 08:16:13.285,13147414.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-21 01:32:59.207,2023-09-20 21:02:05,10265.0,284.0,1018,65.0,1996.0,141.0,901.0,1331,2023-09-20 20:53:40.000,1.31.52,1791.0,197.0,44,True,279514.0,271004.0,botocore,conda-forge/botocore,,379485623.0,https://pypi.org/project/botocore,2023-09-20 20:53:40.000,8510.0,378797373.0,https://anaconda.org/conda-forge/botocore,2023-09-21 01:32:59.207,23400514.0,2.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-21 12:39:06.000,2023-09-21 07:55:06,118816.0,1287.0,27688,1500.0,44338.0,8514.0,57736.0,55812,2020-07-22 03:00:52.000,0.0.6,11.0,2621.0,43,True,11.0,3.0,cpython,conda-forge/typing,,119620.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,87772.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2866359.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-21 10:15:32.000,2023-09-19 18:40:10,3563.0,97.0,2294,277.0,3716.0,594.0,1889.0,17150,2023-09-06 15:38:14.000,2.14.5,76.0,525.0,43,True,25614.0,24960.0,datasets,conda-forge/datasets,,6907466.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,654.0,6893677.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,455068.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-20 14:43:02.000,2023-09-20 14:41:31,3421.0,65.0,1808,223.0,1243.0,16.0,651.0,16279,2023-09-20 14:43:08.000,19.6.2,306.0,539.0,43,True,173789.0,170632.0,Faker,conda-forge/faker,,9993790.0,https://pypi.org/project/Faker,2023-09-20 14:42:53.000,3157.0,9972072.0,https://anaconda.org/conda-forge/faker,2023-09-11 19:08:22.078,847017.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-21 12:40:23.000,2023-09-21 01:30:34,15110.0,384.0,1322,155.0,6088.0,546.0,3606.0,12849,2023-09-14 20:23:33.000,2.13.1,232.0,321.0,43,True,3901.0,3756.0,prefect,conda-forge/prefect,,654474.0,https://pypi.org/project/prefect,2023-09-14 20:23:33.000,145.0,641343.0,https://anaconda.org/conda-forge/prefect,2023-09-14 23:35:06.284,525244.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-21 10:21:43.000,2023-09-19 18:30:03,6486.0,64.0,548,31.0,774.0,401.0,1361.0,1399,2023-08-06 15:15:44.000,2.16.1,61.0,798.0,43,True,620451.0,583372.0,pygments,conda-forge/pygments,,68741722.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37079.0,68044667.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25093999.0,1.0,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-21 06:39:32.000,2023-09-21 02:04:44,3002.0,14.0,3150,640.0,2396.0,161.0,2147.0,21108,2023-05-26 17:35:41.785,23.5.26,35.0,650.0,42,True,72964.0,72381.0,flatbuffers,conda-forge/flatbuffers,267834.0,14577790.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,313.0,13723226.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,847845.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,270.0,842518.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-21 13:17:29.000,2023-09-21 11:45:07,10764.0,439.0,947,171.0,6720.0,1878.0,4555.0,17581,2023-09-19 23:01:39.000,3.84.0,3908.0,232.0,42,True,7159.0,6312.0,pulumi,,888557.0,1821624.0,https://pypi.org/project/pulumi,2023-09-19 23:02:59.000,137.0,821403.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-19 23:02:27.721,710.0,950857.0,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-12 13:20:06.000,2023-08-31 02:12:11,3955.0,27.0,1943,317.0,763.0,986.0,772.0,8518,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96319.0,83401.0,paramiko,conda-forge/paramiko,,45864536.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12918.0,45765013.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3781880.0,2.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-21 12:42:40.000,2023-09-21 08:06:33,40443.0,952.0,4029,257.0,22535.0,4224.0,1901.0,7142,2023-08-30 16:14:12.000,2.50.0,95.0,1562.0,42,True,179.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6533343.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,177.0,6531109.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,53617.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-12 12:35:09.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1571.0,440.0,1213.0,6372,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,71716.0,67896.0,docker,conda-forge/docker-py,676.0,35743771.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35648450.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3717316.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-20 23:53:01.000,2023-09-20 21:26:00,24899.0,497.0,1479,299.0,7692.0,151.0,3505.0,4333,2023-09-20 00:58:38.000,google-cloud-tpu-v1.16.0,100.0,412.0,42,True,1953.0,,google-cloud-storage,conda-forge/google-cloud-storage,,51858203.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1953.0,51757050.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3843824.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-21 12:09:44.000,2023-09-21 11:50:50,15518.0,740.0,2482,369.0,23570.0,1026.0,7607.0,3822,2023-09-20 09:25:04.000,azure-mgmt-hybridconnectivity_1.0.0,100.0,628.0,42,True,2983.0,2305.0,azure-storage-blob,conda-forge/azure-storage-blob,,40808352.0,https://pypi.org/project/azure-storage-blob,2023-09-13 23:16:17.000,678.0,40782242.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-14 00:40:06.665,1018315.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-21 12:50:35.000,2023-09-21 10:28:25,4402.0,161.0,4995,712.0,3813.0,194.0,6886.0,30521,2023-08-30 22:27:04.000,2.21.0,144.0,472.0,41,True,1523.0,276.0,docker-compose,conda-forge/docker-compose,122266708.0,3781139.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1667147.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,362712.0,2.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-18 13:27:41.000,2023-09-18 13:27:21,4545.0,20.0,1370,198.0,469.0,1.0,2307.0,10318,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26951.0,23243.0,peewee,conda-forge/peewee,,1101536.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3708.0,1086679.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,549737.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-21 13:33:39.000,2023-09-21 13:30:51,15792.0,995.0,1034,102.0,10043.0,1922.0,4270.0,8497,2023-09-20 20:25:19.000,1.4.15,571.0,343.0,41,True,1631.0,1505.0,dagster,conda-forge/dagster,,665158.0,https://pypi.org/project/dagster,2023-09-20 19:56:28.000,126.0,640057.0,https://anaconda.org/conda-forge/dagster,2023-09-16 18:48:21.622,1004042.0,1.0,,,,,,,,,,,,,,,,,,, +37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-09-19 07:15:43.000,2023-09-19 07:15:41,3244.0,59.0,628,81.0,1005.0,160.0,1033.0,6669,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,108094.0,97813.0,marshmallow,conda-forge/marshmallow,,28351998.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10281.0,28299212.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2058670.0,2.0,,,,,,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-19 05:52:51.000,2023-09-19 05:52:51,1358.0,44.0,345,66.0,531.0,120.0,538.0,4900,2023-04-16 10:50:23.776,23.1.0,27.0,146.0,41,True,845414.0,827335.0,attrs,conda-forge/attrs,,122241243.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18079.0,121836547.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31566291.0,1.0,,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-20 17:02:37.102,2023-09-20 13:56:23,2563.0,57.0,571,60.0,332.0,30.0,754.0,4242,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,466382.0,447633.0,jsonschema,conda-forge/jsonschema,69.0,98102686.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18749.0,97437976.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,23264809.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +40,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-21 12:33:12.000,2023-09-21 09:59:29,7388.0,751.0,1151,134.0,6187.0,1019.0,3955.0,20371,2023-09-17 16:31:10.000,rs-0.33.0,310.0,281.0,40,True,3998.0,3740.0,polars,,,2274917.0,https://pypi.org/project/polars,2023-09-15 16:03:50.000,258.0,2274917.0,,,,1.0,,,,,,,,,,,,,,2.0,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-15 17:00:45.000,2023-08-03 20:35:19,3011.0,29.0,1869,225.0,1095.0,206.0,618.0,20291,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,40,True,24007.0,22422.0,cookiecutter,conda-forge/cookiecutter,,2613496.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1585.0,2583218.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,847807.0,1.0,,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-19 14:04:00.409,2023-08-26 08:00:20,12812.0,17.0,3028,607.0,3516.0,978.0,3901.0,16268,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11515.0,10909.0,kivy,conda-forge/kivy,33045.0,119500.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,111126.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,322646.0,1.0,,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-21 11:54:49.000,2023-09-21 05:48:32,1545.0,23.0,1163,404.0,1260.0,56.0,988.0,4035,2023-08-10 08:06:07.000,8.9.0,133.0,198.0,40,True,46865.0,40777.0,elasticsearch,conda-forge/elasticsearch,3505.0,13802785.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6088.0,13779849.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,913457.0,1.0,,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-20 15:40:43.000,2023-09-20 15:40:23,1538.0,71.0,256,39.0,490.0,25.0,259.0,3198,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,200675.0,191807.0,more-itertools,conda-forge/more-itertools,2801.0,52851680.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8868.0,52528552.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12600628.0,1.0,,,,,,,,,,,,,,,,,,, +45,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-21 07:27:41.000,2023-09-21 01:53:40,4747.0,112.0,972,107.0,3624.0,1169.0,2885.0,3146,2023-08-20 03:40:06.000,2023.8.0,82.0,449.0,40,True,22369.0,20435.0,xarray,conda-forge/xarray,,3866284.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1934.0,3628786.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,9024937.0,1.0,,,,,,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,21.0,260,25.0,168.0,31.0,283.0,1949,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,883925.0,851761.0,pyparsing,conda-forge/pyparsing,8268.0,88604798.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32164.0,86910702.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38961064.0,1.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-21 13:09:02.000,2023-09-21 00:05:21,11571.0,445.0,1372,78.0,6885.0,149.0,1611.0,8785,2023-09-20 18:01:05.000,0.17.18,246.0,410.0,39,True,41.0,,great_expectations,conda-forge/great-expectations,,12287426.0,https://pypi.org/project/great_expectations,2023-09-20 17:46:56.000,41.0,12269607.0,https://anaconda.org/conda-forge/great-expectations,2023-09-20 19:01:46.849,712773.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,6.0,1425,228.0,482.0,15.0,627.0,7380,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,184979.0,184587.0,PyMySQL,conda-forge/pymysql,,47983002.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,47951149.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1210425.0,2.0,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-16 11:06:31.000,2023-08-09 16:44:53,2166.0,9.0,1359,149.0,962.0,297.0,1186.0,5307,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20976.0,19571.0,kafka-python,conda-forge/kafka-python,1832.0,6826239.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1405.0,6820762.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,415066.0,2.0,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-20 19:29:18.000,2023-09-20 19:29:17,5418.0,116.0,1135,238.0,1375.0,9.0,,3925,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20033.0,,pymongo,conda-forge/pymongo,,22174270.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20033.0,22141807.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1233621.0,2.0,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-19 14:39:06.000,2023-09-19 14:39:05,1486.0,18.0,384,60.0,700.0,400.0,461.0,3432,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,339286.0,333016.0,joblib,conda-forge/joblib,,38323792.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6270.0,37751843.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21734080.0,2.0,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-09-19 14:04:58.000,2023-09-11 15:11:07,3059.0,12.0,487,73.0,291.0,19.0,1236.0,3030,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,712244.0,650768.0,psycopg2,psycopg2,,14990494.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61456.0,14988000.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,234494.0,2.0,,,,,,,,,,,,,,,20.0,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-05 16:51:25.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,305.0,2263,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1011493.0,935442.0,pyyaml,conda-forge/pyyaml,,214991022.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76051.0,213924709.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,38387302.0,1.0,,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-27 12:48:49.000,2023-06-06 19:08:37,1575.0,,440,45.0,624.0,341.0,399.0,2129,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1181288.0,1177015.0,python-dateutil,conda-forge/python-dateutil,35043.0,215000156.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,214444296.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,48885559.0,1.0,,,,,,,,,,,,,,,,,,, +55,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-14 16:56:16.354,2023-09-14 10:52:20,1974.0,13.0,194,26.0,586.0,91.0,193.0,573,2023-09-14 10:52:36.000,5.10.0,43.0,110.0,39,True,369805.0,355110.0,traitlets,conda-forge/traitlets,192.0,28857559.0,https://pypi.org/project/traitlets,2023-09-14 10:52:29.000,14695.0,28217518.0,https://anaconda.org/conda-forge/traitlets,2023-09-14 16:56:16.354,23041057.0,1.0,,,,,,,,,,,,,,,,,,, +56,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,306.0,1225,344.0,235.0,39.0,444.0,13317,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,926.0,921.0,tink,,1093.0,113030.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,112627.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,388.0,,,,,,,,,,,,,, +57,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-15 08:29:05.000,2023-08-17 01:44:46,1795.0,8.0,1361,209.0,852.0,163.0,927.0,9111,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,38,True,16311.0,14537.0,rq,conda-forge/rq,,1184885.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1774.0,1182043.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96635.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,6.0,687,151.0,723.0,569.0,549.0,8569,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,34921908.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,34423309.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18448172.0,2.0,,,,,,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-18 17:33:52.000,2023-09-18 17:26:32,1703.0,32.0,3262,139.0,867.0,110.0,1163.0,5987,2023-09-18 17:33:52.000,28.1.0,90.0,186.0,38,True,1399.0,,kubernetes,conda-forge/kubernetes,,17080459.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1399.0,17069213.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,449852.0,2.0,,,,,,,,,,,,,,,,,,, +60,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-17 21:49:13.000,2023-09-17 21:38:06,2841.0,36.0,454,63.0,202.0,64.0,495.0,2471,2023-09-16 08:33:19.000,3.19.0x,47.0,143.0,38,True,78731.0,77106.0,pycryptodomex,conda-forge/pycryptodomex,108.0,33478870.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1625.0,33440743.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-17 12:09:46.246,1448861.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +61,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,35.0,197,19.0,127.0,101.0,894.0,2126,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,191065.0,179560.0,alembic,conda-forge/alembic,,31883334.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11505.0,31780822.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3690467.0,2.0,,,,,,,,,,,,,,,,,,, +62,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-17 12:27:10.000,2023-08-31 14:53:42,4262.0,1.0,503,57.0,880.0,252.0,1192.0,1925,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,38,True,247433.0,232593.0,h5py,conda-forge/h5py,2819.0,15839253.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14840.0,15502936.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,13114966.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +63,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-21 07:35:44.000,2023-09-21 05:58:37,863.0,11.0,249,47.0,286.0,7.0,269.0,1787,2023-09-21 07:35:44.000,1.0.6,22.0,78.0,38,True,105489.0,103183.0,msgpack,conda-forge/msgpack-python,1136.0,35832443.0,https://pypi.org/project/msgpack,2023-09-21 07:35:44.000,2306.0,35664670.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13756112.0,2.0,,,,,,,,,,,,,,2.0,,,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-18 22:59:57.000,2023-09-18 22:59:56,895.0,57.0,107,27.0,275.0,58.0,266.0,1384,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,173383.0,172875.0,anyio,conda-forge/anyio,,44255659.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,44010476.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,9807321.0,1.0,,,,,,,,,,,,,,,,,,, +65,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-19 14:19:08.000,2023-09-19 14:19:07,2202.0,37.0,271,21.0,776.0,202.0,389.0,652,2023-09-15 20:18:13.000,2023.9.1,71.0,197.0,38,True,64125.0,63405.0,fsspec,conda-forge/fsspec,,122849225.0,https://pypi.org/project/fsspec,2023-09-15 20:18:13.000,720.0,122495048.0,https://anaconda.org/conda-forge/fsspec,2023-09-16 02:00:56.254,14167081.0,1.0,,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,174.0,25243,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26725.0,24917.0,fire,conda-forge/fire,,6597983.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1808.0,6588079.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,742806.0,2.0,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-14 15:32:25.000,2023-09-07 01:03:05,4083.0,5.0,2376,480.0,2275.0,118.0,878.0,16801,2023-05-04 09:55:49.000,3.3.0,79.0,601.0,37,True,2614.0,2201.0,luigi,luigi,,521633.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,521482.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13794.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-06 18:17:03.000,2023-08-31 02:24:25,1595.0,16.0,1950,465.0,550.0,461.0,1307.0,14226,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,130.0,13.0,fabric,conda-forge/fabric,,4163064.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4160873.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,70113.0,3.0,,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-14 09:16:20.000,2023-08-11 17:25:03,926.0,1.0,555,228.0,239.0,86.0,252.0,9560,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,97939.0,96045.0,uvloop,conda-forge/uvloop,422.0,6499360.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1894.0,6490372.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,637904.0,2.0,,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-21 13:16:39.000,2023-09-21 11:20:35,2616.0,135.0,620,114.0,2811.0,794.0,3057.0,8967,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1182.0,1149.0,modin,conda-forge/modin-core,196708.0,1065686.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,1052167.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 14:16:33.550,269035.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-21 13:10:44.000,2023-09-20 11:47:44,2406.0,119.0,809,106.0,1330.0,338.0,1149.0,8692,2023-08-31 10:35:56.000,0.18.13,45.0,204.0,37,True,1947.0,1882.0,kedro,,,351671.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,351671.0,,,,2.0,,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-21 09:09:25.000,2023-09-20 16:27:30,6387.0,179.0,1323,134.0,3887.0,491.0,4004.0,7529,2023-09-20 19:40:53.000,1.4.8,173.0,297.0,37,True,3316.0,3286.0,dbt,conda-forge/dbt,2446.0,100372.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,97221.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,247897.0,2.0,,,,,,,,,,,,,,,,dbt,,, +73,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-09-21 10:51:03.000,2023-04-18 19:22:32,4081.0,,1225,139.0,1103.0,377.0,1320.0,4050,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25048.0,21460.0,mongoengine,conda-forge/mongoengine,,960952.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3588.0,958335.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,222480.0,2.0,,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-20 20:50:18.000,2023-09-19 14:16:43,2246.0,46.0,634,60.0,1402.0,33.0,954.0,3578,2023-09-11 18:35:05.000,3.4.0,141.0,135.0,37,True,1269.0,1212.0,awswrangler,conda-forge/awswrangler,206554.0,29910660.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29895895.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,414873.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +75,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-21 07:43:30.000,2023-09-18 04:04:57,2714.0,6.0,1182,199.0,1207.0,168.0,1791.0,3219,2023-05-05 16:39:25.000,4.2.0,42.0,223.0,37,True,4112.0,3849.0,netmiko,,,178244.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,263.0,178244.0,,,,3.0,,,,,,,,,,,,,,,,,,, +76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3019,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15200.0,14068.0,cerberus,conda-forge/cerberus,,4517146.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1132.0,4513094.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,344496.0,2.0,,,,,,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-12 20:50:46.000,2023-09-12 11:51:54,1603.0,3.0,462,96.0,304.0,183.0,311.0,2419,2020-01-21 16:37:03.000,4.8.0,19.0,104.0,37,True,325695.0,309561.0,pexpect,conda-forge/pexpect,4364.0,36017975.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16134.0,35840853.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15760671.0,1.0,,,,,,,,,,,,,,,,,,, +78,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,14.0,172,23.0,150.0,169.0,326.0,1991,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,121510.0,117634.0,dill,conda-forge/dill,290910.0,35952673.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3876.0,35819820.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5085962.0,2.0,,,,,,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-12 15:19:54.000,2023-09-12 15:19:51,960.0,31.0,230,52.0,153.0,19.0,198.0,1520,2023-01-28 14:21:04.349,2.0.2,47.0,67.0,37,True,296142.0,285742.0,greenlet,conda-forge/greenlet,,65553908.0,https://pypi.org/project/greenlet,2023-09-12 15:19:43.000,10400.0,65449732.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7917377.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,310267.0,293005.0,future,conda-forge/future,,32218440.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17262.0,32075579.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12286125.0,1.0,,,,,,,,,,,,,,,,,,, +81,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1969586.0,1834111.0,six,conda-forge/six,,194715194.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135475.0,194177169.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47346209.0,1.0,,,,,,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-20 22:36:56.000,2023-09-18 20:15:23,1690.0,28.0,258,53.0,1062.0,84.0,527.0,642,2023-07-20 15:54:44.860,0.0.1,148.0,132.0,37,True,23272.0,22157.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,33601868.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1115.0,33530405.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2715612.0,2.0,,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-09 17:30:27.000,2023-09-09 17:30:27,6824.0,34.0,1752,230.0,3055.0,707.0,2697.0,12059,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10006.0,9691.0,pysimplegui,conda-forge/pysimplegui,,351871.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,349367.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,122710.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11087,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29982.0,28550.0,schedule,conda-forge/schedule,,1797592.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1432.0,1796674.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,41328.0,3.0,,,,,,,,,,,,,,,,,,, +85,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-09-12 05:31:00.000,2023-09-12 05:30:56,1397.0,1.0,643,136.0,670.0,98.0,398.0,8365,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,73929.0,69162.0,arrow,conda-forge/arrow,,16751351.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4767.0,16723336.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2465354.0,2.0,,,,,,,,,,,,,,,,,,, +86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7834,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,113900.0,101496.0,docopt,conda-forge/docopt,,10156691.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12404.0,10135154.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1916809.0,2.0,,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,27.0,505,137.0,234.0,4.0,457.0,6704,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15775.0,13144.0,sh,conda-forge/sh,,4648988.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2631.0,4643747.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,183448.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,2.0,374,35.0,227.0,40.0,226.0,6408,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,564427.0,555655.0,python-dotenv,conda-forge/python-dotenv,,30799708.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8772.0,30728970.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2688057.0,2.0,,,,,,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,172.0,453.0,5974,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,115984.0,107891.0,watchdog,conda-forge/watchdog,,12068591.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8093.0,12039761.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2450570.0,2.0,,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-20 23:23:35.000,2023-09-20 23:23:27,607.0,33.0,174,33.0,84.0,2.0,341.0,4921,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,59292.0,58204.0,orjson,conda-forge/orjson,,14778908.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14756023.0,https://anaconda.org/conda-forge/orjson,2023-09-08 03:28:16.463,915421.0,2.0,,,,,,,,,,,,,,,,,,, +91,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,424.0,383.0,159.0,1150.0,3700,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,36,True,10485.0,9503.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2993622.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,982.0,2993507.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7980.0,2.0,,,,,,,,,,,,,,,,,,, +92,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-21 08:41:54.000,2023-07-24 18:25:47,848.0,11.0,864,334.0,535.0,271.0,841.0,3406,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7614.0,7176.0,confluent-kafka,conda-forge/python-confluent-kafka,,9667561.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,438.0,9645542.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-18 10:16:13.733,770678.0,2.0,,,,,,,,,,,,,,,,,,, +93,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-19 15:40:11.000,2023-09-18 07:26:14,1337.0,7.0,616,118.0,121.0,15.0,875.0,3331,2023-09-18 07:26:45.000,3.1.4,161.0,47.0,36,True,70196.0,66255.0,xlsxwriter,conda-forge/xlsxwriter,,12746388.0,https://pypi.org/project/xlsxwriter,2023-09-18 07:26:45.000,3941.0,12673736.0,https://anaconda.org/conda-forge/xlsxwriter,2023-09-19 07:39:58.351,2906102.0,3.0,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-21 10:31:29.000,2023-09-21 10:31:29,6327.0,751.0,440,80.0,4802.0,92.0,2199.0,3108,2023-08-31 16:02:11.000,6.2.0,54.0,193.0,36,True,640.0,592.0,ibis-framework,conda-forge/ibis-framework,97.0,107674.0,https://pypi.org/project/ibis-framework,2023-09-17 00:05:01.000,48.0,99839.0,https://anaconda.org/conda-forge/ibis-framework,2023-09-11 16:31:39.369,305438.0,2.0,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,157.0,3046,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,132537.0,130342.0,sortedcontainers,conda-forge/sortedcontainers,,26540566.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2195.0,26412454.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11017669.0,1.0,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-09-19 07:17:43.905,2023-09-18 13:24:19,2652.0,25.0,474,123.0,545.0,293.0,1491.0,2700,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30060.0,29421.0,xlwings,conda-forge/xlwings,18725.0,142494.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,125572.0,https://anaconda.org/conda-forge/xlwings,2023-09-19 07:17:43.905,661628.0,1.0,,,,,,,,,,,,,,,,,,, +97,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-20 20:22:15.000,2023-08-17 19:25:44,249.0,34.0,144,36.0,64.0,49.0,64.0,2375,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,110940.0,108978.0,aiofiles,conda-forge/aiofiles,,32888075.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1962.0,32876364.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,831533.0,2.0,,,,,,,,,,,,,,,,,,, +98,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-20 18:23:27.000,2023-09-20 18:18:11,9903.0,209.0,931,86.0,1758.0,74.0,123.0,1958,2023-08-10 08:07:04.000,3.8.0,71.0,471.0,36,True,861.0,,apache-libcloud,,,181033.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,181033.0,,,,2.0,,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-21 12:26:26.000,2023-09-20 08:56:52,15141.0,246.0,6741,727.0,5528.0,1673.0,3600.0,17233,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,65980.0,903.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-20 23:24:57.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,275.0,208.0,166.0,12092,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2346.0,13.0,typer,conda-forge/typer,,12426336.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12385474.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1675377.0,2.0,,,,,,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-09-19 19:53:40.000,2023-09-19 19:52:24,2430.0,6.0,1222,232.0,475.0,145.0,1002.0,7924,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11597.0,9642.0,supervisor,conda-forge/supervisor,,2211450.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1955.0,2208317.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,275772.0,3.0,,,,,,,,,,,,,,,,,,, +102,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-09-18 11:37:28.000,2023-08-17 23:23:46,822.0,26.0,336,70.0,261.0,241.0,291.0,5662,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23531.0,22310.0,pendulum,conda-forge/pendulum,166.0,13139160.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1221.0,13128127.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,827411.0,2.0,,,,,,,,,,,,,,,,,,, +103,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5232,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63547.0,57991.0,xmltodict,conda-forge/xmltodict,,28291606.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5556.0,28252713.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3305962.0,2.0,,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-09-20 19:24:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,349.0,118.0,142.0,4324,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,114594.0,111129.0,toolz,conda-forge/toolz,,21818736.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21611109.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18063574.0,2.0,,,,,,,,,,,,,,,,,,, +105,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-11 18:03:22.000,2023-09-06 06:06:59,1174.0,6.0,582,136.0,316.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,123.0,35,True,76052.0,74775.0,tablib,conda-forge/tablib,,1859351.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1277.0,1858239.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91236.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-20 21:08:59.056,2023-09-20 19:22:52,1600.0,25.0,418,88.0,111.0,7.0,165.0,3299,2023-09-20 19:34:35.000,8.13.21,230.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4793575.0,https://pypi.org/project/phonenumbers,2023-09-20 19:34:35.000,1434.0,4764457.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-20 21:08:59.056,815330.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3244,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,769701.0,748359.0,colorama,conda-forge/colorama,,115854586.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21342.0,115567383.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25561096.0,2.0,,,,,,,,,,,,,,,,,,, +108,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2977,,,21.0,83.0,35,True,673559.0,656373.0,pycparser,conda-forge/pycparser,,108566642.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17186.0,108161674.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34422291.0,2.0,,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-16 14:58:53.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,218.0,58.0,953.0,2734,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52406.0,50258.0,pyodbc,conda-forge/pyodbc,,23336331.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2148.0,23320774.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1135718.0,2.0,,,,,,,,,,,,,,,,,,, +110,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-15 08:18:44.000,2023-09-12 18:15:46,1072.0,6.0,439,55.0,288.0,11.0,317.0,2314,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,35,True,144709.0,137494.0,mysqlclient,conda-forge/mysqlclient,5265.0,3941901.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7215.0,3934072.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,295147.0,2.0,,,,,,,,,,,,,,,,,,, +111,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-14 07:34:08.000,2023-09-12 05:49:56,1030.0,35.0,201,26.0,157.0,69.0,195.0,1747,2023-09-12 05:50:40.000,6.5.0,72.0,77.0,35,True,8919.0,8113.0,deepdiff,conda-forge/deepdiff,,12661376.0,https://pypi.org/project/deepdiff,2023-09-12 05:50:40.000,806.0,12652734.0,https://anaconda.org/conda-forge/deepdiff,2023-09-12 14:25:21.517,337049.0,1.0,,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,66.0,122.0,19.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,35,True,133138.0,112215.0,simplejson,conda-forge/simplejson,6361.0,17028838.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20923.0,16990082.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2862872.0,2.0,,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,276.0,86.0,161.0,1435,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,90746.0,87860.0,cloudpickle,conda-forge/cloudpickle,27.0,30313109.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2886.0,30151461.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14548363.0,2.0,,,,,,,,,,,,,,,,,,, +114,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-21 12:55:24.000,2023-09-20 09:23:26,4499.0,15.0,253,60.0,354.0,153.0,541.0,1230,2022-12-23 13:29:42.000,3.8.0,43.0,121.0,35,True,51265.0,48714.0,tables,conda-forge/pytables,176.0,788986.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2551.0,619291.0,https://anaconda.org/conda-forge/pytables,2023-09-10 19:38:48.262,6448343.0,2.0,,,,,,,,,,,,,,,,,,, +115,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,33.0,164.0,69.0,234.0,1157,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2405.0,,jsonpickle,conda-forge/jsonpickle,,9440415.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2405.0,9388616.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1502176.0,2.0,,,,,,,,,,,,,,,,,,, +116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-13 17:32:32.000,2023-07-23 13:01:17,2027.0,20.0,141,19.0,159.0,58.0,435.0,1103,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4128.0,,keyring,conda-forge/keyring,,36512102.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4128.0,36415126.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3685091.0,3.0,,,,,,,,,,,,,,,,,,, +117,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1099,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,29844.0,29151.0,py4j,conda-forge/py4j,,30594647.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30546141.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4123076.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +118,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-21 09:50:40.000,2023-09-18 17:01:37,2095.0,157.0,411,18.0,1003.0,100.0,360.0,1026,2023-09-18 16:48:41.000,.0.33,61.0,219.0,35,True,13276.0,12833.0,holidays,conda-forge/holidays,189.0,5946373.0,https://pypi.org/project/holidays,2023-09-18 16:58:15.000,443.0,5850444.0,https://anaconda.org/conda-forge/holidays,2023-09-19 01:50:26.664,3645267.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +119,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-14 02:43:05.000,2023-09-13 03:11:12,2773.0,17.0,598,149.0,481.0,228.0,991.0,11100,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2252.0,2206.0,dearpygui,,,31984.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,31984.0,,,,2.0,,,,,,,,,,,,,,,,,,, +120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-21 13:30:05.000,2023-09-21 04:21:25,8156.0,425.0,519,83.0,2135.0,50.0,384.0,6863,2023-09-18 19:53:57.000,3.6.26,154.0,118.0,34,True,2404.0,2350.0,hub,,,3116.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3116.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +121,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-09-13 01:55:16.000,2023-08-17 16:45:08,888.0,9.0,368,88.0,264.0,26.0,315.0,4132,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,34,True,4427.0,,ujson,conda-forge/ujson,,8720470.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4427.0,8660670.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4245864.0,3.0,,,,,,,,,,,,,,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-21 00:00:00.000,2023-09-18 21:56:01,534.0,13.0,742,68.0,404.0,92.0,407.0,3550,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24953735.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24616699.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13481457.0,2.0,,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-18 15:26:43.000,2023-09-15 18:51:03,716.0,29.0,296,34.0,494.0,107.0,360.0,3224,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7416.0,7149.0,dynaconf,conda-forge/dynaconf,,1736173.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,1734520.0,https://anaconda.org/conda-forge/dynaconf,2023-08-31 09:12:43.108,57856.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +124,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-20 11:52:45.000,2023-09-05 13:59:07,1264.0,4.0,185,50.0,310.0,127.0,221.0,2675,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5317.0,4849.0,plumbum,conda-forge/plumbum,,1898142.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,468.0,1886006.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,983072.0,3.0,,,,,,,,,,,,,,,,,,, +125,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-21 07:36:12.000,2023-09-21 07:14:19,1406.0,80.0,190,47.0,1174.0,65.0,549.0,2483,2023-09-07 13:40:49.000,0.38.0,721.0,66.0,34,True,2848.0,2831.0,docarray,conda-forge/docarray,,119506.0,https://pypi.org/project/docarray,2023-09-21 07:36:12.000,17.0,113669.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,116753.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +126,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-15 15:29:09.000,2023-08-25 18:02:53,328.0,4.0,279,46.0,102.0,38.0,184.0,2397,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50319.0,47039.0,python-magic,conda-forge/python-magic,,5756251.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3280.0,5753273.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,229333.0,2.0,,,,,,,,,,,,,,,,,,, +127,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-14 02:39:40.000,2023-08-21 14:51:26,1497.0,1.0,443,134.0,553.0,301.0,371.0,2343,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25177.0,23922.0,dateparser,conda-forge/dateparser,,3776622.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1255.0,3774462.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,172853.0,3.0,,,,,,,,,,,,,,,,,,, +128,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,87.0,225.0,,,2212,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,71052.0,69889.0,motor,conda-forge/motor,,1156083.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1163.0,1154341.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,60981.0,2.0,,,,,,,,,,,,,,,,,,, +129,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-09-13 09:14:03.000,2023-09-12 21:57:57,795.0,24.0,199,63.0,95.0,64.0,289.0,2017,2023-09-12 15:20:25.000,2.8.6,50.0,67.0,34,True,3135.0,,numexpr,conda-forge/numexpr,427.0,6921861.0,https://pypi.org/project/numexpr,2023-09-12 15:20:25.000,3135.0,6739535.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,7110554.0,2.0,,,,,,,,,,,,,,,,,,, +130,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1902,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,315600.0,313293.0,pyrsistent,conda-forge/pyrsistent,,38003646.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2307.0,37664735.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19995778.0,1.0,,,,,,,,,,,,,,,,,,, +131,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,10.0,215,44.0,69.0,42.0,136.0,1887,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11838.0,,wrapt,conda-forge/wrapt,,78191998.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11838.0,78041942.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12754801.0,2.0,,,,,,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,23.0,264,25.0,116.0,10.0,147.0,1719,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,61786.0,60311.0,emoji,conda-forge/emoji,,2473911.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1475.0,2472293.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,59868.0,1.0,,,,,,,,,,,,,,,,,,, +133,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-20 19:55:19.000,2023-09-16 20:39:53,738.0,5.0,115,35.0,209.0,53.0,190.0,1259,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48290.0,46107.0,argcomplete,conda-forge/argcomplete,309.0,19576475.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2183.0,19541443.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1331108.0,2.0,,,,,,,,,,,,,,,,,,, +134,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,2.0,313,31.0,326.0,183.0,237.0,1135,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,26776.0,24654.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4712400.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2122.0,4706326.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,510237.0,2.0,,,,,,,,,,,,,,,,,,, +135,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,777,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,498945.0,474594.0,decorator,conda-forge/decorator,,63455228.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24351.0,63181806.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23514360.0,2.0,,,,,,,,,,,,,,,,,,, +136,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-21 13:15:58.000,2023-09-21 13:15:58,1005.0,13.0,238,20.0,376.0,121.0,294.0,730,2023-09-15 20:28:10.000,2023.9.1,61.0,125.0,34,True,15411.0,14739.0,s3fs,conda-forge/s3fs,,117111635.0,https://pypi.org/project/s3fs,2023-09-15 20:28:10.000,672.0,116945096.0,https://anaconda.org/conda-forge/s3fs,2023-09-16 13:33:42.398,6161978.0,2.0,,,,,,,,,,,,,,,,,,, +137,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-18 17:57:04.000,2023-09-13 15:59:51,272.0,22.0,89,14.0,172.0,10.0,90.0,579,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,319210.0,316488.0,filelock,conda-forge/filelock,,98281110.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2722.0,97908583.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,14901105.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +138,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-02 16:04:44.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,92.0,53.0,134.0,298,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110516.0,103449.0,asn1crypto,conda-forge/asn1crypto,,50375980.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7067.0,50266171.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8235705.0,3.0,,,,,,,,,,,,,,,,,,, +139,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,277,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1737080.0,1653946.0,pytz,conda-forge/pytz,,156207230.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83134.0,154882537.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,45039577.0,3.0,,,,,,,,,,,,,,,,,,, +140,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,414886.0,399846.0,pyasn1,conda-forge/pyasn1,,137312228.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15040.0,124303649.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13008579.0,3.0,,,,,,,,,,,,,,,,,,, +141,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,182,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,241905.0,237561.0,s3transfer,conda-forge/s3transfer,,245695555.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4344.0,245217794.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16721643.0,2.0,,,,,,,,,,,,,,,,,,, +142,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,1996,376.0,452.0,343.0,180.0,31515,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1191.0,1156.0,diagrams,conda-forge/diagrams,,104151.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,99874.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171081.0,2.0,,,,,,,,,,,,,,,,,,, +143,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-09-19 10:53:19.000,2023-08-01 09:19:41,246.0,10.0,453,145.0,253.0,236.0,147.0,10740,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7465.0,7346.0,sqlmodel,conda-forge/sqlmodel,,540104.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,539350.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,18863.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,, +144,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,154.0,12.0,291.0,6090,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12443.0,11562.0,tinydb,conda-forge/tinydb,,491976.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,881.0,488057.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,341014.0,2.0,,,,,,,,,,,,,,,,,,, +145,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-15 19:52:57.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,191.0,91.0,145.0,5242,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1438.0,,tenacity,conda-forge/tenacity,,35387891.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1438.0,35235133.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5346561.0,2.0,,,,,,,,,,,,,,,,,,, +146,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-02 05:02:14.000,2023-08-30 02:01:45,1184.0,9.0,326,40.0,478.0,486.0,493.0,3825,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6381.0,6288.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95159.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,94598.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15158.0,3.0,,,,,,,,,,,,,,,,,,, +147,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3533,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20261.0,20141.0,databases,conda-forge/databases,,381591.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,378157.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,188874.0,3.0,,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-05 02:24:37.000,2023-09-05 02:20:15,4009.0,22.0,233,86.0,77.0,313.0,330.0,3312,2022-01-27 22:51:06.000,0.7.16,47.0,28.0,33,True,4009.0,3647.0,pony,conda-forge/pony,66.0,104683.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,362.0,103489.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,95547.0,3.0,,,,,,,,,,,,,,,,,,, +149,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-10 08:53:31.000,2023-09-07 02:59:25,1023.0,12.0,365,50.0,375.0,82.0,310.0,2948,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,15585733.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,15530928.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2082607.0,2.0,,,,,,,,,,,,,,,,,,, +150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2086,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,192103.0,183611.0,xlrd,conda-forge/xlrd,,20317069.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8492.0,20272276.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3493897.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-13 20:41:41.000,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1967,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39306.0,5.0,chardet,conda-forge/chardet,,55689569.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39298.0,55090774.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21550523.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,170.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1916,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6991.0,,jmespath,conda-forge/jmespath,,124963632.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6991.0,124770871.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16577480.0,3.0,,,,,,,,,,,,,,,,,,, +153,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-09-19 13:34:02.000,2023-09-19 11:38:08,279.0,10.0,145,27.0,56.0,6.0,225.0,1774,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3413.0,,cachetools,conda-forge/cachetools,,97871751.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3413.0,97627211.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9781623.0,1.0,,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-20 16:35:36.000,2023-09-20 16:35:36,1822.0,34.0,225,46.0,833.0,278.0,372.0,1222,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,33,True,3107.0,2696.0,zarr,conda-forge/zarr,,384783.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,411.0,315415.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2635989.0,2.0,,,,,,,,,,,,,,,,,,, +155,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1157,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3542.0,3458.0,petl,conda-forge/petl,,999294.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,993958.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,208132.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +156,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-21 03:16:30.000,2023-09-21 03:16:22,524.0,49.0,144,28.0,522.0,5.0,114.0,1051,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8060.0,,bcrypt,conda-forge/bcrypt,,40357024.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8060.0,40249516.0,https://anaconda.org/conda-forge/bcrypt,2023-09-02 11:55:37.668,3977828.0,3.0,,,,,,,,,,,,,,,,,,, +157,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-20 07:31:59.000,2023-09-19 12:17:08,692.0,41.0,125,21.0,266.0,41.0,126.0,1011,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,33,True,10460.0,,pluggy,conda-forge/pluggy,,83470237.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10460.0,82833731.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22277717.0,2.0,,,,,,,,,,,,,,,,,,, +158,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-17 08:34:45.000,2023-09-17 08:34:44,336.0,21.0,141,15.0,152.0,15.0,132.0,832,2023-09-02 09:17:56.000,0.22.0,42.0,49.0,33,True,85389.0,83642.0,validators,conda-forge/validators,7.0,6371304.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1747.0,6358291.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,494462.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +159,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-20 15:42:35.000,2023-09-18 12:38:40,1475.0,21.0,189,98.0,718.0,4.0,226.0,826,2023-08-31 13:30:14.000,5.12.0,126.0,41.0,33,True,7269.0,7043.0,neo4j-driver,conda-forge/neo4j-python-driver,,146178.0,https://pypi.org/project/neo4j-driver,2023-08-31 13:09:01.000,226.0,141261.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,191768.0,3.0,,,,,,,,,,,,,,,,,,, +160,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-19 12:54:31.000,2023-08-17 22:04:52,1111.0,4.0,286,32.0,796.0,12.0,505.0,678,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5728.0,5289.0,minio,conda-forge/minio,,1452807.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,439.0,1448927.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,143588.0,3.0,,,,,,,,,,,,,,,,,,, +161,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-11 14:00:11.000,2023-08-29 13:26:41,363.0,13.0,119,59.0,357.0,55.0,274.0,386,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8211.0,7883.0,pandas-gbq,conda-forge/pandas-gbq,349.0,5889770.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,328.0,5836944.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1848739.0,3.0,,,,,,,,,,,,,,,,,,, +162,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-09-18 16:33:33.000,2023-09-16 11:51:04,299.0,11.0,51,15.0,42.0,17.0,22.0,336,2023-01-15 04:10:59.000,0.2.6,18.0,15.0,33,True,458703.0,445224.0,wcwidth,conda-forge/wcwidth,,38283150.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13479.0,38062316.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20537589.0,3.0,,,,,,,,,,,,,,,,,,, +163,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-17 00:25:53.000,2023-09-17 00:21:09,1869.0,10.0,598,126.0,1285.0,215.0,1077.0,7506,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,32,True,15492.0,15484.0,hydra,conda-forge/hydra-core,,26960.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8643.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,787665.0,2.0,,,,,,,,,,,,,,,,,,, +164,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6265,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5654.0,5228.0,boltons,conda-forge/boltons,25.0,3118156.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,426.0,3080935.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3275484.0,2.0,,,,,,,,,,,,,,,,,,, +165,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,13.0,423.0,5031,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3425.0,3159.0,transitions,conda-forge/transitions,,503187.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,266.0,492837.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,527884.0,1.0,,,,,,,,,,,,,,2.0,,,,, +166,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4631,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3843.0,3264.0,dataset,conda-forge/dataset,,118906.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,579.0,118674.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6978.0,3.0,,,,,,,,,,,,,,,,,,, +167,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-09-20 12:48:32.000,2023-09-20 12:48:19,981.0,12.0,380,83.0,170.0,,596.0,4615,2023-09-20 12:48:32.000,2.5.0,67.0,67.0,32,True,1440.0,1265.0,huey,conda-forge/huey,,82057.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,81560.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32352.0,2.0,,,,,,,,,,,,,,,,,,, +168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-09-17 13:42:31.000,2023-09-17 13:41:58,1106.0,21.0,242,64.0,86.0,24.0,269.0,3395,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1032.0,915.0,asciimatics,conda-forge/asciimatics,,83103.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,117.0,80931.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,141241.0,3.0,,,,,,,,,,,,,,,,,,, +169,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,485.0,3288,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,330.0,316.0,koalas,conda-forge/koalas,1019.0,1594555.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1588548.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,311465.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-09-08 21:46:18.000,2022-12-19 03:14:24,1998.0,,238,48.0,193.0,171.0,355.0,3197,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2478.0,2376.0,dependency-injector,conda-forge/dependency_injector,,1033229.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1031923.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,31367.0,2.0,,,,,,,,,,,,,,,,,,, +171,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-16 17:32:32.000,2021-12-01 20:49:12,400.0,,197,58.0,147.0,95.0,73.0,2774,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,8084.0,7187.0,schema,conda-forge/schema,,6067217.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,897.0,6064864.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,117668.0,2.0,,,,,,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-09-21 03:04:30.000,2023-09-21 03:04:26,590.0,35.0,211,16.0,561.0,249.0,407.0,2580,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1110.0,1036.0,pandera,conda-forge/pandera-core,,1097020.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,1096222.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27947.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-18 17:57:48.000,2023-09-18 17:57:46,824.0,4.0,424,41.0,623.0,259.0,363.0,2262,2023-04-26 00:04:01.470,5.5.0,89.0,105.0,32,True,1677.0,1516.0,pynamodb,conda-forge/pynamodb,,1842749.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1835087.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375465.0,3.0,,,,,,,,,,,,,,,,,,, +174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-21 08:14:10.000,2022-03-15 11:17:01,1020.0,,253,39.0,358.0,146.0,249.0,2149,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,14323.0,14231.0,pypika,conda-forge/pypika,,2547400.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,92.0,2547244.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3599.0,3.0,,,,,,,,,,,,,,,,,,, +175,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-15 04:52:36.000,2023-09-12 08:00:25,231.0,14.0,274,49.0,71.0,48.0,112.0,2129,2023-09-12 08:11:36.000,1.6.3,85.0,28.0,32,True,959.0,896.0,datasketch,,19.0,1174501.0,https://pypi.org/project/datasketch,2023-09-12 08:11:36.000,63.0,1174501.0,,,,2.0,,,,,,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2024.0,,humanize,conda-forge/humanize,,5377582.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2024.0,5365774.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,460540.0,2.0,,,,,,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-21 11:07:23.000,2023-09-04 07:26:13,1050.0,6.0,87,17.0,570.0,92.0,436.0,1604,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,18224.0,17853.0,omegaconf,conda-forge/omegaconf,,4812836.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4787155.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1129973.0,2.0,,,,,,,,,,,,,,,,,,, +178,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-04 12:24:01.000,2023-06-30 09:55:43,681.0,2.0,223,63.0,396.0,129.0,606.0,1454,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5947.0,,typing,conda-forge/typing,,8326146.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5947.0,8294298.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2866355.0,2.0,,,,,,,,,,,,,,,,,,, +179,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-20 20:39:55.000,2023-08-28 21:42:30,6025.0,1.0,523,81.0,1099.0,11.0,,1351,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6170.0,5471.0,cassandra-driver,conda-forge/cassandra-driver,,1328715.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,699.0,1326347.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,182393.0,3.0,,,,,,,,,,,,,,,,,,, +180,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-19 09:39:15.000,2023-09-19 09:39:14,509.0,23.0,82,24.0,265.0,35.0,68.0,1119,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16866.0,16622.0,cleo,conda-forge/cleo,,13783712.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,244.0,13774560.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,558300.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +181,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,933,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44497.0,42842.0,Bottleneck,conda-forge/bottleneck,,560397.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1655.0,518495.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3687460.0,2.0,,,,,,,,,,,,,,,,,,, +182,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,78.0,100,23.0,93.0,26.0,83.0,861,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,999.0,,inflect,conda-forge/inflect,,4297516.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,999.0,4288696.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,344000.0,2.0,,,,,,,,,,,,,,,,,,, +183,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-18 23:36:19.000,2023-09-12 23:43:43,1158.0,11.0,84,17.0,748.0,22.0,121.0,357,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3249.0,,multidict,conda-forge/multidict,4467.0,70304250.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3249.0,70165705.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10525549.0,2.0,,,,,,,,,,,,,,,,,,, +184,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-20 18:06:33.000,2023-09-20 18:00:30,844.0,46.0,36,12.0,53.0,,237.0,51,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,32,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62383097.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,61993530.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,15582698.0,2.0,,,,,,,,,,,,,,,,,,, +185,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,54.0,37,4.0,41.0,8.0,63.0,41,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,32,False,4078.0,,zipp,conda-forge/zipp,,162381422.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,161491682.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,32030649.0,3.0,,,,,,,,,,,,,,,,,,, +186,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,8008,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,612.0,581.0,vaex,conda-forge/vaex,279.0,53725.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,51621.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,174537.0,3.0,,,,,,,,,,,,,,,,,,, +187,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,7.0,589,129.0,329.0,65.0,814.0,5574,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,31,True,1800.0,1430.0,csvkit,conda-forge/csvkit,,166437.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,165188.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,97424.0,2.0,,,,,,,,,,,,,,,,,,, +188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-20 19:20:06.000,2023-09-20 00:20:42,7149.0,500.0,612,84.0,1243.0,138.0,625.0,3619,2023-04-12 02:29:00.815,0.3.1,63.0,248.0,31,True,38.0,2.0,toga,,1711.0,1848.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1687.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,6.0,,,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3165,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9952.0,9134.0,blaze,conda-forge/blaze,,11069.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8302.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202012.0,3.0,,,,,,,,,,,,,,,,,,, +190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-19 15:45:48.000,2023-09-19 15:45:47,1694.0,42.0,98,41.0,1284.0,66.0,352.0,2900,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,460.0,401.0,returns,conda-forge/returns,,120210.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,119961.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,6994.0,3.0,,,,,,,,,,,,,,,,,,, +191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2605,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1462.0,1348.0,mrjob,conda-forge/mrjob,,96561.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90404.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517267.0,2.0,,,,,,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1940.0,1553.0,schematics,conda-forge/schematics,,162599.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,162082.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25889.0,2.0,,,,,,,,,,,,,,,,,,, +193,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,5.0,84.0,2516,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,112543.0,109191.0,python-decouple,conda-forge/python-decouple,12.0,1747878.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3352.0,1746915.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,69397.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +194,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1888,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,604.0,,fs,conda-forge/fs,,1777448.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,604.0,1768192.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,666467.0,3.0,,,,,,,,,,,,,,,,,,, +195,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,1.0,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15406.0,14045.0,voluptuous,conda-forge/voluptuous,,2566429.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1361.0,2562722.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,318805.0,2.0,,,,,,,,,,,,,,,,,,, +196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1661,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8769.0,7514.0,influxdb,conda-forge/influxdb,,1868264.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1865137.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,128226.0,3.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-21 12:15:37.000,2023-09-20 18:47:46,1377.0,49.0,238,42.0,597.0,151.0,801.0,1633,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,286.0,269.0,sdv,conda-forge/sdv,,35514.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,34880.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13330.0,2.0,,,,,,,,,,,,,,,,,,, +198,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1448,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2134.0,2041.0,pygsheets,,,1395976.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1395976.0,,,,3.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-21 13:25:09.000,2023-09-20 05:12:04,1281.0,85.0,133,20.0,799.0,57.0,344.0,1254,2023-09-05 09:35:35.000,8.3.0,57.0,61.0,31,True,590.0,557.0,copier,,,154010.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,154010.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-10 15:33:11.642,2023-09-08 12:12:19,535.0,21.0,71,18.0,197.0,34.0,93.0,1196,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10214.0,9844.0,questionary,conda-forge/questionary,,1206270.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1204599.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,55171.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1129,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6284.0,5969.0,sshtunnel,conda-forge/sshtunnel,,5663896.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,315.0,5662461.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,120570.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,995,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,269433.0,254358.0,appdirs,conda-forge/appdirs,,17393270.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15075.0,17287066.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9558382.0,3.0,,,,,,,,,,,,,,,,,,, +203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,21.0,32.0,606.0,863,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7934.0,7610.0,cx-Oracle,conda-forge/cx_oracle,,2527408.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2515070.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,468850.0,3.0,,,,,,,,,,,,,,,,,,, +204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,838,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17556.0,17231.0,anytree,conda-forge/anytree,,773282.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,325.0,772473.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,33177.0,2.0,,,,,,,,,,,,,,,,,,, +205,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-20 00:22:48.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,112.0,22.0,100.0,448,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,340752.0,333650.0,rsa,conda-forge/rsa,,122524732.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7102.0,122378100.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12610410.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-18 13:08:58.000,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,5.0,26.0,386,2023-07-18 11:35:10.596,2.4.7,40.0,15.0,31,True,34256.0,33966.0,srsly,conda-forge/srsly,,5426739.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5393061.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1313469.0,3.0,,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-19 21:33:11.000,2023-09-18 22:31:34,827.0,45.0,61,22.0,426.0,140.0,274.0,353,2023-03-14 09:22:38.000,1.13.0,76.0,34.0,31,True,8218.0,8070.0,param,conda-forge/param,,397436.0,https://pypi.org/project/param,2023-09-19 21:33:11.000,148.0,380076.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1336726.0,2.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-09-20 14:31:25.000,2023-09-20 14:30:37,768.0,20.0,46,43.0,657.0,46.0,169.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3104.0,3092.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3355290.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3352188.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,96190.0,3.0,,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-05 06:39:30.000,2022-05-08 04:08:19,743.0,,945,274.0,294.0,152.0,461.0,17838,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,886.0,808.0,gooey,conda-forge/gooey,508.0,6174.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4797.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71134.0,3.0,,,,,,,,,,,,,,,,,,, +210,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,174.0,338.0,5824,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6169.0,6083.0,eel,,,58963.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,58963.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5568,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,376.0,364.0,snorkel,conda-forge/snorkel,1047.0,32196.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,31281.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45122.0,2.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3488,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13110.0,12627.0,keyboard,conda-forge/keyboard,,213591.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,483.0,212763.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22367.0,3.0,,,,,,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,12.0,125.0,3301,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,20836.0,20448.0,gdown,conda-forge/gdown,,1669052.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,388.0,1664490.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,218991.0,2.0,,,,,,,,,,,,,,,,,,, +214,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-21 12:51:25.000,2023-09-11 14:44:40,5888.0,143.0,322,39.0,1609.0,29.0,195.0,3046,2023-09-11 15:44:18.000,0.44.2,103.0,75.0,30,True,173.0,171.0,zenml,,1.0,7801.0,https://pypi.org/project/zenml,2023-09-11 15:44:18.000,2.0,7801.0,,,,2.0,,,,,,,,,,,,,,,,,,, +215,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2996,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,264.0,231.0,arctic,conda-forge/arctic,209.0,3874.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3307.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29392.0,3.0,,,,,,,,,,,,,,,,,,, +216,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,4.0,658,142.0,448.0,143.0,398.0,2720,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,843.0,,pandas-datareader,conda-forge/pandas-datareader,,448776.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,843.0,444645.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,318151.0,2.0,,,,,,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-21 10:23:53.000,2023-09-20 03:12:39,753.0,62.0,103,33.0,991.0,21.0,369.0,2367,2023-09-19 22:58:20.000,1.3.5,287.0,23.0,30,True,187.0,182.0,whylogs,,43.0,102860.0,https://pypi.org/project/whylogs,2023-09-19 22:59:02.000,5.0,102858.0,,,,2.0,,,,,,,,,,,,,,,,,,, +218,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-15 21:22:07.000,2023-09-15 21:22:07,1031.0,5.0,314,70.0,399.0,109.0,366.0,1475,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,245792.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,243919.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,74947.0,2.0,,,,,,,,,,,,,,,,,,, +219,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1383,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2876.0,,python-slugify,conda-forge/python-slugify,,11057481.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2876.0,11010991.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1766655.0,3.0,,,,,,,,,,,,,,,,,,, +220,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-13 00:36:29.000,2023-09-13 00:36:26,630.0,12.0,59,16.0,228.0,5.0,53.0,1336,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18521.0,18019.0,bidict,conda-forge/bidict,,1790640.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,502.0,1786549.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,343689.0,2.0,,,,,,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1091,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1950.0,1732.0,redis-py-cluster,,3862.0,1972386.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1972350.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-21 12:51:19.000,2023-09-21 12:51:19,1990.0,21.0,132,43.0,418.0,107.0,250.0,927,2023-05-29 19:24:00.928,0.7.0,28.0,85.0,30,True,1642.0,1523.0,intake,conda-forge/intake,,49813.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,41470.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,483898.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-18 19:01:48.000,2023-09-18 19:01:47,595.0,21.0,135,21.0,484.0,39.0,251.0,913,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2025.0,1903.0,aiocache,,9.0,276635.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,276635.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,792,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24069.0,22821.0,natsort,conda-forge/natsort,,3712941.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1248.0,3671366.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1413552.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-09-08 14:52:55.000,2020-10-21 17:48:31,219.0,,77,15.0,262.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43394.0,41323.0,cached-property,conda-forge/cached-property,,12107544.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2071.0,12024796.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6454420.0,2.0,,,,,,,,,,,,,,,,,,, +226,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,37.0,114,16.0,93.0,65.0,127.0,660,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14496.0,13028.0,configargparse,conda-forge/configargparse,,3486915.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1468.0,3464232.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,703174.0,3.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-19 12:46:47.000,2023-09-19 12:46:46,527.0,19.0,335,36.0,274.0,27.0,125.0,646,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4418.0,3138.0,pysolr,conda-forge/pysolr,,249424.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,249153.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21450.0,3.0,,,,,,,,,,,,,,,,,,, +228,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-04 20:48:37.000,2023-05-31 09:44:31,300.0,,56,7.0,69.0,4.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3777.0,,tzlocal,conda-forge/tzlocal,,57915475.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3777.0,57888181.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2374663.0,3.0,,,,,,,,,,,,,,,,,,, +229,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-04 18:32:15.000,2022-03-13 00:04:41,186.0,,50,9.0,45.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,51691.0,49477.0,isodate,conda-forge/isodate,,70518129.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2214.0,70467653.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4542869.0,3.0,,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-01 16:18:57.000,2023-04-04 13:18:36,954.0,,4527,641.0,746.0,198.0,100.0,22954,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7340.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7281.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1736.0,3.0,,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7005,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1255.0,1077.0,records,conda-forge/records,,225351.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,225033.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24549.0,3.0,,,,,,,,,,,,,,,,,,, +232,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6600,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1677.0,1647.0,faust,,,18967.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18967.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5087,,,26.0,28.0,29,False,7996.0,7188.0,pdfminer,conda-forge/pdfminer,,159448.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,159049.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33929.0,3.0,,,,,,,,,,,,,,,,,,, +234,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,24.0,218,28.0,283.0,98.0,753.0,3185,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,101.0,95.0,ploomber,conda-forge/ploomber,,7967.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5193.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,74917.0,3.0,,,,,,,,,,,,,,,,,,, +235,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3143,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9250.0,8624.0,funcy,conda-forge/funcy,,1540419.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,626.0,1535660.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,380760.0,3.0,,,,,,,,,,,,,,,,,,, +236,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2389,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7080.0,6691.0,addict,conda-forge/addict,20.0,2667785.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,389.0,2662939.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,416826.0,2.0,,,,,,,,,,,,,,,,,,, +237,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2343,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1115.0,1074.0,swifter,conda-forge/swifter,,366718.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,360204.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,254073.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +238,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-18 18:32:09.000,2023-06-20 15:54:36,2284.0,,176,39.0,370.0,30.0,263.0,1871,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,232587.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,227256.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,175942.0,3.0,,,,,,,,,,,,,,,,,,, +239,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-19 08:11:31.000,2023-09-16 13:49:27,774.0,14.0,61,16.0,430.0,180.0,168.0,1313,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2326.0,2316.0,prisma,,,56378.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,56378.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,47.0,178.0,23.0,760.0,1188,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,641.0,,py2neo,conda-forge/py2neo,,193856.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,641.0,193036.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61524.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-18 23:25:43.021,2023-09-18 20:58:25,796.0,36.0,43,13.0,230.0,11.0,85.0,1153,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1516.0,1482.0,python-benedict,conda-forge/python-benedict,,704100.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,699967.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,140536.0,2.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-09-16 08:25:43.000,2023-09-16 08:25:42,1717.0,23.0,74,13.0,414.0,106.0,236.0,1106,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,293.0,283.0,piccolo,,,13695.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,13695.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,29.0,141,39.0,83.0,4.0,130.0,1060,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,139.0,,path,conda-forge/path,,1598873.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,139.0,1587660.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,448546.0,3.0,,,,,,,,,,,,,,,,,,, +244,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,860,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,29,True,4628.0,4343.0,fastcore,conda-forge/fastcore,,597205.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,594483.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,57181.0,3.0,,,,,,,,,,,,,,,,,,, +245,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-08-29 09:32:19.000,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17122.0,14938.0,scandir,conda-forge/scandir,,3623433.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3607777.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1346432.0,3.0,,,,,,,,,,,,,,,,,,, +246,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,193,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10269.0,9884.0,ordered-set,conda-forge/ordered-set,,9090017.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,385.0,9085532.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,399171.0,2.0,,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2748,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6453.0,6297.0,sklearn-pandas,conda-forge/sklearn-pandas,,230389.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,228494.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,64441.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2599,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2306.0,2261.0,gino,,,45803.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,45803.0,,,,3.0,,,,,,,,,,,,,,,,,,, +249,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-11 15:45:49.000,2023-09-02 18:50:48,3844.0,9.0,311,34.0,327.0,137.0,536.0,2397,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,96.0,85.0,pyinfra,,,35685.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,35685.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-26 15:17:44.000,2023-08-03 07:19:44,535.0,10.0,130,50.0,60.0,14.0,122.0,2231,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,694.0,672.0,pyfunctional,,,335243.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,335243.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-11 15:41:31.000,2023-08-31 05:38:01,5626.0,28.0,507,109.0,930.0,590.0,943.0,2057,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3410.0,20225.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,706123.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-09-09 21:15:54.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,110.0,50.0,42.0,1884,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6895.0,6806.0,gin-config,conda-forge/gin-config,,222332.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,221812.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20805.0,3.0,,,,,,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1749,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2172.0,103448.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,102734.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22634.0,3.0,,,,,,,,,,,,,,,,,,, +254,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,66.0,1733,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1281.0,1174.0,glom,conda-forge/glom,,1194696.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1194154.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26043.0,3.0,,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1401,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10646.0,9139.0,blessings,conda-forge/blessings,,774430.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,770804.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,275625.0,3.0,,,,,,,,,,,,,,,,,,, +256,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1070,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6212.0,6092.0,immutables,conda-forge/immutables,,1949665.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,1926188.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,939112.0,3.0,,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,82,25.0,51.0,6.0,39.0,705,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,844.0,,munch,conda-forge/munch,,2628746.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,844.0,1708281.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3681862.0,3.0,,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,674,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10076.0,8840.0,parsedatetime,conda-forge/parsedatetime,,8325858.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1236.0,8323823.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,171023.0,3.0,,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,511,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6149.0,4798.0,beaker,conda-forge/beaker,,276125.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,275208.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71532.0,3.0,,,,,,,,,,,,,,,,,,, +260,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-18 17:11:32.000,2023-09-11 06:34:10,703.0,9.0,44,11.0,81.0,12.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,28,True,4740.0,4472.0,python-rapidjson,conda-forge/python-rapidjson,,1439671.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,268.0,1403105.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-11 07:55:14.583,1279840.0,3.0,,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-21 03:47:25.000,2023-09-11 16:40:52,6453.0,296.0,30,10.0,255.0,38.0,549.0,351,2023-09-11 21:24:33.000,1.6.4,189.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,11116.0,https://pypi.org/project/static-frame,2023-09-11 21:23:11.000,2.0,3653.0,https://anaconda.org/conda-forge/static-frame,2023-09-11 21:45:05.377,298554.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,5.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61931.0,57616.0,pathlib2,conda-forge/pathlib2,,6747968.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4315.0,6718174.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2562316.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6096,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,2102.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-18 14:04:17.000,2022-03-10 10:33:50,585.0,,514,84.0,251.0,101.0,129.0,3614,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,125185.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,124925.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21843.0,3.0,,,,,,,,,,,,,,,,,,, +265,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-27 12:29:45.000,2023-08-27 12:29:45,289.0,7.0,253,29.0,134.0,102.0,118.0,2616,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,70.0,68.0,img2dataset,,1337.0,23488.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,23435.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1890,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2221.0,,retrying,conda-forge/retrying,,9967944.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2221.0,9950137.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1495835.0,3.0,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5110.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1680,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,461.0,442.0,arq,conda-forge/arq,,70120.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,69822.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8655.0,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1310,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2084.0,1830.0,strictyaml,conda-forge/strictyaml,,721402.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,254.0,718188.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,208972.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1261,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2410.0,2325.0,pandasql,conda-forge/pandasql,,1623081.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1608158.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,402943.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,126,32.0,74.0,35.0,69.0,1055,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3929.0,3704.0,sqlitedict,conda-forge/sqlitedict,,280051.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,278557.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,86688.0,3.0,,,,,,,,,,,,,,,,,,, +272,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,37.0,98.0,876,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,251.0,,mss,conda-forge/python-mss,,662083.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,251.0,661270.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,31719.0,3.0,,,,,,,,,,,,,,,,,,, +273,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-07 06:08:09.000,2023-06-05 14:52:29,167.0,,89,28.0,40.0,7.0,69.0,855,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,27,False,385.0,,email-validator,conda-forge/email-validator,,7713153.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7710183.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,112863.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,831,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2241.0,2123.0,pyahocorasick,conda-forge/pyahocorasick,,557956.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,555053.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,200341.0,3.0,,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1010.0,778.0,happybase,conda-forge/happybase,,64951.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,63125.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,158947.0,3.0,,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,58706.0,56423.0,dataclasses,conda-forge/dataclasses,,10802471.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10631355.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10951462.0,3.0,,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7136.0,4752.0,pylibmc,conda-forge/pylibmc,268.0,174580.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,172082.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,213117.0,3.0,,,,,,,,,,,,,,,,,,, +278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33757.0,30362.0,configobj,conda-forge/configobj,217.0,2614484.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3395.0,2602937.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,715857.0,3.0,,,,,,,,,,,,,,,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2781.0,,send2trash,conda-forge/send2trash,,13794869.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,13626449.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11452574.0,3.0,,,,,,,,,,,,,,,,,,, +280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1208.0,1135.0,tabulator,conda-forge/tabulator-py,,180125.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,179407.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53913.0,3.0,,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46502.0,38517.0,futures,conda-forge/futures,,9131711.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9116919.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1257381.0,3.0,,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2444.0,2154.0,cloudant,conda-forge/cloudant,,113712.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,112420.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108609.0,3.0,,,,,,,,,,,,,,,,,,, +283,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,162,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,30334.0,30263.0,catalogue,conda-forge/catalogue,,5012231.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4982351.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1135457.0,3.0,,,,,,,,,,,,,,,,,,, +284,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,125.0,3242,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,393483.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,392102.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,37313.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +285,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3154,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1674.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,488.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102032.0,3.0,,,,,,,,,,,,,,,,,,, +286,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5164.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5164.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2449.0,1941.0,bcolz,conda-forge/bcolz,,10677.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6393.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,338488.0,3.0,,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-11 04:59:06.000,2023-09-11 04:59:05,690.0,23.0,44,21.0,529.0,8.0,33.0,737,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,112.0,,janus,conda-forge/janus,,331428.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,112.0,331139.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14779.0,3.0,,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-09-19 19:07:44.000,2023-07-10 14:03:05,1386.0,15.0,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3045.0,2984.0,ubelt,conda-forge/ubelt,,21110.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18535.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,61808.0,3.0,,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-21 11:04:35.000,2023-09-21 11:03:50,9929.0,30.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81380.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81380.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,468,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3127.0,2864.0,pyscreenshot,,,500371.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,263.0,500371.0,,,,3.0,,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,191,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13040.0,,ptyprocess,conda-forge/ptyprocess,,37268922.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13040.0,37102035.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14852947.0,3.0,,,,,,,,,,,,,,,,,,, +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-09-18 07:20:03.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,101.0,16.0,141.0,2271,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1719083.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,342.0,1711978.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,461863.0,3.0,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1559,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,8542.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8542.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,51.0,298.0,46.0,191.0,1487,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,302.0,219.0,enaml,conda-forge/enaml,709.0,3867.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1635.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,155566.0,3.0,,,,,,,,,,,,,,,,,,, +296,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-18 14:09:29.000,2023-05-19 04:32:00,6411.0,,226,39.0,1038.0,7.0,209.0,1406,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9415.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9415.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1848.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1848.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1170,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,805874.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,805874.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-19 12:23:32.000,2023-07-31 19:45:56,123.0,25.0,39,17.0,82.0,6.0,4.0,1141,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2650.0,2633.0,asyncer,conda-forge/asyncer,,69830.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,69568.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5252.0,3.0,,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1138,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,254.0,221.0,parallel-ssh,,376.0,107794.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,107791.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,597,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1176.0,1152.0,pysimdjson,conda-forge/pysimdjson,,552701.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,550514.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,76552.0,3.0,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15718.0,15702.0,umongo,conda-forge/umongo,,28422.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28197.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5401.0,3.0,,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,308.0,,typing_inspect,conda-forge/typing_inspect,,22072312.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,22041922.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1610674.0,3.0,,,,,,,,,,,,,,,,,,, +304,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,96.0,588410.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,588409.0,,,,3.0,,,,,,,,,,,,,,,,,,, +305,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-20 22:25:52.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5809.0,4478.0,clint,conda-forge/clint,114.0,101304.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,100677.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55183.0,3.0,,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,282.0,1791.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8039.0,,openpyxl,openpyxl,,54334606.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8009.0,54332571.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,190142.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1222.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73699.0,70985.0,contextlib2,conda-forge/contextlib2,,12216256.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12203671.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1145264.0,3.0,,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4061.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4061.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-09-19 21:53:53.000,2023-09-15 18:25:00,605.0,5.0,372,47.0,134.0,188.0,103.0,2300,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,24,True,10.0,,camelot,,,5048.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5048.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1469,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,119.0,108.0,pypeln,conda-forge/pypeln,,25643.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,25268.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14261.0,3.0,,,,,,,,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-11 10:42:07.000,2023-09-05 13:24:26,323.0,5.0,76,43.0,233.0,42.0,40.0,1310,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3064.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3064.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1065,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2177.0,2008.0,pluginbase,conda-forge/pluginbase,,616551.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,612151.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,299241.0,3.0,,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,655,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3042.0,2816.0,ratelimit,conda-forge/ratelimit,,4100438.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,226.0,4100069.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11825.0,3.0,,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,678.0,587.0,hickle,conda-forge/hickle,,37461.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,37046.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23264.0,3.0,,,,,,,,,,,,,,,,,,, +315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,465,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,441.0,414.0,cachier,,,29819.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,29819.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,388,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,30509.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,30509.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,170.0,8.0,15.0,338,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,14508.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,14508.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,876.0,790.0,deepdish,conda-forge/deepdish,,12421.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,11333.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89225.0,3.0,,,,,,,,,,,,,,,,,,, +319,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,96573.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,96573.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,934.0,887.0,filedepot,,,26104.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,26104.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2751.0,2556.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,102661.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,102288.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26523.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8012.0,,entrypoints,conda-forge/entrypoints,,15063711.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8012.0,14877719.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16553349.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10567,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,14.0,13.0,grumpy-tools,,,47.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,47.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,82779.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82598.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4354.0,3.0,,,,,,,,,,,,,,,,,,, +325,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11174.0,9127.0,unipath,,,67632.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,67632.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-09-18 18:19:17.000,2023-09-18 17:47:35,356.0,2.0,30,6.0,124.0,3.0,78.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,910.0,865.0,everett,conda-forge/everett,,107970.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,107025.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,46334.0,3.0,,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-20 09:07:04.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,215.0,183.0,docopt-ng,,,66137.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,66137.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-20 12:30:07.000,2023-09-19 13:40:17,1709.0,222.0,5,3.0,734.0,18.0,34.0,43,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2635.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2625.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,412.0,379.0,pampy,,,27980.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,27980.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,269.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,49.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,49.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2441,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20957.0,748.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1770,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,2817.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2817.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,141962.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,141962.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,809,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1339.0,1240.0,pickledb,,,18825.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,18825.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-20 11:27:06.000,2023-09-15 17:44:05,113.0,6.0,31,11.0,55.0,15.0,13.0,711,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,208.0,197.0,dirty-equals,conda-forge/dirty-equals,,45743.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,43690.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,36970.0,3.0,,,,,,,,,,,,,,,,,,, +336,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-09-21 11:51:36.271,2023-09-21 08:08:19,711.0,3.0,26,15.0,167.0,16.0,121.0,538,2023-09-21 08:22:05.000,5.9.0,84.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2246.0,https://pypi.org/project/pypyr,2023-09-21 08:22:05.000,9.0,1663.0,https://anaconda.org/conda-forge/pypyr,2023-09-21 11:51:36.271,11675.0,3.0,,,,,,,,,,,,,,2.0,,,,, +337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-15 15:54:51.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,9.0,279,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,392.0,380.0,price-parser,,,108076.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,108076.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,185.0,177.0,pysparkling,conda-forge/pysparkling,,8756.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8608.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4455.0,3.0,,,,,,,,,,,,,,,,,,, +339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-19 15:41:23.000,2023-09-01 14:27:03,5411.0,66.0,43,14.0,614.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,22,True,5.0,5.0,batchflow,,,99.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,99.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3236,,,4.0,19.0,21,False,595.0,565.0,macropy3,,,143.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,143.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,770.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,770.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,574.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,574.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,846,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,219.0,200.0,unsync,conda-forge/unsync,,21137.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,20846.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11387.0,3.0,,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,76,21.0,215.0,72.0,80.0,838,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15481.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15481.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4507.0,3323.0,awesome-slugify,conda-forge/awesome-slugify,,53546.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,52777.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68483.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,696.0,613.0,pymodm,conda-forge/pymodm,,44543.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,44428.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4979.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,148.0,142.0,datatest,,,13716.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13716.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,77.0,73.0,typical,conda-forge/typical,,3429.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,2264.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32638.0,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1900.0,1846.0,coolname,conda-forge/coolname,,382118.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,379921.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,72526.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2048.0,1922.0,stopit,conda-forge/stopit,,788454.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,778118.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,702894.0,3.0,,,,,,,,,,,,,,,,,,, +351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,157.0,3119,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,186.0,186.0,ptext-joris-schellekens,conda-forge/borb,,1692.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42316.0,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2056,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2240.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2240.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1353,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10976.0,1098.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,912.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,42.0,30.0,mrq,,,187.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,187.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1831.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1041.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26876.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +356,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,263,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,13053.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,12818.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20993.0,3.0,,,,,,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,319.0,281.0,rtoml,,,44540.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,44540.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1977,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-09-21 09:24:05.000,2023-09-20 09:07:56,2751.0,95.0,118,29.0,199.0,42.0,318.0,1196,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4122.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4122.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-20 16:30:43.000,2023-09-20 16:30:33,615.0,36.0,21,4.0,243.0,4.0,,249,2023-09-20 16:30:35.000,1.1.196,484.0,9.0,19,True,2.0,2.0,upgini,,,3885.0,https://pypi.org/project/upgini,2023-09-20 16:30:35.000,,3885.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,843.0,839.0,gsheetsdb,,,52918.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,52918.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,1014.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1014.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,90.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,90.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,588.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,588.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,631,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,7360.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,7360.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1080.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,73.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62444.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10396.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10396.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,156.0,144.0,aioprometheus,,,53507.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,53507.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-21 05:49:59.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2019,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,52.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,85.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,85.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,61.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,952,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,152499.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,152499.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,779,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1316.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1316.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,34.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,34.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,227.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,227.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,105.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-15 10:47:49.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,139.0,8.0,3.0,268,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,468.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,468.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,152.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,152.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,532.0,523.0,millify,,,31205.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,31205.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-20 19:18:58.000,2023-09-20 19:08:15,782.0,146.0,16,2.0,621.0,7.0,9.0,233,2023-09-20 19:18:59.000,0.1.44,27.0,10.0,14,False,,,the-guide,,,16.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,423.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,423.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,69.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,69.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,37.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,37.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,110.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 065f197..3c1d64d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 -- traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 -- greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT -- libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT +- pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 -- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 -- argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 +- SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT