From d6b155d79a395090d268f6af5940ffd702ff863a Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 6 Jun 2024 13:53:18 +0000 Subject: [PATCH] Update best-of list for version 2024.06.06 --- README.md | 1456 +++++++++++++++---------------- history/2024-06-06_changes.md | 20 + history/2024-06-06_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1122 insertions(+), 766 deletions(-) create mode 100644 history/2024-06-06_changes.md create mode 100644 history/2024-06-06_projects.csv diff --git a/README.md b/README.md index d02bfb4..f237f8f 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 46M Β· πŸ“¦ 650K Β· πŸ“‹ 6.2K - 6% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 650K Β· πŸ“‹ 6.2K - 6% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 3.2K Β· πŸ“₯ 450K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 3.2K Β· πŸ“₯ 460K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 20M / month Β· πŸ“¦ 410 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 19M / month Β· πŸ“¦ 410 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -126,28 +126,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
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”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 48M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 49M / month Β· πŸ“¦ 2.2K Β· ⏱️ 06.06.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.4M Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.5M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge marshmallow ```
orjson (πŸ₯ˆ38 Β· ⭐ 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 1% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 98K Β· πŸ“‹ 400 - 2% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 30M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 32M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` @@ -163,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 59M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 60M / month Β· πŸ“¦ 2.9K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.7M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.8M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
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’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 74M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 71M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): ``` pip install msgpack ``` @@ -206,28 +206,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
ultrajson (πŸ₯‰34 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 7% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 8% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.8M Β· ⏱️ 15.05.2024): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.9M Β· ⏱️ 15.05.2024): ``` conda install -c conda-forge ujson ```
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.5K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.5K Β· πŸ“¦ 130K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -254,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.05.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.05.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -268,7 +268,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge python-rapidjson ```
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srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰28 Β· ⭐ 420) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 45K Β· πŸ“‹ 30 - 13% open Β· ⏱️ 11.04.2024): @@ -284,36 +284,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge srsly ```
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hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT +
pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): +- [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): ``` - git clone https://github.com/telegraphic/hickle + git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 45K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): ``` - pip install hickle + pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 98K Β· ⏱️ 06.02.2024): ``` - conda install -c conda-forge hickle + conda install -c conda-forge pysimdjson ```
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pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT +
hickle (πŸ₯‰26 Β· ⭐ 480) - a HDF5-based python pickle replacement. 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): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/TkTech/pysimdjson + git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 49K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` - pip install pysimdjson + pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 96K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge pysimdjson + conda install -c conda-forge hickle ```
rtoml (πŸ₯‰22 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 310K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 460K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,35 +342,35 @@ _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“₯ 270K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 270K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 230M / month Β· πŸ“¦ 66K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 230M / month Β· πŸ“¦ 67K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 51M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 52M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡42 Β· ⭐ 27K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 940 Β· πŸ“¦ 4 Β· πŸ“‹ 7.6K - 21% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 980 Β· πŸ“¦ 9.8K Β· πŸ“‹ 7.7K - 21% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.3M / month Β· πŸ“¦ 940 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.6M / month Β· πŸ“¦ 980 Β· ⏱️ 01.06.2024): ``` pip install polars ```
h5py (πŸ₯ˆ41 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”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.4K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/h5py/h5py @@ -379,19 +379,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): ``` pip install xarray ``` @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - 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“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/modin-project/modin @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ37 Β· ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/pydata/numexpr @@ -427,19 +427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.1M Β· ⏱️ 27.05.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.2M Β· ⏱️ 27.05.2024): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ36 Β· ⭐ 1.4K) - 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”€ 260 Β· πŸ“¦ 3.9K Β· πŸ“‹ 760 - 43% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 3.9K Β· πŸ“‹ 770 - 42% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 890 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 610K / month Β· πŸ“¦ 900 Β· ⏱️ 26.05.2024): ``` pip install zarr ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ34 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“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 970K / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 790 - 40% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 800 - 40% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.9M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 39K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 40K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge pandera-core ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 940K / month Β· πŸ“¦ 410 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 1M / month Β· πŸ“¦ 410 Β· ⏱️ 23.05.2024): ``` pip install Bottleneck ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 620K / month Β· πŸ“¦ 650 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 650K / month Β· πŸ“¦ 650 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,14 +512,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
docarray (πŸ₯ˆ32 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 06.06.2024): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
+
Koalas (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -528,20 +544,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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docarray (πŸ₯ˆ32 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 +
datasketch (πŸ₯‰31 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 290 Β· πŸ“₯ 27 Β· πŸ“¦ 1.3K Β· πŸ“‹ 170 - 30% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): - ``` - pip install docarray + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.8M / month Β· πŸ“¦ 44 Β· ⏱️ 04.06.2024): ``` - conda install -c conda-forge docarray + pip install datasketch ```
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT @@ -560,19 +572,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 290 Β· πŸ“₯ 27 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): - - ``` - git clone https://github.com/ekzhu/datasketch - ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.9M / month Β· πŸ“¦ 44 Β· ⏱️ 03.10.2023): - ``` - pip install datasketch - ``` -
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datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): @@ -583,57 +583,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
-
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 410K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
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swifter (πŸ₯‰27 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 7% open Β· ⏱️ 21.05.2024): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 740K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.1K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2024): ``` - pip install swifter + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 340K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 340K Β· ⏱️ 21.05.2024): ``` - conda install -c conda-forge swifter + conda install -c conda-forge static-frame ```
-
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 7% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.3K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 720K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 340K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 340K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰24 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 @@ -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“₯ 88K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 87K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -683,14 +683,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 200 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 57M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 59M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -706,7 +706,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.7M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.9M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -717,7 +717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡32 Β· ⭐ 400) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.7K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.8K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/aio-libs/multidict @@ -731,14 +731,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ31 Β· ⭐ 910) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 14% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 14% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -770,7 +770,7 @@ _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“₯ 2M / month Β· πŸ“¦ 170 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.1M / month Β· πŸ“¦ 170 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -786,7 +786,7 @@ _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“₯ 1.1M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -795,14 +795,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 790) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 44 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 45 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 840K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 800K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -834,7 +834,7 @@ _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“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -848,7 +848,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 210 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰16 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰15 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -858,23 +858,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.7K Β· πŸ“¦ 420K Β· πŸ“‹ 4.1K - 9% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.7K Β· πŸ“¦ 420K Β· πŸ“‹ 4.1K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 03.06.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.8M Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge pydantic ```
-
jsonschema (πŸ₯‡40 Β· ⭐ 4.5K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 570K Β· πŸ“‹ 830 - 3% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 570K Β· πŸ“‹ 830 - 3% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/Julian/jsonschema @@ -890,16 +890,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 920) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 28 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 40 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.3M / month Β· πŸ“¦ 7.1K Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 7.1K Β· ⏱️ 25.05.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 640K Β· ⏱️ 28.05.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 650K Β· ⏱️ 28.05.2024): ``` conda install -c conda-forge validators ``` @@ -911,7 +911,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.4K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema @@ -938,12 +938,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [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): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 540 Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -952,22 +952,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
-
param (πŸ₯‰31 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 - -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 460 - 35% open Β· ⏱️ 15.05.2024): - - ``` - git clone https://github.com/holoviz/param - ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 590K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): - ``` - pip install param - ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.6M Β· ⏱️ 22.03.2024): - ``` - conda install -c conda-forge param - ``` -
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense - [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 150 Β· πŸ“‹ 98 - 11% open Β· ⏱️ 10.05.2024): @@ -975,62 +959,63 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 20M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 22M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 200K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 210K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ```
-
strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT +
param (πŸ₯‰30 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 460 - 35% open Β· ⏱️ 15.05.2024): ``` - git clone https://github.com/crdoconnor/strictyaml + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.7M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 600K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` - pip install strictyaml + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.6M Β· ⏱️ 22.03.2024): ``` - conda install -c conda-forge strictyaml + conda install -c conda-forge param ```
-
dirty-equals (πŸ₯‰21 Β· ⭐ 780) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 780 Β· πŸ’€) - 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“¦ 330 Β· πŸ“‹ 33 - 42% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 330 Β· πŸ“‹ 34 - 44% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 140K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 47K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 48K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ```
-
validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰17 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“₯ 580 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 620 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ```
-
Show 4 hidden projects... +
Show 5 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT - valideer (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed @@ -1050,11 +1035,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 610K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 600K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 650K Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 660K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge transitions ``` @@ -1075,14 +1060,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge algorithms ```
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PyPattyrn (πŸ₯‰20 Β· ⭐ 2.2K) - A simple library for implementing common design patterns. MIT +
PyPattyrn (πŸ₯‰21 Β· ⭐ 2.2K) - A simple library for implementing common design patterns. MIT -- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 150 Β· πŸ“¦ 48 Β· πŸ“‹ 42 - 2% open Β· ⏱️ 26.05.2024): +- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 150 Β· πŸ“¦ 49 Β· πŸ“‹ 42 - 2% open Β· ⏱️ 26.05.2024): ``` git clone https://github.com/tylerlaberge/PyPattyrn ``` -- [PyPi](https://pypi.org/project/pypattyrn) (πŸ“₯ 1.3K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2016): +- [PyPi](https://pypi.org/project/pypattyrn) (πŸ“₯ 1.4K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2016): ``` pip install pypattyrn ``` @@ -1104,19 +1089,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.8M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.9M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
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pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 6.1K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 28K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 44M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 48M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1125,7 +1110,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +
python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 45% open Β· ⏱️ 20.05.2024): @@ -1136,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 57M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 58M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ``` @@ -1159,7 +1144,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ34 Β· ⭐ 320) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 85 Β· πŸ“₯ 57 Β· πŸ“¦ 2M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 86 Β· πŸ“₯ 59 Β· πŸ“¦ 2M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1168,23 +1153,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 53M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 54M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ```
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holidays (πŸ₯‰32 Β· ⭐ 1.4K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰31 Β· ⭐ 1.4K) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 440 Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.4M / month Β· πŸ“¦ 320 Β· ⏱️ 03.06.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.9M Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge holidays ``` @@ -1218,16 +1203,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡40 Β· ⭐ 920) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 340 Β· πŸ“¦ 130K Β· πŸ“‹ 690 - 37% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 260M / month Β· πŸ“¦ 1.6K Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 260M / month Β· πŸ“¦ 1.6K Β· ⏱️ 04.06.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge fsspec ``` @@ -1239,7 +1224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 22M / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.05.2024): ``` pip install watchdog ``` @@ -1250,7 +1235,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 700) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 24.05.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1271,7 +1256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 18M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 19M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1291,7 +1276,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 540K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 550K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge path ``` @@ -1303,7 +1288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1314,7 +1299,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- zipp (πŸ₯ˆ35 Β· ⭐ 52) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT - appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 2K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT @@ -1359,12 +1344,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ34 Β· ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1375,10 +1360,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- contextlib2 (πŸ₯‰28 Β· ⭐ 37) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰28 Β· ⭐ 38) - 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 +- pathlib2 (πŸ₯‰27 Β· ⭐ 81 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT

@@ -1386,30 +1371,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“¦ 680K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.7K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.8K Β· ⏱️ 04.06.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 48M Β· ⏱️ 07.05.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 48M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 530 Β· πŸ“¦ 97K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 480 Β· πŸ“₯ 540 Β· πŸ“¦ 98K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 36M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1425,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.9K Β· ⏱️ 13.05.2024): ``` pip install keyring ``` @@ -1436,12 +1421,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰38 Β· ⭐ 1.2K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 230K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 230K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 60M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 61M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.05.2024): ``` pip install bcrypt ``` @@ -1457,23 +1442,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 410K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 420K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 310 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 320 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 25% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 81M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 82M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1504,78 +1489,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 62K) - 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“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.2M / month Β· πŸ“¦ 450 Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.1M / month Β· πŸ“¦ 460 Β· ⏱️ 06.06.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1.1M Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1.1M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge ansible ```
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”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 05.06.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.3M Β· πŸ“¦ 7.9K Β· πŸ“‹ 7.3K - 29% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“₯ 3.4M Β· πŸ“¦ 7.9K Β· πŸ“‹ 7.3K - 29% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 260 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 940K / month Β· πŸ“¦ 260 Β· ⏱️ 06.06.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 23.05.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.7M / month Β· πŸ“¦ 930 Β· ⏱️ 31.05.2024): ``` npm install @pulumi/pulumi ```
awscli (πŸ₯ˆ43 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”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 5 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 5 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 620 Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 620 Β· ⏱️ 05.06.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 24M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge awscli ```
docker (πŸ₯ˆ43 Β· ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 970 Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 980 Β· πŸ“¦ 82K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 43M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 44M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.05.2024): ``` pip install docker ``` @@ -1584,46 +1569,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
-
paramiko (πŸ₯ˆ41 Β· ⭐ 8.9K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 96K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 98M Β· πŸ“¦ 560 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 57M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.6M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 420K Β· ⏱️ 24.05.2024): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
-
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 96M Β· πŸ“¦ 550 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 97K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 58M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 420K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.6M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 30M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.05.2024): ``` pip install kubernetes ``` @@ -1639,7 +1624,7 @@ _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“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 320K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1651,39 +1636,39 @@ _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“¦ 280 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.5M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 93K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 94K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
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schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰36 Β· ⭐ 12K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 650 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 660 Β· ⏱️ 25.05.2024): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 57K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 58K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.5K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.9M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` @@ -1692,30 +1677,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7.2K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): - - ``` - git clone https://github.com/pahaz/sshtunnel - ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): - ``` - pip install sshtunnel - ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sshtunnel - ``` -
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pyinfra (πŸ₯‰31 Β· ⭐ 3.5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT +
pyinfra (πŸ₯‰31 Β· ⭐ 3.6K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 22% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 23K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 20K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): ``` pip install pyinfra ``` @@ -1727,7 +1696,7 @@ _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“₯ 2.8K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1736,13 +1705,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pypyr ```
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Show 5 hidden projects... +
Show 6 hidden projects... +- sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - fabtools (πŸ₯‰24 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 280) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1750,14 +1720,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ’€) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 390K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 71M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1782,18 +1752,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.9K) - Python process launching. MIT +
sh (πŸ₯‰35 Β· ⭐ 6.9K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 490 Β· πŸ“¦ 15K Β· πŸ“‹ 480 - 1% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 500 Β· πŸ“¦ 15K Β· πŸ“‹ 480 - 1% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.3M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.2M / month Β· πŸ“¦ 720 Β· ⏱️ 01.06.2024): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 200K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 210K Β· ⏱️ 01.06.2024): ``` conda install -c conda-forge sh ``` @@ -1805,7 +1775,7 @@ _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“₯ 72M / month Β· πŸ“¦ 670 Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 680 Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1820,90 +1790,90 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯‡37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 380K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 440 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 98M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 18M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 730K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯‡37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 440 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 310K Β· πŸ“‹ 350 - 16% open Β· ⏱️ 03.06.2024): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 74M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.05.2024): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 720K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 14M Β· ⏱️ 19.02.2024): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT +
greenlet (πŸ₯‡37 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 300K Β· πŸ“‹ 350 - 16% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 390K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 72M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 100M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): ``` - pip install anyio + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 14M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 10M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge greenlet ```
asyncer (πŸ₯‰28 Β· ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.8K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 47 Β· πŸ“¦ 3.9K Β· πŸ“‹ 20 - 80% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 200K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 210K / month Β· πŸ“¦ 120 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.3K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.4K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 370) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 57 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 57 Β· ⏱️ 04.06.2024): ``` pip install aiomisc ```
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unsync (πŸ₯‰23 Β· ⭐ 870) - Unsynchronize asyncio. MIT +
unsync (πŸ₯‰22 Β· ⭐ 870) - Unsynchronize asyncio. MIT - [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 230 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 67K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1912,18 +1882,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge unsync ```
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stopit (πŸ₯‰22 Β· ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +
stopit (πŸ₯‰21 Β· ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.4K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 490K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 390K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1936,16 +1906,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.2K) - 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”€ 410 Β· πŸ“¦ 800K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 810K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 67M / month Β· πŸ“¦ 9.1K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 70M / month Β· πŸ“¦ 9.2K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.4M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.5M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ``` @@ -1968,16 +1938,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.6K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.5K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.6K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 420 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 77K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 78K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -2005,7 +1975,7 @@ _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“₯ 3.8M / month Β· πŸ“¦ 650 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.9M / month Β· πŸ“¦ 650 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2014,14 +1984,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 98 Β· πŸ“¦ 31K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 98 Β· πŸ“¦ 31K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.4M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.5M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2032,7 +2002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰29 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“¦ 8.6K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.7K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config @@ -2048,12 +2018,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰24 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.3K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.3K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2074,7 +2044,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 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“₯ 360 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 11.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 370 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pallets/click @@ -2090,32 +2060,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 65M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 67M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 7M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 7.1M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
Typer (πŸ₯ˆ40 Β· ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 98K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 32M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 33M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.4M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.5M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge typer ``` @@ -2131,30 +2101,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 940K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 950K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 710 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 51M / month Β· πŸ“¦ 2.6K Β· ⏱️ 04.06.2024): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 23M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 23M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.5K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 960K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 970K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2175,7 +2145,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2186,12 +2156,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰33 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 300 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 310 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2202,12 +2172,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰33 Β· ⭐ 380) - 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”€ 56 Β· πŸ“¦ 550K Β· πŸ“‹ 59 - 32% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 560K Β· πŸ“‹ 59 - 32% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2232,46 +2202,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰29 Β· ⭐ 3.6K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 1K Β· πŸ“‹ 300 - 8% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 22K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 24K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 160K Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge asciimatics ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 700 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 200 - 36% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.7M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.6M / month Β· πŸ“¦ 570 Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 850K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 860K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 180) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 20 Β· πŸ“¦ 320 Β· πŸ“‹ 35 - 54% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 220K / month Β· πŸ“¦ 83 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 210K / month Β· πŸ“¦ 84 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2283,7 +2253,7 @@ _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“₯ 190 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2294,7 +2264,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰24 Β· ⭐ 95 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· ⭐ 53) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 54) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2310,42 +2280,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 2.2K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 140M / month Β· πŸ“¦ 2.4K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 140M / month Β· πŸ“¦ 2.5K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 11M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 12M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge cachetools ```
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“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 680K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 770K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.3K Β· πŸ“‹ 140 - 55% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.4K Β· πŸ“‹ 140 - 55% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 210K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 220K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2361,7 +2331,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 250K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2372,12 +2342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 18.05.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 97K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 100K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2410,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
-
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ32 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”€ 650 Β· πŸ“¦ 3K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 13.04.2024): @@ -2422,18 +2392,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install dearpygui ```
-
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ32 Β· ⭐ 4.2K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 910 - 20% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 910 - 20% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.5K / month Β· πŸ“¦ 24 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 24 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 8 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2445,7 +2415,7 @@ _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“₯ 850 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 810 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2458,7 +2428,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- Gooey (πŸ₯‰29 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - Phoenix (πŸ₯‰24 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
@@ -2472,12 +2442,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 970 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 990 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 54 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 80 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2509,57 +2479,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 74K Β· ⏱️ 20.05.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 75K Β· ⏱️ 20.05.2024): ``` conda install -c conda-forge emoji ```
phonenumbers (πŸ₯‡34 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.8M / month Β· πŸ“¦ 530 Β· ⏱️ 17.05.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 7M / month Β· πŸ“¦ 530 Β· ⏱️ 04.06.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 910K Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 920K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge phonenumbers ```
-
python-slugify (πŸ₯‡34 Β· ⭐ 1.5K) - Returns unicode slugs. MIT +
inflect (πŸ₯‡34 Β· ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 84K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 6M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2.1M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
-
inflect (πŸ₯‡34 Β· ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯ˆ33 Β· ⭐ 1.5K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 85K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.9M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 20M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2.1M Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
chardet (πŸ₯ˆ31 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 @@ -2569,7 +2539,7 @@ _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“₯ 67M / month Β· πŸ“¦ 5.3K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 68M / month Β· πŸ“¦ 5.4K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2577,19 +2547,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 45 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 58 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
pyahocorasick (πŸ₯‰30 Β· ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰29 Β· ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 50 Β· πŸ“¦ 2.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2605,7 +2575,7 @@ _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“₯ 110K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 120K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2615,7 +2585,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯‰30 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₯‰20 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰16 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰16 Β· ⭐ 83 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2633,30 +2603,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡49 Β· ⭐ 8.8K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 440K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 11K Β· ⏱️ 05.06.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 20M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 790K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 790K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 10K Β· ⏱️ 05.05.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 120M / month Β· πŸ“¦ 11K Β· ⏱️ 05.05.2024): ``` pip install SQLAlchemy ``` @@ -2667,12 +2637,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 720 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.8K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 720 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.8K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 51M / month Β· πŸ“¦ 870 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 52M / month Β· πŸ“¦ 880 Β· ⏱️ 08.05.2024): ``` pip install azure-storage-blob ``` @@ -2683,28 +2653,28 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 41M / month Β· πŸ“¦ 5.5K Β· ⏱️ 06.06.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 74M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 75M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2713,14 +2683,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.05.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.06.2024): ``` pip install elasticsearch ``` @@ -2740,7 +2710,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 660K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 670K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge peewee ``` @@ -2761,46 +2731,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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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“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): - - ``` - git clone https://github.com/MongoEngine/mongoengine - ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): - ``` - pip install mongoengine - ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 250K Β· ⏱️ 28.09.2023): - ``` - conda install -c conda-forge mongoengine - ``` -
python-bigquery (πŸ₯ˆ39 Β· ⭐ 720) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 30K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 30K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 46M / month Β· πŸ“¦ 870 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 48M / month Β· πŸ“¦ 880 Β· ⏱️ 04.06.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 22.05.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
Ibis (πŸ₯ˆ38 Β· ⭐ 4.4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 150 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 540 Β· πŸ“₯ 150 Β· πŸ“¦ 1.6K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 67 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 67 Β· ⏱️ 02.06.2024): ``` pip install ibis-framework ``` @@ -2809,52 +2763,68 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
+
MongoEngine (πŸ₯ˆ38 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“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): + + ``` + git clone https://github.com/MongoEngine/mongoengine + ``` +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): + ``` + pip install mongoengine + ``` +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 250K Β· ⏱️ 28.09.2023): + ``` + conda install -c conda-forge mongoengine + ``` +
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 4K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 4K Β· ⏱️ 04.06.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.8M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.8M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ38 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”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 45M / month Β· πŸ“¦ 95 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 46M / month Β· πŸ“¦ 97 Β· ⏱️ 05.06.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 500K Β· ⏱️ 22.04.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 500K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge awswrangler ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT +
sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 230 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 610 Β· πŸ“¦ 13K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 40M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 04.06.2024): ``` - pip install alembic + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.6M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 31K Β· ⏱️ 04.06.2024): ``` - conda install -c conda-forge alembic + conda install -c conda-forge sqlmodel ```
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 @@ -2864,7 +2834,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 680 Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 690 Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2875,34 +2845,34 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.5M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.5K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl): ``` conda install -c anaconda elasticsearch-dsl ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 600 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 230 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.5M / month Β· πŸ“¦ 350 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 41M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): ``` - pip install sqlmodel + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 31K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.7M Β· ⏱️ 13.01.2024): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge alembic ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 @@ -2912,7 +2882,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.9M / month Β· πŸ“¦ 860 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 7.3M / month Β· πŸ“¦ 860 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` @@ -2921,62 +2891,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ36 Β· ⭐ 820) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ36 Β· ⭐ 830) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 29% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 470 - 29% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 950 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 950 Β· ⏱️ 04.06.2024): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.9M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge s3fs ```
tortoise-orm (πŸ₯ˆ35 Β· ⭐ 4.3K) - 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”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.8K Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 01.06.2024): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 18K Β· ⏱️ 28.05.2024): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm): ``` conda install -c conda-forge tortoise-orm ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 170K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 8M / month Β· πŸ“¦ 800 Β· ⏱️ 08.02.2024): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 370K Β· ⏱️ 10.03.2024): - ``` - conda install -c conda-forge mysqlclient - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 91K Β· ⏱️ 24.05.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 91K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 550 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 2M / month Β· πŸ“¦ 560 Β· ⏱️ 26.03.2024): ``` pip install motor ``` @@ -2992,11 +2946,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 340M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 19M Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/s3transfer): ``` conda install -c conda-forge s3transfer ``` @@ -3012,7 +2966,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 17M Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge prometheus_client ``` @@ -3024,71 +2978,87 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 210K Β· ⏱️ 06.04.2024): +- [Conda](https://anaconda.org/conda-forge/databases): ``` conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 170K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3M / month Β· πŸ“¦ 150 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 8.3M / month Β· πŸ“¦ 800 Β· ⏱️ 08.02.2024): ``` - pip install pypika + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 370K Β· ⏱️ 10.03.2024): ``` - conda install -c conda-forge pypika + conda install -c conda-forge mysqlclient ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 7K Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 7K Β· ⏱️ 31.05.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 2M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 2.1M / month Β· πŸ“¦ 200 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 210K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 220K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge cassandra-driver ```
+
PyPika (πŸ₯‰33 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’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3.1M / month Β· πŸ“¦ 160 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.4K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.5K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 61 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 61 Β· ⏱️ 26.04.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 210K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver): ``` conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰33 Β· ⭐ 790) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.6K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.7K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.6M / month Β· πŸ“¦ 510 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.7M / month Β· πŸ“¦ 510 Β· ⏱️ 30.04.2024): ``` pip install minio ``` @@ -3099,7 +3069,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 350 - 10% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 350 - 10% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3108,39 +3078,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 22.03.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge pandas-gbq ```
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Records (πŸ₯‰32 Β· ⭐ 7.1K) - SQL for Humans. ISC - -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 29% open Β· ⏱️ 30.03.2024): - - ``` - git clone https://github.com/kennethreitz/records - ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 200K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): - ``` - pip install records - ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 26K Β· ⏱️ 30.03.2024): - ``` - conda install -c conda-forge records - ``` -
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Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.6K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 110 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 170K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 180K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 99K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 100K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge pony ``` @@ -3152,11 +3106,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 78 Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 80 Β· ⏱️ 29.05.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 640K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 660K Β· ⏱️ 31.05.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3185,6 +3139,22 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
+
Records (πŸ₯‰31 Β· ⭐ 7.1K) - SQL for Humans. ISC + +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 29% open Β· ⏱️ 30.03.2024): + + ``` + git clone https://github.com/kennethreitz/records + ``` +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 190K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): + ``` + pip install records + ``` +- [Conda](https://anaconda.org/conda-forge/records): + ``` + conda install -c conda-forge records + ``` +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): @@ -3196,14 +3166,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge influxdb ```
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.3K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.3K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3212,7 +3182,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 580K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle): ``` conda install -c conda-forge cx_oracle ``` @@ -3228,14 +3198,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.9K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.9K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 10K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3244,19 +3214,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 880K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 890K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - 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”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 33% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 32% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 16 Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 31.05.2024): ``` pip install piccolo ``` @@ -3268,7 +3238,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3279,12 +3249,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰27 Β· ⭐ 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 78K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 92K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ``` @@ -3296,7 +3266,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 41K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 38K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3305,7 +3275,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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ODMantic (πŸ₯‰26 Β· ⭐ 990) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰26 Β· ⭐ 1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.3K Β· πŸ“‹ 180 - 50% open Β· ⏱️ 26.04.2024): @@ -3324,26 +3294,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰21 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“¦ 320 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 330 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 150K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“‹ 460 - 7% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3356,13 +3326,13 @@ _Libraries for connecting to, operating, and querying databases._ - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 - gino (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- umongo (πŸ₯‰28 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 320 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-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· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- py2neo (πŸ₯‰21 Β· ⭐ 14) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰21 Β· ⭐ 14 Β· πŸ’€) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 670 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 @@ -3379,37 +3349,37 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 19K) - 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“¦ 50K Β· πŸ“‹ 2.9K - 24% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 51K Β· πŸ“‹ 2.9K - 24% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 10M / month Β· πŸ“¦ 1.7K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 10M / month Β· πŸ“¦ 1.7K Β· ⏱️ 03.06.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 780K Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 790K Β· ⏱️ 03.06.2024): ``` 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’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 220K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 220K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 04.06.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 940K Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 950K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT - [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 98K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): @@ -3427,16 +3397,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [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· ⏱️ 29.05.2024): +- [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· ⏱️ 03.06.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 150 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 150 Β· ⏱️ 03.06.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 760K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 770K Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge xlwings ``` @@ -3448,7 +3418,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 48M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3464,7 +3434,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3475,12 +3445,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 790 Β· ⏱️ 12.05.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 800 Β· ⏱️ 12.05.2024): ``` pip install gdown ``` @@ -3500,7 +3470,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.4M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.5M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge smart_open ``` @@ -3512,7 +3482,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): ``` pip install csvkit ``` @@ -3528,7 +3498,7 @@ _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“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3537,46 +3507,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.4K Β· πŸ“‹ 380 - 28% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 36K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 67K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 49K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 590K Β· ⏱️ 24.04.2024): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
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Intake (πŸ₯ˆ31 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.4K Β· πŸ“‹ 370 - 27% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 72K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 35K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 580K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 50K Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
textract (πŸ₯‰27 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“‹ 260 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 580 Β· πŸ“‹ 260 - 50% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 240K / month Β· πŸ“¦ 58 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 290K / month Β· πŸ“¦ 58 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3585,21 +3555,21 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰27 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 3.4K) - 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”€ 310 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
deepdish (πŸ₯‰24 Β· ⭐ 270) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- [GitHub](https://github.com/uchicago-cs/deepdish) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 58 Β· πŸ“¦ 870 Β· πŸ“‹ 42 - 42% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/uchicago-cs/deepdish) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 58 Β· πŸ“¦ 880 Β· πŸ“‹ 42 - 42% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/uchicago-cs/deepdish @@ -3620,7 +3590,7 @@ _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“₯ 6.2K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.4K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3651,12 +3621,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Upgini (πŸ₯‰21 Β· ⭐ 300) - 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· ⏱️ 30.05.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 25 Β· πŸ“¦ 6 Β· ⏱️ 01.06.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.5K / month Β· ⏱️ 05.06.2024): ``` pip install upgini ``` @@ -3668,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3680,10 +3650,10 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 10 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- SDV (πŸ₯‰31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- Singer (πŸ₯‰26 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 - 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 @@ -3700,12 +3670,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.3K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.3K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 23M / month Β· πŸ“¦ 470 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 470 Β· ⏱️ 06.06.2024): ``` pip install apache-airflow ``` @@ -3713,14 +3683,14 @@ _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“₯ 1.2B Β· ⭐ 520 Β· ⏱️ 06.05.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.3B Β· ⭐ 520 Β· ⏱️ 06.06.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 14% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/celery/celery @@ -3736,55 +3706,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - 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“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.5M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.6M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 75K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 77K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 04.06.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 650K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 660K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge prefect ```
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’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 940K / month Β· πŸ“¦ 170 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 980K / month Β· πŸ“¦ 170 Β· ⏱️ 30.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 31.05.2024): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.6K) - 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 - 11% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 11% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3793,19 +3763,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 800K Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 810K Β· ⏱️ 29.05.2024): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 440K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 450K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 55M / month Β· πŸ“¦ 5.9K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 54M / month Β· πŸ“¦ 6K Β· ⏱️ 02.05.2024): ``` pip install joblib ``` @@ -3814,7 +3784,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.6K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 17K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 26.05.2024): @@ -3830,48 +3800,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 20.05.2024): ``` - git clone https://github.com/kedro-org/kedro + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 530K / month Β· πŸ“¦ 110 Β· ⏱️ 27.05.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 480K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): ``` - pip install kedro + pip install luigi + ``` +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 3 Β· ⏱️ 16.06.2023): + ``` + conda install -c anaconda luigi ```
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dbt (πŸ₯ˆ38 Β· ⭐ 9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 06.06.2024): ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 53K / month Β· πŸ“¦ 35 Β· ⏱️ 28.05.2024): - ``` - pip install dbt + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 560K / month Β· πŸ“¦ 110 Β· ⏱️ 27.05.2024): ``` - conda install -c conda-forge dbt + pip install kedro ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 9.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5.1K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 35 Β· ⏱️ 04.06.2024): ``` - pip install luigi + pip install dbt ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 3 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge dbt ```
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT @@ -3892,48 +3862,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.8K) - 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”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.7K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 540 Β· πŸ“‹ 320 - 21% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 540 Β· πŸ“‹ 320 - 23% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 40K / month Β· πŸ“¦ 3 Β· ⏱️ 27.05.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 42K / month Β· πŸ“¦ 3 Β· ⏱️ 27.05.2024): ``` pip install zenml ```
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whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.6K) - 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’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 430 - 2% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 490K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 530K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): ``` pip install whylogs ```
arq (πŸ₯ˆ31 Β· ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 610 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 620 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 99K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): ``` pip install arq ``` @@ -3942,9 +3912,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT +
huey (πŸ₯‰30 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“¦ 1.5K Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/coleifer/huey @@ -3965,16 +3935,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.6K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.9K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 90K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 91K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰28 Β· ⭐ 1.5K Β· πŸ’€) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 230 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): @@ -3990,14 +3960,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.4K) - Python library for creating data pipelines with chain functional.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 800 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 200K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ``` @@ -4009,23 +3979,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 1.7K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - -- [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/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark - ``` -
TaskTiger (πŸ₯‰25 Β· ⭐ 1.4K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 30 Β· πŸ“‹ 84 - 51% open Β· ⏱️ 25.04.2024): @@ -4033,7 +3991,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ``` @@ -4057,7 +4015,7 @@ _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“₯ 200 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4069,7 +4027,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 180 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 210 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4081,37 +4039,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰16 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [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/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 61 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 59 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
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Show 15 hidden projects... +
Show 16 hidden projects... - 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 +- Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - 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₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - 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 +- kale (πŸ₯‰16 Β· ⭐ 630 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 - RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 @@ -4122,14 +4081,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ’€) - Canonical source repository for PyYAML. MIT - [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.2M Β· πŸ“‹ 610 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 36K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 37K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4138,14 +4097,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰36 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“¦ 78K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 21M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 22M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4156,7 +4115,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 1 hidden projects... -- jmespath (πŸ₯‰33 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +- jmespath (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT

@@ -4175,30 +4134,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 430K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 440K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 33 Β· πŸ“‹ 58 - 39% open Β· ⏱️ 24.05.2023): - - ``` - git clone https://github.com/ilevkivskyi/typing_inspect - ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 630 Β· ⏱️ 24.05.2023): - ``` - pip install typing_inspect - ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.8M Β· ⏱️ 03.06.2023): - ``` - conda install -c conda-forge typing_inspect - ``` -
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Show 2 hidden projects... +
Show 3 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 +- typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - entrypoints (πŸ₯‰23 Β· ⭐ 74 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4207,14 +4151,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 7.8K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 210M / month Β· πŸ“¦ 7.9K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4225,12 +4169,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.5K) - 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“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 80M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 82M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4246,59 +4190,59 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 35M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 34M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 20M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 21M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge toolz ```
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.2K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.3K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.3M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.4M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.9M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 5M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 6.1K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 6.1K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 260 Β· πŸ“‹ 260 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 66M / month Β· πŸ“¦ 2.4K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 67M / month Β· πŸ“¦ 2.4K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.7M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.8M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 560 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.5K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.6K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4342,11 +4286,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 88K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 91K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4368,12 +4312,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡52 Β· ⭐ 60K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 45 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4388,7 +4332,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ33 Β· ⭐ 19K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 79K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 79K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/micropython/micropython @@ -4418,7 +4362,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 110M / month Β· πŸ“¦ 6.8K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 110M / month Β· πŸ“¦ 6.9K Β· ⏱️ 04.05.2024): ``` pip install pygments ``` @@ -4429,12 +4373,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 28K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 28K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 820 Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 830 Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4445,12 +4389,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 990K Β· πŸ“‹ 340 - 13% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 11K Β· πŸ“¦ 1M Β· πŸ“‹ 350 - 13% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` @@ -4466,7 +4410,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 240M / month Β· πŸ“¦ 2K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 240M / month Β· πŸ“¦ 2.1K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` @@ -4482,47 +4426,31 @@ _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“₯ 51M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 51M / month Β· πŸ“¦ 290 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
fastcore (πŸ₯ˆ34 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 360 - 8% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.6M / month Β· πŸ“¦ 640 Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.5M / month Β· πŸ“¦ 640 Β· ⏱️ 05.06.2024): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 77K Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 78K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge fastcore ```
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decorator (πŸ₯ˆ34 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 - -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 570K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): - - ``` - git clone https://github.com/micheles/decorator - ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2.1K Β· ⏱️ 07.01.2022): - ``` - pip install decorator - ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge decorator - ``` -
diagrams (πŸ₯ˆ33 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“¦ 1.5K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): @@ -4530,7 +4458,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 1.1M / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 1.2M / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4541,7 +4469,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 990 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 990 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/copier-org/copier @@ -4553,7 +4481,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4562,19 +4490,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 26M Β· ⏱️ 21.04.2024): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 27M Β· ⏱️ 21.04.2024): ``` conda install -c conda-forge pluggy ```
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wrapt (πŸ₯‰32 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 + +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 580K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/micheles/decorator + ``` +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2.1K Β· ⏱️ 07.01.2022): + ``` + pip install decorator + ``` +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge decorator + ``` +
+
wrapt (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 140M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 150M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4590,7 +4534,7 @@ _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“₯ 930K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 880K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4606,7 +4550,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 480 Β· ⏱️ 07.04.2024): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 490 Β· ⏱️ 07.04.2024): ``` pip install send2trash ``` @@ -4615,44 +4559,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰25 Β· ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 41K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 31.05.2024): ``` - git clone https://github.com/BoboTiG/python-mss + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 830K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 11M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): ``` - pip install mss + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 49K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-mss + conda install -c conda-forge catalogue ```
-
catalogue (πŸ₯‰25 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 41K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 11M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 850K / month Β· πŸ“¦ 220 Β· ⏱️ 20.04.2023): ``` - pip install catalogue + pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge python-mss ```
Show 6 hidden projects... - keyboard (πŸ₯‰32 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- openpyxl (πŸ₯‰25 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- pyscreenshot (πŸ₯‰26 Β· ⭐ 500 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-06-06_changes.md b/history/2024-06-06_changes.md new file mode 100644 index 0000000..c9471db --- /dev/null +++ b/history/2024-06-06_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._ + +- polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT + +## 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._ + +- protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT + diff --git a/history/2024-06-06_projects.csv b/history/2024-06-06_projects.csv new file mode 100644 index 0000000..0762866 --- /dev/null +++ b/history/2024-06-06_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,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,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 13:09:27.000,2024-05-30 19:17:41.000,2024-05-30 19:17:40,344.0,27.0,162,56.0,203.0,,3.0,2212,2024-05-30 19:17:46.000,2024.05.30,100.0,16.0,0,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 14:46:24.000,2024-05-30 14:52:57.000,2024-05-30 14:52:56,337.0,24.0,43,26.0,194.0,3.0,5.0,934,2024-05-30 14:53:03.000,2024.05.30,100.0,7.0,0,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 13:09:27.000,2024-05-30 19:17:41.000,2024-05-30 19:17:40,344.0,27.0,162,56.0,203.0,,3.0,2212,2024-05-30 19:17:46.000,2024.05.30,100.0,16.0,0,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 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,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 21:02:35.000,2024-05-18 23:35:21.000,2024-05-18 23:35:21,840.0,10.0,6855,1655.0,326.0,17.0,76.0,39640,,,,129.0,0,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 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,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 01:37:33.000,2024-06-06 13:26:04.000,2024-06-05 17:01:11,35110.0,590.0,17364,1116.0,32423.0,3798.0,22849.0,42310,2024-04-10 19:47:02.000,2.2.2,126.0,3649.0,54,True,1787259.0,1720512.0,pandas,conda-forge/pandas,['pandas'],267143.0,233262686.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,66747.0,232088340.0,https://anaconda.org/conda-forge/pandas,2024-05-16 23:06:24.174,51569069.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-06-06 11:55:09.000,2024-06-06 08:04:15,17839.0,605.0,15304,2052.0,10725.0,427.0,5794.0,64142,2024-06-05 18:58:59.000,27.1,163.0,1234.0,52,True,663925.0,654215.0,protobuf,conda-forge/protobuf,,43893232.0,202876129.0,https://pypi.org/project/protobuf,2024-05-23 15:34:05.000,6824.0,193856074.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,18000599.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2886.0,7555366.0,-1.0,,,,,,,,,,,, +9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2017-02-10 19:23:51.000,2024-06-06 13:43:47.000,2024-06-06 11:40:37,122471.0,1318.0,29190,1516.0,51565.0,8532.0,60859.0,60344,2020-07-22 03:00:52.000,0.0.6,11.0,2947.0,52,True,614153.0,614127.0,cpython,conda-forge/typing,,,62254.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,54.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3047808.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,, +10,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 23:02:39.000,2024-06-06 13:30:24.000,2024-06-06 11:34:56,36069.0,671.0,9361,596.0,14128.0,2118.0,10521.0,26684,2024-02-06 00:32:23.000,1.26.4,159.0,1779.0,51,False,2456143.0,2353576.0,numpy,conda-forge/numpy,,1008714.0,279265152.0,https://pypi.org/project/numpy,2024-05-12 13:46:07.000,102567.0,277669553.0,https://anaconda.org/conda-forge/numpy,2024-05-16 06:59:26.198,75991049.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-06-06 13:44:15.000,2024-06-06 12:23:32,24699.0,1233.0,13672,755.0,26706.0,963.0,8324.0,35474,2024-05-06 10:30:55.000,2.9.1,194.0,3310.0,49,True,11512.0,11042.0,apache-airflow,conda-forge/airflow,,619287.0,35357721.0,https://pypi.org/project/apache-airflow,2024-06-06 11:18:58.000,470.0,23647895.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1064842.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-06-06 11:47:04.412230,521.0,1284946080.0,,,,,, +12,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 14:58:02.000,2024-06-06 10:08:03.072,2024-06-06 00:26:01,54420.0,150.0,23732,1918.0,50811.0,868.0,31747.0,61531,2024-06-06 05:02:04.000,10.0.1,359.0,6840.0,48,True,34753.0,34296.0,ansible,conda-forge/ansible,,,5163782.0,https://pypi.org/project/ansible,2024-06-06 05:02:04.000,457.0,5142064.0,https://anaconda.org/conda-forge/ansible,2024-06-06 10:08:03.072,1064193.0,1.0,,,,,,,,,,,,,,,,,, +13,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 21:38:03.000,2024-06-06 01:29:36.305,2024-06-05 22:57:50,6012.0,202.0,1836,238.0,742.0,184.0,3077.0,8774,2024-06-05 19:19:45.000,1.34.120,1569.0,155.0,48,True,448132.0,436648.0,boto3,conda-forge/boto3,,,1290390041.0,https://pypi.org/project/boto3,2024-06-05 19:19:45.000,11484.0,1289988188.0,https://anaconda.org/conda-forge/boto3,2024-06-06 01:29:36.305,19690834.0,1.0,,,,,,-1.0,,,,,,,,,,,, +14,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 02:23:38.000,2024-06-06 11:11:16.000,2024-06-06 11:11:15,12095.0,431.0,1467,132.0,8590.0,43.0,2427.0,6359,2024-06-04 19:53:53.000,42.0.8,131.0,319.0,47,True,684453.0,675667.0,cryptography,conda-forge/cryptography,,,270375377.0,https://pypi.org/project/cryptography,2024-06-04 19:53:53.000,8786.0,269354299.0,https://anaconda.org/conda-forge/cryptography,2024-06-05 04:23:44.605,47990698.0,1.0,,,,,,,,,,,,,,,,,, +15,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 11:31:24.000,2024-06-06 13:46:07.000,2024-06-05 05:04:32,12545.0,60.0,4596,473.0,3370.0,715.0,4388.0,23809,2024-04-17 20:32:41.000,5.4.0,206.0,1351.0,46,True,136478.0,134766.0,celery,conda-forge/celery,,,11400699.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1712.0,11366043.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1663520.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-06-06 13:21:22.000,2024-06-06 12:52:52,2935.0,130.0,1718,114.0,3590.0,410.0,3674.0,19267,2024-06-03 18:50:39.000,2.7.3,141.0,536.0,46,True,440398.0,421266.0,pydantic,conda-forge/pydantic,,,197065816.0,https://pypi.org/project/pydantic,2024-06-03 18:50:39.000,19132.0,196897030.0,https://anaconda.org/conda-forge/pydantic,2024-06-04 06:12:10.129,7932944.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,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 09:52:19.000,2024-06-03 22:14:43.000,2024-06-03 22:14:42,2444.0,25.0,1368,186.0,1116.0,126.0,1457.0,15157,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1741644.0,1704331.0,click,conda-forge/click,,367.0,209998312.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,37313.0,209041504.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,35401673.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-06-04 19:26:06.000,2024-06-04 17:14:15,16992.0,137.0,1336,98.0,795.0,231.0,7557.0,9012,2024-05-05 18:25:40.000,2.0.30,303.0,713.0,46,True,801055.0,790537.0,SQLAlchemy,conda-forge/sqlalchemy,,48102.0,116605553.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10518.0,116237187.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15427501.0,1.0,,,,,,,,,,,,,,,,,, +19,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 19:45:33.000,2024-06-06 13:48:15.000,2024-06-06 11:39:34,9928.0,871.0,1646,152.0,9076.0,1702.0,6042.0,26991,2024-06-01 11:22:56.000,py-0.20.31,364.0,420.0,44,True,10740.0,9763.0,polars,,,982.0,7551119.0,https://pypi.org/project/polars,2024-06-01 11:21:12.000,977.0,7551049.0,,,,1.0,,,,,,2.0,,,,,,,,,,,, +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 08:00:06.000,2024-06-06 13:33:16.000,2024-06-06 01:45:44,42481.0,637.0,4139,262.0,24742.0,4373.0,2437.0,7621,2024-05-02 01:14:48.000,2.56.0,116.0,1643.0,44,True,7225.0,7074.0,apache-beam,conda-forge/apache-beam-with-aws,,,8601203.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,8598862.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,77259.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-06-05 23:53:39.971,2024-06-05 23:03:45,11029.0,260.0,1059,68.0,2095.0,148.0,963.0,1434,2024-06-05 19:20:00.000,1.34.120,1967.0,204.0,44,True,329943.0,327316.0,botocore,conda-forge/botocore,,,637190642.0,https://pypi.org/project/botocore,2024-06-05 19:20:00.000,2627.0,636561510.0,https://anaconda.org/conda-forge/botocore,2024-06-05 23:53:39.971,27052705.0,1.0,,,,,,,,,,,,,,,,,, +22,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 15:28:09.000,2024-05-14 13:45:25.000,2024-05-01 14:24:50,3887.0,10.0,1673,542.0,1096.0,278.0,1077.0,47614,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,229417.0,218135.0,rich,conda-forge/rich,,,67422732.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,11282.0,67272704.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,7051359.0,1.0,,,,,,,,,,,,,,,,,, +23,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 18:33:01.000,2024-06-05 17:45:06.000,2024-06-03 15:39:14,3099.0,34.0,3172,642.0,2511.0,153.0,2269.0,22213,2024-03-26 05:33:40.089,24.3.25,38.0,678.0,43,True,111435.0,110792.0,flatbuffers,conda-forge/flatbuffers,,458696.0,20935541.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,414.0,19475306.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1069680.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,229.0,1431537.0,,,,,,,,,,,,, +24,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language.,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-06-06 12:22:03.000,2024-06-06 08:21:46,11742.0,326.0,1054,193.0,8112.0,2142.0,5141.0,20280,2024-06-05 15:06:29.000,3.119.0,4191.0,273.0,43,True,9114.0,7915.0,pulumi,,,3393241.0,3837258.0,https://pypi.org/project/pulumi,2024-06-06 09:13:43.000,265.0,938950.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-31 19:45:02.697,934.0,2698706.0,,,,,,,,,,,,, +25,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 09:23:22.000,2024-06-06 10:37:59.000,2024-06-06 09:24:35,3824.0,79.0,2547,279.0,4028.0,711.0,2153.0,18623,2024-06-03 05:26:18.000,2.19.2,87.0,565.0,43,True,53170.0,51454.0,datasets,conda-forge/datasets,,,10469194.0,https://pypi.org/project/datasets,2024-06-03 05:11:41.000,1716.0,10450366.0,https://anaconda.org/conda-forge/datasets,2024-06-03 14:48:49.860,790787.0,1.0,,,,,,,,,,,,,,,,,, +26,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 23:00:09.000,2024-06-05 16:19:06.000,2024-06-04 20:18:09,3685.0,110.0,1887,220.0,1337.0,21.0,702.0,17235,2024-06-04 20:18:35.000,25.5.0,364.0,578.0,43,True,217862.0,216091.0,Faker,conda-forge/faker,,,16128975.0,https://pypi.org/project/Faker,2024-06-04 20:18:27.000,1771.0,16109159.0,https://anaconda.org/conda-forge/faker,2024-06-05 08:07:42.228,951204.0,1.0,,,,,,,,,,,,,,,,,, +27,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 21:59:26.000,2024-06-06 07:07:36.000,2024-06-06 03:47:43,16827.0,852.0,1493,159.0,8211.0,860.0,4183.0,15143,2024-06-04 20:21:58.000,2.19.4,283.0,469.0,43,True,5193.0,4939.0,prefect,conda-forge/prefect,,,1694622.0,https://pypi.org/project/prefect,2024-06-04 20:21:58.000,254.0,1681231.0,https://anaconda.org/conda-forge/prefect,2024-06-05 02:44:02.888,656186.0,1.0,,,,,,,,,,,,,,,,,, +28,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 16:07:36.000,2024-06-06 01:51:01.150,2024-06-05 18:08:16,12157.0,225.0,3988,573.0,3796.0,549.0,4079.0,15000,2024-06-05 19:19:31.000,1.33.2,1974.0,443.0,43,True,623.0,5.0,awscli,conda-forge/awscli,,1719.0,144462218.0,https://pypi.org/project/awscli,2024-06-05 19:19:31.000,618.0,143959590.0,https://anaconda.org/conda-forge/awscli,2024-06-06 01:51:01.150,23622352.0,2.0,,,,,,,,,,,,,,,,,, +29,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 16:15:07.000,2024-05-31 14:42:08.000,2024-05-23 11:09:32,3405.0,22.0,1655,194.0,1620.0,468.0,1239.0,6683,2024-05-23 11:21:23.000,7.1.0,89.0,454.0,43,True,84672.0,81565.0,docker,conda-forge/docker-py,,975.0,44385745.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3107.0,44295426.0,https://anaconda.org/conda-forge/docker-py,2024-05-24 00:04:17.126,4334929.0,2.0,,,,,,,,,,,,,,,,,, +30,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 16:46:12.000,2024-06-06 12:59:16.000,2024-06-06 00:43:57,17411.0,621.0,2698,412.0,26174.0,1026.0,8782.0,4315,2024-05-31 19:39:56.000,azure-monitor-opentelemetry_1.5.0,100.0,716.0,43,True,3367.0,2491.0,azure-storage-blob,conda-forge/azure-storage-blob,,,52125942.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,876.0,52102539.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1123354.0,1.0,,,,,,,,,,,,,,,,,, +31,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 15:46:03.000,2024-05-30 22:07:55.000,2024-05-20 13:27:25,6772.0,70.0,624,37.0,886.0,441.0,1406.0,1738,2024-05-04 13:43:23.000,2.18.0,65.0,844.0,43,True,750665.0,743788.0,pygments,conda-forge/pygments,,,114088791.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6877.0,113411773.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,30465838.0,1.0,,,,,,,,,,,,,,,,,, +32,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 10:22:26.000,2024-06-06 13:12:07.000,2024-06-06 12:43:30,2340.0,25.0,2473,324.0,1595.0,231.0,1488.0,12341,2024-06-06 08:08:34.000,5.0.5,128.0,441.0,42,True,5516.0,,redis,conda-forge/redis-py,,,40669005.0,https://pypi.org/project/redis,2024-06-06 08:08:34.000,5516.0,40643448.0,https://anaconda.org/conda-forge/redis-py,2024-06-06 09:47:49.793,1226753.0,1.0,,,,,,,,,,,,,,,,,, +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 16:30:04.000,2024-06-06 13:52:03.000,2024-06-06 08:10:47,18674.0,1171.0,1304,115.0,13603.0,2517.0,4895.0,10496,2024-05-30 23:38:29.000,1.7.8,617.0,434.0,42,True,2594.0,2426.0,dagster,conda-forge/dagster,,,1005420.0,https://pypi.org/project/dagster,2024-05-30 22:04:50.000,168.0,981222.0,https://anaconda.org/conda-forge/dagster,2024-05-31 12:40:38.868,1185704.0,1.0,,,,,,,,,,,,,,,,,, +34,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 15:01:01.000,2024-06-04 07:04:41.000,2024-06-03 21:50:00,1478.0,43.0,359,65.0,582.0,134.0,577.0,5114,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,42,True,1045590.0,1037712.0,attrs,conda-forge/attrs,,,207184667.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7878.0,206383455.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,36855759.0,1.0,,,,,,-1.0,,,,,,,,,,,, +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 15:51:47.000,2024-06-05 22:11:32.000,2024-06-05 21:33:22,37863.0,255.0,1497,299.0,8623.0,99.0,3686.0,4699,2024-06-05 21:33:43.000,google-shopping-merchant-promotions-v0.1.0,100.0,519.0,42,True,1643.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,75244044.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1643.0,75148827.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4475234.0,1.0,,,,,,,,,,,,,,,,,, +36,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 22:47:39.000,2024-06-06 13:31:00.000,2024-06-06 12:21:35,1655.0,46.0,1174,409.0,1491.0,61.0,1036.0,4157,2024-06-06 13:31:00.000,8.14.0,143.0,205.0,42,True,50358.0,48910.0,elasticsearch,conda-forge/elasticsearch,,3918.0,27930378.0,https://pypi.org/project/elasticsearch,2024-06-06 13:31:00.000,1448.0,27909432.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-25 12:31:41.153,1022031.0,1.0,,,,,,,,,,,,,,,,,, +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 18:31:22.000,2024-06-06 07:28:37.000,2024-06-06 07:28:36,3081.0,30.0,1950,230.0,1174.0,230.0,648.0,21816,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28738.0,27912.0,cookiecutter,conda-forge/cookiecutter,,,4121493.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,826.0,4093721.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1027598.0,1.0,,,,,,,,,,,,,,,,,, +38,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 20:27:32.000,2024-06-05 17:23:58.000,2024-05-27 18:02:02,12936.0,46.0,3031,600.0,3671.0,786.0,4326.0,17078,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13290.0,12979.0,kivy,conda-forge/kivy,,36916.0,191907.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,311.0,184281.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,358120.0,1.0,,,,,,,,,,,,,,,,,, +39,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 20:14:11.000,2024-05-22 14:48:54.000,2024-05-22 14:48:37,4615.0,41.0,1362,197.0,479.0,1.0,2419.0,10891,2024-05-10 13:47:32.000,3.17.5,189.0,155.0,41,True,31313.0,30411.0,peewee,conda-forge/peewee,,,2594130.0,https://pypi.org/project/peewee,2024-05-10 13:42:43.000,902.0,2579651.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,666036.0,1.0,,,,,,,,,,,,,,,,,, +40,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 03:37:43.000,2024-06-05 07:00:14.000,2024-06-05 06:59:10,2689.0,43.0,569,60.0,369.0,33.0,796.0,4474,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,41,True,575733.0,569516.0,jsonschema,conda-forge/jsonschema,,252.0,123382656.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6217.0,122736004.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,28452408.0,1.0,,,,,,1.0,,,,,,,python-jsonschema/jsonschema,,,,, +41,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 00:40:02.000,2024-06-06 10:23:48.000,2024-06-06 10:21:05,4433.0,63.0,518,58.0,941.0,281.0,1242.0,2027,2024-04-10 10:48:28.000,3.11.0,39.0,205.0,41,True,281651.0,274939.0,h5py,conda-forge/h5py,,3350.0,22118854.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6712.0,21789786.0,https://anaconda.org/conda-forge/h5py,2024-06-06 09:37:09.986,15793469.0,2.0,,,,,,,,,,,,,,,,,, +42,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 11:40:58.000,2024-06-06 09:26:51.000,2024-06-05 07:22:59,4763.0,87.0,5073,722.0,4172.0,247.0,7300.0,32705,2024-05-24 12:48:32.000,2.27.1,144.0,540.0,40,True,808.0,561.0,docker-compose,conda-forge/docker-compose,,97514118.0,3890200.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1931174.0,https://anaconda.org/conda-forge/docker-compose,2024-05-24 17:05:05.907,419724.0,2.0,,,,,,,,,,,,,,,,,, +43,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 12:24:11.000,2024-06-03 20:38:26.000,2024-05-23 23:21:20,598.0,111.0,622,73.0,371.0,210.0,180.0,14607,2024-04-09 17:13:25.000,0.12.3,42.0,55.0,40,True,102870.0,97663.0,typer,conda-forge/typer,,,32671864.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5207.0,32620576.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2461867.0,2.0,,,,,,,,,,,,,,,,,, +44,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 00:18:46.000,2024-06-06 13:50:10.000,2024-06-06 13:22:26,12392.0,263.0,1486,83.0,8011.0,212.0,1682.0,9576,2024-05-28 19:30:23.000,0.18.15,271.0,427.0,40,True,92.0,,great_expectations,conda-forge/great-expectations,,,20958075.0,https://pypi.org/project/great_expectations,2024-05-28 17:10:04.000,92.0,20941568.0,https://anaconda.org/conda-forge/great-expectations,2024-05-29 01:57:36.407,808847.0,2.0,,,,,,,,,,,,,,,,,, +45,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 03:41:08.000,2024-05-10 17:37:05.000,2024-02-11 03:17:05,3994.0,,1979,314.0,784.0,1047.0,801.0,8888,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,40,True,99297.0,96506.0,paramiko,conda-forge/paramiko,,,57800674.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2791.0,57702419.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4618021.0,2.0,,,,,,-1.0,,,,,,,,,,,, +46,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-21 11:09:09.000,2024-05-21 11:09:01,1109.0,7.0,1414,229.0,496.0,17.0,641.0,7585,2024-05-21 11:07:36.000,1.1.1,43.0,124.0,40,True,221421.0,221414.0,PyMySQL,conda-forge/pymysql,,,49652150.0,https://pypi.org/project/PyMySQL,2024-05-21 11:03:41.000,7.0,49622585.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1389569.0,2.0,,,,,,,,,,,,,,,,,, +47,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 21:32:24.000,2024-06-06 09:17:25.264,2024-06-06 02:00:13,3330.0,30.0,620,80.0,1068.0,176.0,1051.0,6917,2024-06-06 02:01:31.000,3.21.3,176.0,209.0,40,True,142935.0,140719.0,marshmallow,conda-forge/marshmallow,,,49020211.0,https://pypi.org/project/marshmallow,2024-06-06 02:01:31.000,2216.0,48968894.0,https://anaconda.org/conda-forge/marshmallow,2024-06-06 09:17:25.264,2463249.0,2.0,,,,,,,,,,,,,,,,,, +48,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 06:48:26.000,2024-06-06 10:05:56.000,2024-05-02 13:00:20,1519.0,20.0,406,63.0,740.0,414.0,489.0,3705,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,451560.0,445604.0,joblib,conda-forge/joblib,,,54771911.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5956.0,54210399.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,26391087.0,2.0,,,,,,,,,,,,,,,,,, +49,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 17:21:10.000,2024-06-06 11:49:35.000,2024-06-04 17:23:56,5411.0,108.0,1020,109.0,4073.0,1145.0,3176.0,3450,2024-05-13 03:40:23.000,2024.5.0,92.0,498.0,40,True,30313.0,27278.0,xarray,conda-forge/xarray,,,5530066.0,https://pypi.org/project/xarray,2024-05-13 03:40:23.000,3035.0,5317038.0,https://anaconda.org/conda-forge/xarray,2024-05-13 13:50:20.005,10012320.0,2.0,,,,,,,,,,,,,,,,,, +50,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-06-03 23:10:46.000,2024-06-03 23:10:40,1228.0,26.0,275,27.0,187.0,47.0,299.0,2128,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,1003292.0,998459.0,pyparsing,conda-forge/pyparsing,,10515.0,117031983.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4833.0,115648506.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,44266401.0,1.0,,,,,,,,,,,,,,,,,, +51,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 16:45:08.000,2024-06-06 13:47:10.000,2024-06-04 00:48:19,2342.0,41.0,336,22.0,932.0,256.0,432.0,925,2024-06-04 00:49:10.000,2024.6.0,81.0,242.0,40,True,127030.0,125429.0,fsspec,conda-forge/fsspec,,,263020824.0,https://pypi.org/project/fsspec,2024-06-04 00:49:10.000,1601.0,262672443.0,https://anaconda.org/conda-forge/fsspec,2024-06-04 10:58:01.226,17070696.0,1.0,,,,,,,,,,,,,,,,,, +52,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 21:35:07.000,2024-06-01 08:58:13.000,2024-04-05 20:21:26,304.0,11.0,1427,371.0,192.0,152.0,192.0,26466,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,36405.0,34132.0,fire,conda-forge/fire,,,6955530.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2273.0,6932477.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,945211.0,2.0,,,,,,,,,,,,,,,,,, +53,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 10:53:48.000,2024-06-04 11:18:12.000,2024-05-26 02:37:55,1867.0,33.0,1391,207.0,901.0,207.0,954.0,9590,2024-05-01 07:14:48.000,1.16.2,79.0,315.0,39,True,16874.0,16657.0,rq,conda-forge/rq,,,1431145.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,217.0,1428662.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,106800.0,2.0,,,,,,,,,,,,,,,,,, +54,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 22:12:08.000,2024-06-05 22:32:10.000,2024-06-04 14:49:53,2754.0,12.0,708,149.0,768.0,616.0,561.0,9041,2024-06-04 14:50:57.000,3.0.46,130.0,229.0,39,True,2631.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,51676344.0,https://pypi.org/project/prompt_toolkit,2024-06-04 14:49:36.000,2631.0,51172000.0,https://anaconda.org/conda-forge/prompt-toolkit,2024-06-05 10:34:50.757,23199854.0,2.0,,,,,,,,,,,,,,,,,, +55,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 20:23:27.000,2024-05-27 08:10:35.000,2023-09-30 22:03:06,1402.0,,663,135.0,676.0,104.0,399.0,8590,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,110779.0,108861.0,arrow,conda-forge/arrow,,,30413047.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1918.0,30311444.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4876977.0,1.0,,,,,,,,,,,,,,,,,, +56,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 20:08:03.000,2024-06-05 20:59:39.000,2024-05-30 18:50:15,1770.0,20.0,3224,139.0,913.0,99.0,1241.0,6504,2024-01-08 22:11:24.000,29.0.0,95.0,195.0,39,True,1261.0,,kubernetes,conda-forge/kubernetes,,,30228676.0,https://pypi.org/project/kubernetes,2024-05-30 23:41:25.000,1261.0,30218504.0,https://anaconda.org/conda-forge/kubernetes,2024-05-30 13:05:16.135,498451.0,2.0,,,,,,,,,,,,,,,,,, +57,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 05:15:14.000,2024-06-03 20:21:58.000,2024-06-02 00:18:59,1673.0,29.0,266,43.0,541.0,24.0,289.0,3534,2024-01-08 15:47:19.000,10.2.0,45.0,117.0,39,True,228142.0,224715.0,more-itertools,conda-forge/more-itertools,,2965.0,81832654.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3427.0,81519465.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,15031519.0,1.0,,,,,,,,,,,,,,,,,, +58,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 15:11:38.000,2024-05-26 17:47:31.000,2024-05-12 08:30:43,2891.0,3.0,475,64.0,220.0,62.0,515.0,2707,2024-01-10 11:31:14.000,3.20.0,49.0,149.0,39,True,99195.0,97885.0,pycryptodomex,conda-forge/pycryptodomex,,539.0,35549639.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1310.0,35514165.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1667117.0,2.0,,,,,,,,,,,,,,,,,, +59,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-06-04 21:56:16.000,2024-05-13 18:58:19,2173.0,73.0,148,22.0,169.0,65.0,450.0,1208,2024-05-13 19:02:36.000,25.2.1,198.0,122.0,39,True,122343.0,119492.0,keyring,conda-forge/keyring,,,54555351.0,https://pypi.org/project/keyring,2024-05-13 19:02:24.000,2851.0,54452910.0,https://anaconda.org/conda-forge/keyring,2024-05-14 19:45:42.894,4814740.0,2.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-06-06 13:01:26.000,2024-06-04 20:27:44,1851.0,61.0,285,52.0,1280.0,47.0,612.0,716,2024-06-04 21:20:23.000,3.24.0,167.0,158.0,39,True,30758.0,29875.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,47649639.0,https://pypi.org/project/google-cloud-bigquery,2024-06-04 21:20:23.000,883.0,47588190.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-06-05 07:58:36.332,2888105.0,2.0,,,,,,,,,,,,,,,,,, +61,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 15:06:38.000,2024-05-31 09:54:17.000,2024-05-20 08:18:49,4118.0,13.0,2375,474.0,2302.0,131.0,883.0,17434,2024-05-20 08:20:01.000,3.5.1,82.0,616.0,38,True,2575.0,2433.0,luigi,luigi,,,478073.0,https://pypi.org/project/luigi,2024-05-20 08:19:17.000,139.0,477929.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14459.0,2.0,,,,,,1.0,,stable/luigi,,,,,,3.0,,,, +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 10:29:56.000,2024-06-06 12:05:33.000,2024-06-06 05:07:52,3232.0,73.0,872,105.0,1794.0,269.0,1555.0,9421,2024-05-27 16:32:42.000,0.19.6,53.0,227.0,38,True,2531.0,2423.0,kedro,,,,555245.0,https://pypi.org/project/kedro,2024-05-27 16:32:42.000,108.0,555245.0,,,,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 02:38:00.000,2024-06-06 09:10:09.000,2024-06-05 15:37:37,6731.0,149.0,1519,137.0,4581.0,524.0,4711.0,9096,2024-06-05 19:49:15.000,1.7.16,259.0,316.0,38,True,5113.0,5078.0,dbt,conda-forge/dbt,,4083.0,50273.0,https://pypi.org/project/dbt,2024-06-04 20:06:07.000,35.0,47162.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,261265.0,2.0,,,,,,,,,,,,,,,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 05:35:17.000,2024-05-09 16:57:36.000,2024-04-29 04:31:22,365.0,4.0,412,35.0,240.0,57.0,236.0,7222,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,821026.0,811832.0,python-dotenv,conda-forge/python-dotenv,,,70172140.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9194.0,70097077.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3527996.0,1.0,,,,,,,,,,,,,,,,,, +65,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 23:43:14.000,2024-06-06 03:34:34.000,2024-05-03 14:44:05,656.0,19.0,197,34.0,97.0,8.0,389.0,5693,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,100091.0,97713.0,orjson,conda-forge/orjson,,,32073780.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2378.0,32047714.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1277253.0,2.0,,,,,,,,,,,,,,,,,, +66,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 20:43:46.000,2024-06-06 03:34:13.000,2024-06-05 20:51:04,8193.0,430.0,540,82.0,6267.0,262.0,2641.0,4375,2024-04-30 18:01:25.000,9.0.0,95.0,306.0,38,True,1650.0,1583.0,ibis-framework,conda-forge/ibis-framework,,147.0,199872.0,https://pypi.org/project/ibis-framework,2024-06-02 00:02:36.000,67.0,192683.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-13 17:19:49.424,344853.0,2.0,,,,,,,,,,,,,,,,,, +67,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 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,6.0,1224,137.0,1122.0,382.0,1346.0,4175,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,38,True,24530.0,24141.0,mongoengine,conda-forge/mongoengine,,,1092948.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,389.0,1087245.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,250956.0,2.0,,,,,,,,,,,,,,,,,, +68,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 15:18:06.000,2024-06-06 00:08:25.000,2024-06-05 19:39:00,5653.0,100.0,1085,240.0,1654.0,7.0,,4067,2024-06-04 19:31:04.000,4.7.3,142.0,214.0,38,True,3992.0,,pymongo,conda-forge/pymongo,,,29202342.0,https://pypi.org/project/pymongo,2024-06-04 19:28:26.000,3992.0,29164142.0,https://anaconda.org/conda-forge/pymongo,2024-06-05 09:38:50.482,1795428.0,2.0,,,,,,,,,,,,,,,,,, +69,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 01:39:02.000,2024-06-05 23:07:45.284,2024-06-05 15:39:27,2464.0,74.0,670,62.0,1631.0,39.0,1086.0,3830,2024-06-05 16:04:04.000,3.8.0,152.0,151.0,38,True,1703.0,1606.0,awswrangler,conda-forge/awswrangler,['pandas'],238396.0,45822822.0,https://pypi.org/project/awswrangler,2024-06-05 15:46:34.000,97.0,45808305.0,https://anaconda.org/conda-forge/awswrangler,2024-06-05 23:07:45.284,499006.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +70,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 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,,497,71.0,306.0,26.0,1276.0,3245,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,742884.0,739417.0,psycopg2,psycopg2,,,16566072.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3433.0,16563267.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,288950.0,2.0,,,,,,,,,,,,,,34.0,,,, +71,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 22:01:56.000,2024-05-11 19:07:57.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,181.0,34.0,325.0,3152,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,824025.0,821959.0,pycparser,conda-forge/pycparser,,,243563030.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2066.0,242741283.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,39443857.0,2.0,,,,,,,,,,,,,,,,,, +72,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 17:36:44.000,2024-05-29 10:27:06.000,2023-11-25 05:24:37,1628.0,,475,90.0,310.0,157.0,329.0,2545,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,38,True,388068.0,386456.0,pexpect,conda-forge/pexpect,,4374.0,72894036.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1612.0,72455422.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,19297521.0,1.0,,,,,,,,,,,,,,,,,, +73,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-06-05 07:55:06.000,2023-11-14 16:25:37,322.0,,495,54.0,271.0,284.0,329.0,2450,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1242454.0,1205788.0,pyyaml,conda-forge/pyyaml,,,320070205.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36666.0,319063581.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,45298091.0,1.0,,,,,,,,,,,,,,,,,, +74,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 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,,285,38.0,247.0,183.0,212.0,1170,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,38,True,333264.0,327716.0,future,conda-forge/future,,,41571792.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5548.0,41268730.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13334755.0,1.0,,,,,,,,,,,,,,,,,, +75,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 02:03:55.000,2024-06-03 03:58:59.000,2024-06-03 03:58:52,654.0,52.0,153,26.0,675.0,7.0,132.0,1159,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,228087.0,226809.0,bcrypt,conda-forge/bcrypt,,,61101297.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1278.0,60992278.0,https://anaconda.org/conda-forge/bcrypt,2024-05-17 19:12:47.811,5014910.0,3.0,,,,,,,,,,,,,,,,,, +76,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 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,5.0,197,28.0,610.0,100.0,201.0,604,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,446065.0,444735.0,traitlets,conda-forge/traitlets,,348.0,45521058.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1330.0,44900299.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27933573.0,1.0,,,,,,,,,,,,,,,,,, +77,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 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,112.0,1176,335.0,248.0,,469.0,13455,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,37,True,1094.0,1083.0,tink,,,1103.0,419505.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,419218.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,274.0,,,,,,,,tink-crypto/tink,,,,, +78,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 14:26:53.000,2024-06-05 01:52:55.000,2024-06-05 01:52:54,435.0,59.0,606,150.0,404.0,233.0,155.0,13333,2024-06-04 03:29:51.000,0.0.19,22.0,77.0,37,True,12890.0,12525.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1383486.0,https://pypi.org/project/sqlmodel,2024-06-04 03:29:51.000,365.0,1382561.0,https://anaconda.org/conda-forge/sqlmodel,2024-06-04 09:06:43.756,31471.0,2.0,,,,,,1.0,,,,,,,,,,,, +79,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 04:14:54.000,2024-05-19 18:57:50.000,2023-10-22 20:53:42,936.0,,531,226.0,259.0,105.0,259.0,10097,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,134287.0,133003.0,uvloop,conda-forge/uvloop,,445.0,18044495.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1284.0,18027987.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,726179.0,1.0,,,,,,,,,,,,,,,,,, +80,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 21:35:05.000,2024-06-05 18:09:36.000,2024-06-03 17:59:08,2936.0,121.0,642,115.0,3158.0,701.0,3506.0,9537,2024-05-15 10:28:54.000,0.30.0,97.0,129.0,37,True,1560.0,1513.0,modin,conda-forge/modin-core,['pandas'],196841.0,1407410.0,https://pypi.org/project/modin,2024-05-15 10:21:13.000,47.0,1395167.0,https://anaconda.org/conda-forge/modin-core,2024-05-15 15:08:24.901,331506.0,2.0,,,,,,,,,,,,,,,,,, +81,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 13:00:26.000,2024-06-06 12:13:24.000,2024-03-08 23:30:02,2179.0,1.0,1381,146.0,978.0,305.0,1196.0,5500,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26437.0,25748.0,kafka-python,conda-forge/kafka-python,,1840.0,13151570.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,689.0,13146353.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,442228.0,2.0,,,,,,,,,,,,,,,,,, +82,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 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4545,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,158685.0,157295.0,toolz,conda-forge/toolz,,,34886875.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1390.0,34430839.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20521650.0,2.0,,,,,,,,,,,,,,,,,, +83,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 16:19:39.000,2024-05-30 18:51:27.000,2024-05-30 17:51:31,1088.0,41.0,798,427.0,472.0,48.0,1264.0,3787,2024-04-30 15:38:52.000,8.13.1,40.0,140.0,37,True,10737.0,10396.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,205.0,4502867.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,341.0,4502863.0,https://anaconda.org/anaconda/elasticsearch-dsl,,,2.0,,,,,,,,,,,,,,,,,, +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 21:42:52.000,2024-06-04 12:09:58.000,2024-05-16 03:46:26,2771.0,19.0,1255,194.0,1263.0,174.0,1889.0,3462,2023-11-17 18:40:04.000,4.3.0,43.0,236.0,37,True,4552.0,4374.0,netmiko,,,,320680.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,178.0,320680.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-24 01:59:34.000,2024-05-24 01:59:28,1014.0,3.0,173,23.0,166.0,182.0,335.0,2179,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,164703.0,161836.0,dill,conda-forge/dill,,291928.0,59774064.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2867.0,59629587.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6825495.0,2.0,,,,,,,,,,,,,,,,,, +86,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 22:33:48.000,2024-05-31 08:12:51.000,2024-05-31 08:12:46,870.0,20.0,201,60.0,113.0,6.0,370.0,2157,2024-04-02 09:09:24.000,2.10.0,54.0,78.0,37,True,77279.0,76423.0,numexpr,conda-forge/numexpr,,645.0,4073419.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,856.0,3903126.0,https://anaconda.org/conda-forge/numexpr,2024-05-27 12:32:10.396,8173729.0,2.0,,,,,,,,,,,,,,,,,, +87,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 02:55:59.000,2024-05-20 14:35:46.452,2024-05-20 10:47:44,551.0,44.0,271,25.0,130.0,15.0,152.0,1838,2024-05-20 10:49:25.000,2.12.1,49.0,68.0,37,True,72259.0,71278.0,emoji,conda-forge/emoji,,,4099202.0,https://pypi.org/project/emoji,2024-05-20 10:49:25.000,981.0,4097569.0,https://anaconda.org/conda-forge/emoji,2024-05-20 14:35:46.452,75156.0,1.0,,,,,,,,,,,,,,,,,, +88,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 21:07:18.000,2024-06-04 08:29:33.000,2024-06-03 19:10:45,988.0,33.0,128,26.0,354.0,60.0,293.0,1648,2024-05-26 22:02:16.000,4.4.0,52.0,51.0,37,True,307394.0,305931.0,anyio,conda-forge/anyio,,,74397918.0,https://pypi.org/project/anyio,2024-05-26 22:02:13.000,1463.0,74111288.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,14044902.0,1.0,,,,,,,,,,,,,,,,,, +89,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 21:12:01.000,2024-06-05 11:16:22.000,2023-12-21 21:58:06,987.0,,240,53.0,163.0,31.0,218.0,1607,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,37,True,388513.0,387394.0,greenlet,conda-forge/greenlet,,,99947078.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1119.0,99739133.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9981366.0,1.0,,,,,,,,,,,,,,,,,, +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 07:24:51.054,2024-05-22 09:55:41.000,2024-03-27 00:12:53,531.0,1.0,269,29.0,109.0,111.0,186.0,967,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2188922.0,2164915.0,six,conda-forge/six,,,322397992.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,24007.0,321820868.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,55981050.0,2.0,,,,,,,,,,,,,,,,,, +91,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 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1937,464.0,554.0,481.0,1312.0,14668,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,300.0,21.0,fabric,conda-forge/fabric,,,6515358.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,279.0,6513071.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,93804.0,3.0,,,,,,,,,,,,,,,,,, +92,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-25 18:41:59.000,2024-05-25 18:40:33,398.0,3.0,948,211.0,189.0,156.0,300.0,11566,2024-05-25 18:41:59.000,1.2.2,27.0,60.0,36,True,35948.0,35292.0,schedule,conda-forge/schedule,,,2344144.0,https://pypi.org/project/schedule,2024-05-25 18:41:59.000,656.0,2342727.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,58122.0,3.0,,,,,,,,,,,,,,,,,, +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 00:48:48.000,2024-05-22 15:17:31.000,2024-05-22 15:17:17,2439.0,4.0,1231,231.0,483.0,161.0,1024.0,8279,2022-12-24 01:04:06.789,4.2.5,51.0,178.0,36,True,10839.0,10719.0,supervisor,conda-forge/supervisor,,,1524871.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,120.0,1517829.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,309869.0,2.0,,,,,,,,,,,,,,,,,, +94,docopt,docopt/docopt,Create *beautiful* command-line interfaces with Python.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-05-22 11:23:25.000,2018-08-27 18:02:16,447.0,,562,162.0,112.0,265.0,187.0,7898,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,122291.0,119009.0,docopt,conda-forge/docopt,,,11210890.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3282.0,11189256.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2120157.0,2.0,,,,,,,,,,,,,,,,,, +95,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 12:00:17.000,2024-05-24 15:13:02.787,2024-05-23 16:04:24,1466.0,2.0,681,134.0,395.0,191.0,461.0,6323,2024-05-23 16:13:30.000,4.0.1,48.0,148.0,36,True,153579.0,151210.0,watchdog,conda-forge/watchdog,,,22144742.0,https://pypi.org/project/watchdog,2024-05-23 16:11:28.000,2369.0,22082590.0,https://anaconda.org/conda-forge/watchdog,2024-05-24 15:13:02.787,2983335.0,2.0,,,,,,,,,,,,,,,,,, +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 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,9.0,586,135.0,337.0,32.0,227.0,4541,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,36,True,97956.0,97785.0,tablib,conda-forge/tablib,,,1918317.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1915977.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,98313.0,1.0,,,,,,,,,,,,,,,,,, +97,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 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,1.0,624,115.0,131.0,15.0,930.0,3523,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,36,True,79519.0,77883.0,xlsxwriter,conda-forge/xlsxwriter,,,21722020.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1636.0,21655103.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3278952.0,3.0,,,,,,,,,,,,,,,,,, +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 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3458,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,982107.0,971267.0,colorama,conda-forge/colorama,,,174092506.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10840.0,173772922.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,31319284.0,2.0,,,,,,,,,,,,,,,,,, +99,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-06-04 08:32:23.469,2024-06-03 10:58:06,2711.0,25.0,485,123.0,577.0,344.0,1525.0,2868,2024-06-03 11:10:21.000,0.31.4,166.0,65.0,36,True,31619.0,31471.0,xlwings,conda-forge/xlwings,,17368.0,178799.0,https://pypi.org/project/xlwings,2024-06-03 11:10:21.000,148.0,162741.0,https://anaconda.org/conda-forge/xlwings,2024-06-04 08:32:23.469,770822.0,1.0,,,,,,,,,,,,,,,,,, +100,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 03:02:53.000,2024-06-05 03:56:36.000,2024-04-24 20:13:10,1807.0,7.0,229,20.0,153.0,111.0,953.0,2537,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,36,True,224983.0,223532.0,alembic,conda-forge/alembic,,,40966455.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1451.0,40862166.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4693031.0,2.0,,,,,,-2.0,,,,,,,,,,,, +101,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 03:21:47.000,2024-05-17 22:54:29.000,2024-04-08 22:57:11,1121.0,31.0,214,26.0,174.0,60.0,227.0,1928,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11667.0,10838.0,deepdiff,conda-forge/deepdiff,,,11795434.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,829.0,11786312.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,437891.0,1.0,,,,,,,,,,,,,,,,,, +102,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 14:49:40.000,2024-06-06 08:43:18.000,2024-06-04 20:43:56,1934.0,71.0,258,44.0,1105.0,329.0,443.0,1369,2024-05-26 19:23:22.000,2.18.2,79.0,98.0,36,True,4789.0,3890.0,zarr,conda-forge/zarr,,,678070.0,https://pypi.org/project/zarr,2024-05-26 19:23:22.000,899.0,611936.0,https://anaconda.org/conda-forge/zarr,2024-05-27 03:18:32.697,3108328.0,2.0,,,,,,,,,,,,,,,,,, +103,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 03:59:23.000,2024-06-02 23:53:45.000,2024-06-02 23:53:30,1511.0,93.0,167,33.0,189.0,70.0,247.0,1223,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1243.0,,jsonpickle,conda-forge/jsonpickle,,,12242665.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1243.0,12196823.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1742012.0,2.0,,,,,,,,,,,,,,,,,, +104,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-05-17 15:39:23.000,2024-03-22 15:16:53,1393.0,7.0,319,33.0,337.0,203.0,240.0,1219,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31301.0,30439.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,7266281.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,862.0,7254374.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,583448.0,2.0,,,,,,,,,,,,,,,,,, +105,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-06-04 13:23:40.061,2024-06-04 00:56:30,1043.0,14.0,267,20.0,412.0,138.0,330.0,827,2024-06-04 00:57:29.000,2024.6.0,71.0,139.0,36,True,19237.0,18285.0,s3fs,conda-forge/s3fs,,,262151123.0,https://pypi.org/project/s3fs,2024-06-04 00:57:29.000,952.0,262001579.0,https://anaconda.org/conda-forge/s3fs,2024-06-04 13:23:40.061,6879068.0,2.0,,,,,,,,,,,,,,,,,, +106,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 21:24:48.000,2024-06-04 17:21:07.000,2024-06-04 17:10:48,765.0,51.0,44,4.0,44.0,4.0,72.0,52,2024-06-04 17:21:17.000,3.19.2,55.0,28.0,36,False,689199.0,686930.0,zipp,conda-forge/zipp,,,212230510.0,https://pypi.org/project/zipp,2024-06-04 17:21:07.000,2269.0,211374522.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,38519475.0,2.0,,,,,,1.0,,,,,,,,,,,, +107,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 18:28:58.000,2024-06-03 14:07:25.000,2024-06-03 14:07:21,97.0,65.0,1830,229.0,3082.0,717.0,2893.0,13204,2024-06-02 16:19:06.000,5.0.5,186.0,19.0,35,False,12293.0,11766.0,pysimplegui,conda-forge/pysimplegui,,,812932.0,https://pypi.org/project/pysimplegui,2024-06-02 16:19:06.000,527.0,810349.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,149827.0,2.0,,,,,,,,,,,,,,,,,, +108,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-06-01 22:31:23.484,2024-05-31 23:56:19,1473.0,6.0,495,134.0,237.0,6.0,472.0,6871,2024-06-05 10:48:15.000,2.0.7,45.0,98.0,35,True,15516.0,14796.0,sh,conda-forge/sh,,,7188752.0,https://pypi.org/project/sh,2024-06-01 16:36:54.000,720.0,7184073.0,https://anaconda.org/conda-forge/sh,2024-06-01 22:31:23.484,205877.0,3.0,,,,,,,,,,,,,,,,,, +109,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 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6447,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7600.0,7253.0,boltons,conda-forge/boltons,,30.0,4470135.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,347.0,4366208.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4988532.0,2.0,,,,,,,,,,,,,,,,,, +110,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-06-01 23:28:16.000,2023-12-16 21:30:31,835.0,,363,68.0,292.0,242.0,322.0,6105,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,29208.0,28005.0,pendulum,conda-forge/pendulum,,649.0,48445315.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1203.0,48423926.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,1005016.0,2.0,,,,,,,,,,,,,,,,,, +111,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 14:38:21.000,2024-05-18 17:32:54.000,2024-05-03 21:43:51,225.0,4.0,461,106.0,101.0,95.0,164.0,5404,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,69912.0,67046.0,xmltodict,conda-forge/xmltodict,,,47634796.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2866.0,47592422.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3983231.0,2.0,,,,,,,,,,,,,,,,,, +112,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 16:52:10.000,2024-06-03 06:25:22.000,2024-06-03 06:25:22,1244.0,50.0,351,44.0,528.0,542.0,537.0,4318,2024-06-01 10:01:11.000,0.21.3,156.0,134.0,35,True,7917.0,7757.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,142652.0,https://pypi.org/project/tortoise-orm,2024-06-01 10:01:11.000,160.0,142652.0,https://anaconda.org/conda-forge/tortoise-orm,,,2.0,,,,,,,,,,,,,,,,,, +113,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-06-04 12:32:22.000,2024-04-16 21:51:23,517.0,3.0,553,122.0,232.0,54.0,1001.0,2869,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,58581.0,57598.0,pyodbc,conda-forge/pyodbc,,,25188973.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,983.0,25158430.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1343915.0,2.0,,,,,,,,,,,,,,,,,, +114,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-29 07:43:12.000,2024-05-26 08:21:47,344.0,13.0,274,46.0,123.0,17.0,193.0,2562,2022-06-07 20:16:57.000,0.4.27,28.0,63.0,35,True,59496.0,58077.0,python-magic,conda-forge/python-magic,,,9170355.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1419.0,9164393.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,262333.0,2.0,,,,,,,,,,,,,,,,,, +115,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 21:34:44.000,2024-06-05 20:18:24.000,2024-06-05 20:18:23,1802.0,21.0,209,92.0,279.0,,,2348,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,91807.0,91245.0,motor,conda-forge/motor,,,1980359.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,562.0,1978805.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,68398.0,2.0,,,,,,,,,,,,,,,,,, +116,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 18:56:16.000,2024-05-22 15:53:04.000,2024-05-20 13:54:43,1591.0,1.0,477,46.0,645.0,363.0,427.0,2264,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,35,True,10015.0,,python-dateutil,conda-forge/python-dateutil,,35116.0,363178439.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,10015.0,361527083.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,57786419.0,2.0,,,,,,,,,,,,,,,,,, +117,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 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1992,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,341182.0,340172.0,pyrsistent,conda-forge/pyrsistent,,,41532185.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1010.0,41090856.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20742492.0,1.0,,,,,,,,,,,,,,,,,, +118,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 08:24:41.000,2024-05-14 07:22:59.591,2024-05-07 13:01:54,887.0,16.0,223,47.0,308.0,4.0,289.0,1854,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1891.0,,msgpack,conda-forge/msgpack-python,,1316.0,71582713.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1891.0,71217266.0,https://anaconda.org/conda-forge/msgpack-python,2024-05-14 07:22:59.591,16078933.0,2.0,,,,,,,,,,,,,,,,,, +119,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 15:37:34.000,2024-06-05 10:15:28.000,2024-05-12 21:49:06,772.0,4.0,124,35.0,222.0,53.0,213.0,1380,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54530.0,53212.0,argcomplete,conda-forge/argcomplete,,364.0,28948373.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1318.0,28913299.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1648370.0,2.0,,,,,,,,,,,,,,,,,, +120,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 09:51:03.000,2024-05-12 09:27:24.000,2024-04-17 03:25:22,1331.0,51.0,191,51.0,211.0,87.0,374.0,1213,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3715.0,3671.0,petl,conda-forge/petl,,,1595368.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,1590559.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,230872.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +121,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 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,41.0,122.0,149.0,272.0,1151,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,40476.0,40188.0,py4j,conda-forge/py4j,,,51431922.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,288.0,51370277.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5794694.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +122,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 08:16:32.000,2024-05-28 10:59:44.567,2024-05-25 02:52:23,440.0,86.0,146,13.0,206.0,1.0,172.0,923,2024-05-25 02:59:11.000,0.28.3,53.0,54.0,35,True,127965.0,120883.0,validators,conda-forge/validators,,40.0,8559983.0,https://pypi.org/project/validators,2024-05-25 02:57:32.000,7082.0,8546199.0,https://anaconda.org/conda-forge/validators,2024-05-28 10:59:44.567,647787.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +123,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 00:29:27.000,2024-06-06 06:37:35.000,2024-06-04 00:38:48,312.0,16.0,100,16.0,215.0,15.0,96.0,699,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,449313.0,447209.0,filelock,conda-forge/filelock,,,141661880.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2104.0,141288698.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,18285961.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +124,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 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,506767.0,505145.0,pyasn1,conda-forge/pyasn1,,,210234670.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1622.0,208616437.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14564099.0,2.0,,,,,,,,,,,,,,,,,, +125,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 23:19:42.000,2024-05-23 19:36:45.000,2024-05-23 19:36:10,615.0,10.0,127,19.0,244.0,51.0,36.0,203,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,35,True,289108.0,288434.0,s3transfer,conda-forge/s3transfer,,,335368539.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,674.0,335368539.0,https://anaconda.org/conda-forge/s3transfer,,,2.0,,,,,,,,,,,,,,,,,, +126,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 20:59:09.000,2024-05-28 08:18:52.000,2024-05-28 08:18:52,1076.0,53.0,521,92.0,200.0,16.0,445.0,5448,2024-05-14 15:30:09.000,0.9.1,48.0,78.0,34,True,3652.0,3480.0,transitions,conda-forge/transitions,,,618515.0,https://pypi.org/project/transitions,2024-05-14 15:30:09.000,172.0,604830.0,https://anaconda.org/conda-forge/transitions,2024-05-14 19:08:25.982,656920.0,1.0,,,,,,,,,,,,,,,,,, +127,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 20:00:51.000,2024-06-01 04:59:39.000,2024-06-01 04:59:38,923.0,12.0,363,88.0,284.0,28.0,319.0,4261,2024-05-14 02:00:27.000,5.10.0,38.0,88.0,34,True,2185.0,,ujson,conda-forge/ujson,,,21456808.0,https://pypi.org/project/ujson,2024-05-14 02:00:27.000,2185.0,21355630.0,https://anaconda.org/conda-forge/ujson,2024-05-15 14:37:47.772,4856576.0,3.0,,,,,,,,,,,,,,,,,, +128,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 03:01:23.000,2024-05-12 10:49:37.021,2024-05-12 06:37:14,515.0,17.0,331,22.0,143.0,34.0,138.0,3987,2024-05-12 06:45:10.000,5.2.0,91.0,24.0,34,True,32346.0,31549.0,gdown,conda-forge/gdown,,,1541733.0,https://pypi.org/project/gdown,2024-05-12 06:45:10.000,797.0,1535822.0,https://anaconda.org/conda-forge/gdown,2024-05-12 10:49:37.021,283759.0,2.0,,,,,,,,,,,,,,,,,, +129,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 22:47:25.000,2024-05-28 20:11:34.000,2024-05-28 20:11:34,562.0,5.0,786,72.0,437.0,107.0,442.0,3823,2024-02-14 15:55:57.000,0.20.0,50.0,148.0,34,True,1489.0,,prometheus_client,conda-forge/prometheus_client,,,36040693.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1489.0,35702538.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16569631.0,2.0,,,,,,,,,,,,,,,,,, +130,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 10:55:25.000,2024-05-21 19:58:17.000,2024-03-01 17:30:12,335.0,,258,51.0,211.0,130.0,200.0,3722,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,23506.0,23347.0,databases,conda-forge/databases,,,717806.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,717806.0,https://anaconda.org/conda-forge/databases,,,2.0,,,,,,,,,,,,,,,,,, +131,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-06-01 00:54:26.000,2024-05-28 16:33:26,762.0,18.0,287,34.0,535.0,120.0,390.0,3577,2024-03-18 20:33:02.000,3.2.5,87.0,125.0,34,True,8977.0,8562.0,dynaconf,conda-forge/dynaconf,,,2878210.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,415.0,2876437.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,78017.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +132,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 03:06:38.000,2024-06-05 01:20:20.978,2024-06-04 20:13:24,1658.0,25.0,412,87.0,114.0,10.0,172.0,3427,2024-06-04 20:22:13.000,8.13.38,247.0,31.0,34,True,533.0,,phonenumbers,conda-forge/phonenumbers,,,7028584.0,https://pypi.org/project/phonenumbers,2024-06-04 20:22:13.000,533.0,7003740.0,https://anaconda.org/conda-forge/phonenumbers,2024-06-05 01:20:20.978,919243.0,1.0,,,,,,,,,,,,,,,,,, +133,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 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3116,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16742.0,16084.0,cerberus,conda-forge/cerberus,,,4526480.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,658.0,4513902.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,377343.0,2.0,,,,,,,,,,,,,,,,,, +134,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 13:05:52.000,2024-05-31 05:19:43.000,2024-05-08 22:44:21,1078.0,25.0,378,48.0,401.0,64.0,327.0,3106,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,34,True,509.0,,smart-open,conda-forge/smart_open,,,24815116.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,509.0,24762986.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2450139.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +135,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-05-30 04:10:57.000,2024-05-20 17:07:37,1282.0,8.0,181,52.0,331.0,133.0,225.0,2765,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,34,True,6764.0,6475.0,plumbum,conda-forge/plumbum,,,2916460.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,289.0,2891294.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1006676.0,3.0,,,,,,,,,,,,,,,,,, +136,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 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,1.0,466,133.0,572.0,323.0,379.0,2475,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,34,True,29287.0,28259.0,dateparser,conda-forge/dateparser,,,7219031.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1028.0,7214403.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,222171.0,2.0,,,,,,,,,,,,,,,,,, +137,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 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2421,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,34,True,167276.0,166478.0,mysqlclient,conda-forge/mysqlclient,,5295.0,8299689.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,798.0,8291757.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,370208.0,2.0,,,,,,,,,,,,,,,,,, +138,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-06-02 18:36:29.000,2024-06-02 18:32:34,307.0,11.0,159,27.0,72.0,12.0,233.0,2154,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,2457.0,,cachetools,conda-forge/cachetools,,,138282953.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2457.0,138047719.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11526474.0,1.0,,,,,,,,,,,,,,,,,, +139,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,,334,65.0,124.0,22.0,181.0,1636,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,127920.0,125376.0,simplejson,conda-forge/simplejson,,6453.0,20923929.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2544.0,20856368.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3307390.0,3.0,,,,,,,,,,,,,,,,,, +140,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 16:54:42.000,2024-06-05 21:27:21.000,2024-06-05 21:27:21,828.0,83.0,225,59.0,553.0,153.0,651.0,1554,2019-06-19 22:31:20.000,3.7.4,16.0,103.0,34,True,3129.0,,typing,conda-forge/typing,,,9145968.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3129.0,9083769.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3047785.0,2.0,,,,,,,,,,,,,,,,,, +141,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 19:02:31.000,2024-05-31 17:29:34.000,2024-05-31 17:29:34,6055.0,14.0,539,77.0,1131.0,15.0,,1378,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,34,True,7238.0,7041.0,cassandra-driver,conda-forge/cassandra-driver,,,2068963.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,197.0,2064281.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,215382.0,2.0,,,,,,,,,,,,,,,,,, +142,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 19:44:46.000,2024-06-06 05:30:05.000,2024-06-06 05:29:42,4994.0,139.0,270,61.0,430.0,170.0,563.0,1283,2023-11-27 12:13:28.000,3.9.2,46.0,135.0,34,True,1352.0,,tables,conda-forge/pytables,,188.0,1129505.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1352.0,974075.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7305116.0,2.0,,,,,,,,,,,,,,,,,, +143,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 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,51.0,100,22.0,95.0,28.0,89.0,928,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,22410.0,21796.0,inflect,conda-forge/inflect,,,6027462.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,614.0,6019501.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,382143.0,1.0,,,,,,,,,,,,,,,,,, +144,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 20:16:53.000,2024-06-05 11:02:42.662,2024-06-05 07:31:17,1350.0,75.0,263,19.0,220.0,29.0,326.0,901,2024-06-05 07:29:48.000,1.5.44,155.0,61.0,34,True,7281.0,6639.0,fastcore,conda-forge/fastcore,,,1544175.0,https://pypi.org/project/fastcore,2024-06-05 07:29:48.000,642.0,1541565.0,https://anaconda.org/conda-forge/fastcore,2024-06-05 11:02:42.662,78325.0,2.0,,,,,,,,,,,,,,,,,, +145,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,,86,13.0,36.0,33.0,55.0,316,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1972430.0,1961840.0,pytz,conda-forge/pytz,,59.0,181219808.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10590.0,179974838.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,53533115.0,2.0,,,,,,,,,,,,,,,,,, +146,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 15:23:24.000,2024-06-06 11:53:47.000,2024-04-13 12:05:08,534.0,1.0,2243,390.0,482.0,376.0,189.0,35218,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1563.0,1496.0,diagrams,conda-forge/diagrams,,,1218141.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,67.0,1214267.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,189833.0,2.0,,,,,,,,,,,,,,,,,, +147,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 11:47:07.000,2024-06-06 12:22:18.000,2024-06-06 07:34:28,15948.0,238.0,7410,732.0,6082.0,1828.0,3801.0,18549,2024-05-31 05:03:47.000,1.23.0,19.0,632.0,33,True,,,micropython-_markupbase,,,79191.0,965.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,, +148,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 19:33:15.000,2024-06-04 11:58:50.000,2024-04-03 21:42:43,1878.0,1.0,599,124.0,1307.0,277.0,1121.0,8311,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,33,True,24213.0,24202.0,hydra,conda-forge/hydra-core,,,29473.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,10357.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,994048.0,2.0,,,,,,,,,,,,,,,,,, +149,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 06:17:59.000,2024-06-05 19:23:09.000,2024-06-05 04:47:51,8934.0,122.0,600,87.0,2375.0,53.0,397.0,7806,2024-06-04 20:12:58.000,3.9.9,154.0,130.0,33,True,2854.0,2850.0,hub,,,,4736.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4736.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-06-03 08:58:29.000,2024-03-14 10:25:38,497.0,1.0,261,48.0,218.0,100.0,156.0,6131,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,33,True,2350.0,,tenacity,conda-forge/tenacity,,,67418838.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2350.0,67264841.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6775888.0,2.0,,,,,,,,,,,,,,,,,, +151,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 03:00:30.000,2024-05-22 03:40:57.000,2024-05-22 03:40:38,1970.0,39.0,601,128.0,338.0,29.0,879.0,5865,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,33,True,1688.0,1649.0,csvkit,conda-forge/csvkit,,,147816.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,144747.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,113582.0,2.0,,,,,,,,,,,,,,,,,, +152,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 02:18:34.000,2024-06-01 01:32:24.000,2024-05-31 02:06:43,722.0,76.0,283,18.0,717.0,325.0,471.0,3081,2024-05-14 04:45:14.000,0.19.3,91.0,133.0,33,True,1805.0,1622.0,pandera,conda-forge/pandera-core,['pandas'],,1928470.0,https://pypi.org/project/pandera,2024-05-14 04:45:14.000,183.0,1927569.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,39658.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +153,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-06-04 09:43:44.000,2024-05-06 13:55:55,438.0,8.0,211,54.0,156.0,96.0,82.0,2846,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,10172.0,9427.0,schema,conda-forge/schema,,,18180466.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,745.0,18176768.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,173821.0,2.0,,,,,,,,,,,,,,,,,, +154,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,,149,36.0,66.0,49.0,66.0,2578,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,33,True,150634.0,148103.0,aiofiles,conda-forge/aiofiles,,,19052964.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2531.0,19028171.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1090933.0,3.0,,,,,,,,,,,,,,,,,, +155,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 14:08:50.000,2024-05-26 02:58:11.000,2024-04-26 15:15:44,1035.0,3.0,286,37.0,379.0,211.0,261.0,2403,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,33,True,22325.0,22170.0,pypika,conda-forge/pypika,,,3061535.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,155.0,3061044.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,15721.0,3.0,,,,,,,,,,,,,,,,,, +156,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 04:50:48.000,2024-05-23 12:22:47.000,2021-08-21 19:45:33,503.0,,436,96.0,163.0,3.0,,2138,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,222838.0,219815.0,xlrd,conda-forge/xlrd,,,23195892.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,3023.0,23152179.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3803052.0,2.0,,,,,,,,,,,,,,,,,, +157,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 19:22:44.000,2024-06-06 13:21:36.000,2024-06-06 13:21:35,1503.0,79.0,168,20.0,1029.0,72.0,399.0,1737,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1107.0,994.0,copier,,,,373517.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,373517.0,,,,2.0,,,,,,,,,,,,,,,,,, +158,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,,106,35.0,78.0,2.0,71.0,1464,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,33,True,85975.0,84596.0,python-slugify,conda-forge/python-slugify,,,20154356.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1379.0,20110288.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2071196.0,2.0,,,,,,,,,,,,,,,,,, +159,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 16:01:42.000,2024-06-03 22:15:30.000,2024-06-03 22:15:29,544.0,7.0,85,23.0,319.0,32.0,75.0,1237,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,33,True,22230.0,21923.0,cleo,conda-forge/cleo,,,33353074.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,307.0,33336421.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,732741.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +160,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 15:32:26.000,2024-06-04 07:06:55.000,2024-06-04 07:06:52,762.0,33.0,122,23.0,320.0,51.0,136.0,1186,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,2005.0,,pluggy,conda-forge/pluggy,,,138627068.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,2005.0,138023332.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,26564403.0,2.0,,,,,,,,,,,,,,,,,, +161,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 02:59:29.000,2024-05-27 17:16:19.000,2024-05-27 17:16:06,1310.0,45.0,144,38.0,88.0,4.0,136.0,1088,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15215.0,15010.0,path,conda-forge/path,,,1433718.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,205.0,1422499.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,549742.0,3.0,,,,,,,,,,,,,,,,,, +162,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 23:21:22.000,2024-05-23 21:00:39.000,2024-05-23 19:49:47,1279.0,5.0,99,32.0,212.0,50.0,195.0,1017,2024-02-25 01:29:56.000,1.3.8,42.0,32.0,33,True,48575.0,48161.0,Bottleneck,conda-forge/bottleneck,,,1130165.0,https://pypi.org/project/Bottleneck,2024-05-23 21:00:39.000,414.0,1036985.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4099956.0,2.0,,,,,,,,,,,,,,,,,, +163,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 13:08:20.000,2024-05-23 19:05:37.000,2024-05-15 09:50:27,1541.0,11.0,186,99.0,796.0,4.0,240.0,874,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9564.0,9503.0,neo4j-driver,conda-forge/neo4j-python-driver,,,128819.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,128819.0,https://anaconda.org/conda-forge/neo4j-python-driver,,,3.0,,,,,,,,,,,,,,,,,, +164,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,,106,24.0,58.0,16.0,93.0,822,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,579811.0,577746.0,decorator,conda-forge/decorator,,,107310649.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2065.0,107017326.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27865765.0,2.0,,,,,,,,,,,,,,,,,, +165,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 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,5.0,308,32.0,858.0,8.0,547.0,787,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,33,True,8217.0,7704.0,minio,conda-forge/minio,,,2716325.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,513.0,2712623.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,170325.0,3.0,,,,,,,,,,,,,,,,,, +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 13:07:19.000,2024-06-06 13:01:58.000,2024-06-04 14:59:04,415.0,17.0,119,60.0,433.0,37.0,311.0,424,2024-05-20 22:06:04.000,0.23.0,47.0,51.0,33,True,10408.0,10226.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,16472823.0,https://pypi.org/project/pandas-gbq,2024-05-20 22:06:04.000,182.0,16429665.0,https://anaconda.org/conda-forge/pandas-gbq,2024-05-30 19:30:23.142,1898814.0,3.0,,,,,,,,,,,,,,,,,, +167,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 09:57:11.000,2024-05-21 06:20:27.000,2024-02-14 20:05:06,355.0,,56,14.0,74.0,19.0,40.0,379,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,556932.0,555356.0,wcwidth,conda-forge/wcwidth,,,65562194.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1576.0,65031430.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,25476680.0,3.0,,,,,,,,,,,,,,,,,, +168,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 18:51:56.000,2024-05-13 16:24:43.000,2023-11-03 12:31:26,810.0,,136,24.0,97.0,49.0,141.0,320,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,111331.0,110739.0,asn1crypto,conda-forge/asn1crypto,,,81643127.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,592.0,81541920.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8501461.0,3.0,,,,,,,,,,,,,,,,,, +169,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 17:12:57.000,2024-06-06 08:23:23.000,2024-04-13 19:23:34,2808.0,2.0,650,150.0,504.0,287.0,1024.0,12466,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,32,True,3117.0,3014.0,dearpygui,,,,40527.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,103.0,40527.0,,,,2.0,,,,,,,,,,,,,,,,,, +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 23:31:13.000,2024-05-13 11:14:27.000,2023-07-24 18:53:19,697.0,,515,106.0,162.0,26.0,293.0,6590,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13920.0,13266.0,tinydb,conda-forge/tinydb,,,654000.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,654.0,649793.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,403935.0,2.0,,,,,,,,,,,,,,,,,, +171,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 21:44:10.000,2024-06-05 17:29:09.000,2024-06-03 00:59:27,8708.0,389.0,650,84.0,1506.0,186.0,721.0,4160,2024-05-08 01:33:21.000,0.4.4,68.0,272.0,32,True,32.0,3.0,toga,,,3435.0,4962.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,24.0,4783.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,8.0,,,,,,,,,,,,, +172,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 09:25:46.000,2024-06-06 13:50:46.000,2024-05-27 16:12:08,6517.0,176.0,402,40.0,2450.0,76.0,247.0,3719,2024-05-27 17:00:54.000,0.58.0,140.0,93.0,32,True,548.0,545.0,zenml,,,1.0,41701.0,https://pypi.org/project/zenml,2024-05-27 16:53:22.000,3.0,41701.0,,,,2.0,,,,,,,,,,,,,,,,,, +173,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 22:55:07.000,2024-05-09 19:42:05.505,2023-01-31 21:17:34,775.0,,429,78.0,71.0,396.0,196.0,3711,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,17740.0,17067.0,keyboard,conda-forge/keyboard,,,428383.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,673.0,427558.0,https://anaconda.org/conda-forge/keyboard,2024-05-09 19:42:05.505,29712.0,3.0,,,,,,,,,,,,,,,,,, +174,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 13:23:05.000,2024-06-05 03:48:04.000,2022-12-19 03:14:24,1998.0,,281,53.0,207.0,217.0,359.0,3647,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3448.0,3258.0,dependency-injector,conda-forge/dependency_injector,,,1094549.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1093134.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,46714.0,2.0,,,,,,,,,,,,,,,,,, +175,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 04:56:00.000,2024-05-12 14:41:30.000,2023-09-25 09:31:59,4024.0,,240,87.0,82.0,316.0,332.0,3552,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4202.0,4037.0,pony,conda-forge/pony,,107.0,177573.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,165.0,175255.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,99676.0,3.0,,,,,,,,,,,,,,,,,, +176,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,,197,34.0,53.0,24.0,166.0,3269,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,32,True,1154.0,,sortedcontainers,conda-forge/sortedcontainers,,,58637086.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1154.0,58503863.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12656197.0,1.0,,,,,,,,,,,,,,,,,, +177,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,,672,141.0,454.0,143.0,402.0,2838,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24487.0,24222.0,pandas-datareader,conda-forge/pandas-datareader,,,506771.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,265.0,502562.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,362038.0,2.0,,,,,,,,,,,,,,,,,, +178,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 15:26:24.000,2024-06-06 12:58:31.000,2024-06-06 06:19:18,1450.0,4.0,221,43.0,1241.0,68.0,569.0,2807,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,32,True,4457.0,4389.0,docarray,conda-forge/docarray,,,90603.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,68.0,85794.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,139472.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +179,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,,191,28.0,76.0,4.0,90.0,2706,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,131925.0,131272.0,python-decouple,conda-forge/python-decouple,,12.0,3915650.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,653.0,3914596.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,85427.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +180,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 02:18:35.000,2024-05-31 17:23:04.002,2024-05-29 18:48:05,841.0,5.0,427,40.0,642.0,282.0,374.0,2388,2024-05-29 18:50:28.000,6.0.1,94.0,109.0,32,True,1787.0,1707.0,pynamodb,conda-forge/pynamodb,,,2347038.0,https://pypi.org/project/pynamodb,2024-05-29 18:50:28.000,80.0,2332781.0,https://anaconda.org/conda-forge/pynamodb,2024-05-31 17:23:04.002,655824.0,3.0,,,,,,,,,,,,,,,,,, +181,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,,174,35.0,161.0,56.0,88.0,2113,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,False,1420.0,,jmespath,conda-forge/jmespath,,,185370352.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1420.0,185171308.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18909251.0,3.0,,,,,,,,,,,,,,,,,, +182,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 09:00:14.000,2024-06-06 09:37:35.000,2024-04-27 13:42:34,10054.0,88.0,927,84.0,1809.0,85.0,125.0,2019,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,182882.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,182882.0,,,,3.0,,,,,,,,,,,,,,,,,, +183,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 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,223,45.0,71.0,52.0,142.0,1992,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2119.0,,wrapt,conda-forge/wrapt,,,145863566.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2119.0,145513522.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,15401944.0,3.0,,,,,,,,,,,,,,,,,, +184,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,,214,36.0,261.0,40.0,210.0,1804,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16589.0,16053.0,voluptuous,conda-forge/voluptuous,,,2516234.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,536.0,2507680.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,367862.0,2.0,,,,,,,,,,,,,,,,,, +185,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 16:33:00.000,2024-05-15 08:43:51.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,284.0,88.0,168.0,1591,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1611.0,,cloudpickle,conda-forge/cloudpickle,,27.0,44589581.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1611.0,44223480.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,17206786.0,3.0,,,,,,,,,,,,,,,,,, +186,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-05-19 22:19:44.000,2024-01-14 23:04:32,1101.0,,220,47.0,182.0,61.0,337.0,1489,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2590.0,2514.0,pygsheets,,,,1834476.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,76.0,1834476.0,,,,3.0,,,,,,,,,,,,,,,,,, +187,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 14:00:27.000,2024-05-22 18:00:23.000,2024-05-04 19:01:20,698.0,10.0,63,16.0,249.0,2.0,60.0,1425,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,26596.0,26161.0,bidict,conda-forge/bidict,,53.0,3872691.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,435.0,3863910.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,412713.0,1.0,,,,,,,,,,,,,,,,,, +188,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 20:44:22.000,2024-06-05 20:37:28.000,2024-06-05 20:37:28,2206.0,51.0,141,41.0,444.0,107.0,269.0,989,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,32,True,2560.0,2387.0,intake,conda-forge/intake,,,79330.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,173.0,67083.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,587859.0,2.0,,,,,,,,,,,,,,,,,, +189,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 14:52:32.000,2024-06-04 23:01:33.000,2024-04-19 23:37:00,1357.0,11.0,95,20.0,831.0,23.0,133.0,396,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1320.0,,multidict,conda-forge/multidict,,6811.0,110723363.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1320.0,110436251.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12629839.0,1.0,,,,,,,,,,,,,,,,,, +190,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 00:01:36.000,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7110,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,31,True,1217.0,1171.0,records,conda-forge/records,,,191053.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,191053.0,https://anaconda.org/conda-forge/records,,,3.0,,,,,,,,,,,,,,,,,, +191,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 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,188.0,347.0,6225,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7589.0,7503.0,eel,,,,71794.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,71794.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +192,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 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,,857,168.0,746.0,19.0,963.0,5730,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,542.0,524.0,snorkel,conda-forge/snorkel,,1090.0,36079.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,34798.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,49521.0,3.0,,,,,,,,,,,,,,,,,, +193,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-06-04 16:14:17.000,2024-05-27 11:23:38,4008.0,47.0,351,39.0,364.0,161.0,561.0,3550,2024-02-25 20:40:20.000,2.9.2,215.0,115.0,31,True,135.0,119.0,pyinfra,,,,20085.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,20085.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +194,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 13:08:38.000,2024-06-04 16:13:38.000,2024-06-04 16:13:38,1817.0,46.0,106,44.0,1436.0,66.0,354.0,3343,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,615.0,556.0,returns,conda-forge/returns,,,176844.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,176586.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9565.0,3.0,,,,,,,,,,,,,,,,,, +195,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,,355,319.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,371.0,340.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2311613.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2306036.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,339230.0,3.0,,,,,,,,,,,,,,,,,, +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,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9253.0,9240.0,blaze,conda-forge/blaze,,,52500.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,50023.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,203185.0,3.0,,,,,,,,,,,,,,,,,, +197,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,,591,111.0,921.0,212.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1476.0,1473.0,mrjob,conda-forge/mrjob,,,130789.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,125112.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,528050.0,2.0,,,,,,,,,,,,,,,,,, +198,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 23:25:32.000,2024-06-04 22:25:52.000,2024-05-29 21:12:31,882.0,33.0,118,32.0,1108.0,11.0,415.0,2568,2024-05-14 02:49:22.000,1.4.0,335.0,34.0,31,True,267.0,260.0,whylogs,,,27.0,528230.0,https://pypi.org/project/whylogs,2024-05-22 20:22:08.000,7.0,528229.0,,,,2.0,,,,,,,,,,,,,,,,,, +199,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 01:21:46.000,2024-06-04 00:44:18.000,2024-03-26 19:24:40,237.0,4.0,289,48.0,78.0,51.0,116.0,2381,2024-06-04 00:44:18.000,1.6.5,87.0,30.0,31,True,1300.0,1256.0,datasketch,,,27.0,2826031.0,https://pypi.org/project/datasketch,2024-06-04 00:44:18.000,44.0,2826031.0,,,,3.0,,,,,,,,,,,,,,,,,, +200,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 15:56:50.000,2024-06-05 22:34:35.000,2024-06-05 22:34:34,1632.0,112.0,287,42.0,783.0,147.0,1069.0,2175,2024-05-16 15:25:53.000,1.13.1,133.0,50.0,31,False,453.0,412.0,sdv,conda-forge/sdv,,,59861.0,https://pypi.org/project/sdv,2024-05-16 15:21:43.000,41.0,59186.0,https://anaconda.org/conda-forge/sdv,2024-05-17 03:33:39.818,20262.0,3.0,,,,,,,,,,,,,,,,,, +201,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,,252,50.0,149.0,62.0,85.0,2105,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5361.0,6.0,chardet,conda-forge/chardet,,,68177753.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5350.0,67657861.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23392547.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,58.0,,,,,,,,,,,,, +202,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 18:24:42.000,2024-05-27 21:55:59.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,243.0,66.0,152.0,1981,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,649.0,618.0,arq,conda-forge/arq,,,97171.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,31.0,96897.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,10434.0,2.0,,,,,,,,,,,,,,,,,, +203,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 14:59:01.000,2024-05-30 22:28:29.000,2024-05-30 22:28:29,1065.0,1.0,98,18.0,587.0,109.0,449.0,1841,2022-12-08 21:01:02.889,2.3.0,148.0,35.0,31,True,32165.0,31254.0,omegaconf,conda-forge/omegaconf,,,9529621.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,911.0,9503140.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1403531.0,3.0,,,,,,,,,,,,,,,,,, +204,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 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,518,94.0,404.0,167.0,379.0,1680,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,347.0,,influxdb,conda-forge/influxdb,,,2269350.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,347.0,2266447.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,145160.0,3.0,,,,,,,,,,,,,,,,,, +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 20:16:31.317,2024-06-04 00:42:40.653,2024-04-12 00:47:41,2339.0,39.0,442,,,,,1364,2023-06-21 16:43:02.350,0.27.1,78.0,228.0,31,True,321.0,,holidays,conda-forge/holidays,,,7525973.0,https://pypi.org/project/holidays,2024-06-03 17:32:42.000,321.0,7443864.0,https://anaconda.org/conda-forge/holidays,2024-06-04 00:42:40.653,3859126.0,3.0,,,,,,,,,,,,,,,,,, +206,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,,178,30.0,95.0,65.0,142.0,1190,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,False,7508.0,7179.0,sshtunnel,conda-forge/sshtunnel,,,14296952.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,329.0,14295325.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,151397.0,3.0,,,,,,,,,,,,,,,,,, +207,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,,96,67.0,94.0,50.0,59.0,1033,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,False,291824.0,287499.0,appdirs,conda-forge/appdirs,,,20567133.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4325.0,20461510.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10456766.0,3.0,,,,,,,,,,,,,,,,,, +208,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 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,126,24.0,72.0,28.0,162.0,912,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19765.0,19285.0,anytree,conda-forge/anytree,,,1458149.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,480.0,1457349.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,40003.0,2.0,,,,,,,,,,,,,,,,,, +209,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 04:03:36.000,2024-05-31 22:56:31.000,2024-05-31 22:47:41,1180.0,2.0,357,75.0,22.0,26.0,620.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8750.0,8333.0,cx-Oracle,conda-forge/cx_oracle,,,3940485.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,417.0,3940485.0,https://anaconda.org/conda-forge/cx_oracle,,,3.0,,,,,,,,,,,,,,,,,, +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,,59,7.0,76.0,3.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,168263.0,166660.0,tzlocal,conda-forge/tzlocal,,,47568277.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1603.0,47488924.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2698008.0,3.0,,,,,,,,,,,,,,,,,, +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 00:09:10.000,2024-06-05 23:52:49.000,2024-06-05 18:14:09,819.0,19.0,51,47.0,750.0,45.0,191.0,63,2024-04-15 17:56:33.000,2.23.1,78.0,72.0,31,False,3665.0,3638.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,10026503.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,10023651.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,114089.0,3.0,,,,,,,,,,,,,,,,,, +212,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 12:28:24.318,2024-05-28 15:59:07.000,2024-04-24 15:42:34,948.0,39.0,43,12.0,64.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,31,False,3224.0,,importlib-resources,conda-forge/importlib_resources,,,82982120.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3224.0,82555799.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20889732.0,2.0,,,,,,,,,,,,,,,,,, +213,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,,998,281.0,300.0,164.0,465.0,20433,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,1029.0,928.0,gooey,conda-forge/gooey,,640.0,8165.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6850.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,79550.0,3.0,,,,,,,,,,,,,,,,,, +214,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 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,589,143.0,970.0,532.0,775.0,8196,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,814.0,763.0,vaex,conda-forge/vaex,,280.0,24303.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,22268.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,187086.0,3.0,,,,,,,,,,,,,,,,,, +215,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 16:39:43.000,2024-06-05 17:59:14.000,2024-06-05 17:59:01,994.0,3.0,364,86.0,177.0,,622.0,4948,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1554.0,1484.0,huey,conda-forge/huey,,,103328.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,102863.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,34457.0,3.0,,,,,,,,,,,,,,,,,, +216,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,,296,101.0,139.0,39.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4036.0,3908.0,dataset,conda-forge/dataset,,,119150.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,118922.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8898.0,3.0,,,,,,,,,,,,,,,,,, +217,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 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3290,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11544.0,11175.0,funcy,conda-forge/funcy,,,1523432.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,369.0,1518550.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,434539.0,3.0,,,,,,,,,,,,,,,,,, +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,,290,62.0,305.0,107.0,239.0,2576,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1767.0,1625.0,schematics,conda-forge/schematics,,,332181.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,331736.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26297.0,3.0,,,,,,,,,,,,,,,,,, +219,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,173,42.0,219.0,108.0,274.0,1959,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,396.0,,fs,conda-forge/fs,,,3074317.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,396.0,3065037.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,751703.0,3.0,,,,,,,,,,,,,,,,,, +220,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,,80.0,1674,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1138.0,,humanize,conda-forge/humanize,,,8702377.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1138.0,8690622.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,564242.0,3.0,,,,,,,,,,,,,,,,,, +221,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 17:55:17.000,2024-06-05 19:09:35.000,2024-01-12 09:43:33,550.0,,85,23.0,238.0,54.0,99.0,1447,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,13158.0,12497.0,questionary,conda-forge/questionary,,,2030050.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,661.0,2028231.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,76439.0,3.0,,,,,,,,,,,,,,,,,, +222,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 09:25:51.000,2024-06-04 18:56:14.000,2024-06-01 12:45:35,669.0,24.0,145,22.0,573.0,40.0,256.0,1049,2023-08-06 20:31:23.000,0.12.2,44.0,45.0,30,True,2354.0,2229.0,aiocache,,,16.0,768269.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,768269.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,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 02:46:34.000,2024-05-29 20:25:55.000,2024-05-10 13:07:03,210.0,15.0,147,26.0,49.0,11.0,87.0,1045,2024-02-26 22:09:57.000,2.1.1,29.0,24.0,30,True,686.0,,email-validator,conda-forge/email-validator,,,22006361.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,686.0,22001913.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,209091.0,3.0,,,,,,,,,,,,,,,,,, +224,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 22:42:24.000,2024-06-05 08:47:52.000,2020-10-21 17:48:31,219.0,,78,16.0,289.0,45.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,48027.0,46630.0,cached-property,conda-forge/cached-property,,,16204626.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1397.0,16084158.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,10480763.0,2.0,,,,,,,,,,,,,,,,,, +225,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 11:51:08.000,2024-05-22 22:29:24.000,2024-05-15 22:33:04,890.0,9.0,68,19.0,492.0,160.0,295.0,403,2024-03-22 08:44:21.000,2.1.0,94.0,37.0,30,True,11479.0,11325.0,param,conda-forge/param,,,634417.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,598178.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1594554.0,3.0,,,,,,,,,,,,,,,,,, +226,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 22:32:08.000,2024-05-31 15:22:31.000,2024-02-05 23:03:25,958.0,,4562,630.0,759.0,203.0,100.0,23678,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,112.0,108.0,algorithms,conda-forge/algorithms,,,1546.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1490.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2164.0,3.0,,,,,,,,,,,,,,,,,, +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,,538,140.0,293.0,278.0,244.0,6683,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1924.0,1900.0,faust,,,,21514.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,21514.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,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 07:40:41.000,2024-05-21 22:40:37.138,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10526.0,9994.0,confluent-kafka,conda-forge/python-confluent-kafka,,,15298687.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,532.0,15278546.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-21 22:40:37.138,886208.0,3.0,,,,,,,,,,,,,,,,,, +229,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 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3551,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1113.0,1000.0,asciimatics,conda-forge/asciimatics,,,28004.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,113.0,24478.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,155174.0,3.0,,,,,,,,,,,,,,,,,, +230,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 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,,228,29.0,297.0,102.0,763.0,3405,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,144.0,133.0,ploomber,conda-forge/ploomber,,,9465.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,6936.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,91071.0,3.0,,,,,,,,,,,,,,,,,, +231,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 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3036,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,265.0,244.0,arctic,conda-forge/arctic,,217.0,4853.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3555.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,32408.0,3.0,,,,,,,,,,,,,,,,,, +232,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,149,49.0,472.0,58.0,262.0,2652,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2462.0,2417.0,gino,,,,23099.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,23099.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,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,,130,57.0,73.0,21.0,64.0,2445,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,10311.0,9935.0,addict,conda-forge/addict,,21.0,3093917.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,376.0,3089215.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,446733.0,2.0,,,,,,,,,,,,,,,,,, +234,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 07:01:57.000,2024-05-27 17:01:38.000,2023-06-20 15:54:36,2284.0,,179,38.0,374.0,39.0,264.0,2035,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,879746.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,875291.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,187125.0,3.0,,,,,,,,,,,,,,,,,, +235,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 20:21:12.000,2024-06-03 10:46:55.000,2024-02-05 23:05:20,157.0,,120,22.0,113.0,53.0,42.0,2007,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,8760.0,8688.0,gin-config,conda-forge/gin-config,,,267947.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,267433.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,25213.0,3.0,,,,,,,,,,,,,,,,,, +236,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 11:13:40.000,2024-06-03 17:04:54.000,2024-05-15 13:26:54,875.0,15.0,48,12.0,305.0,20.0,93.0,1433,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1738.0,1671.0,python-benedict,conda-forge/python-benedict,,,624923.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,67.0,621213.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,159534.0,2.0,,,,,,,,,,,,,,,,,, +237,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 20:53:26.000,2024-06-03 23:33:34.000,2024-06-03 23:33:34,1778.0,32.0,85,15.0,467.0,130.0,264.0,1294,2024-05-31 11:54:01.000,1.7.0,259.0,43.0,29,True,379.0,363.0,piccolo,,,,18769.0,https://pypi.org/project/piccolo,2024-05-31 11:54:01.000,16.0,18769.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,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,,130,32.0,74.0,30.0,70.0,1131,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5560.0,5351.0,sqlitedict,conda-forge/sqlitedict,,,545516.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,543047.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,111132.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +239,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,,317,52.0,211.0,31.0,269.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2088.0,1962.0,redis-py-cluster,,,4258.0,2080271.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,126.0,2080234.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,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 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,904,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,29,True,2961.0,2825.0,pyahocorasick,conda-forge/pyahocorasick,,50.0,830606.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,136.0,825512.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,224071.0,3.0,,,,,,,,,,,,,,,,,, +241,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,,50,16.0,76.0,2.0,92.0,863,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,29,True,30724.0,29389.0,natsort,conda-forge/natsort,,,4941051.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1335.0,4903323.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1622310.0,3.0,,,,,,,,,,,,,,,,,, +242,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 06:44:45.000,2024-06-05 17:06:12.000,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,692,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,10841.0,10677.0,parsedatetime,conda-forge/parsedatetime,,,7291684.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,164.0,7289545.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,198942.0,3.0,,,,,,,,,,,,,,,,,, +243,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 17:54:08.000,2024-06-03 22:31:18.000,2024-05-21 16:08:04,587.0,15.0,337,36.0,320.0,28.0,127.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3502.0,3448.0,pysolr,conda-forge/pysolr,,,285955.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,285572.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33736.0,3.0,,,,,,,,,,,,,,,,,, +244,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 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,513,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5441.0,5363.0,beaker,conda-forge/beaker,,,223707.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,219521.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,75359.0,3.0,,,,,,,,,,,,,,,,,, +245,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 04:02:42.000,2024-05-20 17:15:46.000,2024-05-18 14:04:45,745.0,10.0,47,11.0,94.0,14.0,100.0,494,2020-11-16 12:53:09.000,0.9.4,65.0,23.0,29,True,5703.0,5466.0,python-rapidjson,conda-forge/python-rapidjson,,,2031647.0,https://pypi.org/project/python-rapidjson,2024-05-18 11:50:16.000,237.0,1992860.0,https://anaconda.org/conda-forge/python-rapidjson,2024-05-18 18:39:30.863,1706657.0,3.0,,,,,,,,,,,,,,,,,, +246,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,,104,11.0,116.0,20.0,107.0,474,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1427.0,,rsa,conda-forge/rsa,,,200554448.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1427.0,200407027.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,14005011.0,3.0,,,,,,,,,,,,,,,,,, +247,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,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,65672.0,64869.0,isodate,conda-forge/isodate,,,106202214.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,803.0,106152510.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4920710.0,3.0,,,,,,,,,,,,,,,,,, +248,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,,417,94.0,110.0,38.0,127.0,2790,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7888.0,7808.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,198523.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,196872.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,71013.0,3.0,,,,,,,,,,,,,,,,,, +249,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,,60,22.0,110.0,113.0,78.0,1839,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1735.0,1561.0,glom,conda-forge/glom,,,2137021.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,174.0,2136273.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,34427.0,3.0,,,,,,,,,,,,,,,,,, +250,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,,154,94.0,1935.0,173.0,1338.0,1798,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,45.0,,datatable,conda-forge/datatable,,2389.0,53989.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,53348.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,25723.0,3.0,,,,,,,,,,,,,,,,,, +251,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,,313,69.0,401.0,111.0,367.0,1498,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,237.0,226.0,mleap,conda-forge/mleap,,,168667.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,167010.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,81229.0,3.0,,,,,,,,,,,,,,,,,, +252,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 21:14:39.000,2024-06-03 20:37:49.000,2024-05-23 21:07:11,203.0,25.0,47,16.0,151.0,16.0,4.0,1481,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,28,True,4003.0,3888.0,asyncer,conda-forge/asyncer,,,207676.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,115.0,207386.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,8435.0,3.0,,,,,,,,,,,,,,,,,, +253,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,,136,33.0,80.0,35.0,54.0,1428,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10278.0,9827.0,blessings,conda-forge/blessings,,,1014533.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,1008358.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,296434.0,3.0,,,,,,,,,,,,,,,,,, +254,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1307,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,3039.0,2974.0,pandasql,conda-forge/pandasql,['pandas'],,1541575.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1528387.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,474774.0,3.0,,,,,,,,,,,,,,,,,, +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 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,72.0,127.0,705,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,17118.0,16549.0,configargparse,conda-forge/configargparse,,,4665774.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,569.0,4644318.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,858248.0,3.0,,,,,,,,,,,,,,,,,, +256,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,,69,23.0,49.0,6.0,90.0,527,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15644.0,15435.0,scandir,conda-forge/scandir,,,3244382.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,209.0,3212535.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1401276.0,3.0,,,,,,,,,,,,,,,,,, +257,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,28,False,20276.0,20267.0,umongo,conda-forge/umongo,,,64105.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,63902.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6714.0,3.0,,,,,,,,,,,,,,,,,, +258,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 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,415,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,45195.0,45026.0,srsly,conda-forge/srsly,,,10740078.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,10709066.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1488603.0,3.0,,,,,,,,,,,,,,,,,, +259,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,,74,19.0,88.0,74.0,96.0,312,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36575.0,36022.0,configobj,conda-forge/configobj,,644.0,3369156.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,553.0,3357743.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,810021.0,3.0,,,,,,,,,,,,,,,,,, +260,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,,45,30.0,53.0,11.0,35.0,207,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,16966.0,16470.0,ordered-set,conda-forge/ordered-set,,,14620916.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,496.0,14615547.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,526189.0,3.0,,,,,,,,,,,,,,,,,, +261,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 11:18:59.000,2.15.0,47.0,32.0,28,False,2302.0,2268.0,cloudant,conda-forge/cloudant,,,903729.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,34.0,902502.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,114202.0,3.0,,,,,,,,,,,,,,,,,, +262,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 08:51:49.209,2024-05-23 08:06:24.000,2024-05-23 08:06:18,184.0,13.0,14,9.0,31.0,3.0,26.0,38,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78365.0,77961.0,contextlib2,conda-forge/contextlib2,,,11466167.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,404.0,11453588.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1257923.0,3.0,,,,,,,,,,,,,,,,,, +263,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 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5220,,,41.0,28.0,27,False,180.0,20.0,pdfminer,conda-forge/pdfminer,,,195962.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,160.0,195559.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37966.0,3.0,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-06-04 11:02:04.000,2024-03-10 11:53:20,588.0,3.0,577,83.0,274.0,131.0,130.0,3812,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,58.0,,textract,conda-forge/textract,,,290884.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,58.0,290624.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,24240.0,3.0,,,,,,,,,,,,,,,,,, +265,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 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,,203,26.0,55.0,91.0,133.0,3550,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,91.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,421672.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,91.0,419094.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,92819.0,3.0,,,,,,,,,,,,,,,,,, +266,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 20:20:15.000,2024-05-24 21:18:21.000,2024-02-22 00:19:37,309.0,,309,30.0,174.0,108.0,141.0,3359,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,155.0,153.0,img2dataset,,,1749.0,21681.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,21630.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,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 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,47.0,66.0,14.0,124.0,2353,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,826.0,799.0,pyfunctional,,,,174080.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,174080.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1906,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,871.0,,retrying,conda-forge/retrying,,,13137612.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,871.0,13119435.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1690512.0,3.0,,,,,,,,,,,,,,,,,, +269,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,,478,97.0,185.0,262.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,198.0,189.0,mongo-connector,,,,4813.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,4813.0,,,,3.0,,,,,,,,,,,,,,,,,, +270,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 04:29:28.000,2024-06-06 13:34:34.000,2024-05-30 18:45:50,888.0,22.0,69,17.0,518.0,205.0,187.0,1731,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,91815.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,91815.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,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,,61,28.0,41.0,93.0,73.0,1424,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,False,2981.0,2595.0,strictyaml,conda-forge/strictyaml,,,2952845.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,386.0,2949831.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,223100.0,3.0,,,,,,,,,,,,,,,,,, +272,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 21:24:52.000,2024-06-05 16:42:59.000,2023-08-15 16:33:33,126.0,,54,21.0,72.0,11.0,37.0,1101,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6829.0,6700.0,immutables,conda-forge/immutables,,,1190140.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,129.0,1169678.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,1002679.0,3.0,,,,,,,,,,,,,,,,,, +273,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 15:45:28.000,2024-06-06 04:12:15.000,2024-06-06 04:12:15,761.0,27.0,45,22.0,600.0,9.0,33.0,786,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,803386.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,803066.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,19205.0,3.0,,,,,,,,,,,,,,,,,, +274,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 21:20:50.000,2024-06-05 07:50:35.000,2023-07-01 09:55:10,181.0,,84,25.0,54.0,9.0,40.0,759,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,538.0,,munch,conda-forge/munch,,,2240116.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,538.0,1935691.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3957533.0,3.0,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,162,35.0,50.0,34.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,897.0,862.0,happybase,conda-forge/happybase,,,39798.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,38110.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,162117.0,3.0,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,583,,,8.0,12.0,27,False,66451.0,63056.0,dataclasses,conda-forge/dataclasses,,,13271405.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3395.0,13108927.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11860939.0,3.0,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5156.0,5077.0,pylibmc,conda-forge/pylibmc,,612.0,250264.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,79.0,245046.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,228417.0,3.0,,,,,,,,,,,,,,,,,, +278,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 15:07:52.000,2024-06-04 17:56:00.000,2024-05-21 14:30:23,7370.0,159.0,33,10.0,295.0,46.0,586.0,407,2024-05-21 15:48:53.000,2.7.0,205.0,23.0,27,True,26.0,22.0,static-frame,conda-forge/static-frame,,,13024.0,https://pypi.org/project/static-frame,2024-05-21 15:48:53.000,4.0,6107.0,https://anaconda.org/conda-forge/static-frame,2024-05-21 21:56:58.768,338973.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,5.0,41,8.0,32.0,29.0,31.0,260,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,486.0,,send2trash,conda-forge/send2trash,,,21162817.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,486.0,20771098.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,14101909.0,3.0,,,,,,,,,,,,,,,,,, +280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,27,False,1390.0,1353.0,tabulator,conda-forge/tabulator-py,,,150824.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,150156.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,56168.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,233,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40928.0,39963.0,futures,conda-forge/futures,,,6451883.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,965.0,6438328.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1274241.0,3.0,,,,,,,,,,,,,,,,,, +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,,31,8.0,47.0,7.0,36.0,81,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60841.0,60100.0,pathlib2,conda-forge/pathlib2,,,8181973.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,741.0,8118397.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2733798.0,3.0,,,,,,,,,,,,,,,,,, +283,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,,260,138.0,291.0,91.0,366.0,3224,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,1927.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,810.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,106136.0,3.0,,,,,,,,,,,,,,,,,, +284,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 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2480,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,26,True,1396.0,1344.0,swifter,conda-forge/swifter,['pandas'],,726410.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,719250.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,343720.0,3.0,,,,,,,,,,,,,,,,,, +285,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,,144,44.0,53.0,21.0,19.0,1236,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,26,False,283.0,,singer-python,,,,670249.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,283.0,670249.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,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 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1186,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,239.0,parallel-ssh,,,377.0,171524.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,171521.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,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 13:59:45.000,2024-06-06 04:34:14.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,302.0,89.0,88.0,1001,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3285.0,3277.0,odmantic,,,,29729.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,29729.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,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,,146,61.0,177.0,132.0,122.0,957,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2043.0,2000.0,bcolz,conda-forge/bcolz,,,9417.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,5440.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,350003.0,3.0,,,,,,,,,,,,,,,,,, +289,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,,52,9.0,31.0,9.0,78.0,633,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1380.0,1331.0,pysimdjson,conda-forge/pysimdjson,,,1123042.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,49.0,1120826.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,97547.0,3.0,,,,,,,,,,,,,,,,,, +290,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 13:34:12.000,2024-06-01 21:29:55.000,2024-06-01 21:29:47,330.0,14.0,59,9.0,138.0,22.0,60.0,521,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,26,True,503.0,463.0,cachier,,,17.0,103502.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,40.0,103502.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +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,,67.0,495,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4824.0,4735.0,pyscreenshot,,,,326335.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,89.0,326335.0,,,,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 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,6.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,26,True,797.0,758.0,hickle,conda-forge/hickle,,,55850.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,49484.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,25465.0,3.0,,,,,,,,,,,,,,,,,, +293,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 14:09:09.000,2024-05-31 15:35:27.000,2024-05-31 15:14:21,124.0,3.0,20,7.0,62.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,41369.0,41235.0,catalogue,conda-forge/catalogue,,,10990790.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,134.0,10963087.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1302043.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-05-29 18:12:12.000,,,,0,,,310.0,1857.0,78,2024-05-29 18:12:12.000,3.1.3,106.0,,26,False,6523.0,,openpyxl,openpyxl,,,90399636.0,https://pypi.org/project/openpyxl,2024-05-29 18:12:12.000,6469.0,90397392.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,230100.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,54.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,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,,744,147.0,299.0,119.0,176.0,6183,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,121.0,117.0,powerline-shell,,,,1705.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1705.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,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 04:46:51.000,2024-05-21 05:13:56.000,2023-08-26 14:44:06,51.0,,98,35.0,103.0,24.0,140.0,2384,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,414.0,,python-box,conda-forge/python-box,,39.0,3138705.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,414.0,3126793.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,559884.0,3.0,,,,,,,,,,,,,,,,,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-05-30 11:00:26.000,2024-04-24 13:41:08,2743.0,4.0,134,50.0,309.0,45.0,198.0,1514,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,787.0,6432.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,2799.0,https://anaconda.org/conda-forge/enaml,2024-05-15 13:21:39.118,173972.0,3.0,,,,,,,,,,,,,,,,,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1493,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,1712.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,1712.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +299,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 02:31:18.000,2024-06-03 14:09:20.000,2023-05-19 04:32:00,6411.0,,228,38.0,1055.0,9.0,209.0,1448,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,False,,,optimuspyspark,,['spark'],,11047.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,11047.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-06-03 10:45:30.000,2024-04-25 13:57:51,347.0,13.0,81,44.0,272.0,43.0,41.0,1392,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,32.0,30.0,tasktiger,,,,4447.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,4447.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,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,,83,14.0,136.0,36.0,100.0,971,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,215.0,,mss,conda-forge/python-mss,,,851457.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,215.0,850418.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,49892.0,3.0,,,,,,,,,,,,,,,,,, +302,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,,152,10.0,22.0,30.0,19.0,720,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3812.0,3484.0,ratelimit,conda-forge/ratelimit,,,7203937.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,328.0,7203549.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15924.0,3.0,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,False,629.0,,typing_inspect,conda-forge/typing_inspect,,,29732528.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,629.0,29702682.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1850505.0,3.0,,,,,,,,,,,,,,,,,, +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 10:42:47.000,2024-05-19 17:43:42.000,2024-05-19 17:00:42,3542.0,20.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,563.0,82.0,25,True,62.0,36.0,dbnd,,,,266439.0,https://pypi.org/project/dbnd,2024-05-19 17:39:35.000,26.0,266439.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,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,,43,8.0,40.0,7.0,39.0,158,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,25,True,1105.0,1096.0,filedepot,,,,12674.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,12674.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,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,,169,85.0,81.0,22.0,82.0,3933,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,2421.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,2421.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,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 06:22:25.000,2024-05-29 09:13:22.020,2024-05-18 13:26:06,5674.0,4.0,510,103.0,961.0,634.0,980.0,2222,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4310.0,19234.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-05-29 09:13:22.020,843796.0,3.0,,,,,,,,,,,,,,,,,, +308,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,,143,58.0,248.0,107.0,109.0,1576,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,179.0,170.0,bonobo,,,,16137.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,16137.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,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,,97,40.0,42.0,25.0,47.0,1531,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,138.0,127.0,pypeln,conda-forge/pypeln,,,216864.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,216537.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15404.0,3.0,,,,,,,,,,,,,,,,,, +310,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,,95,32.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,196.0,182.0,pinject,conda-forge/pinject,,,76338.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,76174.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5443.0,3.0,,,,,,,,,,,,,,,,,, +311,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,,218,44.0,231.0,104.0,64.0,1248,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,24,False,306.0,304.0,fabtools,,,,1018.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1018.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,142,43.0,10.0,3.0,12.0,1096,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2434.0,2371.0,pluginbase,conda-forge/pluginbase,,,630073.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,63.0,626090.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,306730.0,3.0,,,,,,,,,,,,,,,,,, +313,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 21:14:57.000,2024-06-02 19:18:52.000,2024-04-26 00:12:53,1450.0,14.0,42,17.0,139.0,2.0,13.0,713,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,13.0,24264.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,21503.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,91128.0,3.0,,,,,,,,,,,,,,,,,, +314,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 21:59:32.000,2024-05-16 13:06:37.000,2024-05-16 13:06:26,9955.0,4.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,86875.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,86875.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +315,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,313.0,300.0,messytables,,,,11374.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11374.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-06-04 15:36:57.000,2024-06-04 15:35:17,986.0,28.0,26,18.0,190.0,6.0,18.0,370,2024-06-04 15:36:57.000,17.5.24,276.0,20.0,24,True,430.0,373.0,aiomisc,,,,19098.0,https://pypi.org/project/aiomisc,2024-06-04 15:36:57.000,57.0,19098.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,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,,134,53.0,60.0,,90.0,315,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,222.0,211.0,pyhdb,,,108.0,335175.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,335174.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2024-05-29 03:34:40.000,2024-05-29 03:34:40,382.0,2.0,58,21.0,15.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,11.0,24,True,941.0,877.0,deepdish,conda-forge/deepdish,,,19096.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,18037.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,96458.0,3.0,,,,,,,,,,,,,,,,,, +319,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,,70,19.0,45.0,19.0,18.0,212,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,682.0,,ptyprocess,conda-forge/ptyprocess,,,73310878.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,682.0,73127183.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,18002154.0,3.0,,,,,,,,,,,,,,,,,, +320,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 19:20:54.000,2024-06-02 12:52:33.000,2024-06-02 12:52:26,379.0,6.0,33,7.0,145.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1283.0,1261.0,everett,conda-forge/everett,,,221874.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,220441.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,63070.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5186.0,4799.0,clint,conda-forge/clint,,118.0,134228.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,387.0,133630.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,58017.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +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,,657,391.0,276.0,81.0,80.0,10550,2018-07-24 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,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 13:39:33.000,2024-06-05 09:32:40.000,2023-10-02 06:28:26,631.0,,431,41.0,186.0,266.0,110.0,2731,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6390.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6390.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,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,,141,40.0,22.0,22.0,11.0,1565,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,191.0,185.0,commonregex,,,,75749.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,75749.0,,,,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 05:43:11.000,2024-05-17 19:16:43.000,2024-05-16 19:43:18,965.0,9.0,135,64.0,76.0,167.0,149.0,862,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,175.0,169.0,rows,,,38.0,1352.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1352.0,,,,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,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,211.0,209.0,pysparkling,conda-forge/pysparkling,,,12214.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,12093.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4757.0,3.0,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-05-24 07:56:12.000,2024-05-13 23:46:10,631.0,3.0,20,11.0,37.0,19.0,16.0,175,2023-05-30 20:50:42.000,0.9.0,6.0,49.0,23,True,405.0,321.0,docopt-ng,,,,208329.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,84.0,208329.0,,,,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,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2850.0,2779.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,150345.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,149987.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28663.0,3.0,,,,,,,,,,,,,,,,,, +329,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,,27,7.0,24.0,4.0,21.0,74,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,696.0,,entrypoints,conda-forge/entrypoints,,,18241002.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,696.0,18040389.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19660080.0,3.0,,,,,,,,,,,,,,,,,, +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,,126,64.0,19.0,23.0,15.0,3508,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,466.0,429.0,pampy,,,,35192.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,35192.0,,,,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 14:04:37.000,2024-05-16 20:27:19.371,2024-05-15 23:16:49,88.0,3.0,147,34.0,13.0,10.0,181.0,3323,2024-05-15 23:18:19.000,2.1.23,68.0,1.0,22,False,231.0,231.0,ptext-joris-schellekens,conda-forge/borb,,,1587.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-05-16 20:27:19.371,53984.0,3.0,,,,,,,,,,,,,,,,,, +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,,165,97.0,31.0,18.0,58.0,3264,,,4.0,19.0,22,False,616.0,586.0,macropy3,,,,278.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,278.0,,,,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,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,33.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,33.0,,,,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,,89,38.0,214.0,46.0,58.0,2501,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24654.0,666.0,,,,,,,,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,,85,46.0,34.0,18.0,11.0,1833,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4730.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4730.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,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,,123,14.0,32.0,31.0,42.0,881,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,2062.0,1988.0,pickledb,,,,23375.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,23375.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,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 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,871,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,247.0,228.0,unsync,conda-forge/unsync,,,67049.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,66773.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,13290.0,3.0,,,,,,,,,,,,,,,,,, +338,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,,39,16.0,12.0,9.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9747.0,9688.0,unipath,,,,56863.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,56863.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,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,,30,8.0,54.0,15.0,11.0,299,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,532.0,423.0,rtoml,,,,457623.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,457623.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,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,,12,5.0,11.0,2.0,7.0,134,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2488.0,2396.0,coolname,conda-forge/coolname,,,688659.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,92.0,686399.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,94957.0,3.0,,,,,,,,,,,,,,,,,, +341,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 08:02:27.000,2024-06-06 12:43:04.000,2024-05-31 06:32:55,1945.0,105.0,5,3.0,913.0,15.0,60.0,54,2024-05-25 08:30:21.000,4.8.3,74.0,8.0,22,False,88.0,72.0,click-extra,,,251.0,7898.0,https://pypi.org/project/click-extra,2024-05-25 08:30:08.000,16.0,7891.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,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 22:09:31.000,2024-05-26 00:24:11.000,2024-05-26 00:24:11,104.0,1.0,149,67.0,4.0,1.0,41.0,2232,2016-09-11 02:13:18.000,1.2,3.0,4.0,21,True,63.0,49.0,pypattyrn,,,,1380.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1380.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,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 11:34:49.000,2024-05-14 12:34:18.000,2023-07-15 11:04:02,238.0,,218,38.0,57.0,86.0,40.0,1492,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,21,True,,,excalibur-py,,,12153.0,1636.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1458.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,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,,35,12.0,65.0,15.0,19.0,776,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,364.0,333.0,dirty-equals,conda-forge/dirty-equals,,,138363.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,136575.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,48298.0,3.0,,,,,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,649.0,639.0,pymodm,conda-forge/pymodm,,,10677.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,10572.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5468.0,3.0,,,,,,,,,,,,,,,,,, +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,,48,14.0,34.0,26.0,13.0,303,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,455.0,423.0,price-parser,,,,117499.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,117499.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,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 21:53:58.000,2024-06-05 16:39:08.000,2024-06-01 20:11:24,741.0,38.0,25,5.0,285.0,8.0,,295,2024-06-01 20:11:40.000,1.1.290,727.0,12.0,21,True,6.0,6.0,upgini,,,,8476.0,https://pypi.org/project/upgini,2024-06-05 16:23:46.000,,8476.0,,,,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,,15,12.0,5.0,14.0,43.0,290,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,186.0,177.0,datatest,,,,19964.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,19964.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,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,,16,7.0,9.0,16.0,5.0,211,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,924.0,923.0,gsheetsdb,,,,109690.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,109690.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,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 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,171,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,344.0,329.0,aioprometheus,,,,143547.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,143547.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,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,,21,5.0,12.0,5.0,15.0,107,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,21,True,2498.0,2404.0,stopit,conda-forge/stopit,,,405085.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,94.0,393300.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,907489.0,3.0,,,,,,,,,,,,,,,,,, +352,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,,5,3.0,182.0,24.0,760.0,14,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,144.0,,py2neo,conda-forge/py2neo,,,42010.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,144.0,41220.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,66429.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +353,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,75.0,62.0,pdpipe,conda-forge/pdpipe,['pandas'],,2495.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,1762.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,31557.0,3.0,,,,,,,,,,,,,,,,,, +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,,22,11.0,32.0,23.0,21.0,671,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6278.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6278.0,,,,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,,26,14.0,183.0,16.0,122.0,574,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,123.0,112.0,pypyr,conda-forge/pypyr,,,3191.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,2649.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,15740.0,3.0,,,,,,,,,,,,,,,,,, +356,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,,45,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3520.0,3397.0,awesome-slugify,conda-forge/awesome-slugify,,,50333.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,49602.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,71690.0,3.0,,,,,,,,,,,,,,,,,, +357,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,,457,159.0,142.0,78.0,27.0,1985,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,42.0,42.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +358,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 04:15:53.000,2024-06-04 19:05:50.000,2024-06-04 19:05:43,3146.0,140.0,146,26.0,269.0,36.0,419.0,1533,,,,56.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,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,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,895.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,895.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,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,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,272.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,272.0,,,,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,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,32.0,32.0,mrq,,,,145.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,145.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,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,76.0,73.0,valideer,conda-forge/valideer,,,6050.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,5827.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21916.0,3.0,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,2411.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,2411.0,,,,3.0,,,,,,,,,,,,,,,,,, +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,,33,17.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1175.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,211.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,68445.0,3.0,,,,,,,,,,,,,,,,,, +365,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 14:22:53.000,2024-06-05 14:07:01.000,2024-05-18 11:51:51,5467.0,1.0,44,15.0,633.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,19,True,9.0,9.0,batchflow,,,,208.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,208.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,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,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,89.0,82.0,typical,conda-forge/typical,,,2442.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,7.0,1406.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,38359.0,3.0,,,,,,,,,,,,,,,,,, +367,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,,,riko,,,,243.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,243.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,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,,58,35.0,46.0,14.0,58.0,1112,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,196.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,196.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,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,,47,23.0,28.0,16.0,10.0,935,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,36.0,34.0,bounter,,,,308.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,2.0,308.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,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 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,14.0,31,5.0,109.0,7.0,19.0,665,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,986.0,178.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,80.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,,15,8.0,20.0,2.0,12.0,189,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,,,flupy,,,,232813.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,232813.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1363,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,77.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,77.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,1005,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,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,,22,11.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,306.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,306.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,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 08:15:36.000,2024-06-05 13:40:17.000,2024-05-08 14:44:03,128.0,3.0,8,16.0,191.0,3.0,11.0,280,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1309.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1309.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +376,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 05:47:04.000,2024-05-21 07:07:02.000,2023-12-23 16:55:35,407.0,,12,9.0,44.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,615.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,615.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,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,,105,56.0,74.0,26.0,16.0,2057,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,16,True,1.0,,mara-pipelines,,,,59.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,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,,125,19.0,278.0,127.0,77.0,627,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,260.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,260.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,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,,12,2.0,5.0,4.0,,83,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1093.0,1084.0,millify,,,,71252.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,71252.0,,,,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,,101,53.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,23.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,23.0,,,,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,,71,18.0,28.0,48.0,30.0,862,2021-11-18 16:35:33.000,1.3,16.0,7.0,15,False,2.0,,csvs-to-sqlite,,,,1304.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,2.0,1304.0,,,,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,,,,294.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,294.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,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,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,9.0,9.0,lazydata,,,,26.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,26.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,99,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,44.0,39.0,cleverdict,,,,970.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,970.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,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 16:16:22.000,2024-05-28 21:57:49.000,2024-05-20 18:39:43,1033.0,75.0,20,2.0,902.0,8.0,18.0,275,2024-05-20 12:27:11.000,0.1.72,46.0,15.0,14,False,,,the-guide,,,,12.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,12.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,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,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,83.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,83.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,268,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,233.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,233.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,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,,19,6.0,77.0,18.0,40.0,109,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,80.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,80.0,,,,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,,34,30.0,10.0,3.0,16.0,365,,,,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,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 2d02001..c9471db 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._ -- protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT -- elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 -- schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +- polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT ## 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._ -- rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 -- Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT