marshmallow (π₯40 Β· β 6.8K) - A lightweight library for converting complex objects to and from.. MIT
+marshmallow (π₯39 Β· β 6.8K) - A lightweight library for converting complex objects to and from.. MIT
- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 630 Β· π¦ 110K Β· π 1.2K - 13% open Β· β±οΈ 26.12.2023):
```
git clone https://github.com/marshmallow-code/marshmallow
```
-- [PyPi](https://pypi.org/project/marshmallow) (π₯ 31M / month Β· π¦ 10K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/marshmallow) (π₯ 30M / month Β· π¦ 10K Β· β±οΈ 20.07.2023):
```
pip install marshmallow
```
@@ -140,68 +140,68 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge marshmallow
```
dill (π₯36 Β· β 2.1K Β· π) - serialize all of Python. BSD-3
+orjson (π₯35 Β· β 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 43 Β· π 170 Β· π₯ 290K Β· π¦ 130K Β· π 500 - 33% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 69K Β· π 360 - 0% open Β· β±οΈ 26.10.2023):
```
- git clone https://github.com/uqfoundation/dill
+ git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 43M / month Β· π¦ 4K Β· β±οΈ 22.07.2023):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 14M / month Β· π¦ 1.2K Β· β±οΈ 26.10.2023):
```
- pip install dill
+ pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.8M Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 1M Β· β±οΈ 29.10.2023):
```
- conda install -c conda-forge dill
+ conda install -c conda-forge orjson
```
simplejson (π₯36 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+ultrajson (π₯35 Β· β 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
-- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 43 Β· π 330 Β· π₯ 6.4K Β· π¦ 120K Β· π 200 - 10% open Β· β±οΈ 03.12.2023):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 87 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 01.01.2024):
```
- git clone https://github.com/simplejson/simplejson
+ git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 19M / month Β· π¦ 21K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 7.9M / month Β· π¦ 4.5K Β· β±οΈ 10.12.2023):
```
- pip install simplejson
+ pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 3M Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.5M Β· β±οΈ 11.12.2023):
```
- conda install -c conda-forge simplejson
+ conda install -c conda-forge ujson
```
orjson (π₯35 Β· β 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+dill (π₯35 Β· β 2.1K) - serialize all of Python. BSD-3
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 68K Β· π 360 - 0% open Β· β±οΈ 26.10.2023):
+- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 43 Β· π 170 Β· π₯ 290K Β· π¦ 130K Β· π 500 - 33% open Β· β±οΈ 01.01.2024):
```
- git clone https://github.com/ijl/orjson
+ git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 15M / month Β· π¦ 1.2K Β· β±οΈ 26.10.2023):
+- [PyPi](https://pypi.org/project/dill) (π₯ 41M / month Β· π¦ 4K Β· β±οΈ 22.07.2023):
```
- pip install orjson
+ pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 1M Β· β±οΈ 29.10.2023):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.8M Β· β±οΈ 23.07.2023):
```
- conda install -c conda-forge orjson
+ conda install -c conda-forge dill
```
ultrajson (π₯35 Β· β 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
+simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
-- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 87 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 10.12.2023):
+- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 43 Β· π 330 Β· π₯ 6.4K Β· π¦ 120K Β· π 200 - 10% open Β· β±οΈ 03.12.2023):
```
- git clone https://github.com/ultrajson/ultrajson
+ git clone https://github.com/simplejson/simplejson
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 8.3M / month Β· π¦ 4.5K Β· β±οΈ 10.12.2023):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 18M / month Β· π¦ 21K Β· β±οΈ 06.10.2023):
```
- pip install ujson
+ pip install simplejson
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.5M Β· β±οΈ 11.12.2023):
+- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 3M Β· β±οΈ 06.10.2023):
```
- conda install -c conda-forge ujson
+ conda install -c conda-forge simplejson
```
cloudpickle (π₯35 Β· β 1.5K) - Extended pickling support for Python objects. BSD-3
@@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 35M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 33M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
```
pip install cloudpickle
```
@@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.5M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 8.7M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
```
pip install jsonpickle
```
@@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/msgpack/msgpack-python
```
-- [PyPi](https://pypi.org/project/msgpack) (π₯ 54M / month Β· π¦ 2.4K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 50M / month Β· π¦ 2.4K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
@@ -252,14 +252,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge msgpack-python
```
python-rapidjson (π₯29 Β· β 490) - 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» 23 Β· π 46 Β· π¦ 4.8K Β· π 110 - 11% open Β· β±οΈ 14.12.2023):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 23 Β· π 46 Β· π¦ 4.9K Β· π 110 - 11% open Β· β±οΈ 14.12.2023):
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.9M / month Β· π¦ 270 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.8M / month Β· π¦ 270 Β· β±οΈ 14.12.2023):
```
pip install python-rapidjson
```
@@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.9M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.3M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
@@ -284,14 +284,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge srsly
```
pysimdjson (π₯26 Β· β 610) - Python bindings for the simdjson project. MIT
+pysimdjson (π₯26 Β· β 620) - Python bindings for the simdjson project. MIT
- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 50 Β· π¦ 1.3K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 700K / month Β· π¦ 25 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 680K / month Β· π¦ 25 Β· β±οΈ 19.09.2022):
```
pip install pysimdjson
```
@@ -300,9 +300,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge pysimdjson
```
hickle (π₯24 Β· β 480) - a HDF5-based python pickle replacement. MIT
+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¦ 650 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¦ 660 Β· π 110 - 10% open Β· β±οΈ 20.07.2023):
```
git clone https://github.com/telegraphic/hickle
@@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (π₯23 Β· β 280) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 14 Β· π 28 Β· π¦ 330 Β· π 24 - 54% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 14 Β· π 29 Β· π¦ 330 Β· π 25 - 56% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 80K / month Β· π¦ 55 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 69K / month Β· π¦ 56 Β· β±οΈ 21.12.2023):
```
pip install rtoml
```
@@ -342,28 +342,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (π₯54 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 8.9K Β· π₯ 920K Β· π¦ 2M Β· π 12K - 17% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 9K Β· π₯ 920K Β· π¦ 2M Β· π 12K - 17% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/numpy/numpy
```
-- [PyPi](https://pypi.org/project/numpy) (π₯ 210M / month Β· π¦ 140K Β· β±οΈ 12.11.2023):
+- [PyPi](https://pypi.org/project/numpy) (π₯ 200M / month Β· π¦ 140K Β· β±οΈ 02.01.2024):
```
pip install numpy
```
-- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 69M Β· β±οΈ 25.11.2023):
+- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 69M Β· β±οΈ 03.01.2024):
```
conda install -c conda-forge numpy
```
pandas (π₯52 Β· β 41K) - 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₯ 240K Β· π¦ 1.5M Β· π 26K - 13% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 240K Β· π¦ 1.5M Β· π 26K - 13% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 150M / month Β· π¦ 75K Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 140M / month Β· π¦ 75K Β· β±οΈ 22.12.2023):
```
pip install pandas
```
@@ -372,48 +372,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pandas
```
h5py (π₯41 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+polars (π₯40 Β· β 23K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 3K Β· π¦ 250K Β· π 1.5K - 17% open Β· β±οΈ 05.12.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 330 Β· π 1.3K Β· π₯ 140 Β· π¦ 3 Β· π 6.1K - 21% open Β· β±οΈ 04.01.2024):
```
- git clone https://github.com/h5py/h5py
- ```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 09.10.2023):
- ```
- pip install h5py
+ git clone https://github.com/pola-rs/polars
```
-- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 14M Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 3.4M / month Β· π¦ 380 Β· β±οΈ 02.01.2024):
```
- conda install -c conda-forge h5py
+ pip install polars
```
polars (π₯40 Β· β 23K Β· π) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
+xarray (π₯40 Β· β 3.3K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 330 Β· π 1.3K Β· π₯ 130 Β· π¦ 2 Β· π 6K - 21% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 460 Β· π 990 Β· π¦ 23K Β· π 4.1K - 26% open Β· β±οΈ 04.01.2024):
```
- git clone https://github.com/pola-rs/polars
+ git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 3.5M / month Β· π¦ 380 Β· β±οΈ 28.12.2023):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 3.5M / month Β· π¦ 2.1K Β· β±οΈ 08.12.2023):
```
- pip install polars
+ pip install xarray
+ ```
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.4M Β· β±οΈ 08.12.2023):
+ ```
+ conda install -c conda-forge xarray
```
xarray (π₯40 Β· β 3.3K) - N-D labeled arrays and datasets in Python. Apache-2
+h5py (π₯40 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 460 Β· π 990 Β· π¦ 23K Β· π 4.1K - 26% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 3K Β· π¦ 250K Β· π 1.5K - 17% open Β· β±οΈ 05.12.2023):
```
- git clone https://github.com/pydata/xarray
+ git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 3.6M / month Β· π¦ 2.1K Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 09.10.2023):
```
- pip install xarray
+ pip install h5py
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.4M Β· β±οΈ 08.12.2023):
+- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 14M Β· β±οΈ 13.12.2023):
```
- conda install -c conda-forge xarray
+ conda install -c conda-forge h5py
```
Modin (π₯37 Β· β 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
@@ -423,7 +423,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 830K / month Β· π¦ 34 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/modin) (π₯ 820K / month Β· π¦ 34 Β· β±οΈ 14.12.2023):
```
pip install modin
```
@@ -432,14 +432,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge modin-core
```
zarr (π₯35 Β· β 1.3K Β· π) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+zarr (π₯35 Β· β 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 95 Β· π 220 Β· π¦ 3.1K Β· π 680 - 41% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 95 Β· π 220 Β· π¦ 3.1K Β· π 680 - 41% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 430K / month Β· π¦ 470 Β· β±οΈ 18.08.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 410K / month Β· π¦ 470 Β· β±οΈ 18.08.2023):
```
pip install zarr
```
@@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (π₯35 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 260 Β· π₯ 180 Β· π 720 - 23% open Β· β±οΈ 15.12.2023):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 260 Β· π₯ 180 Β· π 720 - 23% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 760K / month Β· π¦ 2.6K Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/tables) (π₯ 700K / month Β· π¦ 2.6K Β· β±οΈ 27.11.2023):
```
pip install tables
```
@@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 5.4M / month Β· π¦ 3.2K Β· β±οΈ 11.12.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 4.7M / month Β· π¦ 3.2K Β· β±οΈ 11.12.2023):
```
pip install numexpr
```
@@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (π₯33 Β· β 2.6K) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 72 Β· π 210 Β· π¦ 3.5K Β· π 630 - 10% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 72 Β· π 210 Β· π¦ 3.5K Β· π 630 - 10% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 73K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 61K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
```
pip install docarray
```
@@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (π₯32 Β· β 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 12K Β· π 300 - 4% open Β· β±οΈ 24.07.2023):
+- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 12K Β· π 310 - 5% open Β· β±οΈ 24.07.2023):
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 500K / month Β· π¦ 920 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 480K / month Β· π¦ 920 Β· β±οΈ 12.06.2023):
```
pip install tinydb
```
@@ -512,14 +512,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge tinydb
```
pandera (π₯32 Β· β 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT
+pandera (π₯32 Β· β 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 110 Β· π 230 Β· π¦ 1.2K Β· π 700 - 40% open Β· β±οΈ 15.12.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 110 Β· π 240 Β· π¦ 1.3K Β· π 700 - 40% open Β· β±οΈ 15.12.2023):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 1.2M / month Β· π¦ 97 Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.1M / month Β· π¦ 97 Β· β±οΈ 08.12.2023):
```
pip install pandera
```
@@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Koalas (π₯31 Β· β 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark
-- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 350 Β· π₯ 1K Β· π¦ 320 Β· π 600 - 18% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 350 Β· π₯ 1K Β· π¦ 330 Β· π 600 - 18% open Β· β±οΈ 21.09.2023):
```
git clone https://github.com/databricks/koalas
@@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 600K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 590K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
```
pip install Bottleneck
```
@@ -560,30 +560,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge bottleneck
```
Vaex (π₯30 Β· β 8.1K) - 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¦ 640 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₯ 30K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
- ```
- pip install vaex
- ```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 180K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge vaex
- ```
-datasketch (π₯30 Β· β 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 28 Β· π 280 Β· π₯ 19 Β· π¦ 1K Β· π 160 - 30% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 28 Β· π 280 Β· π₯ 19 Β· π¦ 1K Β· π 160 - 30% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/ekzhu/datasketch
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.3M / month Β· π¦ 66 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.2M / month Β· π¦ 66 Β· β±οΈ 03.10.2023):
```
pip install datasketch
```
@@ -595,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 59K / month Β· π¦ 24 Β· β±οΈ 01.12.2023):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 57K / month Β· π¦ 24 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
@@ -604,6 +588,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge datatable
```
Vaex (π₯28 Β· β 8.1K Β· π) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
+
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 640 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₯ 29K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+ ```
+ pip install vaex
+ ```
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 180K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge vaex
+ ```
+PandaralΒ·lel (π₯28 Β· β 3.3K Β· π€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 200 Β· π 210 - 39% open Β· β±οΈ 02.05.2023):
@@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 450K / month Β· π¦ 47 Β· β±οΈ 02.05.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 490K / month Β· π¦ 47 Β· β±οΈ 02.05.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 62K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 67K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
@@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 1.9K / month Β· π¦ 2 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 2K / month Β· π¦ 2 Β· β±οΈ 21.12.2023):
```
pip install static-frame
```
@@ -636,14 +636,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge static-frame
```
swifter (π₯27 Β· β 2.4K) - A package which efficiently applies any function to a pandas.. MIT
+swifter (π₯26 Β· β 2.4K) - A package which efficiently applies any function to a pandas.. MIT
- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 100 Β· π¦ 1.2K Β· π 140 - 11% open Β· β±οΈ 31.07.2023):
```
git clone https://github.com/jmcarpenter2/swifter
```
-- [PyPi](https://pypi.org/project/swifter) (π₯ 410K / month Β· π¦ 45 Β· β±οΈ 31.07.2023):
+- [PyPi](https://pypi.org/project/swifter) (π₯ 390K / month Β· π¦ 45 Β· β±οΈ 31.07.2023):
```
pip install swifter
```
@@ -652,14 +652,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge swifter
```
Pandas Summary (π₯26 Β· β 490) - Engine for ML/Data tracking, visualization,.. Apache-2
+Pandas Summary (π₯25 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 08.12.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 81K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 82K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
@@ -671,19 +671,19 @@ _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₯ 13K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 12K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
fletcher (π₯18 Β· β 230 Β· π€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
-- [GitHub](https://github.com/xhochy/fletcher) (π¨βπ» 24 Β· π 33 Β· π₯ 19 Β· π¦ 5 Β· π 110 - 31% open Β· β±οΈ 22.02.2023):
+- [GitHub](https://github.com/xhochy/fletcher) (π¨βπ» 24 Β· π 33 Β· π₯ 21 Β· π¦ 5 Β· π 110 - 31% open Β· β±οΈ 22.02.2023):
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 81 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 36 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
@@ -708,14 +708,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (π₯37 Β· β 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT
+pyrsistent (π₯36 Β· β 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT
-- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 73 Β· π 140 Β· π¦ 330K Β· π 170 - 13% open Β· β±οΈ 25.10.2023):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 73 Β· π 140 Β· π¦ 330K Β· π 180 - 13% open Β· β±οΈ 25.10.2023):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 35M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 32M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
@@ -731,23 +731,23 @@ _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₯ 960K / month Β· π¦ 340 Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 910K / month Β· π¦ 340 Β· β±οΈ 16.11.2023):
```
pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 36K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 37K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge anytree
```
multidict (π₯33 Β· β 360 Β· π) - The multidict implementation. Apache-2
+multidict (π₯33 Β· β 360) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 50 Β· π 86 Β· π₯ 6.2K Β· π 150 - 20% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 50 Β· π 86 Β· π₯ 6.2K Β· π 150 - 20% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 79M / month Β· π¦ 3.3K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 76M / month Β· π¦ 3.3K Β· β±οΈ 20.07.2023):
```
pip install multidict
```
@@ -763,7 +763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.9M / month Β· π¦ 120 Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/glom) (π₯ 2.2M / month Β· π¦ 120 Β· β±οΈ 27.11.2023):
```
pip install glom
```
@@ -774,12 +774,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (π₯30 Β· β 1.4K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 62 Β· π¦ 21K Β· π 57 - 5% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 62 Β· π¦ 21K Β· π 60 - 10% open Β· β±οΈ 30.12.2023):
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.4M / month Β· π¦ 520 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 1.3M / month Β· π¦ 520 Β· β±οΈ 02.01.2023):
```
pip install bidict
```
@@ -790,12 +790,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (π₯29 Β· β 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 47 Β· π¦ 1.6K Β· π 100 - 10% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 47 Β· π¦ 1.6K Β· π 100 - 10% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 570K / month Β· π¦ 37 Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 490K / month Β· π¦ 37 Β· β±οΈ 27.12.2023):
```
pip install python-benedict
```
@@ -804,30 +804,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-benedict
```
sqlitedict (π₯28 Β· β 1.1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
+janus (π₯27 Β· β 750) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/piskvorky/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 4.3K Β· π 99 - 29% open Β· β±οΈ 03.12.2022):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 02.01.2024):
```
- git clone https://github.com/RaRe-Technologies/sqlitedict
+ git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 480K / month Β· π¦ 230 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/janus) (π₯ 610K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
```
- pip install sqlitedict
+ pip install janus
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 97K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 17K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge sqlitedict
+ conda install -c conda-forge janus
```
munch (π₯28 Β· β 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
+munch (π₯27 Β· β 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 84 Β· π 46 - 15% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/Infinidat/munch
```
-- [PyPi](https://pypi.org/project/munch) (π₯ 1.6M / month Β· π¦ 860 Β· β±οΈ 01.07.2023):
+- [PyPi](https://pypi.org/project/munch) (π₯ 1.6M / month Β· π¦ 870 Β· β±οΈ 01.07.2023):
```
pip install munch
```
@@ -836,14 +836,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge munch
```
python-box (π₯27 Β· β 2.3K) - Python dictionaries with advanced dot notation access. MIT
+python-box (π₯26 Β· β 2.3K) - Python dictionaries with advanced dot notation access. MIT
- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 100 Β· π₯ 39 Β· π 160 - 11% open Β· β±οΈ 26.08.2023):
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 4.9M / month Β· π¦ 360 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 5.6M / month Β· π¦ 360 Β· β±οΈ 26.08.2023):
```
pip install python-box
```
@@ -852,14 +852,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-box
```
immutables (π₯27 Β· β 1.1K) - A high-performance immutable mapping type for Python. Apache-2
+immutables (π₯26 Β· β 1.1K) - A high-performance immutable mapping type for Python. Apache-2
- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 16 Β· π 54 Β· π¦ 6.3K Β· π 46 - 19% open Β· β±οΈ 15.08.2023):
```
git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 680K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 610K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
@@ -868,26 +868,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge immutables
```
janus (π₯27 Β· β 750) - Thread-safe asyncio-aware queue for Python. Apache-2
-
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 28.12.2023):
-
- ```
- git clone https://github.com/aio-libs/janus
- ```
-- [PyPi](https://pypi.org/project/janus) (π₯ 620K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
- ```
- pip install janus
- ```
-- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 17K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge janus
- ```
-Show 4 hidden projects...
+Show 5 hidden projects...
- python-sortedcontainers (π₯32 Β· β 3.1K Β· π) - Python Sorted Container Types: Sorted List, Sorted..Apache-2
- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- sqlitedict (π₯28 Β· β 1.1K Β· π) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- ordered-set (π₯28 Β· β 200 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
- cleverdict (π₯14 Β· β 97 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
pydantic (π₯44 Β· β 17K Β· π) - Data validation using Python type hints. MIT
+pydantic (π₯44 Β· β 17K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 460 Β· π 1.6K Β· π¦ 310K Β· π 3.5K - 8% open Β· β±οΈ 20.12.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 460 Β· π 1.6K Β· π¦ 310K Β· π 3.5K - 8% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 140M / month Β· π¦ 10K Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 130M / month Β· π¦ 10K Β· β±οΈ 22.12.2023):
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.7M Β· β±οΈ 22.12.2023):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.8M Β· β±οΈ 22.12.2023):
```
conda install -c conda-forge pydantic
```
@@ -920,7 +905,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 100M / month Β· π¦ 19K Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 94M / month Β· π¦ 19K Β· β±οΈ 16.11.2023):
```
pip install jsonschema
```
@@ -929,22 +914,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge jsonschema
```
cerberus (π₯35 Β· β 3.1K) - Lightweight, extensible data validation library for Python. ISC
-
-- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 15K Β· π 350 - 3% open Β· β±οΈ 23.10.2023):
-
- ```
- git clone https://github.com/pyeve/cerberus
- ```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 6M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
- ```
- pip install cerberus
- ```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 360K Β· β±οΈ 06.10.2023):
- ```
- conda install -c conda-forge cerberus
- ```
-voluptuous (π₯35 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 96 Β· π 210 Β· π¦ 15K Β· π 250 - 16% open Β· β±οΈ 14.12.2023):
@@ -952,7 +921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.7M / month Β· π¦ 1.4K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.4M / month Β· π¦ 1.4K Β· β±οΈ 17.11.2023):
```
pip install voluptuous
```
@@ -961,25 +930,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge voluptuous
```
validators (π₯33 Β· β 860) - Python Data Validation for Humans. MIT
+cerberus (π₯34 Β· β 3.1K) - Lightweight, extensible data validation library for Python. ISC
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 15 Β· π¦ 97K Β· π 160 - 11% open Β· β±οΈ 25.12.2023):
+- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 15K Β· π 350 - 3% open Β· β±οΈ 23.10.2023):
```
- git clone https://github.com/kvesteri/validators
+ git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 6.7M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 5.4M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
```
- pip install validators
+ pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 550K Β· β±οΈ 02.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 360K Β· β±οΈ 06.10.2023):
```
- conda install -c conda-forge validators
+ conda install -c conda-forge cerberus
```
schema (π₯32 Β· β 2.8K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 66 Β· π 200 Β· π¦ 7.8K Β· π 170 - 56% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 66 Β· π 200 Β· π¦ 7.9K Β· π 170 - 56% open Β· β±οΈ 23.11.2023):
```
git clone https://github.com/keleshev/schema
@@ -993,18 +962,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge schema
```
validators (π₯32 Β· β 860) - Python Data Validation for Humans. MIT
+
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 15 Β· π¦ 98K Β· π 160 - 11% open Β· β±οΈ 25.12.2023):
+
+ ```
+ git clone https://github.com/kvesteri/validators
+ ```
+- [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₯ 550K Β· β±οΈ 02.09.2023):
+ ```
+ conda install -c conda-forge validators
+ ```
+param (π₯31 Β· β 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 36 Β· π 64 Β· π¦ 9.3K Β· π 420 - 32% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 36 Β· π 64 Β· π¦ 9.4K Β· π 420 - 32% open Β· β±οΈ 22.12.2023):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 660K / month Β· π¦ 160 Β· β±οΈ 08.11.2023):
+- [PyPi](https://pypi.org/project/param) (π₯ 630K / month Β· π¦ 160 Β· β±οΈ 08.11.2023):
```
pip install param
```
-- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1.4M Β· β±οΈ 08.11.2023):
+- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1.5M Β· β±οΈ 08.11.2023):
```
conda install -c conda-forge param
```
@@ -1027,12 +1012,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯24 Β· β 740) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 16 Β· π 34 Β· π¦ 230 Β· π 31 - 38% open Β· β±οΈ 15.11.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 16 Β· π 35 Β· π¦ 240 Β· π 32 - 40% open Β· β±οΈ 15.11.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 150K / month Β· π¦ 31 Β· β±οΈ 15.11.2023):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 170K / month Β· π¦ 31 Β· β±οΈ 15.11.2023):
```
pip install dirty-equals
```
@@ -1060,7 +1045,7 @@ _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₯ 9.2K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
+- [PyPi](https://pypi.org/project/valideer) (π₯ 8.4K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
```
pip install valideer
```
@@ -1076,7 +1061,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/seandstewart/typical
```
-- [PyPi](https://pypi.org/project/typical) (π₯ 1.6K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.5K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1099,14 +1084,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π python-patterns ( β 39K Β· π€) - Collection of design patterns/idioms in Python.
-transitions (π₯31 Β· β 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT
+transitions (π₯30 Β· β 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT
- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 76 Β· π 520 Β· π¦ 3.3K Β· π 440 - 3% open Β· β±οΈ 20.09.2023):
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 450K / month Β· π¦ 270 Β· β±οΈ 02.09.2022):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 410K / month Β· π¦ 270 Β· β±οΈ 02.09.2022):
```
pip install transitions
```
@@ -1141,14 +1126,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯39 Β· β 8.4K) - Better dates & times for Python. Apache-2
+arrow (π₯39 Β· β 8.5K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 83K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 84K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 21M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 20M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
```
pip install arrow
```
@@ -1164,7 +1149,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.8M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.6M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
```
pip install dateparser
```
@@ -1196,7 +1181,7 @@ _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₯ 220M / month Β· π¦ 5.5K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 210M / month Β· π¦ 5.5K Β· β±οΈ 14.07.2021):
```
pip install python-dateutil
```
@@ -1207,16 +1192,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (π₯36 Β· β 1.3K) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 460 Β· π₯ 190 Β· π¦ 14K Β· π 490 - 20% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 470 Β· π₯ 190 Β· π¦ 14K Β· π 490 - 19% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 6.3M / month Β· π¦ 460 Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6M / month Β· π¦ 460 Β· β±οΈ 01.01.2024):
```
pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.7M Β· β±οΈ 18.12.2023):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.7M Β· β±οΈ 01.01.2024):
```
conda install -c conda-forge holidays
```
@@ -1228,7 +1213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 150M / month Β· π¦ 84K Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 140M / month Β· π¦ 84K Β· β±οΈ 05.09.2023):
```
pip install pytz
```
@@ -1244,7 +1229,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 40M / month Β· π¦ 3.8K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 38M / month Β· π¦ 3.8K Β· β±οΈ 22.10.2023):
```
pip install tzlocal
```
@@ -1255,7 +1240,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects...
-- isodate (π₯29 Β· β 130 Β· π) - ISO 8601 date/time parser.BSD-3
+- isodate (π₯29 Β· β 140 Β· π) - ISO 8601 date/time parser. BSD-3
- parsedatetime (π₯28 Β· β 680 Β· π) - Parse human-readable date/time strings. Apache-2
@@ -1264,9 +1249,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯39 Β· β 710) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯40 Β· β 710 Β· π) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 220 Β· π 300 Β· π¦ 83K Β· π 630 - 34% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 220 Β· π 300 Β· π¦ 84K Β· π 630 - 34% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/fsspec/filesystem_spec
@@ -1280,14 +1265,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fsspec
```
watchdog (π₯37 Β· β 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
+watchdog (π₯35 Β· β 6.1K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 150 Β· π 680 Β· π¦ 120K Β· π 630 - 27% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 12M / month Β· π¦ 8.2K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 11M / month Β· π¦ 8.2K Β· β±οΈ 20.07.2023):
```
pip install watchdog
```
@@ -1298,12 +1283,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (π₯35 Β· β 610) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 41 Β· π 91 Β· π¦ 370K Β· π 100 - 10% open Β· β±οΈ 18.12.2023):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 41 Β· π 91 Β· π¦ 370K Β· π 100 - 10% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 100M / month Β· π¦ 2.9K Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 96M / month Β· π¦ 2.9K Β· β±οΈ 30.10.2023):
```
pip install filelock
```
@@ -1319,7 +1304,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 10M / month Β· π¦ 2.2K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 9.6M / month Β· π¦ 2.2K Β· β±οΈ 09.08.2023):
```
pip install aiofiles
```
@@ -1335,7 +1320,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ActiveState/appdirs
```
-- [PyPi](https://pypi.org/project/appdirs) (π₯ 20M / month Β· π¦ 15K Β· β±οΈ 11.05.2020):
+- [PyPi](https://pypi.org/project/appdirs) (π₯ 19M / month Β· π¦ 15K Β· β±οΈ 11.05.2020):
```
pip install appdirs
```
@@ -1344,42 +1329,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge appdirs
```
scandir (π₯30 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
+path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
-- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 66 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/jaraco/path) (π¨βπ» 52 Β· π 140 Β· π 130 - 1% open Β· β±οΈ 26.12.2023):
```
- git clone https://github.com/benhoyt/scandir
+ git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/scandir) (π₯ 3.6M / month Β· π¦ 2.2K Β· β±οΈ 09.03.2019):
+- [PyPi](https://pypi.org/project/path) (π₯ 1.3M / month Β· π¦ 150 Β· β±οΈ 04.12.2023):
```
- pip install scandir
+ pip install path
```
-- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.4M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 480K Β· β±οΈ 25.12.2023):
```
- conda install -c conda-forge scandir
+ conda install -c conda-forge path
```
path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
+scandir (π₯29 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
-- [GitHub](https://github.com/jaraco/path) (π¨βπ» 52 Β· π 140 Β· π 130 - 1% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 66 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
```
- git clone https://github.com/jaraco/path
+ git clone https://github.com/benhoyt/scandir
```
-- [PyPi](https://pypi.org/project/path) (π₯ 1.5M / month Β· π¦ 150 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/scandir) (π₯ 3.2M / month Β· π¦ 2.2K Β· β±οΈ 09.03.2019):
```
- pip install path
+ pip install scandir
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 480K Β· β±οΈ 25.12.2023):
+- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.4M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge path
+ conda install -c conda-forge scandir
```
Show 3 hidden projects...
-- pyfilesystem2 (π₯31 Β· β 1.9K Β· π) - Pythons Filesystem abstraction layer.MIT
- zipp (π₯31 Β· β 44) - Backport of pathlib-compatible object wrapper for zip files. MIT
+- pyfilesystem2 (π₯30 Β· β 1.9K Β· π) - Pythons Filesystem abstraction layer. MIT
- Unipath (π₯22 Β· β 520 Β· π) - An object-oriented approach to Python file/directory operations. MIT
@@ -1388,14 +1373,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (π₯37 Β· β 1.2K Β· π€) - Easy, clean, reliable Python 2/3 compatibility. MIT
+future (π₯36 Β· β 1.2K Β· π€) - Easy, clean, reliable Python 2/3 compatibility. MIT
- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 310K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
```
git clone https://github.com/PythonCharmers/python-future
```
-- [PyPi](https://pypi.org/project/future) (π₯ 31M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/future) (π₯ 29M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
```
pip install future
```
@@ -1404,14 +1389,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge future
```
six (π₯37 Β· β 950) - Python 2 and 3 compatibility library. MIT
+six (π₯36 Β· β 950) - Python 2 and 3 compatibility library. MIT
- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 66 Β· π 260 Β· π¦ 2M Β· π 290 - 37% open Β· β±οΈ 21.10.2023):
```
git clone https://github.com/benjaminp/six
```
-- [PyPi](https://pypi.org/project/six) (π₯ 190M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
+- [PyPi](https://pypi.org/project/six) (π₯ 180M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
```
pip install six
```
@@ -1422,12 +1407,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (π₯33 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» 92 Β· π 220 Β· π 760 - 18% open Β· β±οΈ 12.12.2023):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 94 Β· π 220 Β· π 760 - 18% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 8.5M / month Β· π¦ 6K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 8.1M / month Β· π¦ 6K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1438,10 +1423,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
-- dataclasses (π₯27 Β· β 580 Β· π) - A backport of the dataclasses module for Python 3.6.Apache-2
+- dataclasses (π₯27 Β· β 570 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
- futures (π₯27 Β· β 230 Β· π) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
-- pathlib2 (π₯27 Β· β 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT
-- contextlib2 (π₯25 Β· β 36 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- pathlib2 (π₯27 Β· β 79) - Backport of pathlib aiming to support the full stdlib Python API. MIT
+- contextlib2 (π₯26 Β· β 37 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
@@ -1451,12 +1436,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (π₯47 Β· β 6K) - 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¦ 600K Β· π 2.4K - 1% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 600K Β· π 2.4K - 1% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 210M / month Β· π¦ 22K Β· β±οΈ 28.11.2023):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 200M / month Β· π¦ 22K Β· β±οΈ 28.11.2023):
```
pip install cryptography
```
@@ -1467,28 +1452,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (π₯38 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- [GitHub](https://github.com/google/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 990 Β· π 480 - 8% open Β· β±οΈ 01.12.2023):
+- [GitHub](https://github.com/google/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 1K Β· π 490 - 7% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 260K / month Β· π¦ 4 Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 290K / month Β· π¦ 4 Β· β±οΈ 27.11.2023):
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 190 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 160 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
pycryptodomex (π₯38 Β· β 2.6K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 460 Β· π₯ 230 Β· π¦ 85K Β· π 570 - 11% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 150 Β· π 460 Β· π₯ 240 Β· π¦ 85K Β· π 580 - 11% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 30M / month Β· π¦ 1.7K Β· β±οΈ 28.12.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 29M / month Β· π¦ 1.7K Β· β±οΈ 28.12.2023):
```
pip install pycryptodomex
```
@@ -1499,12 +1484,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (π₯37 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 200 Β· π¦ 190K Β· π 130 - 7% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 200 Β· π¦ 200K Β· π 130 - 7% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 49M / month Β· π¦ 8.1K Β· β±οΈ 15.12.2023):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 47M / month Β· π¦ 8.1K Β· β±οΈ 15.12.2023):
```
pip install bcrypt
```
@@ -1520,7 +1505,7 @@ _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₯ 41M / month Β· π¦ 4.3K Β· β±οΈ 12.11.2023):
+- [PyPi](https://pypi.org/project/keyring) (π₯ 37M / month Β· π¦ 4.3K Β· β±οΈ 12.11.2023):
```
pip install keyring
```
@@ -1536,7 +1521,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 61M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 60M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1569,12 +1554,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯47 Β· β 60K) - 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¦ 32K Β· π 32K - 2% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 32K Β· π 32K - 2% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.5M / month Β· π¦ 4.1K Β· β±οΈ 06.12.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 4.2M / month Β· π¦ 4.1K Β· β±οΈ 06.12.2023):
```
pip install ansible
```
@@ -1585,44 +1570,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (π₯44 Β· β 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 430 Β· π 4K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 430 Β· π 4K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 03.01.2024):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 28.12.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 04.01.2024):
```
conda install -c conda-forge awscli
```
botocore (π₯44 Β· β 1.4K) - 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¦ 300K Β· π 1.1K - 13% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 300K Β· π 1.1K - 13% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 370M / month Β· π¦ 8.6K Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 360M / month Β· π¦ 8.6K Β· β±οΈ 03.01.2024):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 28.12.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 04.01.2024):
```
conda install -c conda-forge botocore
```
docker (π₯43 Β· β 6.5K Β· π) - A Python library for the Docker Engine API. Apache-2
+docker (π₯43 Β· β 6.5K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 760 Β· π¦ 73K Β· π 1.7K - 26% open Β· β±οΈ 20.12.2023):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 760 Β· π¦ 73K Β· π 1.7K - 26% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 36M / month Β· π¦ 4K Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 34M / month Β· π¦ 4K Β· β±οΈ 08.12.2023):
```
pip install docker
```
@@ -1633,28 +1618,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (π₯42 Β· β 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 250 Β· π 1K Β· π₯ 1.8M Β· π¦ 7K Β· π 6.8K - 29% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 250 Β· π 1K Β· π₯ 1.8M Β· π¦ 7.1K Β· π 6.8K - 29% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 1M / month Β· π¦ 170 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 880K / month Β· π¦ 170 Β· β±οΈ 21.12.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.9M / month Β· π¦ 930 Β· β±οΈ 21.12.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.6M / month Β· π¦ 930 Β· β±οΈ 04.01.2024):
```
npm install @pulumi/pulumi
```
paramiko (π₯42 Β· β 8.6K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
-- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 88K Β· π 1.8K - 56% open Β· β±οΈ 18.12.2023):
+- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 89K Β· π 1.8K - 56% open Β· β±οΈ 18.12.2023):
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 47M / month Β· π¦ 13K Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 45M / month Β· π¦ 13K Β· β±οΈ 18.12.2023):
```
pip install paramiko
```
@@ -1665,12 +1650,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯40 Β· β 31K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 520 Β· π 5.1K Β· π₯ 89M Β· π¦ 340 Β· π 7.2K - 2% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 520 Β· π 5.1K Β· π₯ 90M Β· π¦ 340 Β· π 7.2K - 2% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.4M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.3M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
```
pip install docker-compose
```
@@ -1681,12 +1666,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (π₯38 Β· β 6.2K) - Official Python client library for kubernetes. Apache-2
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 9% open Β· β±οΈ 20.12.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 10% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 19M / month Β· π¦ 1.5K Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 19M / month Β· π¦ 1.5K Β· β±οΈ 02.01.2024):
```
pip install kubernetes
```
@@ -1714,7 +1699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 4.6M / month Β· π¦ 140 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 4.2M / month Β· π¦ 150 Β· β±οΈ 31.08.2023):
```
pip install fabric
```
@@ -1730,7 +1715,7 @@ _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₯ 1.9M / month Β· π¦ 1.5K Β· β±οΈ 01.10.2023):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 1.8M / month Β· π¦ 1.5K Β· β±οΈ 01.10.2023):
```
pip install schedule
```
@@ -1746,7 +1731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.4M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.2M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1755,14 +1740,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge plumbum
```
sshtunnel (π₯32 Β· β 1.2K Β· π€) - SSH tunnels to remote server. MIT
+sshtunnel (π₯31 Β· β 1.1K Β· π€) - SSH tunnels to remote server. MIT
- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 26 Β· π 180 Β· π¦ 6.4K Β· π 200 - 30% open Β· β±οΈ 14.05.2023):
```
git clone https://github.com/pahaz/sshtunnel
```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 7.3M / month Β· π¦ 320 Β· β±οΈ 11.01.2021):
+- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 7M / month Β· π¦ 320 Β· β±οΈ 11.01.2021):
```
pip install sshtunnel
```
@@ -1778,7 +1763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 36K / month Β· π¦ 12 Β· β±οΈ 14.10.2023):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 35K / month Β· π¦ 12 Β· β±οΈ 14.10.2023):
```
pip install pyinfra
```
@@ -1790,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.5K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.2K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
@@ -1813,14 +1798,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (π₯38 Β· β 2.5K Β· π) - A Python module for controlling interactive programs in a pseudo-.. ISC
+pexpect (π₯38 Β· β 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
-- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 460 Β· π₯ 4.4K Β· π¦ 340K Β· π 510 - 35% open Β· β±οΈ 25.11.2023):
+- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 470 Β· π₯ 4.4K Β· π¦ 340K Β· π 510 - 35% open Β· β±οΈ 25.11.2023):
```
git clone https://github.com/pexpect/pexpect
```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 54M / month Β· π¦ 16K Β· β±οΈ 25.11.2023):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 49M / month Β· π¦ 16K Β· β±οΈ 25.11.2023):
```
pip install pexpect
```
@@ -1836,7 +1821,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.6M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.5M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
```
pip install supervisor
```
@@ -1852,7 +1837,7 @@ _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₯ 5.1M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/sh) (π₯ 4.7M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
```
pip install sh
```
@@ -1861,14 +1846,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sh
```
ptyprocess (π₯27 Β· β 200) - Run a subprocess in a pseudo terminal. ISC
+ptyprocess (π₯26 Β· β 200) - Run a subprocess in a pseudo terminal. ISC
- [GitHub](https://github.com/pexpect/ptyprocess) (π¨βπ» 19 Β· π 63 Β· π 37 - 54% open Β· β±οΈ 23.10.2023):
```
git clone https://github.com/pexpect/ptyprocess
```
-- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 38M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 35M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
```
pip install ptyprocess
```
@@ -1890,23 +1875,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 9.5M / month Β· π¦ 1.9K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 8.7M / month Β· π¦ 1.9K Β· β±οΈ 22.10.2023):
```
pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 670K Β· β±οΈ 23.10.2023):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 680K Β· β±οΈ 23.10.2023):
```
conda install -c conda-forge uvloop
```
greenlet (π₯38 Β· β 1.6K) - Lightweight in-process concurrent programming. MIT
-- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 68 Β· π 230 Β· π¦ 320K Β· π 240 - 8% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 68 Β· π 230 Β· π¦ 320K Β· π 240 - 9% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 88M / month Β· π¦ 10K Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 86M / month Β· π¦ 10K Β· β±οΈ 21.12.2023):
```
pip install greenlet
```
@@ -1917,12 +1902,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (π₯37 Β· β 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 44 Β· π 110 Β· π¦ 220K Β· π 330 - 17% open Β· β±οΈ 25.12.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 46 Β· π 110 Β· π¦ 220K Β· π 340 - 17% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 77M / month Β· π¦ 710 Β· β±οΈ 16.12.2023):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 85M / month Β· π¦ 710 Β· β±οΈ 16.12.2023):
```
pip install anyio
```
@@ -1938,7 +1923,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 88K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 80K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
```
pip install asyncer
```
@@ -1949,12 +1934,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiomisc (π₯24 Β· β 350) - aiomisc - miscellaneous utils for asyncio. MIT
-- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 18 Β· π 23 Β· π¦ 340 Β· π 26 - 38% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 18 Β· π 23 Β· π¦ 350 Β· π 26 - 38% open Β· β±οΈ 21.11.2023):
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 12K / month Β· π¦ 38 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 9.9K / month Β· π¦ 38 Β· β±οΈ 21.11.2023):
```
pip install aiomisc
```
@@ -1972,28 +1957,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯39 Β· β 590) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 290 Β· π¦ 390K Β· π 300 - 33% open Β· β±οΈ 03.12.2023):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 300 Β· π¦ 390K Β· π 300 - 33% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 33M / month Β· π¦ 15K Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 31M / month Β· π¦ 15K Β· β±οΈ 02.01.2024):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 25M Β· β±οΈ 27.11.2023):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 25M Β· β±οΈ 02.01.2024):
```
conda install -c conda-forge traitlets
```
python-dotenv (π₯37 Β· β 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯37 Β· β 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 93 Β· π 370 Β· π¦ 640K Β· π 270 - 14% open Β· β±οΈ 07.07.2023):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 93 Β· π 370 Β· π¦ 650K Β· π 270 - 14% open Β· β±οΈ 07.07.2023):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 34M / month Β· π¦ 9.6K Β· β±οΈ 24.02.2023):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 32M / month Β· π¦ 9.6K Β· β±οΈ 24.02.2023):
```
pip install python-dotenv
```
@@ -2018,22 +2003,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dynaconf
```
python-decouple (π₯32 Β· β 2.6K Β· π€) - Strict separation of config from code. MIT
-
-- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 35 Β· π 190 Β· π₯ 12 Β· π¦ 120K Β· π 93 - 8% open Β· β±οΈ 17.04.2023):
-
- ```
- git clone https://github.com/henriquebastos/python-decouple
- ```
-- [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₯ 74K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge python-decouple
- ```
-omegaconf (π₯32 Β· β 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 90 Β· π¦ 23K Β· π 540 - 18% open Β· β±οΈ 18.11.2023):
@@ -2041,7 +2010,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 6.1M / month Β· π¦ 440 Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 5.8M / month Β· π¦ 440 Β· β±οΈ 29.11.2023):
```
pip install omegaconf
```
@@ -2057,39 +2026,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 10K / month Β· π¦ 9 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 9.6K / month Β· π¦ 9 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 870K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 880K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge hydra-core
```
configobj (π₯29 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
+python-decouple (π₯31 Β· β 2.6K) - Strict separation of config from code. MIT
-- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 72 Β· π₯ 380 Β· π¦ 32K Β· π 170 - 42% open Β· β±οΈ 18.01.2023):
+- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 36 Β· π 190 Β· π₯ 12 Β· π¦ 120K Β· π 94 - 4% open Β· β±οΈ 01.01.2024):
```
- git clone https://github.com/DiffSK/configobj
+ git clone https://github.com/henriquebastos/python-decouple
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 3.3M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 2M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
```
- pip install configobj
+ pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 760K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 74K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge configobj
+ conda install -c conda-forge python-decouple
```
gin-config (π₯28 Β· β 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2
-- [GitHub](https://github.com/google/gin-config) (π¨βπ» 24 Β· π 120 Β· π¦ 7.5K Β· π 92 - 54% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/google/gin-config) (π¨βπ» 24 Β· π 120 Β· π¦ 7.6K Β· π 92 - 54% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 180K / month Β· π¦ 94 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 160K / month Β· π¦ 94 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2098,14 +2067,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge gin-config
```
everett (π₯26 Β· β 140) - configuration library for python projects. MPL-2.0
+configobj (π₯27 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
-- [GitHub](https://github.com/willkg/everett) (π¨βπ» 7 Β· π 32 Β· π¦ 1K Β· π 84 - 3% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 72 Β· π₯ 380 Β· π¦ 33K Β· π 170 - 42% open Β· β±οΈ 18.01.2023):
+
+ ```
+ git clone https://github.com/DiffSK/configobj
+ ```
+- [PyPi](https://pypi.org/project/configobj) (π₯ 3.1M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+ ```
+ pip install configobj
+ ```
+- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 760K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge configobj
+ ```
+everett (π₯25 Β· β 140) - configuration library for python projects. MPL-2.0
+
+- [GitHub](https://github.com/willkg/everett) (π¨βπ» 7 Β· π 32 Β· π¦ 1.1K Β· π 84 - 3% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 110K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
+- [PyPi](https://pypi.org/project/everett) (π₯ 89K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
```
pip install everett
```
@@ -2120,14 +2105,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (π₯45 Β· β 15K) - Python composable command line interface toolkit. BSD-3
+click (π₯46 Β· β 15K Β· π) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 200 Β· π¦ 1.5M Β· π 1.5K - 7% open Β· β±οΈ 01.09.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 200 Β· π¦ 1.5M Β· π 1.5K - 7% open Β· β±οΈ 29.12.2023):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 160M / month Β· π¦ 76K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 150M / month Β· π¦ 76K Β· β±οΈ 17.08.2023):
```
pip install click
```
@@ -2143,7 +2128,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 37M / month Β· π¦ 5.7K Β· β±οΈ 15.11.2023):
+- [PyPi](https://pypi.org/project/rich) (π₯ 34M / month Β· π¦ 5.7K Β· β±οΈ 15.11.2023):
```
pip install rich
```
@@ -2152,14 +2137,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge rich
```
python-prompt-toolkit (π₯39 Β· β 8.7K) - Library for building powerful interactive command.. BSD-3
+python-prompt-toolkit (π₯39 Β· β 8.8K) - Library for building powerful interactive command.. BSD-3
-- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 220 Β· π 730 Β· π 1.2K - 51% open Β· β±οΈ 13.12.2023):
+- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 220 Β· π 730 Β· π 1.2K - 51% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 37M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 34M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
```
pip install prompt_toolkit
```
@@ -2168,25 +2153,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge prompt-toolkit
```
python-fire (π₯36 Β· β 26K) - Python Fire is a library for automatically generating command.. Apache-2
+python-fire (π₯37 Β· β 26K Β· π) - Python Fire is a library for automatically generating.. Apache-2
-- [GitHub](https://github.com/google/python-fire) (π¨βπ» 61 Β· π 1.4K Β· π¦ 28K Β· π 320 - 44% open Β· β±οΈ 13.11.2023):
+- [GitHub](https://github.com/google/python-fire) (π¨βπ» 62 Β· π 1.4K Β· π¦ 28K Β· π 330 - 44% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.2M / month Β· π¦ 1.9K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 5.9M / month Β· π¦ 1.9K Β· β±οΈ 12.12.2022):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 820K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 830K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fire
```
colorama (π₯35 Β· β 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3
-- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 230 Β· π¦ 830K Β· π 250 - 44% open Β· β±οΈ 01.12.2023):
+- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 230 Β· π¦ 840K Β· π 250 - 44% open Β· β±οΈ 01.12.2023):
```
git clone https://github.com/tartley/colorama
@@ -2207,43 +2192,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 23M / month Β· π¦ 2.2K Β· β±οΈ 10.12.2023):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 21M / month Β· π¦ 2.2K Β· β±οΈ 10.12.2023):
```
pip install argcomplete
```
-- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 1.4M Β· β±οΈ 10.12.2023):
+- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 1.5M Β· β±οΈ 10.12.2023):
```
conda install -c conda-forge argcomplete
```
cleo (π₯35 Β· β 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
+cleo (π₯34 Β· β 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 84 Β· π¦ 19K Β· π 100 - 28% open Β· β±οΈ 05.12.2023):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 84 Β· π¦ 20K Β· π 100 - 28% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 26M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 23M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
```
pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 630K Β· β±οΈ 30.10.2023):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 640K Β· β±οΈ 30.10.2023):
```
conda install -c conda-forge cleo
```
wcwidth (π₯34 Β· β 360) - Python library that measures the width of unicode strings rendered to a.. MIT
+wcwidth (π₯34 Β· β 370) - Python library that measures the width of unicode strings rendered to a.. MIT
- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 50 Β· π¦ 490K Β· π 47 - 19% open Β· β±οΈ 15.12.2023):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 51M / month Β· π¦ 14K Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 46M / month Β· π¦ 14K Β· β±οΈ 21.11.2023):
```
pip install wcwidth
```
-- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 22M Β· β±οΈ 21.11.2023):
+- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 23M Β· β±οΈ 21.11.2023):
```
conda install -c conda-forge wcwidth
```
@@ -2255,7 +2240,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 13M / month Β· π¦ 2.9K Β· β±οΈ 02.05.2023):
+- [PyPi](https://pypi.org/project/typer) (π₯ 12M / month Β· π¦ 2.9K Β· β±οΈ 02.05.2023):
```
pip install typer
```
@@ -2271,7 +2256,7 @@ _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₯ 44K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 41K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
@@ -2280,14 +2265,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asciimatics
```
questionary (π₯29 Β· β 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT
+questionary (π₯31 Β· β 1.3K Β· π) - Python library to build pretty command line user prompts Easy to.. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 74 Β· π¦ 11K Β· π 130 - 26% open Β· β±οΈ 16.10.2023):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 38 Β· π 75 Β· π¦ 11K Β· π 130 - 26% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/tmbo/questionary
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 1.6M / month Β· π¦ 400 Β· β±οΈ 08.09.2023):
+- [PyPi](https://pypi.org/project/questionary) (π₯ 1.5M / month Β· π¦ 400 Β· β±οΈ 08.09.2023):
```
pip install questionary
```
@@ -2296,14 +2281,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge questionary
```
ConfigArgParse (π₯28 Β· β 680) - A drop-in replacement for argparse that allows options to also be.. MIT
+ConfigArgParse (π₯27 Β· β 680) - 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¦ 14K Β· π 200 - 35% open Β· β±οΈ 23.07.2023):
```
git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/configargparse) (π₯ 3.7M / month Β· π¦ 1.5K Β· β±οΈ 23.07.2023):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 3.3M / month Β· π¦ 1.5K Β· β±οΈ 23.07.2023):
```
pip install configargparse
```
@@ -2312,26 +2297,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge configargparse
```
docopt-ng (π₯22 Β· β 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
+docopt-ng (π₯22 Β· β 140 Β· π€) - Humane command line arguments parser. Now with maintenance,.. MIT
-- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 16 Β· π¦ 260 Β· π 30 - 50% open Β· β±οΈ 01.06.2023):
+- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 17 Β· π¦ 260 Β· π 30 - 50% open Β· β±οΈ 01.06.2023):
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 94K / month Β· π¦ 37 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 84K / month Β· π¦ 38 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
colout (π₯18 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
+colout (π₯17 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 30 Β· π 57 Β· π¦ 5 Β· π 72 - 19% open Β· β±οΈ 10.07.2023):
```
git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 130 / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 91 / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2350,7 +2335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
@@ -2365,7 +2350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (π₯ 110M / month Β· π¦ 3.6K Β· β±οΈ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (π₯ 100M / month Β· π¦ 3.6K Β· β±οΈ 24.10.2023): ``` pip install cachetools ``` @@ -2376,46 +2361,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (π₯30 Β· β 960) - 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₯ 15 Β· π¦ 2K Β· π 290 - 12% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 16 Β· π¦ 2K Β· π 290 - 12% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 340K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 310K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
pylibmc (π₯28 Β· β 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
+beaker (π₯27 Β· β 510 Β· π€) - WSGI middleware for sessions and caching. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 460 Β· π¦ 4.9K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 5K Β· π 130 - 53% open Β· β±οΈ 03.05.2023):
```
- git clone https://github.com/lericson/pylibmc
+ git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 170K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 240K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
```
- pip install pylibmc
+ pip install beaker
```
-- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 220K Β· β±οΈ 26.09.2023):
+- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 73K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pylibmc
+ conda install -c conda-forge beaker
```
beaker (π₯27 Β· β 510 Β· π€) - WSGI middleware for sessions and caching. BSD-3
+pylibmc (π₯27 Β· β 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 5K Β· π 130 - 53% open Β· β±οΈ 03.05.2023):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 460 Β· π¦ 4.9K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/bbangert/beaker
+ git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 270K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 150K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
```
- pip install beaker
+ pip install pylibmc
```
-- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 73K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 220K Β· β±οΈ 26.09.2023):
```
- conda install -c conda-forge beaker
+ conda install -c conda-forge pylibmc
```
cachier (π₯24 Β· β 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
@@ -2425,7 +2410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 32K / month Β· π¦ 30 Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 28K / month Β· π¦ 30 Β· β±οΈ 13.12.2023):
```
pip install cachier
```
@@ -2444,12 +2429,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (π₯40 Β· β 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 600 Β· π 3.1K Β· π₯ 35K Β· π¦ 12K Β· π 5K - 14% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 600 Β· π 3.1K Β· π₯ 35K Β· π¦ 12K Β· π 5K - 14% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 140K / month Β· π¦ 610 Β· β±οΈ 28.12.2023):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 130K / month Β· π¦ 610 Β· β±οΈ 01.01.2024):
```
pip install kivy
```
@@ -2465,7 +2450,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 490K / month Β· π¦ 340 Β· β±οΈ 21.05.2023):
+- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 500K / month Β· π¦ 340 Β· β±οΈ 21.05.2023):
```
pip install pysimplegui
```
@@ -2481,7 +2466,7 @@ _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₯ 50K / month Β· π¦ 51 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 42K / month Β· π¦ 51 Β· β±οΈ 09.10.2023):
```
pip install dearpygui
```
@@ -2493,23 +2478,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 67K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/eel) (π₯ 64K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
```
pip install eel
```
toga (π₯31 Β· β 4K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 670 Β· π₯ 2.3K Β· π¦ 2 Β· π 810 - 17% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 670 Β· π₯ 2.3K Β· π¦ 3 Β· π 820 - 17% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 4.7K / month Β· π¦ 34 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/toga) (π₯ 4.3K / month Β· π¦ 34 Β· β±οΈ 21.12.2023):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 11 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 19 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2529,14 +2514,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-ml-python - Computer Vision ( β 15K) - Collection of computer vision and image processing..
-Pipeless (π₯19 Β· β 510 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
+Pipeless (π₯20 Β· β 520 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
-- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 25 Β· π₯ 320 Β· π 20 - 30% open Β· β±οΈ 23.12.2023):
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 25 Β· π₯ 330 Β· π 20 - 30% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/pipeless-ai/pipeless
```
-- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 180 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 85 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
```
pip install pipeless-ai
```
@@ -2564,7 +2549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.9M / month Β· π¦ 1.5K Β· β±οΈ 20.12.2023):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.5M / month Β· π¦ 1.5K Β· β±οΈ 20.12.2023):
```
pip install phonenumbers
```
@@ -2575,12 +2560,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
chardet (π₯34 Β· β 2K) - Python character encoding detector. βοΈLGPL-2.1
-- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 250 Β· π¦ 5 Β· π 140 - 39% open Β· β±οΈ 01.08.2023):
+- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 250 Β· π¦ 6 Β· π 140 - 39% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 53M / month Β· π¦ 39K Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 50M / month Β· π¦ 39K Β· β±οΈ 01.08.2023):
```
pip install chardet
```
@@ -2588,7 +2573,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 66 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 41 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2600,7 +2585,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/carpedm20/emoji
```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 2.9M / month Β· π¦ 1.5K Β· β±οΈ 05.12.2023):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 2.6M / month Β· π¦ 1.5K Β· β±οΈ 05.12.2023):
```
pip install emoji
```
@@ -2609,14 +2594,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge emoji
```
inflect (π₯31 Β· β 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
+inflect (π₯30 Β· β 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 53 Β· π 100 Β· π 110 - 25% open Β· β±οΈ 26.12.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.7M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 4.4M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2625,7 +2610,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge inflect
```
python-slugify (π₯30 Β· β 1.4K) - Returns unicode slugs. MIT
+python-slugify (π₯29 Β· β 1.4K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 36 Β· π 100 Β· π 70 - 4% open Β· β±οΈ 25.10.2023):
@@ -2648,7 +2633,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 570K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 560K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
```
pip install pyahocorasick
```
@@ -2657,26 +2642,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyahocorasick
```
price-parser (π₯21 Β· β 290) - Extract price amount and currency symbol from a raw text string. BSD-3
-
-- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 14 Β· π 48 Β· π¦ 400 Β· π 36 - 69% open Β· β±οΈ 17.10.2023):
-
- ```
- git clone https://github.com/scrapinghub/price-parser
- ```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 62K / month Β· π¦ 15 Β· β±οΈ 25.11.2020):
- ```
- pip install price-parser
- ```
-coolname (π₯21 Β· β 130 Β· π€) - Random Name and Slug Generator. BSD-2
-- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 3 Β· π 12 Β· π¦ 2K 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¦ 2.1K 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₯ 390K / month Β· π¦ 60 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 340K / month Β· π¦ 60 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
@@ -2685,11 +2658,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge coolname
```
price-parser (π₯19 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» 14 Β· π 48 Β· π¦ 400 Β· π 36 - 69% open Β· β±οΈ 17.10.2023):
+
+ ```
+ git clone https://github.com/scrapinghub/price-parser
+ ```
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 59K / month Β· π¦ 15 Β· β±οΈ 25.11.2020):
+ ```
+ pip install price-parser
+ ```
+Show 3 hidden projects...
- humanize (π₯32 Β· β 1.7K Β· π) - python humanize functions.MIT
- awesome-slugify (π₯21 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
-- millify (π₯15 Β· β 82 Β· π) - Convert long numbers into a human-readable format in Python. MIT
+- millify (π₯14 Β· β 82 Β· π) - Convert long numbers into a human-readable format in Python. MIT
@@ -2709,44 +2694,44 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (π₯48 Β· β 8.5K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 390K Β· π 3.1K - 5% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 400K Β· π 3.1K - 5% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 850M / month Β· π¦ 18K Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 840M / month Β· π¦ 18K Β· β±οΈ 03.01.2024):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 28.12.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 04.01.2024):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯45 Β· β 8.2K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 670 Β· π 1.3K Β· π₯ 48K Β· π¦ 690K Β· π 7.6K - 2% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 670 Β· π 1.3K Β· π₯ 48K Β· π¦ 690K Β· π 7.6K - 2% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 100M / month Β· π¦ 48K Β· β±οΈ 02.11.2023):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 98M / month Β· π¦ 48K Β· β±οΈ 03.01.2024):
```
pip install SQLAlchemy
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 14M Β· β±οΈ 02.11.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 14M Β· β±οΈ 03.01.2024):
```
conda install -c conda-forge sqlalchemy
```
redis (π₯43 Β· β 12K) - Redis Python Client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 420 Β· π 2.5K Β· π 1.6K - 14% open Β· β±οΈ 11.12.2023):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 420 Β· π 2.5K Β· π 1.6K - 14% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 36M / month Β· π¦ 28K Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/redis) (π₯ 33M / month Β· π¦ 28K Β· β±οΈ 01.01.2024):
```
pip install redis
```
@@ -2757,12 +2742,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (π₯42 Β· β 4.5K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.6K Β· π 3.7K - 1% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.6K Β· π 3.7K - 2% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 58M / month Β· π¦ 2K Β· β±οΈ 12.12.2023):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 56M / month Β· π¦ 2K Β· β±οΈ 12.12.2023):
```
pip install google-cloud-storage
```
@@ -2773,12 +2758,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (π₯42 Β· β 4K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 670 Β· π 2.6K Β· π¦ 2.4K Β· π 9.1K - 13% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 680 Β· π 2.6K Β· π¦ 2.4K Β· π 9.1K - 13% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 45M / month Β· π¦ 720 Β· β±οΈ 07.11.2023):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 43M / month Β· π¦ 720 Β· β±οΈ 07.11.2023):
```
pip install azure-storage-blob
```
@@ -2789,12 +2774,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (π₯41 Β· β 11K) - 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¦ 25K Β· π 2.3K - 0% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 26K Β· π 2.3K - 0% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.6M / month Β· π¦ 3.7K Β· β±οΈ 13.10.2023):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 1.5M / month Β· π¦ 3.7K Β· β±οΈ 13.10.2023):
```
pip install peewee
```
@@ -2810,7 +2795,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 39M / month Β· π¦ 610 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 38M / month Β· π¦ 610 Β· β±οΈ 26.06.2023):
```
pip install PyMySQL
```
@@ -2821,7 +2806,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (π₯40 Β· β 4.1K) - 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¦ 45K Β· π 1.1K - 4% open Β· β±οΈ 13.12.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.6K Β· π¦ 45K Β· π 1.1K - 4% open Β· β±οΈ 13.12.2023):
```
git clone https://github.com/elastic/elasticsearch-py
@@ -2842,7 +2827,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 7.2M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.8M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2853,12 +2838,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (π₯39 Β· β 4K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.2K Β· β±οΈ 19.12.2023):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.2K Β· β±οΈ 04.01.2024):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 23M / month Β· π¦ 20K Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 22M / month Β· π¦ 20K Β· β±οΈ 29.11.2023):
```
pip install pymongo
```
@@ -2874,7 +2859,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 32M / month Β· π¦ 12K Β· β±οΈ 20.12.2023):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 30M / month Β· π¦ 12K Β· β±οΈ 20.12.2023):
```
pip install alembic
```
@@ -2885,12 +2870,12 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (π₯38 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¦ 22K Β· π 1.7K - 22% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 23K Β· π 1.7K - 21% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.3M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.1M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
pip install mongoengine
```
@@ -2901,12 +2886,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (π₯38 Β· β 680) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 140 Β· π 310 Β· π¦ 25K Β· π 620 - 11% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 140 Β· π 320 Β· π¦ 25K Β· π 620 - 11% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 37M / month Β· π¦ 1.2K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 35M / month Β· π¦ 1.2K Β· β±οΈ 13.12.2023):
```
pip install google-cloud-bigquery
```
@@ -2917,12 +2902,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (π₯37 Β· β 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 530 Β· π¦ 8.9K Β· π 350 - 55% open Β· β±οΈ 10.12.2023):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 530 Β· π¦ 9K Β· π 350 - 55% open Β· β±οΈ 10.12.2023):
```
git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 610K / month Β· π¦ 180 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 540K / month Β· π¦ 180 Β· β±οΈ 04.12.2023):
```
pip install sqlmodel
```
@@ -2933,12 +2918,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (π₯37 Β· β 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 650 Β· π₯ 220K Β· π¦ 1.3K Β· π 1K - 3% open Β· β±οΈ 24.12.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 650 Β· π₯ 220K Β· π¦ 1.4K Β· π 1K - 3% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 38M / month Β· π¦ 65 Β· β±οΈ 13.11.2023):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 37M / month Β· π¦ 65 Β· β±οΈ 13.11.2023):
```
pip install awswrangler
```
@@ -2949,12 +2934,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (π₯37 Β· β 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 240 Β· π 460 Β· π₯ 110 Β· π¦ 900 Β· π 2.4K - 4% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 240 Β· π 460 Β· π₯ 110 Β· π¦ 930 Β· π 2.4K - 4% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 120K / month Β· π¦ 53 Β· β±οΈ 24.12.2023):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 100K / month Β· π¦ 53 Β· β±οΈ 31.12.2023):
```
pip install ibis-framework
```
@@ -2970,7 +2955,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 5M / month Β· π¦ 7.2K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.9M / month Β· π¦ 7.2K Β· β±οΈ 13.12.2023):
```
pip install mysqlclient
```
@@ -2981,12 +2966,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (π₯35 Β· β 3.7K) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 9.8K Β· π 1.3K - 11% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 9.9K Β· π 1.3K - 11% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 2.9M / month Β· π¦ 980 Β· β±οΈ 13.11.2023):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 2.8M / month Β· π¦ 980 Β· β±οΈ 13.11.2023):
```
pip install elasticsearch-dsl
```
@@ -2997,12 +2982,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (π₯35 Β· β 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 47 Β· π 210 Β· π¦ 78K Β· β±οΈ 15.12.2023):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 47 Β· π 210 Β· π¦ 79K Β· β±οΈ 15.12.2023):
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 1.4M / month Β· π¦ 1.2K Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/motor) (π₯ 1.3M / month Β· π¦ 1.2K Β· β±οΈ 14.11.2023):
```
pip install motor
```
@@ -3018,7 +3003,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 190M / month Β· π¦ 740 Β· β±οΈ 11.12.2023):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 200M / month Β· π¦ 750 Β· β±οΈ 11.12.2023):
```
pip install s3fs
```
@@ -3027,41 +3012,41 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3fs
```
s3transfer (π₯35 Β· β 190) - Amazon S3 Transfer Manager for Python. Apache-2
+minio (π₯35 Β· β 720) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 38 Β· π 130 Β· π¦ 260K Β· π 86 - 58% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 130 Β· π 300 Β· π¦ 6.1K Β· π 540 - 1% open Β· β±οΈ 02.01.2024):
```
- git clone https://github.com/boto/s3transfer
+ git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 290M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.6M / month Β· π¦ 470 Β· β±οΈ 02.01.2024):
```
- pip install s3transfer
+ pip install minio
```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 21.12.2023):
+- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 150K Β· β±οΈ 02.01.2024):
```
- conda install -c conda-forge s3transfer
+ conda install -c conda-forge minio
```
Prometheus Client (π₯34 Β· β 3.7K) - Prometheus instrumentation library for Python.. Apache-2
+s3transfer (π₯35 Β· β 190) - Amazon S3 Transfer Manager for Python. Apache-2
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 800 Β· π 520 - 18% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 38 Β· π 130 Β· π¦ 260K Β· π 86 - 58% open Β· β±οΈ 21.12.2023):
```
- git clone https://github.com/prometheus/client_python
+ git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 24M / month Β· π¦ 840 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 280M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
```
- pip install prometheus_client
+ pip install s3transfer
```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 15M Β· β±οΈ 21.11.2023):
+- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 21.12.2023):
```
- conda install -c conda-forge prometheus_client
+ conda install -c conda-forge s3transfer
```
libcloud (π₯34 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 930 Β· π 200 - 37% open Β· β±οΈ 03.12.2023):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 930 Β· π 200 - 38% open Β· β±οΈ 03.12.2023):
```
git clone https://github.com/apache/libcloud
@@ -3078,7 +3063,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.6M / month Β· π¦ 700 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.4M / month Β· π¦ 700 Β· β±οΈ 21.12.2023):
```
pip install cassandra-driver
```
@@ -3087,14 +3072,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge cassandra-driver
```
SQLAlchemy-Utils (π₯34 Β· β 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
+SQLAlchemy-Utils (π₯34 Β· β 1.2K 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¦ 27K Β· π 430 - 44% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/kvesteri/sqlalchemy-utils
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 4.8M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 4.4M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
```
pip install sqlalchemy-utils
```
@@ -3103,22 +3088,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge sqlalchemy-utils
```
minio (π₯34 Β· β 720) - MinIO Client SDK for Python. Apache-2
-
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 6.1K Β· π 530 - 1% open Β· β±οΈ 27.12.2023):
-
- ```
- git clone https://github.com/minio/minio-py
- ```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.6M / month Β· π¦ 470 Β· β±οΈ 27.12.2023):
- ```
- pip install minio
- ```
-- [Conda](https://anaconda.org/conda-forge/minio) (π₯ 150K Β· β±οΈ 27.12.2023):
- ```
- conda install -c conda-forge minio
- ```
-pandas-gbq (π₯34 Β· β 400) - Google BigQuery connector for pandas. BSD-3
- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 48 Β· π 160 Β· π₯ 350 Β· π¦ 8.8K Β· π 340 - 12% open Β· β±οΈ 15.12.2023):
@@ -3137,12 +3106,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (π₯33 Β· β 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 340 Β· π₯ 13 Β· π¦ 6.8K Β· π 990 - 49% open Β· β±οΈ 06.12.2023):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 340 Β· π₯ 13 Β· π¦ 6.9K Β· π 990 - 48% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 110K / month Β· π¦ 100 Β· β±οΈ 11.08.2023):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 100K / month Β· π¦ 100 Β· β±οΈ 11.08.2023):
```
pip install tortoise-orm
```
@@ -3151,14 +3120,30 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge tortoise-orm
```
Prometheus Client (π₯33 Β· β 3.7K) - Prometheus instrumentation library for Python.. Apache-2
+
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 800 Β· π 520 - 18% open Β· β±οΈ 21.11.2023):
+
+ ```
+ git clone https://github.com/prometheus/client_python
+ ```
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 22M / month Β· π¦ 840 Β· β±οΈ 21.11.2023):
+ ```
+ pip install prometheus_client
+ ```
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 15M Β· β±οΈ 21.11.2023):
+ ```
+ conda install -c conda-forge prometheus_client
+ ```
+Pony (π₯33 Β· β 3.4K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 81 Β· π¦ 3.8K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 82 Β· π¦ 3.8K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 110K / month Β· π¦ 360 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/pony) (π₯ 97K / month Β· π¦ 370 Β· β±οΈ 25.09.2023):
```
pip install pony
```
@@ -3174,27 +3159,27 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2.2M / month Β· π¦ 110 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.1M / month Β· π¦ 110 Β· β±οΈ 15.03.2022):
```
pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 6.3K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 6.4K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pypika
```
neo4j-driver (π₯33 Β· β 850) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 210 Β· π¦ 7.8K Β· π 230 - 0% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 210 Β· π¦ 7.9K Β· π 230 - 0% open Β· β±οΈ 28.12.2023):
```
git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 120K / month Β· π¦ 230 Β· β±οΈ 28.12.2023):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 110K / month Β· π¦ 230 Β· β±οΈ 28.12.2023):
```
pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 200K Β· β±οΈ 28.11.2023):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 200K Β· β±οΈ 28.12.2023):
```
conda install -c conda-forge neo4j-python-driver
```
@@ -3206,7 +3191,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/encode/databases
```
-- [PyPi](https://pypi.org/project/databases) (π₯ 340K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/databases) (π₯ 310K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
```
pip install databases
```
@@ -3222,7 +3207,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.4M / month Β· π¦ 160 Β· β±οΈ 29.11.2023):
```
pip install pynamodb
```
@@ -3231,38 +3216,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pynamodb
```
cx-Oracle (π₯32 Β· β 870) - 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¦ 8K Β· π 640 - 4% open Β· β±οΈ 17.08.2023):
-
- ```
- git clone https://github.com/oracle/python-cx_Oracle
- ```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.9M / month Β· π¦ 360 Β· β±οΈ 20.07.2023):
- ```
- pip install cx-Oracle
- ```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 510K Β· β±οΈ 24.09.2023):
- ```
- conda install -c conda-forge cx_oracle
- ```
-dataset (π₯31 Β· β 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
-
-- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.5K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
-
- ```
- git clone https://github.com/pudo/dataset
- ```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 89K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
- ```
- pip install dataset
- ```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.7K Β· β±οΈ 12.07.2023):
- ```
- conda install -c conda-forge dataset
- ```
-influxdb (π₯31 Β· β 1.7K) - Python client for InfluxDB. MIT
- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 510 Β· π¦ 7.9K Β· π 550 - 30% open Β· β±οΈ 18.07.2023):
@@ -3270,7 +3223,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/influxdata/influxdb-python
```
-- [PyPi](https://pypi.org/project/influxdb) (π₯ 1.8M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
+- [PyPi](https://pypi.org/project/influxdb) (π₯ 1.7M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
```
pip install influxdb
```
@@ -3291,16 +3244,36 @@ _Libraries for connecting to, operating, and querying databases._
pip install pygsheets
```
prisma (π₯30 Β· β 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
+dataset (π₯30 Β· β 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 26 Β· π 64 Β· π¦ 2.7K Β· π 360 - 51% open Β· β±οΈ 12.12.2023):
+- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.5K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
```
- git clone https://github.com/RobertCraigie/prisma-client-py
+ git clone https://github.com/pudo/dataset
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 61K / month Β· π¦ 15 Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/dataset) (π₯ 74K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
```
- pip install prisma
+ pip install dataset
+ ```
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.7K Β· β±οΈ 12.07.2023):
+ ```
+ conda install -c conda-forge dataset
+ ```
+cx-Oracle (π₯30 Β· β 870 Β· π) - Python interface to Oracle Database now superseded by python-.. BSD-3
+
+- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 8K Β· π 640 - 4% open Β· β±οΈ 17.08.2023):
+
+ ```
+ git clone https://github.com/oracle/python-cx_Oracle
+ ```
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.9M / month Β· π¦ 360 Β· β±οΈ 20.07.2023):
+ ```
+ pip install cx-Oracle
+ ```
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 510K 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
@@ -3310,7 +3283,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 290K / month Β· π¦ 1.3K Β· β±οΈ 13.10.2023):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 280K / month Β· π¦ 1.3K Β· β±οΈ 13.10.2023):
```
pip install pysolr
```
@@ -3319,14 +3292,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pysolr
```
Records (π₯29 Β· β 7K Β· π€) - SQL for Humans. ISC
+Records (π₯29 Β· β 7.1K Β· π€) - SQL for Humans. ISC
- [GitHub](https://github.com/kennethreitz/records) (π¨βπ» 37 Β· π 580 Β· π¦ 1.1K Β· π 140 - 43% open Β· β±οΈ 13.03.2023):
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 290K / month Β· π¦ 180 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/records) (π₯ 260K / month Β· π¦ 180 Β· β±οΈ 15.12.2021):
```
pip install records
```
@@ -3335,34 +3308,46 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge records
```
confluent-kafka-python (π₯29 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
+prisma (π₯29 Β· β 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 900 Β· π¦ 8.1K):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 26 Β· π 64 Β· π¦ 2.7K Β· π 360 - 51% open Β· β±οΈ 12.12.2023):
```
- git clone https://github.com/confluentinc/confluent-kafka-python
- ```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 11M / month Β· π¦ 470 Β· β±οΈ 25.10.2023):
- ```
- pip install confluent-kafka
+ git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 810K Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 55K / month Β· π¦ 15 Β· β±οΈ 22.10.2023):
```
- conda install -c conda-forge python-confluent-kafka
+ pip install prisma
```
piccolos (π₯29 Β· β 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 78 Β· π¦ 310 Β· π 350 - 30% open Β· β±οΈ 23.12.2023):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 79 Β· π¦ 320 Β· π 350 - 30% open Β· β±οΈ 23.12.2023):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 14K / month Β· π¦ 11 Β· β±οΈ 23.12.2023):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 11K / month Β· π¦ 11 Β· β±οΈ 23.12.2023):
```
pip install piccolo
```
confluent-kafka-python (π₯28 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
+
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 900 Β· π¦ 8.2K):
+
+ ```
+ git clone https://github.com/confluentinc/confluent-kafka-python
+ ```
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 10M / month Β· π¦ 470 Β· β±οΈ 25.10.2023):
+ ```
+ pip install confluent-kafka
+ ```
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 810K Β· β±οΈ 25.09.2023):
+ ```
+ conda install -c conda-forge python-confluent-kafka
+ ```
+ODMantic (π₯28 Β· β 910) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 81 Β· π¦ 3.2K Β· π 160 - 46% open Β· β±οΈ 13.12.2023):
@@ -3382,7 +3367,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 47K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 45K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
```
pip install happybase
```
@@ -3391,9 +3376,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge happybase
```
filedepot (π₯23 Β· β 150) - Toolkit for storing files and attachments in web applications. MIT
+filedepot (π₯23 Β· β 150 Β· π€) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 970 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 980 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
```
git clone https://github.com/amol-/depot
@@ -3417,7 +3402,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (π₯19 Β· β 1.3K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 48 Β· π 130 Β· π 390 - 11% open Β· β±οΈ 19.12.2023):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 48 Β· π 130 Β· π 390 - 11% open Β· β±οΈ 30.12.2023):
```
git clone https://github.com/psycopg/psycopg
@@ -3430,17 +3415,17 @@ _Libraries for connecting to, operating, and querying databases._
- google-cloud-bigtable (π₯31 Β· β 57) - Google Cloud Bigtable API client library. Apache-2
- redis-py-cluster (π₯29 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
+- mongo-connector (π₯28 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- cloudant (π₯27 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
- umongo (π₯26 Β· β 440 Β· π) - sync/async MongoDB ODM, yes. MIT
- py2neo (π₯25 Β· β 5) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
- pyhdb (π₯24 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
-- gsheets-db-api (π₯21 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- PugSQL (π₯20 Β· β 650 Β· π) - A HugSQL-inspired database library for Python. Apache-2
+- gsheets-db-api (π₯20 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
-- lazydata (π₯16 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
+- lazydata (π₯16 Β· β 620 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- SuperSQLite (π₯14 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
@@ -3453,53 +3438,53 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯43 Β· β 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 540 Β· π 2.4K Β· π¦ 33K Β· π 2.6K - 23% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 540 Β· π 2.4K Β· π¦ 34K Β· π 2.6K - 24% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 6.5M / month Β· π¦ 820 Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 5.8M / month Β· π¦ 830 Β· β±οΈ 30.12.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 610K Β· β±οΈ 22.12.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 610K Β· β±οΈ 03.01.2024):
```
conda install -c conda-forge datasets
```
Faker (π₯43 Β· β 17K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 550 Β· π 1.8K Β· π¦ 190K Β· π 680 - 3% open Β· β±οΈ 13.12.2023):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 550 Β· π 1.8K Β· π¦ 190K Β· π 690 - 3% open Β· β±οΈ 29.12.2023):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 11M / month Β· π¦ 3.2K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 10M / month Β· π¦ 3.2K Β· β±οΈ 29.12.2023):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 880K Β· β±οΈ 13.12.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 880K Β· β±οΈ 30.12.2023):
```
conda install -c conda-forge faker
```
Tablib (π₯37 Β· β 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+Tablib (π₯36 Β· β 4.4K) - 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¦ 90K Β· π 260 - 12% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 590 Β· π¦ 90K Β· π 260 - 12% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/jazzband/tablib
```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 1.7M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/tablib) (π₯ 1.6M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
```
pip install tablib
```
-- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 93K Β· β±οΈ 12.06.2023):
+- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 94K Β· β±οΈ 12.06.2023):
```
conda install -c conda-forge tablib
```
xlwings (π₯36 Β· β 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
+xlwings (π₯35 Β· β 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 64 Β· π 480 Β· π₯ 19K Β· π¦ 30K Β· π 1.8K - 17% open Β· β±οΈ 12.12.2023):
@@ -3517,12 +3502,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (π₯34 Β· β 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.5K Β· π 890 - 3% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.5K Β· π 900 - 3% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 190K / month Β· π¦ 370 Β· β±οΈ 18.10.2023):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 180K / month Β· π¦ 370 Β· β±οΈ 18.10.2023):
```
pip install csvkit
```
@@ -3533,12 +3518,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (π₯34 Β· β 5.3K Β· π€) - Python module that makes working with XML feel like you are.. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 61K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 62K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
```
git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 30M / month Β· π¦ 5.7K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 27M / month Β· π¦ 5.7K Β· β±οΈ 08.05.2022):
```
pip install xmltodict
```
@@ -3554,7 +3539,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.1M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 5.8M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
@@ -3563,46 +3548,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge python-magic
```
pandas-datareader (π₯33 Β· β 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3
+smart-open (π₯32 Β· β 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 91 Β· π 660 Β· π¦ 22K Β· π 540 - 26% open Β· β±οΈ 24.10.2023):
+- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 100 Β· π 360 Β· π 390 - 20% open Β· β±οΈ 07.09.2023):
```
- git clone https://github.com/pydata/pandas-datareader
+ git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 390K / month Β· π¦ 860 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 16M / month Β· π¦ 630 Β· β±οΈ 07.09.2023):
```
- pip install pandas-datareader
+ pip install smart-open
```
-- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 340K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 2.2M Β· β±οΈ 07.09.2023):
```
- conda install -c conda-forge pandas-datareader
+ conda install -c conda-forge smart_open
```
smart-open (π₯32 Β· β 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+pandas-datareader (π₯32 Β· β 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3
-- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 100 Β· π 360 Β· π 390 - 20% open Β· β±οΈ 07.09.2023):
+- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 91 Β· π 660 Β· π¦ 22K Β· π 540 - 26% open Β· β±οΈ 24.10.2023):
```
- git clone https://github.com/RaRe-Technologies/smart_open
+ git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 17M / month Β· π¦ 630 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 380K / month Β· π¦ 860 Β· β±οΈ 13.07.2021):
```
- pip install smart-open
+ pip install pandas-datareader
```
-- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 2.2M Β· β±οΈ 07.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 340K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge smart_open
+ conda install -c conda-forge pandas-datareader
```
gdown (π₯31 Β· β 3.6K Β· π€) - 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¦ 24K Β· π 140 - 11% open Β· β±οΈ 22.04.2023):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 25K Β· π 140 - 11% open Β· β±οΈ 22.04.2023):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.2M / month Β· π¦ 440 Β· β±οΈ 25.03.2023):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.1M / month Β· π¦ 440 Β· β±οΈ 25.03.2023):
```
pip install gdown
```
@@ -3618,7 +3603,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 27K / month Β· π¦ 14 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 25K / month Β· π¦ 14 Β· β±οΈ 29.07.2022):
```
pip install snorkel
```
@@ -3629,12 +3614,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (π₯27 Β· β 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 140 Β· π¦ 1.8K Β· π 370 - 31% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 140 Β· π¦ 1.9K Β· π 370 - 31% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 48K / month Β· π¦ 130 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/intake) (π₯ 47K / month Β· π¦ 130 Β· β±οΈ 04.12.2023):
```
pip install intake
```
@@ -3645,72 +3630,72 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (π₯26 Β· β 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 29 Β· π 270 Β· π₯ 1.5K Β· π¦ 97 Β· π 230 - 44% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 29 Β· π 280 Β· π₯ 1.5K Β· π¦ 100 Β· π 230 - 44% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 52K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 34K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
```
pip install img2dataset
```
camelot (π₯24 Β· β 2.5K) - A Python library to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 45 Β· π 390 Β· π 300 - 63% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 46 Β· π 390 Β· π 300 - 63% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 5K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 4.7K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
rows (π₯22 Β· β 850) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
+rows (π₯22 Β· β 850 Β· π€) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 160 Β· π 320 - 52% open Β· β±οΈ 06.06.2023):
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 590 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 520 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
```
pip install rows
```
excalibur (π₯20 Β· β 1.4K) - A web interface to extract tabular data from PDFs. MIT
+Upgini (π₯20 Β· β 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/camelot-dev/excalibur) (π¨βπ» 13 Β· π 220 Β· π₯ 11K Β· π 120 - 67% open Β· β±οΈ 15.07.2023):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 11 Β· π 21 Β· π¦ 5 Β· β±οΈ 30.12.2023):
```
- git clone https://github.com/camelot-dev/excalibur
+ git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 920 / month Β· β±οΈ 21.03.2020):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 4.8K / month Β· β±οΈ 30.12.2023):
```
- pip install excalibur-py
+ pip install upgini
```
Upgini (π₯20 Β· β 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+excalibur (π₯19 Β· β 1.4K) - A web interface to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 11 Β· π 21 Β· π¦ 5 Β· β±οΈ 25.12.2023):
+- [GitHub](https://github.com/camelot-dev/excalibur) (π¨βπ» 13 Β· π 220 Β· π₯ 11K Β· π 120 - 67% open Β· β±οΈ 15.07.2023):
```
- git clone https://github.com/upgini/upgini
+ git clone https://github.com/camelot-dev/excalibur
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 5.7K / month Β· β±οΈ 25.12.2023):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 920 / month Β· β±οΈ 21.03.2020):
```
- pip install upgini
+ pip install excalibur-py
```
Squirrel (π₯17 Β· β 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
-- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 15 Β· π 8 Β· π¦ 2 Β· π 18 - 50% open Β· β±οΈ 15.12.2023):
+- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 16 Β· π 8 Β· π¦ 2 Β· π 18 - 50% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.6K / month Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.5K / month Β· β±οΈ 18.12.2023):
```
pip install squirrel-core
```
@@ -3744,48 +3729,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯48 Β· β 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.1K Β· π 13K Β· π₯ 580K Β· π¦ 9K Β· π 8.6K - 10% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.1K Β· π 13K Β· π₯ 580K Β· π¦ 9K Β· π 8.6K - 10% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 28M / month Β· π¦ 330 Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 31M / month Β· π¦ 330 Β· β±οΈ 18.12.2023):
```
pip install apache-airflow
```
-- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 990K Β· β±οΈ 13.11.2023):
+- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 990K Β· β±οΈ 01.01.2024):
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 400M Β· β 490 Β· β±οΈ 18.12.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 450M Β· β 500 Β· β±οΈ 18.12.2023):
```
docker pull apache/airflow
```
Celery (π₯46 Β· β 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.6K Β· π¦ 120K Β· π 5K - 12% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.6K Β· π¦ 120K Β· π 5K - 12% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 8.3M / month Β· π¦ 15K Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/celery) (π₯ 7.5M / month Β· π¦ 15K Β· β±οΈ 22.11.2023):
```
pip install celery
```
-- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.5M Β· β±οΈ 05.09.2023):
+- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.5M Β· β±οΈ 30.12.2023):
```
conda install -c conda-forge celery
```
Prefect (π₯43 Β· β 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 430 Β· π 1.4K Β· π¦ 4.2K Β· π 4.4K - 14% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 430 Β· π 1.4K Β· π¦ 4.2K Β· π 4.4K - 14% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 620K / month Β· π¦ 160 Β· β±οΈ 20.12.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 550K / month Β· π¦ 160 Β· β±οΈ 20.12.2023):
```
pip install prefect
```
@@ -3794,30 +3779,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge prefect
```
Dagster (π₯41 Β· β 9.2K Β· π) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯41 Β· β 9.3K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 380 Β· π 1.1K Β· π¦ 1.8K Β· π 6.7K - 33% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 380 Β· π 1.1K Β· π¦ 1.8K Β· π 6.8K - 33% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 1.1M / month Β· π¦ 140 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 1M / month Β· π¦ 140 Β· β±οΈ 14.12.2023):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 14.12.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.1M Β· β±οΈ 14.12.2023):
```
conda install -c conda-forge dagster
```
Beam (π₯41 Β· β 7.3K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 2 Β· π 6.4K - 67% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 3 Β· π 6.4K - 67% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.6M / month Β· π¦ 180 Β· β±οΈ 26.12.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.5M / month Β· π¦ 180 Β· β±οΈ 26.12.2023):
```
pip install apache-beam
```
@@ -3828,12 +3813,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (π₯40 Β· β 9.1K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 420 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 420 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 54 Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 55 Β· β±οΈ 22.12.2023):
```
pip install great_expectations
```
@@ -3844,28 +3829,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (π₯40 Β· β 3.5K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 130 Β· π 380 Β· π¦ 370K Β· π 870 - 46% open Β· β±οΈ 01.12.2023):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 130 Β· π 380 Β· π¦ 380K Β· π 870 - 46% open Β· β±οΈ 01.12.2023):
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 41M / month Β· π¦ 6.6K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 39M / month Β· π¦ 6.6K Β· β±οΈ 09.08.2023):
```
pip install joblib
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 23M Β· β±οΈ 09.08.2023):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 24M Β· β±οΈ 09.08.2023):
```
conda install -c conda-forge joblib
```
rq (π₯39 Β· β 9.3K Β· π) - Simple job queues for Python. BSD-3
+rq (π₯39 Β· β 9.3K) - 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 24.12.2023):
```
git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 1.5M / month Β· π¦ 1.8K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/rq) (π₯ 1.4M / month Β· π¦ 1.8K Β· β±οΈ 22.06.2023):
```
pip install rq
```
@@ -3876,24 +3861,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯38 Β· β 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 850 Β· π¦ 2.1K Β· π 1.7K - 18% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 850 Β· π¦ 2.1K Β· π 1.7K - 18% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 350K / month Β· π¦ 72 Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 320K / month Β· π¦ 72 Β· β±οΈ 13.12.2023):
```
pip install kedro
```
dbt (π₯38 Β· β 8K) - 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 1.4K Β· π₯ 3.6K Β· π¦ 3.9K Β· π 4.9K - 11% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.4K Β· π₯ 3.7K Β· π¦ 4K Β· π 4.9K - 11% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 90K / month Β· π¦ 30 Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 86K / month Β· π¦ 30 Β· β±οΈ 08.12.2023):
```
pip install dbt
```
@@ -3909,7 +3894,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 490K / month Β· π¦ 420 Β· β±οΈ 05.10.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 460K / month Β· π¦ 420 Β· β±οΈ 05.10.2023):
```
pip install luigi
```
@@ -3920,19 +3905,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (π₯34 Β· β 7.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 550 Β· π¦ 2.6K Β· π 440 - 11% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 550 Β· π¦ 2.6K Β· π 440 - 11% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 2.2K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 2K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
```
pip install hub
```
zenml (π₯33 Β· β 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 81 Β· π 350 Β· π₯ 1 Β· π¦ 300 Β· π 250 - 17% open Β· β±οΈ 22.12.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 81 Β· π 350 Β· π₯ 1 Β· π¦ 310 Β· π 250 - 17% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/zenml-io/zenml
@@ -3949,7 +3934,7 @@ _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₯ 1.1M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
```
pip install petl
```
@@ -3965,7 +3950,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 88K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/huey) (π₯ 79K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
```
pip install huey
```
@@ -3976,12 +3961,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (π₯31 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» 32 Β· π 110 Β· π₯ 44 Β· π¦ 230 Β· π 410 - 4% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 32 Β· π 110 Β· π₯ 44 Β· π¦ 230 Β· π 410 - 4% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 130K / month Β· π¦ 6 Β· β±οΈ 12.12.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 6 Β· β±οΈ 03.01.2024):
```
pip install whylogs
```
@@ -3998,14 +3983,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install faust
```
ploomber (π₯30 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
+ploomber (π₯29 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 220 Β· π¦ 120 Β· π 860 - 11% open Β· β±οΈ 08.12.2023):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 220 Β· π¦ 120 Β· π 860 - 11% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.6K / month Β· π¦ 7 Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.7K / month Β· π¦ 7 Β· β±οΈ 29.11.2023):
```
pip install ploomber
```
@@ -4021,7 +4006,7 @@ _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₯ 230K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 210K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
```
pip install mleap
```
@@ -4037,7 +4022,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/EntilZha/PyFunctional
```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 220K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 210K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
```
pip install pyfunctional
```
@@ -4049,7 +4034,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 76K / month Β· π¦ 21 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 72K / month Β· π¦ 21 Β· β±οΈ 02.12.2022):
```
pip install arq
```
@@ -4077,7 +4062,7 @@ _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₯ 160K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 220K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4093,7 +4078,7 @@ _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₯ 6.6K / month Β· β±οΈ 19.07.2020):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 6.5K / month Β· β±οΈ 19.07.2020):
```
pip install optimuspyspark
```
@@ -4105,39 +4090,23 @@ _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₯ 3.7K / month Β· π¦ 10 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 2.7K / month Β· π¦ 10 Β· β±οΈ 14.12.2023):
```
pip install tasktiger
```
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» 35 Β· π 44 Β· π¦ 7 Β· π 110 - 29% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 35 Β· π 44 Β· π¦ 7 Β· π 110 - 29% open Β· β±οΈ 29.12.2023):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 210 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 160 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
pdpipe (π₯20 Β· β 710 Β· π€) - Easy pipelines for pandas DataFrames. MIT
-
-- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 58 Β· π 53 - 28% open Β· β±οΈ 24.12.2022):
-
- ```
- git clone https://github.com/pdpipe/pdpipe
- ```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.4K / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
- ```
- pip install pdpipe
- ```
-- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 29K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge pdpipe
- ```
-Mara Pipelines (π₯18 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 42 - 61% open Β· β±οΈ 07.12.2023):
@@ -4157,7 +4126,7 @@ _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₯ 67 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 42 / month Β· β±οΈ 22.01.2019):
```
pip install d6tflow
```
@@ -4169,24 +4138,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/olirice/flupy
```
-- [PyPi](https://pypi.org/project/flupy) (π₯ 170K / month Β· β±οΈ 21.10.2022):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 140K / month Β· β±οΈ 21.10.2022):
```
pip install flupy
```
Show 13 hidden projects...
+Show 14 hidden projects...
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services.Apache-2
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- streamparse (π₯25 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
-- pysparkling (π₯23 Β· β 260 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
+- pysparkling (π₯22 Β· β 260 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- mrq (π₯20 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
+- pdpipe (π₯20 Β· β 710 Β· π) - Easy pipelines for pandas DataFrames. MIT Apache-2 spark
-- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. 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
-- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
- bodywork-core (π₯15 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+- Botflow (π₯14 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
- datajob (π₯13 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
PyYAML (π₯38 Β· β 2.3K) - Canonical source repository for PyYAML. MIT
+XlsxWriter (π₯37 Β· β 3.4K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 500 Β· π¦ 1M Β· π 580 - 46% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 71K Β· π 910 - 1% open Β· β±οΈ 08.11.2023):
```
- git clone https://github.com/yaml/pyyaml
+ git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 230M / month Β· π¦ 78K Β· β±οΈ 18.07.2023):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 14M / month Β· π¦ 4K Β· β±οΈ 19.10.2023):
```
- pip install pyyaml
+ pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 41M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 3.1M Β· β±οΈ 05.11.2023):
```
- conda install -c conda-forge pyyaml
+ conda install -c conda-forge xlsxwriter
```
XlsxWriter (π₯37 Β· β 3.4K) - A Python module for creating Excel XLSX files. BSD-2
+PyYAML (π₯37 Β· β 2.3K) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 71K Β· π 910 - 1% open Β· β±οΈ 08.11.2023):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 500 Β· π¦ 1M Β· π 580 - 46% open Β· β±οΈ 14.11.2023):
```
- git clone https://github.com/jmcnamara/XlsxWriter
+ git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 15M / month Β· π¦ 4K Β· β±οΈ 19.10.2023):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 220M / month Β· π¦ 78K Β· β±οΈ 18.07.2023):
```
- pip install xlsxwriter
+ pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 3.1M Β· β±οΈ 05.11.2023):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 41M Β· β±οΈ 22.09.2023):
```
- conda install -c conda-forge xlsxwriter
+ conda install -c conda-forge pyyaml
```
jmespath (π₯32 Β· β 2K Β· π€) - JMESPath is a query language for JSON. MIT
@@ -4252,12 +4222,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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» 79 Β· π 210 Β· π¦ 8.9K Β· π 280 - 23% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 79 Β· π 210 Β· π¦ 9K Β· π 280 - 23% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 12M / month Β· π¦ 840 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 11M / month Β· π¦ 840 Β· β±οΈ 14.11.2023):
```
pip install deepdiff
```
@@ -4266,14 +4236,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge deepdiff
```
typing_inspect (π₯25 Β· β 320 Β· π€) - Runtime inspection utilities for Python typing module. MIT
+typing_inspect (π₯24 Β· β 320 Β· π€) - Runtime inspection utilities for Python typing module. MIT
- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (π¨βπ» 17 Β· π 29 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₯ 25M / month Β· π¦ 390 Β· β±οΈ 24.05.2023):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 23M / month Β· π¦ 390 Β· β±οΈ 24.05.2023):
```
pip install typing_inspect
```
@@ -4293,30 +4263,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (π₯40 Β· β 5K) - Python Classes Without Boilerplate. MIT
+attrs (π₯42 Β· β 5K Β· π) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 910K Β· π 670 - 17% open Β· β±οΈ 08.12.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 390 Β· π¦ 920K Β· π 670 - 17% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/python-attrs/attrs
```
-- [PyPi](https://pypi.org/project/attrs) (π₯ 130M / month Β· π¦ 18K Β· β±οΈ 16.04.2023):
+- [PyPi](https://pypi.org/project/attrs) (π₯ 130M / month Β· π¦ 18K Β· β±οΈ 31.12.2023):
```
pip install attrs
```
-- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 34M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 34M Β· β±οΈ 31.12.2023):
```
conda install -c conda-forge attrs
```
more-itertools (π₯39 Β· β 3.3K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 110 Β· π 260 Β· π₯ 2.9K Β· π¦ 200K Β· π 280 - 5% open Β· β±οΈ 23.12.2023):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 110 Β· π 260 Β· π₯ 2.9K Β· π¦ 210K Β· π 280 - 5% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 57M / month Β· π¦ 9K Β· β±οΈ 03.08.2023):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 53M / month Β· π¦ 9.1K Β· β±οΈ 03.08.2023):
```
pip install more-itertools
```
@@ -4332,11 +4302,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 3.6M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3.8M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
```
pip install boltons
```
-- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 3.8M Β· β±οΈ 21.12.2023):
+- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 3.9M Β· β±οΈ 21.12.2023):
```
conda install -c conda-forge boltons
```
@@ -4348,7 +4318,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 38M / month Β· π¦ 1.7K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 35M / month Β· π¦ 1.7K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
@@ -4357,30 +4327,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge tenacity
```
python-dependency-injector (π₯32 Β· β 3.4K Β· π€) - Dependency injection framework for Python. BSD-3
+returns (π₯31 Β· β 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 260 Β· π¦ 2.7K Β· π 540 - 33% open Β· β±οΈ 19.12.2022):
-
- ```
- git clone https://github.com/ets-labs/python-dependency-injector
- ```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 1M / month Β· π¦ 120 Β· β±οΈ 19.12.2022):
- ```
- pip install dependency-injector
- ```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 35K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge dependency_injector
- ```
-returns (π₯31 Β· β 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 48 Β· π 100 Β· π¦ 490 Β· π 420 - 15% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 48 Β· π 100 Β· π¦ 500 Β· π 420 - 15% open Β· β±οΈ 27.12.2023):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 210K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/returns) (π₯ 180K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
```
pip install returns
```
@@ -4396,7 +4350,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.8M / month Β· π¦ 630 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.6M / month Β· π¦ 640 Β· β±οΈ 28.03.2023):
```
pip install funcy
```
@@ -4405,14 +4359,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge funcy
```
natsort (π₯29 Β· β 820) - Simple yet flexible natural sorting in Python. MIT
+natsort (π₯29 Β· β 820 Β· π€) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 47 Β· π¦ 25K Β· π 89 - 1% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 3.9M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 3.5M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
pip install natsort
```
@@ -4428,7 +4382,7 @@ _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₯ 17K / month Β· π¦ 66 Β· β±οΈ 27.10.2023):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 14K / month Β· π¦ 66 Β· β±οΈ 27.10.2023):
```
pip install ubelt
```
@@ -4437,9 +4391,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge ubelt
```
Show 6 hidden projects...
+Show 7 hidden projects...
-- toolz (π₯35 Β· β 4.4K Β· π) - A functional standard library for Python.BSD-3
+- toolz (π₯34 Β· β 4.4K Β· π) - A functional standard library for Python. BSD-3
+- python-dependency-injector (π₯32 Β· β 3.4K Β· π) - Dependency injection framework for Python. BSD-3
- retrying (π₯27 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- ratelimit (π₯24 Β· β 680 Β· π) - API Rate Limit Decorator. MIT
- CommonRegex (π₯23 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4454,12 +4409,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯43 Β· β 58K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.7K Β· π 28K Β· π¦ 3 Β· π 68K - 12% open Β· β±οΈ 28.12.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.7K Β· π 29K Β· π¦ 4 Β· π 68K - 12% open Β· β±οΈ 04.01.2024):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 84K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 75K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4474,7 +4429,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯35 Β· β 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 610 Β· π 7K Β· π₯ 71K Β· π 5.4K - 31% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 610 Β· π 7K Β· π₯ 71K Β· π 5.4K - 31% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/micropython/micropython
@@ -4496,7 +4451,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- grumpy (π₯23 Β· β 11K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
- stackless (π₯18 Β· β 960 Β· π) - The Stackless Python programming language. βUnlicensed
-- cl-python (π₯11 Β· β 360) - An implementation of Python in Common Lisp. βUnlicensed
+- cl-python (π₯10 Β· β 360) - An implementation of Python in Common Lisp. βUnlicensed
@@ -4506,12 +4461,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (π₯43 Β· β 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 820 Β· π 560 Β· π¦ 640K Β· π 1.8K - 23% open Β· β±οΈ 23.12.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 820 Β· π 560 Β· π¦ 640K Β· π 1.8K - 23% open Β· β±οΈ 02.01.2024):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 75M / month Β· π¦ 37K Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 69M / month Β· π¦ 37K Β· β±οΈ 21.11.2023):
```
pip install pygments
```
@@ -4520,14 +4475,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pygments
```
cookiecutter (π₯40 Β· β 21K Β· π) - A cross-platform command-line utility that creates projects.. BSD-3
+cookiecutter (π₯40 Β· β 21K) - A cross-platform command-line utility that creates projects from.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 320 Β· π 2K Β· π¦ 24K Β· π 840 - 24% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/cookiecutter/cookiecutter
```
-- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 3.1M / month Β· π¦ 1.6K Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 2.9M / month Β· π¦ 1.6K Β· β±οΈ 21.11.2023):
```
pip install cookiecutter
```
@@ -4536,14 +4491,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge cookiecutter
```
pyparsing (π₯39 Β· β 2K) - Python library for creating PEG parsers. MIT
+pyparsing (π₯38 Β· β 2K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 62 Β· π 260 Β· π₯ 8.9K Β· π¦ 910K Β· π 320 - 10% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 62 Β· π 260 Β· π₯ 9K Β· π¦ 910K Β· π 320 - 10% open Β· β±οΈ 20.11.2023):
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 96M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 90M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
```
pip install pyparsing
```
@@ -4570,7 +4525,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (π₯35 Β· β 3K) - Complete C99 parser in pure Python. BSD-3
-- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 580 Β· π¦ 720K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
+- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 580 Β· π¦ 730K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
```
git clone https://github.com/eliben/pycparser
@@ -4591,7 +4546,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 100M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 97M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
```
pip install wrapt
```
@@ -4600,14 +4555,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge wrapt
```
py4j (π₯35 Β· β 1.1K Β· π€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3
+py4j (π₯34 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¦ 33K Β· π 420 - 35% open Β· β±οΈ 12.02.2023):
```
git clone https://github.com/bartdag/py4j
```
-- [PyPi](https://pypi.org/project/py4j) (π₯ 36M / month Β· π¦ 710 Β· β±οΈ 12.08.2022):
+- [PyPi](https://pypi.org/project/py4j) (π₯ 35M / month Β· π¦ 710 Β· β±οΈ 12.08.2022):
```
pip install py4j
```
@@ -4618,12 +4573,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (π₯33 Β· β 1.4K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 70 Β· π 150 Β· π¦ 790 Β· π 430 - 13% open Β· β±οΈ 25.12.2023):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 70 Β· π 150 Β· π¦ 800 Β· π 430 - 13% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 180K / month Β· π¦ 42 Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/copier) (π₯ 170K / month Β· π¦ 42 Β· β±οΈ 27.11.2023):
```
pip install copier
```
@@ -4635,7 +4590,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 91M / month Β· π¦ 11K Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 83M / month Β· π¦ 11K Β· β±οΈ 26.08.2023):
```
pip install pluggy
```
@@ -4651,7 +4606,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 56M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 53M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4667,7 +4622,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/boppreh/keyboard
```
-- [PyPi](https://pypi.org/project/keyboard) (π₯ 210K / month Β· π¦ 530 Β· β±οΈ 23.03.2020):
+- [PyPi](https://pypi.org/project/keyboard) (π₯ 190K / month Β· π¦ 530 Β· β±οΈ 23.03.2020):
```
pip install keyboard
```
@@ -4676,14 +4631,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge keyboard
```
fastcore (π₯30 Β· β 880) - Python supercharged for the fastai library. Apache-2
+fastcore (π₯30 Β· β 880 Β· π€) - Python supercharged for the fastai library. Apache-2
- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 5.2K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 610K / month Β· π¦ 320 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 540K / month Β· π¦ 320 Β· β±οΈ 28.03.2023):
```
pip install fastcore
```
@@ -4692,14 +4647,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge fastcore
```
pyscaffold (π₯28 Β· β 1.9K) - Python project template generator with batteries included. MIT
+pyscaffold (π₯28 Β· β 1.9K Β· π€) - Python project template generator with batteries included. MIT
-- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 170 Β· π 300 - 11% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 180 Β· π 300 - 11% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/pyscaffold/pyscaffold
```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 180K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 170K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
```
pip install pyscaffold
```
@@ -4715,7 +4670,7 @@ _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₯ 130K / month Β· π¦ 270 Β· β±οΈ 12.03.2023):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 120K / month Β· π¦ 270 Β· β±οΈ 12.03.2023):
```
pip install pyscreenshot
```
@@ -4727,7 +4682,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.6M / month Β· π¦ 84 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5M / month Β· π¦ 84 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4743,7 +4698,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/arsenetar/send2trash
```
-- [PyPi](https://pypi.org/project/send2trash) (π₯ 13M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 12M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
```
pip install send2trash
```
@@ -4759,7 +4714,7 @@ _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₯ 540K / month Β· π¦ 260 Β· β±οΈ 20.04.2023):
+- [PyPi](https://pypi.org/project/mss) (π₯ 550K / month Β· π¦ 260 Β· β±οΈ 20.04.2023):
```
pip install mss
```
@@ -4770,8 +4725,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects...
-- powerline-shell (π₯26 Β· β 6.2K Β· π) - A beautiful and useful prompt for your shell.MIT
-- openpyxl (π₯26 Β· β 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- powerline-shell (π₯25 Β· β 6.2K Β· π) - A beautiful and useful prompt for your shell. MIT
+- openpyxl (π₯25 Β· β 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- pluginbase (π₯24 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
- macropy (π₯22 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
BSD-3
+- attrs (π₯42 Β· β 5K Β· π) - Python Classes Without Boilerplate. MIT
+- filesystem_spec (π₯40 Β· β 710 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- python-fire (π₯37 Β· β 26K Β· π) - Python Fire is a library for automatically generating.. Apache-2
+- questionary (π₯31 Β· β 1.3K Β· π) - Python library to build pretty command line user prompts Easy to.. MIT
+
+## 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._
+
+- watchdog (π₯35 Β· β 6.1K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
+- cx-Oracle (π₯30 Β· β 870 Β· π) - Python interface to Oracle Database now superseded by python-.. BSD-3
+- Vaex (π₯28 Β· β 8.1K Β· π) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
+- configobj (π₯27 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
+- price-parser (π₯19 Β· β 280 Β· π) - Extract price amount and currency symbol from a raw text.. BSD-3
+
diff --git a/history/2024-01-04_projects.csv b/history/2024-01-04_projects.csv
new file mode 100644
index 0000000..8123360
--- /dev/null
+++ b/history/2024-01-04_projects.csv
@@ -0,0 +1,392 @@
+,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,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 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,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 13:09:27.000,2023-12-28 17:09:02.000,2023-12-28 17:09:01,295.0,24.0,156,51.0,176.0,,3.0,2094,2023-12-28 17:09:09.000,2023.12.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-12-28 17:08:27.000,2023-12-28 17:08:26,293.0,22.0,41,24.0,172.0,3.0,5.0,857,2023-12-28 17:08:34.000,2023.12.28,100.0,7.0,0,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 13:09:27.000,2023-12-28 17:09:02.000,2023-12-28 17:09:01,295.0,24.0,156,51.0,176.0,,3.0,2094,2023-12-28 17:09:09.000,2023.12.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,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 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1662.0,323.0,13.0,73.0,38749,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,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 23:02:39.000,2024-01-04 10:59:24.000,2024-01-04 08:27:28,34699.0,935.0,8995,600.0,13425.0,2178.0,10093.0,25359,2024-01-02 22:54:39.000,1.26.3,155.0,1722.0,54,True,2177661.0,2036380.0,numpy,conda-forge/numpy,921940.0,198092409.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,141281.0,196484047.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,68664064.0,1.0,,,,,,,,,,,,,,,,,,,
+8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-01-04 07:34:15.000,2024-01-03 23:20:05,16645.0,701.0,15355,2065.0,9181.0,901.0,5164.0,62473,2023-11-15 23:29:56.000,4.25.1,152.0,1184.0,52,True,584503.0,564418.0,protobuf,conda-forge/protobuf,37899500.0,157520104.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16480.0,151136403.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16556105.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3605.0,5146074.0,,,,,,,,,,,,,,
+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 01:37:33.000,2024-01-04 10:01:03.000,2024-01-04 03:30:20,34071.0,666.0,17040,1116.0,30963.0,3609.0,22220.0,40806,2023-12-08 15:39:17.000,2.1.4,123.0,3513.0,52,True,1534304.0,1458808.0,pandas,conda-forge/pandas,241397.0,145250985.0,https://pypi.org/project/pandas,2023-12-22 20:01:52.000,75496.0,144053107.0,https://anaconda.org/conda-forge/pandas,2023-12-23 02:00:12.185,46633223.0,1.0,,,,,,['pandas'],,,,,,,,,,,,,
+10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-01-04 13:32:38.000,2024-01-04 13:11:32,22642.0,1008.0,13313,755.0,24321.0,909.0,7677.0,33419,2023-12-18 19:16:17.000,2.8.0,174.0,3123.0,48,True,9378.0,9048.0,apache-airflow,conda-forge/airflow,580455.0,35056695.0,https://pypi.org/project/apache-airflow,2023-12-18 17:04:26.000,330.0,30720010.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,986844.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-18 18:47:29.931577,495.0,452281446.0,,,,,,,
+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 21:38:03.000,2024-01-04 07:50:11.291,2024-01-03 19:17:44,5668.0,206.0,1868,241.0,717.0,177.0,2969.0,8502,2024-01-03 20:34:33.000,1.34.12,1461.0,153.0,48,True,413827.0,395600.0,boto3,conda-forge/boto3,,837418241.0,https://pypi.org/project/boto3,2024-01-03 20:34:33.000,18227.0,837011027.0,https://anaconda.org/conda-forge/boto3,2024-01-04 07:50:11.291,17917421.0,1.0,,,,,,,,,,,,,,,,,,,
+12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-01-04 09:00:44.000,2024-01-04 01:52:29,54184.0,137.0,23894,1930.0,50243.0,885.0,31381.0,59796,2023-12-11 20:57:49.000,2.16.2,345.0,6809.0,47,True,35674.0,31591.0,ansible,conda-forge/ansible,,4209042.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4083.0,4186690.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,983508.0,1.0,,,,,,,,,,,,,,,,,,,
+13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-01-04 11:23:57.000,2024-01-04 11:23:50,11334.0,360.0,1726,125.0,7753.0,31.0,2321.0,5986,2023-11-28 00:48:49.000,41.0.7,121.0,303.0,47,True,622922.0,601096.0,cryptography,conda-forge/cryptography,,201437898.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21826.0,200364005.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,45103528.0,1.0,,,,,,,,,,,,,,,,,,,
+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 11:31:24.000,2024-01-03 18:19:47.000,2024-01-03 18:19:46,12397.0,64.0,4575,473.0,3180.0,650.0,4367.0,22815,2023-11-22 15:18:14.000,5.3.6,203.0,1325.0,46,True,137337.0,122232.0,celery,conda-forge/celery,,7514706.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15105.0,7479453.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1515896.0,1.0,,,,,,,,,,,,,,,,,,,
+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 09:52:19.000,2023-12-29 19:38:06.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1082.0,111.0,1433.0,14655,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1584769.0,1508871.0,click,conda-forge/click,201.0,149162816.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,148139632.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32741775.0,1.0,,,,,,,,,,,,,1.0,,,,,,
+16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-03 08:29:23.251,2024-01-03 02:22:17,16761.0,175.0,1307,90.0,720.0,211.0,7419.0,8196,2024-01-03 02:22:06.000,rel_2_0_25,297.0,674.0,45,True,742088.0,694155.0,SQLAlchemy,conda-forge/sqlalchemy,48049.0,98156345.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,47933.0,97780327.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-03 08:29:23.251,13875665.0,1.0,,,,,,,,,,,,,,,,,,,
+17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-01-04 11:57:21.000,2024-01-04 11:54:12,2683.0,161.0,1552,104.0,3301.0,311.0,3237.0,17102,2023-12-22 10:39:43.000,2.5.3,128.0,458.0,44,True,324148.0,314197.0,pydantic,conda-forge/pydantic,,130239357.0,https://pypi.org/project/pydantic,2023-12-22 10:39:43.000,9951.0,130078311.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6763959.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,,
+18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-01-04 10:45:24.287,2024-01-03 19:17:34,11765.0,220.0,3993,572.0,3649.0,575.0,4007.0,14572,2024-01-03 20:34:07.000,1.32.12,1868.0,432.0,44,True,3065.0,3.0,awscli,conda-forge/awscli,1571.0,140257556.0,https://pypi.org/project/awscli,2024-01-03 20:34:07.000,3062.0,139739321.0,https://anaconda.org/conda-forge/awscli,2024-01-04 10:45:24.287,21764838.0,1.0,,,,,,,,,,,,,,,,,,,
+19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-04 07:05:40.962,2024-01-03 19:17:21,10596.0,274.0,1037,65.0,2042.0,143.0,924.0,1370,2024-01-03 20:33:27.000,1.34.12,1859.0,202.0,44,True,307845.0,299222.0,botocore,conda-forge/botocore,,357433619.0,https://pypi.org/project/botocore,2024-01-03 20:33:27.000,8623.0,356785694.0,https://anaconda.org/conda-forge/botocore,2024-01-04 07:05:40.962,24621183.0,1.0,,,,,,,,,,,,,,,,,,,
+20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-01-04 12:51:52.000,2024-01-04 11:14:15,120152.0,1072.0,28531,1501.0,47173.0,8589.0,58936.0,57620,2020-07-22 03:00:52.000,0.0.6,11.0,2746.0,43,True,12.0,4.0,cpython,conda-forge/typing,,106134.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,74730.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2952041.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,,
+21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-01 14:00:16.000,2023-11-15 16:31:56,3870.0,21.0,1675,542.0,1059.0,197.0,1059.0,45962,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,160390.0,154664.0,rich,conda-forge/rich,,34305752.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,34165358.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5896568.0,1.0,,,,,,,,,,,,,,,,,,,
+22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-01-02 23:55:52.000,2023-12-19 22:43:55,3061.0,45.0,3196,640.0,2443.0,151.0,2203.0,21557,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,86739.0,86118.0,flatbuffers,conda-forge/flatbuffers,324574.0,13799890.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,340.0,13007008.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,932099.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,281.0,779929.0,,,,,,,,,,,,,,
+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 09:23:22.000,2024-01-03 22:01:29.660,2024-01-03 13:19:47,3674.0,103.0,2425,278.0,3856.0,636.0,2007.0,17822,2023-12-30 16:46:22.000,2.16.1,81.0,540.0,43,True,34730.0,33902.0,datasets,conda-forge/datasets,,5817005.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,828.0,5800540.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,609224.0,1.0,,,,,,,,,,,,,,,,,,,
+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 23:00:09.000,2024-01-04 06:01:23.000,2023-12-29 16:13:53,3504.0,82.0,1846,220.0,1280.0,21.0,667.0,16708,2023-12-29 16:14:18.000,22.0.0,325.0,554.0,43,True,197992.0,194750.0,Faker,conda-forge/faker,,10031529.0,https://pypi.org/project/Faker,2023-12-29 16:14:08.000,3242.0,10011026.0,https://anaconda.org/conda-forge/faker,2023-12-30 12:52:24.358,881642.0,1.0,,,,,,,,,,,,,,,,,,,
+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 21:59:26.000,2024-01-04 10:38:18.000,2024-01-04 00:59:00,15557.0,367.0,1394,159.0,6603.0,631.0,3765.0,13698,2023-12-20 23:02:12.000,2.14.12,251.0,431.0,43,True,4342.0,4186.0,prefect,conda-forge/prefect,,559716.0,https://pypi.org/project/prefect,2023-12-20 23:02:12.000,156.0,546465.0,https://anaconda.org/conda-forge/prefect,2023-12-21 06:44:49.936,583044.0,1.0,,,,,,,,,,,,,,,,,,,
+26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-04 08:49:33.000,2024-01-02 07:07:43,2283.0,33.0,2484,324.0,1504.0,239.0,1399.0,11982,2023-09-26 06:51:15.000,5.0.1,120.0,423.0,43,True,27812.0,,redis,conda-forge/redis-py,,32550335.0,https://pypi.org/project/redis,2024-01-01 14:01:36.000,27812.0,32523674.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1146424.0,1.0,,,,,,,,,,,,,,,,,,,
+27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-03 19:40:21.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1594.0,437.0,1230.0,6492,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,77232.0,73243.0,docker,conda-forge/docker-py,761.0,34202324.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3989.0,34110816.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3934606.0,2.0,,,,,,,,,,,,,,,,,,,
+28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-02 23:27:11.000,2024-01-02 23:27:11,6643.0,119.0,564,33.0,839.0,417.0,1385.0,1478,2023-11-21 20:44:20.000,2.17.2,64.0,819.0,43,True,678713.0,641339.0,pygments,conda-forge/pygments,,70114955.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37374.0,69432015.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27317611.0,1.0,,,,,,,,,,,,,,,,,,,
+29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-01-04 13:06:34.000,2024-01-04 09:03:42,11148.0,334.0,1018,181.0,7378.0,2038.0,4791.0,18598,2024-01-04 02:40:30.141,3.100.0,3931.0,252.0,42,True,8168.0,7062.0,pulumi,,1835491.0,2613355.0,https://pypi.org/project/pulumi,2023-12-21 00:18:21.000,172.0,881428.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-04 02:40:30.141,934.0,1629956.0,,,,,,,,,,,,,,
+30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-01-01 20:03:04.000,2023-12-18 19:43:49,3982.0,24.0,2009,317.0,770.0,1010.0,787.0,8645,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,101587.0,88576.0,paramiko,conda-forge/paramiko,,45004912.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13011.0,44907121.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4107261.0,2.0,,,,,,,,,,,,,,,,,,,
+31,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-04 10:55:23.000,2024-01-04 10:52:49,1407.0,45.0,386,65.0,552.0,119.0,552.0,4973,2023-12-31 06:30:30.000,23.2.0,28.0,152.0,42,True,934405.0,915986.0,attrs,conda-forge/attrs,,129211477.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18419.0,128392342.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33584547.0,1.0,,,,,,,,,,,,,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 15:51:47.000,2024-01-04 02:01:16.000,2023-12-21 14:04:36,37393.0,552.0,1567,302.0,8073.0,77.0,3644.0,4487,2023-12-13 20:46:13.000,google-maps-fleetengine-delivery-v0.1.3,100.0,507.0,42,True,2022.0,,google-cloud-storage,conda-forge/google-cloud-storage,,56217499.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2022.0,56119741.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4105873.0,1.0,,,,,,,,,,,,,,,,,,,
+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 16:46:12.000,2024-01-04 10:56:47.000,2024-01-04 00:21:05,16280.0,675.0,2605,379.0,24586.0,1233.0,7876.0,3967,2023-12-20 05:49:21.000,azure-mgmt-healthcareapis_2.0.0,100.0,675.0,42,True,3106.0,2381.0,azure-storage-blob,conda-forge/azure-storage-blob,,43524306.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,725.0,43499526.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1065580.0,1.0,,,,,,,,,,,,,,,,,,,
+34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-02 14:10:52.000,2024-01-02 14:10:22,4567.0,20.0,1370,198.0,474.0,1.0,2341.0,10548,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29379.0,25642.0,peewee,conda-forge/peewee,,1526473.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3737.0,1512167.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,586548.0,1.0,,,,,,,,,,,,,,,,,,,
+35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-01-04 05:41:51.000,2024-01-03 22:07:23,16781.0,754.0,1130,108.0,11260.0,2247.0,4509.0,9293,2023-12-14 19:19:44.000,1.5.13,587.0,376.0,41,True,1957.0,1822.0,dagster,conda-forge/dagster,,1059407.0,https://pypi.org/project/dagster,2023-12-14 18:44:33.000,135.0,1035511.0,https://anaconda.org/conda-forge/dagster,2023-12-14 21:44:09.732,1051429.0,1.0,,,,,,,,,,,,,,,,,,,
+36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-01-04 05:39:03.000,2024-01-04 05:13:02,41355.0,731.0,4093,261.0,23558.0,4310.0,2108.0,7312,2023-11-17 18:45:43.000,2.52.0,104.0,1590.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,6454844.0,https://pypi.org/project/apache-beam,2023-12-26 19:37:32.000,182.0,6452767.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,58176.0,1.0,,,,,,,,,,,,,,,,,,,
+37,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 03:37:43.000,2023-12-25 13:26:29.000,2023-12-25 13:26:26,2611.0,46.0,571,59.0,345.0,31.0,772.0,4337,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,519395.0,500375.0,jsonschema,conda-forge/jsonschema,131.0,94981278.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,19020.0,94325924.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25558684.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,
+38,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-01-03 02:37:30.000,2024-01-02 20:48:14,4553.0,134.0,5110,718.0,3933.0,203.0,7027.0,31327,2023-11-23 08:49:38.000,2.23.3,144.0,525.0,40,True,1590.0,342.0,docker-compose,conda-forge/docker-compose,89735818.0,2956219.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1254231.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,381018.0,2.0,,,,,,,,,,,,,,,,,,,
+39,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-01-04 13:03:13.000,2024-01-04 09:20:36,8386.0,825.0,1327,141.0,7342.0,1333.0,4759.0,22733,2024-01-02 15:30:10.000,py-0.20.3,334.0,330.0,40,True,386.0,3.0,polars,,140.0,3368837.0,https://pypi.org/project/polars,2024-01-02 15:28:38.000,383.0,3368827.0,,,,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 18:31:22.000,2024-01-01 14:04:53.000,2023-11-27 20:58:58,3043.0,16.0,1955,227.0,1127.0,206.0,639.0,20929,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,40,True,26087.0,24469.0,cookiecutter,conda-forge/cookiecutter,,2887381.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1618.0,2858389.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,927745.0,1.0,,,,,,,,,,,,,,,,,,,
+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 20:27:32.000,2024-01-03 21:35:49.000,2024-01-01 11:06:40,12873.0,59.0,3090,605.0,3582.0,727.0,4274.0,16587,2023-06-17 17:37:56.000,2.2.1,48.0,604.0,40,True,12333.0,11719.0,kivy,conda-forge/kivy,35053.0,137293.0,https://pypi.org/project/kivy,2024-01-01 11:56:49.000,614.0,129418.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,332666.0,1.0,,,,,,,,,,,,,,,,,,,
+42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-01-04 13:07:06.000,2024-01-03 22:33:24,11861.0,239.0,1416,81.0,7266.0,149.0,1646.0,9122,2023-12-22 19:49:18.000,0.18.7,259.0,421.0,40,True,55.0,,great_expectations,conda-forge/great-expectations,,12616074.0,https://pypi.org/project/great_expectations,2023-12-22 18:20:24.000,55.0,12599175.0,https://anaconda.org/conda-forge/great-expectations,2023-12-22 20:21:15.770,743579.0,2.0,,,,,,,,,,,,,,,,,,,
+43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1466,229.0,490.0,14.0,634.0,7473,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,201075.0,200466.0,PyMySQL,conda-forge/pymysql,,38223305.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,609.0,38193051.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1270693.0,1.0,,,,,,,,,,,,,,,,,,,
+44,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 22:47:39.000,2023-12-13 07:06:56.000,2023-12-13 07:06:55,1586.0,30.0,1207,404.0,1340.0,52.0,1019.0,4070,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51495.0,45350.0,elasticsearch,conda-forge/elasticsearch,3551.0,15848990.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6145.0,15827103.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,959057.0,1.0,,,,,,,,,,,,,,,,,,,
+45,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 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,10.0,384,61.0,713.0,400.0,467.0,3534,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,381763.0,375180.0,joblib,conda-forge/joblib,,39064209.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6583.0,38503907.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23532719.0,2.0,,,,,,,,,,,,,,,,,,,
+46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-01-04 06:41:35.000,2024-01-04 06:41:35,4918.0,141.0,992,109.0,3822.0,1106.0,3030.0,3301,2023-12-08 19:39:07.000,2023.12.0,87.0,463.0,40,True,25271.0,23141.0,xarray,conda-forge/xarray,,3729003.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2130.0,3504874.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9413444.0,1.0,,,,,,,,,,,,,,,,,,,
+47,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 00:40:02.000,2023-12-22 21:52:59.000,2023-12-05 09:07:14,4340.0,37.0,530,57.0,899.0,257.0,1214.0,1963,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,40,True,264003.0,248865.0,h5py,conda-forge/h5py,3046.0,14858097.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15138.0,14529903.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14110762.0,1.0,,,,,,,,,,,,,,,,,,,
+48,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-04 08:28:43.000,2024-01-02 21:56:47,2267.0,52.0,300,20.0,848.0,218.0,409.0,713,2023-12-11 21:19:52.000,2023.12.2,76.0,219.0,40,True,84550.0,83705.0,fsspec,conda-forge/fsspec,,183213424.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,845.0,182863342.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15403640.0,1.0,,,,,,,,,,,,,1.0,,,,,,
+49,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 04:14:54.000,2023-12-29 11:25:15.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,250.0,87.0,258.0,9757,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,110635.0,108699.0,uvloop,conda-forge/uvloop,427.0,8683682.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1936.0,8666364.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,675250.0,1.0,,,,,,,,,,,,,,,,,,,
+50,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 10:53:48.000,2023-12-30 17:39:27.000,2023-12-24 03:16:18,1810.0,14.0,1361,209.0,871.0,163.0,941.0,9301,2023-06-22 02:17:03.239,1.15.1,76.0,303.0,39,True,17213.0,15429.0,rq,conda-forge/rq,,1406209.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1784.0,1403588.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99628.0,2.0,,,,,,,,,,,,,,,,,,,
+51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-02 21:50:32.000,2024-01-02 21:50:32,2735.0,30.0,734,149.0,750.0,599.0,557.0,8752,2023-12-13 09:51:12.000,3.0.43,127.0,224.0,39,True,1685.0,,prompt_toolkit,conda-forge/prompt-toolkit,,34766140.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1685.0,34267365.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20449794.0,2.0,,,,,,,,,,,,,,,,,,,
+52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8451,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,89025.0,84201.0,arrow,conda-forge/arrow,,19947502.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4824.0,19864958.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3549413.0,1.0,,,,,,,,,,,,,,,,,,,
+53,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 21:32:24.000,2023-12-26 16:02:32.000,2023-12-26 16:02:31,3268.0,20.0,628,82.0,1022.0,160.0,1042.0,6763,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,39,True,123797.0,113423.0,marshmallow,conda-forge/marshmallow,,29835464.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10374.0,29783733.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2224436.0,2.0,,,,,,,,,,,,,,,,,,,
+54,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 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,147.0,972.0,297.0,1194.0,5416,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24800.0,23360.0,kafka-python,conda-forge/kafka-python,1834.0,6833017.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1440.0,6827668.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,426694.0,2.0,,,,,,,,,,,,,,,,,,,
+55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-01-04 11:32:58.000,2024-01-04 11:32:57,5494.0,70.0,1190,240.0,1459.0,14.0,,3977,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20231.0,,pymongo,conda-forge/pymongo,,21550344.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20231.0,21516233.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1432689.0,2.0,,,,,,,,,,,,,,,,,,,
+56,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-03 14:47:26.000,2024-01-03 14:47:26,1582.0,41.0,262,40.0,508.0,15.0,264.0,3307,2023-08-04 13:37:51.000,10.1.0,44.0,113.0,39,True,214441.0,205388.0,more-itertools,conda-forge/more-itertools,2875.0,53148384.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9053.0,52834409.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13499482.0,1.0,,,,,,,,,,,,,,,,,,,
+57,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,10.0,492,72.0,297.0,19.0,1257.0,3116,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,39,False,753846.0,692219.0,psycopg2,psycopg2,,13962759.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61607.0,13960160.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,254772.0,2.0,,,,,,,,,,,,,,,20.0,,,,
+58,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 03:02:53.000,2023-12-21 03:33:51.425,2023-12-20 17:06:28,1785.0,44.0,210,19.0,141.0,100.0,927.0,2285,2023-12-20 17:06:21.000,rel_1_13_1,123.0,181.0,39,True,208199.0,196617.0,alembic,conda-forge/alembic,,30439885.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11582.0,30340846.0,https://anaconda.org/conda-forge/alembic,2023-12-21 03:33:51.425,3961572.0,2.0,,,,,,,,,,,,,,,,,,,
+59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-02 16:34:11.563,2024-01-02 13:45:30,2002.0,20.0,201,26.0,605.0,99.0,198.0,592,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,39,True,404152.0,389380.0,traitlets,conda-forge/traitlets,299.0,31454131.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14772.0,30833822.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,24811828.0,1.0,,,,,,,,,,,,,,,,,,,
+60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-03 16:16:59.000,2024-01-03 16:11:48,7432.0,298.0,1225,341.0,244.0,39.0,453.0,13400,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1000.0,995.0,tink,,1097.0,286710.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,286538.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,158.0,,,,,,,,,,,,,,
+61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-01-04 13:28:12.000,2024-01-04 12:14:00,3070.0,211.0,848,107.0,1583.0,307.0,1367.0,9071,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2150.0,2078.0,kedro,,,321257.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,72.0,321257.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+62,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-01-04 13:30:05.000,2024-01-04 13:30:04,6482.0,65.0,1400,135.0,4163.0,573.0,4295.0,8031,2023-12-14 20:32:51.000,1.7.4,203.0,302.0,38,True,3991.0,3961.0,dbt,conda-forge/dbt,3743.0,89080.0,https://pypi.org/project/dbt,2023-12-08 18:36:22.000,30.0,85959.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251497.0,2.0,,,,,,,,,,,,,,,,dbt,,,
+63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-01-02 20:06:45.000,2024-01-02 18:18:36,1728.0,20.0,3319,139.0,883.0,131.0,1172.0,6210,2023-09-18 17:33:52.000,28.1.0,92.0,189.0,38,True,1461.0,,kubernetes,conda-forge/kubernetes,,19315186.0,https://pypi.org/project/kubernetes,2024-01-02 18:27:25.000,1461.0,19304556.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,467752.0,2.0,,,,,,,,,,,,,,,,,,,
+64,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-01 19:12:10.000,2024-01-01 19:12:10,4118.0,32.0,1225,138.0,1113.0,377.0,1339.0,4110,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,38,True,26150.0,22553.0,mongoengine,conda-forge/mongoengine,,1060192.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3597.0,1054266.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,231117.0,2.0,,,,,,,,,,,,,,,,,,,
+65,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 21:42:52.000,2023-12-21 19:51:03.000,2023-11-25 04:18:18,2739.0,25.0,1223,202.0,1237.0,195.0,1803.0,3326,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4333.0,4068.0,netmiko,,,186762.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,186762.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+66,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-01 10:18:17.000,2024-01-01 10:02:47,2874.0,24.0,464,63.0,213.0,65.0,511.0,2575,2023-12-28 07:36:16.000,3.19.1x,48.0,146.0,38,True,86690.0,85022.0,pycryptodomex,conda-forge/pycryptodomex,238.0,28944264.0,https://pypi.org/project/pycryptodomex,2023-12-28 06:52:55.000,1668.0,28907203.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1556496.0,2.0,,,,,,,,,,,,,,,,,,,
+67,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-04 00:00:43.000,2023-11-25 05:24:37,1628.0,1.0,466,91.0,308.0,183.0,329.0,2471,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,356449.0,340187.0,pexpect,conda-forge/pexpect,4369.0,49007469.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16262.0,48825797.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16892323.0,1.0,,,,,,,,,,,,,,,,,,,
+68,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,5.0,260,24.0,174.0,34.0,291.0,2018,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,943213.0,910839.0,pyparsing,conda-forge/pyparsing,9015.0,91449192.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32374.0,89937308.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40817111.0,1.0,,,,,,,,,,,,,,,,,,,
+69,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 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,24.0,232,53.0,156.0,22.0,217.0,1554,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,334854.0,324375.0,greenlet,conda-forge/greenlet,,85931476.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10479.0,85731542.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8597178.0,2.0,,,,,,,,,,,,,,,,,,,
+70,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-04 01:37:44.000,2023-12-21 15:05:41,1739.0,45.0,316,54.0,1137.0,69.0,555.0,680,2023-12-13 23:13:37.000,3.14.1,153.0,141.0,38,True,26071.0,24916.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,35198643.0,https://pypi.org/project/google-cloud-bigquery,2023-12-13 23:13:37.000,1155.0,35132531.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-12-14 06:18:59.317,2776740.0,2.0,,,,,,,,,,,,,,,,,,,
+71,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-03 00:19:35.000,2024-01-02 20:45:49,291.0,3.0,1407,375.0,168.0,144.0,182.0,25753,2022-12-12 20:38:05.885,0.5.0,10.0,62.0,37,True,30352.0,28426.0,fire,conda-forge/fire,,5888174.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1926.0,5877717.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,826146.0,2.0,,,,,,,,,,,,,1.0,,,,,,
+72,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-02 09:39:24.000,2023-12-17 16:24:46,4089.0,3.0,2379,478.0,2286.0,121.0,880.0,16998,2023-10-05 11:21:35.000,3.4.0,80.0,609.0,37,True,2694.0,2277.0,luigi,luigi,,463236.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,463086.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14334.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,,
+73,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 14:26:53.000,2023-12-31 16:48:24.000,2023-12-10 20:20:18,367.0,121.0,534,155.0,312.0,194.0,153.0,11910,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9145.0,8967.0,sqlmodel,conda-forge/sqlmodel,,536063.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,535225.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24313.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,,
+74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-01-04 11:09:41.000,2023-12-21 15:39:11,2728.0,92.0,629,116.0,2940.0,710.0,3212.0,9212,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1313.0,1279.0,modin,conda-forge/modin-core,196771.0,836469.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,824005.0,https://anaconda.org/conda-forge/modin-core,2023-12-15 11:31:55.574,284519.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,
+75,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 05:35:17.000,2023-12-28 22:37:29.000,2023-07-07 17:27:15,356.0,,374,34.0,228.0,40.0,232.0,6759,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,655207.0,645562.0,python-dotenv,conda-forge/python-dotenv,,32545270.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9645.0,32476121.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2904258.0,2.0,,,,,,,,,,,,,,,,,,,
+76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-04 12:56:57.000,2024-01-04 10:39:18,2302.0,46.0,653,62.0,1470.0,33.0,1003.0,3699,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1415.0,1350.0,awswrangler,conda-forge/awswrangler,220873.0,37435572.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,37421084.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,446958.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,,
+77,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 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,22.0,615,119.0,128.0,10.0,898.0,3395,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,74862.0,70853.0,xlsxwriter,conda-forge/xlsxwriter,,14195610.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4009.0,14125701.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3076011.0,1.0,,,,,,,,,,,,,,,,,,,
+78,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 20:43:46.000,2024-01-04 13:16:01.000,2024-01-04 12:43:57,7195.0,708.0,464,80.0,5345.0,110.0,2330.0,3331,2023-12-18 23:17:03.000,7.2.0,72.0,241.0,37,True,987.0,934.0,ibis-framework,conda-forge/ibis-framework,111.0,111537.0,https://pypi.org/project/ibis-framework,2023-12-31 00:02:49.000,53.0,104162.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,316970.0,2.0,,,,,,,,,,,,,,,,,,,
+79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-01-02 05:43:13.000,2023-12-21 09:38:13,1511.0,14.0,457,134.0,563.0,318.0,375.0,2396,2023-11-17 10:47:56.000,1.2.0,30.0,133.0,37,True,26903.0,25610.0,dateparser,conda-forge/dateparser,,4588718.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,4584304.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,189806.0,2.0,,,,,,,,,,,,,,,,,,,
+80,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-29 23:09:27.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,265.0,271.0,312.0,2348,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1122144.0,1044404.0,pyyaml,conda-forge/pyyaml,,220433828.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77740.0,219406031.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41111904.0,1.0,,,,,,,,,,,,,,,,,,,
+81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-02 18:21:41.000,2024-01-02 18:21:40,937.0,40.0,114,27.0,307.0,58.0,277.0,1475,2023-12-16 17:06:55.000,4.2.0,50.0,46.0,37,True,220809.0,220098.0,anyio,conda-forge/anyio,,85219577.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,84952435.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11754271.0,2.0,,,,,,,,,,,,,,,,,,,
+82,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-01-04 03:19:08.000,2024-01-04 03:19:00,579.0,51.0,195,27.0,586.0,10.0,124.0,1078,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,203203.0,195063.0,bcrypt,conda-forge/bcrypt,,47030352.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8140.0,46923244.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4391453.0,3.0,,,,,,,,,,,,,,,,,,,
+83,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 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,,1985,464.0,552.0,472.0,1310.0,14384,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,167.0,21.0,fabric,conda-forge/fabric,,4199621.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,146.0,4197403.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,79858.0,3.0,,,,,,,,,,,,,,,,,,,
+84,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 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,31.0,1758,230.0,3076.0,735.0,2776.0,12900,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10971.0,10626.0,pysimplegui,conda-forge/pysimplegui,,498715.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,496214.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,132567.0,2.0,,,,,,,,,,,,,,,,,,,
+85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,3.0,965,215.0,185.0,156.0,294.0,11285,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32465.0,31008.0,schedule,conda-forge/schedule,,1782541.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1457.0,1781204.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,48161.0,3.0,,,,,,,,,,,,,,,,,,,
+86,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-12-21 16:32:38.000,2023-12-16 21:30:31,835.0,11.0,391,69.0,277.0,226.0,318.0,5884,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25618.0,24339.0,pendulum,conda-forge/pendulum,431.0,18112514.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1279.0,18091325.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,889789.0,2.0,,,,,,,,,,,,,,,,,,,
+87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,10.0,587,137.0,327.0,33.0,222.0,4401,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,91502.0,90222.0,tablib,conda-forge/tablib,,1562978.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1561891.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93557.0,1.0,,,,,,,,,,,,,,,,,,,
+88,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-01-03 21:29:32.000,2023-12-15 05:12:50,1082.0,10.0,467,55.0,300.0,11.0,320.0,2357,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,157283.0,150037.0,mysqlclient,conda-forge/mysqlclient,5273.0,4874787.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7246.0,4867177.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,317157.0,2.0,,,,,,,,,,,,,,,,,,,
+89,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-03 21:07:31.000,2023-11-13 16:35:34,1579.0,4.0,459,45.0,635.0,341.0,404.0,2186,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35065.0,212466049.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,211901939.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51867809.0,2.0,,,,,,,,,,,,,,,,,,,
+90,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 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,25.0,141,42.0,113.0,24.0,151.0,1940,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,328671.0,326343.0,pyrsistent,conda-forge/pyrsistent,,32825940.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2328.0,32338185.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20485712.0,1.0,,,,,,,,,,,,,,,,,,,
+91,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 15:17:18.000,2024-01-04 12:50:02.000,2024-01-03 20:20:17,2230.0,118.0,466,17.0,1124.0,95.0,392.0,1266,2024-01-01 18:43:25.000,0.40,68.0,222.0,36,True,14751.0,14291.0,holidays,conda-forge/holidays,189.0,6105634.0,https://pypi.org/project/holidays,2024-01-01 18:52:46.000,460.0,6016451.0,https://anaconda.org/conda-forge/holidays,2024-01-01 20:24:18.559,3745644.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,,
+92,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 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1172,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,True,324275.0,306921.0,future,conda-forge/future,,29376118.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17354.0,29234668.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12730518.0,1.0,,,,,,,,,,,,,,,,,,,
+93,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,36,True,2108138.0,1972134.0,six,conda-forge/six,,181361639.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136004.0,180813644.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50415569.0,1.0,,,,,,,,,,,,,,,,,,,
+94,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-04 08:33:08.000,2023-10-30 14:18:42,532.0,12.0,2046,379.0,464.0,343.0,187.0,32252,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1317.0,1279.0,diagrams,conda-forge/diagrams,,110075.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,106102.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174827.0,2.0,,,,,,,,,,,,,,,,,,,
+95,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-01-03 22:05:11.000,2024-01-03 04:59:11,15518.0,299.0,7042,735.0,5785.0,1718.0,3700.0,17720,2023-12-27 12:58:56.000,1.22.0,16.0,612.0,35,True,14.0,,micropython-_markupbase,,71158.0,924.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,
+96,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,,567,162.0,110.0,260.0,186.0,7863,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,121085.0,108623.0,docopt,conda-forge/docopt,,10455488.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12462.0,10433890.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2008702.0,2.0,,,,,,,,,,,,,,,,,,,
+97,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 06:17:12.000,2023-12-21 10:34:46.923,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,106.0,6326,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,35,True,6461.0,6020.0,boltons,conda-forge/boltons,25.0,3868246.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3778418.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3862620.0,2.0,,,,,,,,,,,,,,,,,,,
+98,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 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,457.0,6098,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,131833.0,123639.0,watchdog,conda-forge/watchdog,,11122663.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8194.0,11060680.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2665292.0,2.0,,,,,,,,,,,,,-2.0,,,,,,
+99,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 23:43:14.000,2023-12-22 18:40:45.000,2023-10-26 14:26:36,614.0,7.0,186,34.0,86.0,1.0,359.0,5175,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,69954.0,68721.0,orjson,conda-forge/orjson,,13605415.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1233.0,13582066.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1027366.0,2.0,,,,,,,,,,,,,,,,,,,
+100,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-01-04 09:39:27.000,2024-01-01 18:07:16,905.0,13.0,371,87.0,274.0,26.0,318.0,4174,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4509.0,,ujson,conda-forge/ujson,,8034676.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4509.0,7930253.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4490231.0,2.0,,,,,,,,,,,,,,,,,,,
+101,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-03 15:23:59.000,2024-01-03 14:41:25,1041.0,8.0,836,423.0,395.0,157.0,1157.0,3733,2023-11-13 12:01:30.000,8.11.0,37.0,133.0,35,True,10864.0,9879.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2769094.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,985.0,2768979.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8366.0,2.0,,,,,,,,,,,,,,,,,,,
+102,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 03:06:38.000,2023-12-28 03:47:55.000,2023-12-20 06:29:44,1621.0,18.0,455,88.0,113.0,9.0,167.0,3349,2023-12-20 06:37:47.000,8.13.27,236.0,30.0,35,True,1465.0,,phonenumbers,conda-forge/phonenumbers,,4557729.0,https://pypi.org/project/phonenumbers,2023-12-20 06:37:47.000,1465.0,4530966.0,https://anaconda.org/conda-forge/phonenumbers,2023-12-20 09:18:01.007,856421.0,1.0,,,,,,,,,,,,,,,,,,,
+103,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 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3318,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,856879.0,835069.0,colorama,conda-forge/colorama,,115522227.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21810.0,115225561.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27590019.0,2.0,,,,,,,,,,,,,,,,,,,
+104,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,,584,96.0,178.0,30.0,314.0,3040,,,21.0,83.0,35,True,745205.0,727883.0,pycparser,conda-forge/pycparser,,118098386.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17322.0,117689290.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36409607.0,2.0,,,,,,,,,,,,,,,,,,,
+105,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,974.0,2777,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,35,False,55329.0,53119.0,pyodbc,conda-forge/pyodbc,,23158413.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2210.0,23127245.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1215571.0,2.0,,,,,,,,,,,,,,,,,,,
+106,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 13:03:20.000,2023-12-13 18:27:34.891,2023-12-12 11:39:43,2663.0,9.0,479,122.0,555.0,310.0,1502.0,2765,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,35,True,30972.0,30329.0,xlwings,conda-forge/xlwings,19306.0,152048.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,135812.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,698383.0,2.0,,,,,,,,,,,,,,,,,,,
+107,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 21:34:44.000,2023-12-22 15:08:13.000,2023-12-15 20:59:36,1762.0,17.0,210,91.0,241.0,,,2255,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,79753.0,78552.0,motor,conda-forge/motor,,1301528.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1201.0,1299908.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63213.0,2.0,,,,,,,,,,,,,,,,,,,
+108,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-01 01:23:30.000,2024-01-01 01:22:48,1001.0,4.0,172,23.0,155.0,169.0,329.0,2058,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,35,True,138165.0,134143.0,dill,conda-forge/dill,291381.0,41529329.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4022.0,41392666.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5774695.0,2.0,,,,,,,,,,,,,,,,,,,
+109,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 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,44.0,69.0,50.0,142.0,1918,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11917.0,,wrapt,conda-forge/wrapt,,97108017.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11917.0,96760273.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13562037.0,2.0,,,,,,,,,,,,,,,,,,,
+110,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 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,22.0,208,26.0,167.0,66.0,216.0,1820,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,9798.0,8956.0,deepdiff,conda-forge/deepdiff,,11467103.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,842.0,11458234.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,381375.0,1.0,,,,,,,,,,,,,,,,,,,
+111,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 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1790,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16212.0,14841.0,voluptuous,conda-forge/voluptuous,,3430904.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1371.0,3422018.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,337684.0,2.0,,,,,,,,,,,,,,,,,,,
+112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1613,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,138450.0,117466.0,simplejson,conda-forge/simplejson,6398.0,17796417.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20984.0,17727075.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3048126.0,2.0,,,,,,,,,,,,,,,,,,,
+113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,163,30.0,282.0,85.0,166.0,1508,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2968.0,,cloudpickle,conda-forge/cloudpickle,27.0,33741913.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2968.0,33372194.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15528200.0,2.0,,,,,,,,,,,,,,,,,,,
+114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,23.0,125,35.0,217.0,50.0,202.0,1323,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,51024.0,48800.0,argcomplete,conda-forge/argcomplete,327.0,21348091.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2224.0,21313523.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1451760.0,2.0,,,,,,,,,,,,,,,,,,,
+115,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-03 18:08:09.000,2024-01-01 18:26:58,1868.0,45.0,225,46.0,896.0,278.0,398.0,1271,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,35,True,3588.0,3114.0,zarr,conda-forge/zarr,,475623.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,474.0,408438.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2821786.0,2.0,,,,,,,,,,,,,,,,,,,
+116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-01 15:30:47.000,2024-01-01 15:30:39,4828.0,106.0,265,60.0,377.0,165.0,550.0,1244,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2615.0,,tables,conda-forge/pytables,182.0,862137.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2615.0,701116.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6762819.0,2.0,,,,,,,,,,,,,,,,,,,
+117,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 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1176,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2438.0,,jsonpickle,conda-forge/jsonpickle,,8783130.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2438.0,8734661.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1599484.0,2.0,,,,,,,,,,,,,,,,,,,
+118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-26 15:17:10.000,2023-12-26 15:17:09,2073.0,32.0,148,19.0,165.0,60.0,444.0,1143,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4271.0,,keyring,conda-forge/keyring,,37551066.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4271.0,37453848.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4083172.0,3.0,,,,,,,,,,,,,,,,,,,
+119,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,16.0,255,18.0,397.0,127.0,315.0,767,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,16813.0,16067.0,s3fs,conda-forge/s3fs,,198394556.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,746.0,198236487.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6480857.0,2.0,,,,,,,,,,,,,,,,,,,
+120,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-02 22:32:44.199,2024-01-02 20:58:27,1165.0,46.0,295,31.0,845.0,7.0,531.0,722,2024-01-03 09:38:29.000,7.2.3,110.0,127.0,35,True,6618.0,6146.0,minio,conda-forge/minio,,1596268.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,472.0,1592518.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,153752.0,2.0,,,,,,,,,,,,,,,,,,,
+121,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-04 00:22:20.000,2024-01-04 00:22:19,286.0,12.0,91,15.0,188.0,11.0,92.0,613,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,375776.0,372906.0,filelock,conda-forge/filelock,,96047385.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2870.0,95676317.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16327023.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,,
+122,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 23:19:42.000,2023-12-21 22:27:04.005,2023-12-21 19:12:29,604.0,40.0,127,18.0,238.0,50.0,36.0,191,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,268079.0,263705.0,s3transfer,conda-forge/s3transfer,,279236952.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4374.0,278789320.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17457672.0,2.0,,,,,,,,,,,,,,,,,,,
+123,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 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,1.0,1222,230.0,476.0,145.0,1012.0,8073,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,34,True,12017.0,10060.0,supervisor,conda-forge/supervisor,,1502246.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1494960.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,284181.0,2.0,,,,,,,,,,,,,,,,,,,
+124,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-01-04 12:56:46.000,2024-01-04 10:15:15,8697.0,366.0,554,82.0,2247.0,52.0,390.0,7339,2023-12-21 15:53:46.000,3.8.13,154.0,124.0,34,True,2637.0,2583.0,hub,,,2025.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2025.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,
+125,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,134.0,235.0,7.0,464.0,6774,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16439.0,13793.0,sh,conda-forge/sh,,4655990.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2646.0,4651142.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,189078.0,2.0,,,,,,,,,,,,,,,,,,,
+126,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 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,44.0,597,130.0,332.0,35.0,860.0,5690,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1894.0,1523.0,csvkit,conda-forge/csvkit,,186606.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,183380.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103255.0,2.0,,,,,,,,,,,,,,,,,,,
+127,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,,469,105.0,95.0,87.0,162.0,5285,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67294.0,61594.0,xmltodict,conda-forge/xmltodict,,27529756.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5700.0,27489540.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3579262.0,2.0,,,,,,,,,,,,,,,,,,,
+128,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 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4421,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,34,False,131432.0,127908.0,toolz,conda-forge/toolz,,20310598.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3524.0,20102116.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18971951.0,2.0,,,,,,,,,,,,,,,,,,,
+129,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-01-01 00:53:47.000,2023-12-19 16:42:34,729.0,10.0,316,33.0,507.0,109.0,371.0,3378,2023-10-31 18:44:59.000,3.2.4,86.0,119.0,34,True,7986.0,7696.0,dynaconf,conda-forge/dynaconf,,1795409.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,290.0,1793791.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,63119.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,,
+130,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,3.0,238,50.0,266.0,13.0,333.0,3066,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16260.0,15113.0,cerberus,conda-forge/cerberus,,5382499.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1147.0,5368087.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,360313.0,2.0,,,,,,,,,,,,,,,,,,,
+131,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,223.0,2718,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6079.0,5605.0,plumbum,conda-forge/plumbum,,2168452.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,474.0,2156766.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,993319.0,3.0,,,,,,,,,,,,,,,,,,,
+132,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 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,46.0,111.0,16.0,188.0,2453,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,54563.0,51220.0,python-magic,conda-forge/python-magic,,5827914.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3343.0,5821811.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,238055.0,2.0,,,,,,,,,,,,,,,,,,,
+133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-23 18:56:31.463,2023-12-13 11:40:50,831.0,14.0,203,61.0,103.0,68.0,297.0,2076,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3224.0,,numexpr,conda-forge/numexpr,522.0,4833943.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3224.0,4658807.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7530617.0,2.0,,,,,,,,,,,,,,,,,,,
+134,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2021,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39462.0,6.0,chardet,conda-forge/chardet,,50160365.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39453.0,49603402.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22276910.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,41.0,,,,,,,,,,,,,,
+135,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-04 08:01:03.000,2023-12-03 10:50:26,9954.0,29.0,931,85.0,1782.0,76.0,124.0,1980,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,194817.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,194817.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+136,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 19:02:31.000,2023-12-22 05:57:55.121,2023-12-21 23:24:17,6039.0,13.0,576,78.0,1113.0,13.0,,1361,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,34,True,6734.0,6031.0,cassandra-driver,conda-forge/cassandra-driver,,1419771.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,703.0,1415095.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,191716.0,2.0,,,,,,,,,,,,,,,,,,,
+137,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-01-01 23:28:59.000,2024-01-01 23:28:58,524.0,14.0,84,23.0,289.0,30.0,75.0,1174,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,19764.0,19502.0,cleo,conda-forge/cleo,,23498940.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,262.0,23482626.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,636280.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,,
+138,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,,313,31.0,327.0,190.0,238.0,1171,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,29187.0,27025.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4433899.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2162.0,4427761.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,540164.0,2.0,,,,,,,,,,,,,,,,,,,
+139,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 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1120,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,34197.0,33486.0,py4j,conda-forge/py4j,,35550284.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,711.0,35496030.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4828670.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,,
+140,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 09:42:38.000,2023-12-28 06:17:53.000,2023-11-16 21:49:07,517.0,67.0,125,24.0,68.0,22.0,161.0,872,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18488.0,18146.0,anytree,conda-forge/anytree,,911724.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,342.0,910913.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36518.0,1.0,,,,,,,,,,,,,,,,,,,
+141,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 13:07:19.000,2023-12-31 12:45:10.000,2023-12-15 00:23:40,383.0,20.0,155,62.0,383.0,42.0,294.0,404,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9177.0,8842.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7768439.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7720567.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1866883.0,2.0,,,,,,,,,,,,,,,,,,,
+142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-03 17:41:22.000,2023-12-15 08:10:35,347.0,18.0,50,13.0,63.0,9.0,38.0,366,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,34,True,501406.0,487841.0,wcwidth,conda-forge/wcwidth,,46322960.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13565.0,45799157.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22523547.0,2.0,,,,,,,,,,,,,,,,,,,
+143,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 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,462154.0,447035.0,pyasn1,conda-forge/pyasn1,,155512450.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15119.0,152098591.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13655437.0,3.0,,,,,,,,,,,,,,,,,,,
+144,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 12:24:11.000,2023-12-28 05:40:21.000,2023-12-10 20:18:56,479.0,8.0,509,69.0,301.0,208.0,167.0,12774,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,12258189.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,12215078.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1940014.0,3.0,,,,,,,,,,,,,,,,,,,
+145,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 17:12:57.000,2023-12-30 18:37:35.000,2023-12-19 02:27:08,2777.0,4.0,624,151.0,491.0,241.0,1009.0,11657,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2585.0,2534.0,dearpygui,,,42062.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,42062.0,,,,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 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5585,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1694.0,,tenacity,conda-forge/tenacity,,35063420.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1694.0,34915324.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5775752.0,2.0,,,,,,,,,,,,,,,,,,,
+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 16:52:10.000,2024-01-04 12:48:18.000,2024-01-04 05:54:34,1192.0,7.0,337,42.0,491.0,486.0,506.0,4027,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6966.0,6864.0,tortoise-orm,conda-forge/tortoise-orm,13.0,101134.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,100605.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16414.0,3.0,,,,,,,,,,,,,,,,,,,
+148,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-03 20:03:37.000,2023-11-21 00:41:16,550.0,16.0,797,71.0,416.0,95.0,422.0,3661,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,33,True,844.0,,prometheus_client,conda-forge/prometheus_client,,22802458.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,22463093.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14932070.0,3.0,,,,,,,,,,,,,,,,,,,
+149,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 04:56:00.000,2023-12-26 21:31:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,79.0,316.0,332.0,3434,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4175.0,3809.0,pony,conda-forge/pony,82.0,99694.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,97124.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97695.0,3.0,,,,,,,,,,,,,,,,,,,
+150,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-01-04 13:30:24.000,2024-01-04 11:42:08,6132.0,210.0,353,40.0,1978.0,44.0,205.0,3386,2023-12-21 17:32:11.000,0.53.1,120.0,81.0,33,True,316.0,314.0,zenml,,1.0,13500.0,https://pypi.org/project/zenml,2023-12-21 17:32:11.000,2.0,13500.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+151,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-02 21:35:49.000,2024-01-02 21:35:48,1436.0,14.0,214,45.0,1200.0,64.0,566.0,2608,2023-12-22 12:12:56.000,0.40.0,740.0,72.0,33,True,3561.0,3509.0,docarray,conda-forge/docarray,,65832.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,60597.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,125647.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,,
+152,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 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2447,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,126092.0,123922.0,aiofiles,conda-forge/aiofiles,,9665273.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2170.0,9641177.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,939767.0,2.0,,,,,,,,,,,,,,,,,,,
+153,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 14:08:50.000,2023-12-21 00:01:46.000,2023-12-10 17:09:47,1032.0,4.0,267,35.0,370.0,198.0,254.0,2249,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,16525.0,16418.0,pypika,conda-forge/pypika,,2148742.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2148504.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,6429.0,3.0,,,,,,,,,,,,,,,,,,,
+154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-01 12:13:53.000,2023-10-30 00:20:45,288.0,6.0,149,27.0,59.0,9.0,228.0,1867,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3585.0,,cachetools,conda-forge/cachetools,,103457194.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3585.0,103218670.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10495074.0,1.0,,,,,,,,,,,,,,,,,,,
+155,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 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,8.0,271.0,1810,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2366.0,,msgpack,conda-forge/msgpack-python,1276.0,50399493.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,50022678.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14695123.0,3.0,,,,,,,,,,,,,,,,,,,
+156,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 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1769,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,65853.0,64339.0,emoji,conda-forge/emoji,,2632837.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1514.0,2631246.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,65271.0,2.0,,,,,,,,,,,,,,,,,,,
+157,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-01-03 07:18:42.000,2024-01-03 00:11:14,692.0,9.0,223,60.0,412.0,144.0,620.0,1491,2019-06-19 22:31:20.000,3.7.4,16.0,94.0,33,True,6029.0,,typing,conda-forge/typing,,8110162.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6029.0,8078758.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2952041.0,2.0,,,,,,,,,,,,,,,,,,,
+158,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-01-01 13:40:07.000,2024-01-01 13:40:06,1373.0,70.0,150,21.0,893.0,57.0,371.0,1408,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,33,True,841.0,799.0,copier,,,170937.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,170937.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+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 15:32:26.000,2023-12-26 14:50:47.000,2023-12-26 14:50:44,705.0,10.0,125,22.0,283.0,42.0,128.0,1074,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10567.0,,pluggy,conda-forge/pluggy,,83980609.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10567.0,83370649.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23788460.0,2.0,,,,,,,,,,,,,,,,,,,
+160,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 13:08:20.000,2023-12-28 14:28:01.197,2023-12-28 10:12:19,1516.0,34.0,212,98.0,757.0,2.0,231.0,849,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8104.0,7878.0,neo4j-driver,conda-forge/neo4j-python-driver,,118283.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,113675.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-12-28 14:28:01.197,198153.0,3.0,,,,,,,,,,,,,,,,,,,
+161,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,,102,24.0,56.0,13.0,93.0,797,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,538755.0,514322.0,decorator,conda-forge/decorator,,52828494.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24433.0,52547733.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25268511.0,2.0,,,,,,,,,,,,,,,,,,,
+162,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-01-04 04:30:09.000,2024-01-04 04:30:08,1211.0,51.0,86,22.0,768.0,31.0,121.0,364,2023-07-20 15:53:14.362,0.0.1,131.0,50.0,33,True,3348.0,,multidict,conda-forge/multidict,6187.0,75889661.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3348.0,75597695.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11384046.0,2.0,,,,,,,,,,,,,,,,,,,
+163,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 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,4.0,131,23.0,95.0,53.0,140.0,303,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,113352.0,106256.0,asn1crypto,conda-forge/asn1crypto,,60437473.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7096.0,60331837.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8345269.0,3.0,,,,,,,,,,,,,,,,,,,
+164,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,,78,16.0,35.0,35.0,47.0,291,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1867488.0,1783890.0,pytz,conda-forge/pytz,,140875938.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83598.0,139610475.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,48087624.0,3.0,,,,,,,,,,,,,,,,,,,
+165,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,13.0,58,7.0,76.0,1.0,81.0,180,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,33,True,147412.0,143576.0,tzlocal,conda-forge/tzlocal,,38065327.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3836.0,37978820.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2508718.0,3.0,,,,,,,,,,,,,,,,,,,
+166,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 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,16.0,291.0,6307,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13198.0,12280.0,tinydb,conda-forge/tinydb,,481682.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,918.0,477673.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,364821.0,2.0,,,,,,,,,,,,,,,,,,,
+167,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 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3622,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21587.0,21466.0,databases,conda-forge/databases,,318135.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,313065.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192674.0,3.0,,,,,,,,,,,,,,,,,,,
+168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,24.0,243,64.0,89.0,23.0,273.0,3474,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,32,True,1070.0,950.0,asciimatics,conda-forge/asciimatics,,44341.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,40631.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144705.0,3.0,,,,,,,,,,,,,,,,,,,
+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 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,266,48.0,202.0,178.0,358.0,3394,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2854.0,2738.0,dependency-injector,conda-forge/dependency_injector,,990871.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,989600.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35600.0,2.0,,,,,,,,,,,,,,,,,,,
+170,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,,190,34.0,51.0,25.0,158.0,3131,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2248.0,,sortedcontainers,conda-forge/sortedcontainers,,27620080.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2248.0,27490370.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11673949.0,2.0,,,,,,,,,,,,,,,,,,,
+171,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3017,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,16319187.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,16265815.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2241651.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,,
+172,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-12-18 20:17:19.000,2023-11-23 10:48:28,410.0,6.0,198,58.0,154.0,95.0,73.0,2811,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,32,True,8799.0,7862.0,schema,conda-forge/schema,,9055492.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,937.0,9052997.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,134736.0,2.0,,,,,,,,,,,,,,,,,,,
+173,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 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2757,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,22863.0,22007.0,pandas-datareader,conda-forge/pandas-datareader,,388409.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,856.0,384214.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,339854.0,2.0,,,,,,,,,,,,,,,,,,,
+174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-01-01 19:20:39.000,2023-12-15 22:15:59,625.0,30.0,236,18.0,608.0,283.0,421.0,2755,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1352.0,1255.0,pandera,conda-forge/pandera-core,,1108998.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,97.0,1108180.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31917.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,,
+175,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 02:18:35.000,2023-12-19 05:21:32.000,2023-12-19 05:21:31,829.0,3.0,424,40.0,634.0,259.0,367.0,2334,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1760.0,1599.0,pynamodb,conda-forge/pynamodb,,1392119.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1381764.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,424584.0,3.0,,,,,,,,,,,,,,,,,,,
+176,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,,2112,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,213277.0,204705.0,xlrd,conda-forge/xlrd,,18027869.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8572.0,17983672.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3624184.0,2.0,,,,,,,,,,,,,,,,,,,
+177,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,,170,35.0,161.0,46.0,87.0,1994,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7055.0,,jmespath,conda-forge/jmespath,,116357980.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7055.0,116165267.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17344196.0,3.0,,,,,,,,,,,,,,,,,,,
+178,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 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,5.0,90,18.0,579.0,101.0,444.0,1691,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,23222.0,22777.0,omegaconf,conda-forge/omegaconf,,5816995.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,5791053.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1245228.0,2.0,,,,,,,,,,,,,,,,,,,
+179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1670,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2072.0,,humanize,conda-forge/humanize,,5133820.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2072.0,5122224.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,498636.0,2.0,,,,,,,,,,,,,,,,,,,
+180,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,,190,49.0,202.0,85.0,371.0,1173,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3614.0,3528.0,petl,conda-forge/petl,,1016599.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1011536.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,217743.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,
+181,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 08:16:32.000,2023-12-25 07:39:39.000,2023-12-25 07:37:07,348.0,7.0,141,14.0,162.0,18.0,138.0,859,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,100027.0,98198.0,validators,conda-forge/validators,15.0,6321588.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1829.0,6308556.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,547322.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,,
+182,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 19:33:15.000,2023-12-30 07:21:45.000,2023-11-30 17:42:07,1870.0,1.0,598,124.0,1289.0,227.0,1088.0,7830,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,18796.0,18787.0,hydra,conda-forge/hydra-core,,28272.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9644.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,875521.0,3.0,,,,,,,,,,,,,,,,,,,
+183,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 21:37:12.000,2023-12-21 15:07:22.000,2023-03-04 17:45:05,299.0,,565,130.0,190.0,179.0,344.0,5971,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6692.0,6606.0,eel,,,64197.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,64197.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,,
+184,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5140,,,41.0,28.0,31,False,8533.0,7709.0,pdfminer,conda-forge/pdfminer,,161571.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,161169.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35790.0,2.0,,,,,,,,,,,,,,,,,,,
+185,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 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,5.0,380,85.0,175.0,,605.0,4739,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1518.0,1338.0,huey,conda-forge/huey,,79380.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,78900.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33187.0,2.0,,,,,,,,,,,,,,,,,,,
+186,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-01-04 02:23:51.000,2024-01-01 02:44:54,7804.0,455.0,667,85.0,1332.0,144.0,671.0,3986,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,39.0,3.0,toga,,2342.0,4502.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4327.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,19.0,,,,,,,,,,,,,,
+187,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 03:01:23.000,2023-12-14 22:47:22.000,2023-04-22 06:02:17,441.0,,292,23.0,114.0,16.0,125.0,3591,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,25082.0,24643.0,gdown,conda-forge/gdown,,1146457.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,439.0,1141769.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,243820.0,2.0,,,,,,,,,,,,,,,,,,,
+188,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,,349,303.0,1629.0,112.0,486.0,3308,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,343.0,326.0,koalas,conda-forge/koalas,1019.0,1602011.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1596208.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,324024.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,
+189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3175,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10003.0,9185.0,blaze,conda-forge/blaze,,14953.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,12325.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202369.0,3.0,,,,,,,,,,,,,,,,,,,
+190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-01 14:16:12.000,2023-12-27 16:27:32,1730.0,32.0,101,43.0,1332.0,66.0,353.0,3054,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,557.0,498.0,returns,conda-forge/returns,,179957.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,179708.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7987.0,3.0,,,,,,,,,,,,,,,,,,,
+191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2606,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1506.0,1392.0,mrjob,conda-forge/mrjob,,82485.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,76583.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519410.0,2.0,,,,,,,,,,,,,,,,,,,
+192,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-01 17:54:58.000,2024-01-01 17:54:57,200.0,1.0,187,28.0,76.0,4.0,90.0,2601,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,122053.0,118654.0,python-decouple,conda-forge/python-decouple,12.0,2046454.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3399.0,2045479.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74134.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,
+193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-03 23:47:03.000,2024-01-03 23:35:01,818.0,47.0,108,32.0,1046.0,17.0,395.0,2428,2024-01-03 23:17:01.000,1.3.19,312.0,32.0,31,True,236.0,230.0,whylogs,,44.0,111469.0,https://pypi.org/project/whylogs,2024-01-03 23:17:51.000,6.0,111467.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+194,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 06:03:24.000,2023-12-18 01:57:20.000,2023-12-18 01:37:43,1026.0,22.0,59,22.0,108.0,113.0,76.0,1778,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1453.0,1331.0,glom,conda-forge/glom,,2229633.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,2228936.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28592.0,2.0,,,,,,,,,,,,,,,,,,,
+195,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-01-03 17:35:03.000,2024-01-03 17:35:02,1471.0,81.0,252,42.0,651.0,140.0,888.0,1764,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,336.0,318.0,sdv,conda-forge/sdv,,41345.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,40722.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15592.0,2.0,,,,,,,,,,,,,,,,,,,
+196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,99.0,402.0,167.0,379.0,1672,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9169.0,7909.0,influxdb,conda-forge/influxdb,,1744364.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1741372.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,134683.0,3.0,,,,,,,,,,,,,,,,,,,
+197,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,,217,48.0,179.0,56.0,337.0,1465,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2359.0,2261.0,pygsheets,,,1279791.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,98.0,1279791.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+198,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-02 14:52:13.000,2024-01-01 12:19:29,546.0,11.0,75,19.0,219.0,34.0,96.0,1299,2023-09-08 12:19:01.000,2.0.1,22.0,38.0,31,True,11239.0,10842.0,questionary,conda-forge/questionary,,1525912.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1524215.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,62798.0,3.0,,,,,,,,,,,,,2.0,,,,,,
+199,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1149,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6746.0,6422.0,sshtunnel,conda-forge/sshtunnel,,7044312.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,324.0,7042808.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,132353.0,3.0,,,,,,,,,,,,,,,,,,,
+200,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,,97,68.0,94.0,50.0,59.0,1006,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,282975.0,267772.0,appdirs,conda-forge/appdirs,,19262873.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15203.0,19157204.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9932941.0,3.0,,,,,,,,,,,,,,,,,,,
+201,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 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,969,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46579.0,44910.0,Bottleneck,conda-forge/bottleneck,,684073.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1669.0,585377.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3849172.0,3.0,,,,,,,,,,,,,,,,,,,
+202,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 12:53:34.000,2023-12-29 18:30:05.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,116.0,22.0,107.0,460,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7187.0,,rsa,conda-forge/rsa,,127935399.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7187.0,127788939.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13181428.0,3.0,,,,,,,,,,,,,,,,,,,
+203,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 11:51:08.000,2023-12-22 14:48:52.000,2023-12-22 14:48:51,870.0,17.0,64,18.0,470.0,139.0,285.0,372,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,31,True,9514.0,9359.0,param,conda-forge/param,,667002.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,629813.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1450405.0,3.0,,,,,,,,,,,,,,,,,,,
+204,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 00:09:10.000,2023-12-31 13:34:44.000,2023-12-21 11:50:32,787.0,19.0,48,47.0,696.0,47.0,176.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3298.0,3282.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3655888.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3652962.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,102429.0,3.0,,,,,,,,,,,,,,,,,,,
+205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1646.0,,importlib-resources,conda-forge/importlib_resources,,66506633.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1646.0,66104047.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17713819.0,2.0,,,,,,,,,,,,,,,,,,,
+206,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 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,6.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4222.0,,zipp,conda-forge/zipp,,151315136.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4222.0,150442327.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34912374.0,3.0,,,,,,,,,,,,,,,,,,,
+207,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 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,968,282.0,297.0,152.0,463.0,20021,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,939.0,855.0,gooey,conda-forge/gooey,567.0,5906.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,84.0,4594.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72933.0,3.0,,,,,,,,,,,,,,,,,,,
+208,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6650,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1740.0,1710.0,faust,,,14930.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14930.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+209,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5184,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3545.0,3277.0,transitions,conda-forge/transitions,,419198.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,408616.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,582050.0,1.0,,,,,,,,,,,,,,,,,,,
+210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4682,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4092.0,3509.0,dataset,conda-forge/dataset,,74221.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,73994.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7742.0,3.0,,,,,,,,,,,,,,,,,,,
+211,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,,412,78.0,69.0,365.0,194.0,3581,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14919.0,14387.0,keyboard,conda-forge/keyboard,,192671.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,532.0,191876.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24657.0,3.0,,,,,,,,,,,,,,,,,,,
+212,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 00:44:57.000,2023-12-17 13:31:08.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,66.0,9.0,72.0,3201,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10374.0,9739.0,funcy,conda-forge/funcy,,1614479.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,635.0,1609680.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,403144.0,3.0,,,,,,,,,,,,,,,,,,,
+213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1962.0,1575.0,schematics,conda-forge/schematics,,244313.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,243831.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26050.0,3.0,,,,,,,,,,,,,,,,,,,
+214,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-03 03:35:17.000,2024-01-03 03:34:41,233.0,1.0,276,48.0,73.0,50.0,113.0,2217,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1115.0,1049.0,datasketch,,19.0,1237917.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1237917.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+215,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1915,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,622.0,,fs,conda-forge/fs,,1871994.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,622.0,1862845.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,695360.0,3.0,,,,,,,,,,,,,,,,,,,
+216,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-01-03 18:14:27.000,2023-12-30 22:09:23,651.0,20.0,62,16.0,237.0,6.0,54.0,1369,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21402.0,20879.0,bidict,conda-forge/bidict,,1341548.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,523.0,1337288.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,374939.0,2.0,,,,,,,,,,,,,,,,,,,
+217,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-01 18:37:49.000,2024-01-01 18:37:48,623.0,24.0,138,22.0,517.0,35.0,254.0,964,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2146.0,2016.0,aiocache,,16.0,307097.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,307097.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+218,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 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,17.0,100,22.0,94.0,28.0,83.0,885,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1036.0,,inflect,conda-forge/inflect,,4407333.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1036.0,4399051.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,356145.0,2.0,,,,,,,,,,,,,,,,,,,
+219,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,,256,19.0,212.0,31.0,302.0,878,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5549.0,5228.0,fastcore,conda-forge/fastcore,,546588.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,543971.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,65428.0,3.0,,,,,,,,,,,,,,,,,,,
+220,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,870,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8325.0,7970.0,cx-Oracle,conda-forge/cx_oracle,,2873121.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2860898.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,513392.0,3.0,,,,,,,,,,,,,-2.0,,,,,,
+221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-01 06:23:57.000,2020-10-21 17:48:31,219.0,,77,15.0,271.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45562.0,43457.0,cached-property,conda-forge/cached-property,,11140134.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2105.0,11041942.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8051754.0,2.0,,,,,,,,,,,,,,,,,,,
+222,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 17:54:08.000,2023-12-25 22:06:46.000,2023-12-25 22:06:45,560.0,29.0,358,36.0,294.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4527.0,3246.0,pysolr,conda-forge/pysolr,,278513.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,278249.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21973.0,3.0,,,,,,,,,,,,,,,,,,,
+223,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 22:32:08.000,2023-12-30 14:17:55.000,2023-04-04 13:18:36,954.0,,4527,635.0,753.0,198.0,100.0,23248,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,115.0,99.0,algorithms,conda-forge/algorithms,,1816.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1757.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1975.0,3.0,,,,,,,,,,,,,,,,,,,
+224,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7053,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1301.0,1120.0,records,conda-forge/records,,263297.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,262991.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24829.0,3.0,,,,,,,,,,,,,,,,,,,
+225,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 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,962.0,5620,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,448.0,434.0,snorkel,conda-forge/snorkel,1053.0,26064.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,25183.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46950.0,3.0,,,,,,,,,,,,,,,,,,,
+226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-03 23:12:38.000,2024-01-03 23:12:34,3047.0,11.0,222,29.0,292.0,98.0,761.0,3298,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,124.0,117.0,ploomber,conda-forge/ploomber,,7275.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4657.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,81182.0,3.0,,,,,,,,,,,,,,,,,,,
+227,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 13:37:30.000,2023-12-14 16:21:07.000,2023-12-14 16:21:06,1159.0,3.0,587,175.0,464.0,94.0,476.0,3010,2023-10-09 16:58:32.000,1.82.1,95.0,84.0,29,False,272.0,239.0,arctic,conda-forge/arctic,209.0,3503.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2952.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30757.0,3.0,,,,,,,,,,,,,,,,,,,
+228,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-12-19 20:47:08.000,2023-11-26 21:16:28,3858.0,12.0,316,37.0,337.0,149.0,542.0,2463,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,108.0,96.0,pyinfra,,,34533.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,34533.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,
+229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2408,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8327.0,7923.0,addict,conda-forge/addict,21.0,2651787.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,404.0,2647050.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,426394.0,3.0,,,,,,,,,,,,,,,,,,,
+230,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1769,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2235.0,57839.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,57179.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23362.0,3.0,,,,,,,,,,,,,,,,,,,
+231,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1484,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,245.0,220.0,mleap,conda-forge/mleap,,214304.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,212530.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78066.0,3.0,,,,,,,,,,,,,,,,,,,
+232,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-01 16:40:36.000,2023-12-12 14:22:59,793.0,18.0,64,15.0,446.0,185.0,176.0,1424,2023-10-22 23:01:49.000,0.11.0,32.0,26.0,29,True,2687.0,2672.0,prisma,,,54553.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,54553.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+233,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 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1412,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,29,True,2933.0,,python-slugify,conda-forge/python-slugify,,11581174.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2933.0,11536045.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1895421.0,3.0,,,,,,,,,,,,,,,,,,,
+234,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-01-04 07:51:40.000,2024-01-04 07:51:33,832.0,34.0,47,12.0,258.0,10.0,90.0,1334,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1593.0,1556.0,python-benedict,conda-forge/python-benedict,,498291.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,37.0,494426.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,146888.0,3.0,,,,,,,,,,,,,,,,,,,
+235,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 20:53:26.000,2023-12-30 05:14:08.000,2023-12-23 12:37:26,1733.0,16.0,79,15.0,427.0,108.0,243.0,1193,2023-12-23 12:43:19.000,1.2.0,248.0,42.0,29,True,326.0,315.0,piccolo,,,10679.0,https://pypi.org/project/piccolo,2023-12-23 12:43:19.000,11.0,10679.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+236,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,,323,52.0,211.0,32.0,266.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2064.0,1845.0,redis-py-cluster,,4077.0,1905338.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1905301.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+237,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 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,26.0,145,39.0,83.0,2.0,132.0,1076,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,151.0,,path,conda-forge/path,,1352245.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,151.0,1341257.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,483493.0,3.0,,,,,,,,,,,,,,,,,,,
+238,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 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,18.0,130,27.0,44.0,9.0,75.0,919,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,7867302.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,7863935.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,141414.0,3.0,,,,,,,,,,,,,,,,,,,
+239,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,,47,17.0,75.0,1.0,88.0,815,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26704.0,25397.0,natsort,conda-forge/natsort,,3558282.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1307.0,3518808.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1500018.0,3.0,,,,,,,,,,,,,,,,,,,
+240,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,,66,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17293.0,15105.0,scandir,conda-forge/scandir,,3266107.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3231116.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1364667.0,3.0,,,,,,,,,,,,,,,,,,,
+241,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 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,15.0,46,11.0,88.0,12.0,97.0,485,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5141.0,4867.0,python-rapidjson,conda-forge/python-rapidjson,,1818934.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1782024.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1439514.0,3.0,,,,,,,,,,,,,,,,,,,
+242,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 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,1.0,31,9.0,77.0,3.0,26.0,402,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,38423.0,38126.0,srsly,conda-forge/srsly,,5366332.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5334084.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1386687.0,3.0,,,,,,,,,,,,,,,,,,,
+243,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,,53,9.0,46.0,20.0,21.0,135,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,57672.0,55372.0,isodate,conda-forge/isodate,,80029234.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2300.0,79979597.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4665879.0,3.0,,,,,,,,,,,,,,,,,,,
+244,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 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8096,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,28,True,673.0,642.0,vaex,conda-forge/vaex,280.0,30842.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,28794.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178027.0,3.0,,,,,,,,,,,,,-2.0,,,,,,
+245,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 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,28,True,8653.0,8181.0,confluent-kafka,conda-forge/python-confluent-kafka,,10288997.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,472.0,10268316.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,806585.0,3.0,,,,,,,,,,,,,,,,,,,
+246,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 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,82.0,127.0,3347,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,493596.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,491441.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,66809.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,
+247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,94.0,110.0,31.0,127.0,2766,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7070.0,6911.0,sklearn-pandas,conda-forge/sklearn-pandas,,195329.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,193551.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67595.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,
+248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2627,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2370.0,2325.0,gino,,,17025.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,17025.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,23.0,111.0,50.0,42.0,1942,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7652.0,7558.0,gin-config,conda-forge/gin-config,,161375.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,160854.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22943.0,3.0,,,,,,,,,,,,,,,,,,,
+250,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 07:01:57.000,2023-12-25 17:02:54.000,2023-06-20 15:54:36,2284.0,,175,39.0,372.0,35.0,263.0,1925,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,179031.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,174188.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179215.0,3.0,,,,,,,,,,,,,,,,,,,
+251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,213.0,177.0,mongo-connector,,,6792.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6792.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1421,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10921.0,9411.0,blessings,conda-forge/blessings,,908191.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,901660.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,280843.0,3.0,,,,,,,,,,,,,,,,,,,
+253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1094,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,False,4575.0,4343.0,sqlitedict,conda-forge/sqlitedict,,454919.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,232.0,452495.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,96995.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,
+254,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 13:59:45.000,2023-12-25 04:54:46.000,2023-12-13 01:11:40,534.0,56.0,81,21.0,234.0,72.0,83.0,913,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3166.0,3160.0,odmantic,,,17674.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,17674.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+255,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,685,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10817.0,9579.0,parsedatetime,conda-forge/parsedatetime,,6255617.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6253553.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,181632.0,3.0,,,,,,,,,,,,,,,,,,,
+256,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-29 01:44:14.000,2023-12-21 22:41:22,7000.0,326.0,32,10.0,270.0,42.0,561.0,381,2023-12-21 06:06:41.000,2.1.1,193.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9074.0,https://pypi.org/project/static-frame,2023-12-21 06:06:41.000,2.0,1950.0,https://anaconda.org/conda-forge/static-frame,2023-12-21 19:00:41.040,313499.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,,
+257,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,233,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1318.0,1245.0,tabulator,conda-forge/tabulator-py,,151048.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,150361.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54309.0,3.0,,,,,,,,,,,,,,,,,,,
+258,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,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12531.0,12128.0,ordered-set,conda-forge/ordered-set,,11799498.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,403.0,11794698.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,446489.0,3.0,,,,,,,,,,,,,,,,,,,
+259,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-01 14:04:28.000,2022-03-10 10:33:50,585.0,,559,83.0,260.0,125.0,129.0,3679,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,92811.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,92555.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22578.0,3.0,,,,,,,,,,,,,,,,,,,
+260,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-02 21:46:01.000,2022-07-22 16:41:15,1938.0,,260,139.0,291.0,91.0,360.0,3184,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,155.0,133.0,flexx,conda-forge/flexx,,1518.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,370.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103379.0,3.0,,,,,,,,,,,,,,,,,,,
+261,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 06:22:25.000,2023-12-22 01:23:36.000,2023-12-22 01:23:36,5652.0,25.0,507,107.0,950.0,590.0,960.0,2113,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,134.0,27,False,76.0,,wx,conda-forge/wxpython,3731.0,19235.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,748112.0,3.0,,,,,,,,,,,,,,,,,,,
+262,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,,157,30.0,48.0,51.0,13.0,1899,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2290.0,,retrying,conda-forge/retrying,,9695807.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2290.0,9677813.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1583493.0,3.0,,,,,,,,,,,,,,,,,,,
+263,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1495,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,5949.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2230.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159507.0,3.0,,,,,,,,,,,,,,,,,,,
+264,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,,59,27.0,40.0,86.0,73.0,1369,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2343.0,2075.0,strictyaml,conda-forge/strictyaml,,1014984.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,268.0,1011879.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214301.0,3.0,,,,,,,,,,,,,,,,,,,
+265,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,,175,49.0,33.0,59.0,25.0,1281,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2684.0,2592.0,pandasql,conda-forge/pandasql,,1665477.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1651356.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,437775.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+266,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-02 21:57:44.000,2023-10-10 14:12:37,1994.0,1.0,136,42.0,420.0,115.0,251.0,952,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,27,True,1982.0,1853.0,intake,conda-forge/intake,,55274.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,46730.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,529788.0,3.0,,,,,,,,,,,,,,,,,,,
+267,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,,119,21.0,62.0,25.0,104.0,853,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2543.0,2419.0,pyahocorasick,conda-forge/pyahocorasick,,561313.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,556018.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,206539.0,3.0,,,,,,,,,,,,,,,,,,,
+268,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-02 04:55:24.000,2024-01-02 04:55:23,716.0,25.0,44,22.0,555.0,8.0,33.0,754,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,607614.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,607313.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16607.0,3.0,,,,,,,,,,,,,,,,,,,
+269,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,,84,25.0,51.0,7.0,39.0,727,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,866.0,,munch,conda-forge/munch,,2067216.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,866.0,1583989.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3865820.0,3.0,,,,,,,,,,,,,,,,,,,
+270,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,,114,16.0,93.0,69.0,127.0,679,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,15900.0,14413.0,configargparse,conda-forge/configargparse,,3297371.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1487.0,3275515.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,764981.0,3.0,,,,,,,,,,,,,,,,,,,
+271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,607,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1051.0,818.0,happybase,conda-forge/happybase,,46922.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,45162.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160203.0,3.0,,,,,,,,,,,,,,,,,,,
+272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,61661.0,59279.0,dataclasses,conda-forge/dataclasses,,11107398.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,10937714.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11538545.0,3.0,,,,,,,,,,,,,,,,,,,
+273,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,,135,25.0,106.0,68.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6404.0,5049.0,beaker,conda-forge/beaker,,245839.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,244952.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72736.0,3.0,,,,,,,,,,,,,,,,,,,
+274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,481,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,4003.0,3736.0,pyscreenshot,,,122881.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,122881.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7265.0,4880.0,pylibmc,conda-forge/pylibmc,455.0,153667.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,148112.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215632.0,3.0,,,,,,,,,,,,,,,,,,,
+276,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 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,36022.0,32610.0,configobj,conda-forge/configobj,384.0,3077056.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3412.0,3065581.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,757152.0,3.0,,,,,,,,,,,,,-2.0,,,,,,
+277,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,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47069.0,39069.0,futures,conda-forge/futures,,9020944.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,9006733.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264781.0,3.0,,,,,,,,,,,,,,,,,,,
+278,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 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,7.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,34477.0,34393.0,catalogue,conda-forge/catalogue,,5066977.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,84.0,5038131.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1211547.0,3.0,,,,,,,,,,,,,,,,,,,
+279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2502.0,2210.0,cloudant,conda-forge/cloudant,,106038.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,104788.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110021.0,3.0,,,,,,,,,,,,,,,,,,,
+280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62950.0,58618.0,pathlib2,conda-forge/pathlib2,,6172596.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4332.0,6103363.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2630888.0,3.0,,,,,,,,,,,,,,,,,,,
+281,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 20:20:15.000,2023-12-30 01:05:03.000,2023-10-12 13:30:56,291.0,2.0,275,28.0,141.0,102.0,127.0,2919,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,102.0,100.0,img2dataset,,1477.0,33835.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,33785.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+282,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,,101,31.0,82.0,17.0,127.0,2396,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,26,True,1251.0,1206.0,swifter,conda-forge/swifter,,393555.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,386339.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310320.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,19.0,141.0,2303,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,360.0,,python-box,conda-forge/python-box,39.0,5651146.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,360.0,5639277.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,498532.0,3.0,,,,,,,,,,,,,,,,,,,
+284,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,,130,49.0,61.0,14.0,123.0,2272,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,762.0,740.0,pyfunctional,,,210112.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,210112.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+285,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 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,146,32.0,228.0,71.0,142.0,1756,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,533.0,512.0,arq,conda-forge/arq,,72751.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,72467.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9378.0,3.0,,,,,,,,,,,,,,,,,,,
+286,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 21:14:39.000,2023-12-25 19:19:09.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,100.0,6.0,4.0,1227,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,3038.0,3021.0,asyncer,conda-forge/asyncer,,80745.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,80478.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6408.0,3.0,,,,,,,,,,,,,,,,,,,
+287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1161,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,115226.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,115223.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+288,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1084,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6469.0,6346.0,immutables,conda-forge/immutables,,635838.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,614065.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,958019.0,3.0,,,,,,,,,,,,,,,,,,,
+289,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,615,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1278.0,1253.0,pysimdjson,conda-forge/pysimdjson,,680964.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,678886.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,81056.0,3.0,,,,,,,,,,,,,,,,,,,
+290,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,,64,17.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17929.0,17913.0,umongo,conda-forge/umongo,,30780.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,30568.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5945.0,3.0,,,,,,,,,,,,,,,,,,,
+291,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,,37,9.0,28.0,28.0,31.0,251,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2804.0,,send2trash,conda-forge/send2trash,,12082653.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2804.0,11905848.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12730006.0,3.0,,,,,,,,,,,,,,,,,,,
+292,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 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,58.0,34,16.0,81.0,24.0,4.0,246,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,230591.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,230591.0,,,,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 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,196,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13091.0,,ptyprocess,conda-forge/ptyprocess,,35182490.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13091.0,35010837.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15963810.0,3.0,,,,,,,,,,,,,,,,,,,
+294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,76391.0,73673.0,contextlib2,conda-forge/contextlib2,,14819253.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2718.0,14806773.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1185602.0,3.0,,,,,,,,,,,,,,,,,,,
+295,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6152,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,1342.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1342.0,,,,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,,141,58.0,248.0,95.0,108.0,1567,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,13765.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,13765.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,5659.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,5659.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+298,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,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1280.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1280.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+299,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,,145,45.0,53.0,20.0,19.0,1208,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1481681.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1481681.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+300,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,25,False,508.0,,bcolz,conda-forge/bcolz,,9118.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4996.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342168.0,3.0,,,,,,,,,,,,,,,,,,,
+301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,915,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,261.0,,mss,conda-forge/python-mss,,551905.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,261.0,551065.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36162.0,3.0,,,,,,,,,,,,,,,,,,,
+302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-04 10:41:16.000,2024-01-04 10:41:13,9948.0,9.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,,81617.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81617.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,,
+303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-01 19:24:40.000,2024-01-01 19:24:33,370.0,7.0,32,7.0,137.0,3.0,81.0,144,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,25,True,1105.0,1060.0,everett,conda-forge/everett,,90519.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,89128.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54284.0,3.0,,,,,,,,,,,,,,,,,,,
+304,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,297.0,1809.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8479.0,,openpyxl,openpyxl,,62040920.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8449.0,62038796.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,207029.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+305,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,4,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,28851.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,28049.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63380.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,
+306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,138.0,63.0,storm,,,2426.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2426.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+307,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 13:39:33.000,2023-12-27 18:16:56.000,2023-10-02 06:28:26,631.0,,391,46.0,176.0,193.0,109.0,2476,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,4701.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,4701.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+308,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,,93,42.0,42.0,24.0,47.0,1493,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,124.0,113.0,pypeln,conda-forge/pypeln,,219267.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,218917.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14715.0,3.0,,,,,,,,,,,,,,,,,,,
+309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-01 14:09:18.000,2023-05-19 04:32:00,6411.0,,227,39.0,1045.0,9.0,209.0,1412,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,,6482.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,6482.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-01 10:04:57.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,244.0,46.0,41.0,1324,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,2709.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,2709.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2322.0,2152.0,pluginbase,conda-forge/pluginbase,,562518.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,558301.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303644.0,3.0,,,,,,,,,,,,,,,,,,,
+312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,742,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,267.0,236.0,dirty-equals,conda-forge/dirty-equals,,170893.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,169075.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40017.0,3.0,,,,,,,,,,,,,,,,,,,
+313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,700,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,16622.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,14223.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,67199.0,3.0,,,,,,,,,,,,,,,,,,,
+314,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,,140,10.0,22.0,29.0,19.0,679,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3317.0,3077.0,ratelimit,conda-forge/ratelimit,,5916649.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,240.0,5916276.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13432.0,3.0,,,,,,,,,,,,,,,,,,,
+315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-01-01 11:44:49.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,62.0,17.0,53.0,480,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,458.0,428.0,cachier,,,28202.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,28202.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,,
+316,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,,70,22.0,66.0,11.0,99.0,474,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,748.0,657.0,hickle,conda-forge/hickle,,29246.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,28847.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23954.0,3.0,,,,,,,,,,,,,,,,,,,
+317,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,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,11674.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,11674.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,350,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,385.0,347.0,aiomisc,,,9937.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,9937.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+319,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,,29,11.0,51.0,21.0,35.0,315,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,24,True,391.0,,typing_inspect,conda-forge/typing_inspect,,23386053.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,23356344.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1693428.0,3.0,,,,,,,,,,,,,,,,,,,
+320,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,,90.0,310,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,212.0,190.0,pyhdb,,101.0,373943.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,373942.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5930.0,4595.0,clint,conda-forge/clint,117.0,86389.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,85778.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56257.0,3.0,,,,,,,,,,,,,,,,,,,
+322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8028.0,,entrypoints,conda-forge/entrypoints,,12578837.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,12386065.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17927836.0,3.0,,,,,,,,,,,,,,,,,,,
+323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10556,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,26.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,26.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1554,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,197.0,173.0,commonregex,,,111422.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,111422.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+325,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 22:30:25.000,2023-12-21 14:11:29.000,2023-12-21 14:11:28,87.0,6.0,29,8.0,53.0,14.0,11.0,284,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,388.0,332.0,rtoml,,,69097.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,56.0,69097.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+326,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,,57,20.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,915.0,828.0,deepdish,conda-forge/deepdish,,8788.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,7723.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91614.0,3.0,,,,,,,,,,,,,,,,,,,
+327,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,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1022.0,975.0,filedepot,,,11591.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,11591.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2835.0,2639.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,112221.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,111858.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27269.0,3.0,,,,,,,,,,,,,,,,,,,
+329,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 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,7.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2260.0,2132.0,stopit,conda-forge/stopit,,651187.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,640684.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,756242.0,3.0,,,,,,,,,,,,,,,,,,,
+330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3494,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,435.0,401.0,pampy,,,21698.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,21698.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,609.0,579.0,macropy3,,,153.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,153.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+332,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 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,3.0,141,33.0,11.0,10.0,168.0,3214,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,22,False,201.0,201.0,ptext-joris-schellekens,conda-forge/borb,,1611.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,46720.0,3.0,,,,,,,,,,,,,,,,,,,
+333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,23.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,23.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2474,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,22437.0,701.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1797,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,206.0,175.0,bashplotlib,,,2649.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2649.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+336,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,,95,33.0,24.0,27.0,10.0,1340,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,184.0,163.0,pinject,conda-forge/pinject,,48579.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,48406.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4852.0,3.0,,,,,,,,,,,,,,,,,,,
+337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,857,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,232.0,213.0,unsync,conda-forge/unsync,,28503.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,28223.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12080.0,3.0,,,,,,,,,,,,,,,,,,,
+338,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,,135,63.0,76.0,167.0,149.0,853,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,193.0,164.0,rows,,38.0,525.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,525.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+339,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,840,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1448.0,1347.0,pickledb,,,11885.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,11885.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,15.0,183.0,16.0,122.0,558,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,2789.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2239.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13222.0,3.0,,,,,,,,,,,,,,,,,,,
+341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11418.0,9371.0,unipath,,,43425.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,43425.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+342,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,False,194.0,186.0,pysparkling,conda-forge/pysparkling,,7787.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7653.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4583.0,3.0,,,,,,,,,,,,,,,,,,,
+343,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 14:22:53.000,2023-12-29 18:22:13.000,2023-12-29 18:22:12,5453.0,14.0,44,15.0,624.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,159.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,159.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+344,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,11.0,24.0,156,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,200.0,188.0,aioprometheus,,,137082.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,137082.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+345,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 15:35:29.000,2023-12-25 17:36:55.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,15.0,15.0,143,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,296.0,258.0,docopt-ng,,,83841.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,83841.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-01-04 13:30:58.000,2024-01-04 13:15:39,1772.0,50.0,5,3.0,779.0,18.0,36.0,51,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,2629.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,2620.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,588.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,588.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+348,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,,43,12.0,20.0,18.0,11.0,478,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4533.0,3345.0,awesome-slugify,conda-forge/awesome-slugify,,44817.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,44072.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69297.0,3.0,,,,,,,,,,,,,,,,,,,
+349,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,,63,47.0,71.0,4.0,,352,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,705.0,622.0,pymodm,conda-forge/pymodm,,9701.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,9591.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5194.0,3.0,,,,,,,,,,,,,,,,,,,
+350,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,166.0,160.0,datatest,,,13041.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13041.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+351,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,206,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10414.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10414.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+352,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,,12,5.0,11.0,2.0,7.0,126,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2114.0,2054.0,coolname,conda-forge/coolname,,340521.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,338347.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,80471.0,3.0,,,,,,,,,,,,,,,,,,,
+353,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,,142,68.0,4.0,1.0,40.0,2123,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1448.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1448.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,879,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,31.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,31.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,,1933.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1177.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28743.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+356,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,649,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,69.0,66.0,pugsql,,,3305.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3305.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+357,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-01-04 11:45:05.000,2024-01-04 11:45:00,567.0,199.0,25,4.0,81.0,6.0,14.0,517,2023-12-20 17:07:12.000,1.5.0,53.0,7.0,20,True,2.0,,pipeless-ai,,327.0,150.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,85.0,,,,1.0,,,,,,,,,,,,,,,,,,,
+358,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,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,8627.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8400.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21185.0,3.0,,,,,,,,,,,,,,,,,,,
+359,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 21:53:58.000,2023-12-30 13:34:43.000,2023-12-30 13:34:29,663.0,41.0,21,4.0,43.0,4.0,,259,2023-12-30 13:34:43.000,1.1.234,542.0,11.0,20,True,5.0,5.0,upgini,,,4811.0,https://pypi.org/project/upgini,2023-12-30 13:34:43.000,,4811.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+360,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,202,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,889.0,885.0,gsheetsdb,,,57242.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,57242.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+361,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,,459,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+362,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,,215,40.0,56.0,82.0,39.0,1402,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11390.0,1095.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,915.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-01-03 11:04:34.000,2023-12-30 02:18:19,2942.0,151.0,134,29.0,221.0,44.0,350.0,1308,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+364,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,48,15.0,34.0,25.0,11.0,285,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,19,True,415.0,400.0,price-parser,,,58512.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,58512.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,,,
+365,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,157.0,130.0,queries,,,2915.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2915.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 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 17:06:00.831,2.8.1,115.0,9.0,19,True,84.0,80.0,typical,conda-forge/typical,,2541.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1452.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34866.0,3.0,,,,,,,,,,,,,,,,,,,
+367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2034,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,138.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,138.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+368,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,965,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,582.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,582.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,,
+370,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,6.0,5.0,fletcher,conda-forge/fletcher,21.0,1026.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,36.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65364.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+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,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,95.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,95.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,35.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+373,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 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1103,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,5.0,5.0,colout,,,91.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,91.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+374,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,,75,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,42.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,42.0,,,,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 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,66,19.0,28.0,42.0,30.0,840,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,1155.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1155.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-04 10:29:44.000,2024-01-02 08:55:24,122.0,5.0,8,14.0,163.0,9.0,9.0,269,2023-12-18 09:51:00.000,0.19.6,105.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,1520.0,https://pypi.org/project/squirrel-core,2023-12-18 09:51:00.000,,1520.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,,
+377,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,,14,8.0,18.0,1.0,12.0,178,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,142532.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,142532.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+378,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,,23,19.0,9.0,7.0,6.0,625,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,30.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,30.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+379,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,,124,16.0,278.0,127.0,78.0,611,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,336.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,336.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,
+380,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,324.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,324.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+381,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 16:16:22.000,2023-12-21 15:05:13.000,2023-12-21 15:05:13,940.0,139.0,21,2.0,797.0,8.0,18.0,249,2023-11-30 10:36:03.000,0.1.52,35.0,14.0,15,False,,,the-guide,,,10.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,10.0,,,,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,,101,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,20.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,20.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+383,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,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,105.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,105.0,,,,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,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,39.0,34.0,cleverdict,,,317.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,317.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,690.0,681.0,millify,,,28045.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,28045.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,55.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,55.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,32.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,32.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,92.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,92.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,10,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,778,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 17bb9dd..5f1558d 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._
-- docker (π₯43 Β· β 6.5K Β· π) - A Python library for the Docker Engine API. Apache-2
-- rq (π₯39 Β· β 9.3K Β· π) - Simple job queues for Python. BSD-3
-- dill (π₯36 Β· β 2.1K Β· π) - serialize all of Python. BSD-3
-- zarr (π₯35 Β· β 1.3K Β· π) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- multidict (π₯33 Β· β 360 Β· π) - The multidict implementation. Apache-2
+- click (π₯46 Β· β 15K Β· π) - Python composable command line interface toolkit. BSD-3
+- attrs (π₯42 Β· β 5K Β· π) - Python Classes Without Boilerplate. MIT
+- filesystem_spec (π₯40 Β· β 710 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- python-fire (π₯37 Β· β 26K Β· π) - Python Fire is a library for automatically generating.. Apache-2
+- questionary (π₯31 Β· β 1.3K Β· π) - Python library to build pretty command line user prompts Easy to.. MIT
## 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._
-- pydantic (π₯44 Β· β 17K Β· π) - Data validation using Python type hints. MIT
-- Dagster (π₯41 Β· β 9.2K Β· π) - An orchestration platform for the development, production, and.. Apache-2
-- polars (π₯40 Β· β 23K Β· π) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
-- cookiecutter (π₯40 Β· β 21K Β· π) - A cross-platform command-line utility that creates projects.. BSD-3
-- pexpect (π₯38 Β· β 2.5K Β· π) - A Python module for controlling interactive programs in a pseudo-.. ISC
+- watchdog (π₯35 Β· β 6.1K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
+- cx-Oracle (π₯30 Β· β 870 Β· π) - Python interface to Oracle Database now superseded by python-.. BSD-3
+- Vaex (π₯28 Β· β 8.1K Β· π) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
+- configobj (π₯27 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
+- price-parser (π₯19 Β· β 280 Β· π) - Extract price amount and currency symbol from a raw text.. BSD-3