From a709244383f65898e302b109b82d7146c7c3c950 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 28 Mar 2024 14:59:02 +0000 Subject: [PATCH] Update best-of list for version 2024.03.28 --- README.md | 1576 +++++++++++++++---------------- history/2024-03-28_changes.md | 20 + history/2024-03-28_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1182 insertions(+), 826 deletions(-) create mode 100644 history/2024-03-28_changes.md create mode 100644 history/2024-03-28_projects.csv diff --git a/README.md b/README.md index 7a1e37b..c84195a 100644 --- a/README.md +++ b/README.md @@ -86,52 +86,52 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 42M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 43M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 27.03.2024): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/protobuf): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 380K Β· πŸ“¦ 97K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 390K Β· πŸ“¦ 98K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 980K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/flatbuffers): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.6M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 26.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 45M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 53M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 54M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -156,14 +156,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge dill ```
-
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 79K Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 80K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 20M / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.03.2024): ``` pip install orjson ``` @@ -190,7 +190,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -199,14 +199,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge jsonpickle ```
ultrajson (πŸ₯‰35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/ultrajson/ultrajson @@ -222,12 +222,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
msgpack (πŸ₯‰34 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”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 290 - 4% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 67M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 69M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -259,15 +259,31 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.6M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge python-rapidjson ```
+
srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 41K Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): + + ``` + git clone https://github.com/explosion/srsly + ``` +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.1M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): + ``` + pip install srsly + ``` +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge srsly + ``` +
pysimdjson (πŸ₯‰27 Β· ⭐ 630) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -291,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 51K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 50K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -300,37 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): - - ``` - git clone https://github.com/explosion/srsly - ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): - ``` - pip install srsly - ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge srsly - ``` -
-
rtoml (πŸ₯‰22 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT - -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 22 - 50% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰34 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰35 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,35 +342,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 190M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 48M Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 450 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 21.03.2024): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.5M / month Β· πŸ“¦ 490 Β· ⏱️ 18.03.2024): - ``` - pip install polars - ``` -
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xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/pydata/xarray @@ -379,35 +367,47 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.7M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/xarray): ``` conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 2K) - 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”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/h5py): ``` conda install -c conda-forge h5py ```
+
polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 460 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 28.03.2024): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.7M / month): + ``` + pip install polars + ``` +
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 850K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): ``` pip install modin ``` @@ -416,14 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
-
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 690 - 40% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 580K / month Β· πŸ“¦ 530 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 590K / month Β· πŸ“¦ 540 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` @@ -434,28 +434,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 27.11.2023): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.9M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/pytables): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.1K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 82K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -471,15 +471,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.7M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.8M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge numexpr ```
+
pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT + +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 28.03.2024): + + ``` + git clone https://github.com/pandera-dev/pandera + ``` +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): + ``` + pip install pandera + ``` +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): + ``` + conda install -c conda-forge pandera-core + ``` +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): @@ -503,34 +519,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas): ``` conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT - -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/pandera-dev/pandera - ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): - ``` - pip install pandera - ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): - ``` - conda install -c conda-forge pandera-core - ``` -
Bottleneck (πŸ₯ˆ32 Β· ⭐ 990) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/pydata/bottleneck @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰31 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 21 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 22 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -563,7 +563,7 @@ _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“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -590,16 +590,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.8K / month Β· πŸ“¦ 2 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge static-frame ``` @@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 530K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _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“₯ 480K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 490K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 91K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 92K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 32K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -701,7 +701,7 @@ _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“₯ 46M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 49M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -710,9 +710,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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multidict (πŸ₯‡34 Β· ⭐ 390) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 15.03.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/aio-libs/multidict @@ -728,7 +728,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 38 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 40 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/jab/bidict @@ -765,18 +765,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.1M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 30K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 31K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict @@ -797,7 +797,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -808,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 820K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 870K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,7 +829,7 @@ _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“₯ 860K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -845,7 +845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.2M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -869,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.6K Β· πŸ“¦ 360K Β· πŸ“‹ 3.8K - 9% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 370K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -878,14 +878,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.1M Β· ⏱️ 16.03.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.2M Β· ⏱️ 16.03.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 190 Β· πŸ“¦ 530K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 200 Β· πŸ“¦ 540K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/Julian/jsonschema @@ -894,87 +894,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 27M Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
validators (πŸ₯ˆ34 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 24 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/pyeve/cerberus + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 24.03.2024): ``` - pip install cerberus + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 580K Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge cerberus + conda install -c conda-forge validators ```
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voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` - pip install voluptuous + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge cerberus ```
-
validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT +
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 21 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 26.03.2024): ``` - pip install validators + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 570K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge schema ```
-
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.5K Β· πŸ“‹ 170 - 55% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` - pip install schema + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge schema + conda install -c conda-forge voluptuous ```
param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 34% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 650K / month Β· πŸ“¦ 160 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge param ``` @@ -1013,7 +1013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1022,7 +1022,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 41K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 42K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1034,7 +1034,7 @@ _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“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1043,14 +1043,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
-
validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1080,7 +1080,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 600K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1092,7 +1092,7 @@ _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“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,7 +1113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 96K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 97K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.1M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1134,7 +1134,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 320M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 340M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1145,12 +1145,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 540 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 630 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1166,7 +1166,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1175,9 +1175,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯ˆ36 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ36 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 22 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 26 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1198,7 +1198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): ``` pip install holidays ``` @@ -1234,14 +1234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡41 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 660 - 36% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 640 - 34% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 990 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month): ``` pip install fsspec ``` @@ -1266,18 +1266,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 660) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 670) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 95 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 25.03.2024): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge filelock ``` @@ -1325,7 +1325,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 500K Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 510K Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge path ``` @@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 43M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 44M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1359,18 +1359,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯ˆ38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 270M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 290M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 52M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 53M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ``` @@ -1382,7 +1382,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.6M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1393,10 +1393,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... +- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1406,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pyca/cryptography @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 360 Β· πŸ“¦ 91K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 370 Β· πŸ“¦ 92K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1438,50 +1438,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 370K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 260 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 250 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 12% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 55M / month Β· πŸ“¦ 4.4K Β· ⏱️ 23.03.2024): ``` - pip install bcrypt + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.4M Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge keyring ```
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keyring (πŸ₯‰36 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.03.2024): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` - pip install keyring + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge bcrypt ```
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT @@ -1491,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 76M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1524,108 +1524,108 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - 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“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.03.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.03.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - 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“¦ 310K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 560M / month Β· πŸ“¦ 8.7K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 580M / month Β· πŸ“¦ 8.7K Β· ⏱️ 27.03.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.6M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.7M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 28.03.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 20.03.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 28.03.2024): ``` npm install @pulumi/pulumi ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 92K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 890 Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 25.03.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 40M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` - pip install paramiko + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-py ```
-
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 880 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 93K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 90M Β· πŸ“¦ 430 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 460 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1636,12 +1636,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - 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 - 9% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 23M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 24M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1657,7 +1657,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 280K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1673,7 +1673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 51K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 52K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1685,23 +1685,23 @@ _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“₯ 6.4M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.5M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 86K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 87K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.3M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1712,12 +1712,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰32 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 61K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 63K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1729,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.2M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.8M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1760,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1775,7 +1775,7 @@ _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“₯ 70M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1807,7 +1807,7 @@ _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“₯ 6.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1823,7 +1823,7 @@ _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“₯ 67M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1838,7 +1838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡38 Β· ⭐ 10K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): @@ -1856,7 +1856,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1865,14 +1865,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.1M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 330 - 15% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/agronholm/anyio @@ -1888,7 +1888,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/tiangolo/asyncer @@ -1897,7 +1897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.9K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.1K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ``` @@ -1909,7 +1909,7 @@ _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“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 21K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): ``` pip install aiomisc ``` @@ -1921,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 57K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 56K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1937,11 +1937,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 750K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1954,7 +1954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - 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’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 720K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 730K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv @@ -1975,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): ``` pip install traitlets ``` @@ -1986,32 +1986,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 69K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ```
hydra (πŸ₯ˆ33 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2023,7 +2023,7 @@ _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“₯ 8.7M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.1M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2039,23 +2039,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.1K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 320K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2075,14 +2075,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 57K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 58K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ```
Show 1 hidden projects... -- configobj (πŸ₯‰28 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- configobj (πŸ₯‰29 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3

@@ -2090,14 +2090,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 280 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 300 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 190M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2113,18 +2113,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 49M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 50M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.3M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.4M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/google/python-fire @@ -2133,11 +2133,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 860K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 870K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
+
Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT + +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 530 Β· πŸ“¦ 81K Β· πŸ“‹ 380 - 53% open Β· ⏱️ 26.03.2024): + + ``` + git clone https://github.com/tiangolo/typer + ``` +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 21M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.03.2024): + ``` + pip install typer + ``` +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 26.03.2024): + ``` + conda install -c conda-forge typer + ``` +
python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): @@ -2149,19 +2165,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 21M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 22M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - 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“¦ 900K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 910K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 160M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2172,7 +2188,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/kislyuk/argcomplete @@ -2193,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 32M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2202,22 +2218,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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Typer (πŸ₯‰34 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 13.03.2024): - - ``` - git clone https://github.com/tiangolo/typer - ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 20M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): - ``` - pip install typer - ``` -- [Conda](https://anaconda.org/conda-forge/typer): - ``` - conda install -c conda-forge typer - ``` -
wcwidth (πŸ₯‰33 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 520K Β· πŸ“‹ 51 - 23% open Β· ⏱️ 14.02.2024): @@ -2225,45 +2225,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 24M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge wcwidth ```
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questionary (πŸ₯‰31 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 67K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
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asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 68K Β· ⏱️ 10.09.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT @@ -2277,19 +2277,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 790K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 800K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 180K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2301,7 +2301,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 150 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2310,7 +2310,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.9K 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· ⭐ 93 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 94 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT - Click Extra (πŸ₯‰22 Β· ⭐ 51) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
@@ -2328,7 +2328,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 2K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 26.02.2024): @@ -2346,12 +2346,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2363,7 +2363,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2372,26 +2372,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰27 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 12 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 13 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 67K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 73K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 520 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 580 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 270K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2414,12 +2414,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 190K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2428,37 +2428,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.8K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 56K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 49K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 17.03.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.2K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 9 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 7 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - 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“¦ 7K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 7.1K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2475,7 +2475,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 750 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 840 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2499,14 +2499,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 610) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 620) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“₯ 740 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 750 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 81 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 82 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2529,39 +2529,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.03.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 13.03.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 880K Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge phonenumbers ```
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emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡35 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 26.03.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge emoji ```
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python-slugify (πŸ₯‡34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 80K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify @@ -2582,49 +2582,49 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 64M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 66M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/chardet): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 66 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 57 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯‰30 Β· ⭐ 910) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 99 Β· πŸ“‹ 110 - 27% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 16% open Β· ⏱️ 21.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 810K / month): ``` - pip install inflect + pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 21.03.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge pyahocorasick ```
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pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 +
inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 94 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 23.02.2024): ``` - git clone https://github.com/WojciechMula/pyahocorasick + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 800K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.2M / month): ``` - pip install pyahocorasick + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge pyahocorasick + conda install -c conda-forge inflect ```
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 @@ -2634,7 +2634,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 90K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 93K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2644,7 +2644,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2664,39 +2664,39 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month Β· πŸ“¦ 19K Β· ⏱️ 27.03.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 23.03.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 05.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 24.03.2024): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/redis/redis-py @@ -2710,41 +2710,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 10% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 64M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 48M / month Β· πŸ“¦ 770 Β· ⏱️ 06.03.2024): ``` - pip install google-cloud-storage + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge azure-storage-blob ```
-
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 11% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 760 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 66M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` - pip install azure-storage-blob + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge google-cloud-storage ```
peewee (πŸ₯‡41 Β· ⭐ 11K) - 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“¦ 28K Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 25.03.2024): ``` git clone https://github.com/coleifer/peewee @@ -2760,12 +2760,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 25M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 6.2K Β· ⏱️ 27.03.2024): ``` pip install elasticsearch ``` @@ -2774,30 +2774,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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pymongo (πŸ₯ˆ40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 - -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/mongodb/mongo-python-driver - ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 21.02.2024): - ``` - pip install pymongo - ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 22.02.2024): - ``` - conda install -c conda-forge pymongo - ``` -
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2806,14 +2790,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 20% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month): ``` pip install mongoengine ``` @@ -2822,20 +2806,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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python-bigquery (πŸ₯ˆ39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 27.03.2024): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 28.03.2024): ``` - pip install google-cloud-bigquery + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 28.03.2024): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge pymongo ```
alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT @@ -2845,7 +2829,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 37M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2854,6 +2838,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
+
python-bigquery (πŸ₯ˆ38 Β· ⭐ 700) - BigQuery API client library. Apache-2 + +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 27K Β· πŸ“‹ 640 - 7% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/googleapis/python-bigquery + ``` +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month): + ``` + pip install google-cloud-bigquery + ``` +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): + ``` + conda install -c conda-forge google-cloud-bigquery + ``` +
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 - [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): @@ -2861,7 +2861,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 11M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2870,14 +2870,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.9K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 500 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 8% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 17.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 56 Β· ⏱️ 24.03.2024): ``` pip install ibis-framework ``` @@ -2888,32 +2888,32 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 66 Β· ⏱️ 27.03.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 08.03.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge awswrangler ```
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 11K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 11K Β· πŸ“‹ 330 - 53% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.3M / month): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 27K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel): ``` conda install -c conda-forge sqlmodel ``` @@ -2925,7 +2925,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.2M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` pip install elasticsearch-dsl ``` @@ -2941,7 +2941,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.6M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2950,52 +2950,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
s3fs (πŸ₯ˆ36 Β· ⭐ 810) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/mongodb/motor - ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): - ``` - pip install motor - ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 15.11.2023): - ``` - conda install -c conda-forge motor - ``` -
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SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 21.03.2024): - - ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): ``` - pip install sqlalchemy-utils + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge s3fs ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 800) - S3 Filesystem. BSD-3 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): ``` - pip install s3fs + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge motor ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 @@ -3009,35 +2993,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge prometheus_client ```
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 240 Β· πŸ“¦ 22K Β· πŸ“‹ 310 - 36% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 460K / month): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.6M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -3048,7 +3032,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.8K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.9K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/minio/minio-py @@ -3064,7 +3048,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 60 - 40% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/boto/s3transfer @@ -3080,7 +3064,7 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.5K Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.6K Β· ⏱️ 26.03.2024): ``` git clone https://github.com/datastax/python-driver @@ -3096,7 +3080,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.5K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3112,23 +3096,23 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge pandas-gbq ```
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.3K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3142,6 +3126,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 + +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 93 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): + + ``` + git clone https://github.com/ponyorm/pony + ``` +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge pony + ``` +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): @@ -3153,12 +3153,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 520K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 530K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): @@ -3177,7 +3177,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.9M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3189,7 +3189,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3200,16 +3200,16 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.1K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.6M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.7M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 530K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 540K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3221,50 +3221,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 130K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.1K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 - -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 92 Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): - - ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): - ``` - pip install pony - ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge pony - ``` -
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pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 - -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/django-haystack/pysolr - ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): - ``` - pip install pysolr - ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pysolr - ``` -
Records (πŸ₯‰29 Β· ⭐ 7.1K Β· πŸ’€) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records @@ -3280,12 +3248,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.1K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.2K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3296,26 +3264,30 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 84 Β· πŸ“¦ 340 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 340 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 310 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 15% open Β· ⏱️ 19.03.2024): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 87K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month): ``` - pip install prisma + pip install pysolr + ``` +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pysolr ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT @@ -3325,7 +3297,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 50K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3346,28 +3318,28 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
prisma (πŸ₯‰26 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 360 - 48% open Β· ⏱️ 24.03.2024): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 83K / month): ``` - pip install odmantic + pip install prisma ```
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aioprometheus (πŸ₯‰21 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT +
ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 88 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 41% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/claws/aioprometheus + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 190K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month): ``` - pip install aioprometheus + pip install odmantic ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 @@ -3378,23 +3350,36 @@ _Libraries for connecting to, operating, and querying databases._ git clone https://github.com/psycopg/psycopg ```
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Show 17 hidden projects... +
aioprometheus (πŸ₯‰19 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT + +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 270 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): + + ``` + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month): + ``` + pip install aioprometheus + ``` +
+
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 59) - Google Cloud Bigtable API client library. Apache-2 +- SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 61) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰23 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed +- Queries (πŸ₯‰18 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3408,60 +3393,60 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.4K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 21% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.6M / month Β· πŸ“¦ 960 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.9M / month): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 670K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 680K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 25.03.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge faker ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 95K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/xlwings/xlwings + git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 190K / month Β· πŸ“¦ 650 Β· ⏱️ 16.03.2024): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month): ``` - pip install xlwings + pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 720K Β· ⏱️ 18.03.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 95K Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge xlwings + conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 450 Β· πŸ“¦ 64K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month): ``` pip install xmltodict ``` @@ -3470,30 +3455,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - 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“¦ 95K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 25.02.2024): - - ``` - git clone https://github.com/jazzband/tablib - ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): - ``` - pip install tablib - ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 94K Β· ⏱️ 12.06.2023): - ``` - conda install -c conda-forge tablib - ``` -
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month): ``` pip install gdown ``` @@ -3504,44 +3473,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge smart_open ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT - -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): - - ``` - git clone https://github.com/ahupp/python-magic - ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): - ``` - pip install python-magic - ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 240K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge python-magic - ``` -
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 210K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): ``` pip install csvkit ``` @@ -3557,7 +3510,7 @@ _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“₯ 440K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 450K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3568,12 +3521,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 65K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 66K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): ``` pip install intake ``` @@ -3582,14 +3535,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3598,7 +3551,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰28 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT - [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 120 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): @@ -3610,14 +3563,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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textract (πŸ₯‰27 Β· ⭐ 3.7K) - extract text from any document. no muss. no fuss. MIT +
textract (πŸ₯‰24 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 540 Β· πŸ“‹ 240 - 45% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month): ``` pip install textract ``` @@ -3633,7 +3586,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.1K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.2K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3645,19 +3598,19 @@ _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“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 28.03.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.8K / month Β· ⏱️ 28.03.2024): ``` pip install upgini ``` @@ -3674,14 +3627,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install excalibur-py ```
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Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 830 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3690,11 +3643,13 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 11 hidden projects... +
Show 13 hidden projects... +- xlwings (πŸ₯ˆ34 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python.. ❗Unlicensed - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- SDV (πŸ₯ˆ31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- PDFMiner (πŸ₯‰29 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3702,7 +3657,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰15 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3712,14 +3667,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 10% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 27.03.2024): ``` pip install apache-airflow ``` @@ -3727,19 +3682,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 830M Β· ⭐ 510 Β· ⏱️ 21.03.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 870M Β· ⭐ 510 Β· ⏱️ 27.03.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - 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”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.9M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 10M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): ``` pip install celery ``` @@ -3750,55 +3705,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 190 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.1M / month Β· πŸ“¦ 190 Β· ⏱️ 25.03.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 790K / month Β· πŸ“¦ 160 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 850K / month Β· πŸ“¦ 160 Β· ⏱️ 23.03.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 23.03.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 9.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 960K / month Β· πŸ“¦ 140 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 140 Β· ⏱️ 22.03.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 23.03.2024): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ40 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/rq/rq @@ -3807,31 +3762,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge rq ```
+
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 + +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/great-expectations/great_expectations + ``` +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 63 Β· ⏱️ 20.03.2024): + ``` + pip install great_expectations + ``` +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): + ``` + conda install -c conda-forge great-expectations + ``` +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.7K) - 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’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.5K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 25.03.2024): ``` pip install dbt ``` @@ -3847,23 +3818,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 48M / month): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 49M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 25M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
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’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 430K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3872,22 +3843,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 - -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 7% open Β· ⏱️ 20.03.2024): - - ``` - git clone https://github.com/great-expectations/great_expectations - ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month): - ``` - pip install great_expectations - ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): - ``` - conda install -c conda-forge great-expectations - ``` -
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 14.03.2024): @@ -3895,7 +3850,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.5M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3906,80 +3861,64 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4K / month): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 390 Β· πŸ“₯ 1 Β· πŸ“¦ 440 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 460 Β· πŸ“‹ 270 - 13% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 19K / month): ``` pip install zenml ```
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huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT - -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): - - ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 97K / month): - ``` - pip install huey - ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge huey - ``` -
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - 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’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 26.03.2024): ``` pip install whylogs ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.6K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 94K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` - pip install ploomber + pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge huey ```
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3995,59 +3934,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 560 Β· πŸ“‹ 220 - 32% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 570 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 92K / month): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark +
ploomber (πŸ₯‰26 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 14K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark + git clone https://github.com/ploomber/ploomber ``` -
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dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): - +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month): ``` - git clone https://github.com/databand-ai/dbnd + pip install ploomber ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): ``` - pip install dbnd + conda install -c conda-forge ploomber ```
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Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 98 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 290K / month): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 440K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4056,28 +3987,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 19.07.2020): ``` - pip install tasktiger + pip install optimuspyspark ```
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BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 440 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` - pip install batchflow + pip install dbnd + ``` +
+
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): + + ``` + git clone https://github.com/closeio/tasktiger + ``` +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): + ``` + pip install tasktiger ```
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT @@ -4087,52 +4030,53 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 530 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 250 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 72 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 400 / month Β· ⏱️ 01.08.2023): ``` - pip install mara-pipelines + pip install batchflow ```
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flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 56 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` - pip install flupy + pip install mara-pipelines ```
-
Show 15 hidden projects... +
Show 16 hidden projects... -- mrjob (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4142,7 +4086,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4163,23 +4107,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 280M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 290M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 42M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml): ``` conda install -c conda-forge pyyaml ```
-
jmespath (πŸ₯‰33 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰34 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 170M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 180M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4196,12 +4140,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.7K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.8K Β· πŸ“‹ 290 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.5M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4228,7 +4172,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 56) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 57) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4255,12 +4199,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 300 - 6% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 76M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 77M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4280,35 +4224,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 19M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/toolz): ``` conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.8K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.9K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 51M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity): ``` conda install -c conda-forge tenacity ```
boltons (πŸ₯ˆ33 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.7K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 450 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4319,16 +4263,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 210K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.5K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.6K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4340,7 +4284,7 @@ _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“₯ 4.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4365,25 +4309,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰23 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰20 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 70K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 71K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ```
Show 6 hidden projects... -- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.6K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT @@ -4396,14 +4340,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 44 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 51 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4411,14 +4355,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge typing ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): +- [npm](https://www.npmjs.com/package/@buckpkg/python): ``` npm install @buckpkg/python ```
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 74K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 75K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4443,23 +4387,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 97M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 98M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 28M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 29M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4468,14 +4412,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 960K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 950K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 960K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4491,12 +4435,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ37 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 9% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 780K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 200M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 210M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4512,11 +4456,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 50M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4528,7 +4472,7 @@ _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“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4539,24 +4483,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.6K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 890 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 900 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 220K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): ``` pip install copier ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 120M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 130M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` @@ -4565,14 +4509,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 800 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 540K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 550K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 90M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 93M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4583,12 +4527,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯‰33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 160K / month Β· πŸ“¦ 41 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4599,7 +4543,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.8K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.9K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4620,7 +4564,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 370K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 400K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4629,20 +4573,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
Send2Trash (πŸ₯‰27 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 37K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 40 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.9M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` - pip install catalogue + pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge send2trash ```
python-mss (πŸ₯‰26 Β· ⭐ 950) - An ultra fast cross-platform multiple screenshots module in pure.. MIT @@ -4652,11 +4596,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 870K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 930K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4668,25 +4612,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 320K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 330K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 38K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.1M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` - pip install send2trash + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge catalogue ```
Show 5 hidden projects... diff --git a/history/2024-03-28_changes.md b/history/2024-03-28_changes.md new file mode 100644 index 0000000..063aa70 --- /dev/null +++ b/history/2024-03-28_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._ + +- Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 +- Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +- Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + +## 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._ + +- polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed + diff --git a/history/2024-03-28_projects.csv b/history/2024-03-28_projects.csv new file mode 100644 index 0000000..5e87851 --- /dev/null +++ b/history/2024-03-28_projects.csv @@ -0,0 +1,392 @@ +,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,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,conda_latest_release_published_at,conda_total_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,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 19:41:36.000,2024-03-21 23:48:54.000,2024-03-21 23:48:53,473.0,23.0,2286,388.0,251.0,22.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,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 13:09:27.000,2024-03-21 23:45:25.000,2024-03-21 23:45:25,321.0,26.0,159,54.0,190.0,,3.0,2144,2024-03-21 23:45:35.000,2024.03.21,100.0,14.0,0,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 14:46:24.000,2024-03-21 23:46:40.000,2024-03-21 23:46:39,317.0,24.0,43,26.0,184.0,3.0,5.0,897,2024-03-21 23:46:49.000,2024.03.21,100.0,7.0,0,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 13:09:27.000,2024-03-21 23:45:25.000,2024-03-21 23:45:25,321.0,26.0,159,54.0,190.0,,3.0,2144,2024-03-21 23:45:35.000,2024.03.21,100.0,14.0,0,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 19:41:36.000,2024-03-21 23:48:54.000,2024-03-21 23:48:53,473.0,23.0,2286,388.0,251.0,22.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,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 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1665.0,323.0,13.0,74.0,39245,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +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 19:41:36.000,2024-03-28 14:15:16.000,2024-03-21 23:48:53,473.0,23.0,2170,388.0,251.0,19.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,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 01:37:33.000,2024-03-28 14:00:27.000,2024-03-28 03:01:12,34656.0,602.0,17223,1118.0,31827.0,3690.0,22608.0,41705,2024-02-23 15:30:19.000,2.2.1,125.0,3592.0,54,True,1670746.0,1592296.0,pandas,conda-forge/pandas,['pandas'],255272.0,199202648.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,78450.0,199200389.0,https://anaconda.org/conda-forge/pandas,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 15:52:15.000,2024-03-28 13:25:07.000,2024-03-28 00:20:39,17379.0,761.0,15216,2055.0,10106.0,579.0,5545.0,63325,2024-03-27 20:37:37.000,5.26.1,159.0,1219.0,53,True,631683.0,611206.0,protobuf,conda-forge/protobuf,,42939118.0,196574123.0,https://pypi.org/project/protobuf,2024-03-27 20:37:37.000,16800.0,188142547.0,https://anaconda.org/conda-forge/protobuf,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3677.0,7432992.0,,,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-03-28 13:52:40.000,2024-03-26 22:34:58,35520.0,823.0,9155,594.0,13812.0,2091.0,10375.0,26134,2024-02-06 00:32:23.000,1.26.4,157.0,1751.0,51,False,2344784.0,2199341.0,numpy,conda-forge/numpy,,997904.0,256760846.0,https://pypi.org/project/numpy,2024-03-11 23:23:35.000,145443.0,255155104.0,https://anaconda.org/conda-forge/numpy,1.0,,,,,,2024-02-06 15:10:51.240,71697118.0,,,,,,,,,,,,, +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 14:58:02.000,2024-03-28 05:34:16.747,2024-03-27 22:45:54,54316.0,139.0,23638,1926.0,50515.0,846.0,31591.0,60756,2024-03-27 16:48:26.000,9.4.0,348.0,6829.0,48,True,37104.0,33004.0,ansible,conda-forge/ansible,,,5508673.0,https://pypi.org/project/ansible,2024-03-27 16:48:26.000,4100.0,5486932.0,https://anaconda.org/conda-forge/ansible,1.0,,,,,,2024-03-28 05:34:16.747,1000127.0,,,,,,,,,,,,, +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 18:04:58.000,2024-03-28 14:39:36.000,2024-03-28 14:39:36,23830.0,1247.0,13427,755.0,25694.0,899.0,8064.0,34598,2024-03-25 20:26:18.000,2.8.4,186.0,3239.0,48,True,10430.0,10073.0,apache-airflow,conda-forge/airflow,,607248.0,33301886.0,https://pypi.org/project/apache-airflow,2024-03-27 21:18:13.000,357.0,25099254.0,https://anaconda.org/conda-forge/airflow,1.0,,,,,,2024-03-12 21:13:07.737,1004633.0,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-27 23:45:09.013868,506.0,874607920.0,,,,,,, +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 21:38:03.000,2024-03-27 19:31:22.000,2024-03-27 18:24:12,5852.0,187.0,1808,242.0,723.0,204.0,3003.0,8650,2024-03-27 19:31:22.000,1.34.72,1519.0,155.0,47,True,437130.0,418466.0,boto3,conda-forge/boto3,,,1179206348.0,https://pypi.org/project/boto3,2024-03-27 19:31:22.000,18664.0,1178807640.0,https://anaconda.org/conda-forge/boto3,1.0,,,,,,2024-03-26 23:00:43.795,18340601.0,,,,,,,,,,,,, +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 02:23:38.000,2024-03-28 12:01:45.000,2024-03-28 12:00:44,11748.0,464.0,1412,128.0,8219.0,35.0,2377.0,6225,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,663924.0,641687.0,cryptography,conda-forge/cryptography,,,249814654.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22237.0,248762416.0,https://anaconda.org/conda-forge/cryptography,1.0,,,,,,2024-02-25 09:29:00.614,46298499.0,,,,,,,,,,,,, +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 11:31:24.000,2024-03-28 14:50:50.000,2024-03-28 11:21:02,12504.0,109.0,4570,473.0,3298.0,683.0,4379.0,23298,2023-11-22 15:18:14.000,5.3.6,205.0,1342.0,46,True,144162.0,129010.0,celery,conda-forge/celery,,,10110704.0,https://pypi.org/project/celery,2024-03-27 15:13:39.000,15152.0,10075801.0,https://anaconda.org/conda-forge/celery,1.0,,,,,,2023-12-30 03:15:22.483,1570646.0,,,,,,,,,,,,, +15,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 21:23:58.000,2024-03-28 02:44:39.000,2024-03-28 02:41:35,2843.0,164.0,1579,108.0,3467.0,322.0,3539.0,18233,2024-03-12 13:20:33.000,2.6.4,135.0,495.0,45,True,378873.0,367425.0,pydantic,conda-forge/pydantic,,,164076340.0,https://pypi.org/project/pydantic,2024-03-12 13:20:33.000,11448.0,163913240.0,https://anaconda.org/conda-forge/pydantic,1.0,,,,,,2024-03-16 22:22:00.397,7176420.0,,,,,,,pydantic/pydantic,,,,,, +16,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 09:52:19.000,2024-03-28 00:01:15.000,2024-03-23 13:32:37,2422.0,3.0,1411,183.0,1091.0,111.0,1444.0,14925,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1688955.0,1611925.0,click,conda-forge/click,,297.0,186319795.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77030.0,185327245.0,https://anaconda.org/conda-forge/click,1.0,,,,,,2023-08-17 22:44:46.345,33746506.0,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-03-27 16:01:45.000,2024-03-27 15:25:27,16908.0,171.0,1306,94.0,771.0,222.0,7496.0,8630,2024-03-23 21:53:32.000,rel_2_0_29,302.0,702.0,45,True,792347.0,744012.0,SQLAlchemy,conda-forge/sqlalchemy,,47932.0,112501175.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48335.0,112130377.0,https://anaconda.org/conda-forge/sqlalchemy,1.0,,,,,,2024-03-24 15:04:08.628,14419614.0,,,,,,,,,,,,, +18,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 16:07:36.000,2024-03-28 09:49:15.226,2024-03-27 18:24:16,11979.0,214.0,3909,571.0,3727.0,589.0,4032.0,14811,2024-03-27 19:31:08.000,1.32.72,1926.0,441.0,44,True,3081.0,3.0,awscli,conda-forge/awscli,,1638.0,157105328.0,https://pypi.org/project/awscli,2024-03-27 19:31:08.000,3078.0,156600006.0,https://anaconda.org/conda-forge/awscli,1.0,,,,,,2024-03-28 09:49:15.226,22233075.0,,,,,,,,,,,,, +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 10:22:26.000,2024-03-28 04:21:49.000,2024-03-27 11:13:32,2322.0,46.0,2435,327.0,1553.0,221.0,1454.0,12180,2024-03-10 15:18:54.000,5.0.3,125.0,438.0,44,True,27981.0,,redis,conda-forge/redis-py,,,40940330.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,27981.0,40914119.0,https://anaconda.org/conda-forge/redis-py,1.0,,,,,,2024-03-10 14:34:15.448,1179519.0,,,,,,,,,,,,, +20,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 08:00:06.000,2024-03-28 14:30:38.000,2024-03-28 14:09:01,41898.0,547.0,4100,260.0,24193.0,4338.0,2317.0,7448,2024-03-25 19:54:23.000,2.55.0,111.0,1614.0,44,True,6876.0,6690.0,apache-beam,conda-forge/apache-beam-with-aws,,,7058649.0,https://pypi.org/project/apache-beam,2024-03-25 13:51:29.000,186.0,7056604.0,https://anaconda.org/conda-forge/apache-beam-with-aws,1.0,,,,,,2024-03-26 10:29:29.196,61366.0,,,,,,,,,,,,, +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 13:25:36.000,2024-03-28 11:19:48.512,2024-03-27 18:23:59,10819.0,226.0,1047,68.0,2065.0,134.0,950.0,1402,2024-03-27 19:31:39.000,1.34.72,1917.0,204.0,44,True,324190.0,315474.0,botocore,conda-forge/botocore,,,577081090.0,https://pypi.org/project/botocore,2024-03-27 19:31:39.000,8716.0,576449621.0,https://anaconda.org/conda-forge/botocore,1.0,,,,,,2024-03-28 11:19:48.512,25258762.0,,,,,,,,,,,,, +22,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 18:33:01.000,2024-03-28 07:33:05.000,2024-03-26 05:31:50,3071.0,10.0,3147,639.0,2477.0,152.0,2241.0,21927,2024-03-26 05:33:40.089,24.3.25,38.0,671.0,43,True,98677.0,98026.0,flatbuffers,conda-forge/flatbuffers,,389438.0,19890972.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,365.0,18343745.0,https://anaconda.org/conda-forge/flatbuffers,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1543899.0,,,,,,,,,,,,,,, +23,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 21:02:47.000,2024-03-28 13:28:25.000,2024-03-28 10:49:27,11511.0,376.0,1017,186.0,7833.0,2095.0,4973.0,19446,2024-03-28 03:04:41.624,3.112.0,4116.0,260.0,43,True,8633.0,7520.0,pulumi,,,2681482.0,3715495.0,https://pypi.org/project/pulumi,2024-03-28 01:07:33.000,179.0,1118383.0,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-28 03:04:41.624,934.0,2439378.0,,,,,,,,,,,,,,, +24,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 09:23:22.000,2024-03-28 13:40:38.000,2024-03-25 16:23:59,3757.0,88.0,2417,279.0,3943.0,588.0,2097.0,18257,2024-03-01 21:00:12.000,2.18.0,84.0,556.0,43,True,42381.0,42381.0,datasets,conda-forge/datasets,,,7934291.0,https://pypi.org/project/datasets,,,7916853.0,https://anaconda.org/conda-forge/datasets,1.0,,,,,,2024-03-02 16:15:07.962,680094.0,,,,,,,,,,,,, +25,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 23:00:09.000,2024-03-27 15:37:02.000,2024-03-27 15:37:02,3597.0,93.0,1858,221.0,1310.0,19.0,687.0,17009,2024-03-25 19:00:14.000,24.4.0,345.0,570.0,43,True,210325.0,207019.0,Faker,conda-forge/faker,,,14804547.0,https://pypi.org/project/Faker,2024-03-25 19:00:06.000,3306.0,14784588.0,https://anaconda.org/conda-forge/faker,1.0,,,,,,2024-03-26 11:05:01.099,898198.0,,,,,,,,,,,,, +26,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 21:59:26.000,2024-03-28 14:39:15.000,2024-03-28 14:29:15,16114.0,574.0,1429,156.0,7254.0,620.0,4019.0,14366,2024-03-23 21:11:41.000,2.16.6,268.0,454.0,43,True,4799.0,4635.0,prefect,conda-forge/prefect,,,863058.0,https://pypi.org/project/prefect,2024-03-23 21:11:41.000,164.0,849769.0,https://anaconda.org/conda-forge/prefect,1.0,,,,,,2024-03-23 23:56:59.948,611338.0,,,,,,,,,,,,, +27,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 16:15:07.000,2024-03-25 16:36:56.000,2024-03-25 16:36:55,3382.0,12.0,1701,193.0,1606.0,437.0,1234.0,6594,2023-12-08 20:47:46.000,7.0.0,88.0,451.0,43,True,81900.0,77791.0,docker,conda-forge/docker-py,,888.0,39906873.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4109.0,39816231.0,https://anaconda.org/conda-forge/docker-py,2.0,,,,,,2023-12-09 00:27:54.457,4078607.0,,,,,,,,,,,,, +28,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 15:01:01.000,2024-03-21 10:12:26.000,2024-03-18 14:34:38,1463.0,74.0,391,65.0,573.0,126.0,573.0,5056,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,999365.0,980649.0,attrs,conda-forge/attrs,,,199716837.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18716.0,198907816.0,https://anaconda.org/conda-forge/attrs,1.0,,,,,,2023-12-31 08:30:42.413,34787923.0,,,,,,,,,,,,, +29,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 16:46:12.000,2024-03-28 13:29:38.000,2024-03-28 07:58:26,16951.0,685.0,2641,401.0,25488.0,1025.0,8492.0,4233,2024-03-27 19:59:02.000,azure-batch_14.2.0,100.0,702.0,43,True,3206.0,2438.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47811282.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,768.0,47787103.0,https://anaconda.org/conda-forge/azure-storage-blob,1.0,,,,,,2024-03-06 03:28:11.584,1088058.0,,,,,,,,,,,,, +30,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 15:46:03.000,2024-03-28 09:25:53.000,2024-03-27 11:26:33,6706.0,55.0,601,36.0,865.0,422.0,1395.0,1686,2023-11-21 20:44:20.000,2.17.2,64.0,832.0,43,True,728367.0,690750.0,pygments,conda-forge/pygments,,,98790001.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37617.0,98111234.0,https://anaconda.org/conda-forge/pygments,1.0,,,,,,2023-11-21 23:08:47.737,28508215.0,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-28 13:43:36.000,2024-03-28 13:43:07,121442.0,1328.0,28636,1511.0,49664.0,8451.0,60041.0,59098,2020-07-22 03:00:52.000,0.0.6,11.0,2864.0,42,True,9.0,4.0,cpython,conda-forge/typing,,,31228.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,51.0,https://anaconda.org/conda-forge/typing,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,,,,2023-06-16 13:15:45.541,2992998.0,,,,,,,,,,,,, +32,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 15:28:09.000,2024-03-27 19:10:30.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1083.0,252.0,1068.0,46772,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,189721.0,183164.0,rich,conda-forge/rich,,,49929231.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,49784767.0,https://anaconda.org/conda-forge/rich,1.0,,,,,,2024-02-28 20:06:23.063,6356425.0,,,,,,,,,,,,, +33,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 16:30:04.000,2024-03-28 14:41:50.000,2024-03-28 14:06:17,17777.0,1020.0,1232,111.0,12461.0,2456.0,4697.0,9984,2024-03-22 18:15:23.000,1.6.13,603.0,417.0,42,True,2265.0,2125.0,dagster,conda-forge/dagster,,,954150.0,https://pypi.org/project/dagster,2024-03-22 17:45:02.000,140.0,930751.0,https://anaconda.org/conda-forge/dagster,1.0,,,,,,2024-03-23 13:23:24.406,1076388.0,,,,,,,,,,,,, +34,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 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,12.0,1967,316.0,779.0,1032.0,790.0,8776,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,105803.0,92691.0,paramiko,conda-forge/paramiko,,,53448328.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13112.0,53350660.0,https://anaconda.org/conda-forge/paramiko,2.0,,,,,,2023-12-19 20:01:44.239,4297430.0,,,,,,,,,,,,, +35,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 15:51:47.000,2024-03-28 11:57:54.000,2024-03-28 11:57:42,37686.0,293.0,1483,300.0,8407.0,73.0,3670.0,4614,2024-03-28 11:57:54.000,google-cloud-securitycenter-v1.30.0,100.0,509.0,42,True,2098.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,66024366.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2098.0,65927785.0,https://anaconda.org/conda-forge/google-cloud-storage,1.0,,,,,,2024-03-19 07:33:07.001,4249600.0,,,,,,,,,,,,, +36,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 11:40:58.000,2024-03-28 12:18:00.000,2024-03-28 12:18:00,4703.0,150.0,5011,716.0,4075.0,226.0,7206.0,32149,2024-03-22 17:25:46.000,2.26.0,144.0,533.0,41,True,1704.0,456.0,docker-compose,conda-forge/docker-compose,,90747010.0,3935864.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,2075219.0,https://anaconda.org/conda-forge/docker-compose,2.0,,,,,,2023-10-02 18:04:01.931,390011.0,,,,,,,,,,,,, +37,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 18:31:22.000,2024-03-25 22:03:21.000,2024-03-25 14:51:19,3067.0,24.0,1935,229.0,1155.0,226.0,644.0,21435,2024-02-21 18:02:39.000,2.6.0,42.0,324.0,41,True,27981.0,26339.0,cookiecutter,conda-forge/cookiecutter,,,4603280.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1642.0,4574795.0,https://anaconda.org/conda-forge/cookiecutter,1.0,,,,,,2024-02-22 13:39:27.647,968513.0,,,,,,,,,,,,, +38,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 20:14:11.000,2024-03-25 20:46:21.000,2024-03-25 20:46:11,4579.0,13.0,1375,197.0,477.0,,2379.0,10730,2024-02-05 15:05:06.000,3.17.1,186.0,154.0,41,True,31749.0,27984.0,peewee,conda-forge/peewee,,,2458604.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3765.0,2444418.0,https://anaconda.org/conda-forge/peewee,1.0,,,,,,2024-02-05 17:42:46.930,610040.0,,,,,,,,,,,,, +39,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 22:47:39.000,2024-03-28 06:35:50.000,2024-03-28 06:30:11,1628.0,42.0,1166,412.0,1432.0,58.0,1024.0,4125,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,53352.0,47167.0,elasticsearch,conda-forge/elasticsearch,,3667.0,25688106.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6185.0,25666687.0,https://anaconda.org/conda-forge/elasticsearch,1.0,,,,,,2024-02-22 07:22:24.765,981198.0,,,,,,,,,,,,, +40,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 20:27:32.000,2024-03-23 16:25:25.000,2024-03-23 16:25:24,12897.0,27.0,3093,602.0,3615.0,730.0,4310.0,16824,2024-01-05 13:53:17.000,2.3.0,49.0,614.0,40,True,12987.0,12363.0,kivy,conda-forge/kivy,,36066.0,193149.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,624.0,185469.0,https://anaconda.org/conda-forge/kivy,1.0,,,,,,2024-01-05 14:09:51.350,338647.0,,,,,,,,,,,,, +41,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 10:53:48.000,2024-03-26 19:53:34.000,2024-03-23 09:46:07,1838.0,28.0,1385,207.0,891.0,197.0,945.0,9450,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17866.0,16072.0,rq,conda-forge/rq,,,1907826.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1794.0,1905292.0,https://anaconda.org/conda-forge/rq,2.0,,,,,,2024-03-26 01:23:59.916,101360.0,,,,,,,,,,,,, +42,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 00:18:46.000,2024-03-28 14:33:35.000,2024-03-27 20:42:11,12178.0,328.0,1459,81.0,7712.0,181.0,1672.0,9375,2024-03-20 20:55:15.000,0.18.12,265.0,427.0,40,True,63.0,,great_expectations,conda-forge/great-expectations,,,18904220.0,https://pypi.org/project/great_expectations,2024-03-20 20:55:15.000,63.0,18887720.0,https://anaconda.org/conda-forge/great-expectations,2.0,,,,,,2024-03-20 21:56:05.090,759034.0,,,,,,,,3.0,,,,, +43,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 21:32:24.000,2024-03-26 15:10:57.000,2024-03-26 15:10:56,3308.0,40.0,641,80.0,1052.0,170.0,1050.0,6865,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,137933.0,127497.0,marshmallow,conda-forge/marshmallow,,,46119936.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10436.0,46068597.0,https://anaconda.org/conda-forge/marshmallow,2.0,,,,,,2024-03-04 23:34:28.542,2310285.0,,,,,,,,,,,,, +44,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 03:37:43.000,2024-03-25 19:51:22.000,2024-03-25 19:51:21,2651.0,40.0,576,60.0,358.0,31.0,785.0,4411,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,556034.0,536758.0,jsonschema,conda-forge/jsonschema,,200.0,121525620.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19276.0,120875734.0,https://anaconda.org/conda-forge/jsonschema,1.0,,,,,,2024-01-19 23:45:31.579,26645081.0,,,,,,,python-jsonschema/jsonschema,,,,,, +45,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 05:15:14.000,2024-03-21 15:10:13.000,2024-03-21 15:10:09,1657.0,91.0,269,41.0,532.0,17.0,283.0,3396,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,224525.0,215309.0,more-itertools,conda-forge/more-itertools,,2917.0,77237164.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9216.0,76924448.0,https://anaconda.org/conda-forge/more-itertools,1.0,,,,,,2024-01-08 18:30:36.896,14070735.0,,,,,,,,,,,,, +46,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 17:21:10.000,2024-03-28 09:30:42.000,2024-03-27 16:24:35,5330.0,144.0,1012,108.0,3968.0,1127.0,3118.0,3377,2024-02-19 00:30:38.000,2024.2.0,90.0,487.0,40,True,27552.0,25274.0,xarray,conda-forge/xarray,,,4996714.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2278.0,4996714.0,https://anaconda.org/conda-forge/xarray,1.0,,,,,,,,,,,,,,,,,,,, +47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-25 02:58:02.000,2024-03-25 02:57:57,1211.0,36.0,271,25.0,186.0,43.0,295.0,2070,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,988406.0,955916.0,pyparsing,conda-forge/pyparsing,,9921.0,115082977.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32490.0,113629932.0,https://anaconda.org/conda-forge/pyparsing,1.0,,,,,,2024-03-06 10:33:11.131,42133969.0,,,,,,,,,,,,, +48,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 00:40:02.000,2024-03-25 19:03:16.000,2024-03-24 12:50:13,4375.0,30.0,530,57.0,919.0,257.0,1225.0,1986,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,277007.0,261651.0,h5py,conda-forge/h5py,,3205.0,20650820.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15356.0,20650782.0,https://anaconda.org/conda-forge/h5py,1.0,,,,,,,,,,,,,,,,,,,, +49,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 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,37.0,246.0,177.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,335385.0,317983.0,future,conda-forge/future,,,44134020.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17402.0,43818021.0,https://anaconda.org/conda-forge/future,1.0,,,,,,2024-02-22 13:58:22.729,12955964.0,,,,,,,,,,,,, +50,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 21:35:07.000,2024-03-23 14:41:46.000,2024-03-14 17:11:36,303.0,14.0,1411,373.0,183.0,148.0,189.0,26169,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,33248.0,31246.0,fire,conda-forge/fire,,,6347849.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2002.0,6324998.0,https://anaconda.org/conda-forge/fire,2.0,,,,,,2024-03-12 05:35:30.091,868344.0,,,,,,,,,,,,, +51,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 12:24:11.000,2024-03-27 17:42:16.000,2024-03-26 22:33:24,542.0,63.0,531,71.0,324.0,201.0,175.0,13356,2024-03-26 22:35:54.000,0.11.0,33.0,50.0,39,True,83804.0,80550.0,typer,conda-forge/typer,,,20957242.0,https://pypi.org/project/typer,2024-03-26 22:35:54.000,3254.0,20910115.0,https://anaconda.org/conda-forge/typer,2.0,,,,,,2024-03-26 23:51:39.972,2120732.0,,,,,,,,5.0,,,,, +52,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 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8531,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,102231.0,97350.0,arrow,conda-forge/arrow,,,30053956.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4881.0,29963808.0,https://anaconda.org/conda-forge/arrow,1.0,,,,,,2023-10-01 03:00:03.614,4056682.0,,,,,,,,,,,,, +53,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1473,229.0,495.0,14.0,637.0,7535,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,212349.0,211664.0,PyMySQL,conda-forge/pymysql,,,42103003.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,42073038.0,https://anaconda.org/conda-forge/pymysql,2.0,,,,,,2023-06-26 13:59:27.383,1318495.0,,,,,,,,,,,,, +54,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 12:10:20.000,2024-03-10 11:56:26.000,2024-03-10 11:56:26,4154.0,25.0,1150,137.0,1119.0,344.0,1342.0,4153,2024-03-07 17:35:36.000,0.28.2,44.0,391.0,39,True,23431.0,23431.0,mongoengine,conda-forge/mongoengine,,,1414273.0,https://pypi.org/project/mongoengine,,,1408526.0,https://anaconda.org/conda-forge/mongoengine,2.0,,,,,,2023-09-28 14:01:33.150,235634.0,,,,,,,,,,,,, +55,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 15:18:06.000,2024-03-28 12:16:51.447,2024-03-27 23:51:23,5573.0,80.0,1074,239.0,1560.0,9.0,,4032,2024-03-28 01:22:08.000,4.6.3,138.0,210.0,39,True,20404.0,,pymongo,conda-forge/pymongo,,,26366037.0,https://pypi.org/project/pymongo,2024-03-28 01:22:08.000,20404.0,26330086.0,https://anaconda.org/conda-forge/pymongo,2.0,,,,,,2024-03-28 12:16:51.447,1581877.0,,,,,,,,,,,,, +56,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 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,15.0,472,61.0,215.0,62.0,515.0,2640,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,93368.0,91669.0,pycryptodomex,conda-forge/pycryptodomex,,372.0,34094638.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1699.0,34058272.0,https://anaconda.org/conda-forge/pycryptodomex,2.0,,,,,,2023-09-23 12:01:55.967,1599999.0,,,,,,,,,,,,, +57,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 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2514,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,380862.0,364542.0,pexpect,conda-forge/pexpect,,4372.0,72219764.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16320.0,71786497.0,https://anaconda.org/conda-forge/pexpect,1.0,,,,,,2024-01-24 16:21:57.503,17762554.0,,,,,,,,,,,,, +58,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 16:45:08.000,2024-03-27 19:55:47.000,2024-03-27 19:55:46,2312.0,49.0,317,21.0,898.0,219.0,422.0,751,,,70.0,230.0,39,True,103652.0,103652.0,fsspec,conda-forge/fsspec,,,248534352.0,https://pypi.org/project/fsspec,,,248185516.0,https://anaconda.org/conda-forge/fsspec,1.0,,,,,,2024-03-19 00:33:44.664,16046457.0,,,,,,,,,,,,, +59,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-03-28 14:40:35.000,2024-03-28 14:36:00,9241.0,895.0,1514,144.0,8335.0,1474.0,5514.0,25425,2024-03-19 07:49:06.000,rs-0.38.3,100.0,383.0,38,True,4.0,4.0,polars,,,456.0,4662194.0,https://pypi.org/project/polars,,,4662159.0,,2.0,,,,,,,,,,,,,,,-3.0,,,,, +60,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/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-03-13 22:33:57.000,2024-03-13 14:55:35,7766.0,328.0,1230,338.0,246.0,5.0,464.0,13457,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1052.0,1046.0,tink,,,1097.0,369805.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,369537.0,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,254.0,,,,,,,,,tink-crypto/tink,,,,,, +61,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 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9953,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,121992.0,120001.0,uvloop,conda-forge/uvloop,,432.0,9787986.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1991.0,9771062.0,https://anaconda.org/conda-forge/uvloop,1.0,,,,,,2023-10-23 19:09:59.969,693724.0,,,,,,,,,,,,, +62,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 10:29:56.000,2024-03-28 12:18:38.000,2024-03-27 16:13:17,3176.0,111.0,855,104.0,1720.0,284.0,1488.0,9294,2024-02-27 12:44:56.000,0.19.3,50.0,222.0,38,True,2315.0,2241.0,kedro,,,,511427.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,511427.0,,2.0,,,,,,,,,,,,,,,,,,,, +63,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 02:38:00.000,2024-03-28 12:07:42.000,2024-03-27 15:58:16,6614.0,133.0,1474,137.0,4372.0,553.0,4541.0,8738,2024-03-28 03:32:03.000,1.7.11,247.0,310.0,38,True,4622.0,4592.0,dbt,conda-forge/dbt,,4195.0,50115.0,https://pypi.org/project/dbt,2024-03-25 18:29:00.000,30.0,47021.0,https://anaconda.org/conda-forge/dbt,2.0,,,,,,2023-06-16 13:24:35.863,252996.0,,,,,,,,,dbt,,,, +64,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 05:35:17.000,2024-03-15 18:01:12.000,2024-01-23 06:30:54,361.0,5.0,437,34.0,235.0,43.0,233.0,7004,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,739035.0,728769.0,python-dotenv,conda-forge/python-dotenv,,,57349016.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10266.0,57280364.0,https://anaconda.org/conda-forge/python-dotenv,1.0,,,,,,2024-01-23 13:59:22.151,3020707.0,,,,,,,,,,,,, +65,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 20:08:03.000,2024-03-15 20:47:40.000,2024-02-29 05:00:27,1749.0,20.0,3319,139.0,897.0,132.0,1218.0,6368,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1522.0,,kubernetes,conda-forge/kubernetes,,,23873246.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1522.0,23862878.0,https://anaconda.org/conda-forge/kubernetes,2.0,,,,,,2023-06-19 10:32:08.288,476952.0,,,,,,,,,,,,, +66,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 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6237,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,145842.0,137571.0,watchdog,conda-forge/watchdog,,,20989918.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8271.0,20928120.0,https://anaconda.org/conda-forge/watchdog,2.0,,,,,,2024-02-07 09:26:23.738,2780924.0,,,,,,,,,,,,, +67,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 06:48:26.000,2024-03-26 16:41:59.000,2023-12-01 10:50:33,1499.0,,384,61.0,722.0,400.0,474.0,3625,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,416872.0,410063.0,joblib,conda-forge/joblib,,,49177213.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6809.0,48617040.0,https://anaconda.org/conda-forge/joblib,2.0,,,,,,2023-08-09 10:36:06.506,24647630.0,,,,,,,,,,,,, +68,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 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,116.0,129.0,12.0,910.0,3468,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78619.0,74538.0,xlsxwriter,conda-forge/xlsxwriter,,,18350692.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4081.0,18282298.0,https://anaconda.org/conda-forge/xlsxwriter,1.0,,,,,,2023-11-05 19:10:43.834,3146160.0,,,,,,,,,,,,, +69,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 11:05:11.000,2024-03-11 13:35:14.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,304.0,19.0,1266.0,3190,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,780792.0,719069.0,psycopg2,psycopg2,,,16413848.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61703.0,16411133.0,https://anaconda.org/anaconda/psycopg2,2.0,,,,,,2024-02-29 15:31:04.534,271562.0,,,,,,,,,,20.0,,, +70,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 03:02:53.000,2024-03-19 12:15:31.000,2024-03-19 12:14:53,1802.0,17.0,221,20.0,151.0,108.0,945.0,2416,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,222112.0,210484.0,alembic,conda-forge/alembic,,,36924158.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11628.0,36823886.0,https://anaconda.org/conda-forge/alembic,2.0,,,,,,2024-01-13 21:09:43.478,4211429.0,,,,,,,,,,,,, +71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-03-19 18:03:45.000,2023-11-14 16:25:37,322.0,,516,53.0,267.0,277.0,321.0,2406,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1206364.0,1127375.0,pyyaml,conda-forge/pyyaml,,,286658450.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78989.0,286658450.0,https://anaconda.org/conda-forge/pyyaml,1.0,,,,,,,,,,,,,,,,,,,, +72,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,11.0,168,23.0,162.0,178.0,335.0,2116,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,153323.0,149158.0,dill,conda-forge/dill,,291657.0,54149178.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4165.0,54010732.0,https://anaconda.org/conda-forge/dill,2.0,,,,,,2024-01-28 09:41:18.086,6125091.0,,,,,,,,,,,,, +73,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 21:12:01.000,2024-03-25 13:28:29.000,2023-12-21 21:58:06,987.0,,237,53.0,159.0,26.0,218.0,1579,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,367547.0,356983.0,greenlet,conda-forge/greenlet,,,95241821.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10564.0,95039925.0,https://anaconda.org/conda-forge/greenlet,1.0,,,,,,2023-12-21 23:45:31.152,9085362.0,,,,,,,,,,,,, +74,python-bigquery,googleapis/python-bigquery,BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-03-28 02:07:23.000,2024-03-27 21:39:38,1808.0,69.0,272,54.0,1224.0,48.0,595.0,703,2024-03-27 21:39:51.000,3.20.0,117.0,143.0,38,True,27319.0,27319.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,39296055.0,https://pypi.org/project/google-cloud-bigquery,,,39232097.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2.0,,,,,,2024-03-11 21:00:15.521,2814176.0,,,,,,,,,,,,, +75,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 20:45:45.000,2024-03-12 14:43:57.026,2024-03-12 12:37:34,2006.0,7.0,196,27.0,609.0,100.0,198.0,602,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,432922.0,418099.0,traitlets,conda-forge/traitlets,,328.0,46369744.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14823.0,45751763.0,https://anaconda.org/conda-forge/traitlets,1.0,,,,,,2024-03-12 14:43:57.026,25954632.0,,,,,,,,,,,,, +76,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 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,11.0,2389,476.0,2297.0,124.0,881.0,17239,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2772.0,2352.0,luigi,luigi,,,436331.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,418.0,436183.0,https://anaconda.org/anaconda/luigi,2.0,,,,,,2023-06-16 13:25:26.049,14449.0,,stable/luigi,,,,,,,,2.0,,, +77,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 21:35:05.000,2024-03-28 13:39:27.000,2024-03-28 13:28:48,2853.0,125.0,638,117.0,3069.0,712.0,3372.0,9425,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1442.0,1407.0,modin,conda-forge/modin-core,['pandas'],196827.0,891152.0,https://pypi.org/project/modin,2024-03-07 18:22:26.000,35.0,878995.0,https://anaconda.org/conda-forge/modin-core,2.0,,,,,,2024-03-07 23:22:35.260,296444.0,,,,,,,,,,,,, +78,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 22:12:08.000,2024-03-22 15:08:40.000,2024-02-12 08:46:53,2742.0,8.0,736,148.0,756.0,600.0,560.0,8902,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49698714.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,49197364.0,https://anaconda.org/conda-forge/prompt-toolkit,2.0,,,,,,2023-12-12 16:46:57.325,21558073.0,,,,,,,,,,,,, +79,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 13:00:26.000,2024-03-28 14:00:00.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,977.0,297.0,1196.0,5469,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26082.0,24621.0,kafka-python,conda-forge/kafka-python,,1836.0,10958060.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1461.0,10952764.0,https://anaconda.org/conda-forge/kafka-python,2.0,,,,,,2023-06-16 13:25:06.579,433089.0,,,,,,,,,,,,, +80,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 23:43:14.000,2024-03-27 23:31:15.000,2024-03-27 23:30:58,641.0,27.0,191,36.0,91.0,3.0,371.0,5464,2024-03-27 23:16:18.000,3.10.0,123.0,22.0,37,True,81489.0,80075.0,orjson,conda-forge/orjson,,,20017915.0,https://pypi.org/project/orjson,2024-03-27 22:52:08.000,1414.0,19994129.0,https://anaconda.org/conda-forge/orjson,2.0,,,,,,2024-02-23 20:03:54.615,1094158.0,,,,,,,,,,,,, +81,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 02:18:43.000,2024-03-26 17:04:16.000,2024-01-24 03:22:09,1214.0,6.0,253,82.0,353.0,119.0,142.0,4497,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,146087.0,142489.0,toolz,conda-forge/toolz,,,33032839.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3598.0,33032839.0,https://anaconda.org/conda-forge/toolz,2.0,,,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-28 14:12:53.000,2024-03-28 12:28:32,7894.0,719.0,506,82.0,5941.0,206.0,2524.0,3954,2024-02-05 19:31:28.000,8.0.0,85.0,278.0,37,True,1275.0,1219.0,ibis-framework,conda-forge/ibis-framework,,119.0,189705.0,https://pypi.org/project/ibis-framework,2024-03-24 00:02:35.000,56.0,182511.0,https://anaconda.org/conda-forge/ibis-framework,2.0,,,,,,2024-02-06 16:41:49.618,323575.0,,,,,,,,,,,,, +83,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 01:39:02.000,2024-03-28 12:58:16.459,2024-03-27 19:34:09,2410.0,110.0,665,61.0,1574.0,32.0,1056.0,3778,2024-03-27 19:37:03.000,3.7.2,150.0,147.0,37,True,1556.0,1490.0,awswrangler,conda-forge/awswrangler,['pandas'],232048.0,40445149.0,https://pypi.org/project/awswrangler,2024-03-27 19:22:12.000,66.0,40430532.0,https://anaconda.org/conda-forge/awswrangler,2.0,,,,,,2024-03-28 12:58:16.459,471009.0,,,,,,,aws/aws-sdk-pandas,,,,,, +84,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 21:42:52.000,2024-03-28 07:26:01.000,2024-01-12 19:56:59,2744.0,4.0,1239,197.0,1253.0,143.0,1883.0,3409,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4515.0,4237.0,netmiko,,,,291324.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,278.0,291324.0,,3.0,,,,,,,,,,,,,,,,,,,, +85,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 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,586,95.0,178.0,31.0,317.0,3104,,,21.0,83.0,37,True,796018.0,778590.0,pycparser,conda-forge/pycparser,,,208680389.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17428.0,208268399.0,https://anaconda.org/conda-forge/pycparser,2.0,,,,,,2023-06-16 13:24:40.587,37491172.0,,,,,,,,,,,,, +86,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 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,420.0,2225,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35084.0,341168913.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,339476746.0,https://anaconda.org/conda-forge/python-dateutil,2.0,,,,,,2024-03-01 13:32:48.081,54139000.0,,,,,,,,,,,,, +87,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 21:07:18.000,2024-03-27 22:15:57.000,2024-03-25 19:53:11,959.0,23.0,122,27.0,330.0,53.0,282.0,1576,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,264280.0,263462.0,anyio,conda-forge/anyio,,,68260568.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,67984670.0,https://anaconda.org/conda-forge/anyio,2.0,,,,,,2024-02-19 15:13:53.866,12691335.0,,,,,,,,,,,,, +88,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-03-24 20:14:03.517,2024-03-23 17:46:32,2133.0,60.0,146,21.0,166.0,62.0,446.0,1186,2024-03-23 16:51:46.000,25.0.0,194.0,121.0,37,True,4388.0,,keyring,conda-forge/keyring,,,54934068.0,https://pypi.org/project/keyring,2024-03-23 16:51:34.000,4388.0,54834701.0,https://anaconda.org/conda-forge/keyring,3.0,,,,,,2024-03-24 20:14:03.517,4372173.0,,,,,,,,,,,,, +89,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 02:03:55.000,2024-03-27 03:54:59.000,2024-03-27 03:54:52,613.0,42.0,197,26.0,631.0,8.0,128.0,1111,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,219575.0,211368.0,bcrypt,conda-forge/bcrypt,,,56493654.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8207.0,56386075.0,https://anaconda.org/conda-forge/bcrypt,3.0,,,,,,2023-12-15 18:31:52.917,4625920.0,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,960,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2210940.0,2074571.0,six,conda-forge/six,,,291296720.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136369.0,290736649.0,https://anaconda.org/conda-forge/six,2.0,,,,,,2023-06-16 13:17:33.301,52646688.0,,,,,,,,,,,,, +91,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 14:26:53.000,2024-03-26 21:18:17.000,2024-03-26 17:35:41,383.0,16.0,528,151.0,343.0,174.0,153.0,12704,2024-02-17 13:54:28.000,0.0.16,15.0,71.0,36,True,10762.0,10762.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1251609.0,https://pypi.org/project/sqlmodel,,,1251609.0,https://anaconda.org/conda-forge/sqlmodel,2.0,,,,,,,,,,,,,,,,,,,, +92,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,965,213.0,186.0,156.0,295.0,11433,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,34717.0,33230.0,schedule,conda-forge/schedule,,,2107266.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1487.0,2105897.0,https://anaconda.org/conda-forge/schedule,3.0,,,,,,2023-10-02 12:55:42.807,52034.0,,,,,,,,,,,,, +93,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 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,3.0,1223,231.0,481.0,156.0,1020.0,8187,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12367.0,10406.0,supervisor,conda-forge/supervisor,,,1871082.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1961.0,1864015.0,https://anaconda.org/conda-forge/supervisor,2.0,,,,,,2023-11-23 10:15:30.879,289773.0,,,,,,,,,,,,, +94,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 17:45:14.000,2024-03-07 18:42:49.000,2018-08-27 18:02:16,447.0,,567,162.0,111.0,260.0,187.0,7895,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,126597.0,114098.0,docopt,conda-forge/docopt,,,11319787.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12499.0,11298212.0,https://anaconda.org/conda-forge/docopt,2.0,,,,,,2023-06-16 13:17:10.080,2049636.0,,,,,,,,,,,,, +95,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,69.0,287.0,226.0,321.0,6018,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27676.0,26334.0,pendulum,conda-forge/pendulum,,628.0,28455096.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1342.0,28433924.0,https://anaconda.org/conda-forge/pendulum,2.0,,,,,,2024-01-07 18:54:51.714,931340.0,,,,,,,,,,,,, +96,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 02:36:50.000,2024-03-24 16:49:04.994,2024-03-23 08:05:01,1194.0,8.0,552,136.0,333.0,26.0,226.0,4508,2024-03-23 11:05:30.000,3.6.0,17.0,125.0,36,True,95345.0,95345.0,tablib,conda-forge/tablib,,,2011597.0,https://pypi.org/project/tablib,,,2009173.0,https://anaconda.org/conda-forge/tablib,1.0,,,,,,2024-03-24 16:49:04.994,94536.0,,,,,,,,,,,,, +97,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 16:19:39.000,2024-03-28 12:41:01.000,2024-03-20 11:38:37,1048.0,8.0,840,432.0,407.0,155.0,1181.0,3754,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11139.0,10147.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4178193.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,4178081.0,https://anaconda.org/anaconda/elasticsearch-dsl,2.0,,,,,,2024-02-08 20:22:57.094,8461.0,,,,,,,,,,,,, +98,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 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,234,47.0,143.0,110.0,140.0,3404,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,928601.0,906363.0,colorama,conda-forge/colorama,,,167769456.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22238.0,167465464.0,https://anaconda.org/conda-forge/colorama,2.0,,,,,,2023-06-16 13:16:09.835,28879276.0,,,,,,,,,,,,, +99,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 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,5.0,457,134.0,571.0,318.0,378.0,2447,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28360.0,27039.0,dateparser,conda-forge/dateparser,,,6676016.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1321.0,6671540.0,https://anaconda.org/conda-forge/dateparser,2.0,,,,,,2023-11-17 11:56:22.500,201450.0,,,,,,,,,,,,, +100,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 05:09:06.000,2024-03-26 10:22:43.000,2024-02-08 15:35:16,1093.0,11.0,472,55.0,311.0,10.0,325.0,2390,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,165709.0,158442.0,mysqlclient,conda-forge/mysqlclient,,5279.0,5629067.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7267.0,5621403.0,https://anaconda.org/conda-forge/mysqlclient,2.0,,,,,,2024-03-10 16:42:38.687,334703.0,,,,,,,,,,,,, +101,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 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1968,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,336529.0,334145.0,pyrsistent,conda-forge/pyrsistent,,,44741920.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2384.0,44273727.0,https://anaconda.org/conda-forge/pyrsistent,1.0,,,,,,2023-10-31 12:42:54.224,20600515.0,,,,,,,,,,,,, +102,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 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1629,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,142581.0,121566.0,simplejson,conda-forge/simplejson,,6433.0,20784424.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21015.0,20716088.0,https://anaconda.org/conda-forge/simplejson,2.0,,,,,,2024-02-15 12:03:26.747,3140455.0,,,,,,,,,,,,, +103,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 14:49:40.000,2024-03-28 11:10:08.000,2024-03-28 11:10:01,1912.0,45.0,247,44.0,968.0,275.0,411.0,1316,2024-03-06 19:27:15.000,2.17.1,75.0,99.0,36,True,4044.0,3508.0,zarr,conda-forge/zarr,,,657056.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,536.0,590568.0,https://anaconda.org/conda-forge/zarr,2.0,,,,,,2024-03-07 08:16:39.862,2925502.0,,,,,,,,,,,,, +104,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 03:59:23.000,2024-03-22 00:50:34.000,2024-03-22 00:50:33,1455.0,62.0,165,33.0,180.0,69.0,239.0,1201,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,36,True,2469.0,,jsonpickle,conda-forge/jsonpickle,,,11986775.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2469.0,11939504.0,https://anaconda.org/conda-forge/jsonpickle,2.0,,,,,,2023-10-18 22:21:59.292,1654502.0,,,,,,,,,,,,, +105,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-26 01:09:17.000,2024-03-26 01:09:16,1037.0,11.0,264,19.0,409.0,132.0,324.0,807,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18034.0,17240.0,s3fs,conda-forge/s3fs,,,258221749.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,794.0,258067580.0,https://anaconda.org/conda-forge/s3fs,2.0,,,,,,2024-03-19 13:28:34.302,6629299.0,,,,,,,,,,,,, +106,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 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,306,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,36,True,1965154.0,1881183.0,pytz,conda-forge/pytz,,26.0,178903105.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83971.0,177643910.0,https://anaconda.org/conda-forge/pytz,2.0,,,,,,2024-02-02 15:16:32.383,50366763.0,,,,,,,,,,,,, +107,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 11:47:07.000,2024-03-28 13:06:21.000,2024-03-28 05:21:35,15821.0,313.0,7239,737.0,5984.0,1763.0,3765.0,18199,2024-02-20 12:36:21.000,1.22.2,18.0,624.0,35,True,14.0,,micropython-_markupbase,,,74657.0,945.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,2.0,,,,,,,,,,,,,,,,,,,, +108,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 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,10.0,371,87.0,277.0,26.0,318.0,4229,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,35,True,4580.0,,ujson,conda-forge/ujson,,,11435858.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4580.0,11333407.0,https://anaconda.org/conda-forge/ujson,3.0,,,,,,2023-12-11 01:19:21.996,4610315.0,,,,,,,,,,,,, +109,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 03:06:38.000,2024-03-25 07:37:28.433,2024-03-25 06:16:26,1639.0,18.0,456,87.0,113.0,9.0,171.0,3391,2024-03-25 06:29:47.000,8.13.33,242.0,30.0,35,True,1483.0,,phonenumbers,conda-forge/phonenumbers,,,6319650.0,https://pypi.org/project/phonenumbers,2024-03-25 06:29:47.000,1483.0,6293864.0,https://anaconda.org/conda-forge/phonenumbers,1.0,,,,,,2024-03-25 07:37:28.433,876734.0,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,230.0,61.0,991.0,2826,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57700.0,55440.0,pyodbc,conda-forge/pyodbc,,,25823591.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2260.0,25792697.0,https://anaconda.org/conda-forge/pyodbc,2.0,,,,,,2024-02-05 20:49:55.775,1266662.0,,,,,,,,,,,,, +111,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 21:34:44.000,2024-03-26 19:44:42.162,2024-03-26 17:51:01,1790.0,28.0,208,91.0,268.0,1.0,,2312,2024-03-26 18:57:20.000,3.4.0,48.0,51.0,35,True,86561.0,85334.0,motor,conda-forge/motor,,,1687505.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1227.0,1685926.0,https://anaconda.org/conda-forge/motor,2.0,,,,,,2024-03-26 19:44:42.162,64762.0,,,,,,,,,,,,, +112,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 02:55:59.000,2024-03-26 14:27:52.620,2024-03-26 10:44:06,517.0,20.0,268,26.0,121.0,13.0,150.0,1808,2024-03-26 10:53:17.000,2.11.0,46.0,66.0,35,True,69595.0,68044.0,emoji,conda-forge/emoji,,,3098381.0,https://pypi.org/project/emoji,2024-03-26 10:53:17.000,1551.0,3096794.0,https://anaconda.org/conda-forge/emoji,1.0,,,,,,2024-03-26 14:27:52.620,68256.0,,,,,,,,,,,,, +113,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 16:54:42.000,2024-03-27 23:52:07.000,2024-03-16 05:30:03,755.0,64.0,223,59.0,476.0,146.0,635.0,1529,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6082.0,,typing,conda-forge/typing,,,9014177.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6082.0,8983001.0,https://anaconda.org/conda-forge/typing,2.0,,,,,,2023-06-16 13:15:45.541,2992958.0,,,,,,,,,,,,, +114,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 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,50.0,209.0,1349,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,53348.0,51092.0,argcomplete,conda-forge/argcomplete,,347.0,28389748.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2256.0,28355114.0,https://anaconda.org/conda-forge/argcomplete,2.0,,,,,,2024-03-08 12:57:39.927,1523770.0,,,,,,,,,,,,, +115,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 19:44:46.000,2024-03-27 12:28:15.000,2024-03-26 06:54:02,4896.0,70.0,270,61.0,405.0,170.0,554.0,1265,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,35,True,2651.0,,tables,conda-forge/pytables,,183.0,1107841.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2651.0,1107839.0,https://anaconda.org/conda-forge/pytables,2.0,,,,,,,,,,,,,,,,,,,, +116,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 16:01:42.000,2024-03-18 16:20:08.000,2024-03-15 15:53:47,539.0,16.0,85,24.0,305.0,30.0,75.0,1210,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,35,True,21052.0,20777.0,cleo,conda-forge/cleo,,,32529678.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,275.0,32513223.0,https://anaconda.org/conda-forge/cleo,2.0,,,,,,2023-10-30 19:23:44.113,674655.0,,,,,,,python-poetry/cleo,,,,,, +117,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 09:51:03.000,2024-03-14 23:12:31.000,2024-03-14 23:12:30,1327.0,47.0,188,49.0,209.0,86.0,373.0,1186,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3695.0,3609.0,petl,conda-forge/petl,,,2747822.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2742865.0,https://anaconda.org/conda-forge/petl,2.0,,,,,,2024-03-13 00:52:03.874,223106.0,,,,,,,,,,,http://petl.readthedocs.org,, +118,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 20:58:18.000,2024-03-22 11:11:44.000,2024-03-20 02:26:01,791.0,6.0,205,41.0,118.0,150.0,271.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,40.0,35,True,38109.0,37389.0,py4j,conda-forge/py4j,,,49590187.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,720.0,49533202.0,https://anaconda.org/conda-forge/py4j,2.0,,,,,,2023-06-16 13:21:18.228,5185712.0,,,,,,,py4j/py4j,,,,,, +119,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 00:29:27.000,2024-03-26 22:59:29.000,2024-03-25 16:54:35,303.0,18.0,95,16.0,206.0,15.0,94.0,666,2024-03-25 17:08:24.000,3.13.3,67.0,45.0,35,True,414941.0,411952.0,filelock,conda-forge/filelock,,,128149418.0,https://pypi.org/project/filelock,2024-03-25 17:08:24.000,2989.0,127778890.0,https://anaconda.org/conda-forge/filelock,2.0,,,,,,2024-03-25 19:25:59.481,17044324.0,,,,,,,tox-dev/filelock,,,,,, +120,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 22:30:54.000,2024-03-26 20:07:32.000,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,494121.0,478957.0,pyasn1,conda-forge/pyasn1,,,184114481.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15164.0,181787774.0,https://anaconda.org/conda-forge/pyasn1,3.0,,,,,,2023-11-29 19:48:49.652,13960244.0,,,,,,,,,,,,, +121,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 01:14:24.000,2024-03-23 14:16:19.000,2024-01-26 22:08:21,1605.0,1.0,1925,465.0,553.0,476.0,1311.0,14540,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,188.0,21.0,fabric,conda-forge/fabric,,,6540142.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,167.0,6537866.0,https://anaconda.org/conda-forge/fabric,3.0,,,,,,2023-08-31 04:59:09.600,86503.0,,,,,,,,,,,,, +122,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,,2018-07-11 18:28:58.000,2024-03-23 08:59:58.000,2024-03-23 08:59:57,38.0,38.0,1821,230.0,3080.0,717.0,2862.0,13069,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11683.0,11317.0,pysimplegui,conda-forge/pysimplegui,,,793806.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,366.0,791278.0,https://anaconda.org/conda-forge/pysimplegui,2.0,,,,,,2023-06-16 16:16:23.007,139051.0,,,,,,,,,,,,, +123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,4.0,542,134.0,236.0,7.0,466.0,6837,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,17004.0,14340.0,sh,conda-forge/sh,,,6851500.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2664.0,6846803.0,https://anaconda.org/conda-forge/sh,3.0,,,,,,2023-08-10 02:31:43.807,192606.0,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-18 16:57:26.000,2024-03-14 10:25:38,497.0,14.0,290,48.0,213.0,99.0,151.0,5854,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1868.0,,tenacity,conda-forge/tenacity,,,50810449.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1868.0,50810449.0,https://anaconda.org/conda-forge/tenacity,2.0,,,,,,,,,,,,,,,,,,,, +125,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 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,451,106.0,96.0,83.0,162.0,5354,,,4.0,49.0,34,True,64469.0,64469.0,xmltodict,conda-forge/xmltodict,,,46294986.0,https://pypi.org/project/xmltodict,,,46254015.0,https://anaconda.org/conda-forge/xmltodict,2.0,,,,,,2023-06-16 13:20:35.475,3728378.0,,,,,,,,,,,,, +126,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-03-18 02:30:30.000,2024-02-11 15:15:42,498.0,57.0,308,22.0,138.0,24.0,133.0,3822,2024-02-03 14:26:08.000,5.1.0,38.0,20.0,34,True,28062.0,28062.0,gdown,conda-forge/gdown,,,1606816.0,https://pypi.org/project/gdown,,,1601093.0,https://anaconda.org/conda-forge/gdown,2.0,,,,,,2024-02-03 17:36:10.471,257563.0,,,,,,,,,,,,, +127,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 22:47:25.000,2024-03-09 02:12:24.000,2024-03-09 02:12:24,558.0,8.0,816,73.0,425.0,93.0,440.0,3736,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,33592607.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,33253906.0,https://anaconda.org/conda-forge/prometheus_client,2.0,,,,,,2024-02-14 17:48:15.061,15580265.0,,,,,,,,,,,,, +128,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 10:55:25.000,2024-03-22 21:20:49.741,2024-03-01 17:30:12,335.0,5.0,241,51.0,208.0,113.0,200.0,3683,2024-03-01 17:38:49.000,0.9.0,24.0,59.0,34,True,22413.0,22413.0,databases,conda-forge/databases,,,463378.0,https://pypi.org/project/databases,,,458506.0,https://anaconda.org/conda-forge/databases,2.0,,,,,,2024-03-22 21:20:49.741,194882.0,,,,,,,,,,,,, +129,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-26 14:14:35.586,2024-03-25 17:08:51,757.0,28.0,285,34.0,530.0,111.0,389.0,3491,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8460.0,8147.0,dynaconf,conda-forge/dynaconf,,,2980953.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,313.0,2979249.0,https://anaconda.org/conda-forge/dynaconf,2.0,,,,,,2024-03-26 14:14:35.586,69870.0,,,,,,,dynaconf/dynaconf,,,,,, +130,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 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3207,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2292.0,,sortedcontainers,conda-forge/sortedcontainers,,,49386465.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2292.0,49255501.0,https://anaconda.org/conda-forge/sortedcontainers,1.0,,,,,,2023-06-16 13:23:54.671,12048765.0,,,,,,,,,,,,, +131,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-27 22:47:44.000,2024-03-27 22:47:43,1076.0,53.0,374,48.0,397.0,61.0,327.0,3068,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23390128.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,23337534.0,https://anaconda.org/conda-forge/smart_open,2.0,,,,,,2024-03-26 12:23:56.875,2314161.0,,,,,,,piskvorky/smart_open,,,,,, +132,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,,2014-03-17 13:03:20.000,2024-03-27 09:42:30.522,2024-03-26 11:01:03,2692.0,29.0,475,123.0,569.0,330.0,1519.0,2821,2024-03-26 11:01:38.000,0.31.0,114.0,65.0,34,False,30960.0,30960.0,xlwings,conda-forge/xlwings,,17349.0,198093.0,https://pypi.org/project/xlwings,,,181986.0,https://anaconda.org/conda-forge/xlwings,2.0,,,,,,2024-03-27 09:42:30.522,725325.0,,,,,,,,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,127.0,225.0,2744,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6543.0,6061.0,plumbum,conda-forge/plumbum,,,4273554.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,482.0,4262088.0,https://anaconda.org/conda-forge/plumbum,3.0,,,,,,2023-06-16 13:25:23.453,997586.0,,,,,,,,,,,,, +134,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 15:26:24.000,2024-03-20 16:40:57.000,2024-03-18 10:53:52,1447.0,12.0,214,45.0,1228.0,66.0,569.0,2710,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4116.0,4064.0,docarray,conda-forge/docarray,,,86984.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,82031.0,https://anaconda.org/conda-forge/docarray,2.0,,,,,,2023-06-18 08:40:32.440,128795.0,,,,,,,docarray/docarray,,,,,, +135,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 14:08:50.000,2024-03-13 21:37:30.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2351,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,19348.0,19231.0,pypika,conda-forge/pypika,,,2654566.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,117.0,2654189.0,https://anaconda.org/conda-forge/pypika,2.0,,,,,,2023-06-16 19:27:43.516,10939.0,,,,,,,,,,,,, +136,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-03-15 09:38:01.000,2024-03-15 09:38:01,853.0,21.0,204,60.0,108.0,63.0,364.0,2129,2024-01-26 13:04:44.000,2.9.0,53.0,74.0,34,True,3255.0,,numexpr,conda-forge/numexpr,,602.0,5177209.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3255.0,5004336.0,https://anaconda.org/conda-forge/numexpr,2.0,,,,,,2024-02-05 13:50:40.663,7779014.0,,,,,,,,,,,,, +137,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 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2049,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,True,7094.0,,jmespath,conda-forge/jmespath,,,181702326.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7094.0,181508668.0,https://anaconda.org/conda-forge/jmespath,3.0,,,,,,2023-06-16 13:16:44.688,17816574.0,,,,,,,,,,,,, +138,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 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1964,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11975.0,,wrapt,conda-forge/wrapt,,,126318379.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11975.0,125972212.0,https://anaconda.org/conda-forge/wrapt,2.0,,,,,,2023-11-09 12:40:47.871,14192885.0,,,,,,,,,,,,, +139,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 03:21:47.000,2024-03-26 23:21:18.000,2023-11-14 07:16:07,1076.0,,213,27.0,172.0,67.0,219.0,1881,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10653.0,9759.0,deepdiff,conda-forge/deepdiff,,,9241672.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,894.0,9232743.0,https://anaconda.org/conda-forge/deepdiff,1.0,,,,,,2023-11-14 14:00:05.348,401819.0,,,,,,,,,,,,, +140,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 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,3.0,222,47.0,294.0,13.0,282.0,1831,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1281.0,69144658.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,68773439.0,https://anaconda.org/conda-forge/msgpack-python,3.0,,,,,,2023-11-25 16:13:54.210,15219287.0,,,,,,,,,,,,, +141,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 19:22:44.000,2024-03-27 13:35:16.000,2024-03-25 13:47:18,1438.0,66.0,157,21.0,960.0,68.0,386.0,1611,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,966.0,905.0,copier,,,,204061.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,61.0,204061.0,,2.0,,,,,,,,,,,,,,,,,,,, +142,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 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164,30.0,283.0,88.0,166.0,1559,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3018.0,,cloudpickle,conda-forge/cloudpickle,,27.0,40974472.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3018.0,40607347.0,https://anaconda.org/conda-forge/cloudpickle,3.0,,,,,,2023-10-16 14:02:01.196,16153511.0,,,,,,,,,,,,, +143,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 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1440,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,82844.0,79869.0,python-slugify,conda-forge/python-slugify,,,19120594.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2975.0,19075913.0,https://anaconda.org/conda-forge/python-slugify,2.0,,,,,,2024-02-08 20:57:18.711,1965999.0,,,,,,,,,,,,, +144,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,,2013-02-18 16:48:22.000,2024-03-24 16:29:04.722,2024-03-22 15:16:53,1393.0,9.0,316,34.0,334.0,196.0,240.0,1194,2024-03-22 15:24:26.000,0.42.2,38.0,120.0,34,False,28828.0,28828.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6512521.0,https://pypi.org/project/sqlalchemy-utils,,,6500471.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2.0,,,,,,2024-03-24 16:29:04.722,554317.0,,,,,,,,,,,,, +145,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 15:32:26.000,2024-03-25 22:38:01.000,2024-03-25 22:37:58,732.0,25.0,130,23.0,302.0,52.0,133.0,1135,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10625.0,,pluggy,conda-forge/pluggy,,,126721724.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10625.0,126117461.0,https://anaconda.org/conda-forge/pluggy,2.0,,,,,,2024-01-24 17:23:01.675,24774801.0,,,,,,,,,,,,, +146,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 08:16:32.000,2024-03-26 04:50:12.000,2024-03-26 04:48:59,381.0,33.0,143,14.0,179.0,15.0,151.0,895,2024-03-24 02:29:47.000,0.24.0,46.0,52.0,34,True,111449.0,109565.0,validators,conda-forge/validators,,24.0,8247290.0,https://pypi.org/project/validators,2024-03-24 02:27:15.000,1884.0,8234133.0,https://anaconda.org/conda-forge/validators,2.0,,,,,,2024-03-24 14:20:00.993,578846.0,,,,,,,python-validators/validators,,,,,, +147,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,805,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,571519.0,547027.0,decorator,conda-forge/decorator,,,93269411.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24492.0,92984400.0,https://anaconda.org/conda-forge/decorator,2.0,,,,,,2023-06-16 13:18:04.782,26221023.0,,,,,,,,,,,,, +148,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 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,12.0,301,31.0,855.0,7.0,542.0,748,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,34,True,7397.0,6890.0,minio,conda-forge/minio,,,2270442.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,507.0,2266728.0,https://anaconda.org/conda-forge/minio,2.0,,,,,,2024-03-03 01:37:46.696,159711.0,,,,,,,,,,,,, +149,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 23:19:42.000,2024-03-15 10:11:00.171,2024-03-14 18:07:20,610.0,6.0,128,20.0,240.0,24.0,36.0,196,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,282526.0,278134.0,s3transfer,conda-forge/s3transfer,,,324695534.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4392.0,324260843.0,https://anaconda.org/conda-forge/s3transfer,2.0,,,,,,2024-03-15 10:11:00.171,17822358.0,,,,,,,,,,,,, +150,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 15:23:24.000,2024-03-27 12:41:03.000,2024-01-05 14:42:12,533.0,1.0,2224,387.0,478.0,374.0,189.0,34612,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1442.0,1401.0,diagrams,conda-forge/diagrams,,,166321.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,41.0,162474.0,https://anaconda.org/conda-forge/diagrams,3.0,,,,,,2023-10-30 17:06:42.710,176996.0,,,,,,,,,,,,, +151,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 17:12:57.000,2024-03-23 18:25:09.000,2024-03-15 02:33:45,2807.0,28.0,643,148.0,504.0,272.0,1021.0,12087,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2847.0,2790.0,dearpygui,,,,49398.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,49398.0,,2.0,,,,,,,,,,,,,,,,,,,, +152,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 19:33:15.000,2024-03-18 19:50:50.000,2024-03-05 23:52:25,1877.0,7.0,589,123.0,1300.0,265.0,1106.0,8095,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,21662.0,21653.0,hydra,conda-forge/hydra-core,,,28821.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10053.0,https://anaconda.org/conda-forge/hydra-core,2.0,,,,,,2023-06-16 19:18:09.635,919665.0,,,,,,,,,,,,, +153,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 06:17:59.000,2024-03-28 10:36:46.000,2024-03-27 11:28:24,8844.0,160.0,579,87.0,2319.0,53.0,393.0,7624,2024-03-20 21:13:18.000,3.8.27,154.0,129.0,33,True,2777.0,2723.0,hub,,,,3836.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3836.0,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +154,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 06:17:12.000,2024-03-25 13:41:13.000,2024-03-24 01:18:13,1536.0,2.0,348,141.0,204.0,66.0,107.0,6399,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,7141.0,6695.0,boltons,conda-forge/boltons,,25.0,4216309.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,446.0,4120408.0,https://anaconda.org/conda-forge/boltons,2.0,,,,,,2023-12-21 10:34:46.923,4315578.0,,,,,,,,,,,,, +155,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 03:00:30.000,2024-03-27 18:44:20.000,2024-03-27 18:44:19,1934.0,20.0,598,131.0,333.0,29.0,872.0,5790,2024-02-13 20:38:55.000,1.4.0,40.0,108.0,33,True,1972.0,1600.0,csvkit,conda-forge/csvkit,,,208011.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,204903.0,https://anaconda.org/conda-forge/csvkit,2.0,,,,,,2024-02-14 01:14:39.007,105703.0,,,,,,,,,,,,, +156,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 09:25:46.000,2024-03-28 14:01:51.000,2024-03-25 21:23:48,6394.0,249.0,383,40.0,2276.0,36.0,238.0,3598,2024-03-25 22:27:41.000,0.56.2,100.0,91.0,33,True,456.0,456.0,zenml,,,1.0,19253.0,https://pypi.org/project/zenml,,,19253.0,,2.0,,,,,,,,,,,,,,,,,,,, +157,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 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,16.0,334.0,3102,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16938.0,15780.0,cerberus,conda-forge/cerberus,,,5476297.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1158.0,5462688.0,https://anaconda.org/conda-forge/cerberus,2.0,,,,,,2023-10-06 12:57:48.461,367445.0,,,,,,,,,,,,, +158,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 02:18:34.000,2024-03-28 04:20:17.000,2024-03-28 04:18:29,670.0,45.0,255,20.0,653.0,304.0,434.0,2933,2024-03-11 19:19:58.000,0.18.3,83.0,119.0,33,True,1541.0,1429.0,pandera,conda-forge/pandera-core,['pandas'],,2303047.0,https://pypi.org/project/pandera,2024-03-15 05:22:11.000,112.0,2302215.0,https://anaconda.org/conda-forge/pandera-core,2.0,,,,,,2024-03-12 03:10:31.266,34145.0,,,,,,,unionai-oss/pandera,,,,,, +159,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,5.0,207,57.0,154.0,97.0,78.0,2828,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,33,True,9505.0,8552.0,schema,conda-forge/schema,,,17485657.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,953.0,17483080.0,https://anaconda.org/conda-forge/schema,2.0,,,,,,2023-06-16 16:16:09.653,144316.0,,,,,,,,,,,,, +160,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 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,140.0,454.0,143.0,402.0,2802,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,24001.0,23137.0,pandas-datareader,conda-forge/pandas-datareader,,,450423.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,446227.0,https://anaconda.org/conda-forge/pandas-datareader,2.0,,,,,,2023-06-16 13:23:01.411,348337.0,,,,,,,,,,,,, +161,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 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2128,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,222502.0,213863.0,xlrd,conda-forge/xlrd,,,22911436.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8639.0,22867438.0,https://anaconda.org/conda-forge/xlrd,2.0,,,,,,2023-06-16 13:21:36.044,3695855.0,,,,,,,,,,,,, +162,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-14 16:26:42.000,2024-02-26 20:19:32,296.0,8.0,156,27.0,65.0,15.0,231.0,2067,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3702.0,,cachetools,conda-forge/cachetools,,,128006616.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3702.0,127769878.0,https://anaconda.org/conda-forge/cachetools,1.0,,,,,,2024-02-26 22:51:02.916,10889974.0,,,,,,,,,,,,, +163,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 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,16956.0,15533.0,voluptuous,conda-forge/voluptuous,,,3112787.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1423.0,3104068.0,https://anaconda.org/conda-forge/voluptuous,2.0,,,,,,2024-02-03 13:43:43.942,348793.0,,,,,,,,,,,,, +164,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 19:02:31.000,2024-03-27 13:09:21.000,2024-03-26 05:13:42,6045.0,6.0,533,77.0,1120.0,13.0,,1371,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7262.0,6551.0,cassandra-driver,conda-forge/cassandra-driver,,,1641314.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,711.0,1636719.0,https://anaconda.org/conda-forge/cassandra-driver,3.0,,,,,,2024-03-20 14:11:37.399,197621.0,,,,,,,,,,,,, +165,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 13:08:20.000,2024-03-08 10:22:39.000,2024-03-08 10:22:38,1530.0,14.0,213,97.0,769.0,2.0,237.0,855,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8814.0,8588.0,neo4j-driver,conda-forge/neo4j-python-driver,,,144501.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,140033.0,https://anaconda.org/conda-forge/neo4j-python-driver,3.0,,,,,,2024-02-29 13:15:31.904,201084.0,,,,,,,,,,,,, +166,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 13:07:19.000,2024-03-25 19:10:45.000,2024-03-22 17:41:35,401.0,18.0,117,62.0,409.0,34.0,304.0,414,2024-03-07 17:02:51.000,0.22.0,42.0,47.0,33,True,9606.0,9606.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,11031406.0,https://pypi.org/project/pandas-gbq,,,10985583.0,https://anaconda.org/conda-forge/pandas-gbq,3.0,,,,,,2024-03-22 20:48:08.228,1878615.0,,,,,,,,,,,,, +167,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 14:52:32.000,2024-03-25 23:47:11.000,2024-03-25 23:47:10,1353.0,178.0,95,20.0,816.0,16.0,133.0,386,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3463.0,,multidict,conda-forge/multidict,,6470.0,104826079.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3463.0,104536930.0,https://anaconda.org/conda-forge/multidict,2.0,,,,,,2024-02-04 10:11:47.941,11852274.0,,,,,,,,,,,,, +168,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 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55,13.0,71.0,12.0,39.0,374,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,536742.0,523112.0,wcwidth,conda-forge/wcwidth,,,65676087.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13630.0,65149121.0,https://anaconda.org/conda-forge/wcwidth,3.0,,,,,,2024-01-08 16:30:23.823,23713496.0,,,,,,,,,,,,, +169,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 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,23.0,96.0,53.0,140.0,314,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,115671.0,108565.0,asn1crypto,conda-forge/asn1crypto,,,78197613.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7106.0,78093725.0,https://anaconda.org/conda-forge/asn1crypto,3.0,,,,,,2023-06-16 13:20:58.043,8414954.0,,,,,,,,,,,,, +170,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 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,17.0,292.0,6458,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13808.0,12857.0,tinydb,conda-forge/tinydb,,,606742.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,951.0,602670.0,https://anaconda.org/conda-forge/tinydb,2.0,,,,,,2023-06-12 22:06:12.645,378747.0,,,,,,,,,,,,, +171,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 16:52:10.000,2024-03-18 11:25:52.000,2024-02-13 12:48:28,1194.0,3.0,341,43.0,497.0,504.0,508.0,4178,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7483.0,7379.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,144394.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,143882.0,https://anaconda.org/conda-forge/tortoise-orm,3.0,,,,,,2023-08-11 14:08:36.515,16899.0,,,,,,,,,,,,, +172,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 21:44:10.000,2024-03-28 05:46:22.000,2024-03-24 23:00:30,8355.0,486.0,679,84.0,1415.0,152.0,696.0,4074,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,,2732.0,3973.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,3806.0,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,7.0,,,,,,,,,,,,,,, +173,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 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,54.0,206.0,209.0,359.0,3553,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3158.0,3031.0,dependency-injector,conda-forge/dependency_injector,,,1199315.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1197992.0,https://anaconda.org/conda-forge/dependency_injector,2.0,,,,,,2023-06-16 19:27:23.562,39706.0,,,,,,,,,,,,, +174,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 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3504,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4288.0,3920.0,pony,conda-forge/pony,,93.0,159940.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,368.0,157484.0,https://anaconda.org/conda-forge/pony,3.0,,,,,,2023-09-25 14:13:52.264,98247.0,,,,,,,,2.0,,,,, +175,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 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,305.0,1630.0,112.0,486.0,3311,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,350.0,333.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1634372.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1634356.0,https://anaconda.org/conda-forge/koalas,2.0,,,,,,,,,,,,,,,,,,,, +176,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-24 11:40:31.000,2024-03-09 11:54:25,3968.0,110.0,321,37.0,344.0,150.0,557.0,2586,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,32,True,117.0,105.0,pyinfra,,,,62535.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,62535.0,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +177,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 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2521,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,138875.0,136585.0,aiofiles,conda-forge/aiofiles,,,13518400.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2290.0,13494149.0,https://anaconda.org/conda-forge/aiofiles,2.0,,,,,,2023-11-02 17:29:27.974,994291.0,,,,,,,,,,,,, +178,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 02:18:35.000,2024-03-21 21:32:21.000,2024-02-16 07:09:47,836.0,7.0,429,39.0,640.0,277.0,371.0,2368,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1808.0,1647.0,pynamodb,conda-forge/pynamodb,,,2031362.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,2019073.0,https://anaconda.org/conda-forge/pynamodb,3.0,,,,,,2024-01-17 22:46:37.252,528435.0,,,,,,,,,,,,, +179,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2059,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39570.0,6.0,chardet,conda-forge/chardet,,,65528377.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39560.0,65528320.0,https://anaconda.org/conda-forge/chardet,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,57.0,,,,,,,,,,,,,,, +180,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 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,925,85.0,1791.0,92.0,124.0,2002,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,864.0,,apache-libcloud,,,,270463.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,864.0,270463.0,,3.0,,,,,,,,,,,,,,,,,,,, +181,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 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,8.0,94,18.0,586.0,103.0,448.0,1769,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,27760.0,27243.0,omegaconf,conda-forge/omegaconf,,,9091484.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9065434.0,https://anaconda.org/conda-forge/omegaconf,3.0,,,,,,2023-06-16 19:17:33.055,1302509.0,,,,,,,,,,,,, +182,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,216,47.0,180.0,58.0,337.0,1480,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2494.0,2395.0,pygsheets,,,,1878954.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1878954.0,,3.0,,,,,,,,,,,,,,,,,,,, +183,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 14:00:27.000,2024-03-27 14:20:11.000,2024-03-27 14:20:09,693.0,43.0,63,16.0,246.0,1.0,59.0,1389,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,24032.0,23496.0,bidict,conda-forge/bidict,,40.0,2340982.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,536.0,2332155.0,https://anaconda.org/conda-forge/bidict,2.0,,,,,,2024-02-18 23:20:30.644,388401.0,,,,,,,,,,,,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1177,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7157.0,6817.0,sshtunnel,conda-forge/sshtunnel,,,9804988.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,340.0,9803443.0,https://anaconda.org/conda-forge/sshtunnel,3.0,,,,,,2023-06-16 13:24:17.374,139119.0,,,,,,,,,,,,, +185,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,,97,67.0,94.0,50.0,59.0,1021,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,293293.0,277998.0,appdirs,conda-forge/appdirs,,,31846790.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15295.0,31741277.0,https://anaconda.org/conda-forge/appdirs,2.0,,,,,,2023-06-16 13:15:34.114,10129296.0,,,,,,,,,,,,, +186,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 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,992,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48302.0,46616.0,Bottleneck,conda-forge/bottleneck,,,1071226.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1686.0,975077.0,https://anaconda.org/conda-forge/bottleneck,2.0,,,,,,2024-02-26 20:39:40.596,3942128.0,,,,,,,,,,,,, +187,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 20:44:22.000,2024-03-28 09:20:03.000,2024-03-26 17:45:12,2167.0,62.0,138,42.0,432.0,103.0,263.0,977,2024-03-19 18:17:26.000,2.0.4,34.0,86.0,32,True,2269.0,2136.0,intake,conda-forge/intake,,,78767.0,https://pypi.org/project/intake,2024-03-19 18:17:26.000,133.0,66473.0,https://anaconda.org/conda-forge/intake,2.0,,,,,,2024-03-19 23:06:10.283,553268.0,,,,,,,,,,,,, +188,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 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,26.0,162.0,898,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19083.0,18727.0,anytree,conda-forge/anytree,,,1323035.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,356.0,1322228.0,https://anaconda.org/conda-forge/anytree,2.0,,,,,,2023-06-16 19:18:51.552,37945.0,,,,,,,,,,,,, +189,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 12:28:24.318,2024-03-22 16:04:39.000,2024-03-21 19:05:00,932.0,63.0,39,12.0,61.0,1.0,244.0,57,2024-03-21 13:42:43.000,6.4.0,73.0,43.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,87108402.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,86699503.0,https://anaconda.org/conda-forge/importlib_resources,2.0,,,,,,2024-03-21 17:11:40.892,18809375.0,,,,,,,,,,,,, +190,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 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,25.0,42,4.0,42.0,4.0,68.0,48,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,208706494.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,207843336.0,https://anaconda.org/conda-forge/zipp,2.0,,,,,,2023-09-21 00:15:19.475,36252668.0,,,,,,,,,,,,, +191,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 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,283.0,300.0,164.0,464.0,20312,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,31,False,985.0,893.0,gooey,conda-forge/gooey,,608.0,8764.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,7476.0,https://anaconda.org/conda-forge/gooey,3.0,,,,,,2023-06-16 16:15:20.617,74095.0,,,,,,,,,,,,, +192,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 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,347.0,6125,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7153.0,7067.0,eel,,,,70893.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70893.0,,3.0,,,,,,,,,,,,,,python-eel/Eel,,,,,, +193,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 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,18.0,962.0,5687,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,505.0,491.0,snorkel,conda-forge/snorkel,,1076.0,49197.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,47864.0,https://anaconda.org/conda-forge/snorkel,2.0,,,,,,2024-02-28 03:09:24.835,47591.0,,,,,,,,,,,,, +194,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 22:55:07.000,2024-03-14 18:35:20.000,2023-01-31 21:17:34,775.0,,421,79.0,71.0,375.0,195.0,3661,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16407.0,15852.0,keyboard,conda-forge/keyboard,,,329151.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,555.0,328365.0,https://anaconda.org/conda-forge/keyboard,3.0,,,,,,2023-06-16 19:26:23.252,25958.0,,,,,,,,,,,,, +195,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 13:08:38.000,2024-03-27 14:49:05.000,2024-03-26 14:48:58,1788.0,58.0,106,45.0,1401.0,66.0,354.0,3226,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,591.0,532.0,returns,conda-forge/returns,,,205070.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,204818.0,https://anaconda.org/conda-forge/returns,3.0,,,,,,2023-08-28 19:31:50.302,8582.0,,,,,,,,,,,,, +196,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 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3183,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10035.0,9217.0,blaze,conda-forge/blaze,,,40657.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,38094.0,https://anaconda.org/conda-forge/blaze,3.0,,,,,,2023-06-16 13:21:36.637,202545.0,,,,,,,,,,,,, +197,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 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2661,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,129039.0,125597.0,python-decouple,conda-forge/python-decouple,,12.0,3164404.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3442.0,3163394.0,https://anaconda.org/conda-forge/python-decouple,3.0,,,,,,2023-06-16 13:21:51.317,78838.0,,,,,,,HBNetwork/python-decouple,,,,,, +198,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,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1544.0,1430.0,mrjob,conda-forge/mrjob,,,109743.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,103956.0,https://anaconda.org/conda-forge/mrjob,2.0,,,,,,2023-06-16 13:18:55.628,520865.0,,,,,,,,,,,,, +199,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 23:25:32.000,2024-03-28 02:42:41.000,2024-03-27 00:04:38,858.0,44.0,116,32.0,1080.0,15.0,406.0,2525,2024-03-26 23:51:58.000,1.3.28,323.0,32.0,31,True,250.0,244.0,whylogs,,,46.0,229483.0,https://pypi.org/project/whylogs,2024-03-26 23:51:58.000,6.0,229481.0,,2.0,,,,,,,,,,,,,,,,,,,, +200,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,254,48.0,111.0,12.0,188.0,2511,,,7.0,61.0,31,False,54793.0,54793.0,python-magic,conda-forge/python-magic,,,9155856.0,https://pypi.org/project/python-magic,,,9149906.0,https://anaconda.org/conda-forge/python-magic,2.0,,,,,,2023-09-25 19:52:44.133,243973.0,,,,,,,,-3.0,,,,, +201,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 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,5.0,281,48.0,77.0,50.0,115.0,2305,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1216.0,1147.0,datasketch,,,22.0,2119057.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,69.0,2119057.0,,3.0,,,,,,,,,,,,,,,,,,,, +202,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 15:56:50.000,2024-03-28 13:55:54.000,2024-03-28 11:49:42,1536.0,64.0,278,42.0,705.0,160.0,964.0,2087,2024-03-21 22:47:39.000,1.11.0,124.0,47.0,31,False,398.0,375.0,sdv,conda-forge/sdv,,,50663.0,https://pypi.org/project/sdv,2024-03-21 22:46:21.000,23.0,50045.0,https://anaconda.org/conda-forge/sdv,2.0,,,,,,2024-03-22 00:27:58.667,16710.0,,,,,,,,,,,,, +203,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,,511,96.0,402.0,167.0,379.0,1677,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9449.0,8180.0,influxdb,conda-forge/influxdb,,,2139564.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1269.0,2136602.0,https://anaconda.org/conda-forge/influxdb,3.0,,,,,,2023-06-16 19:18:45.040,139227.0,,,,,,,,,,,,, +204,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2114.0,,humanize,conda-forge/humanize,,,7591375.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2114.0,7579788.0,https://anaconda.org/conda-forge/humanize,2.0,,,,,,2023-11-21 23:08:24.916,521425.0,,,,,,,,,,,,, +205,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-03-28 10:19:19.000,2024-01-26 18:48:28,2257.0,37.0,432,,,,,1322,2023-06-21 16:43:02.350,0.27.1,73.0,225.0,31,True,470.0,,holidays,conda-forge/holidays,,,7003619.0,https://pypi.org/project/holidays,2024-03-18 17:40:34.000,470.0,6917520.0,https://anaconda.org/conda-forge/holidays,3.0,,,,,,2024-03-19 02:16:57.346,3788367.0,,,,,,,,,,,,, +206,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 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6225.0,5899.0,fastcore,conda-forge/fastcore,,,1365370.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1362812.0,https://anaconda.org/conda-forge/fastcore,3.0,,,,,,2023-06-16 19:28:19.001,69077.0,,,,,,,,,,,,, +207,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 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,613.0,880,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8522.0,8160.0,cx-Oracle,conda-forge/cx_oracle,,,3742893.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3730710.0,https://anaconda.org/conda-forge/cx_oracle,3.0,,,,,,2023-09-24 12:56:34.597,536054.0,,,,,,,,,,,,, +208,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 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,467,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7235.0,,rsa,conda-forge/rsa,,,184337978.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7235.0,184191721.0,https://anaconda.org/conda-forge/rsa,3.0,,,,,,2023-06-16 13:14:30.533,13455706.0,,,,,,,,,,,,, +209,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 11:51:08.000,2024-03-22 10:24:57.844,2024-03-22 08:42:09,886.0,16.0,66,18.0,487.0,150.0,291.0,393,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10523.0,10362.0,param,conda-forge/param,,,645923.0,https://pypi.org/project/param,2024-03-22 08:44:15.000,161.0,609127.0,https://anaconda.org/conda-forge/param,3.0,,,,,,2024-03-22 10:24:57.844,1508669.0,,,,,,,,,,,,, +210,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 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,162159.0,158232.0,tzlocal,conda-forge/tzlocal,,,48460023.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3927.0,48376874.0,https://anaconda.org/conda-forge/tzlocal,3.0,,,,,,2023-10-22 22:23:29.297,2577638.0,,,,,,,,,,,,, +211,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 00:09:10.000,2024-03-27 18:57:59.000,2024-03-26 11:15:47,803.0,16.0,51,49.0,727.0,45.0,187.0,61,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3483.0,3465.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,5075276.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,5072426.0,https://anaconda.org/conda-forge/google-cloud-bigtable,3.0,,,,,,2023-12-13 02:55:03.515,105459.0,,,,,,,,,,,,, +212,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 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,146.0,970.0,500.0,775.0,8161,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,735.0,701.0,vaex,conda-forge/vaex,,280.0,23346.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,21326.0,https://anaconda.org/conda-forge/vaex,3.0,,,,,,2023-06-16 13:20:19.053,179683.0,,,,,,,,,,,,, +213,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 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,94.0,186.0,18.0,429.0,5304,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3665.0,3386.0,transitions,conda-forge/transitions,,,644547.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,279.0,633886.0,https://anaconda.org/conda-forge/transitions,1.0,,,,,,2023-06-16 16:15:31.911,607693.0,,,,,,,,,,,,, +214,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 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,380,86.0,176.0,,613.0,4860,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1615.0,1434.0,huey,conda-forge/huey,,,94498.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,181.0,94027.0,https://anaconda.org/conda-forge/huey,2.0,,,,,,2023-06-16 16:09:17.692,33466.0,,,,,,,,,,,,, +215,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,,296,102.0,139.0,34.0,262.0,4710,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4322.0,3738.0,dataset,conda-forge/dataset,,,125368.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,125144.0,https://anaconda.org/conda-forge/dataset,3.0,,,,,,2023-07-12 10:39:31.317,8074.0,,,,,,,,,,,,, +216,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 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,65.0,89.0,23.0,273.0,3512,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1097.0,975.0,asciimatics,conda-forge/asciimatics,,,28161.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,24590.0,https://anaconda.org/conda-forge/asciimatics,3.0,,,,,,2023-10-25 21:59:55.078,146444.0,,,,,,,,,,,,, +217,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 13:37:30.000,2024-03-18 14:34:22.000,2024-02-01 18:17:41,1177.0,18.0,590,174.0,468.0,96.0,477.0,3023,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,5089.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3667.0,https://anaconda.org/conda-forge/arctic,3.0,,,,,,2024-02-15 20:53:28.617,31242.0,,,,,,,,,,,,, +218,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,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1987.0,1600.0,schematics,conda-forge/schematics,,,301568.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,301102.0,https://anaconda.org/conda-forge/schematics,3.0,,,,,,2023-06-16 16:16:00.762,26123.0,,,,,,,,,,,,, +219,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 17:55:17.000,2024-03-25 10:49:58.000,2024-01-12 09:43:33,550.0,5.0,80,23.0,234.0,36.0,99.0,1395,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12177.0,11759.0,questionary,conda-forge/questionary,,,1650679.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1648938.0,https://anaconda.org/conda-forge/questionary,3.0,,,,,,2023-09-10 15:33:11.642,67930.0,,,,,,,,,,,,, +220,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 09:25:51.000,2024-03-27 18:54:10.000,2024-03-27 18:54:09,651.0,32.0,141,22.0,549.0,38.0,254.0,1014,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2254.0,2116.0,aiocache,,,16.0,596642.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,138.0,596642.0,,2.0,,,,,,,,,,,,,,,,,,,, +221,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 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,118,22.0,63.0,21.0,106.0,879,2024-03-21 13:30:45.000,2.1.0,8.0,30.0,30,True,2613.0,2613.0,pyahocorasick,conda-forge/pyahocorasick,,,811340.0,https://pypi.org/project/pyahocorasick,,,806204.0,https://anaconda.org/conda-forge/pyahocorasick,3.0,,,,,,2024-03-21 16:14:48.514,210596.0,,,,,,,,,,,,, +222,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 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,851,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28815.0,27456.0,natsort,conda-forge/natsort,,,4562220.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1359.0,4523584.0,https://anaconda.org/conda-forge/natsort,3.0,,,,,,2023-06-20 12:15:21.880,1545451.0,,,,,,,,,,,,, +223,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 22:42:24.000,2024-03-25 08:09:38.000,2020-10-21 17:48:31,219.0,,77,16.0,281.0,46.0,25.0,681,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47301.0,45151.0,cached-property,conda-forge/cached-property,,,15824306.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2150.0,15715729.0,https://anaconda.org/conda-forge/cached-property,2.0,,,,,,2023-06-16 13:24:56.403,9120517.0,,,,,,,,,,,,, +224,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 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17504.0,15314.0,scandir,conda-forge/scandir,,,3440143.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3406557.0,https://anaconda.org/conda-forge/scandir,3.0,,,,,,2023-09-23 13:17:22.493,1377041.0,,,,,,,,,,,,, +225,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 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562,634.0,756.0,203.0,100.0,23471,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,117.0,101.0,algorithms,conda-forge/algorithms,,,2000.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1942.0,https://anaconda.org/conda-forge/algorithms,3.0,,,,,,2023-06-16 19:25:42.098,2038.0,,,,,,,,,,,,, +226,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,,576,188.0,90.0,62.0,82.0,7072,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1333.0,1151.0,records,conda-forge/records,,,240530.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,240230.0,https://anaconda.org/conda-forge/records,3.0,,,,,,2023-06-16 13:22:55.397,24970.0,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6673,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1878.0,1848.0,faust,,,,17987.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,17987.0,,3.0,,,,,,,,,,,,,,,,,,,, +228,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,,1013,221.0,90.0,202.0,43.0,5195,,,2.0,28.0,29,False,8154.0,8154.0,pdfminer,conda-forge/pdfminer,,,216104.0,https://pypi.org/project/pdfminer,,,215702.0,https://anaconda.org/conda-forge/pdfminer,3.0,,,,,,2023-06-16 13:18:10.043,36651.0,,,,,,,,,,,,, +229,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 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3449,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9672.0,9181.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11788070.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,491.0,11767752.0,https://anaconda.org/conda-forge/python-confluent-kafka,3.0,,,,,,2024-01-30 18:18:25.561,833071.0,,,,,,,,,,,,, +230,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 00:44:57.000,2024-03-23 15:49:37.000,2024-02-01 14:47:54,992.0,1.0,141,71.0,71.0,9.0,72.0,3248,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11134.0,10482.0,funcy,conda-forge/funcy,,,1495931.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,652.0,1491113.0,https://anaconda.org/conda-forge/funcy,3.0,,,,,,2023-06-16 13:23:43.902,414368.0,,,,,,,,,,,,, +231,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,,127,57.0,73.0,15.0,64.0,2423,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9321.0,8906.0,addict,conda-forge/addict,,21.0,3177490.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,415.0,3172799.0,https://anaconda.org/conda-forge/addict,2.0,,,,,,2023-06-16 13:23:44.905,431584.0,,,,,,,,,,,,, +232,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,42.0,218.0,108.0,274.0,1943,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,634.0,,fs,conda-forge/fs,,,2649507.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,634.0,2640404.0,https://anaconda.org/conda-forge/fs,3.0,,,,,,2023-06-16 13:24:46.417,710089.0,,,,,,,,,,,,, +233,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 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,1.0,59,22.0,110.0,113.0,78.0,1816,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1578.0,1448.0,glom,conda-forge/glom,,,2165471.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2164762.0,https://anaconda.org/conda-forge/glom,2.0,,,,,,2023-11-27 03:39:19.967,30527.0,,,,,,,,,,,,, +234,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 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,190687.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,188970.0,https://anaconda.org/conda-forge/mleap,3.0,,,,,,2023-11-15 02:56:51.594,79010.0,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-03-26 08:44:37.000,2024-03-26 08:44:36,863.0,35.0,48,12.0,281.0,9.0,93.0,1391,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1658.0,1616.0,python-benedict,conda-forge/python-benedict,,,610976.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,607196.0,https://anaconda.org/conda-forge/python-benedict,2.0,,,,,,2024-03-05 07:34:03.986,151231.0,,,,,,,,,,,,, +236,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 20:53:26.000,2024-03-28 12:42:55.000,2024-03-22 16:57:29,1764.0,31.0,85,15.0,455.0,122.0,255.0,1249,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,351.0,340.0,piccolo,,,,18850.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,18850.0,,3.0,,,,,,,,,,,,,,,,,,,, +237,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1117,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5113.0,4872.0,sqlitedict,conda-forge/sqlitedict,,,523060.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,241.0,520616.0,https://anaconda.org/conda-forge/sqlitedict,2.0,,,,,,2023-09-22 23:15:25.865,102686.0,,,,,,,piskvorky/sqlitedict,,,,,, +238,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,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2128.0,1907.0,redis-py-cluster,,,4154.0,2064651.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,2064614.0,,3.0,,,,,,,,,,,,,,,,,,,, +239,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 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,13.0,145,39.0,84.0,3.0,133.0,1083,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,158.0,,path,conda-forge/path,,,1598313.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,158.0,1587323.0,https://anaconda.org/conda-forge/path,3.0,,,,,,2024-02-04 17:21:07.741,505562.0,,,,,,,,,,,,, +240,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,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,82.0,993,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,12332118.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12328601.0,https://anaconda.org/conda-forge/email-validator,3.0,,,,,,2024-02-27 09:03:46.232,154773.0,,,,,,,,,,,,, +241,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 17:54:08.000,2024-03-25 22:11:17.000,2024-03-19 06:42:32,574.0,14.0,313,36.0,309.0,23.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,4.0,71.0,29,True,3352.0,3352.0,pysolr,conda-forge/pysolr,,,318691.0,https://pypi.org/project/pysolr,,,318430.0,https://anaconda.org/conda-forge/pysolr,3.0,,,,,,2023-06-16 13:19:59.904,22187.0,,,,,,,,,,,,, +242,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 04:02:42.000,2024-03-18 17:46:56.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,91.0,15.0,100.0,490,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5472.0,5191.0,python-rapidjson,conda-forge/python-rapidjson,,,1764496.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,281.0,1726584.0,https://anaconda.org/conda-forge/python-rapidjson,3.0,,,,,,2024-02-28 20:49:58.360,1554428.0,,,,,,,,,,,,, +243,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 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,25.0,406,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,41793.0,41494.0,srsly,conda-forge/srsly,,,6160852.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,6129290.0,https://anaconda.org/conda-forge/srsly,3.0,,,,,,2023-09-25 15:16:18.183,1420307.0,,,,,,,,3.0,,,,, +244,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 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,309,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,False,37799.0,34380.0,configobj,conda-forge/configobj,,520.0,3274054.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3419.0,3262609.0,https://anaconda.org/conda-forge/configobj,3.0,,,,,,2023-06-16 16:09:17.495,778054.0,,,,,,,,,,,,, +245,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 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,62860.0,60508.0,isodate,conda-forge/isodate,,,100809485.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2352.0,100759769.0,https://anaconda.org/conda-forge/isodate,3.0,,,,,,2023-06-16 13:15:39.073,4772755.0,,,,,,,,,,,,, +246,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 20:20:15.000,2024-03-23 12:34:25.000,2024-02-22 00:19:37,309.0,18.0,297,29.0,168.0,106.0,141.0,3168,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,126.0,124.0,img2dataset,,,1592.0,43725.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,43674.0,,3.0,,,,,,,,,,,,,,,,,,,, +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,,417,94.0,110.0,38.0,127.0,2782,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7499.0,7340.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,237875.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,236159.0,https://anaconda.org/conda-forge/sklearn-pandas,3.0,,,,,,2023-06-16 19:23:51.805,68653.0,,,,,,,,,,,,, +248,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 07:01:57.000,2024-03-28 11:10:30.000,2023-06-20 15:54:36,2284.0,,176,38.0,374.0,37.0,264.0,1994,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,406218.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,401586.0,https://anaconda.org/conda-forge/pyscaffold,3.0,,,,,,2023-06-26 09:14:52.945,180685.0,,,,,,,,,,,,, +249,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 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1981,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8189.0,8092.0,gin-config,conda-forge/gin-config,,,318871.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,318346.0,https://anaconda.org/conda-forge/gin-config,3.0,,,,,,2023-06-16 19:19:13.290,24160.0,,,,,,,,,,,,, +250,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 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,221.0,185.0,mongo-connector,,,,2556.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2556.0,,3.0,,,,,,,,,,,,,,,,,,,, +251,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 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1781,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2305.0,54719.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,54080.0,https://anaconda.org/conda-forge/datatable,3.0,,,,,,2023-06-16 19:24:06.884,23803.0,,,,,,,,,,,,, +252,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 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11153.0,9641.0,blessings,conda-forge/blessings,,,1061692.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1512.0,1055379.0,https://anaconda.org/conda-forge/blessings,3.0,,,,,,2023-09-24 14:42:21.794,284118.0,,,,,,,,,,,,, +253,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 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1404,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2678.0,2400.0,strictyaml,conda-forge/strictyaml,,,2000439.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,278.0,1997386.0,https://anaconda.org/conda-forge/strictyaml,3.0,,,,,,2023-06-16 16:11:36.373,216776.0,,,,,,,,,,,,, +254,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 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,83,25.0,52.0,8.0,39.0,746,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,885.0,,munch,conda-forge/munch,,,2344376.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,885.0,1953903.0,https://anaconda.org/conda-forge/munch,3.0,,,,,,2023-07-02 17:22:14.661,3904730.0,,,,,,,,,,,,, +255,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 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,691,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,17001.0,15497.0,configargparse,conda-forge/configargparse,,,4293245.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1504.0,4271747.0,https://anaconda.org/conda-forge/configargparse,3.0,,,,,,2023-07-23 18:50:20.218,795450.0,,,,,,,,,,,,, +256,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,,105,27.0,126.0,66.0,96.0,686,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11398.0,10160.0,parsedatetime,conda-forge/parsedatetime,,,6849813.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6847727.0,https://anaconda.org/conda-forge/parsedatetime,3.0,,,,,,2023-06-16 13:20:07.222,187821.0,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-03-26 21:12:39.000,2024-03-26 21:12:36,7248.0,246.0,33,10.0,288.0,43.0,579.0,402,2024-03-25 01:14:04.000,2.5.1,202.0,22.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,12333.0,https://pypi.org/project/static-frame,2024-03-25 01:14:04.000,2.0,5396.0,https://anaconda.org/conda-forge/static-frame,3.0,,,,,,2024-03-25 03:50:39.386,319128.0,,,,,,,static-frame/static-frame,,,,,, +258,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,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1388.0,1315.0,tabulator,conda-forge/tabulator-py,,,214909.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,214236.0,https://anaconda.org/conda-forge/tabulator-py,3.0,,,,,,2023-06-16 13:23:28.967,54559.0,,,,,,,,,,,,, +259,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,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14598.0,14176.0,ordered-set,conda-forge/ordered-set,,,15166725.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,422.0,15161732.0,https://anaconda.org/conda-forge/ordered-set,3.0,,,,,,2023-06-16 13:16:17.227,474356.0,,,,,,,,,,,,, +260,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 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78589.0,75863.0,contextlib2,conda-forge/contextlib2,,,25377104.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2726.0,25364646.0,https://anaconda.org/conda-forge/contextlib2,3.0,,,,,,2023-06-16 13:15:19.491,1208483.0,,,,,,,,,,,,, +261,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 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3467,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,534523.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,532059.0,https://anaconda.org/conda-forge/pandarallel,3.0,,,,,,2023-06-16 19:26:14.698,81322.0,,,,,,,,,,,,, +262,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 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,2.0,101,31.0,84.0,19.0,128.0,2446,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1319.0,1273.0,swifter,conda-forge/swifter,['pandas'],,499893.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,492807.0,https://anaconda.org/conda-forge/swifter,3.0,,,,,,2023-07-31 21:42:18.659,318901.0,,,,,,,,,,,,, +263,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 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2317,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,796.0,769.0,pyfunctional,,,,191071.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,191071.0,,3.0,,,,,,,,,,,,,,,,,,,, +264,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 06:22:25.000,2024-03-22 07:15:06.000,2024-03-21 21:56:11,5672.0,19.0,501,105.0,960.0,625.0,977.0,2160,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,27,False,76.0,,wx,conda-forge/wxpython,,4011.0,19041.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,3.0,,,,,,2024-03-21 16:49:35.336,778461.0,,,,,,,,,,,,, +265,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 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2310.0,,retrying,conda-forge/retrying,,,12004684.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2310.0,12004684.0,https://anaconda.org/conda-forge/retrying,3.0,,,,,,,,,,,,,,,,,,,, +266,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 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,143,35.0,230.0,59.0,147.0,1863,2022-12-02 13:19:42.000,0.25.0,55.0,55.0,27,True,569.0,569.0,arq,conda-forge/arq,,,92467.0,https://pypi.org/project/arq,,,92194.0,https://anaconda.org/conda-forge/arq,3.0,,,,,,2023-06-16 19:25:38.090,9568.0,,,,,,,,,,,,, +267,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-03-23 19:59:28.000,2024-02-12 10:58:02,2739.0,4.0,134,50.0,307.0,45.0,195.0,1508,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,311.0,228.0,enaml,conda-forge/enaml,,774.0,10545.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,6945.0,https://anaconda.org/conda-forge/enaml,3.0,,,,,,2023-11-20 21:08:49.218,161594.0,,,,,,,,,,,,, +268,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 21:14:39.000,2024-03-26 17:32:58.000,2024-03-26 17:32:57,180.0,30.0,45,16.0,129.0,15.0,4.0,1407,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3507.0,3428.0,asyncer,conda-forge/asyncer,,,163395.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,163124.0,https://anaconda.org/conda-forge/asyncer,3.0,,,,,,2024-01-28 21:23:46.571,7056.0,,,,,,,,,,,,, +269,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1294,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2883.0,2786.0,pandasql,conda-forge/pandasql,['pandas'],,1648899.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,97.0,1648899.0,https://anaconda.org/conda-forge/pandasql,3.0,,,,,,,,,,,,,,,,,,,, +270,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 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1223,2024-03-19 17:59:19.000,6.0.1,108.0,26.0,27,False,359.0,,singer-python,,,,607038.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,607038.0,,3.0,,,,,,,,,,,,,,,,,,,, +271,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 15:45:28.000,2024-03-25 04:38:57.000,2024-03-25 04:38:57,744.0,30.0,43,23.0,583.0,9.0,33.0,775,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,119.0,,janus,conda-forge/janus,,,870819.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,119.0,870508.0,https://anaconda.org/conda-forge/janus,3.0,,,,,,2023-06-16 16:15:48.451,17750.0,,,,,,,,,,,,, +272,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,628,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1319.0,1293.0,pysimdjson,conda-forge/pysimdjson,,,1014650.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,1012569.0,https://anaconda.org/conda-forge/pysimdjson,3.0,,,,,,2024-02-06 14:42:12.055,85323.0,,,,,,,,,,,,, +273,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 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1068.0,834.0,happybase,conda-forge/happybase,,,52407.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,50682.0,https://anaconda.org/conda-forge/happybase,3.0,,,,,,2023-06-16 13:16:41.411,160508.0,,,,,,,,,,,,, +274,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,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63737.0,61325.0,dataclasses,conda-forge/dataclasses,,,14280748.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14114090.0,https://anaconda.org/conda-forge/dataclasses,3.0,,,,,,2023-06-16 16:08:32.190,11666074.0,,,,,,,,,,,,, +275,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 17:48:39.000,2024-03-20 20:17:53.000,2024-03-20 20:17:52,820.0,2.0,141,25.0,108.0,74.0,60.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,91.0,27,True,6568.0,5211.0,beaker,conda-forge/beaker,,,300689.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,299819.0,https://anaconda.org/conda-forge/beaker,3.0,,,,,,2023-06-16 13:22:23.807,73150.0,,,,,,,,,,,,, +276,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 13:34:12.000,2024-03-18 19:25:35.000,2024-03-14 18:00:06,317.0,59.0,59,9.0,126.0,20.0,59.0,506,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,27,True,474.0,443.0,cachier,,,13.0,73045.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,73045.0,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,,, +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 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,479,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7374.0,4988.0,pylibmc,conda-forge/pylibmc,,575.0,290763.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,285435.0,https://anaconda.org/conda-forge/pylibmc,3.0,,,,,,2023-09-26 12:45:17.548,217230.0,,,,,,,,,,,,, +278,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 22:13:14.000,2024-03-28 06:17:38.000,2024-03-28 06:17:37,168.0,4.0,40,8.0,31.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,17.0,27,True,2827.0,,send2trash,conda-forge/send2trash,,,20265839.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2827.0,20086856.0,https://anaconda.org/conda-forge/send2trash,3.0,,,,,,2023-06-16 16:07:35.575,13244791.0,,,,,,,,,,,,, +279,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,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47535.0,39534.0,futures,conda-forge/futures,,,7322846.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8001.0,7308907.0,https://anaconda.org/conda-forge/futures,3.0,,,,,,2023-06-16 13:22:39.764,1268471.0,,,,,,,,,,,,, +280,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,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2536.0,2243.0,cloudant,conda-forge/cloudant,,,130297.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,129065.0,https://anaconda.org/conda-forge/cloudant,3.0,,,,,,2023-06-16 13:24:16.388,110907.0,,,,,,,,,,,,, +281,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 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1086.0,1037.0,filedepot,,,,13817.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,13817.0,,3.0,,,,,,,,,,,,,,,,,,,, +282,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 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63786.0,59451.0,pathlib2,conda-forge/pathlib2,,,8150960.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8084303.0,https://anaconda.org/conda-forge/pathlib2,3.0,,,,,,2023-09-23 10:48:23.469,2666282.0,,,,,,,,,,,,, +283,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 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6171,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,119.0,115.0,powerline-shell,,,,1812.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1812.0,,3.0,,,,,,,,,,,,,,,,,,,, +284,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 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,223,29.0,295.0,99.0,762.0,3363,,,72.0,80.0,26,True,125.0,125.0,ploomber,conda-forge/ploomber,,,7752.0,https://pypi.org/project/ploomber,,,5223.0,https://anaconda.org/conda-forge/ploomber,3.0,,,,,,2024-02-09 04:33:54.315,83488.0,,,,,,,,,,,,, +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 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,92.0,364.0,3205,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,1970.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,842.0,https://anaconda.org/conda-forge/flexx,3.0,,,,,,2023-06-16 13:18:01.276,103846.0,,,,,,,,,,,,, +286,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 04:29:28.000,2024-03-24 22:23:59.000,2024-03-24 22:10:10,873.0,80.0,69,17.0,501.0,172.0,185.0,1559,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,26,True,,,prisma,,,,83490.0,https://pypi.org/project/prisma,,,83490.0,,3.0,,,,,,,,,,,,,,,,,,,, +287,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 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,203.0,1175,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,178058.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,178055.0,,3.0,,,,,,,,,,,,,,,,,,,, +288,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 13:59:45.000,2024-03-27 04:39:19.000,2024-03-23 16:03:46,554.0,20.0,88,19.0,268.0,62.0,87.0,961,2024-03-18 04:24:30.000,1.0.1,20.0,19.0,26,True,3233.0,3233.0,odmantic,,,,27395.0,https://pypi.org/project/odmantic,,,27395.0,,3.0,,,,,,,,,,,,,,,,,,,, +289,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,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2491.0,1982.0,bcolz,conda-forge/bcolz,,,9449.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,5400.0,https://anaconda.org/conda-forge/bcolz,3.0,,,,,,2023-06-16 13:23:29.156,344245.0,,,,,,,,,,,,, +290,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 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,950,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,274.0,,mss,conda-forge/python-mss,,,926449.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,274.0,925516.0,https://anaconda.org/conda-forge/python-mss,3.0,,,,,,2023-06-16 19:20:36.872,41996.0,,,,,,,,,,,,, +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 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4675.0,4403.0,pyscreenshot,,,,328760.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,328760.0,,3.0,,,,,,,,,,,,,,,,,,,, +292,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,803.0,712.0,hickle,conda-forge/hickle,,,74835.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,50493.0,https://anaconda.org/conda-forge/hickle,3.0,,,,,,2024-02-14 15:49:17.521,24342.0,,,,,,,,,,,,, +293,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 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,203,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13122.0,,ptyprocess,conda-forge/ptyprocess,,,73463322.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13122.0,73287535.0,https://anaconda.org/conda-forge/ptyprocess,3.0,,,,,,2023-06-16 13:16:25.404,16699784.0,,,,,,,,,,,,, +294,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 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,37823.0,37730.0,catalogue,conda-forge/catalogue,,,6161671.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,6133443.0,https://anaconda.org/conda-forge/catalogue,3.0,,,,,,2023-09-25 07:27:17.870,1242056.0,,,,,,,,,,,,, +295,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,,142,58.0,248.0,95.0,109.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,31984.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,31984.0,,3.0,,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,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,,98,42.0,42.0,25.0,47.0,1520,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,25,True,130.0,119.0,pypeln,conda-forge/pypeln,,,442627.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,442290.0,https://anaconda.org/conda-forge/pypeln,3.0,,,,,,2023-06-16 19:20:56.548,14852.0,,,,,,,,,,,,, +297,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,,221,103.0,174.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,False,91.0,64.0,streamparse,,,,2949.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,2949.0,,3.0,,,,,,,,,,,,,,,,,,,, +298,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 02:31:18.000,2024-03-18 14:09:35.000,2023-05-19 04:32:00,6411.0,,229,38.0,1050.0,9.0,209.0,1434,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,14622.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,14622.0,,3.0,,,,,,,,,,,,,,,,,,,, +299,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,,218,45.0,231.0,104.0,64.0,1251,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1331.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1331.0,,3.0,,,,,,,,,,,,,,,,,,,, +300,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 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1091,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6652.0,6527.0,immutables,conda-forge/immutables,,,1031299.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1010204.0,https://anaconda.org/conda-forge/immutables,3.0,,,,,,2023-09-25 13:12:03.475,970388.0,,,,,,,,,,,,, +301,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 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,92041.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,92041.0,,3.0,,,,,,,,,,,,,,polyaxon/traceml,,,,,, +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,,61,16.0,183.0,44.0,157.0,442,,,3.0,15.0,25,False,19280.0,19280.0,umongo,conda-forge/umongo,,,43869.0,https://pypi.org/project/umongo,,,43663.0,https://anaconda.org/conda-forge/umongo,3.0,,,,,,2023-06-16 19:27:25.829,6189.0,,,,,,,,,,,,, +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 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,330,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,32215391.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,32185855.0,https://anaconda.org/conda-forge/typing_inspect,3.0,,,,,,2023-06-03 19:24:43.068,1742656.0,,,,,,,,,,,,, +304,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 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,21.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,233659.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,233659.0,,3.0,,,,,,,,,,,,,,,,,,,, +305,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 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,4.0,32,7.0,140.0,4.0,83.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1207.0,1162.0,everett,conda-forge/everett,,,145482.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,144068.0,https://anaconda.org/conda-forge/everett,3.0,,,,,,2023-11-06 18:31:38.869,57997.0,,,,,,,,,,,,, +306,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,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8040.0,,entrypoints,conda-forge/entrypoints,,,18146107.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8040.0,17950467.0,https://anaconda.org/conda-forge/entrypoints,3.0,,,,,,2023-06-16 13:20:57.203,18585827.0,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3223.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3223.0,,3.0,,,,,,,,,,,,,,,,,,,, +308,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 20:36:59.000,2024-03-18 14:04:21.000,2024-03-10 11:53:20,588.0,3.0,543,83.0,268.0,106.0,129.0,3752,2021-08-21 17:09:22.000,1.6.4,16.0,41.0,24,True,,,textract,conda-forge/textract,,,134124.0,https://pypi.org/project/textract,,,133869.0,https://anaconda.org/conda-forge/textract,3.0,,,,,,2023-06-16 13:16:57.664,22993.0,,,,,,,,,,,,, +309,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,,2017-07-21 04:27:01.000,2022-02-12 20:35:18.000,2022-02-12 20:29:45,1128.0,,147,50.0,472.0,45.0,262.0,2642,,,,46.0,24,False,2380.0,2380.0,gino,,,,29226.0,https://pypi.org/project/gino,,,29226.0,,3.0,,,,,,,,,,,,,,,-4.0,,,,, +310,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 13:39:33.000,2024-03-21 10:43:09.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2596,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,7218.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,7218.0,,3.0,,,,,,,,,,,,,,,,,,,, +311,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 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2348,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,371.0,,python-box,conda-forge/python-box,,39.0,3234932.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,371.0,3223098.0,https://anaconda.org/conda-forge/python-box,3.0,,,,,,2023-10-01 20:08:36.105,520730.0,,,,,,,,,,,,, +312,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,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,198.0,176.0,pinject,conda-forge/pinject,,,75853.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,75684.0,https://anaconda.org/conda-forge/pinject,3.0,,,,,,2023-06-16 19:27:30.161,5082.0,,,,,,,,,,,,, +313,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,,145,42.0,10.0,3.0,12.0,1078,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2439.0,2267.0,pluginbase,conda-forge/pluginbase,,,799106.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,794987.0,https://anaconda.org/conda-forge/pluginbase,3.0,,,,,,2023-06-16 16:13:34.708,304844.0,,,,,,,,,,,,, +314,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 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,9.0,94,22.0,94.0,29.0,84.0,911,2023-07-04 14:17:12.000,7.0.0,23.0,54.0,24,True,,,inflect,conda-forge/inflect,,,5226757.0,https://pypi.org/project/inflect,,,5218707.0,https://anaconda.org/conda-forge/inflect,3.0,,,,,,2023-07-04 16:42:55.600,362254.0,,,,,,,,-6.0,,,,, +315,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,,144,10.0,22.0,29.0,19.0,704,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3581.0,3324.0,ratelimit,conda-forge/ratelimit,,,6966762.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6966385.0,https://anaconda.org/conda-forge/ratelimit,3.0,,,,,,2023-06-16 19:24:24.060,14334.0,,,,,,,,,,,,, +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,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,14040.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14040.0,,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 14:33:37.000,2024-03-14 13:19:12.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,6.0,18.0,361,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,397.0,358.0,aiomisc,,,,20932.0,https://pypi.org/project/aiomisc,2024-03-14 13:19:12.000,39.0,20932.0,,3.0,,,,,,,,,,,,,,,,,,,, +318,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,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,220.0,198.0,pyhdb,,,106.0,353028.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,353027.0,,3.0,,,,,,,,,,,,,,,,,,,, +319,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,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,940.0,853.0,deepdish,conda-forge/deepdish,,,22686.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21627.0,https://anaconda.org/conda-forge/deepdish,3.0,,,,,,2023-06-16 13:19:04.224,93250.0,,,,,,,,,,,,, +320,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 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,94,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6044.0,4707.0,clint,conda-forge/clint,,118.0,97955.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,97351.0,https://anaconda.org/conda-forge/clint,3.0,,,,,,2023-06-16 13:16:28.082,56810.0,,,,,,,,,,,,, +321,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,308.0,1832.0,75,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8846.0,,openpyxl,openpyxl,,,78895623.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8816.0,78893430.0,https://anaconda.org/anaconda/openpyxl,3.0,,,,,,2023-11-14 16:50:15.522,218187.0,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1227.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +322,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,,657,390.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,22.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,2.0,,,,,,,,,,,,,,,,,,,, +323,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,,140,40.0,22.0,20.0,11.0,1562,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,201.0,177.0,commonregex,,,,120262.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,120262.0,,3.0,,,,,,,,,,,,,,,,,,,, +324,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1342,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4416.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4416.0,,3.0,,,,,,,,,,,,,,,,,,,, +325,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 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,195.0,166.0,rows,,,38.0,1049.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,1049.0,,3.0,,,,,,,,,,,,,,,,,,,, +326,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,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,212.0,204.0,pysparkling,conda-forge/pysparkling,,,12422.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,12294.0,https://anaconda.org/conda-forge/pysparkling,3.0,,,,,,2023-06-16 19:25:18.270,4638.0,,,,,,,,,,,,, +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 15:35:29.000,2024-03-25 17:38:44.000,2023-06-01 18:46:39,628.0,,17,10.0,32.0,17.0,15.0,150,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,326.0,286.0,docopt-ng,,,,177413.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,40.0,177413.0,,3.0,,,,,,,,,,,,,,,,,,,, +328,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,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2911.0,2715.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,244999.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,244641.0,https://anaconda.org/conda-forge/pyexcel-xlsx,3.0,,,,,,2023-06-16 13:23:09.620,27624.0,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,38585.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,37793.0,https://anaconda.org/conda-forge/py2neo,3.0,,,,,,2023-06-16 13:20:51.158,64201.0,,,,,,,neo4j-contrib/py2neo,,,,,, +330,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,,126,66.0,19.0,23.0,15.0,3504,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,448.0,414.0,pampy,,,,41095.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,41095.0,,3.0,,,,,,,,,,,,,,,,,,,, +331,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 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,3.0,145,34.0,13.0,10.0,178.0,3268,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,212.0,212.0,ptext-joris-schellekens,conda-forge/borb,,,1564.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,3.0,,,,,,2024-03-21 21:04:06.386,48494.0,,,,,,,,,,,,, +332,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,,164,98.0,31.0,18.0,58.0,3249,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,245.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,245.0,,3.0,,,,,,,,,,,,,,,,,,,, +333,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,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:05:25.000,0.5.0,4.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,28.0,https://pypi.org/project/dpark,,,28.0,,3.0,,,,,,,,,,,,,,,,,,,, +334,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,,89,38.0,214.0,46.0,58.0,2486,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,23513.0,691.0,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +335,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,,84,46.0,34.0,18.0,11.0,1825,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4297.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4297.0,,3.0,,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,865,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,239.0,220.0,unsync,conda-forge/unsync,,,56714.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,56439.0,https://anaconda.org/conda-forge/unsync,3.0,,,,,,2023-06-16 19:20:12.238,12391.0,,,,,,,,,,,,, +337,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,,122,13.0,32.0,31.0,42.0,863,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1706.0,1602.0,pickledb,,,,26020.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,26020.0,,3.0,,,,,,,,,,,,,,,,,,,, +338,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 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,759,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,321.0,290.0,dirty-equals,conda-forge/dirty-equals,,,117215.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,115484.0,https://anaconda.org/conda-forge/dirty-equals,3.0,,,,,,2023-11-15 20:33:25.333,41545.0,,,,,,,,,,,,, +339,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,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11605.0,9558.0,unipath,,,,53358.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,53358.0,,3.0,,,,,,,,,,,,,,,,,,,, +340,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-03-28 14:53:34.000,2024-03-28 14:53:08,717.0,55.0,24,4.0,274.0,5.0,,283,2024-03-28 14:53:34.000,1.1.268,671.0,12.0,22,True,6.0,6.0,upgini,,,,8847.0,https://pypi.org/project/upgini,2024-03-28 14:53:34.000,,8847.0,,3.0,,,,,,,,,,,,,,,,,,,, +341,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,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2313.0,2247.0,coolname,conda-forge/coolname,,,582682.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,66.0,580499.0,https://anaconda.org/conda-forge/coolname,3.0,,,,,,2023-06-16 19:24:08.971,85175.0,,,,,,,,,,,,, +342,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 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2397.0,2269.0,stopit,conda-forge/stopit,,,763043.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,751884.0,https://anaconda.org/conda-forge/stopit,3.0,,,,,,2023-06-16 16:07:54.264,825820.0,,,,,,,,,,,,, +343,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 08:02:27.000,2024-03-27 12:21:21.000,2024-03-25 14:56:31,1846.0,78.0,5,3.0,838.0,20.0,49.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,246.0,3916.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,3908.0,,3.0,,,,,,,,,,,,,,,,,,,, +344,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,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,829.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,829.0,,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,,46,11.0,20.0,18.0,11.0,480,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4566.0,3378.0,awesome-slugify,conda-forge/awesome-slugify,,,47083.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,46350.0,https://anaconda.org/conda-forge/awesome-slugify,3.0,,,,,,2023-06-16 13:15:53.669,69694.0,,,,,,,,,,,,, +346,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 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,297,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,432.0,413.0,price-parser,,,,92827.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,92827.0,,3.0,,,,,,,,,,,,,,,,,,,, +347,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 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29,8.0,54.0,11.0,11.0,294,2023-12-21 11:54:40.000,0.10,11.0,15.0,21,True,390.0,390.0,rtoml,,,,347691.0,https://pypi.org/project/rtoml,,,347691.0,,3.0,,,,,,,,,,,,,,,,,,,, +348,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,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,176.0,170.0,datatest,,,,20253.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,20253.0,,3.0,,,,,,,,,,,,,,,,,,,, +349,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,,143,67.0,4.0,1.0,41.0,2187,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1739.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1739.0,,3.0,,,,,,,,,,,,,,,,,,,, +350,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,,216,40.0,56.0,84.0,40.0,1450,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11820.0,1796.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1615.0,,3.0,,,,,,,,,,,,,,,,,,,, +351,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 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,248.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,248.0,,3.0,,,,,,,,,,,,,,,,,,,, +352,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,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,3037.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2303.0,https://anaconda.org/conda-forge/pdpipe,3.0,,,,,,2023-06-16 19:23:35.358,29371.0,,,,,,,,,,,,, +353,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 21:14:57.000,2024-03-20 20:04:14.360,2024-03-20 18:05:37,1441.0,9.0,42,18.0,137.0,2.0,13.0,706,2024-03-20 18:41:57.000,1.3.5,22.0,4.0,20,True,,,ubelt,conda-forge/ubelt,,,21914.0,https://pypi.org/project/ubelt,,,19544.0,https://anaconda.org/conda-forge/ubelt,3.0,,,,,,2024-03-20 20:04:14.360,71104.0,,,,,,,,,,,,, +354,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 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,5167.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5167.0,,3.0,,,,,,,,,,,,,,,,,,,, +355,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 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,567,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3631.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3095.0,https://anaconda.org/conda-forge/pypyr,3.0,,,,,,2023-09-22 05:04:53.900,13949.0,,,,,,,,,,,,, +356,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,,16,7.0,9.0,16.0,5.0,208,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,906.0,902.0,gsheetsdb,,,,58993.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,58993.0,,3.0,,,,,,,,,,,,,,,,,,,, +357,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 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,8.0,44,15.0,630.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,396.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,396.0,,3.0,,,,,,,,,,,,,,,,,,,, +358,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 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2423.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1375.0,https://anaconda.org/conda-forge/typical,3.0,,,,,,2023-06-16 19:25:53.591,35654.0,,,,,,,,,,,,, +359,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,,457,158.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +360,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 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,65.0,140,28.0,229.0,31.0,380.0,1428,,,,51.0,19,True,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +361,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,,117,59.0,77.0,52.0,120.0,877,2018-08-31 13:59:56.000,0.9.10,5.0,40.0,19,False,32.0,32.0,mrq,,,,143.0,https://pypi.org/project/mrq,,,143.0,,3.0,,,,,,,,,,,,,,,,,,,, +362,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-09 09:24:59.000,2024-03-09 09:24:56,651.0,86.0,30,5.0,104.0,7.0,17.0,616,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,753.0,189.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,82.0,,1.0,,,,,,,,,,,,,,,,,,,, +363,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,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,7146.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,6922.0,https://anaconda.org/conda-forge/valideer,3.0,,,,,,2023-06-16 13:17:05.198,21313.0,,,,,,,,,,,,, +364,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,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1451.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,479.0,https://anaconda.org/conda-forge/fletcher,3.0,,,,,,2023-06-16 16:09:03.368,66151.0,,,,,,,,,,,,, +365,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 12:53:23.000,2023-12-27 23:53:36.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,169,,,,12.0,19,True,270.0,270.0,aioprometheus,,,,170607.0,https://pypi.org/project/aioprometheus,,,170607.0,,3.0,,,,,,,,,,,,,,,,,,,, +366,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,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,710.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,710.0,,3.0,,,,,,,,,,,,,,,,,,,, +367,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 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1106,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,195.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,195.0,,3.0,,,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,256.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,256.0,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,,, +369,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,,,354,,,2.0,18.0,18,False,634.0,634.0,pymodm,conda-forge/pymodm,,,16875.0,https://pypi.org/project/pymodm,,,16768.0,https://anaconda.org/conda-forge/pymodm,3.0,,,,,,2023-06-16 19:18:01.986,5262.0,,,,,,,,,,,,, +370,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,,33,10.0,25.0,4.0,14.0,259,2018-01-29 19:13:34.000,2.0.0,1.0,12.0,18,False,133.0,133.0,queries,,,,2414.0,https://pypi.org/project/queries,,,2414.0,,3.0,,,,,,,,,,,,,,,,,,,, +371,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 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,,12,10.0,41.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,1127.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,1127.0,,3.0,,,,,,,,,,,,,,,,,,,, +372,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 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2052,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,56.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,56.0,,3.0,,,,,,,,,,,,,,,,,,,, +373,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,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,52.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,52.0,,3.0,,,,,,,,,,,,,,,,,,,, +374,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 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,991,,,,1000.0,17,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +375,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,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,302.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,302.0,,3.0,,,,,,,,,,,,,,,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,,125,18.0,278.0,127.0,78.0,621,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,287.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,287.0,,3.0,,,,,,,,,,,,,,,,,,,, +378,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 08:15:36.000,2024-03-28 14:23:23.000,2024-01-15 11:48:36,125.0,4.0,8,16.0,177.0,2.0,10.0,277,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,,828.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,828.0,https://anaconda.org/anaconda/squirrel-core,3.0,,,,,,2022-11-18 08:24:02.000,,,,,,,,,,,1.0,,, +379,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 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,793.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,793.0,,3.0,,,,,,,,,,,,,,,,,,,, +380,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,,101,54.0,28.0,3.0,2.0,1196,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,44.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,44.0,,3.0,,,,,,,,,,,,,,,,,,,, +381,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 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,40.0,30.0,855,2021-11-18 16:35:33.000,1.3,13.0,7.0,15,False,,,csvs-to-sqlite,,,,2089.0,https://pypi.org/project/csvs-to-sqlite,,,2089.0,,3.0,,,,,,,,,,,,,,,,,,,, +382,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,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,176.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,176.0,,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 16:16:22.000,2024-03-26 22:33:39.000,2024-03-26 22:33:23,986.0,46.0,21,2.0,846.0,8.0,18.0,266,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,15,False,,,the-guide,,,,4.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,4.0,,3.0,,,,,,,,,,,,,,,,,,,, +384,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,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,907.0,898.0,millify,,,,58353.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,58353.0,,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,,65,21.0,2.0,2.0,1.0,549,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,66.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,66.0,,3.0,,,,,,,,,,,,,,,,,,,, +386,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,,,,6.0,13,False,,,flupy,,,,243928.0,https://pypi.org/project/flupy,,,243928.0,,3.0,,,,,,,,,,,,,,,-4.0,,,,, +387,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,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,75.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,75.0,,3.0,,,,,,,,,,,,,,,,,,,, +388,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,,11,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,96.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,96.0,,3.0,,,,,,,,,,,,,,,,,,,, +389,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 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +390,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,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 00c8e6b..063aa70 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._ -- validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT -- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 -- Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 +- Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +- Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 ## 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._ -- Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 -- Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 -- srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed -- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed