msgpack (π₯38 Β· β 1.8K Β· π) - MessagePack serializer implementation for Python.. Apache-2
+msgpack (π₯38 Β· β 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
-- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 78 Β· π 250 Β· π₯ 1.1K Β· π¦ 100K Β· π 280 - 2% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 78 Β· π 250 Β· π₯ 1.1K Β· π¦ 100K Β· π 280 - 2% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/msgpack/msgpack-python
```
-- [PyPi](https://pypi.org/project/msgpack) (π₯ 36M / month Β· π¦ 2.3K Β· β±οΈ 21.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 40M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
-- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 14M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 14M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge msgpack-python
```
@@ -163,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 36M / month Β· π¦ 3.9K Β· β±οΈ 22.07.2023):
+- [PyPi](https://pypi.org/project/dill) (π₯ 37M / month Β· π¦ 3.9K Β· β±οΈ 22.07.2023):
```
pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.1M Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.2M Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge dill
```
orjson (π₯36 Β· β 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 170 Β· π¦ 58K Β· π 340 - 0% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 170 Β· π¦ 59K Β· π 340 - 0% open Β· β±οΈ 20.09.2023):
```
git clone https://github.com/ijl/orjson
@@ -183,12 +183,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 920K Β· β±οΈ 08.09.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 930K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge orjson
```
simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+simplejson (π₯36 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 42 Β· π 330 Β· π₯ 6.4K Β· π¦ 110K Β· π 190 - 9% open Β· β±οΈ 06.04.2023):
@@ -199,19 +199,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install simplejson
```
-- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 2.9M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 2.9M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge simplejson
```
cloudpickle (π₯35 Β· β 1.4K) - Extended pickling support for Python objects. BSD-3
+cloudpickle (π₯35 Β· β 1.4K) - Extended pickling support for Python objects. BSD-3
- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 57 Β· π 150 Β· π₯ 27 Β· π¦ 88K Β· π 250 - 34% open Β· β±οΈ 04.08.2023):
```
git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 30M / month Β· π¦ 2.9K Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 29M / month Β· π¦ 2.9K Β· β±οΈ 19.01.2023):
```
pip install cloudpickle
```
@@ -220,14 +220,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge cloudpickle
```
jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
+jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 71 Β· π 160 Β· π 300 - 22% open Β· β±οΈ 20.08.2023):
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.4M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.2M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
```
pip install jsonpickle
```
@@ -247,39 +247,39 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.2M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.3M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge ujson
```
srsly (π₯31 Β· β 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 34K Β· π 31 - 16% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 34K Β· π 29 - 10% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.4M / month Β· π¦ 290 Β· β±οΈ 18.07.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.4M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
-- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 1.3M Β· β±οΈ 20.07.2023):
+- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 1.3M Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge srsly
```
python-rapidjson (π₯28 Β· β 480) - Python wrapper around rapidjson. MIT
+python-rapidjson (π₯29 Β· β 480) - Python wrapper around rapidjson. MIT
-- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 22 Β· π 44 Β· π¦ 4.5K Β· π 100 - 11% open Β· β±οΈ 11.09.2023):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 22 Β· π 44 Β· π¦ 4.5K Β· π 100 - 11% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.4M / month Β· π¦ 270 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.5M / month Β· π¦ 270 Β· β±οΈ 11.09.2023):
```
pip install python-rapidjson
```
-- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.3M Β· β±οΈ 11.09.2023):
+- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.3M Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge python-rapidjson
```
@@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 550K / month Β· π¦ 24 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 570K / month Β· π¦ 24 Β· β±οΈ 19.09.2022):
```
pip install pysimdjson
```
@@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
hickle (π₯24 Β· β 470) - a HDF5-based python pickle replacement. MIT
-- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 24 Β· π 70 Β· π¦ 590 Β· π 110 - 10% open Β· β±οΈ 20.07.2023):
+- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 24 Β· π 70 Β· π¦ 600 Β· π 110 - 10% open Β· β±οΈ 20.07.2023):
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 37K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 36K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 45K / month Β· π¦ 38 Β· β±οΈ 10.11.2022):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 53K / month Β· π¦ 38 Β· β±οΈ 10.11.2022):
```
pip install rtoml
```
@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (π₯53 Β· β 25K) - The fundamental package for scientific computing with Python. BSD-3
-- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.4K Β· π₯ 830K Β· π¦ 1.8M Β· π 12K - 18% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.4K Β· π₯ 840K Β· π¦ 1.9M Β· π 12K - 18% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/numpy/numpy
@@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯52 Β· β 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 210K Β· π¦ 1.3M Β· π 25K - 14% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 220K Β· π¦ 1.3M Β· π 25K - 14% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/pandas-dev/pandas
@@ -372,90 +372,90 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pandas
```
polars (π₯40 Β· β 20K Β· π) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
+polars (π₯40 Β· β 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 280 Β· π 1.2K Β· π¦ 3.7K Β· π 5K - 20% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 280 Β· π 1.2K Β· π¦ 3.9K Β· π 5K - 20% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 2.3M / month Β· π¦ 260 Β· β±οΈ 15.09.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 2.3M / month Β· π¦ 270 Β· β±οΈ 27.09.2023):
```
pip install polars
```
xarray (π₯40 Β· β 3.1K) - N-D labeled arrays and datasets in Python. Apache-2
+xarray (π₯40 Β· β 3.2K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 450 Β· π 970 Β· π¦ 20K Β· π 4.1K - 28% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 450 Β· π 970 Β· π¦ 21K Β· π 4.1K - 28% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 3.6M / month Β· π¦ 1.9K Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 3.7M / month Β· π¦ 2K Β· β±οΈ 26.09.2023):
```
pip install xarray
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9M Β· β±οΈ 20.08.2023):
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.1M Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge xarray
```
h5py (π₯38 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+h5py (π₯39 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 500 Β· π₯ 2.8K Β· π¦ 230K Β· π 1.4K - 17% open Β· β±οΈ 31.08.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 500 Β· π₯ 2.8K Β· π¦ 230K Β· π 1.4K - 17% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 16M / month Β· π¦ 15K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 20.06.2023):
```
pip install h5py
```
-- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 22.08.2023):
+- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge h5py
```
Modin (π₯37 Β· β 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2
-- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.1K Β· π 3.9K - 20% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.2K Β· π 3.9K - 20% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 1.1M / month Β· π¦ 33 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/modin) (π₯ 1.2M / month Β· π¦ 33 Β· β±οΈ 28.09.2023):
```
pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 270K Β· β±οΈ 24.08.2023):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 270K Β· β±οΈ 27.09.2023):
```
conda install -c conda-forge modin-core
```
PyTables (π₯35 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
+PyTables (π₯36 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 250 Β· π₯ 180 Β· π¦ 49K Β· π 690 - 22% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 250 Β· π₯ 180 Β· π¦ 49K Β· π 690 - 22% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 620K / month Β· π¦ 2.6K Β· β±οΈ 23.12.2022):
+- [PyPi](https://pypi.org/project/tables) (π₯ 630K / month Β· π¦ 2.6K Β· β±οΈ 23.12.2022):
```
pip install tables
```
-- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.4M Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.5M Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge pytables
```
docarray (π₯34 Β· β 2.5K) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 66 Β· π 190 Β· π¦ 2.8K Β· π 610 - 10% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 66 Β· π 190 Β· π¦ 2.9K Β· π 620 - 10% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 110K / month Β· π¦ 17 Β· β±οΈ 21.09.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 120K / month Β· π¦ 17 Β· β±οΈ 27.09.2023):
```
pip install docarray
```
@@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (π₯34 Β· β 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 67 Β· π 200 Β· π₯ 430 Β· π 350 - 18% open Β· β±οΈ 12.09.2023):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 70 Β· π 200 Β· π₯ 430 Β· π 360 - 17% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.7M / month Β· π¦ 3.1K Β· β±οΈ 12.09.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.8M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
```
pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.1M Β· β±οΈ 21.07.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.1M Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge numexpr
```
@@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 490K / month Β· π¦ 880 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 480K / month Β· π¦ 880 Β· β±οΈ 12.06.2023):
```
pip install tinydb
```
@@ -503,11 +503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 320K / month Β· π¦ 410 Β· β±οΈ 18.08.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 340K / month Β· π¦ 420 Β· β±οΈ 18.08.2023):
```
pip install zarr
```
-- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.6M Β· β±οΈ 21.08.2023):
+- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.7M Β· β±οΈ 21.08.2023):
```
conda install -c conda-forge zarr
```
@@ -530,16 +530,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (π₯32 Β· β 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 100 Β· π 210 Β· π¦ 1K Β· π 660 - 37% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 100 Β· π 210 Β· π¦ 1K Β· π 660 - 38% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 1.1M / month Β· π¦ 74 Β· β±οΈ 17.07.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.1M / month Β· π¦ 83 Β· β±οΈ 27.09.2023):
```
pip install pandera
```
-- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 28K Β· β±οΈ 17.07.2023):
+- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 28K Β· β±οΈ 27.09.2023):
```
conda install -c conda-forge pandera-core
```
@@ -556,14 +556,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pip install datasketch
```
Bottleneck (π₯32 Β· β 930) - Fast NumPy array functions written in C. BSD-2
+Bottleneck (π₯32 Β· β 940) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 97 Β· π¦ 43K Β· π 240 - 19% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 520K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 530K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
```
pip install Bottleneck
```
@@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (π₯31 Β· β 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
-- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 580 Β· π 1.3K - 39% open Β· β±οΈ 21.07.2023):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 590 Β· π 1.3K - 39% open Β· β±οΈ 21.07.2023):
```
git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 52K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 47K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
```
pip install vaex
```
@@ -599,19 +599,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install swifter
```
-- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 250K Β· β±οΈ 31.07.2023):
+- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 260K Β· β±οΈ 31.07.2023):
```
conda install -c conda-forge swifter
```
datatable (π₯28 Β· β 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
+datatable (π₯28 Β· β 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2.2K Β· π 1.5K - 10% open Β· β±οΈ 31.05.2023):
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 100K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 99K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
```
pip install datatable
```
@@ -622,39 +622,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (π₯28 Β· β 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 21 Β· π 30 Β· π¦ 19 Β· π 590 - 6% open Β· β±οΈ 11.09.2023):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 21 Β· π 30 Β· π¦ 19 Β· π 590 - 6% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 3.7K / month Β· π¦ 2 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 3.8K / month Β· π¦ 2 Β· β±οΈ 22.09.2023):
```
pip install static-frame
```
-- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 300K Β· β±οΈ 11.09.2023):
+- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 300K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge static-frame
```
PandaralΒ·lel (π₯26 Β· β 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+PandaralΒ·lel (π₯26 Β· β 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 190 Β· π 200 - 37% open Β· β±οΈ 02.05.2023):
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 390K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 430K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 37K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 38K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
Pandas Summary (π₯26 Β· β 490) - Engine for ML/Data tracking, visualization,.. Apache-2
-- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/polyaxon/datatile
@@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 19K / month Β· π¦ 99 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 18K / month Β· π¦ 99 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
@@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/RaRe-Technologies/bounter
```
-- [PyPi](https://pypi.org/project/bounter) (π₯ 590 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
+- [PyPi](https://pypi.org/project/bounter) (π₯ 510 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
```
pip install bounter
```
@@ -695,11 +695,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 73 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 72 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
-- [Conda](https://anaconda.org/conda-forge/fletcher) (π₯ 62K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fletcher) (π₯ 63K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fletcher
```
@@ -707,8 +707,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects...
- Blaze (π₯31 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data.BSD-3
-- Arctic (π₯30 Β· β 3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-- sklearn-pandas (π₯28 Β· β 2.7K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn βοΈLGPL-2.1
+- sklearn-pandas (π₯28 Β· β 2.8K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn MIT BSD-3
- PandaPy (π₯13 Β· β 540 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT multidict (π₯32 Β· β 360) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 84 Β· π₯ 4.5K Β· π 140 - 15% open Β· β±οΈ 12.09.2023):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 84 Β· π₯ 4.5K Β· π 140 - 15% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 70M / month Β· π¦ 3.2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 70M / month Β· π¦ 3.3K Β· β±οΈ 24.12.2022):
```
pip install multidict
```
@@ -774,18 +774,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 770K / month Β· π¦ 320 Β· β±οΈ 15.01.2020):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 780K / month Β· π¦ 330 Β· β±οΈ 15.01.2020):
```
pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 33K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 34K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge anytree
```
bidict (π₯30 Β· β 1.3K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 59 Β· π¦ 18K Β· π 58 - 8% open Β· β±οΈ 13.09.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 59 Β· π¦ 18K Β· π 58 - 8% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/jab/bidict
@@ -794,7 +794,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 340K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 350K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge bidict
```
@@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 700K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 710K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
```
pip install python-benedict
```
@@ -817,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (π₯29 Β· β 190 Β· π€) - A mutable set that remembers the order of its entries. One of.. MIT
-- [GitHub](https://github.com/rspeer/ordered-set) (π¨βπ» 19 Β· π 45 Β· π¦ 9.9K Β· π 44 - 20% open Β· β±οΈ 06.09.2022):
+- [GitHub](https://github.com/rspeer/ordered-set) (π¨βπ» 19 Β· π 45 Β· π¦ 10K Β· π 44 - 20% open Β· β±οΈ 06.09.2022):
```
git clone https://github.com/rspeer/ordered-set
```
-- [PyPi](https://pypi.org/project/ordered-set) (π₯ 9.1M / month Β· π¦ 380 Β· β±οΈ 26.01.2022):
+- [PyPi](https://pypi.org/project/ordered-set) (π₯ 9.1M / month Β· π¦ 390 Β· β±οΈ 26.01.2022):
```
pip install ordered-set
```
@@ -833,7 +833,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (π₯28 Β· β 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.2K Β· π 180 - 63% open Β· β±οΈ 02.09.2023):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.2K Β· π 180 - 62% open Β· β±οΈ 02.09.2023):
```
git clone https://github.com/mahmoud/glom
@@ -854,45 +854,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 1.9M / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 1.2M / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
-- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 940K Β· β±οΈ 15.08.2023):
+- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 940K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge immutables
```
munch (π₯28 Β· β 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
+sqlitedict (π₯28 Β· β 1.1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
-- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 82 Β· π 45 - 13% open Β· β±οΈ 01.07.2023):
+- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 3.7K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
```
- git clone https://github.com/Infinidat/munch
+ git clone https://github.com/RaRe-Technologies/sqlitedict
```
-- [PyPi](https://pypi.org/project/munch) (π₯ 1.7M / month Β· π¦ 840 Β· β±οΈ 01.07.2023):
+- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 270K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
```
- pip install munch
+ pip install sqlitedict
```
-- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.7M Β· β±οΈ 02.07.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 88K Β· β±οΈ 22.09.2023):
```
- conda install -c conda-forge munch
+ conda install -c conda-forge sqlitedict
```
sqlitedict (π₯27 Β· β 1.1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
+munch (π₯28 Β· β 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
-- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 3.7K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
+- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 82 Β· π 45 - 13% open Β· β±οΈ 01.07.2023):
```
- git clone https://github.com/RaRe-Technologies/sqlitedict
+ git clone https://github.com/Infinidat/munch
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 280K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/munch) (π₯ 1.8M / month Β· π¦ 840 Β· β±οΈ 01.07.2023):
```
- pip install sqlitedict
+ pip install munch
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 87K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.7M Β· β±οΈ 02.07.2023):
```
- conda install -c conda-forge sqlitedict
+ conda install -c conda-forge munch
```
janus (π₯26 Β· β 740) - Thread-safe asyncio-aware queue for Python. Apache-2
@@ -902,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 330K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 340K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-box
```
-- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 460K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 470K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-box
```
@@ -940,68 +940,84 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯45 Β· β 16K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 410 Β· π 1.4K Β· π¦ 260K Β· π 3.1K - 10% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 410 Β· π 1.4K Β· π¦ 260K Β· π 3.2K - 10% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 100M / month Β· π¦ 8K Β· β±οΈ 23.08.2023):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 110M / month Β· π¦ 8.5K Β· β±οΈ 28.09.2023):
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.1M Β· β±οΈ 23.08.2023):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.1M Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge pydantic
```
jsonschema (π₯41 Β· β 4.2K) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 69 Β· π¦ 450K Β· π 780 - 3% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 71 Β· π¦ 450K Β· π 790 - 4% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 97M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 98M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
```
pip install jsonschema
```
-- [Conda](https://anaconda.org/conda-forge/jsonschema) (π₯ 23M Β· β±οΈ 20.09.2023):
+- [Conda](https://anaconda.org/conda-forge/jsonschema) (π₯ 24M Β· β±οΈ 20.09.2023):
```
conda install -c conda-forge jsonschema
```
cerberus (π₯37 Β· β 3K) - Lightweight, extensible data validation library for Python. ISC
-- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 65 Β· π 240 Β· π¦ 14K Β· π 340 - 3% open Β· β±οΈ 09.08.2023):
+- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 14K Β· π 340 - 3% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.5M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.4M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
```
pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 340K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 350K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge cerberus
```
validators (π₯33 Β· β 830) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 49 Β· π 140 Β· π₯ 7 Β· π¦ 84K Β· π 150 - 10% open Β· β±οΈ 17.09.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 49 Β· π 140 Β· π₯ 7 Β· π¦ 84K Β· π 150 - 10% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 6.4M / month Β· π¦ 1.7K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/validators) (π₯ 6.3M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
```
pip install validators
```
-- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 490K Β· β±οΈ 02.09.2023):
+- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 500K Β· β±οΈ 02.09.2023):
```
conda install -c conda-forge validators
```
schema (π₯32 Β· β 2.8K) - Schema validation just got Pythonic. MIT
+
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 63 Β· π 200 Β· π¦ 7.2K Β· π 170 - 56% open Β· β±οΈ 27.09.2023):
+
+ ```
+ git clone https://github.com/keleshev/schema
+ ```
+- [PyPi](https://pypi.org/project/schema) (π₯ 6.1M / month Β· π¦ 900 Β· β±οΈ 01.12.2021):
+ ```
+ pip install schema
+ ```
+- [Conda](https://anaconda.org/conda-forge/schema) (π₯ 120K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge schema
+ ```
+voluptuous (π₯31 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 91 Β· π 210 Β· π¦ 14K Β· π 240 - 17% open Β· β±οΈ 04.07.2023):
@@ -1020,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (π₯31 Β· β 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 61 Β· π¦ 8.1K Β· π 410 - 33% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 61 Β· π¦ 8.2K Β· π 410 - 32% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 380K / month Β· π¦ 150 Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/param) (π₯ 390K / month Β· π¦ 150 Β· β±οΈ 25.09.2023):
```
pip install param
```
@@ -1041,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/crdoconnor/strictyaml
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 720K / month Β· π¦ 250 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 760K / month Β· π¦ 250 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -1050,14 +1066,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge strictyaml
```
dirty-equals (π₯22 Β· β 710) - Doing dirty (but extremely useful) things with equals. MIT
+dirty-equals (π₯22 Β· β 720) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 13 Β· π 31 Β· π¦ 200 Β· π 28 - 53% open Β· β±οΈ 15.09.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 13 Β· π 32 Β· π¦ 200 Β· π 29 - 51% open Β· β±οΈ 15.09.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 44K / month Β· π¦ 11 Β· β±οΈ 28.04.2023):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 43K / month Β· π¦ 11 Β· β±οΈ 28.04.2023):
```
pip install dirty-equals
```
@@ -1068,12 +1084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (π₯21 Β· β 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
-- [GitHub](https://github.com/seandstewart/typical) (π¨βπ» 9 Β· π 9 Β· π¦ 73 Β· π 100 - 17% open Β· β±οΈ 26.04.2023):
+- [GitHub](https://github.com/seandstewart/typical) (π¨βπ» 9 Β· π 9 Β· π¦ 74 Β· π 100 - 17% open Β· β±οΈ 26.04.2023):
```
git clone https://github.com/seandstewart/typical
```
-- [PyPi](https://pypi.org/project/typical) (π₯ 2.3K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.9K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1089,7 +1105,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/podio/valideer
```
-- [PyPi](https://pypi.org/project/valideer) (π₯ 13K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
+- [PyPi](https://pypi.org/project/valideer) (π₯ 12K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
```
pip install valideer
```
@@ -1098,11 +1114,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge valideer
```
Show 5 hidden projects...
+Show 4 hidden projects...
-- schema (π₯32 Β· β 2.8K Β· π) - Schema validation just got Pythonic.MIT
- schematics (π₯31 Β· β 2.6K Β· π) - Python Data Structures for Humans. BSD-3
-- python-email-validator (π₯27 Β· β 860) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
+- python-email-validator (π₯26 Β· β 860) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
- validr (π₯18 Β· β 210 Β· π) - A simple, fast, extensible python library for data validation. MIT
- dataklasses (π₯7 Β· β 770 Β· π) - A different spin on dataclasses. βUnlicensed
transitions (π₯32 Β· β 5K Β· π) - A lightweight, object-oriented finite state machine implementation.. MIT
+transitions (π₯32 Β· β 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT
- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 76 Β· π 510 Β· π¦ 3.2K Β· π 440 - 2% open Β· β±οΈ 20.09.2023):
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 490K / month Β· π¦ 270 Β· β±οΈ 24.02.2022):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 470K / month Β· π¦ 270 Β· β±οΈ 24.02.2022):
```
pip install transitions
```
@@ -1137,7 +1152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.3K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.8K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1163,7 +1178,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 210M / month Β· π¦ 4.3K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 220M / month Β· π¦ 4.3K Β· β±οΈ 14.07.2021):
```
pip install python-dateutil
```
@@ -1174,16 +1189,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯36 Β· β 8.4K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 640 Β· π¦ 69K Β· π 500 - 19% open Β· β±οΈ 12.09.2023):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 640 Β· π¦ 70K Β· π 500 - 19% open Β· β±οΈ 12.09.2023):
```
git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 17M / month Β· π¦ 4.8K Β· β±οΈ 03.09.2022):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 18M / month Β· π¦ 4.8K Β· β±οΈ 03.09.2022):
```
pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.5M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.6M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge arrow
```
@@ -1195,18 +1210,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 13M / month Β· π¦ 1.2K Β· β±οΈ 23.11.2022):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 14M / month Β· π¦ 1.2K Β· β±οΈ 23.11.2022):
```
pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 830K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 830K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pendulum
```
holidays (π₯35 Β· β 1K) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 410 Β· π₯ 190 Β· π¦ 13K Β· π 460 - 21% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 410 Β· π₯ 190 Β· π¦ 13K Β· π 460 - 21% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/dr-prodigy/python-holidays
@@ -1215,55 +1230,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.6M Β· β±οΈ 19.09.2023):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.7M Β· β±οΈ 19.09.2023):
```
conda install -c conda-forge holidays
```
dateparser (π₯34 Β· β 2.3K) - python parser for human readable dates. BSD-3
+pytz (π₯35 Β· β 280) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 130 Β· π 440 Β· π¦ 24K Β· π 670 - 44% open Β· β±οΈ 21.08.2023):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 78 Β· π¦ 1.7M Β· π 81 - 43% open Β· β±οΈ 05.09.2023):
```
- git clone https://github.com/scrapinghub/dateparser
+ git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 3.8M / month Β· π¦ 1.3K Β· β±οΈ 23.03.2023):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 180M / month Β· π¦ 83K Β· β±οΈ 05.09.2023):
```
- pip install dateparser
+ pip install pytz
```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 170K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 45M Β· β±οΈ 05.09.2023):
```
- conda install -c conda-forge dateparser
+ conda install -c conda-forge pytz
```
pytz (π₯34 Β· β 280) - pytz Python historical timezone library and database. MIT
+dateparser (π₯34 Β· β 2.3K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 78 Β· π¦ 1.7M Β· π 81 - 43% open Β· β±οΈ 05.09.2023):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 130 Β· π 440 Β· π¦ 24K Β· π 670 - 44% open Β· β±οΈ 21.08.2023):
```
- git clone https://github.com/stub42/pytz
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 150M / month Β· π¦ 83K Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 3.8M / month Β· π¦ 1.3K Β· β±οΈ 23.03.2023):
```
- pip install pytz
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 45M Β· β±οΈ 05.09.2023):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 170K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pytz
+ conda install -c conda-forge dateparser
```
tzlocal (π₯30 Β· β 170) - A Python module that tries to figure out what your local timezone is. MIT
-- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 29 Β· π 56 Β· π 81 - 4% open Β· β±οΈ 31.05.2023):
+- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 29 Β· π 56 Β· π 82 - 6% open Β· β±οΈ 31.05.2023):
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 58M / month Β· π¦ 3.8K Β· β±οΈ 21.06.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 76M / month Β· π¦ 3.8K Β· β±οΈ 21.06.2023):
```
pip install tzlocal
```
-- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 2.4M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 2.4M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge tzlocal
```
@@ -1271,7 +1286,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects...
- isodate (π₯30 Β· β 130 Β· π) - ISO 8601 date/time parser.BSD-3
-- parsedatetime (π₯28 Β· β 670 Β· π) - Parse human-readable date/time strings. Apache-2
+- parsedatetime (π₯28 Β· β 680 Β· π) - Parse human-readable date/time strings. Apache-2
@@ -1279,25 +1294,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯38 Β· β 650) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯39 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 200 Β· π 270 Β· π¦ 63K Β· π 590 - 34% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 200 Β· π 270 Β· π¦ 64K Β· π 590 - 33% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 120M / month Β· π¦ 720 Β· β±οΈ 15.09.2023):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 120M / month Β· π¦ 740 Β· β±οΈ 22.09.2023):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 14M Β· β±οΈ 16.09.2023):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 14M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge fsspec
```
watchdog (π₯36 Β· β 6K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 110K Β· π 620 - 27% open Β· β±οΈ 28.07.2023):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 110K Β· π 630 - 27% open Β· β±οΈ 28.07.2023):
```
git clone https://github.com/gorakhargosh/watchdog
@@ -1306,7 +1321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.5M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.5M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge watchdog
```
@@ -1318,23 +1333,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 33M / month Β· π¦ 2K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 50M / month Β· π¦ 2K Β· β±οΈ 09.08.2023):
```
pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 830K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 840K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge aiofiles
```
filelock (π₯34 Β· β 580) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 39 Β· π 89 Β· π¦ 320K Β· π 100 - 10% open Β· β±οΈ 13.09.2023):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 39 Β· π 89 Β· π¦ 320K Β· π 100 - 10% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 98M / month Β· π¦ 2.7K Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 99M / month Β· π¦ 2.7K Β· β±οΈ 13.09.2023):
```
pip install filelock
```
@@ -1350,7 +1365,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyfilesystem/pyfilesystem2
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 1.8M / month Β· π¦ 600 Β· β±οΈ 02.05.2022):
+- [PyPi](https://pypi.org/project/fs) (π₯ 1.8M / month Β· π¦ 610 Β· β±οΈ 02.05.2022):
```
pip install fs
```
@@ -1361,7 +1376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
appdirs (π₯31 Β· β 1K Β· π€) - A small Python module for determining appropriate platform-specific.. MIT
-- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 97 Β· π¦ 250K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
+- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 97 Β· π¦ 260K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
```
git clone https://github.com/ActiveState/appdirs
@@ -1386,7 +1401,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install path
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 450K Β· β±οΈ 07.07.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 450K Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge path
```
@@ -1402,7 +1417,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install scandir
```
-- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.3M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.3M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge scandir
```
@@ -1436,12 +1451,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (π₯32 Β· β 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 91 Β· π 220 Β· π 740 - 17% open Β· β±οΈ 30.06.2023):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 91 Β· π 220 Β· π 740 - 17% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 8.3M / month Β· π¦ 5.9K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 8.3M / month Β· π¦ 6K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1457,7 +1472,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/agronholm/pythonfutures
```
-- [PyPi](https://pypi.org/project/futures) (π₯ 9.1M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
+- [PyPi](https://pypi.org/project/futures) (π₯ 9M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
```
pip install futures
```
@@ -1481,16 +1496,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (π₯47 Β· β 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2
-- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 540K Β· π 2.3K - 1% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 550K Β· π 2.3K - 1% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 210M / month Β· π¦ 21K Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 230M / month Β· π¦ 21K Β· β±οΈ 19.09.2023):
```
pip install cryptography
```
-- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 43M Β· β±οΈ 20.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 43M Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge cryptography
```
@@ -1502,27 +1517,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 110K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 120K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 390 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 540 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
pycryptodomex (π₯38 Β· β 2.5K Β· π) - A self-contained cryptographic library for Python. BSD-3
+pycryptodomex (π₯38 Β· β 2.5K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 110 Β· π¦ 77K Β· π 560 - 11% open Β· β±οΈ 17.09.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 120 Β· π¦ 78K Β· π 560 - 11% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 33M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 34M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
```
pip install pycryptodomex
```
-- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.4M Β· β±οΈ 17.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.5M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge pycryptodomex
```
@@ -1534,7 +1549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jaraco/keyring
```
-- [PyPi](https://pypi.org/project/keyring) (π₯ 36M / month Β· π¦ 4.1K Β· β±οΈ 24.06.2023):
+- [PyPi](https://pypi.org/project/keyring) (π₯ 37M / month Β· π¦ 4.1K Β· β±οΈ 24.06.2023):
```
pip install keyring
```
@@ -1545,12 +1560,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asn1crypto (π₯34 Β· β 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
-- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 100K Β· π 190 - 28% open Β· β±οΈ 23.08.2023):
+- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 100K Β· π 190 - 28% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 50M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 51M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1561,23 +1576,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (π₯33 Β· β 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 120 - 4% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 120 - 4% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 40M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 41M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
```
pip install bcrypt
```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4M Β· β±οΈ 02.09.2023):
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge bcrypt
```
rsa (π₯31 Β· β 450) - Python-RSA is a pure-Python RSA implementation. Apache-2
-- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π¦ 330K Β· π 120 - 18% open Β· β±οΈ 16.08.2023):
+- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π¦ 340K Β· π 120 - 18% open Β· β±οΈ 16.08.2023):
```
git clone https://github.com/sybrenstuvel/python-rsa
@@ -1599,12 +1614,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 59K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 30K Β· π 32K - 2% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 30K Β· π 32K - 2% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.3M / month Β· π¦ 4.1K Β· β±οΈ 12.09.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 4.4M / month Β· π¦ 4.1K Β· β±οΈ 12.09.2023):
```
pip install ansible
```
@@ -1613,62 +1628,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge ansible
```
awscli (π₯45 Β· β 14K Β· π) - Universal Command Line Interface for Amazon Web Services. Apache-2
+awscli (π₯44 Β· β 14K Β· π) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.9K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.9K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 180M / month Β· π¦ 3.1K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 160M / month Β· π¦ 3.1K Β· β±οΈ 27.09.2023):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge awscli
```
botocore (π₯44 Β· β 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
+botocore (π₯44 Β· β 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 270K Β· π 1K - 13% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 270K Β· π 1K - 13% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 380M / month Β· π¦ 8.5K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 370M / month Β· π¦ 8.5K Β· β±οΈ 27.09.2023):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 23M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 27.09.2023):
```
conda install -c conda-forge botocore
```
pulumi (π₯42 Β· β 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 230 Β· π 950 Β· π₯ 890K Β· π¦ 6.3K Β· π 6.4K - 29% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 230 Β· π 950 Β· π₯ 960K Β· π¦ 6.5K Β· π 6.4K - 29% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 820K / month Β· π¦ 140 Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 800K / month Β· π¦ 140 Β· β±οΈ 26.09.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 950K / month Β· π¦ 710 Β· β±οΈ 19.09.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.1M / month Β· π¦ 820 Β· β±οΈ 26.09.2023):
```
npm install @pulumi/pulumi
```
paramiko (π₯42 Β· β 8.5K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
-- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 1.9K Β· π¦ 83K Β· π 1.8K - 56% open Β· β±οΈ 31.08.2023):
+- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 1.9K Β· π¦ 84K Β· π 1.8K - 55% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 46M / month Β· π¦ 13K Β· β±οΈ 28.07.2023):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 47M / month Β· π¦ 13K Β· β±οΈ 28.07.2023):
```
pip install paramiko
```
@@ -1695,7 +1710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯41 Β· β 31K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 5K Β· π₯ 120M Β· π¦ 280 Β· π 7.1K - 2% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 5K Β· π₯ 110M Β· π¦ 280 Β· π 7.1K - 2% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/docker/compose
@@ -1716,7 +1731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 17M / month Β· π¦ 1.4K Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 18M / month Β· π¦ 1.4K Β· β±οΈ 18.09.2023):
```
pip install kubernetes
```
@@ -1727,7 +1742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (π₯37 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
-- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 13 Β· π 1.8K - 26% open Β· β±οΈ 31.08.2023):
+- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 15 Β· π 1.8K - 26% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/fabric/fabric
@@ -1743,7 +1758,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (π₯37 Β· β 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 220 Β· π 1.2K Β· π¦ 3.8K Β· π 2K - 8% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 220 Β· π 1.2K Β· π¦ 3.9K Β· π 2K - 8% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/ktbyers/netmiko
@@ -1760,23 +1775,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dbader/schedule
```
-- [PyPi](https://pypi.org/project/schedule) (π₯ 1.8M / month Β· π¦ 1.4K Β· β±οΈ 10.04.2023):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 1.7M / month Β· π¦ 1.4K Β· β±οΈ 10.04.2023):
```
pip install schedule
```
-- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 41K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 42K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge schedule
```
plumbum (π₯34 Β· β 2.7K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 4.8K Β· π 350 - 36% open Β· β±οΈ 05.09.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 4.9K Β· π 350 - 36% open Β· β±οΈ 05.09.2023):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 1.9M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.1M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1792,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pahaz/sshtunnel
```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 5.7M / month Β· π¦ 320 Β· β±οΈ 11.01.2021):
+- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 5.6M / month Β· π¦ 320 Β· β±οΈ 11.01.2021):
```
pip install sshtunnel
```
@@ -1813,18 +1828,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pip install pyinfra
```
pypyr (π₯22 Β· β 540 Β· π) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
+pypyr (π₯22 Β· β 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
-- [GitHub](https://github.com/pypyr/pypyr) (π¨βπ» 10 Β· π 26 Β· π¦ 110 Β· π 140 - 11% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pypyr/pypyr) (π¨βπ» 10 Β· π 26 Β· π¦ 110 Β· π 140 - 11% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 1.7K / month Β· π¦ 9 Β· β±οΈ 21.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.2K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
-- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 12K Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 12K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pypyr
```
@@ -1850,7 +1865,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pexpect/pexpect
```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 36M / month Β· π¦ 16K Β· β±οΈ 21.01.2020):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 37M / month Β· π¦ 16K Β· β±οΈ 21.01.2020):
```
pip install pexpect
```
@@ -1866,7 +1881,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 4.6M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/sh) (π₯ 5M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
```
pip install sh
```
@@ -1877,16 +1892,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (π₯35 Β· β 7.9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
-- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 9.6K Β· π 1.1K - 12% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 9.7K Β· π 1.1K - 12% open Β· β±οΈ 19.09.2023):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 2.2M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 2.9M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
```
pip install supervisor
```
-- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 280K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 280K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge supervisor
```
@@ -1898,7 +1913,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pexpect/ptyprocess
```
-- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 37M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 38M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
```
pip install ptyprocess
```
@@ -1915,23 +1930,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (π₯38 Β· β 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 42 Β· π 110 Β· π¦ 170K Β· π 320 - 17% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 42 Β· π 110 Β· π¦ 180K Β· π 320 - 17% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 44M / month Β· π¦ 510 Β· β±οΈ 30.08.2023):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 46M / month Β· π¦ 510 Β· β±οΈ 30.08.2023):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 9.8M Β· β±οΈ 31.08.2023):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 10M Β· β±οΈ 31.08.2023):
```
conda install -c conda-forge anyio
```
uvloop (π₯37 Β· β 9.6K) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 57 Β· π 560 Β· π₯ 420 Β· π¦ 96K Β· π 340 - 25% open Β· β±οΈ 11.08.2023):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 57 Β· π 560 Β· π₯ 420 Β· π¦ 97K Β· π 340 - 25% open Β· β±οΈ 11.08.2023):
```
git clone https://github.com/MagicStack/uvloop
@@ -1940,39 +1955,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 640K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 640K Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge uvloop
```
greenlet (π₯37 Β· β 1.5K Β· π) - Lightweight in-process concurrent programming. MIT
+greenlet (π₯37 Β· β 1.5K) - Lightweight in-process concurrent programming. MIT
- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 67 Β· π 230 Β· π¦ 290K Β· π 220 - 8% open Β· β±οΈ 12.09.2023):
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 65M / month Β· π¦ 10K Β· β±οΈ 12.09.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 66M / month Β· π¦ 10K Β· β±οΈ 12.09.2023):
```
pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 7.9M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge greenlet
```
asyncer (π₯25 Β· β 1.1K) - Asyncer, async and await, focused on developer experience. MIT
-- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 10 Β· π 39 Β· π¦ 2.6K Β· π 10 - 60% open Β· β±οΈ 31.07.2023):
+- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 10 Β· π 40 Β· π¦ 2.7K Β· π 10 - 60% open Β· β±οΈ 31.07.2023):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 70K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 72K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
```
pip install asyncer
```
-- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 5.3K Β· β±οΈ 18.06.2023):
+- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 5.4K Β· β±οΈ 18.06.2023):
```
conda install -c conda-forge asyncer
```
@@ -1984,7 +1999,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 15K / month Β· π¦ 36 Β· β±οΈ 24.07.2023):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 14K / month Β· π¦ 36 Β· β±οΈ 24.07.2023):
```
pip install aiomisc
```
@@ -2000,18 +2015,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯39 Β· β 570) - A lightweight Traits like module. BSD-3
+traitlets (π₯39 Β· β 580) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 190 Β· π¦ 360K Β· π 280 - 32% open Β· β±οΈ 14.09.2023):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 200 Β· π¦ 360K Β· π 290 - 31% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 28M / month Β· π¦ 15K Β· β±οΈ 14.09.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 31M / month Β· π¦ 15K Β· β±οΈ 26.09.2023):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 23M Β· β±οΈ 14.09.2023):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 23M Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge traitlets
```
@@ -2034,50 +2049,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (π₯34 Β· β 3.2K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 300 Β· π¦ 7.1K Β· π 470 - 22% open Β· β±οΈ 15.09.2023):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 300 Β· π¦ 7.2K Β· π 470 - 22% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 1.7M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 1.9M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 58K Β· β±οΈ 31.08.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 58K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge dynaconf
```
hydra (π₯32 Β· β 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT
+omegaconf (π₯32 Β· β 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 600 Β· π¦ 15K Β· π 1.3K - 16% open Β· β±οΈ 17.09.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 87 Β· π¦ 18K Β· π 530 - 17% open Β· β±οΈ 22.09.2023):
```
- git clone https://github.com/facebookresearch/hydra
+ git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 8.6K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.8M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
```
- pip install hydra
+ pip install omegaconf
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 790K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 1.1M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge hydra-core
+ conda install -c conda-forge omegaconf
```
omegaconf (π₯32 Β· β 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3
+hydra (π₯31 Β· β 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 87 Β· π¦ 18K Β· π 530 - 17% open Β· β±οΈ 04.09.2023):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 600 Β· π¦ 16K Β· π 1.3K - 16% open Β· β±οΈ 17.09.2023):
```
- git clone https://github.com/omry/omegaconf
+ git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.8M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 8.9K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
```
- pip install omegaconf
+ pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 1.1M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 800K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge omegaconf
+ conda install -c conda-forge hydra-core
```
python-decouple (π₯31 Β· β 2.5K) - Strict separation of config from code. MIT
@@ -2087,11 +2102,11 @@ _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) (π₯ 1.7M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 1.8M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
```
pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 69K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 70K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-decouple
```
@@ -2103,7 +2118,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 220K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 180K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2130,16 +2145,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (π₯23 Β· β 140) - configuration library for python projects. MPL-2.0
-- [GitHub](https://github.com/willkg/everett) (π¨βπ» 6 Β· π 30 Β· π¦ 860 Β· π 81 - 3% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/willkg/everett) (π¨βπ» 6 Β· π 30 Β· π¦ 870 Β· π 81 - 3% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 110K / month Β· π¦ 45 Β· β±οΈ 21.03.2023):
+- [PyPi](https://pypi.org/project/everett) (π₯ 100K / month Β· π¦ 45 Β· β±οΈ 21.03.2023):
```
pip install everett
```
-- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 46K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 47K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge everett
```
@@ -2152,12 +2167,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (π₯46 Β· β 14K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 97 Β· π¦ 1.4M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 100 Β· π¦ 1.4M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 150M / month Β· π¦ 74K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 160M / month Β· π¦ 75K Β· β±οΈ 17.08.2023):
```
pip install click
```
@@ -2168,16 +2183,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (π₯44 Β· β 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 230 Β· π 1.6K Β· π¦ 120K Β· π 1.2K - 15% open Β· β±οΈ 17.09.2023):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 230 Β· π 1.6K Β· π¦ 130K Β· π 1.2K - 15% open Β· β±οΈ 17.09.2023):
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 31M / month Β· π¦ 5.1K Β· β±οΈ 17.09.2023):
+- [PyPi](https://pypi.org/project/rich) (π₯ 32M / month Β· π¦ 5.1K Β· β±οΈ 17.09.2023):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5M Β· β±οΈ 17.09.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5.1M Β· β±οΈ 17.09.2023):
```
conda install -c conda-forge rich
```
@@ -2189,11 +2204,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 34M / month Β· π¦ 1.5K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 35M / month Β· π¦ 1.5K Β· β±οΈ 04.07.2023):
```
pip install prompt_toolkit
```
-- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 18M Β· β±οΈ 05.07.2023):
+- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 19M Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge prompt-toolkit
```
@@ -2205,18 +2220,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.6M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.7M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 740K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 750K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fire
```
Typer (π₯35 Β· β 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 480 Β· π¦ 13 Β· π 370 - 55% open Β· β±οΈ 01.08.2023):
+- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 480 Β· π¦ 15 Β· π 380 - 55% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/tiangolo/typer
@@ -2248,12 +2263,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (π₯34 Β· β 1.3K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 67 Β· π 120 Β· π₯ 310 Β· π¦ 46K Β· π 240 - 21% open Β· β±οΈ 16.09.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 67 Β· π 120 Β· π₯ 310 Β· π¦ 46K Β· π 240 - 21% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 20M / month Β· π¦ 2.2K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 19M / month Β· π¦ 2.2K Β· β±οΈ 16.09.2023):
```
pip install argcomplete
```
@@ -2262,14 +2277,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge argcomplete
```
cleo (π₯33 Β· β 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
+
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 82 Β· π¦ 17K Β· π 100 - 32% open Β· β±οΈ 26.09.2023):
+
+ ```
+ git clone https://github.com/sdispater/cleo
+ ```
+- [PyPi](https://pypi.org/project/cleo) (π₯ 14M / month Β· π¦ 240 Β· β±οΈ 22.11.2022):
+ ```
+ pip install cleo
+ ```
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 570K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge cleo
+ ```
+wcwidth (π₯33 Β· β 340) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 15 Β· π 51 Β· π¦ 450K Β· π 39 - 43% open Β· β±οΈ 16.09.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 15 Β· π 51 Β· π¦ 450K Β· π 41 - 41% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 38M / month Β· π¦ 13K Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 39M / month Β· π¦ 13K Β· β±οΈ 15.01.2023):
```
pip install wcwidth
```
@@ -2285,7 +2316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 81K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 87K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
```
pip install asciimatics
```
@@ -2294,25 +2325,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asciimatics
```
cleo (π₯32 Β· β 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 82 Β· π¦ 17K Β· π 100 - 33% open Β· β±οΈ 19.09.2023):
-
- ```
- git clone https://github.com/sdispater/cleo
- ```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 14M / month Β· π¦ 240 Β· β±οΈ 22.11.2022):
- ```
- pip install cleo
- ```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 560K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge cleo
- ```
-questionary (π₯31 Β· β 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 71 Β· π¦ 9.8K Β· π 130 - 26% open Β· β±οΈ 08.09.2023):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 71 Β· π¦ 9.9K Β· π 130 - 26% open Β· β±οΈ 08.09.2023):
```
git clone https://github.com/tmbo/questionary
@@ -2321,12 +2336,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 55K Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 56K Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge questionary
```
ConfigArgParse (π₯30 Β· β 660) - A drop-in replacement for argparse that allows options to also be.. MIT
+ConfigArgParse (π₯29 Β· β 660) - A drop-in replacement for argparse that allows options to also be.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 53 Β· π 110 Β· π¦ 13K Β· π 190 - 33% open Β· β±οΈ 23.07.2023):
@@ -2337,19 +2352,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 700K Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 710K Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge configargparse
```
docopt-ng (π₯23 Β· β 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
-- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 14 Β· π¦ 180 Β· π 28 - 50% open Β· β±οΈ 01.06.2023):
+- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 14 Β· π¦ 190 Β· π 28 - 50% open Β· β±οΈ 01.06.2023):
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 66K / month Β· π¦ 32 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 72K / month Β· π¦ 32 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
@@ -2361,7 +2376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 1K / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 1.1K / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2369,8 +2384,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects...
- docopt (π₯36 Β· β 7.8K Β· π) - Pythonic command line arguments parser, that will make you smile.MIT
-- blessings (π₯28 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
-- clint (π₯25 Β· β 88 Β· π) - Python Command-line Application Tools. ISC
+- blessings (π₯29 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
+- clint (π₯25 Β· β 90 Β· π) - Python Command-line Application Tools. ISC
- Click Extra (π₯23 Β· β 43) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
- bashplotlib (π₯22 Β· β 1.8K Β· π) - plotting in the terminal. MIT
cachetools (π₯33 Β· β 1.8K) - Extensible memoizing collections and decorators. MIT
-- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 12 Β· π 140 Β· π 230 - 2% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 12 Β· π 140 Β· π 230 - 3% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 98M / month Β· π¦ 3.4K Β· β±οΈ 27.05.2023):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 99M / month Β· π¦ 3.4K Β· β±οΈ 27.05.2023):
```
pip install cachetools
```
@@ -2404,14 +2419,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cachetools
```
aiocache (π₯30 Β· β 910) - Asyncio cache manager for redis, memcached and memory. BSD-3
+aiocache (π₯30 Β· β 920) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 9 Β· π¦ 1.9K Β· π 290 - 13% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 9 Β· π¦ 1.9K Β· π 290 - 13% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 280K / month Β· π¦ 120 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 290K / month Β· π¦ 120 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
@@ -2434,7 +2449,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (π₯27 Β· β 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 53 Β· π 130 Β· π₯ 270 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 21.08.2023):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 53 Β· π 130 Β· π₯ 300 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 21.08.2023):
```
git clone https://github.com/lericson/pylibmc
@@ -2443,12 +2458,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pylibmc
```
-- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 210K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 210K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge pylibmc
```
cachier (π₯24 Β· β 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
+cachier (π₯23 Β· β 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 16 Β· π 54 Β· π¦ 410 Β· π 66 - 22% open Β· β±οΈ 02.07.2023):
@@ -2490,7 +2505,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (π₯36 Β· β 12K) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 9.7K Β· π 3.4K - 20% open Β· β±οΈ 09.09.2023):
+- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 9.7K Β· π 3.4K - 20% open Β· β±οΈ 21.09.2023):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
@@ -2511,30 +2526,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 32K / month Β· π¦ 46 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 34K / month Β· π¦ 46 Β· β±οΈ 13.09.2023):
```
pip install dearpygui
```
toga (π₯31 Β· β 3.6K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 610 Β· π₯ 1.7K Β· π¦ 2 Β· π 760 - 18% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 610 Β· π₯ 1.7K Β· π¦ 2 Β· π 770 - 18% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 1.7K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
+- [PyPi](https://pypi.org/project/toga) (π₯ 1.5K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 6 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 5 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
Eel (π₯30 Β· β 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
-- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 6.1K Β· π 510 - 33% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 6.1K Β· π 510 - 34% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
@@ -2593,12 +2608,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (π₯34 Β· β 1.7K) - emoji terminal output for Python. BSD-3
-- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 64 Β· π 260 Β· π¦ 60K Β· π 160 - 6% open Β· β±οΈ 16.08.2023):
+- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 64 Β· π 260 Β· π¦ 61K Β· π 160 - 6% open Β· β±οΈ 16.08.2023):
```
git clone https://github.com/carpedm20/emoji
```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 2.5M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 2.6M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023):
```
pip install emoji
```
@@ -2618,11 +2633,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install chardet
```
-- [Conda](https://anaconda.org/conda-forge/chardet) (π₯ 22M Β· β±οΈ 16.08.2023):
+- [Conda](https://anaconda.org/conda-forge/chardet) (π₯ 22M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 170 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 130 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2634,11 +2649,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.3M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 4.5M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
-- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 340K Β· β±οΈ 04.07.2023):
+- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 350K Β· β±οΈ 04.07.2023):
```
conda install -c conda-forge inflect
```
@@ -2659,25 +2674,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-slugify
```
pyahocorasick (π₯27 Β· β 830 Β· π€) - Python module (C extension and plain python) implementing.. BSD-3
+pyahocorasick (π₯28 Β· β 830 Β· π€) - Python module (C extension and plain python) implementing.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 29 Β· π 120 Β· π¦ 2.1K Β· π 130 - 19% open Β· β±οΈ 14.01.2023):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 560K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 580K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
```
pip install pyahocorasick
```
-- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 200K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 200K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge pyahocorasick
```
price-parser (π₯22 Β· β 280 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
-- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 13 Β· π 47 Β· π¦ 380 Β· π 34 - 73% open Β· β±οΈ 22.11.2022):
+- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 13 Β· π 47 Β· π¦ 380 Β· π 35 - 71% open Β· β±οΈ 22.11.2022):
```
git clone https://github.com/scrapinghub/price-parser
@@ -2689,12 +2704,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
coolname (π₯21 Β· β 120 Β· π€) - Random Name and Slug Generator. BSD-2
-- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 3 Β· π 11 Β· π¦ 1.8K Β· π 9 - 22% open Β· β±οΈ 09.01.2023):
+- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 3 Β· π 12 Β· π¦ 1.9K Β· π 9 - 22% open Β· β±οΈ 09.01.2023):
```
git clone https://github.com/alexanderlukanin13/coolname
```
-- [PyPi](https://pypi.org/project/coolname) (π₯ 380K / month Β· π¦ 54 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 360K / month Β· π¦ 54 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
@@ -2725,18 +2740,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
_Libraries for connecting to, operating, and querying databases._
-boto3 (π₯47 Β· β 8.3K) - AWS SDK for Python. Apache-2
+boto3 (π₯48 Β· β 8.3K Β· π) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 360K Β· π 3.1K - 5% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 360K Β· π 3.1K - 5% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 800M / month Β· π¦ 18K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 820M / month Β· π¦ 18K Β· β±οΈ 27.09.2023):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge boto3
```
@@ -2748,18 +2763,18 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 30M / month Β· π¦ 28K Β· β±οΈ 15.08.2023):
+- [PyPi](https://pypi.org/project/redis) (π₯ 30M / month Β· π¦ 28K Β· β±οΈ 26.09.2023):
```
pip install redis
```
-- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.1M Β· β±οΈ 15.08.2023):
+- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.1M Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge redis-py
```
SQLAlchemy (π₯44 Β· β 7.8K Β· π) - The Database Toolkit for Python. MIT
+SQLAlchemy (π₯44 Β· β 7.8K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 650 Β· π 1.2K Β· π₯ 46K Β· π¦ 630K Β· π 7.5K - 2% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 650 Β· π 1.2K Β· π₯ 46K Β· π¦ 640K Β· π 7.5K - 2% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/sqlalchemy/sqlalchemy
@@ -2775,39 +2790,39 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (π₯42 Β· β 4.3K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 410 Β· π 1.5K Β· π 3.7K - 4% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 420 Β· π 1.5K Β· π 3.7K - 4% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 52M / month Β· π¦ 2K Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 53M / month Β· π¦ 2K Β· β±οΈ 19.09.2023):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.8M Β· β±οΈ 20.09.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.9M Β· β±οΈ 20.09.2023):
```
conda install -c conda-forge google-cloud-storage
```
azure-storage-blob (π₯42 Β· β 3.8K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 630 Β· π 2.5K Β· π¦ 2.3K Β· π 8.6K - 11% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 630 Β· π 2.5K Β· π¦ 2.3K Β· π 8.6K - 11% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 41M / month Β· π¦ 680 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 41M / month Β· π¦ 680 Β· β±οΈ 25.09.2023):
```
pip install azure-storage-blob
```
-- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 1M Β· β±οΈ 14.09.2023):
+- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 1M Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge azure-storage-blob
```
peewee (π₯41 Β· β 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 23K Β· π 2.3K - 0% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 23K Β· π 2.3K - 0% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/coleifer/peewee
@@ -2816,35 +2831,35 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 550K Β· β±οΈ 14.08.2023):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 550K Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge peewee
```
elasticsearch (π₯40 Β· β 4K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.5K Β· π¦ 41K Β· π 1K - 5% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.5K Β· π¦ 41K Β· π 1K - 5% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 14M / month Β· π¦ 6.1K Β· β±οΈ 27.07.2023):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 14M / month Β· π¦ 6.1K Β· β±οΈ 22.09.2023):
```
pip install elasticsearch
```
-- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 910K Β· β±οΈ 07.08.2023):
+- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 920K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge elasticsearch
```
PyMySQL (π₯39 Β· β 7.4K) - MySQL client library for Python. MIT
-- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 180K Β· π 640 - 2% open Β· β±οΈ 14.09.2023):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 190K Β· π 640 - 2% open Β· β±οΈ 14.09.2023):
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 48M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 44M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
```
pip install PyMySQL
```
@@ -2880,7 +2895,7 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.2M Β· β±οΈ 23.08.2023):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.3M Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge pymongo
```
@@ -2901,46 +2916,46 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge alembic
```
MongoEngine (π₯37 Β· β 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT
+MongoEngine (π₯37 Β· β 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 21K Β· π 1.7K - 22% open Β· β±οΈ 18.04.2023):
+- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 22K Β· π 1.7K - 22% open Β· β±οΈ 18.04.2023):
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 960K / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 220K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 220K Β· β±οΈ 27.09.2023):
```
conda install -c conda-forge mongoengine
```
AWS Data Wrangler (π₯37 Β· β 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 630 Β· π₯ 210K Β· π¦ 1.2K Β· π 990 - 3% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 630 Β· π₯ 210K Β· π¦ 1.2K Β· π 990 - 3% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 30M / month Β· π¦ 57 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 29M / month Β· π¦ 57 Β· β±οΈ 11.09.2023):
```
pip install awswrangler
```
-- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 410K Β· β±οΈ 11.09.2023):
+- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 420K Β· β±οΈ 11.09.2023):
```
conda install -c conda-forge awswrangler
```
python-bigquery (π₯37 Β· β 640) - Google BigQuery API client library. Apache-2
+python-bigquery (π₯37 Β· β 650) - Google BigQuery API client library. Apache-2
- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 260 Β· π¦ 22K Β· π 610 - 13% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 34M / month Β· π¦ 1.1K Β· β±οΈ 19.07.2023):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 32M / month Β· π¦ 1.1K Β· β±οΈ 19.07.2023):
```
pip install google-cloud-bigquery
```
@@ -2956,7 +2971,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.2M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
```
pip install elasticsearch-dsl
```
@@ -2965,48 +2980,64 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c anaconda elasticsearch-dsl
```
confluent-kafka-python (π₯36 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
+Ibis (π₯36 Β· β 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 860 Β· π¦ 7.2K Β· π 1.1K - 24% open Β· β±οΈ 24.07.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 200 Β· π 440 Β· π₯ 97 Β· π¦ 600 Β· π 2.3K - 4% open Β· β±οΈ 28.09.2023):
```
- git clone https://github.com/confluentinc/confluent-kafka-python
+ git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.6M / month Β· π¦ 440 Β· β±οΈ 12.07.2023):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 97K / month Β· π¦ 49 Β· β±οΈ 24.09.2023):
```
- pip install confluent-kafka
+ pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 770K Β· β±οΈ 18.09.2023):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 310K Β· β±οΈ 11.09.2023):
```
- conda install -c conda-forge python-confluent-kafka
+ conda install -c conda-forge ibis-framework
```
Ibis (π₯36 Β· β 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
+libcloud (π₯36 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 190 Β· π 440 Β· π₯ 97 Β· π¦ 590 Β· π 2.3K - 4% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 470 Β· π 930 Β· π 200 - 37% open Β· β±οΈ 20.09.2023):
```
- git clone https://github.com/ibis-project/ibis
+ git clone https://github.com/apache/libcloud
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 100K / month Β· π¦ 48 Β· β±οΈ 17.09.2023):
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 190K / month Β· π¦ 860 Β· β±οΈ 10.08.2023):
```
- pip install ibis-framework
+ pip install apache-libcloud
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 310K Β· β±οΈ 11.09.2023):
+SQLAlchemy-Utils (π₯36 Β· β 1.1K Β· π) - Various utility functions and datatypes for SQLAlchemy. BSD-3
+
+- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 310 Β· π¦ 25K Β· π 420 - 43% open Β· β±οΈ 29.06.2023):
+
```
- conda install -c conda-forge ibis-framework
+ git clone https://github.com/kvesteri/sqlalchemy-utils
+ ```
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 4.7M / month Β· π¦ 2.1K Β· β±οΈ 27.04.2023):
+ ```
+ pip install sqlalchemy-utils
+ ```
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 510K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge sqlalchemy-utils
```
libcloud (π₯36 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
+confluent-kafka-python (π₯35 Β· β 3.4K Β· π) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 470 Β· π 930 Β· π 200 - 37% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 860 Β· π¦ 7.2K Β· π 1.1K - 24% open Β· β±οΈ 24.07.2023):
```
- git clone https://github.com/apache/libcloud
+ git clone https://github.com/confluentinc/confluent-kafka-python
```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 180K / month Β· π¦ 860 Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.6M / month Β· π¦ 440 Β· β±οΈ 12.07.2023):
```
- pip install apache-libcloud
+ pip install confluent-kafka
+ ```
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 780K Β· β±οΈ 25.09.2023):
+ ```
+ conda install -c conda-forge python-confluent-kafka
```
mysqlclient (π₯35 Β· β 2.3K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
@@ -3016,15 +3047,31 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 3.9M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 300K Β· β±οΈ 02.07.2023):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 300K Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge mysqlclient
```
s3transfer (π₯35 Β· β 180) - Amazon S3 Transfer Manager for Python. Apache-2
+
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 36 Β· π 120 Β· π¦ 240K Β· π 81 - 56% open Β· β±οΈ 26.09.2023):
+
+ ```
+ git clone https://github.com/boto/s3transfer
+ ```
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 250M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
+ ```
+ pip install s3transfer
+ ```
+- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 26.09.2023):
+ ```
+ conda install -c conda-forge s3transfer
+ ```
+Prometheus Client (π₯34 Β· β 3.6K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 130 Β· π 740 Β· π 500 - 18% open Β· β±οΈ 18.09.2023):
@@ -3036,78 +3083,78 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 13M Β· β±οΈ 10.07.2023):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 14M Β· β±οΈ 10.07.2023):
```
conda install -c conda-forge prometheus_client
```
Motor (π₯34 Β· β 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
+Pony (π₯34 Β· β 3.3K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 45 Β· π 200 Β· π¦ 70K Β· β±οΈ 05.09.2023):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 230 Β· π₯ 67 Β· π¦ 3.7K Β· π 640 - 48% open Β· β±οΈ 25.09.2023):
```
- git clone https://github.com/mongodb/motor
+ git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 1.2M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/pony) (π₯ 110K / month Β· π¦ 360 Β· β±οΈ 25.09.2023):
```
- pip install motor
+ pip install pony
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 61K Β· β±οΈ 01.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 96K Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge motor
+ conda install -c conda-forge pony
```
SQLAlchemy-Utils (π₯34 Β· β 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
+Motor (π₯34 Β· β 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 310 Β· π¦ 25K Β· π 420 - 43% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 45 Β· π 200 Β· π¦ 70K Β· β±οΈ 05.09.2023):
```
- git clone https://github.com/kvesteri/sqlalchemy-utils
+ git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 4.7M / month Β· π¦ 2.1K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/motor) (π₯ 1.2M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
```
- pip install sqlalchemy-utils
+ pip install motor
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 510K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 61K Β· β±οΈ 01.09.2023):
```
- conda install -c conda-forge sqlalchemy-utils
+ conda install -c conda-forge motor
```
s3fs (π₯34 Β· β 730) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 120 Β· π 240 Β· π¦ 15K Β· π 420 - 29% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 240 Β· π¦ 15K Β· π 420 - 28% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 120M / month Β· π¦ 670 Β· β±οΈ 15.09.2023):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 120M / month Β· π¦ 680 Β· β±οΈ 22.09.2023):
```
pip install s3fs
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.2M Β· β±οΈ 16.09.2023):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.2M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge s3fs
```
s3transfer (π₯34 Β· β 180) - Amazon S3 Transfer Manager for Python. Apache-2
+minio (π₯34 Β· β 680) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 36 Β· π 120 Β· π¦ 240K Β· π 81 - 56% open Β· β±οΈ 15.08.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.3K Β· π 510 - 1% open Β· β±οΈ 25.09.2023):
```
- git clone https://github.com/boto/s3transfer
+ git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 250M / month Β· π¦ 4.3K Β· β±οΈ 15.08.2023):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.4M / month Β· π¦ 450 Β· β±οΈ 25.09.2023):
```
- pip install s3transfer
+ pip install minio
```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 16.08.2023):
+- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 140K Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge s3transfer
+ conda install -c conda-forge minio
```
sqlmodel (π₯33 Β· β 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 450 Β· π¦ 7.3K Β· π 380 - 61% open Β· β±οΈ 01.08.2023):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 460 Β· π¦ 7.5K Β· π 380 - 61% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/tiangolo/sqlmodel
@@ -3144,7 +3191,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/encode/databases
```
-- [PyPi](https://pypi.org/project/databases) (π₯ 380K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/databases) (π₯ 400K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
```
pip install databases
```
@@ -3153,30 +3200,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge databases
```
Pony (π₯33 Β· β 3.3K) - Pony Object Relational Mapper. Apache-2
-
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 28 Β· π 230 Β· π₯ 66 Β· π¦ 3.6K Β· π 640 - 48% open Β· β±οΈ 05.09.2023):
-
- ```
- git clone https://github.com/ponyorm/pony
- ```
-- [PyPi](https://pypi.org/project/pony) (π₯ 100K / month Β· π¦ 360 Β· β±οΈ 27.01.2022):
- ```
- pip install pony
- ```
-- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 96K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge pony
- ```
-neo4j-driver (π₯33 Β· β 830) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 190 Β· π¦ 7K Β· π 230 - 1% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 200 Β· π¦ 7.1K Β· π 230 - 1% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 140K / month Β· π¦ 230 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 140K / month Β· π¦ 230 Β· β±οΈ 28.09.2023):
```
pip install neo4j-driver
```
@@ -3185,22 +3216,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge neo4j-python-driver
```
minio (π₯33 Β· β 680) - MinIO Client SDK for Python. Apache-2
-
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.3K Β· π 520 - 2% open Β· β±οΈ 17.08.2023):
-
- ```
- git clone https://github.com/minio/minio-py
- ```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.4M / month Β· π¦ 440 Β· β±οΈ 17.08.2023):
- ```
- pip install minio
- ```
-- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 140K Β· β±οΈ 18.08.2023):
- ```
- conda install -c conda-forge minio
- ```
-pandas-gbq (π₯33 Β· β 390) - Google BigQuery connector for pandas. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 43 Β· π 120 Β· π₯ 350 Β· π¦ 7.9K Β· π 330 - 16% open Β· β±οΈ 29.08.2023):
@@ -3208,11 +3223,11 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 5.8M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 5.5M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
```
pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.8M Β· β±οΈ 29.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 29.06.2023):
```
conda install -c conda-forge pandas-gbq
```
@@ -3235,7 +3250,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (π₯32 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 100 Β· π 420 Β· π¦ 1.5K Β· π 620 - 41% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 420 Β· π¦ 1.5K Β· π 620 - 41% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/pynamodb/PynamoDB
@@ -3249,9 +3264,37 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pynamodb
```
PyPika (π₯32 Β· β 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 95 Β· π 250 Β· π¦ 14K Β· π 400 - 36% open Β· β±οΈ 26.09.2023):
+
+ ```
+ git clone https://github.com/kayak/pypika
+ ```
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.5M / month Β· π¦ 92 Β· β±οΈ 15.03.2022):
+ ```
+ pip install pypika
+ ```
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 3.8K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge pypika
+ ```
+pygsheets (π₯32 Β· β 1.4K) - Google Sheets Python API v4. MIT
+
+- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 90 Β· π 210 Β· π¦ 2.1K Β· π 390 - 14% open Β· β±οΈ 28.09.2023):
+
+ ```
+ git clone https://github.com/nithinmurali/pygsheets
+ ```
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.4M / month Β· π¦ 93 Β· β±οΈ 30.11.2022):
+ ```
+ pip install pygsheets
+ ```
+Cassandra Driver (π₯32 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
-- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 520 Β· π¦ 5.5K Β· β±οΈ 28.08.2023):
+- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 550 Β· π¦ 5.5K Β· β±οΈ 22.09.2023):
```
git clone https://github.com/datastax/python-driver
@@ -3272,7 +3315,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/influxdata/influxdb-python
```
-- [PyPi](https://pypi.org/project/influxdb) (π₯ 1.9M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
+- [PyPi](https://pypi.org/project/influxdb) (π₯ 2M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
```
pip install influxdb
```
@@ -3281,18 +3324,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge influxdb
```
pygsheets (π₯31 Β· β 1.4K) - Google Sheets Python API v4. MIT
-
-- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 88 Β· π 210 Β· π¦ 2K Β· π 390 - 14% open Β· β±οΈ 10.05.2023):
-
- ```
- git clone https://github.com/nithinmurali/pygsheets
- ```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.4M / month Β· π¦ 93 Β· β±οΈ 30.11.2022):
- ```
- pip install pygsheets
- ```
-cx-Oracle (π₯31 Β· β 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 7.6K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
@@ -3304,19 +3335,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install cx-Oracle
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 470K Β· β±οΈ 04.08.2023):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 470K Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge cx_oracle
```
pysolr (π₯30 Β· β 650) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 70 Β· π 340 Β· π¦ 3.1K Β· π 150 - 17% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 70 Β· π 340 Β· π¦ 3.1K Β· π 150 - 17% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 250K / month Β· π¦ 1.3K Β· β±οΈ 01.06.2022):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 270K / month Β· π¦ 1.3K Β· β±οΈ 01.06.2022):
```
pip install pysolr
```
@@ -3332,7 +3363,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 230K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
+- [PyPi](https://pypi.org/project/records) (π₯ 240K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
```
pip install records
```
@@ -3343,12 +3374,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (π₯29 Β· β 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 25 Β· π 61 Β· π¦ 2.3K Β· π 350 - 51% open Β· β±οΈ 16.09.2023):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 25 Β· π 61 Β· π¦ 2.4K Β· π 350 - 51% open Β· β±οΈ 16.09.2023):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 56K / month Β· π¦ 10 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 57K / month Β· π¦ 10 Β· β±οΈ 28.08.2023):
```
pip install prisma
```
@@ -3404,26 +3435,26 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/amol-/depot
```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 26K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 27K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
```
pip install filedepot
```
ODMantic (π₯21 Β· β 840 Β· π€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
-- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 76 Β· π 150 - 47% open Β· β±οΈ 03.01.2023):
+- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 77 Β· π 150 - 47% open Β· β±οΈ 03.01.2023):
```
git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 15K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 16K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
```
pip install odmantic
```
psycopg3 (π₯19 Β· β 1.2K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 46 Β· π 120 Β· π 360 - 11% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 46 Β· π 130 Β· π 360 - 11% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/psycopg/psycopg
@@ -3431,7 +3462,7 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (π₯18 Β· β 150) - A Prometheus Python client library for asyncio-based applications. MIT
-- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 17 Β· π¦ 140 Β· π 30 - 23% open Β· β±οΈ 14.03.2023):
+- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 17 Β· π¦ 150 Β· π 30 - 23% open Β· β±οΈ 14.03.2023):
```
git clone https://github.com/claws/aioprometheus
@@ -3441,25 +3472,24 @@ _Libraries for connecting to, operating, and querying databases._
pip install aioprometheus
```
Show 17 hidden projects...
+Show 16 hidden projects...
- psycopg2 (π₯39 Β· β 3K) - PostgreSQL database adapter for the Python..βοΈBSD-3-Clause-Attribution
- pyodbc (π₯35 Β· β 2.7K) - Python ODBC bridge. βοΈMIT-0
-- PyPika (π₯32 Β· β 2.1K Β· π) - PyPika is a python SQL query builder that exposes the full.. Apache-2
- google-cloud-bigtable (π₯31 Β· β 56) - Google Cloud Bigtable API client library. Apache-2
- redis-py-cluster (π₯30 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
- gino (π₯28 Β· β 2.6K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- mongo-connector (π₯27 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- HappyBase (π₯27 Β· β 600 Β· π) - A developer-friendly Python library to interact with Apache HBase. MIT
- cloudant (π₯27 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
-- pyhdb (π₯25 Β· β 300 Β· π) - SAP HANA Connector in pure Python. Apache-2
+- pyhdb (π₯25 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- PyMODM (π₯21 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
- gsheets-db-api (π₯19 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- PugSQL (π₯18 Β· β 630 Β· π) - A HugSQL-inspired database library for Python. Apache-2
-- lazydata (π₯16 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- SuperSQLite (π₯15 Β· β 710 Β· π) - A supercharged SQLite library for Python. MIT
+- lazydata (π₯15 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
@@ -3471,16 +3501,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯43 Β· β 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 520 Β· π 2.3K Β· π¦ 25K Β· π 2.5K - 23% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 530 Β· π 2.3K Β· π¦ 25K Β· π 2.5K - 23% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 6.9M / month Β· π¦ 650 Β· β±οΈ 06.09.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 7M / month Β· π¦ 660 Β· β±οΈ 06.09.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 460K Β· β±οΈ 12.09.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 470K Β· β±οΈ 12.09.2023):
```
conda install -c conda-forge datasets
```
@@ -3496,11 +3526,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 850K Β· β±οΈ 11.09.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 850K Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge faker
```
Tablib (π₯36 Β· β 4.3K Β· π) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 76K Β· π 250 - 13% open Β· β±οΈ 23.09.2023):
+
+ ```
+ git clone https://github.com/jazzband/tablib
+ ```
+- [PyPi](https://pypi.org/project/tablib) (π₯ 1.8M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
+ ```
+ pip install tablib
+ ```
+- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 91K Β· β±οΈ 12.06.2023):
+ ```
+ conda install -c conda-forge tablib
+ ```
+xlwings (π₯36 Β· β 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 63 Β· π 470 Β· π₯ 19K Β· π¦ 29K Β· π 1.8K - 16% open Β· β±οΈ 18.09.2023):
@@ -3512,7 +3558,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install xlwings
```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 660K Β· β±οΈ 19.09.2023):
+- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 660K Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge xlwings
```
@@ -3533,34 +3579,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge xmltodict
```
Tablib (π₯35 Β· β 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 75K Β· π 250 - 13% open Β· β±οΈ 06.09.2023):
-
- ```
- git clone https://github.com/jazzband/tablib
- ```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 1.9M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
- ```
- pip install tablib
- ```
-- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 91K Β· β±οΈ 12.06.2023):
- ```
- conda install -c conda-forge tablib
- ```
-python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 60 Β· π 280 Β· π¦ 47K Β· π 220 - 17% open Β· β±οΈ 25.08.2023):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 60 Β· π 300 Β· π¦ 47K Β· π 200 - 9% open Β· β±οΈ 25.08.2023):
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 5.8M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 5.9M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 230K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 230K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge python-magic
```
@@ -3592,19 +3622,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install csvkit
```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 97K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 98K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge csvkit
```
snorkel (π₯30 Β· β 5.6K Β· π€) - A system for quickly generating training data with weak.. Apache-2
-- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 79 Β· π 850 Β· π₯ 1K Β· π¦ 360 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 79 Β· π 850 Β· π₯ 1K Β· π¦ 370 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 31K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 29K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
```
pip install snorkel
```
@@ -3615,12 +3645,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (π₯30 Β· β 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 20K Β· π 140 - 8% open Β· β±οΈ 22.04.2023):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 21K Β· π 140 - 9% open Β· β±οΈ 22.04.2023):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.7M / month Β· π¦ 390 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.5M / month Β· π¦ 390 Β· β±οΈ 18.10.2022):
```
pip install gdown
```
@@ -3629,53 +3659,53 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge gdown
```
pandas-datareader (π₯30 Β· β 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3
+Intake (π₯30 Β· β 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 87 Β· π 660 Β· π 540 - 26% open Β· β±οΈ 24.06.2023):
+- [GitHub](https://github.com/intake/intake) (π¨βπ» 85 Β· π 130 Β· π¦ 1.5K Β· π 360 - 29% open Β· β±οΈ 21.09.2023):
```
- git clone https://github.com/pydata/pandas-datareader
+ git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 440K / month Β· π¦ 840 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/intake) (π₯ 45K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
```
- pip install pandas-datareader
+ pip install intake
```
-- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 320K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 490K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pandas-datareader
+ conda install -c conda-forge intake
```
Intake (π₯30 Β· β 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+pandas-datareader (π₯29 Β· β 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3
-- [GitHub](https://github.com/intake/intake) (π¨βπ» 85 Β· π 130 Β· π¦ 1.5K Β· π 360 - 29% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 87 Β· π 660 Β· π 540 - 26% open Β· β±οΈ 24.06.2023):
```
- git clone https://github.com/intake/intake
+ git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 41K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 410K / month Β· π¦ 840 Β· β±οΈ 13.07.2021):
```
- pip install intake
+ pip install pandas-datareader
```
-- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 480K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 320K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge intake
+ conda install -c conda-forge pandas-datareader
```
img2dataset (π₯27 Β· β 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 28 Β· π 250 Β· π₯ 1.3K Β· π¦ 68 Β· π 220 - 46% open Β· β±οΈ 27.08.2023):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 28 Β· π 260 Β· π₯ 1.4K Β· π¦ 69 Β· π 220 - 46% open Β· β±οΈ 27.08.2023):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 23K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 21K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
```
pip install img2dataset
```
camelot (π₯24 Β· β 2.3K) - A Python library to extract tabular data from PDFs. MIT
+camelot (π₯25 Β· β 2.3K) - A Python library to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 45 Β· π 370 Β· π 290 - 64% open Β· β±οΈ 15.09.2023):
+- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 45 Β· π 370 Β· π 290 - 62% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/camelot-dev/camelot
@@ -3692,7 +3722,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 570 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 630 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
```
pip install rows
```
@@ -3704,19 +3734,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/camelot-dev/excalibur
```
-- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 910 / month Β· β±οΈ 21.03.2020):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 960 / month Β· β±οΈ 21.03.2020):
```
pip install excalibur-py
```
Upgini (π₯19 Β· β 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 21 Β· π¦ 2 Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 21 Β· π¦ 2 Β· β±οΈ 27.09.2023):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 3.9K / month Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 3.7K / month Β· β±οΈ 27.09.2023):
```
pip install upgini
```
@@ -3728,7 +3758,7 @@ _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) (π₯ 470 / month Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 380 / month Β· β±οΈ 28.08.2023):
```
pip install squirrel-core
```
@@ -3762,12 +3792,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯47 Β· β 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3K Β· π 13K Β· π₯ 540K Β· π¦ 8K Β· π 8.1K - 10% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3K Β· π 13K Β· π₯ 540K Β· π¦ 8.1K Β· π 8.2K - 10% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 9M / month Β· π¦ 290 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 9.4M / month Β· π¦ 290 Β· β±οΈ 07.09.2023):
```
pip install apache-airflow
```
@@ -3775,19 +3805,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 150M Β· β 470 Β· β±οΈ 07.09.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 160M Β· β 470 Β· β±οΈ 07.09.2023):
```
docker pull apache/airflow
```
Celery (π₯46 Β· β 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 5K - 12% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 5K - 12% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 7.4M / month Β· π¦ 15K Β· β±οΈ 03.09.2023):
+- [PyPi](https://pypi.org/project/celery) (π₯ 7.5M / month Β· π¦ 15K Β· β±οΈ 03.09.2023):
```
pip install celery
```
@@ -3798,28 +3828,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (π₯43 Β· β 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.8K Β· π 4.2K - 13% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.8K Β· π 4.2K - 13% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 640K / month Β· π¦ 140 Β· β±οΈ 14.09.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 650K / month Β· π¦ 140 Β· β±οΈ 21.09.2023):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 530K Β· β±οΈ 14.09.2023):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 530K Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge prefect
```
Beam (π₯42 Β· β 7.1K) - Unified programming model to define and execute data processing.. Apache-2
+Beam (π₯42 Β· β 7.2K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4K Β· π¦ 2 Β· π 6.1K - 68% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4K Β· π¦ 2 Β· π 6.1K - 68% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.5M / month Β· π¦ 180 Β· β±οΈ 29.08.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.6M / month Β· π¦ 180 Β· β±οΈ 29.08.2023):
```
pip install apache-beam
```
@@ -3830,39 +3860,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (π₯41 Β· β 8.5K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 340 Β· π 1K Β· π¦ 1.5K Β· π 6.2K - 31% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 350 Β· π 1K Β· π¦ 1.5K Β· π 6.2K - 30% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 640K / month Β· π¦ 130 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 620K / month Β· π¦ 130 Β· β±οΈ 22.09.2023):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 16.09.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge dagster
```
Great Expectations (π₯39 Β· β 8.8K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 410 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 410 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 12M / month Β· π¦ 41 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 41 Β· β±οΈ 21.09.2023):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 710K Β· β±οΈ 20.09.2023):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 720K Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge great-expectations
```
joblib (π₯39 Β· β 3.4K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 330K Β· π 860 - 46% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 340K Β· π 860 - 46% open Β· β±οΈ 19.09.2023):
```
git clone https://github.com/joblib/joblib
@@ -3876,14 +3906,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge joblib
```
rq (π₯38 Β· β 9.1K Β· π) - Simple job queues for Python. BSD-3
+rq (π₯38 Β· β 9.1K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 15K Β· π 1.1K - 14% open Β· β±οΈ 17.08.2023):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 15K Β· π 1.1K - 14% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 1.2M / month Β· π¦ 1.8K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/rq) (π₯ 1.3M / month Β· π¦ 1.8K Β· β±οΈ 22.06.2023):
```
pip install rq
```
@@ -3894,12 +3924,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (π₯37 Β· β 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.2K Β· π 1K - 11% open Β· β±οΈ 07.09.2023):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.2K Β· π 1K - 11% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 520K / month Β· π¦ 410 Β· β±οΈ 04.05.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 500K / month Β· π¦ 410 Β· β±οΈ 04.05.2023):
```
pip install luigi
```
@@ -3910,24 +3940,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯37 Β· β 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 200 Β· π 810 Β· π¦ 1.9K Β· π 1.5K - 22% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 210 Β· π 810 Β· π¦ 1.9K Β· π 1.5K - 22% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 350K / month Β· π¦ 65 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 370K / month Β· π¦ 65 Β· β±οΈ 31.08.2023):
```
pip install kedro
```
dbt (π₯37 Β· β 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
+dbt (π₯37 Β· β 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.3K Β· π₯ 2.4K Β· π¦ 3.3K Β· π 4.5K - 10% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.3K Β· π₯ 2.5K Β· π¦ 3.3K Β· π 4.5K - 10% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 97K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 120K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
```
pip install dbt
```
@@ -3938,12 +3968,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (π₯34 Β· β 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 520 Β· π¦ 2.4K Β· π 430 - 11% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 520 Β· π¦ 2.4K Β· π 440 - 11% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 3.1K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
+- [PyPi](https://pypi.org/project/hub) (π₯ 3K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
```
pip install hub
```
@@ -3955,7 +3985,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 990K / month Β· π¦ 84 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1.1M / month Β· π¦ 85 Β· β±οΈ 22.08.2023):
```
pip install petl
```
@@ -3964,14 +3994,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge petl
```
huey (π₯32 Β· β 4.6K) - a little task queue for python. MIT
+huey (π₯31 Β· β 4.6K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 380 Β· π¦ 1.3K Β· β±οΈ 20.09.2023):
```
git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 82K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/huey) (π₯ 86K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
```
pip install huey
```
@@ -3980,26 +4010,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge huey
```
zenml (π₯30 Β· β 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
+zenml (π₯30 Β· β 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 75 Β· π 320 Β· π₯ 1 Β· π¦ 170 Β· π 220 - 12% open Β· β±οΈ 11.09.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 76 Β· π 330 Β· π₯ 1 Β· π¦ 180 Β· π 230 - 14% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 7.8K / month Β· π¦ 2 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 7.8K / month Β· π¦ 2 Β· β±οΈ 27.09.2023):
```
pip install zenml
```
whylogs (π₯30 Β· β 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 23 Β· π 100 Β· π₯ 43 Β· π¦ 180 Β· π 390 - 5% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 23 Β· π 100 Β· π₯ 43 Β· π¦ 180 Β· π 390 - 5% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 100K / month Β· π¦ 5 Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 5 Β· β±οΈ 27.09.2023):
```
pip install whylogs
```
@@ -4011,35 +4041,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/combust/mleap
```
-- [PyPi](https://pypi.org/project/mleap) (π₯ 240K / month Β· π¦ 25 Β· β±οΈ 23.06.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 250K / month Β· π¦ 25 Β· β±οΈ 23.06.2023):
```
pip install mleap
```
-- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 75K Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 76K Β· β±οΈ 26.06.2023):
```
conda install -c conda-forge mleap
```
faust (π₯29 Β· β 6.6K Β· π€) - Python Stream Processing. BSD-3
-- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.6K Β· π 520 - 53% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.7K Β· π 520 - 53% open Β· β±οΈ 23.02.2023):
```
git clone https://github.com/robinhood/faust
```
-- [PyPi](https://pypi.org/project/faust) (π₯ 19K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
+- [PyPi](https://pypi.org/project/faust) (π₯ 20K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
```
pip install faust
```
ploomber (π₯29 Β· β 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 76 Β· π 220 Β· π¦ 95 Β· π 850 - 11% open Β· β±οΈ 30.08.2023):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 76 Β· π 220 Β· π¦ 110 Β· π 850 - 11% open Β· β±οΈ 30.08.2023):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.2K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.1K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
```
pip install ploomber
```
@@ -4050,24 +4080,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (π₯28 Β· β 2.2K) - Python library for creating data pipelines with chain functional.. MIT
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 670 Β· π 140 - 10% open Β· β±οΈ 03.08.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 680 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/EntilZha/PyFunctional
```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 340K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 330K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
```
pip install pyfunctional
```
arq (π₯27 Β· β 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT
-- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 54 Β· π 140 Β· π¦ 440 Β· π 200 - 31% open Β· β±οΈ 20.05.2023):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 54 Β· π 140 Β· π¦ 450 Β· π 200 - 31% open Β· β±οΈ 20.05.2023):
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 70K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 71K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
```
pip install arq
```
@@ -4083,7 +4113,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/hi-primus/optimus
```
-- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 9.4K / month Β· β±οΈ 30.05.2019):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 11K / month Β· β±οΈ 30.05.2019):
```
pip install optimuspyspark
```
@@ -4095,7 +4125,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 25K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 24K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4111,7 +4141,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 3.1K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 2.9K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
```
pip install tasktiger
```
@@ -4123,7 +4153,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 97K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 110K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
```
pip install dbnd
```
@@ -4135,7 +4165,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/svenkreiss/pysparkling
```
-- [PyPi](https://pypi.org/project/pysparkling) (π₯ 8.6K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
+- [PyPi](https://pypi.org/project/pysparkling) (π₯ 9.7K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
```
pip install pysparkling
```
@@ -4146,12 +4176,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (π₯22 Β· β 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 34 Β· π 43 Β· π¦ 5 Β· π 110 - 29% open Β· β±οΈ 01.09.2023):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 35 Β· π 44 Β· π¦ 5 Β· π 110 - 29% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 99 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 100 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
@@ -4179,7 +4209,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 90 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 100 / month Β· β±οΈ 22.01.2019):
```
pip install d6tflow
```
@@ -4191,7 +4221,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 52 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 48 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
```
pip install mara-pipelines
```
@@ -4215,7 +4245,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/vincentclaes/datajob
```
-- [PyPi](https://pypi.org/project/datajob) (π₯ 37 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/datajob) (π₯ 36 / month Β· β±οΈ 22.11.2022):
```
pip install datajob
```
@@ -4226,11 +4256,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- streamparse (π₯26 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
-- mrq (π₯20 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- spark-deep-learning (π₯19 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
+- mrq (π₯19 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (π₯17 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
-- kale (π₯16 Β· β 610 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- bodywork-core (π₯16 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+- kale (π₯15 Β· β 610 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- Botflow (π₯14 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
XlsxWriter (π₯36 Β· β 3.3K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 47 Β· π 620 Β· π¦ 66K Β· π 890 - 1% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 48 Β· π 620 Β· π¦ 67K Β· π 890 - 1% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 13M / month Β· π¦ 3.9K Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 13M / month Β· π¦ 3.9K Β· β±οΈ 24.09.2023):
```
pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.9M Β· β±οΈ 19.09.2023):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.9M Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge xlsxwriter
```
@@ -4279,7 +4309,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jmespath/jmespath.py
```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 120M / month Β· π¦ 7K Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 130M / month Β· π¦ 7K Β· β±οΈ 17.06.2022):
```
pip install jmespath
```
@@ -4294,14 +4324,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯35 Β· β 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
+deepdiff (π₯35 Β· β 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
-- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 77 Β· π 200 Β· π¦ 8.1K Β· π 260 - 26% open Β· β±οΈ 12.09.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 77 Β· π 200 Β· π¦ 8.2K Β· π 260 - 26% open Β· β±οΈ 12.09.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 13M / month Β· π¦ 810 Β· β±οΈ 12.09.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 12M / month Β· π¦ 810 Β· β±οΈ 12.09.2023):
```
pip install deepdiff
```
@@ -4310,14 +4340,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge deepdiff
```
typing_inspect (π₯25 Β· β 310) - Runtime inspection utilities for Python typing module. MIT
+typing_inspect (π₯26 Β· β 310) - Runtime inspection utilities for Python typing module. MIT
- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (π¨βπ» 17 Β· π 28 Β· π 56 - 37% open Β· β±οΈ 24.05.2023):
```
git clone https://github.com/ilevkivskyi/typing_inspect
```
-- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 22M / month Β· π¦ 310 Β· β±οΈ 24.05.2023):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 23M / month Β· π¦ 350 Β· β±οΈ 24.05.2023):
```
pip install typing_inspect
```
@@ -4328,7 +4358,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects...
-- importlib-resources (π₯32 Β· β 51) - Backport of the importlib.resources module.Apache-2
+- importlib-resources (π₯32 Β· β 52) - Backport of the importlib.resources module. Apache-2
- entrypoints (π₯24 Β· β 72 Β· π) - Discover and load entry points from installed packages. MIT
@@ -4337,9 +4367,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (π₯41 Β· β 4.9K) - Python Classes Without Boilerplate. MIT
+attrs (π₯40 Β· β 4.9K Β· π) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 340 Β· π¦ 830K Β· π 660 - 18% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 830K Β· π 660 - 18% open Β· β±οΈ 19.09.2023):
```
git clone https://github.com/python-attrs/attrs
@@ -4360,7 +4390,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 53M / month Β· π¦ 8.9K Β· β±οΈ 03.08.2023):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 54M / month Β· π¦ 8.9K Β· β±οΈ 03.08.2023):
```
pip install more-itertools
```
@@ -4376,7 +4406,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pytoolz/toolz
```
-- [PyPi](https://pypi.org/project/toolz) (π₯ 22M / month Β· π¦ 3.5K Β· β±οΈ 10.07.2022):
+- [PyPi](https://pypi.org/project/toolz) (π₯ 21M / month Β· π¦ 3.5K Β· β±οΈ 10.07.2022):
```
pip install toolz
```
@@ -4385,30 +4415,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge toolz
```
tenacity (π₯33 Β· β 5.2K) - Retrying library for Python. Apache-2
+tenacity (π₯33 Β· β 5.3K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 84 Β· π 250 Β· π 240 - 38% open Β· β±οΈ 21.08.2023):
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 35M / month Β· π¦ 1.4K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 35M / month Β· π¦ 1.5K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
-- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.3M Β· β±οΈ 14.08.2023):
+- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.4M Β· β±οΈ 14.08.2023):
```
conda install -c conda-forge tenacity
```
boltons (π₯32 Β· β 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 350 Β· π₯ 25 Β· π¦ 5.2K Β· π 170 - 39% open Β· β±οΈ 06.05.2023):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 350 Β· π₯ 25 Β· π¦ 5.3K Β· π 170 - 39% open Β· β±οΈ 06.05.2023):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 3.1M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
```
pip install boltons
```
@@ -4428,14 +4458,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install dependency-injector
```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 31K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 32K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge dependency_injector
```
returns (π₯31 Β· β 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 98 Β· π¦ 400 Β· π 420 - 15% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 98 Β· π¦ 410 Β· π 420 - 15% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/dry-python/returns
@@ -4444,7 +4474,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 7K Β· β±οΈ 28.08.2023):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 7.1K Β· β±οΈ 28.08.2023):
```
conda install -c conda-forge returns
```
@@ -4456,7 +4486,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 3.7M / month Β· π¦ 1.2K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 3.7M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
pip install natsort
```
@@ -4467,12 +4497,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (π₯29 Β· β 3.1K) - A fancy and practical functional tools. BSD-3
-- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 31 Β· π 140 Β· π¦ 8.6K Β· π 80 - 11% open Β· β±οΈ 11.05.2023):
+- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 31 Β· π 140 Β· π¦ 8.7K Β· π 80 - 11% open Β· β±οΈ 11.05.2023):
```
git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.5M / month Β· π¦ 630 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.6M / month Β· π¦ 630 Β· β±οΈ 28.03.2023):
```
pip install funcy
```
@@ -4488,11 +4518,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 19K / month Β· π¦ 61 Β· β±οΈ 10.07.2023):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 18K / month Β· π¦ 61 Β· β±οΈ 10.07.2023):
```
pip install ubelt
```
-- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 62K Β· β±οΈ 10.07.2023):
+- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 62K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge ubelt
```
@@ -4513,12 +4543,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯43 Β· β 56K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.6K Β· π 28K Β· π¦ 3 Β· π 66K - 12% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.6K Β· π 28K Β· π¦ 3 Β· π 66K - 12% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 88K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 92K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4533,7 +4563,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯35 Β· β 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 590 Β· π 6.7K Β· π₯ 66K Β· π 5.3K - 31% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 590 Β· π 6.7K Β· π₯ 66K Β· π 5.3K - 31% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/micropython/micropython
@@ -4565,12 +4595,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (π₯43 Β· β 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 800 Β· π 550 Β· π¦ 580K Β· π 1.8K - 22% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 800 Β· π 550 Β· π¦ 590K Β· π 1.8K - 22% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 68M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 69M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
```
pip install pygments
```
@@ -4581,28 +4611,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (π₯40 Β· β 20K) - A cross-platform command-line utility that creates projects from.. BSD-3
-- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 300 Β· π 1.9K Β· π¦ 22K Β· π 820 - 25% open Β· β±οΈ 03.08.2023):
+- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 310 Β· π 1.9K Β· π¦ 23K Β· π 840 - 25% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/cookiecutter/cookiecutter
```
-- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 2.6M / month Β· π¦ 1.6K Β· β±οΈ 03.08.2023):
+- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 2.7M / month Β· π¦ 1.6K Β· β±οΈ 22.09.2023):
```
pip install cookiecutter
```
-- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 850K Β· β±οΈ 04.08.2023):
+- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 860K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge cookiecutter
```
pyparsing (π₯40 Β· β 1.9K) - Python library for creating PEG parsers. MIT
+pyparsing (π₯40 Β· β 2K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 60 Β· π 260 Β· π₯ 8.3K Β· π¦ 850K Β· π 310 - 9% open Β· β±οΈ 03.09.2023):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 60 Β· π 260 Β· π₯ 8.3K Β· π¦ 860K Β· π 310 - 9% open Β· β±οΈ 03.09.2023):
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 87M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 88M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
```
pip install pyparsing
```
@@ -4622,14 +4652,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install pycparser
```
-- [Conda](https://anaconda.org/conda-forge/pycparser) (π₯ 34M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pycparser) (π₯ 35M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pycparser
```
py4j (π₯35 Β· β 1.1K Β· π€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3
-- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 38 Β· π 200 Β· π¦ 29K Β· π 420 - 35% open Β· β±οΈ 12.02.2023):
+- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 38 Β· π 200 Β· π¦ 30K Β· π 420 - 35% open Β· β±οΈ 12.02.2023):
```
git clone https://github.com/bartdag/py4j
@@ -4638,35 +4668,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install py4j
```
-- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.1M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.2M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge py4j
```
wrapt (π₯34 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 180 - 23% open Β· β±οΈ 25.07.2023):
-
- ```
- git clone https://github.com/GrahamDumpleton/wrapt
- ```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 78M / month Β· π¦ 12K Β· β±οΈ 27.02.2023):
- ```
- pip install wrapt
- ```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 13M Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge wrapt
- ```
-decorator (π₯34 Β· β 780) - Decorators for Humans. BSD-2
-- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 470K Β· π 110 - 12% open Β· β±οΈ 23.08.2023):
+- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 480K Β· π 110 - 12% open Β· β±οΈ 23.08.2023):
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 63M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 61M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4691,14 +4705,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge diagrams
```
wrapt (π₯33 Β· β 1.9K Β· π) - A Python module for decorators, wrappers and monkey patching. BSD-2
+
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 180 - 23% open Β· β±οΈ 25.07.2023):
+
+ ```
+ git clone https://github.com/GrahamDumpleton/wrapt
+ ```
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 79M / month Β· π¦ 12K Β· β±οΈ 27.02.2023):
+ ```
+ pip install wrapt
+ ```
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 13M Β· β±οΈ 22.09.2023):
+ ```
+ conda install -c conda-forge wrapt
+ ```
+pluggy (π₯33 Β· β 1K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 47 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 47 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 83M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 87M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
```
pip install pluggy
```
@@ -4709,12 +4739,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (π₯31 Β· β 1.3K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 61 Β· π 130 Β· π¦ 560 Β· π 400 - 14% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 62 Β· π 140 Β· π¦ 570 Β· π 400 - 14% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 150K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/copier) (π₯ 170K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
```
pip install copier
```
@@ -4726,15 +4756,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/boppreh/keyboard
```
-- [PyPi](https://pypi.org/project/keyboard) (π₯ 210K / month Β· π¦ 480 Β· β±οΈ 27.03.2018):
+- [PyPi](https://pypi.org/project/keyboard) (π₯ 220K / month Β· π¦ 480 Β· β±οΈ 27.03.2018):
```
pip install keyboard
```
-- [Conda](https://anaconda.org/conda-forge/keyboard) (π₯ 22K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/keyboard) (π₯ 23K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge keyboard
```
fastcore (π₯30 Β· β 860) - Python supercharged for the fastai library. Apache-2
+
+- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 250 Β· π¦ 4.4K Β· π 330 - 8% open Β· β±οΈ 25.06.2023):
+
+ ```
+ git clone https://github.com/fastai/fastcore
+ ```
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 540K / month Β· π¦ 280 Β· β±οΈ 28.03.2023):
+ ```
+ pip install fastcore
+ ```
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 58K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge fastcore
+ ```
+pyscaffold (π₯29 Β· β 1.9K) - Python project template generator with batteries included. MIT
- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 180 Β· π 290 - 10% open Β· β±οΈ 20.06.2023):
@@ -4742,7 +4788,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pyscaffold/pyscaffold
```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 230K / month Β· π¦ 60 Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 220K / month Β· π¦ 60 Β· β±οΈ 17.06.2022):
```
pip install pyscaffold
```
@@ -4751,20 +4797,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pyscaffold
```
fastcore (π₯29 Β· β 860) - Python supercharged for the fastai library. Apache-2
+catalogue (π₯28 Β· β 160) - Super lightweight function registries for your library. MIT
-- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 250 Β· π¦ 4.3K Β· π 330 - 8% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 30K Β· π 11 - 36% open Β· β±οΈ 25.09.2023):
```
- git clone https://github.com/fastai/fastcore
+ git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 590K / month Β· π¦ 280 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
```
- pip install fastcore
+ pip install catalogue
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 57K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/catalogue) (π₯ 1.1M Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge fastcore
+ conda install -c conda-forge catalogue
```
powerline-shell (π₯27 Β· β 6.1K Β· π€) - A beautiful and useful prompt for your shell. MIT
@@ -4774,7 +4820,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/b-ryan/powerline-shell
```
-- [PyPi](https://pypi.org/project/powerline-shell) (π₯ 2.1K / month Β· π¦ 4 Β· β±οΈ 16.09.2018):
+- [PyPi](https://pypi.org/project/powerline-shell) (π₯ 1.6K / month Β· π¦ 4 Β· β±οΈ 16.09.2018):
```
pip install powerline-shell
```
@@ -4786,7 +4832,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 660K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
+- [PyPi](https://pypi.org/project/mss) (π₯ 670K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
```
pip install mss
```
@@ -4806,27 +4852,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install send2trash
```
-- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 11M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 12M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge send2trash
```
catalogue (π₯27 Β· β 160) - Super lightweight function registries for your library. MIT
-
-- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 22 Β· π¦ 30K Β· π 11 - 36% open Β· β±οΈ 24.07.2023):
-
- ```
- git clone https://github.com/explosion/catalogue
- ```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5M / month Β· π¦ 71 Β· β±οΈ 24.07.2023):
- ```
- pip install catalogue
- ```
-- [Conda](https://anaconda.org/conda-forge/catalogue) (π₯ 1.1M Β· β±οΈ 24.07.2023):
- ```
- conda install -c conda-forge catalogue
- ```
-pyscreenshot (π₯26 Β· β 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2
- [GitHub](https://github.com/ponty/pyscreenshot) (π¨βπ» 25 Β· π 91 Β· π¦ 2.9K Β· β±οΈ 12.03.2023):
@@ -4834,7 +4864,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ponty/pyscreenshot
```
-- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 500K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 510K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
```
pip install pyscreenshot
```
diff --git a/history/2023-09-28_changes.md b/history/2023-09-28_changes.md
new file mode 100644
index 0000000..3a46f2c
--- /dev/null
+++ b/history/2023-09-28_changes.md
@@ -0,0 +1,20 @@
+## π 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._
+
+- boto3 (π₯48 Β· β 8.3K Β· π) - AWS SDK for Python. Apache-2
+- h5py (π₯39 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+- filesystem_spec (π₯39 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- Tablib (π₯36 Β· β 4.3K Β· π) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+- SQLAlchemy-Utils (π₯36 Β· β 1.1K Β· π) - Various utility functions and datatypes for SQLAlchemy. BSD-3
+
+## π 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._
+
+- awscli (π₯44 Β· β 14K Β· π) - Universal Command Line Interface for Amazon Web Services. Apache-2
+- attrs (π₯40 Β· β 4.9K Β· π) - Python Classes Without Boilerplate. MIT
+- confluent-kafka-python (π₯35 Β· β 3.4K Β· π) - Confluents Kafka Python Client. Apache-2
+- wrapt (π₯33 Β· β 1.9K Β· π) - A Python module for decorators, wrappers and monkey patching. BSD-2
+- Arctic (π₯28 Β· β 3K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
+
diff --git a/history/2023-09-28_projects.csv b/history/2023-09-28_projects.csv
new file mode 100644
index 0000000..005a741
--- /dev/null
+++ b/history/2023-09-28_projects.csv
@@ -0,0 +1,391 @@
+,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,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 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14481,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-21 16:50:06.000,2023-09-14 16:33:14,267.0,22.0,148,51.0,160.0,1.0,2.0,2016,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-21 14:46:49.000,2023-09-21 14:46:48,267.0,24.0,40,24.0,158.0,3.0,5.0,803,2023-09-21 14:46:56.000,2023.09.21,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-21 16:50:06.000,2023-09-14 16:33:14,267.0,22.0,148,51.0,160.0,1.0,2.0,2016,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14481,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1665.0,322.0,13.0,73.0,38149,,,,128.0,0,True,15.0,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14482,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-28 13:33:28.000,2023-09-28 11:02:52,33655.0,840.0,8386,599.0,12968.0,2178.0,9838.0,24627,2023-09-16 20:33:28.000,1.26.0,152.0,1675.0,53,True,1988735.0,1851984.0,numpy,conda-forge/numpy,835818.0,181175923.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,136751.0,179511424.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,64497588.0,1.0,,,,,,,,,,,,,,,,,,,
+8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-28 10:02:07.000,2023-09-28 02:50:01,15895.0,845.0,15170,2064.0,8288.0,883.0,4966.0,60888,2023-09-07 20:45:06.000,4.24.3,147.0,1168.0,52,True,519772.0,500192.0,protobuf,conda-forge/protobuf,35402641.0,154706867.0,https://pypi.org/project/protobuf,2023-09-07 20:45:06.000,16108.0,147504114.0,https://anaconda.org/conda-forge/protobuf,2023-09-26 14:10:16.501,15680602.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3472.0,6024013.0,,,,,,,,,,,,,,
+9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-28 12:03:39.000,2023-09-27 16:50:45,33355.0,622.0,16710,1128.0,30005.0,3593.0,21752.0,39843,2023-09-20 21:03:54.000,2.1.1,119.0,3460.0,52,True,1383909.0,1311522.0,pandas,conda-forge/pandas,216785.0,136260098.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72387.0,134999052.0,https://anaconda.org/conda-forge/pandas,2023-09-20 23:28:15.419,44070657.0,1.0,,,,,,['pandas'],,,,,,,,,,,,,
+10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-27 23:25:51.000,2023-09-26 22:46:48,54010.0,196.0,23701,1950.0,49793.0,839.0,31182.0,58703,2023-09-12 13:24:22.000,8.4.0,333.0,6781.0,48,True,33862.0,29791.0,ansible,conda-forge/ansible,,4381764.0,https://pypi.org/project/ansible,2023-09-12 13:24:22.000,4071.0,4357893.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,954851.0,1.0,,,,,,,,,,,,,,,,,,,
+11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-28 08:18:26.287,2023-09-27 18:12:39,5439.0,199.0,1775,241.0,692.0,165.0,2900.0,8330,2023-09-26 21:26:18.000,1.28.55,1397.0,149.0,48,True,379571.0,361774.0,boto3,conda-forge/boto3,,824808260.0,https://pypi.org/project/boto3,2023-09-27 19:24:35.000,17797.0,824379174.0,https://anaconda.org/conda-forge/boto3,2023-09-28 08:18:26.287,17163453.0,1.0,,,,,,,1.0,,,,,,,,,,,,
+12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-28 13:26:56.000,2023-09-28 09:03:24,21571.0,1342.0,12741,772.0,23075.0,847.0,7313.0,32324,2023-09-07 18:08:24.000,2.7.1,164.0,3000.0,47,True,8352.0,8062.0,apache-airflow,conda-forge/airflow,541530.0,10958975.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9384315.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,948160.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,474.0,155956863.0,,,,,,
+13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-28 11:17:08.000,2023-09-28 11:17:01,10939.0,386.0,1674,124.0,7334.0,38.0,2272.0,5808,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,567343.0,545911.0,cryptography,conda-forge/cryptography,,230386240.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21432.0,229252035.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43099816.0,1.0,,,,,,,,,,,,,,,,,,,
+14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-28 12:50:29.000,2023-09-25 15:16:06,12329.0,74.0,4549,474.0,3072.0,634.0,4346.0,22256,2023-09-03 20:16:15.000,5.3.4,201.0,1309.0,46,True,127131.0,112079.0,celery,conda-forge/celery,,7529275.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15052.0,7492816.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1421922.0,1.0,,,,,,,,,,,,,,,,,,,
+15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,84.0,1358,184.0,1066.0,91.0,1419.0,14310,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1462717.0,1388174.0,click,conda-forge/click,103.0,160226945.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74543.0,159124965.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30855389.0,1.0,,,,,,,,,,,,,,,,,,,
+16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-28 12:47:31.000,2023-09-28 11:32:57,2510.0,368.0,1437,100.0,3070.0,338.0,2833.0,15815,2023-09-28 07:08:34.000,2.4.2,123.0,414.0,45,True,267252.0,258782.0,pydantic,conda-forge/pydantic,,109471616.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,109309982.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6142108.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,,
+17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-26 12:39:41.000,2023-09-17 15:50:57,3844.0,58.0,1634,546.0,1024.0,185.0,1037.0,44891,2023-09-17 15:51:58.000,13.5.3,188.0,227.0,44,True,130611.0,125531.0,rich,conda-forge/rich,,31809531.0,https://pypi.org/project/rich,2023-09-17 15:51:16.000,5080.0,31675798.0,https://anaconda.org/conda-forge/rich,2023-09-17 18:20:20.272,5081880.0,1.0,,,,,,,,,,,,,,,,,,,
+18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-28 08:57:24.602,2023-09-27 18:12:30,11515.0,230.0,3858,578.0,3497.0,523.0,3945.0,14305,2023-09-26 21:26:12.000,1.29.55,1804.0,424.0,44,True,3058.0,3.0,awscli,conda-forge/awscli,1475.0,156426467.0,https://pypi.org/project/awscli,2023-09-27 19:24:30.000,3055.0,155870815.0,https://anaconda.org/conda-forge/awscli,2023-09-28 08:57:24.602,21113832.0,1.0,,,,,,,-1.0,,,,,,,,,,,,
+19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-27 13:47:53.000,2023-09-21 12:50:38,2248.0,47.0,2406,324.0,1441.0,183.0,1364.0,11793,2023-09-26 06:51:15.000,5.0.1,118.0,412.0,44,True,27599.0,,redis,conda-forge/redis-py,,30042492.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27599.0,30014623.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1086905.0,1.0,,,,,,,,,,,,,,,,,,,
+20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-28 13:22:34.000,2023-09-27 21:45:05,16565.0,164.0,1198,91.0,677.0,175.0,7298.0,7793,2023-09-18 21:15:03.000,rel_2_0_21,291.0,653.0,44,True,686126.0,638685.0,SQLAlchemy,conda-forge/sqlalchemy,45849.0,91186569.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47441.0,90785267.0,https://anaconda.org/conda-forge/sqlalchemy,2023-09-19 08:16:13.285,13211464.0,1.0,,,,,,,,,,,,,,,,,,,
+21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-28 00:17:34.000,2023-09-27 18:12:19,10285.0,285.0,1018,65.0,2001.0,141.0,901.0,1334,2023-09-27 19:24:20.000,1.31.56,1795.0,197.0,44,True,281578.0,273061.0,botocore,conda-forge/botocore,,367540269.0,https://pypi.org/project/botocore,2023-09-27 19:24:20.000,8517.0,366848632.0,https://anaconda.org/conda-forge/botocore,2023-09-27 22:25:59.661,23515664.0,1.0,,,,,,,,,,,,,,,,,,,
+22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-28 13:22:21.000,2023-09-28 13:21:15,118933.0,1330.0,27688,1509.0,44610.0,8514.0,57789.0,55908,2020-07-22 03:00:52.000,0.0.6,11.0,2628.0,43,True,11.0,3.0,cpython,conda-forge/typing,,124264.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,92311.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2875842.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,,
+23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-28 06:42:16.000,2023-09-27 08:36:39,3568.0,96.0,2294,278.0,3722.0,594.0,1896.0,17196,2023-09-06 15:38:14.000,2.14.5,76.0,526.0,43,True,26078.0,25416.0,datasets,conda-forge/datasets,,7038488.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,662.0,7024314.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,467754.0,1.0,,,,,,,,,,,,,,,,,,,
+24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-21 20:44:01.554,2023-09-20 14:41:31,3421.0,58.0,1808,223.0,1243.0,16.0,651.0,16307,2023-09-20 14:43:08.000,19.6.2,306.0,539.0,43,True,175554.0,172394.0,Faker,conda-forge/faker,,10189181.0,https://pypi.org/project/Faker,2023-09-20 14:42:53.000,3160.0,10167380.0,https://anaconda.org/conda-forge/faker,2023-09-21 20:44:01.554,850239.0,1.0,,,,,,,,,,,,,,,,,,,
+25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-28 03:00:16.000,2023-09-27 19:49:08,15145.0,384.0,1322,156.0,6128.0,546.0,3620.0,12907,2023-09-21 19:54:23.000,2.13.2,233.0,321.0,43,True,3931.0,3786.0,prefect,conda-forge/prefect,,659755.0,https://pypi.org/project/prefect,2023-09-21 19:54:23.000,145.0,646552.0,https://anaconda.org/conda-forge/prefect,2023-09-21 22:22:46.894,528141.0,1.0,,,,,,,,,,,,,,,,,,,
+26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-27 19:22:42.000,2023-09-27 18:54:22,6519.0,90.0,548,31.0,780.0,401.0,1364.0,1407,2023-08-06 15:15:44.000,2.16.1,61.0,804.0,43,True,624116.0,587015.0,pygments,conda-forge/pygments,,69577977.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37101.0,68874146.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25337916.0,1.0,,,,,,,,,,,,,,,,,,,
+27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-28 08:12:53.000,2023-09-27 05:50:03,3005.0,17.0,3150,641.0,2398.0,161.0,2154.0,21141,2023-05-26 17:35:41.785,23.5.26,35.0,650.0,42,True,73736.0,73151.0,flatbuffers,conda-forge/flatbuffers,271865.0,14657425.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,315.0,13645593.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,855695.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,270.0,999660.0,,,,,,,,,,,,,,
+28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-28 12:43:51.000,2023-09-26 18:46:11,10787.0,380.0,947,173.0,6756.0,1878.0,4569.0,17662,2023-09-26 17:29:16.000,3.86.0,3910.0,234.0,42,True,7410.0,6457.0,pulumi,,957153.0,2001698.0,https://pypi.org/project/pulumi,2023-09-26 17:30:52.000,138.0,804414.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-26 17:30:04.528,815.0,1144109.0,,,,,,,,,,,,,,
+29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-28 01:11:36.000,2023-09-24 00:00:44,3958.0,29.0,1943,317.0,764.0,986.0,775.0,8526,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96665.0,83737.0,paramiko,conda-forge/paramiko,,46799803.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12928.0,46699400.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3815343.0,2.0,,,,,,,,,,,,,,,,,,,
+30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-28 13:35:41.000,2023-09-28 13:24:20,40503.0,936.0,4029,259.0,22616.0,4224.0,1914.0,7155,2023-08-30 16:14:12.000,2.50.0,95.0,1563.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6639257.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,178.0,6637011.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,53917.0,1.0,,,,,,,,,,,,,,,,,,,
+31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-12 12:35:09.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1571.0,440.0,1213.0,6384,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,72085.0,68265.0,docker,conda-forge/docker-py,679.0,35915343.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35819488.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3738114.0,2.0,,,,,,,,,,,,,,,,,,,
+32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-28 12:54:18.000,2023-09-27 01:08:52,25450.0,533.0,1479,299.0,7764.0,151.0,3515.0,4344,2023-09-25 21:32:26.000,google-cloud-documentai-v2.20.0,100.0,421.0,42,True,1956.0,,google-cloud-storage,conda-forge/google-cloud-storage,,53390828.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1956.0,53289059.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3867253.0,1.0,,,,,,,,,,,,,,,,,,,
+33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-28 09:53:08.000,2023-09-28 07:23:51,15564.0,731.0,2482,369.0,23658.0,1026.0,7623.0,3827,2023-09-28 08:19:10.000,azure-mgmt-compute_30.3.0,100.0,630.0,42,True,2993.0,2308.0,azure-storage-blob,conda-forge/azure-storage-blob,,41054807.0,https://pypi.org/project/azure-storage-blob,2023-09-25 23:08:21.000,685.0,41028573.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-26 02:18:02.761,1023136.0,1.0,,,,,,,,,,,,,,,,,,,
+34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-28 12:04:28.000,2023-09-27 21:41:53,4408.0,159.0,4995,713.0,3819.0,194.0,6892.0,30568,2023-09-21 15:55:50.000,2.22.0,144.0,472.0,41,True,1523.0,276.0,docker-compose,conda-forge/docker-compose,106867897.0,3580326.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1665995.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,364547.0,2.0,,,,,,,,,,,,,,,,,,,
+35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-27 12:45:08.000,2023-09-27 12:44:53,4547.0,21.0,1370,198.0,469.0,1.0,2309.0,10327,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,27055.0,23345.0,peewee,conda-forge/peewee,,1156478.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3710.0,1141520.0,https://anaconda.org/conda-forge/peewee,2023-09-23 12:49:13.334,553462.0,1.0,,,,,,,,,,,,,,,,,,,
+36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-28 13:36:20.000,2023-09-28 13:36:19,15901.0,1042.0,1042,102.0,10173.0,1922.0,4292.0,8544,2023-09-22 22:14:29.000,1.4.16,572.0,347.0,41,True,1651.0,1524.0,dagster,conda-forge/dagster,,640541.0,https://pypi.org/project/dagster,2023-09-22 21:32:39.000,127.0,615331.0,https://anaconda.org/conda-forge/dagster,2023-09-23 00:57:15.752,1008436.0,1.0,,,,,,,,,,,,,,,,,,,
+37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-09-26 06:56:31.000,2023-09-26 06:56:30,3245.0,52.0,628,81.0,1006.0,160.0,1033.0,6680,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,109093.0,98806.0,marshmallow,conda-forge/marshmallow,,29615526.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10287.0,29562317.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2075167.0,2.0,,,,,,,,,,,,,,,,,,,
+38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-28 01:27:49.000,2023-09-26 03:46:54,2565.0,58.0,571,60.0,334.0,32.0,754.0,4248,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,469779.0,451007.0,jsonschema,conda-forge/jsonschema,71.0,98808330.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18772.0,98135362.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,23553824.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,
+39,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-28 13:20:58.000,2023-09-28 11:57:15,7466.0,783.0,1163,136.0,6278.0,1027.0,4011.0,20551,2023-09-27 15:35:35.000,tmp,312.0,282.0,40,True,4177.0,3904.0,polars,,,2332921.0,https://pypi.org/project/polars,2023-09-27 19:00:49.000,273.0,2332921.0,,,,1.0,,,,,,,,,,,,,,,,,,,
+40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-28 12:23:54.000,2023-09-22 12:43:17,3023.0,37.0,1913,225.0,1100.0,213.0,627.0,20317,2023-09-22 19:48:29.000,2.3.1,39.0,309.0,40,True,24144.0,22553.0,cookiecutter,conda-forge/cookiecutter,,2730498.0,https://pypi.org/project/cookiecutter,2023-09-22 12:45:20.000,1591.0,2699919.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-22 18:19:56.721,856214.0,1.0,,,,,,,,,,,,,,,,,,,
+41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-28 08:01:24.000,2023-08-26 08:00:20,12812.0,16.0,3028,608.0,3519.0,978.0,3903.0,16286,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11558.0,10952.0,kivy,conda-forge/kivy,33140.0,120321.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,111925.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,323502.0,1.0,,,,,,,,,,,,,,,,,,,
+42,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-22 15:39:13.000,2023-09-19 05:52:51,1358.0,33.0,365,66.0,532.0,119.0,539.0,4903,2023-04-16 10:50:23.776,23.1.0,27.0,146.0,40,True,851343.0,833232.0,attrs,conda-forge/attrs,,122639844.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18111.0,122232001.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31811764.0,1.0,,,,,,,-1.0,,,,,,,,,,,,
+43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-27 07:48:55.000,2023-09-27 06:58:03,1550.0,28.0,1181,403.0,1270.0,59.0,990.0,4036,2023-09-22 10:43:57.000,8.10.0,134.0,198.0,40,True,47056.0,40950.0,elasticsearch,conda-forge/elasticsearch,3506.0,14108905.0,https://pypi.org/project/elasticsearch,2023-09-22 10:25:10.000,6106.0,14085846.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,918374.0,1.0,,,,,,,,,,,,,,,,,,,
+44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-28 08:07:40.000,2023-09-20 15:40:23,1538.0,71.0,256,39.0,491.0,25.0,259.0,3203,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,201752.0,192866.0,more-itertools,conda-forge/more-itertools,2801.0,54155025.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8886.0,53828528.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12732050.0,1.0,,,,,,,,,,,,,,,,,,,
+45,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-28 12:56:03.000,2023-09-27 15:23:20,4759.0,119.0,972,108.0,3635.0,1169.0,2897.0,3160,2023-09-26 09:23:31.000,2023.9.0,83.0,449.0,40,True,22576.0,20616.0,xarray,conda-forge/xarray,,3910141.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1960.0,3671626.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9063590.0,1.0,,,,,,,,,,,,,,,,,,,
+46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,18.0,260,25.0,168.0,31.0,283.0,1952,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,887890.0,855709.0,pyparsing,conda-forge/pyparsing,8283.0,89837157.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32181.0,88133706.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39176206.0,1.0,,,,,,,,,,,,,,,,,,,
+47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-28 13:18:44.000,2023-09-27 23:35:28,11592.0,421.0,1380,78.0,6903.0,149.0,1616.0,8847,2023-09-21 21:15:36.000,0.17.19,247.0,410.0,39,True,41.0,,great_expectations,conda-forge/great-expectations,,12984893.0,https://pypi.org/project/great_expectations,2023-09-21 19:50:39.000,41.0,12967004.0,https://anaconda.org/conda-forge/great-expectations,2023-09-21 22:27:57.972,715595.0,2.0,,,,,,,,,,,,,,,,,,,
+48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,228.0,482.0,15.0,627.0,7384,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,185880.0,185488.0,PyMySQL,conda-forge/pymysql,,43902054.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,43870063.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1215692.0,2.0,,,,,,,,,,,,,,,,,,,
+49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-28 11:30:49.000,2023-08-09 16:44:53,2166.0,9.0,1359,149.0,963.0,297.0,1187.0,5315,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21078.0,19666.0,kafka-python,conda-forge/kafka-python,1832.0,6789675.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1412.0,6784185.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,416071.0,2.0,,,,,,,,,,,,,,,,,,,
+50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-27 15:46:06.000,2023-09-20 19:29:17,5418.0,93.0,1135,238.0,1376.0,9.0,,3926,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20066.0,,pymongo,conda-forge/pymongo,,22445913.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20066.0,22412972.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1251784.0,2.0,,,,,,,,,,,,,,,,,,,
+51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-19 14:39:06.000,2023-09-19 14:39:05,1486.0,12.0,384,60.0,700.0,400.0,461.0,3440,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,341773.0,335480.0,joblib,conda-forge/joblib,,38292632.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6293.0,37715335.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21937320.0,2.0,,,,,,,,,,,,,,,,,,,
+52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-09-28 11:47:19.000,2023-09-28 07:29:21,3062.0,15.0,490,73.0,291.0,18.0,1239.0,3034,2023-09-28 11:46:52.000,2.9.8,61.0,133.0,39,False,715218.0,653718.0,psycopg2,psycopg2,,14840126.0,https://pypi.org/project/psycopg2,2023-09-28 11:46:52.000,61480.0,14837617.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,235864.0,2.0,,,,,,,,,,,,,,,20.0,,,,
+53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-23 20:57:42.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,305.0,2270,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1018590.0,942400.0,pyyaml,conda-forge/pyyaml,,217582045.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76190.0,216507340.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,38689413.0,1.0,,,,,,,,,,,,,,,,,,,
+54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-09-26 09:47:14.000,2023-06-06 19:08:37,1575.0,,441,45.0,625.0,341.0,399.0,2131,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1188614.0,1184341.0,python-dateutil,conda-forge/python-dateutil,35043.0,216810696.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,216251584.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,49171704.0,1.0,,,,,,,,,,,,,,,,,,,
+55,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-28 08:35:16.000,2023-09-28 08:31:43,4274.0,6.0,503,57.0,881.0,252.0,1196.0,1927,2023-06-20 09:17:29.999,3.9.0,37.0,196.0,39,True,248375.0,233507.0,h5py,conda-forge/h5py,2824.0,15741383.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14868.0,15403223.0,https://anaconda.org/conda-forge/h5py,2023-09-24 12:26:12.703,13186855.0,2.0,,,,,,,1.0,,,,,,,,,,,,
+56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-27 19:22:56.000,2023-09-27 17:36:44,2210.0,45.0,273,21.0,786.0,200.0,389.0,655,2023-09-22 18:31:44.000,2023.9.2,72.0,197.0,39,True,65120.0,64385.0,fsspec,conda-forge/fsspec,,122618717.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,122261437.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14291238.0,1.0,,,,,,,1.0,,,,,,,,,,,,
+57,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-26 14:49:41.241,2023-09-26 13:10:21,1976.0,15.0,194,26.0,587.0,91.0,195.0,575,2023-09-26 13:10:43.000,5.10.1,44.0,110.0,39,True,372053.0,357349.0,traitlets,conda-forge/traitlets,199.0,31294548.0,https://pypi.org/project/traitlets,2023-09-26 13:10:35.000,14704.0,30649020.0,https://anaconda.org/conda-forge/traitlets,2023-09-26 14:49:41.241,23238605.0,1.0,,,,,,,,,,,,,,,,,,,
+58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,255.0,1225,344.0,235.0,39.0,444.0,13321,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,930.0,925.0,tink,,1093.0,116713.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,116161.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,537.0,,,,,,,,,,,,,,
+59,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-24 02:08:17.000,2023-09-23 10:35:29,1796.0,7.0,1361,208.0,852.0,163.0,928.0,9133,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16359.0,14584.0,rq,conda-forge/rq,,1289985.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1775.0,1287136.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96890.0,2.0,,,,,,,,,,,,,,,,,,,
+60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,6.0,687,150.0,723.0,569.0,549.0,8583,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,35994606.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,35490120.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18666005.0,2.0,,,,,,,,,,,,,,,,,,,
+61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-28 04:50:04.000,2023-09-18 17:26:32,1703.0,30.0,3262,139.0,868.0,110.0,1163.0,6003,2023-09-18 17:33:52.000,28.1.0,90.0,186.0,38,True,1406.0,,kubernetes,conda-forge/kubernetes,,17539850.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1406.0,17528565.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,451405.0,2.0,,,,,,,,,,,,,,,,,,,
+62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-24 11:22:11.000,2023-09-24 11:22:10,2847.0,42.0,454,64.0,203.0,64.0,497.0,2480,2023-09-16 08:33:19.000,3.19.0x,47.0,143.0,38,True,79234.0,77608.0,pycryptodomex,conda-forge/pycryptodomex,123.0,34371549.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1626.0,34333088.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1461510.0,2.0,,,,,,,,,,,,,,,,,,,
+63,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,34.0,197,19.0,127.0,101.0,895.0,2139,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,192210.0,180705.0,alembic,conda-forge/alembic,,31923364.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11505.0,31820180.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3714626.0,2.0,,,,,,,,,,,,,,,,,,,
+64,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,14.0,250,47.0,289.0,7.0,270.0,1786,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,106330.0,104022.0,msgpack,conda-forge/msgpack-python,1136.0,39958972.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,39563009.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,13858175.0,2.0,,,,,,,,,,,,,,,,,,,
+65,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-25 22:14:06.000,2023-09-25 22:14:05,896.0,58.0,108,27.0,277.0,58.0,266.0,1388,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,176204.0,175696.0,anyio,conda-forge/anyio,,46073202.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45821947.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10050238.0,1.0,,,,,,,,,,,,,,,,,,,
+66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,174.0,25275,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26918.0,25101.0,fire,conda-forge/fire,,6667465.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1817.0,6657450.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,751139.0,2.0,,,,,,,,,,,,,,,,,,,
+67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-26 07:20:11.000,2023-09-25 12:04:01,4085.0,7.0,2376,480.0,2276.0,118.0,878.0,16819,2023-05-04 09:55:49.000,3.3.0,79.0,604.0,37,True,2625.0,2212.0,luigi,luigi,,503819.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,503668.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13794.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,,
+68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-23 23:05:58.000,2023-09-23 23:05:56,1604.0,25.0,1950,465.0,550.0,461.0,1307.0,14244,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,132.0,15.0,fabric,conda-forge/fabric,,4216169.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4213969.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,70430.0,3.0,,,,,,,,,,,,,,,,,,,
+69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-24 09:43:01.408,2023-08-11 17:25:03,926.0,1.0,555,229.0,239.0,86.0,252.0,9575,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,98883.0,96984.0,uvloop,conda-forge/uvloop,422.0,6535556.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1899.0,6517211.0,https://anaconda.org/conda-forge/uvloop,2023-09-24 09:43:01.408,641956.0,2.0,,,,,,,,,,,,,,,,,,,
+70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-28 12:34:58.000,2023-09-27 12:25:33,2627.0,133.0,620,114.0,2820.0,794.0,3068.0,8987,2023-09-28 12:40:40.000,0.24.1,84.0,120.0,37,True,1187.0,1154.0,modin,conda-forge/modin-core,196708.0,1211206.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1197648.0,https://anaconda.org/conda-forge/modin-core,2023-09-27 18:56:27.256,270053.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,
+71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-28 13:00:55.000,2023-09-27 17:17:58,2413.0,118.0,809,107.0,1352.0,338.0,1159.0,8717,2023-08-31 10:35:56.000,0.18.13,45.0,206.0,37,True,1956.0,1891.0,kedro,,,369988.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,369988.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-28 11:49:40.000,2023-09-27 19:31:37,6402.0,162.0,1323,134.0,3907.0,491.0,4029.0,7563,2023-09-20 19:40:53.000,1.4.8,173.0,299.0,37,True,3354.0,3324.0,dbt,conda-forge/dbt,2523.0,126853.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,123694.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,248224.0,2.0,,,,,,,,,,,,,,,,dbt,,,
+73,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-09-27 18:57:28.695,2023-04-18 19:22:32,4081.0,,1225,139.0,1103.0,377.0,1320.0,4054,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25120.0,21531.0,mongoengine,conda-forge/mongoengine,,1004206.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3589.0,997830.0,https://anaconda.org/conda-forge/mongoengine,2023-09-27 18:57:28.695,223182.0,2.0,,,,,,,,,,,,,,,,,,,
+74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-28 10:43:49.000,2023-09-27 12:24:54,2251.0,47.0,634,60.0,1406.0,33.0,959.0,3584,2023-09-11 18:35:05.000,3.4.0,141.0,135.0,37,True,1283.0,1226.0,awswrangler,conda-forge/awswrangler,207494.0,29306835.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29292004.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,416682.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,,
+75,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-27 20:11:07.000,2023-09-18 04:04:57,2714.0,6.0,1183,199.0,1207.0,168.0,1791.0,3224,2023-05-05 16:39:25.000,4.2.0,42.0,223.0,37,True,4131.0,3867.0,netmiko,,,179580.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,179580.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-09-24 12:13:32.000,2023-09-24 12:13:32,1139.0,46.0,238,51.0,265.0,13.0,330.0,3021,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15214.0,14082.0,cerberus,conda-forge/cerberus,,4394545.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1132.0,4390474.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,346119.0,2.0,,,,,,,,,,,,,,,,,,,
+77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-12 20:50:46.000,2023-09-12 11:51:54,1603.0,3.0,463,96.0,304.0,183.0,311.0,2422,2020-01-21 16:37:03.000,4.8.0,19.0,104.0,37,True,327855.0,311703.0,pexpect,conda-forge/pexpect,4364.0,37250267.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16152.0,37071947.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15867324.0,1.0,,,,,,,,,,,,,,,,,,,
+78,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,12.0,172,23.0,150.0,169.0,326.0,1992,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,122665.0,118779.0,dill,conda-forge/dill,290924.0,36747010.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3886.0,36611745.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5180035.0,2.0,,,,,,,,,,,,,,,,,,,
+79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-12 15:19:54.000,2023-09-12 15:19:51,960.0,31.0,230,52.0,153.0,19.0,198.0,1523,2023-01-28 14:21:04.349,2.0.2,47.0,67.0,37,True,298715.0,288305.0,greenlet,conda-forge/greenlet,,65817677.0,https://pypi.org/project/greenlet,2023-09-12 15:19:43.000,10410.0,65712699.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7978349.0,2.0,,,,,,,,,,,,,,,,,,,
+80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,311176.0,293908.0,future,conda-forge/future,,31904009.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17268.0,31760582.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12334766.0,1.0,,,,,,,,,,,,,,,,,,,
+81,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1978791.0,1843268.0,six,conda-forge/six,,195810837.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135523.0,195269499.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47637766.0,1.0,,,,,,,,,,,,,,,,,,,
+82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-27 01:08:24.000,2023-09-18 20:15:23,1690.0,23.0,258,53.0,1063.0,84.0,528.0,646,2023-07-20 15:54:44.860,0.0.1,148.0,132.0,37,True,23456.0,22337.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32357724.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1119.0,32286143.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2720100.0,2.0,,,,,,,,,,,,,,,,,,,
+83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-21 20:10:58.000,2023-09-21 20:10:57,6827.0,36.0,1752,230.0,3056.0,711.0,2707.0,12079,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10061.0,9746.0,pysimplegui,conda-forge/pysimplegui,,351445.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,348921.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,123698.0,2.0,,,,,,,,,,,,,,,,,,,
+84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11103,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,30147.0,28715.0,schedule,conda-forge/schedule,,1721710.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1432.0,1720782.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,41774.0,3.0,,,,,,,,,,,,,,,,,,,
+85,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-09-12 05:31:00.000,2023-09-12 05:30:56,1397.0,1.0,643,136.0,670.0,98.0,398.0,8369,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,74963.0,70189.0,arrow,conda-forge/arrow,,17800095.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4774.0,17770756.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2581852.0,2.0,,,,,,,,,,,,,,,,,,,
+86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7837,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,114333.0,101922.0,docopt,conda-forge/docopt,,10302481.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12411.0,10280827.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1927219.0,2.0,,,,,,,,,,,,,,,,,,,
+87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,25.0,505,137.0,234.0,4.0,457.0,6715,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15813.0,13182.0,sh,conda-forge/sh,,4999790.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2631.0,4994538.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,183845.0,2.0,,,,,,,,,,,,,,,,,,,
+88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,1.0,374,35.0,227.0,40.0,226.0,6432,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,569892.0,561055.0,python-dotenv,conda-forge/python-dotenv,,31188110.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8837.0,31116792.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2710109.0,2.0,,,,,,,,,,,,,,,,,,,
+89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-09-22 15:44:49.385,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,173.0,453.0,5984,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,116881.0,108782.0,watchdog,conda-forge/watchdog,,12285200.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8099.0,12221827.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2471561.0,2.0,,,,,,,,,,,,,,,,,,,
+90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-26 23:14:47.221,2023-09-20 23:23:27,607.0,33.0,174,33.0,84.0,2.0,342.0,4934,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,60086.0,58998.0,orjson,conda-forge/orjson,,14935035.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14911899.0,https://anaconda.org/conda-forge/orjson,2023-09-26 23:14:47.221,925471.0,2.0,,,,,,,,,,,,,,,,,,,
+91,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-23 15:38:18.000,2023-09-23 15:38:18,1175.0,7.0,582,136.0,317.0,33.0,218.0,4277,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,77167.0,75889.0,tablib,conda-forge/tablib,,1829165.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1828050.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91487.0,1.0,,,,,,,1.0,,,,,,,,,,,,
+92,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,424.0,383.0,159.0,1151.0,3702,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,36,True,10511.0,9528.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3217746.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3217631.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7982.0,2.0,,,,,,,,,,,,,,,,,,,
+93,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-25 08:01:10.929,2023-09-24 20:14:29,1339.0,9.0,615,118.0,121.0,15.0,878.0,3337,2023-09-24 20:14:56.000,3.1.5,162.0,48.0,36,True,70496.0,66551.0,xlsxwriter,conda-forge/xlsxwriter,,12984643.0,https://pypi.org/project/xlsxwriter,2023-09-24 20:14:56.000,3945.0,12911590.0,https://anaconda.org/conda-forge/xlsxwriter,2023-09-25 08:01:10.929,2922144.0,3.0,,,,,,,,,,,,,,,,,,,
+94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-28 10:50:36.000,2023-09-28 10:50:35,6412.0,796.0,443,80.0,4845.0,107.0,2207.0,3151,2023-08-31 16:02:11.000,6.2.0,55.0,195.0,36,True,649.0,600.0,ibis-framework,conda-forge/ibis-framework,97.0,104854.0,https://pypi.org/project/ibis-framework,2023-09-24 00:04:10.000,49.0,96988.0,https://anaconda.org/conda-forge/ibis-framework,2023-09-11 16:31:39.369,306646.0,2.0,,,,,,,,,,,,,,,,,,,
+95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3049,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,133522.0,131325.0,sortedcontainers,conda-forge/sortedcontainers,,26180175.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2197.0,26051289.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11084243.0,1.0,,,,,,,,,,,,,,,,,,,
+96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-09-28 08:41:50.067,2023-09-18 13:24:19,2652.0,24.0,474,123.0,546.0,294.0,1492.0,2703,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30126.0,29487.0,xlwings,conda-forge/xlwings,18749.0,144962.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,127970.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,664403.0,1.0,,,,,,,,,,,,,,,,,,,
+97,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,29.0,144,36.0,65.0,49.0,64.0,2379,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,111888.0,109910.0,aiofiles,conda-forge/aiofiles,,49652386.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1978.0,49640517.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,842728.0,2.0,,,,,,,,,,,,,,,,,,,
+98,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-23 12:15:50.000,2023-09-20 18:18:11,9903.0,209.0,931,86.0,1760.0,74.0,123.0,1960,2023-08-10 08:07:04.000,3.8.0,71.0,471.0,36,True,861.0,,apache-libcloud,,,185660.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,185660.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+99,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-09-22 20:48:50.508,2023-04-06 19:00:56,650.0,,330,66.0,122.0,19.0,175.0,1588,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,133502.0,112573.0,simplejson,conda-forge/simplejson,6363.0,17118448.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20929.0,17046328.0,https://anaconda.org/conda-forge/simplejson,2023-09-22 20:48:50.508,2882075.0,2.0,,,,,,,,,,,,,,,,,,,
+100,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-28 11:41:27.000,2023-09-26 11:54:45,4655.0,143.0,253,60.0,354.0,153.0,541.0,1230,2022-12-23 13:29:42.000,3.8.0,43.0,122.0,36,True,51413.0,48858.0,tables,conda-forge/pytables,176.0,802136.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2555.0,631719.0,https://anaconda.org/conda-forge/pytables,2023-09-10 19:38:48.262,6475797.0,2.0,,,,,,,,,,,,,,,,,,,
+101,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1138,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27001.0,24875.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4676324.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2126.0,4670218.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,512934.0,2.0,,,,,,,2.0,,,,,,,,,,,,
+102,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-28 08:57:58.000,2023-09-28 07:31:54,15150.0,235.0,6741,726.0,5545.0,1673.0,3604.0,17255,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,66288.0,908.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,
+103,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-28 09:39:03.000,2023-08-01 09:36:09,471.0,14.0,479,68.0,277.0,208.0,167.0,12133,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2348.0,15.0,typer,conda-forge/typer,,12422063.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12380701.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1695869.0,2.0,,,,,,,,,,,,,,,,,,,
+104,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-09-25 11:56:54.509,2023-09-19 19:52:24,2430.0,6.0,1222,232.0,475.0,145.0,1002.0,7932,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11628.0,9672.0,supervisor,conda-forge/supervisor,,2877108.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2869203.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,276680.0,3.0,,,,,,,,,,,,,,,,,,,
+105,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-09-26 12:15:58.000,2023-08-17 23:23:46,822.0,26.0,336,70.0,262.0,241.0,291.0,5701,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23653.0,22429.0,pendulum,conda-forge/pendulum,166.0,13910174.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1224.0,13888236.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,833623.0,2.0,,,,,,,,,,,,,,,,,,,
+106,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5236,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63797.0,58219.0,xmltodict,conda-forge/xmltodict,,27897715.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5578.0,27858483.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3334800.0,2.0,,,,,,,,,,,,,,,,,,,
+107,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-09-20 19:24:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,349.0,118.0,142.0,4331,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,115548.0,112083.0,toolz,conda-forge/toolz,,21454655.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21245707.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18178522.0,2.0,,,,,,,,,,,,,,,,,,,
+108,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-27 14:16:38.000,2023-07-24 18:25:47,848.0,9.0,864,333.0,535.0,271.0,841.0,3411,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,35,True,7684.0,7242.0,confluent-kafka,conda-forge/python-confluent-kafka,,9601988.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,442.0,9579842.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,775123.0,2.0,,,,,,,-1.0,,,,,,,,,,,,
+109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-20 21:08:59.056,2023-09-20 19:22:52,1600.0,25.0,418,88.0,111.0,7.0,165.0,3306,2023-09-20 19:34:35.000,8.13.21,230.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4817430.0,https://pypi.org/project/phonenumbers,2023-09-20 19:34:35.000,1434.0,4788169.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-20 21:08:59.056,819331.0,1.0,,,,,,,,,,,,,,,,,,,
+110,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3248,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,775186.0,753800.0,colorama,conda-forge/colorama,,117075488.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21386.0,116785920.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25771611.0,2.0,,,,,,,,,,,,,,,,,,,
+111,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2981,,,21.0,83.0,35,True,678321.0,661125.0,pycparser,conda-forge/pycparser,,110700345.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17196.0,110292739.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34646543.0,2.0,,,,,,,,,,,,,,,,,,,
+112,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-22 01:30:15.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,219.0,58.0,954.0,2737,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52578.0,50425.0,pyodbc,conda-forge/pyodbc,,23272746.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2153.0,23257094.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1142647.0,2.0,,,,,,,,,,,,,,,,,,,
+113,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,4.0,439,55.0,288.0,11.0,317.0,2319,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,35,True,145354.0,138136.0,mysqlclient,conda-forge/mysqlclient,5265.0,3984369.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7218.0,3976478.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,297527.0,2.0,,,,,,,,,,,,,,,,,,,
+114,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-26 23:14:12.000,2023-09-12 05:49:56,1030.0,35.0,201,26.0,158.0,69.0,195.0,1750,2023-09-12 05:50:40.000,6.5.0,72.0,77.0,35,True,8978.0,8168.0,deepdiff,conda-forge/deepdiff,,12332307.0,https://pypi.org/project/deepdiff,2023-09-12 05:50:40.000,810.0,12323549.0,https://anaconda.org/conda-forge/deepdiff,2023-09-12 14:25:21.517,341594.0,1.0,,,,,,,,,,,,,,,,,,,
+115,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,276.0,86.0,162.0,1436,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,91228.0,88331.0,cloudpickle,conda-forge/cloudpickle,27.0,29387126.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2897.0,29224544.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14632452.0,3.0,,,,,,,,,,,,,,,,,,,
+116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,33.0,164.0,69.0,234.0,1159,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2408.0,,jsonpickle,conda-forge/jsonpickle,,9268070.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2408.0,9215935.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1511936.0,3.0,,,,,,,,,,,,,,,,,,,
+117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-13 17:32:32.000,2023-07-23 13:01:17,2027.0,11.0,141,19.0,159.0,58.0,435.0,1107,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4144.0,,keyring,conda-forge/keyring,,37129738.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4144.0,37031941.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3716297.0,3.0,,,,,,,,,,,,,,,,,,,
+118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1102,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,30220.0,29527.0,py4j,conda-forge/py4j,,30748984.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30699447.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4210707.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,,
+119,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-28 10:15:21.000,2023-09-28 10:14:48,2101.0,141.0,411,18.0,1008.0,100.0,363.0,1029,2023-09-18 16:48:41.000,.0.33,61.0,219.0,35,True,13365.0,12922.0,holidays,conda-forge/holidays,189.0,5980678.0,https://pypi.org/project/holidays,2023-09-18 16:58:15.000,443.0,5884403.0,https://anaconda.org/conda-forge/holidays,2023-09-19 01:50:26.664,3658448.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,,
+120,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,278,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1745740.0,1662595.0,pytz,conda-forge/pytz,,179273428.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83145.0,177938699.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,45380806.0,2.0,,,,,,,,,,,,,,,,,,,
+121,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-09-26 23:34:33.362,2023-09-26 19:58:05,564.0,13.0,125,18.0,218.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,243861.0,239511.0,s3transfer,conda-forge/s3transfer,,248330817.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4350.0,247850803.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,16800514.0,2.0,,,,,,,,,,,,,,,,,,,
+122,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-27 22:56:08.000,2023-09-13 03:11:12,2773.0,14.0,598,149.0,482.0,228.0,991.0,11147,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2266.0,2220.0,dearpygui,,,33799.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,33799.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+123,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-28 13:09:49.000,2023-09-27 12:00:32,8296.0,509.0,519,84.0,2148.0,51.0,385.0,6901,2023-09-26 15:11:45.000,3.7.1,154.0,119.0,34,True,2421.0,2367.0,hub,,,3033.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3033.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,
+124,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-09-23 12:47:54.489,2023-08-17 16:45:08,888.0,9.0,368,88.0,264.0,26.0,316.0,4135,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,34,True,4431.0,,ujson,conda-forge/ujson,,8769168.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4431.0,8659649.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4271266.0,3.0,,,,,,,,,,,,,,,,,,,
+125,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-21 00:00:00.000,2023-09-18 21:56:01,534.0,11.0,742,68.0,404.0,92.0,407.0,3551,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25545154.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25203576.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13663156.0,2.0,,,,,,,,,,,,,,,,,,,
+126,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-25 14:13:52.264,2023-09-25 09:31:59,4024.0,37.0,233,86.0,77.0,313.0,332.0,3317,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4016.0,3654.0,pony,conda-forge/pony,67.0,110954.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,362.0,108130.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96018.0,2.0,,,,,,,,,,,,,,,,,,,
+127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-28 13:12:51.000,2023-09-28 13:12:50,718.0,30.0,296,34.0,496.0,106.0,362.0,3229,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7449.0,7182.0,dynaconf,conda-forge/dynaconf,,1947576.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,1945909.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,58364.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,,
+128,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,4.0,185,50.0,311.0,127.0,221.0,2680,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5362.0,4893.0,plumbum,conda-forge/plumbum,,2126594.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,469.0,2114436.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,984828.0,3.0,,,,,,,,,,,,,,,,,,,
+129,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-28 13:31:40.000,2023-09-27 15:59:20,1411.0,81.0,192,48.0,1179.0,64.0,551.0,2493,2023-09-07 13:40:49.000,0.38.0,724.0,66.0,34,True,2905.0,2888.0,docarray,conda-forge/docarray,,127346.0,https://pypi.org/project/docarray,2023-09-27 16:09:47.000,17.0,121469.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,117541.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,,
+130,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-25 19:52:44.133,2023-08-25 18:02:53,328.0,4.0,295,46.0,108.0,20.0,185.0,2402,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50601.0,47316.0,python-magic,conda-forge/python-magic,,5930330.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3285.0,5923745.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,230500.0,2.0,,,,,,,,,,,,,,,,,,,
+131,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-26 08:39:11.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,555.0,301.0,372.0,2349,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25283.0,24026.0,dateparser,conda-forge/dateparser,,3848427.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1257.0,3846248.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,174365.0,3.0,,,,,,,,,,,,,,,,,,,
+132,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,87.0,225.0,,,2216,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,71618.0,70451.0,motor,conda-forge/motor,,1162179.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1167.0,1160432.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61156.0,2.0,,,,,,,,,,,,,,,,,,,
+133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-09-26 14:25:17.992,2023-09-26 12:30:29,817.0,39.0,200,63.0,97.0,63.0,292.0,2024,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3157.0,,numexpr,conda-forge/numexpr,428.0,6947410.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3157.0,6764120.0,https://anaconda.org/conda-forge/numexpr,2023-09-26 14:25:17.992,7148127.0,2.0,,,,,,,,,,,,,,,,,,,
+134,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-09-23 21:01:56.891,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1903,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,316536.0,314229.0,pyrsistent,conda-forge/pyrsistent,,37186725.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2307.0,36658384.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20076981.0,1.0,,,,,,,,,,,,,,,,,,,
+135,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,16.0,264,25.0,116.0,10.0,147.0,1721,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62065.0,60583.0,emoji,conda-forge/emoji,,2569822.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1482.0,2568189.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,60434.0,1.0,,,,,,,,,,,,,,,,,,,
+136,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-23 21:21:39.000,2023-09-23 21:21:39,739.0,6.0,115,35.0,209.0,53.0,190.0,1261,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48459.0,46274.0,argcomplete,conda-forge/argcomplete,309.0,19356940.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2185.0,19321603.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1342704.0,2.0,,,,,,,,,,,,,,,,,,,
+137,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,775,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,501496.0,477139.0,decorator,conda-forge/decorator,,60777164.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24357.0,60501585.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23699845.0,2.0,,,,,,,,,,,,,,,,,,,
+138,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-27 21:12:25.000,2023-09-22 18:37:08,1009.0,15.0,241,20.0,380.0,119.0,297.0,734,2023-09-22 18:38:08.000,2023.9.2,62.0,126.0,34,True,15479.0,14803.0,s3fs,conda-forge/s3fs,,116216488.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,676.0,116049024.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6196172.0,2.0,,,,,,,,,,,,,,,,,,,
+139,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-27 07:38:29.000,2023-09-25 05:57:34,1119.0,11.0,287,32.0,796.0,7.0,505.0,681,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5793.0,5347.0,minio,conda-forge/minio,,1428053.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,446.0,1424147.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,144543.0,2.0,,,,,,,,,,,,,,,,,,,
+140,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-26 22:34:45.000,2023-09-26 22:34:44,273.0,21.0,89,14.0,172.0,10.0,90.0,580,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,323159.0,320419.0,filelock,conda-forge/filelock,,99741431.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2740.0,99364955.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15059057.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,,
+141,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-28 11:40:12.000,2023-09-28 11:40:08,806.0,16.0,131,24.0,92.0,53.0,134.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110711.0,103644.0,asn1crypto,conda-forge/asn1crypto,,50848206.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7067.0,50738240.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8247487.0,3.0,,,,,,,,,,,,,,,,,,,
+142,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,417991.0,402944.0,pyasn1,conda-forge/pyasn1,,139430192.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15047.0,126350013.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13080179.0,3.0,,,,,,,,,,,,,,,,,,,
+143,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,2008,384.0,452.0,343.0,180.0,31568,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1203.0,1168.0,diagrams,conda-forge/diagrams,,106340.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,102055.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171438.0,2.0,,,,,,,,,,,,,,,,,,,
+144,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-09-27 01:48:28.000,2023-08-01 09:19:41,246.0,10.0,456,145.0,254.0,236.0,147.0,10794,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7587.0,7468.0,sqlmodel,conda-forge/sqlmodel,,539262.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,538490.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,19314.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,,
+145,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,154.0,12.0,291.0,6116,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12493.0,11608.0,tinydb,conda-forge/tinydb,,487254.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,885.0,483307.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,343453.0,2.0,,,,,,,,,,,,,,,,,,,
+146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,5.0,247,48.0,193.0,91.0,145.0,5262,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1461.0,,tenacity,conda-forge/tenacity,,34962407.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1461.0,34808371.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5391281.0,2.0,,,,,,,,,,,,,,,,,,,
+147,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-27 15:40:52.000,2023-08-30 02:01:45,1184.0,9.0,326,41.0,478.0,486.0,493.0,3839,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6412.0,6319.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95723.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95158.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15272.0,3.0,,,,,,,,,,,,,,,,,,,
+148,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3539,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20316.0,20196.0,databases,conda-forge/databases,,400071.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,396632.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,189180.0,3.0,,,,,,,,,,,,,,,,,,,
+149,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-24 07:41:37.000,2023-09-07 02:59:25,1023.0,12.0,365,50.0,376.0,82.0,310.0,2949,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16102523.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16047264.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2099857.0,2.0,,,,,,,,,,,,,,,,,,,
+150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2090,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,193556.0,185061.0,xlrd,conda-forge/xlrd,,20349598.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8495.0,20304630.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3507534.0,2.0,,,,,,,,,,,,,,,,,,,
+151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1967,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39326.0,5.0,chardet,conda-forge/chardet,,55729890.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39318.0,55128373.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21649972.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,129.0,,,,,,,,,,,,,,
+152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1923,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6996.0,,jmespath,conda-forge/jmespath,,125747734.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6996.0,125553979.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16662935.0,3.0,,,,,,,,,,,,,,,,,,,
+153,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-09-22 19:10:19.157,2023-07-25 06:51:09,713.0,9.0,215,43.0,69.0,42.0,136.0,1893,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,11843.0,,wrapt,conda-forge/wrapt,,78872673.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11843.0,78505618.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,12846925.0,2.0,,,,,,,-1.0,,,,,,,,,,,,
+154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-09-22 10:10:25.000,2023-09-22 10:10:25,281.0,12.0,145,27.0,56.0,7.0,225.0,1784,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3429.0,,cachetools,conda-forge/cachetools,,99686915.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3429.0,99440825.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9843603.0,1.0,,,,,,,,,,,,,,,,,,,
+155,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-26 04:27:22.000,2023-09-20 16:35:36,1822.0,31.0,225,46.0,834.0,278.0,372.0,1224,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,33,True,3136.0,2719.0,zarr,conda-forge/zarr,,406900.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,417.0,337071.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2653526.0,2.0,,,,,,,,,,,,,,,,,,,
+156,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1158,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3548.0,3463.0,petl,conda-forge/petl,,1103769.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1098408.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,209087.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,
+157,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-26 09:36:58.000,2023-09-26 09:36:57,510.0,24.0,82,24.0,266.0,34.0,70.0,1122,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,17175.0,16931.0,cleo,conda-forge/cleo,,14119229.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,244.0,14109953.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,565864.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,,,
+158,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-27 03:39:21.000,2023-09-27 03:39:13,525.0,44.0,144,28.0,524.0,5.0,114.0,1051,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8066.0,,bcrypt,conda-forge/bcrypt,,40923793.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8066.0,40815175.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4018889.0,3.0,,,,,,,,,,,,,,,,,,,
+159,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-26 10:03:51.000,2023-09-26 10:03:44,693.0,41.0,125,21.0,269.0,41.0,126.0,1013,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,33,True,10470.0,,pluggy,conda-forge/pluggy,,88056876.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10470.0,87415598.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22444752.0,2.0,,,,,,,,,,,,,,,,,,,
+160,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-25 03:58:30.000,2023-09-25 03:58:30,338.0,22.0,141,15.0,153.0,15.0,133.0,834,2023-09-02 09:17:56.000,0.22.0,42.0,49.0,33,True,86253.0,84498.0,validators,conda-forge/validators,7.0,6327526.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1755.0,6314350.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,500664.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,,
+161,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-28 13:25:38.000,2023-09-28 12:00:06,1481.0,23.0,195,98.0,723.0,4.0,227.0,828,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7310.0,7084.0,neo4j-driver,conda-forge/neo4j-python-driver,,141221.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,136290.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,192344.0,3.0,,,,,,,,,,,,,,,,,,,
+162,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-21 21:08:26.000,2023-08-29 13:26:41,363.0,11.0,119,59.0,358.0,55.0,275.0,387,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8269.0,7941.0,pandas-gbq,conda-forge/pandas-gbq,349.0,5573986.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,328.0,5521108.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1850566.0,3.0,,,,,,,,,,,,,,,,,,,
+163,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-09-23 10:01:09.000,2023-09-23 02:15:34,305.0,17.0,51,15.0,45.0,17.0,24.0,336,2023-01-15 04:10:59.000,0.2.6,18.0,15.0,33,True,461453.0,447961.0,wcwidth,conda-forge/wcwidth,,39211178.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13492.0,38988515.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20707686.0,3.0,,,,,,,,,,,,,,,,,,,
+164,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6270,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5697.0,5270.0,boltons,conda-forge/boltons,25.0,3056500.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,427.0,3018573.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3337662.0,2.0,,,,,,,,,,,,,,,,,,,
+165,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,13.0,423.0,5044,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3431.0,3165.0,transitions,conda-forge/transitions,,480076.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,266.0,469625.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,533033.0,1.0,,,,,,,,,,,,,,,,,,,
+166,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4637,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3855.0,3275.0,dataset,conda-forge/dataset,,117107.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,116873.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7034.0,3.0,,,,,,,,,,,,,,,,,,,
+167,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-09-17 13:42:31.000,2023-09-17 13:41:58,1106.0,21.0,242,64.0,86.0,24.0,269.0,3401,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1038.0,920.0,asciimatics,conda-forge/asciimatics,,88812.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,86635.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,141544.0,3.0,,,,,,,,,,,,,,,,,,,
+168,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,485.0,3292,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,331.0,317.0,koalas,conda-forge/koalas,1019.0,1568114.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1562078.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,312974.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,
+169,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-09-27 15:13:44.000,2022-12-19 03:14:24,1998.0,,240,48.0,196.0,171.0,355.0,3210,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2497.0,2395.0,dependency-injector,conda-forge/dependency_injector,,1027899.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1026577.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,31731.0,2.0,,,,,,,,,,,,,,,,,,,
+170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197,58.0,150.0,95.0,73.0,2775,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8148.0,7248.0,schema,conda-forge/schema,,6072900.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,900.0,6070515.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,119298.0,2.0,,,,,,,,,,,,,,,,,,,
+171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-09-27 22:54:44.000,2023-09-27 00:22:37,594.0,34.0,213,16.0,564.0,252.0,411.0,2596,2023-09-27 18:12:41.000,0.17.1,76.0,102.0,32,True,1127.0,1044.0,pandera,conda-forge/pandera-core,,1107089.0,https://pypi.org/project/pandera,2023-09-27 18:12:41.000,83.0,1106283.0,https://anaconda.org/conda-forge/pandera-core,2023-09-27 21:00:59.233,28232.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,,
+172,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-24 03:24:09.000,2023-09-18 17:57:46,824.0,4.0,424,41.0,624.0,259.0,363.0,2270,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,32,True,1687.0,1526.0,pynamodb,conda-forge/pynamodb,,1760914.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1753247.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375685.0,3.0,,,,,,,,,,,,,,,,,,,
+173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-26 21:59:43.000,2023-09-26 21:59:43,1027.0,7.0,254,37.0,359.0,145.0,251.0,2158,2022-03-15 11:22:57.000,0.48.9,213.0,95.0,32,True,14437.0,14345.0,pypika,conda-forge/pypika,,2513141.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,92.0,2512977.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3791.0,3.0,,,,,,,,,,,,,,,,,,,
+174,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-26 16:06:54.000,2023-09-12 08:00:25,231.0,13.0,274,49.0,72.0,48.0,112.0,2135,2023-09-12 08:11:36.000,1.6.3,85.0,28.0,32,True,967.0,904.0,datasketch,,19.0,1165224.0,https://pypi.org/project/datasketch,2023-09-12 08:11:36.000,63.0,1165224.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2025.0,,humanize,conda-forge/humanize,,5098944.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2025.0,5087056.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,463647.0,2.0,,,,,,,,,,,,,,,,,,,
+176,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-26 09:05:47.000,2023-09-22 12:24:05,1051.0,5.0,87,17.0,570.0,92.0,437.0,1606,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,18471.0,18100.0,omegaconf,conda-forge/omegaconf,,4846722.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4820794.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1140835.0,2.0,,,,,,,,,,,,,,,,,,,
+177,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-26 23:54:08.000,2023-09-26 23:54:08,682.0,1.0,223,61.0,397.0,130.0,606.0,1456,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5952.0,,typing,conda-forge/typing,,8375733.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5952.0,8343780.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2875831.0,2.0,,,,,,,,,,,,,,,,,,,
+178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,47.0,179.0,56.0,336.0,1448,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2147.0,2054.0,pygsheets,,,1354987.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1354987.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+179,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-22 16:28:50.000,2023-09-22 16:28:50,6026.0,2.0,553,81.0,1099.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6196.0,5494.0,cassandra-driver,conda-forge/cassandra-driver,,1339050.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1336673.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,183081.0,3.0,,,,,,,,,,,,,,,,,,,
+180,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,936,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44623.0,42967.0,Bottleneck,conda-forge/bottleneck,,574437.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1656.0,532370.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3701982.0,2.0,,,,,,,,,,,,,,,,,,,
+181,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,76.0,100,23.0,93.0,26.0,83.0,863,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,1002.0,,inflect,conda-forge/inflect,,4506897.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1002.0,4498043.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,345326.0,2.0,,,,,,,,,,,,,,,,,,,
+182,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-26 23:17:53.000,2023-09-26 23:17:51,1159.0,10.0,84,17.0,749.0,22.0,121.0,357,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3254.0,,multidict,conda-forge/multidict,4467.0,69813261.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3254.0,69673659.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10605927.0,2.0,,,,,,,,,,,,,,,,,,,
+183,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,44.0,36,12.0,53.0,,237.0,52,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,32,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62536905.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,62140865.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,15841628.0,2.0,,,,,,,,,,,,,,,,,,,
+184,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,52.0,37,4.0,41.0,8.0,63.0,41,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,32,False,4078.0,,zipp,conda-forge/zipp,,164602441.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,163702848.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,32385371.0,3.0,,,,,,,,,,,,,,,,,,,
+185,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,8021,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,617.0,586.0,vaex,conda-forge/vaex,279.0,48762.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,46654.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,174844.0,3.0,,,,,,,,,,,,,,,,,,,
+186,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-17 00:25:53.000,2023-09-17 00:21:09,1869.0,9.0,598,126.0,1285.0,215.0,1077.0,7528,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,15652.0,15644.0,hydra,conda-forge/hydra-core,,27435.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8915.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,796391.0,3.0,,,,,,,,,,,,,,,,,,,
+187,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-09-26 21:22:31.000,2023-07-20 15:13:35,1853.0,7.0,589,129.0,330.0,65.0,814.0,5576,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,31,True,1804.0,1434.0,csvkit,conda-forge/csvkit,,171531.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,170273.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,98132.0,2.0,,,,,,,,,,,,,,,,,,,
+188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-09-20 12:48:32.000,2023-09-20 12:48:19,981.0,8.0,380,82.0,170.0,,597.0,4626,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1441.0,1266.0,huey,conda-forge/huey,,86234.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,85736.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32427.0,2.0,,,,,,,,,,,,,,,,,,,
+189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-28 11:26:56.000,2023-09-27 23:12:50,7202.0,471.0,612,84.0,1247.0,138.0,628.0,3620,2023-04-12 02:29:00.815,0.3.1,63.0,249.0,31,True,38.0,2.0,toga,,1723.0,1633.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1472.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,5.0,,,,,,,,,,,,,,
+190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3166,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9956.0,9138.0,blaze,conda-forge/blaze,,11163.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8396.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202037.0,3.0,,,,,,,,,,,,,,,,,,,
+191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-25 15:11:51.000,2023-09-25 15:10:19,1695.0,33.0,98,41.0,1285.0,66.0,352.0,2905,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,467.0,408.0,returns,conda-forge/returns,,121991.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,121739.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7078.0,3.0,,,,,,,,,,,,,,,,,,,
+192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2605,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1466.0,1352.0,mrjob,conda-forge/mrjob,,96424.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90264.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517483.0,2.0,,,,,,,,,,,,,,,,,,,
+193,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1942.0,1555.0,schematics,conda-forge/schematics,,186828.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,186310.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25900.0,2.0,,,,,,,,,,,,,,,,,,,
+194,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,5.0,84.0,2531,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,113211.0,109857.0,python-decouple,conda-forge/python-decouple,12.0,1761993.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3354.0,1761024.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,69829.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,
+195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1889,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,607.0,,fs,conda-forge/fs,,1783052.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,607.0,1773758.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,669183.0,3.0,,,,,,,,,,,,,,,,,,,
+196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,1.0,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15435.0,14073.0,voluptuous,conda-forge/voluptuous,,2604971.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1362.0,2601243.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,320682.0,2.0,,,,,,,,,,,,,,,,,,,
+197,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,100.0,402.0,167.0,379.0,1661,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8789.0,7532.0,influxdb,conda-forge/influxdb,,2003605.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2000467.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,128679.0,3.0,,,,,,,,,,,,,,,,,,,
+198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-27 21:55:15.000,2023-09-27 10:33:11,1386.0,57.0,239,41.0,604.0,143.0,817.0,1646,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,289.0,272.0,sdv,conda-forge/sdv,,36483.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,35840.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13504.0,2.0,,,,,,,,,,,,,,,,,,,
+199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-28 12:14:06.000,2023-09-26 14:58:20,1288.0,83.0,136,20.0,812.0,57.0,345.0,1273,2023-09-05 09:35:35.000,8.3.0,57.0,62.0,31,True,600.0,567.0,copier,,,173643.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,173643.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-10 15:33:11.642,2023-09-08 12:12:19,535.0,14.0,71,19.0,197.0,34.0,93.0,1205,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10276.0,9906.0,questionary,conda-forge/questionary,,1183186.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1181483.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,56207.0,3.0,,,,,,,,,,,,,,,,,,,
+201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1130,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6305.0,5989.0,sshtunnel,conda-forge/sshtunnel,,5642168.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,316.0,5640728.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,121016.0,3.0,,,,,,,,,,,,,,,,,,,
+202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,996,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,270253.0,255168.0,appdirs,conda-forge/appdirs,,17365649.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15085.0,17259019.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9596713.0,3.0,,,,,,,,,,,,,,,,,,,
+203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-09-24 12:56:34.597,2023-08-17 00:33:24,1178.0,1.0,362,75.0,21.0,32.0,607.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7948.0,7624.0,cx-Oracle,conda-forge/cx_oracle,,2549141.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2536682.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,473458.0,3.0,,,,,,,,,,,,,,,,,,,
+204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,839,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17614.0,17286.0,anytree,conda-forge/anytree,,785377.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,328.0,784556.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,33668.0,2.0,,,,,,,,,,,,,,,,,,,
+205,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-20 00:22:48.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,112.0,22.0,100.0,447,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,343604.0,336497.0,rsa,conda-forge/rsa,,124314796.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7107.0,124167433.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12673289.0,3.0,,,,,,,,,,,,,,,,,,,
+206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,3.0,26.0,386,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,34496.0,34199.0,srsly,conda-forge/srsly,,5407215.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5373316.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1322091.0,3.0,,,,,,,,,,,,,,,,,,,
+207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-28 00:11:46.000,2023-09-28 00:09:44,845.0,60.0,61,22.0,444.0,136.0,277.0,353,2023-03-14 09:22:38.000,1.13.0,81.0,34.0,31,True,8301.0,8153.0,param,conda-forge/param,,403254.0,https://pypi.org/project/param,2023-09-25 19:54:00.000,148.0,385761.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1347025.0,2.0,,,,,,,,,,,,,,,,,,,
+208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-09-21 21:02:27.000,2023-09-20 14:30:37,768.0,18.0,46,43.0,658.0,46.0,169.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3115.0,3103.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3560621.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3557497.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,96854.0,3.0,,,,,,,,,,,,,,,,,,,
+209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17854,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,893.0,815.0,gooey,conda-forge/gooey,510.0,6068.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4687.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71319.0,3.0,,,,,,,,,,,,,,,,,,,
+210,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,175.0,338.0,5825,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6217.0,6131.0,eel,,,59453.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,59453.0,,,,3.0,,,,,,,,,,,,,,python-eel/Eel,,,,,
+211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5570,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,379.0,367.0,snorkel,conda-forge/snorkel,1047.0,29483.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28565.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45275.0,2.0,,,,,,,,,,,,,,,,,,,
+212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,79.0,69.0,365.0,192.0,3495,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13216.0,12731.0,keyboard,conda-forge/keyboard,,222103.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,485.0,221268.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22561.0,3.0,,,,,,,,,,,,,,,,,,,
+213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,13.0,125.0,3319,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,21072.0,20682.0,gdown,conda-forge/gdown,,1549517.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,390.0,1544905.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,221393.0,2.0,,,,,,,,,,,,,,,,,,,
+214,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-28 12:59:08.000,2023-09-26 21:51:23,5908.0,146.0,327,39.0,1621.0,33.0,196.0,3058,2023-09-27 00:05:07.000,0.44.3,104.0,76.0,30,True,185.0,183.0,zenml,,1.0,7775.0,https://pypi.org/project/zenml,2023-09-27 00:05:07.000,2.0,7775.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+215,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-27 18:36:31.000,2023-09-27 16:20:01,759.0,64.0,103,32.0,996.0,21.0,371.0,2373,2023-09-27 16:01:51.000,1.3.7,289.0,23.0,30,True,189.0,184.0,whylogs,,43.0,107185.0,https://pypi.org/project/whylogs,2023-09-27 16:01:51.000,5.0,107183.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+216,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-15 21:22:07.000,2023-09-15 21:22:07,1031.0,3.0,314,70.0,399.0,109.0,366.0,1476,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,250966.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,249077.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,75566.0,2.0,,,,,,,,,,,,,,,,,,,
+217,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1384,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2880.0,,python-slugify,conda-forge/python-slugify,,11081973.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2880.0,11035128.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1780146.0,3.0,,,,,,,,,,,,,,,,,,,
+218,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-28 01:56:48.000,2023-09-28 01:56:47,632.0,14.0,59,16.0,228.0,5.0,53.0,1338,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18692.0,18188.0,bidict,conda-forge/bidict,,1773129.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,504.0,1769000.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,346883.0,2.0,,,,,,,,,,,,,,,,,,,
+219,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1954.0,1736.0,redis-py-cluster,,3873.0,1907425.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1907389.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+220,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-27 18:37:42.000,2023-09-21 12:51:19,1990.0,21.0,133,43.0,418.0,107.0,250.0,931,2023-05-29 19:24:00.928,0.7.0,28.0,85.0,30,True,1661.0,1542.0,intake,conda-forge/intake,,53698.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,45279.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,488353.0,2.0,,,,,,,,,,,,,,,,,,,
+221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-26 18:29:15.000,2023-09-26 18:29:14,597.0,20.0,135,21.0,487.0,39.0,251.0,918,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2034.0,1912.0,aiocache,,9.0,290168.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,290168.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+222,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,253,18.0,212.0,27.0,301.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4676.0,4391.0,fastcore,conda-forge/fastcore,,545850.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,543098.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,57808.0,3.0,,,,,,,,,,,,,,,,,,,
+223,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,792,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24227.0,22975.0,natsort,conda-forge/natsort,,3779080.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1252.0,3737248.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1422299.0,3.0,,,,,,,,,,,,,,,,,,,
+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 22:42:24.000,2023-09-08 14:52:55.000,2020-10-21 17:48:31,219.0,,77,15.0,262.0,46.0,25.0,671,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43540.0,41467.0,cached-property,conda-forge/cached-property,,12104797.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2073.0,12020227.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6596464.0,2.0,,,,,,,,,,,,,,,,,,,
+225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-26 12:05:22.000,2023-09-26 12:05:21,528.0,18.0,335,36.0,275.0,27.0,125.0,650,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4424.0,3144.0,pysolr,conda-forge/pysolr,,274526.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,274255.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21475.0,3.0,,,,,,,,,,,,,,,,,,,
+226,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-22 14:24:39.056,2023-05-31 09:44:31,300.0,,56,7.0,69.0,5.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3786.0,,tzlocal,conda-forge/tzlocal,,76513181.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3786.0,76417642.0,https://anaconda.org/conda-forge/tzlocal,2023-09-22 14:24:39.056,2388475.0,3.0,,,,,,,,,,,,,,,,,,,
+227,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,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,52151.0,49926.0,isodate,conda-forge/isodate,,70538234.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2225.0,70487616.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4555648.0,3.0,,,,,,,,,,,,,,,,,,,
+228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-25 08:21:48.000,2023-04-04 13:18:36,954.0,,4527,640.0,748.0,198.0,100.0,22971,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7841.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7781.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1745.0,3.0,,,,,,,,,,,,,,,,,,,
+229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7010,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1257.0,1079.0,records,conda-forge/records,,241381.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,241062.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24565.0,3.0,,,,,,,,,,,,,,,,,,,
+230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,242.0,6602,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1682.0,1652.0,faust,,,20162.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,20162.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+231,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5093,,,26.0,28.0,29,False,8035.0,7227.0,pdfminer,conda-forge/pdfminer,,160181.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,159780.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34120.0,3.0,,,,,,,,,,,,,,,,,,,
+232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,16.0,218,28.0,283.0,98.0,753.0,3196,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,115.0,109.0,ploomber,conda-forge/ploomber,,7934.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5138.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,75499.0,3.0,,,,,,,,,,,,,,,,,,,
+233,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3144,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9297.0,8671.0,funcy,conda-forge/funcy,,1570817.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,626.0,1566030.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,383005.0,3.0,,,,,,,,,,,,,,,,,,,
+234,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658,142.0,448.0,143.0,398.0,2721,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,412293.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,408129.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,320639.0,3.0,,,,,,,,,,,,,,,,,,,
+235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2389,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7150.0,6761.0,addict,conda-forge/addict,20.0,2636885.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,389.0,2632029.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,417684.0,2.0,,,,,,,,,,,,,,,,,,,
+236,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2346,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1123.0,1082.0,swifter,conda-forge/swifter,,367038.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,360425.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,257922.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+237,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-25 18:41:59.000,2023-06-20 15:54:36,2284.0,,176,39.0,370.0,30.0,263.0,1875,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,228725.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,223385.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,176244.0,3.0,,,,,,,,,,,,,,,,,,,
+238,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1402,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10663.0,9156.0,blessings,conda-forge/blessings,,795112.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,788027.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,276321.0,3.0,,,,,,,,,,,,,,,,,,,
+239,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-19 08:11:31.000,2023-09-16 13:49:27,774.0,14.0,61,16.0,430.0,180.0,168.0,1320,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2366.0,2356.0,prisma,,,57442.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,57442.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,47.0,178.0,23.0,760.0,1189,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,641.0,,py2neo,conda-forge/py2neo,,192445.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,641.0,191623.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61670.0,3.0,,,,,,,,,,,,,,,,,,,
+241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-25 18:48:12.000,2023-09-18 20:58:25,796.0,33.0,43,14.0,231.0,11.0,85.0,1154,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1520.0,1486.0,python-benedict,conda-forge/python-benedict,,717574.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,713412.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,141537.0,2.0,,,,,,,,,,,,,,,,,,,
+242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-09-16 08:25:43.000,2023-09-16 08:25:42,1717.0,20.0,74,14.0,414.0,106.0,236.0,1111,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,294.0,284.0,piccolo,,,14210.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,14210.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-09-23 11:41:08.325,2023-08-06 23:43:54,1207.0,27.0,141,39.0,83.0,4.0,130.0,1060,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,141.0,,path,conda-forge/path,,1590489.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,141.0,1579176.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,452543.0,3.0,,,,,,,,,,,,,,,,,,,
+244,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,5.0,114,16.0,93.0,65.0,127.0,662,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14552.0,13084.0,configargparse,conda-forge/configargparse,,3494444.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1468.0,3471556.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,709550.0,3.0,,,,,,,,,,,,,,,,,,,
+245,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17132.0,14948.0,scandir,conda-forge/scandir,,3603305.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3564785.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1348200.0,3.0,,,,,,,,,,,,,,,,,,,
+246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-26 06:31:47.000,2023-09-26 06:31:07,707.0,13.0,44,11.0,82.0,12.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,29,True,4764.0,4494.0,python-rapidjson,conda-forge/python-rapidjson,,1510807.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,270.0,1473884.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-25 04:33:47.598,1292316.0,3.0,,,,,,,,,,,,,,,,,,,
+247,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,194,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10387.0,10001.0,ordered-set,conda-forge/ordered-set,,9148005.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,386.0,9143464.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,404222.0,2.0,,,,,,,,,,,,,,,,,,,
+248,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,1.0,585,176.0,460.0,94.0,476.0,2997,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,3807.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3238.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29501.0,3.0,,,,,,,-2.0,,,,,,,,,,,,
+249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2752,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6491.0,6335.0,sklearn-pandas,conda-forge/sklearn-pandas,,223958.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,222045.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,65072.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,
+250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2598,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2307.0,2262.0,gino,,,53373.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,53373.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+251,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-27 15:17:27.000,2023-09-02 18:50:48,3844.0,9.0,312,34.0,328.0,137.0,536.0,2402,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,96.0,85.0,pyinfra,,,35753.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,35753.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+252,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,12.0,130,50.0,61.0,14.0,122.0,2232,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,702.0,680.0,pyfunctional,,,329891.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,329891.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+253,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-22 06:15:11.000,2023-08-31 05:38:01,5626.0,23.0,507,109.0,931.0,590.0,944.0,2058,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3424.0,20339.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,710091.0,3.0,,,,,,,,,,,,,,,,,,,
+254,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-09-09 21:15:54.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,110.0,50.0,42.0,1887,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6934.0,6845.0,gin-config,conda-forge/gin-config,,176107.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,175583.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20972.0,3.0,,,,,,,,,,,,,,,,,,,
+255,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1753,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2174.0,99995.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,99278.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22705.0,3.0,,,,,,,,,,,,,,,,,,,
+256,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,68.0,1737,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1292.0,1185.0,glom,conda-forge/glom,,1200319.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1199772.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26267.0,3.0,,,,,,,,,,,,,,,,,,,
+257,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-09-25 13:12:03.475,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1071,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6221.0,6101.0,immutables,conda-forge/immutables,,1191431.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,1167904.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,941114.0,3.0,,,,,,,,,,,,,,,,,,,
+258,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,127,32.0,74.0,35.0,69.0,1063,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,3966.0,3741.0,sqlitedict,conda-forge/sqlitedict,,275563.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,273120.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,87967.0,3.0,,,,,,,,,,,,,,,,,,,
+259,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,831,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2261.0,2142.0,pyahocorasick,conda-forge/pyahocorasick,,590342.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,584596.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,201144.0,3.0,,,,,,,,,,,,,,,,,,,
+260,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,82,25.0,51.0,6.0,39.0,707,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,845.0,,munch,conda-forge/munch,,2676051.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,845.0,1750538.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3702052.0,3.0,,,,,,,,,,,,,,,,,,,
+261,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,675,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10111.0,8874.0,parsedatetime,conda-forge/parsedatetime,,8464027.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1237.0,8461977.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,172246.0,3.0,,,,,,,,,,,,,,,,,,,
+262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,512,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6160.0,4809.0,beaker,conda-forge/beaker,,279004.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,278086.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71628.0,3.0,,,,,,,,,,,,,,,,,,,
+263,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-28 03:23:11.000,2023-09-22 21:49:56,6463.0,297.0,30,10.0,256.0,38.0,549.0,351,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,11300.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,3801.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,299991.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,,
+264,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,3.0,21,9.0,56.0,4.0,7.0,162,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,28,True,30571.0,30491.0,catalogue,conda-forge/catalogue,,5036011.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5005894.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1144456.0,3.0,,,,,,,,,,,,,,,,,,,
+265,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 08:28:33.000,2023-09-23 10:48:23.469,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,5.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62003.0,57686.0,pathlib2,conda-forge/pathlib2,,6837140.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4317.0,6761544.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2570290.0,3.0,,,,,,,,,,,,,,,,,,,
+266,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,150.0,293.0,119.0,175.0,6102,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,1615.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1615.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+267,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-18 14:04:17.000,2022-03-10 10:33:50,585.0,,517,84.0,251.0,101.0,129.0,3622,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,127076.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,126816.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21902.0,3.0,,,,,,,,,,,,,,,,,,,
+268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-09-26 05:23:50.000,2023-08-27 12:29:45,289.0,7.0,256,29.0,135.0,102.0,118.0,2632,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,71.0,69.0,img2dataset,,1365.0,21038.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,20984.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1891,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2228.0,,retrying,conda-forge/retrying,,9932617.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2228.0,9914691.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1505812.0,3.0,,,,,,,,,,,,,,,,,,,
+270,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5199.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5199.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+271,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1683,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,465.0,446.0,arq,conda-forge/arq,,71019.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,70719.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8711.0,3.0,,,,,,,,,,,,,,,,,,,
+272,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1319,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2101.0,1847.0,strictyaml,conda-forge/strictyaml,,765954.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,254.0,762732.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,209489.0,3.0,,,,,,,,,,,,,,,,,,,
+273,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1263,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2428.0,2343.0,pandasql,conda-forge/pandasql,,1648988.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1633929.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,406595.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+274,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,37.0,98.0,879,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,251.0,,mss,conda-forge/python-mss,,673435.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,251.0,672612.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,32122.0,3.0,,,,,,,,,,,,,,,,,,,
+275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1011.0,779.0,happybase,conda-forge/happybase,,68236.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,66403.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159543.0,3.0,,,,,,,,,,,,,,,,,,,
+276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,572,,,8.0,12.0,27,False,58904.0,56621.0,dataclasses,conda-forge/dataclasses,,11088199.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10915916.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11026154.0,3.0,,,,,,,,,,,,,,,,,,,
+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 19:51:02.000,2023-09-26 12:45:17.548,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7144.0,4760.0,pylibmc,conda-forge/pylibmc,296.0,175521.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,169401.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,213443.0,3.0,,,,,,,,,,,,,,,,,,,
+278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33884.0,30488.0,configobj,conda-forge/configobj,225.0,2609948.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3396.0,2598335.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,719951.0,3.0,,,,,,,,,,,,,,,,,,,
+279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2781.0,,send2trash,conda-forge/send2trash,,14406847.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,14235951.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11620970.0,3.0,,,,,,,,,,,,,,,,,,,
+280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1214.0,1141.0,tabulator,conda-forge/tabulator-py,,181342.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,180623.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53933.0,3.0,,,,,,,,,,,,,,,,,,,
+281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46541.0,38555.0,futures,conda-forge/futures,,8982181.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7986.0,8967380.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1258095.0,3.0,,,,,,,,,,,,,,,,,,,
+282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2446.0,2156.0,cloudant,conda-forge/cloudant,,115980.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,114686.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108722.0,3.0,,,,,,,,,,,,,,,,,,,
+283,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,126.0,3251,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,427796.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,426402.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,37658.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,
+284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3153,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1681.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,494.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102147.0,3.0,,,,,,,,,,,,,,,,,,,
+285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5193.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5193.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2453.0,1945.0,bcolz,conda-forge/bcolz,,10078.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5789.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,338848.0,3.0,,,,,,,,,,,,,,,,,,,
+287,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-27 08:23:33.000,2023-09-26 11:24:44,168.0,1.0,89,27.0,41.0,7.0,69.0,860,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7790647.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7787619.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,115076.0,3.0,,,,,,,,,,,,,,,,,,,
+288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-11 04:59:06.000,2023-09-11 04:59:05,690.0,21.0,44,21.0,529.0,8.0,33.0,738,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,337057.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,336767.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14832.0,3.0,,,,,,,,,,,,,,,,,,,
+289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-09-26 04:44:18.571,2023-07-10 14:03:05,1386.0,15.0,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3063.0,3002.0,ubelt,conda-forge/ubelt,,20614.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18021.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,62244.0,3.0,,,,,,,,,,,,,,,,,,,
+290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-28 10:19:20.000,2023-09-28 10:19:17,9933.0,25.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,80869.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80869.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,,
+291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3202.0,2939.0,pyscreenshot,,,509857.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,263.0,509857.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+292,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,,28,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22532630.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22502093.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1618495.0,3.0,,,,,,,,,,,,,,,,,,,
+293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,192,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13043.0,,ptyprocess,conda-forge/ptyprocess,,38524871.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13043.0,38356819.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14956677.0,3.0,,,,,,,,,,,,,,,,,,,
+294,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-09-25 22:02:44.000,2023-09-24 14:46:27,624.0,24.0,374,46.0,142.0,183.0,108.0,2313,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,4993.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4993.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+295,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-09-18 07:20:03.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,101.0,17.0,141.0,2272,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,343.0,,python-box,conda-forge/python-box,39.0,1719662.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,343.0,1712507.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,465098.0,3.0,,,,,,,,,,,,,,,,,,,
+296,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,,139,59.0,248.0,95.0,108.0,1560,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,8625.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8625.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,51.0,298.0,46.0,191.0,1487,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,3898.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1662.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,155868.0,3.0,,,,,,,,,,,,,,,,,,,
+298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-18 14:09:29.000,2023-05-19 04:32:00,6411.0,,226,39.0,1038.0,7.0,209.0,1407,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,10722.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,10722.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1798.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1798.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+300,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1171,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,811452.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,811452.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+301,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-27 03:05:06.000,2023-07-31 19:45:56,123.0,25.0,40,16.0,84.0,6.0,4.0,1148,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2680.0,2663.0,asyncer,conda-forge/asyncer,,71811.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,71543.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5360.0,3.0,,,,,,,,,,,,,,,,,,,
+302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1141,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,254.0,221.0,parallel-ssh,,376.0,108094.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,108091.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,600,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1182.0,1158.0,pysimdjson,conda-forge/pysimdjson,,569401.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,567206.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,76839.0,3.0,,,,,,,,,,,,,,,,,,,
+304,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15885.0,15869.0,umongo,conda-forge/umongo,,28407.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28181.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5432.0,3.0,,,,,,,,,,,,,,,,,,,
+305,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,97.0,598174.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,598173.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+306,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,90,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5820.0,4489.0,clint,conda-forge/clint,114.0,108243.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,107615.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55299.0,3.0,,,,,,,,,,,,,,,,,,,
+307,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,282.0,1792.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8079.0,,openpyxl,openpyxl,,53959658.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8049.0,53957609.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,191431.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1222.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+308,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73880.0,71166.0,contextlib2,conda-forge/contextlib2,,12210564.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12197934.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1149341.0,3.0,,,,,,,,,,,,,,,,,,,
+309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3945,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4231.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4231.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1473,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,119.0,108.0,pypeln,conda-forge/pypeln,,24707.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,24331.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14300.0,3.0,,,,,,,,,,,,,,,,,,,
+311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-11 10:42:07.000,2023-09-05 13:24:26,323.0,5.0,76,44.0,233.0,42.0,40.0,1311,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2866.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2866.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1066,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2186.0,2017.0,pluginbase,conda-forge/pluginbase,,634734.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,630330.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,299539.0,3.0,,,,,,,,,,,,,,,,,,,
+313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,657,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3055.0,2828.0,ratelimit,conda-forge/ratelimit,,4033360.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,227.0,4032988.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11908.0,3.0,,,,,,,,,,,,,,,,,,,
+314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,686.0,595.0,hickle,conda-forge/hickle,,36283.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,35867.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23334.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,105,45.0,111.0,34.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,27378.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,27378.0,,,,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 14:33:37.000,2023-09-28 11:16:40.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,171.0,8.0,15.0,338,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,13913.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,13913.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,883.0,797.0,deepdish,conda-forge/deepdish,,13258.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,12168.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89401.0,3.0,,,,,,,,,,,,,,,,,,,
+318,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,108994.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,108994.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+319,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,939.0,892.0,filedepot,,,26681.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,26681.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2756.0,2561.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,104785.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,104411.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26612.0,3.0,,,,,,,,,,,,,,,,,,,
+321,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8013.0,,entrypoints,conda-forge/entrypoints,,15588402.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8013.0,15400610.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16713550.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,657,392.0,276.0,81.0,80.0,10566,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,16.0,15.0,grumpy-tools,,,53.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,53.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,82583.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82400.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4406.0,3.0,,,,,,,,,,,,,,,,,,,
+324,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11187.0,9140.0,unipath,,,64578.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,64578.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+325,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,2.0,54,7.0,58.0,15.0,51.0,465,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,441.0,414.0,cachier,,,30224.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,30224.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,,
+326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-09-18 18:19:17.000,2023-09-18 17:47:35,356.0,2.0,30,6.0,124.0,3.0,78.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,916.0,871.0,everett,conda-forge/everett,,105776.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,104813.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,47197.0,3.0,,,,,,,,,,,,,,,,,,,
+327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-25 20:54:55.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,129,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,224.0,192.0,docopt-ng,,,71550.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,71550.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-27 12:12:39.000,2023-09-27 08:11:57,1713.0,220.0,5,3.0,739.0,18.0,34.0,43,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2596.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2586.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,414.0,381.0,pampy,,,26523.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,26523.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,48.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,48.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2443,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21058.0,752.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1774,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,3128.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3128.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1548,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,145372.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,145372.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,808,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1345.0,1246.0,pickledb,,,18059.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,18059.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+335,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-20 11:27:06.000,2023-09-15 17:44:05,113.0,6.0,32,11.0,55.0,15.0,14.0,715,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,210.0,199.0,dirty-equals,conda-forge/dirty-equals,,45062.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,42994.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37235.0,3.0,,,,,,,,,,,,,,,,,,,
+336,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-09-25 21:58:10.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,170.0,16.0,121.0,538,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2808.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2215.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,11866.0,3.0,,,,,,,,,,,,,,,,,,,
+337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-27 12:41:41.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,10.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,392.0,380.0,price-parser,,,110141.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,110141.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,185.0,177.0,pysparkling,conda-forge/pysparkling,,9847.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9699.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4462.0,3.0,,,,,,,,,,,,,,,,,,,
+339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-25 11:44:11.000,2023-09-25 11:44:10,5436.0,87.0,44,14.0,615.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,5.0,5.0,batchflow,,,101.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,101.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+340,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,21,False,595.0,565.0,macropy3,,,142.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,142.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,750.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,750.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+342,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,850,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,632.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,632.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,847,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,220.0,201.0,unsync,conda-forge/unsync,,22080.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21787.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11435.0,3.0,,,,,,,,,,,,,,,,,,,
+344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,81.0,843,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15863.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15863.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4509.0,3325.0,awesome-slugify,conda-forge/awesome-slugify,,55425.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,54655.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68553.0,3.0,,,,,,,,,,,,,,,,,,,
+346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,696.0,613.0,pymodm,conda-forge/pymodm,,20432.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,20316.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4996.0,3.0,,,,,,,,,,,,,,,,,,,
+347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,149.0,143.0,datatest,,,14261.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14261.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,78.0,74.0,typical,conda-forge/typical,,3085.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1913.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32818.0,3.0,,,,,,,,,,,,,,,,,,,
+349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1912.0,1858.0,coolname,conda-forge/coolname,,364225.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,362007.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,73219.0,3.0,,,,,,,,,,,,,,,,,,,
+350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2060.0,1934.0,stopit,conda-forge/stopit,,814645.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,804237.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,707760.0,3.0,,,,,,,,,,,,,,,,,,,
+351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,157.0,3130,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,186.0,186.0,ptext-joris-schellekens,conda-forge/borb,,1706.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42658.0,3.0,,,,,,,,,,,,,,,,,,,
+352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2058,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2166.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2166.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1359,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11010.0,1143.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,957.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1841.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1046.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27047.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+355,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 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11780.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11545.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21000.0,3.0,,,,,,,,,,,,,,,,,,,
+356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,320.0,282.0,rtoml,,,52624.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,52624.0,,,,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,,460,156.0,142.0,78.0,27.0,1977,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+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 04:15:53.000,2023-09-27 21:59:56.000,2023-09-27 21:59:12,2778.0,122.0,126,29.0,200.0,42.0,321.0,1205,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+359,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,117.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,117.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4237.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4237.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-27 15:33:36.000,2023-09-27 15:33:18,620.0,41.0,21,4.0,243.0,4.0,,249,2023-09-27 15:33:36.000,1.1.200,488.0,9.0,19,True,2.0,2.0,upgini,,,3659.0,https://pypi.org/project/upgini,2023-09-27 15:33:36.000,,3659.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,199,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,850.0,846.0,gsheetsdb,,,56658.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56658.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,2.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,1132.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1132.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+364,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,102.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,102.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,506.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,506.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+366,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,631,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,7782.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,7782.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1083.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,72.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62707.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10386.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10386.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+369,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,158.0,146.0,aioprometheus,,,53614.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,53614.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-21 05:49:59.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2020,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,48.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,59.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,59.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,954,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,153914.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,153914.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,780,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1358.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1358.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,101.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,101.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-25 13:18:45.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,140.0,8.0,3.0,269,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,381.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,381.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,,
+378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,162.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,162.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,20.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,20.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,147.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,147.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,
+381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,550.0,541.0,millify,,,32132.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,32132.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-27 22:37:39.000,2023-09-27 17:28:05,793.0,150.0,16,2.0,634.0,7.0,9.0,234,2023-09-22 22:36:35.000,0.1.45,28.0,10.0,14,False,,,the-guide,,,18.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,18.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,439.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,439.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,4.0,4.0,pandapy,,,78.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,78.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,36.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,36.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,56.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,56.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 3c1d64d..3a46f2c 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._
-- awscli (π₯45 Β· β 14K Β· π) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- polars (π₯40 Β· β 20K Β· π) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
-- msgpack (π₯38 Β· β 1.8K Β· π) - MessagePack serializer implementation for Python.. Apache-2
-- transitions (π₯32 Β· β 5K Β· π) - A lightweight, object-oriented finite state machine implementation.. MIT
-- pypyr (π₯22 Β· β 540 Β· π) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
+- boto3 (π₯48 Β· β 8.3K Β· π) - AWS SDK for Python. Apache-2
+- h5py (π₯39 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+- filesystem_spec (π₯39 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- Tablib (π₯36 Β· β 4.3K Β· π) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+- SQLAlchemy-Utils (π₯36 Β· β 1.1K Β· π) - Various utility functions and datatypes for SQLAlchemy. BSD-3
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- SQLAlchemy (π₯44 Β· β 7.8K Β· π) - The Database Toolkit for Python. MIT
-- rq (π₯38 Β· β 9.1K Β· π) - Simple job queues for Python. BSD-3
-- pycryptodomex (π₯38 Β· β 2.5K Β· π) - A self-contained cryptographic library for Python. BSD-3
-- h5py (π₯38 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- greenlet (π₯37 Β· β 1.5K Β· π) - Lightweight in-process concurrent programming. MIT
+- awscli (π₯44 Β· β 14K Β· π) - Universal Command Line Interface for Amazon Web Services. Apache-2
+- attrs (π₯40 Β· β 4.9K Β· π) - Python Classes Without Boilerplate. MIT
+- confluent-kafka-python (π₯35 Β· β 3.4K Β· π) - Confluents Kafka Python Client. Apache-2
+- wrapt (π₯33 Β· β 1.9K Β· π) - A Python module for decorators, wrappers and monkey patching. BSD-2
+- Arctic (π₯28 Β· β 3K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1