dill (π₯38 Β· β 2.4K Β· π) - serialize all of Python. BSD-3
+orjson (π₯38 Β· β 7.8K Β· π) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
-- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 47 Β· π 190 Β· π₯ 290K Β· π¦ 240K Β· π 560 - 35% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 280 Β· π¦ 210K Β· π 490 - 0% open Β· β±οΈ 29.01.2026):
```
- git clone https://github.com/uqfoundation/dill
+ git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 100M / month Β· π¦ 4.2K Β· β±οΈ 19.01.2026):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 100M / month Β· π¦ 5.2K Β· β±οΈ 06.12.2025):
```
- pip install dill
+ pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 17M Β· β±οΈ 19.01.2026):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 4.6M Β· β±οΈ 15.12.2025):
```
- conda install -c conda-forge dill
+ conda install -c conda-forge orjson
```
orjson (π₯37 Β· β 7.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+dill (π₯38 Β· β 2.4K) - serialize all of Python. BSD-3
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 280 Β· π¦ 210K Β· β±οΈ 06.12.2025):
+- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 47 Β· π 190 Β· π₯ 290K Β· π¦ 240K Β· π 560 - 35% open Β· β±οΈ 24.01.2026):
```
- git clone https://github.com/ijl/orjson
+ git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 91M / month Β· π¦ 4.9K Β· β±οΈ 06.12.2025):
+- [PyPi](https://pypi.org/project/dill) (π₯ 110M / month Β· π¦ 4.2K Β· β±οΈ 19.01.2026):
```
- pip install orjson
+ pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 4.6M Β· β±οΈ 15.12.2025):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 17M Β· β±οΈ 19.01.2026):
```
- conda install -c conda-forge orjson
+ conda install -c conda-forge dill
```
simplejson (π₯37 Β· β 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
-- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 45 Β· π 350 Β· π₯ 7.9K Β· π¦ 150K Β· π 220 - 11% open Β· β±οΈ 24.09.2025):
+- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 45 Β· π 350 Β· π₯ 8K Β· π¦ 150K Β· π 220 - 11% open Β· β±οΈ 24.09.2025):
```
git clone https://github.com/simplejson/simplejson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 47M / month Β· π¦ 2.8K Β· β±οΈ 26.09.2025):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 51M / month Β· π¦ 2.8K Β· β±οΈ 26.09.2025):
```
pip install simplejson
```
@@ -190,12 +190,12 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
jsonpickle (π₯37 Β· β 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
-- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 83 Β· π 180 Β· π¦ 49K Β· π 380 - 16% open Β· β±οΈ 17.01.2026):
+- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 83 Β· π 180 Β· π¦ 49K Β· π 380 - 16% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 17M / month Β· π¦ 1.5K Β· β±οΈ 02.06.2025):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 18M / month Β· π¦ 1.5K Β· β±οΈ 02.06.2025):
```
pip install jsonpickle
```
@@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
cloudpickle (π₯34 Β· β 1.9K) - Extended pickling support for Python objects. BSD-3
-- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 66 Β· π 180 Β· π₯ 85 Β· π 280 - 36% open Β· β±οΈ 05.11.2025):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 66 Β· π 180 Β· π₯ 86 Β· π 280 - 36% open Β· β±οΈ 05.11.2025):
```
git clone https://github.com/cloudpipe/cloudpickle
@@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 15M / month Β· π¦ 250 Β· β±οΈ 17.11.2025):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 16M / month Β· π¦ 250 Β· β±οΈ 17.11.2025):
```
pip install srsly
```
@@ -243,11 +243,11 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 3.9M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 4.5M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
```
pip install python-rapidjson
```
-- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 4.4M Β· β±οΈ 07.12.2025):
+- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 4.5M Β· β±οΈ 07.12.2025):
```
conda install -c conda-forge python-rapidjson
```
@@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 210K / month Β· π¦ 160 Β· β±οΈ 19.10.2025):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 270K / month Β· π¦ 160 Β· β±οΈ 19.10.2025):
```
pip install rtoml
```
@@ -282,28 +282,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯54 Β· β 48K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.1K Β· π 20K Β· π₯ 3.1M Β· π¦ 2.8M Β· π 28K - 12% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.1K Β· π 20K Β· π₯ 3.2M Β· π¦ 2.8M Β· π 28K - 12% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 440M / month Β· π¦ 110K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 470M / month Β· π¦ 110K Β· β±οΈ 21.01.2026):
```
pip install pandas
```
-- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 75M Β· β±οΈ 22.01.2026):
+- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 76M Β· β±οΈ 22.01.2026):
```
conda install -c conda-forge pandas
```
h5py (π₯43 Β· β 2.2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 220 Β· π 550 Β· π₯ 5.7K Β· π¦ 360K Β· π 1.7K - 19% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 220 Β· π 550 Β· π₯ 5.7K Β· π¦ 360K Β· π 1.7K - 19% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 27M / month Β· π¦ 9.5K Β· β±οΈ 16.10.2025):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 29M / month Β· π¦ 9.5K Β· β±οΈ 16.10.2025):
```
pip install h5py
```
@@ -312,30 +312,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge h5py
```
xarray (π₯41 Β· β 4.1K) - N-D labeled arrays and datasets in Python. Apache-2
+xarray (π₯40 Β· β 4.1K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 600 Β· π 1.2K Β· π¦ 43K Β· π 5.2K - 25% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 600 Β· π 1.2K Β· π¦ 43K Β· π 5.2K - 26% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 11M / month Β· π¦ 5K Β· β±οΈ 05.12.2025):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 12M / month Β· π¦ 5.2K Β· β±οΈ 28.01.2026):
```
pip install xarray
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 14M Β· β±οΈ 05.12.2025):
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 14M Β· β±οΈ 29.01.2026):
```
conda install -c conda-forge xarray
```
zarr (π₯37 Β· β 1.9K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 160 Β· π 370 Β· π¦ 7.5K Β· π 1.4K - 36% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 160 Β· π 370 Β· π¦ 7.6K Β· π 1.4K - 36% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 2.5M / month Β· π¦ 1.7K Β· β±οΈ 21.11.2025):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 3M / month Β· π¦ 1.7K Β· β±οΈ 21.11.2025):
```
pip install zarr
```
@@ -351,7 +351,7 @@ _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₯ 8.6M / month Β· π¦ 1.2K Β· β±οΈ 13.10.2025):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 9.6M / month Β· π¦ 1.2K Β· β±οΈ 13.10.2025):
```
pip install numexpr
```
@@ -367,23 +367,23 @@ _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₯ 4.8M / month Β· π¦ 620 Β· β±οΈ 08.09.2025):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 5.5M / month Β· π¦ 620 Β· β±οΈ 08.09.2025):
```
pip install Bottleneck
```
-- [Conda](https://anaconda.org/conda-forge/bottleneck) (π₯ 6.1M Β· β±οΈ 10.11.2025):
+- [Conda](https://anaconda.org/conda-forge/bottleneck) (π₯ 6.2M Β· β±οΈ 10.11.2025):
```
conda install -c conda-forge bottleneck
```
pandera (π₯35 Β· β 4.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 180 Β· π 370 Β· π¦ 3.3K Β· π 1K - 41% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 180 Β· π 370 Β· π¦ 3.3K Β· π 1K - 41% open Β· β±οΈ 24.01.2026):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 8.1M / month Β· π¦ 410 Β· β±οΈ 08.01.2026):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 9.4M / month Β· π¦ 420 Β· β±οΈ 29.01.2026):
```
pip install pandera
```
@@ -399,23 +399,23 @@ _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₯ 1.7M / month Β· π¦ 66 Β· β±οΈ 02.10.2025):
+- [PyPi](https://pypi.org/project/modin) (π₯ 1.6M / month Β· π¦ 66 Β· β±οΈ 02.10.2025):
```
pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 870K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 880K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge modin-core
```
PyTables (π₯34 Β· β 1.4K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 140 Β· π 280 Β· π₯ 210 Β· π 750 - 20% open Β· β±οΈ 17.01.2026):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 140 Β· π 280 Β· π₯ 210 Β· π 750 - 20% open Β· β±οΈ 23.01.2026):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 1.3M / month Β· π¦ 1.5K Β· β±οΈ 04.01.2025):
+- [PyPi](https://pypi.org/project/tables) (π₯ 1.4M / month Β· π¦ 1.5K Β· β±οΈ 04.01.2025):
```
pip install tables
```
@@ -431,23 +431,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 1.4M / month Β· π¦ 690 Β· β±οΈ 12.10.2024):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 1.6M / month Β· π¦ 690 Β· β±οΈ 12.10.2024):
```
pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 780K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 790K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge tinydb
```
datasketch (π₯33 Β· β 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 36 Β· π 310 Β· π₯ 36 Β· π¦ 2.4K Β· π 180 - 31% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 36 Β· π 310 Β· π₯ 37 Β· π¦ 2.4K Β· π 180 - 31% open Β· β±οΈ 18.01.2026):
```
git clone https://github.com/ekzhu/datasketch
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 4.7M / month Β· π¦ 130 Β· β±οΈ 18.01.2026):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 5.1M / month Β· π¦ 130 Β· β±οΈ 18.01.2026):
```
pip install datasketch
```
@@ -459,7 +459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 84K / month Β· π¦ 82 Β· β±οΈ 21.03.2025):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 93K / month Β· π¦ 82 Β· β±οΈ 21.03.2025):
```
pip install docarray
```
@@ -475,23 +475,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 12K / month Β· π¦ 52 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 15K / month Β· π¦ 52 Β· β±οΈ 21.07.2023):
```
pip install vaex
```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 380K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 390K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge vaex
```
datatable (π₯28 Β· β 1.9K Β· π€) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
-- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 41 Β· π 160 Β· π₯ 3.3K Β· π 1.5K - 11% open Β· β±οΈ 17.03.2025):
+- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 41 Β· π 160 Β· π₯ 3.4K Β· π 1.5K - 11% open Β· β±οΈ 17.03.2025):
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 38K / month Β· π¦ 54 Β· β±οΈ 01.12.2023):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 41K / month Β· π¦ 54 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
@@ -502,16 +502,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (π₯28 Β· β 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 27 Β· π 35 Β· π¦ 29 Β· π 730 - 6% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 27 Β· π 35 Β· π¦ 30 Β· π 730 - 6% open Β· β±οΈ 22.01.2026):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 22K / month Β· π¦ 6 Β· β±οΈ 17.12.2025):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 24K / month Β· π¦ 6 Β· β±οΈ 22.01.2026):
```
pip install static-frame
```
-- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 560K Β· β±οΈ 17.12.2025):
+- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 560K Β· β±οΈ 22.01.2026):
```
conda install -c conda-forge static-frame
```
@@ -523,7 +523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 25K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
```
pip install pickledb
```
@@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- pandasql (π₯28 Β· β 1.4K Β· π) - sqldf for pandas. MIT BSD-3 jupyter
- Arctic (π₯27 Β· β 3.1K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
-- bcolz (π₯26 Β· β 960 Β· π) - A columnar data container that can be compressed. BSD-3
+- bcolz (π₯27 Β· β 960 Β· π) - A columnar data container that can be compressed. BSD-3
- fletcher (π₯20 Β· β 230 Β· π) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT MIT MIT
@@ -565,12 +565,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (π₯38 Β· β 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT
-- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 77 Β· π 160 Β· π¦ 370K Β· π 180 - 15% open Β· β±οΈ 11.01.2026):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 77 Β· π 160 Β· π¦ 370K Β· π 180 - 15% open Β· β±οΈ 23.01.2026):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 36M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 38M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
@@ -579,14 +579,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyrsistent
```
multidict (π₯33 Β· β 480) - The multidict implementation. Apache-2
+multidict (π₯34 Β· β 480) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 62 Β· π 110 Β· π₯ 1.9K Β· π 200 - 15% open Β· β±οΈ 20.11.2025):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 62 Β· π 110 Β· π₯ 1.6K Β· π 190 - 11% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 250M / month Β· π¦ 2.1K Β· β±οΈ 06.10.2025):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 280M / month Β· π¦ 2.1K Β· β±οΈ 26.01.2026):
```
pip install multidict
```
@@ -602,11 +602,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 13M / month Β· π¦ 480 Β· β±οΈ 18.02.2024):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 14M / month Β· π¦ 480 Β· β±οΈ 18.02.2024):
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 680K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 690K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge bidict
```
@@ -618,7 +618,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 3.4M / month Β· π¦ 580 Β· β±οΈ 08.04.2025):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 3.9M / month Β· π¦ 580 Β· β±οΈ 08.04.2025):
```
pip install anytree
```
@@ -629,12 +629,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (π₯30 Β· β 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 69 Β· π¦ 3K Β· π 200 - 59% open Β· β±οΈ 29.12.2025):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 71 Β· π¦ 3K Β· π 200 - 59% open Β· β±οΈ 29.12.2025):
```
git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 9.1M / month Β· π¦ 250 Β· β±οΈ 29.12.2025):
+- [PyPi](https://pypi.org/project/glom) (π₯ 11M / month Β· π¦ 250 Β· β±οΈ 29.12.2025):
```
pip install glom
```
@@ -645,12 +645,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (π₯29 Β· β 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 11 Β· π 45 Β· π¦ 2K Β· π 120 - 10% open Β· β±οΈ 09.01.2026):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 11 Β· π 43 Β· π¦ 2K Β· π 120 - 10% open Β· β±οΈ 09.01.2026):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 690K / month Β· π¦ 110 Β· β±οΈ 30.09.2025):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 770K / month Β· π¦ 110 Β· β±οΈ 30.09.2025):
```
pip install python-benedict
```
@@ -661,12 +661,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (π₯26 Β· β 950) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 30 Β· π 53 Β· π₯ 34 Β· π 52 - 21% open Β· β±οΈ 06.01.2026):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 30 Β· π 53 Β· π₯ 34 Β· π 52 - 21% open Β· β±οΈ 23.01.2026):
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 1.2M / month Β· π¦ 130 Β· β±οΈ 13.12.2024):
+- [PyPi](https://pypi.org/project/janus) (π₯ 1.5M / month Β· π¦ 130 Β· β±οΈ 13.12.2024):
```
pip install janus
```
@@ -682,7 +682,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 4.9M / month Β· π¦ 460 Β· β±οΈ 16.01.2025):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 5.4M / month Β· π¦ 460 Β· β±οΈ 16.01.2025):
```
pip install python-box
```
@@ -709,12 +709,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯46 Β· β 27K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 720 Β· π 2.4K Β· π¦ 940K Β· π 5.5K - 9% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 730 Β· π 2.4K Β· π¦ 940K Β· π 5.5K - 9% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 500M / month Β· π¦ 53K Β· β±οΈ 18.12.2025):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 540M / month Β· π¦ 53K Β· β±οΈ 18.12.2025):
```
pip install pydantic
```
@@ -725,12 +725,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (π₯42 Β· β 4.9K) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 120 Β· π 610 Β· π₯ 890 Β· π¦ 820K Β· π 880 - 4% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 120 Β· π 610 Β· π₯ 910 Β· π¦ 820K Β· π 880 - 4% open Β· β±οΈ 19.01.2026):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 260M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 290M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
```
pip install jsonschema
```
@@ -739,22 +739,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge jsonschema
```
cerberus (π₯36 Β· β 3.3K) - Lightweight, extensible data validation library for Python. ISC
-
-- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 67 Β· π 240 Β· π¦ 18K Β· π 360 - 3% open Β· β±οΈ 01.01.2026):
-
- ```
- git clone https://github.com/pyeve/cerberus
- ```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.4M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
- ```
- pip install cerberus
- ```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 700K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge cerberus
- ```
-voluptuous (π₯34 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 100 Β· π 220 Β· π¦ 20K Β· π 260 - 16% open Β· β±οΈ 18.12.2025):
@@ -762,11 +746,11 @@ _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₯ 3.9M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 4.4M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
```
pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 650K Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 660K Β· β±οΈ 19.12.2025):
```
conda install -c conda-forge voluptuous
```
@@ -787,14 +771,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge validators
```
schema (π₯33 Β· β 2.9K) - Schema validation just got Pythonic. MIT
+cerberus (π₯33 Β· β 3.3K Β· π) - Lightweight, extensible data validation library for Python. ISC
+
+- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 67 Β· π 240 Β· π¦ 18K Β· π 360 - 3% open Β· β±οΈ 01.01.2026):
+
+ ```
+ git clone https://github.com/pyeve/cerberus
+ ```
+- [PyPi](https://pypi.org/project/cerberus) (π¦ 770 Β· β±οΈ 06.11.2025):
+ ```
+ pip install cerberus
+ ```
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 700K Β· β±οΈ 22.04.2025):
+ ```
+ conda install -c conda-forge cerberus
+ ```
+schema (π₯32 Β· β 2.9K) - Schema validation just got Pythonic. MIT
- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 72 Β· π 210 Β· π¦ 16K Β· π 190 - 52% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/schema) (π₯ 23M / month Β· π¦ 890 Β· β±οΈ 11.10.2025):
+- [PyPi](https://pypi.org/project/schema) (π₯ 24M / month Β· π¦ 890 Β· β±οΈ 11.10.2025):
```
pip install schema
```
@@ -803,14 +803,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge schema
```
param (π₯32 Β· β 500) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
+param (π₯32 Β· β 510) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 42 Β· π 80 Β· π¦ 18K Β· π 520 - 33% open Β· β±οΈ 02.01.2026):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 42 Β· π 80 Β· π¦ 18K Β· π 520 - 33% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 1M / month Β· π¦ 210 Β· β±οΈ 25.11.2025):
+- [PyPi](https://pypi.org/project/param) (π₯ 1.2M / month Β· π¦ 210 Β· β±οΈ 25.11.2025):
```
pip install param
```
@@ -826,23 +826,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/JoshData/python-email-validator
```
-- [PyPi](https://pypi.org/project/email-validator) (π₯ 78M / month Β· π¦ 1.2K Β· β±οΈ 26.08.2025):
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 81M / month Β· π¦ 1.2K Β· β±οΈ 26.08.2025):
```
pip install email-validator
```
-- [Conda](https://anaconda.org/conda-forge/email-validator) (π₯ 1.9M Β· β±οΈ 26.08.2025):
+- [Conda](https://anaconda.org/conda-forge/email-validator) (π₯ 2M Β· β±οΈ 26.08.2025):
```
conda install -c conda-forge email-validator
```
dirty-equals (π₯25 Β· β 950) - Doing dirty (but extremely useful) things with equals. MIT
+dirty-equals (π₯25 Β· β 960) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 43 Β· π¦ 710 Β· π 45 - 35% open Β· β±οΈ 17.11.2025):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 44 Β· π¦ 720 Β· π 45 - 35% open Β· β±οΈ 17.11.2025):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 1.5M / month Β· π¦ 100 Β· β±οΈ 17.11.2025):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 1.7M / month Β· π¦ 100 Β· β±οΈ 17.11.2025):
```
pip install dirty-equals
```
@@ -875,7 +875,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 1.5M / month Β· π¦ 220 Β· β±οΈ 02.07.2025):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 1.9M / month Β· π¦ 220 Β· β±οΈ 02.07.2025):
```
pip install transitions
```
@@ -884,14 +884,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge transitions
```
algorithms (π₯29 Β· β 25K) - Minimal examples of data structures and algorithms in Python. MIT
+algorithms (π₯30 Β· β 25K) - Minimal examples of data structures and algorithms in Python. MIT
-- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 210 Β· π 4.7K Β· π¦ 140 Β· π 330 - 66% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 220 Β· π 4.7K Β· π¦ 140 Β· π 330 - 66% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 2.6K / month Β· π¦ 4 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 3.2K / month Β· π¦ 4 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -910,14 +910,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯40 Β· β 9K Β· π) - Better dates & times for Python. Apache-2
+holidays (π₯38 Β· β 1.8K) - Open World Holidays Framework. MIT
+
+- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 300 Β· π 600 Β· π₯ 280 Β· π¦ 26K Β· π 760 - 9% open Β· β±οΈ 29.01.2026):
+
+ ```
+ git clone https://github.com/vacanza/holidays
+ ```
+- [PyPi](https://pypi.org/project/holidays) (π₯ 22M / month Β· π¦ 500 Β· β±οΈ 19.01.2026):
+ ```
+ pip install holidays
+ ```
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 4.4M Β· β±οΈ 21.01.2026):
+ ```
+ conda install -c conda-forge holidays
+ ```
+arrow (π₯37 Β· β 9K Β· π) - Better dates & times for Python. Apache-2
- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 290 Β· π 700 Β· π¦ 180K Β· π 520 - 21% open Β· β±οΈ 16.12.2025):
```
git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 50M / month Β· π¦ 2.3K Β· β±οΈ 18.10.2025):
+- [PyPi](https://pypi.org/project/arrow) (π¦ 2.3K Β· β±οΈ 18.10.2025):
```
pip install arrow
```
@@ -926,30 +942,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge arrow
```
holidays (π₯37 Β· β 1.8K) - Open World Holidays Framework. MIT
+dateparser (π₯36 Β· β 2.8K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 300 Β· π 600 Β· π₯ 280 Β· π¦ 26K Β· π 760 - 9% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 480 Β· π¦ 37K Β· π 750 - 46% open Β· β±οΈ 23.01.2026):
```
- git clone https://github.com/vacanza/holidays
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 20M / month Β· π¦ 500 Β· β±οΈ 19.01.2026):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 29M / month Β· π¦ 1.3K Β· β±οΈ 26.06.2025):
```
- pip install holidays
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 4.4M Β· β±οΈ 21.01.2026):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 760K Β· β±οΈ 26.06.2025):
```
- conda install -c conda-forge holidays
+ conda install -c conda-forge dateparser
```
pendulum (π₯35 Β· β 6.6K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/python-pendulum/pendulum) (π¨βπ» 120 Β· π 410 Β· π₯ 3.6K Β· π¦ 39K Β· π 570 - 35% open Β· β±οΈ 15.01.2026):
+- [GitHub](https://github.com/python-pendulum/pendulum) (π¨βπ» 120 Β· π 410 Β· π₯ 3.6K Β· π¦ 39K Β· π 570 - 36% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 57M / month Β· π¦ 1.4K Β· β±οΈ 19.04.2025):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 58M / month Β· π¦ 1.4K Β· β±οΈ 19.04.2025):
```
pip install pendulum
```
@@ -958,22 +974,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pendulum
```
dateparser (π₯35 Β· β 2.8K) - python parser for human readable dates. BSD-3
-
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 480 Β· π¦ 37K Β· π 750 - 46% open Β· β±οΈ 08.01.2026):
-
- ```
- git clone https://github.com/scrapinghub/dateparser
- ```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 24M / month Β· π¦ 1.3K Β· β±οΈ 26.06.2025):
- ```
- pip install dateparser
- ```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 740K Β· β±οΈ 26.06.2025):
- ```
- conda install -c conda-forge dateparser
- ```
-python-dateutil (π₯34 Β· β 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 130 Β· π 520 Β· π₯ 36K Β· π 820 - 47% open Β· β±οΈ 16.09.2025):
@@ -981,7 +981,7 @@ _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₯ 720M / month Β· π¦ 12K Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 760M / month Β· π¦ 12K Β· β±οΈ 01.03.2024):
```
pip install python-dateutil
```
@@ -992,12 +992,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (π₯33 Β· β 380 Β· π€) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 98 Β· π₯ 680 Β· π¦ 2.5M Β· π 100 - 40% open Β· β±οΈ 25.03.2025):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 98 Β· π₯ 690 Β· π¦ 2.5M Β· π 100 - 40% open Β· β±οΈ 25.03.2025):
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 360M / month Β· π¦ 13K Β· β±οΈ 25.03.2025):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 380M / month Β· π¦ 13K Β· β±οΈ 25.03.2025):
```
pip install pytz
```
@@ -1013,11 +1013,11 @@ _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₯ 100M / month Β· π¦ 1.9K Β· β±οΈ 05.03.2025):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 110M / month Β· π¦ 1.9K Β· β±οΈ 05.03.2025):
```
pip install tzlocal
```
-- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 4.4M Β· β±οΈ 26.08.2025):
+- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 4.5M Β· β±οΈ 26.08.2025):
```
conda install -c conda-forge tzlocal
```
@@ -1035,12 +1035,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯40 Β· β 1.3K) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 300 Β· π 430 Β· π¦ 280K Β· π 840 - 40% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 300 Β· π 430 Β· π¦ 290K Β· π 840 - 40% open Β· β±οΈ 25.01.2026):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 520M / month Β· π¦ 3.2K Β· β±οΈ 09.01.2026):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 540M / month Β· π¦ 3.2K Β· β±οΈ 09.01.2026):
```
pip install fsspec
```
@@ -1051,16 +1051,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (π₯39 Β· β 7.2K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 170 Β· π 720 Β· π¦ 250K Β· π 700 - 30% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 170 Β· π 720 Β· π¦ 260K Β· π 700 - 30% open Β· β±οΈ 08.01.2026):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 59M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 67M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
```
pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 5M Β· β±οΈ 05.12.2025):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 5.1M Β· β±οΈ 05.12.2025):
```
conda install -c conda-forge watchdog
```
@@ -1072,7 +1072,7 @@ _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₯ 79M / month Β· π¦ 5.3K Β· β±οΈ 09.10.2025):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 85M / month Β· π¦ 5.3K Β· β±οΈ 09.10.2025):
```
pip install aiofiles
```
@@ -1083,12 +1083,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (π₯36 Β· β 930) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 55 Β· π 120 Β· π¦ 700K Β· π 140 - 17% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 55 Β· π 120 Β· π¦ 700K Β· π 140 - 17% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 350M / month Β· π¦ 4K Β· β±οΈ 09.01.2026):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 370M / month Β· π¦ 4K Β· β±οΈ 09.01.2026):
```
pip install filelock
```
@@ -1104,7 +1104,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyfilesystem/pyfilesystem2
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 6.6M / month Β· π¦ 410 Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/fs) (π₯ 7.1M / month Β· π¦ 410 Β· β±οΈ 20.07.2023):
```
pip install fs
```
@@ -1120,7 +1120,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/benhoyt/scandir
```
-- [PyPi](https://pypi.org/project/scandir) (π₯ 1.9M / month Β· π¦ 220 Β· β±οΈ 09.03.2019):
+- [PyPi](https://pypi.org/project/scandir) (π₯ 2M / month Β· π¦ 220 Β· β±οΈ 09.03.2019):
```
pip install scandir
```
@@ -1149,7 +1149,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/benjaminp/six
```
-- [PyPi](https://pypi.org/project/six) (π₯ 680M / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
+- [PyPi](https://pypi.org/project/six) (π₯ 710M / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
```
pip install six
```
@@ -1160,12 +1160,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (π₯33 Β· β 1.7K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 140 Β· π 280 Β· π 880 - 21% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 140 Β· π 280 Β· π 880 - 21% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 5.6M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 5.7M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1195,7 +1195,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 130M / month Β· π¦ 2K Β· β±οΈ 25.09.2025):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 140M / month Β· π¦ 2K Β· β±οΈ 25.09.2025):
```
pip install bcrypt
```
@@ -1211,7 +1211,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 40M / month Β· π¦ 1.6K Β· β±οΈ 17.05.2025):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 43M / month Β· π¦ 1.6K Β· β±οΈ 17.05.2025):
```
pip install pycryptodomex
```
@@ -1227,7 +1227,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/sybrenstuvel/python-rsa
```
-- [PyPi](https://pypi.org/project/rsa) (π₯ 370M / month Β· π¦ 1.9K Β· β±οΈ 16.04.2025):
+- [PyPi](https://pypi.org/project/rsa) (π₯ 380M / month Β· π¦ 1.9K Β· β±οΈ 16.04.2025):
```
pip install rsa
```
@@ -1241,7 +1241,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- cryptography (π₯45 Β· β 7.4K) - cryptography is a package designed to expose.. βUnlicensed
- keyring (π₯37 Β· β 1.4K) - Store and access your passwords safely. βUnlicensed
- tink (π₯36 Β· β 14K Β· π) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- asn1crypto (π₯32 Β· β 360 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
+- asn1crypto (π₯29 Β· β 360 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
@@ -1251,80 +1251,80 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 68K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.9K Β· π 24K Β· π¦ 42K Β· π 34K - 2% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.9K Β· π 24K Β· π¦ 42K Β· π 34K - 2% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 8.6M / month Β· π¦ 560 Β· β±οΈ 30.12.2025):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 9.5M / month Β· π¦ 560 Β· β±οΈ 30.12.2025):
```
pip install ansible
```
-- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 1.7M Β· β±οΈ 10.09.2025):
+- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 1.8M Β· β±οΈ 10.09.2025):
```
conda install -c conda-forge ansible
```
botocore (π₯46 Β· β 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 220 Β· π 1.1K Β· π¦ 430K Β· π 1.2K - 11% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 220 Β· π 1.1K Β· π¦ 430K Β· π 1.2K - 12% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 980M / month Β· π¦ 4.2K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 1B / month Β· π¦ 4.2K Β· β±οΈ 28.01.2026):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 40M Β· β±οΈ 22.01.2026):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 41M Β· β±οΈ 28.01.2026):
```
conda install -c conda-forge botocore
```
pulumi (π₯44 Β· β 25K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 690 Β· π 1.3K Β· π₯ 3.3M Β· π¦ 11K Β· π 8.9K - 27% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 790 Β· π 1.3K Β· π₯ 3.3M Β· π¦ 11K Β· π 9K - 27% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 4.6M / month Β· π¦ 470 Β· β±οΈ 22.01.2026):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 5.3M / month Β· π¦ 470 Β· β±οΈ 28.01.2026):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 3.4M / month Β· π¦ 930 Β· β±οΈ 22.01.2026):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 4.2M / month Β· π¦ 930 Β· β±οΈ 29.01.2026):
```
npm install @pulumi/pulumi
```
awscli (π₯44 Β· β 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 480 Β· π 4.5K Β· π₯ 11K Β· π¦ 5 Β· π 5K - 12% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 480 Β· π 4.5K Β· π₯ 11K Β· π¦ 5 Β· π 5K - 12% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 330M / month Β· π¦ 740 Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 370M / month Β· π¦ 740 Β· β±οΈ 28.01.2026):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 51M Β· β±οΈ 22.01.2026):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 51M Β· β±οΈ 29.01.2026):
```
conda install -c conda-forge awscli
```
docker-compose (π₯41 Β· β 37K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 610 Β· π 5.7K Β· π₯ 11M Β· π¦ 1.3K Β· π 8.2K - 0% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 610 Β· π 5.7K Β· π₯ 12M Β· π¦ 1.4K Β· π 8.3K - 0% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 860K / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1M / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
```
pip install docker-compose
```
-- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 770K Β· β±οΈ 18.12.2025):
+- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 770K Β· β±οΈ 23.01.2026):
```
conda install -c conda-forge docker-compose
```
@@ -1336,7 +1336,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 83M / month Β· π¦ 3.7K Β· β±οΈ 23.05.2024):
+- [PyPi](https://pypi.org/project/docker) (π₯ 93M / month Β· π¦ 3.7K Β· β±οΈ 23.05.2024):
```
pip install docker
```
@@ -1356,14 +1356,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install paramiko
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 7.3M Β· β±οΈ 13.08.2025):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 7.4M Β· β±οΈ 13.08.2025):
```
conda install -c conda-forge paramiko
```
kubernetes (π₯39 Β· β 7.5K) - Official Python client library for kubernetes. Apache-2
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 230 Β· π 3.5K Β· π 1.5K - 6% open Β· β±οΈ 15.01.2026):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 230 Β· π 3.5K Β· π 1.5K - 6% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/kubernetes-client/python
@@ -1372,53 +1372,49 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install kubernetes
```
-- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 720K Β· β±οΈ 11.12.2025):
+- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 730K Β· β±οΈ 11.12.2025):
```
conda install -c conda-forge kubernetes
```
netmiko (π₯37 Β· β 4.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 270 Β· π 1.3K Β· π¦ 5.5K Β· π 2.2K - 4% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 270 Β· π 1.3K Β· π¦ 5.5K Β· π 2.2K - 4% open Β· β±οΈ 23.01.2026):
```
git clone https://github.com/ktbyers/netmiko
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 600K / month Β· π¦ 220 Β· β±οΈ 26.06.2025):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 660K / month Β· π¦ 220 Β· β±οΈ 26.06.2025):
```
pip install netmiko
```
fabric (π₯35 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
+plumbum (π₯35 Β· β 3K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 21 Β· π 1.8K - 26% open Β· β±οΈ 20.07.2025):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 120 Β· π 200 Β· π¦ 9.1K Β· π 380 - 38% open Β· β±οΈ 27.01.2026):
```
- git clone https://github.com/fabric/fabric
+ git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 9.1M / month Β· π¦ 400 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 3.2M / month Β· π¦ 360 Β· β±οΈ 31.10.2025):
```
- pip install fabric
+ pip install plumbum
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 260K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 1.3M Β· β±οΈ 31.10.2025):
```
- conda install -c conda-forge fabric
+ conda install -c conda-forge plumbum
```
plumbum (π₯35 Β· β 3K) - Plumbum: Shell Combinators. MIT
+pyinfra (π₯32 Β· β 4.7K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 120 Β· π 200 Β· π¦ 9.1K Β· π 380 - 38% open Β· β±οΈ 12.01.2026):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 180 Β· π 460 Β· π¦ 200 Β· π 880 - 21% open Β· β±οΈ 23.01.2026):
```
- git clone https://github.com/tomerfiliba/plumbum
- ```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.9M / month Β· π¦ 360 Β· β±οΈ 31.10.2025):
- ```
- pip install plumbum
+ git clone https://github.com/Fizzadar/pyinfra
```
-- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 1.3M Β· β±οΈ 31.10.2025):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 70K / month Β· π¦ 29 Β· β±οΈ 05.01.2026):
```
- conda install -c conda-forge plumbum
+ pip install pyinfra
```
sshtunnel (π₯32 Β· β 1.3K) - SSH tunnels to remote server. MIT
@@ -1428,7 +1424,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pahaz/sshtunnel
```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 31M / month Β· π¦ 350 Β· β±οΈ 11.01.2021):
+- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 30M / month Β· π¦ 350 Β· β±οΈ 11.01.2021):
```
pip install sshtunnel
```
@@ -1437,16 +1433,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sshtunnel
```
pyinfra (π₯31 Β· β 4.7K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
+fabric (π₯31 Β· β 15K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
-- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 180 Β· π 460 Β· π¦ 200 Β· π 880 - 20% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 21 Β· π 1.8K - 26% open Β· β±οΈ 20.07.2025):
```
- git clone https://github.com/Fizzadar/pyinfra
+ git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 50K / month Β· π¦ 29 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/fabric) (π¦ 400 Β· β±οΈ 31.08.2023):
```
- pip install pyinfra
+ pip install fabric
+ ```
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 270K Β· β±οΈ 22.04.2025):
+ ```
+ conda install -c conda-forge fabric
```
Show 7 hidden projects...
@@ -1465,14 +1465,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._supervisor (π₯39 Β· β 9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
+supervisor (π₯38 Β· β 9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.3K Β· π¦ 13K Β· π 1.2K - 13% open Β· β±οΈ 21.12.2025):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 4.8M / month Β· π¦ 160 Β· β±οΈ 23.08.2025):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 5.4M / month Β· π¦ 160 Β· β±οΈ 23.08.2025):
```
pip install supervisor
```
@@ -1488,7 +1488,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pexpect/pexpect
```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 140M / month Β· π¦ 1.8K Β· β±οΈ 25.11.2023):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 150M / month Β· π¦ 1.8K Β· β±οΈ 25.11.2023):
```
pip install pexpect
```
@@ -1504,23 +1504,23 @@ _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₯ 12M / month Β· π¦ 760 Β· β±οΈ 24.02.2025):
+- [PyPi](https://pypi.org/project/sh) (π₯ 14M / month Β· π¦ 760 Β· β±οΈ 24.02.2025):
```
pip install sh
```
-- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 370K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 380K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge sh
```
ptyprocess (π₯26 Β· β 230) - Run a subprocess in a pseudo terminal. ISC
+ptyprocess (π₯26 Β· β 240) - Run a subprocess in a pseudo terminal. ISC
- [GitHub](https://github.com/pexpect/ptyprocess) (π¨βπ» 21 Β· π 71 Β· π 40 - 50% open Β· β±οΈ 17.07.2025):
```
git clone https://github.com/pexpect/ptyprocess
```
-- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 140M / month Β· π¦ 770 Β· β±οΈ 28.12.2020):
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 150M / month Β· π¦ 770 Β· β±οΈ 28.12.2020):
```
pip install ptyprocess
```
@@ -1535,46 +1535,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (π₯41 Β· β 2.4K Β· π) - High level asynchronous concurrency and networking framework that works.. MIT
+anyio (π₯41 Β· β 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 65 Β· π 180 Β· π¦ 610K Β· π 440 - 17% open Β· β±οΈ 06.01.2026):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 65 Β· π 180 Β· π¦ 620K Β· π 440 - 17% open Β· β±οΈ 24.01.2026):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 370M / month Β· π¦ 4.7K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 400M / month Β· π¦ 4.7K Β· β±οΈ 06.01.2026):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 30M Β· β±οΈ 06.01.2026):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 31M Β· β±οΈ 06.01.2026):
```
conda install -c conda-forge anyio
```
greenlet (π₯41 Β· β 1.8K) - Lightweight in-process concurrent programming. MIT
-
-- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 82 Β· π 260 Β· π¦ 590K Β· π 280 - 9% open Β· β±οΈ 04.12.2025):
-
- ```
- git clone https://github.com/python-greenlet/greenlet
- ```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 240M / month Β· π¦ 2.1K Β· β±οΈ 04.12.2025):
- ```
- pip install greenlet
- ```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 18M Β· β±οΈ 04.12.2025):
- ```
- conda install -c conda-forge greenlet
- ```
-uvloop (π₯39 Β· β 12K) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 71 Β· π 580 Β· π₯ 640 Β· π¦ 210K Β· π 430 - 34% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 72 Β· π 580 Β· π₯ 640 Β· π¦ 210K Β· π 430 - 34% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 66M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 74M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
```
pip install uvloop
```
@@ -1585,12 +1569,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (π₯32 Β· β 2.3K) - Asyncer, async and await, focused on developer experience. MIT
-- [GitHub](https://github.com/fastapi/asyncer) (π¨βπ» 22 Β· π 80 Β· π¦ 7.5K Β· π 6 - 16% open Β· β±οΈ 16.01.2026):
+- [GitHub](https://github.com/fastapi/asyncer) (π¨βπ» 22 Β· π 81 Β· π¦ 7.5K Β· π 6 - 16% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 3.8M / month Β· π¦ 260 Β· β±οΈ 26.12.2025):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 4.1M / month Β· π¦ 260 Β· β±οΈ 26.12.2025):
```
pip install asyncer
```
@@ -1606,15 +1590,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 35K / month Β· π¦ 60 Β· β±οΈ 13.01.2026):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 40K / month Β· π¦ 60 Β· β±οΈ 13.01.2026):
```
pip install aiomisc
```
Show 2 hidden projects...
+Show 3 hidden projects...
+- greenlet (π₯39 Β· β 1.8K) - Lightweight in-process concurrent programming.βUnlicensed
+- unsync (π₯22 Β· β 900 Β· π) - Unsynchronize asyncio. MIT
- stopit (π₯22 Β· β 120 Β· π) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
-- unsync (π₯21 Β· β 900 Β· π) - Unsynchronize asyncio. MIT
@@ -1629,45 +1614,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 260M / month Β· π¦ 25K Β· β±οΈ 26.10.2025): +- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 280M / month Β· π¦ 25K Β· β±οΈ 26.10.2025): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 9.7M Β· β±οΈ 26.10.2025): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 9.8M Β· β±οΈ 26.10.2025): ``` conda install -c conda-forge python-dotenv ```
hydra (π₯35 Β· β 10K) - Hydra is a framework for elegantly configuring complex applications. MIT
+traitlets (π₯35 Β· β 650) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 780 Β· π¦ 42K Β· π 1.5K - 22% open Β· β±οΈ 11.12.2025):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 210 Β· π₯ 730 Β· π¦ 600K Β· π 310 - 35% open Β· β±οΈ 14.10.2025):
```
- git clone https://github.com/facebookresearch/hydra
+ git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 9K / month Β· π¦ 13 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 88M / month Β· π¦ 1.5K Β· β±οΈ 19.04.2024):
```
- pip install hydra
+ pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 1.5M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 47M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge hydra-core
+ conda install -c conda-forge traitlets
```
traitlets (π₯35 Β· β 650) - A lightweight Traits like module. BSD-3
+hydra (π₯33 Β· β 10K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 210 Β· π₯ 730 Β· π¦ 600K Β· π 310 - 35% open Β· β±οΈ 14.10.2025):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 780 Β· π¦ 42K Β· π 1.5K - 22% open Β· β±οΈ 11.12.2025):
```
- git clone https://github.com/ipython/traitlets
+ git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 81M / month Β· π¦ 1.5K Β· β±οΈ 19.04.2024):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 9.6K / month Β· π¦ 13 Β· β±οΈ 03.08.2016):
```
- pip install traitlets
+ pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 46M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 1.5M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge traitlets
+ conda install -c conda-forge hydra-core
```
omegaconf (π₯31 Β· β 2.3K) - Flexible Python configuration system. The last one you will ever need. BSD-3
@@ -1677,7 +1662,7 @@ _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₯ 21M / month Β· π¦ 1.8K Β· β±οΈ 30.10.2025):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 23M / month Β· π¦ 1.8K Β· β±οΈ 30.10.2025):
```
pip install omegaconf
```
@@ -1686,14 +1671,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge omegaconf
```
gin-config (π₯28 Β· β 2.1K) - Gin provides a lightweight configuration framework for Python. Apache-2
+
+- [GitHub](https://github.com/google/gin-config) (π¨βπ» 26 Β· π 120 Β· π¦ 13K Β· π 100 - 58% open Β· β±οΈ 14.01.2026):
+
+ ```
+ git clone https://github.com/google/gin-config
+ ```
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 490K / month Β· π¦ 75 Β· β±οΈ 03.11.2021):
+ ```
+ pip install gin-config
+ ```
+- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 33K Β· β±οΈ 22.04.2025):
+ ```
+ conda install -c conda-forge gin-config
+ ```
+configobj (π₯28 Β· β 340 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
-- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 13 Β· π 82 Β· π₯ 2.1K Β· π¦ 49K Β· π 180 - 39% open Β· β±οΈ 06.06.2025):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 13 Β· π 82 Β· π₯ 2.2K Β· π¦ 49K Β· π 180 - 39% open Β· β±οΈ 06.06.2025):
```
git clone https://github.com/DiffSK/configobj
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 5.1M / month Β· π¦ 650 Β· β±οΈ 21.09.2024):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 5.9M / month Β· π¦ 650 Β· β±οΈ 21.09.2024):
```
pip install configobj
```
@@ -1709,7 +1710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 3.7M / month Β· π¦ 640 Β· β±οΈ 10.10.2025):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 4.1M / month Β· π¦ 640 Β· β±οΈ 10.10.2025):
```
pip install dynaconf
```
@@ -1718,30 +1719,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dynaconf
```
gin-config (π₯27 Β· β 2.2K) - Gin provides a lightweight configuration framework for Python. Apache-2
-
-- [GitHub](https://github.com/google/gin-config) (π¨βπ» 26 Β· π 120 Β· π¦ 13K Β· π 100 - 58% open Β· β±οΈ 14.01.2026):
-
- ```
- git clone https://github.com/google/gin-config
- ```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 410K / month Β· π¦ 75 Β· β±οΈ 03.11.2021):
- ```
- pip install gin-config
- ```
-- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 33K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge gin-config
- ```
-everett (π₯21 Β· β 150) - configuration library for python projects. MPL-2.0
+everett (π₯22 Β· β 150) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (π¨βπ» 9 Β· π 14 Β· π 96 - 4% open Β· β±οΈ 15.10.2025):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 370K / month Β· π¦ 22 Β· β±οΈ 15.10.2025):
+- [PyPi](https://pypi.org/project/everett) (π₯ 450K / month Β· π¦ 22 Β· β±οΈ 15.10.2025):
```
pip install everett
```
@@ -1760,50 +1745,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (π₯47 Β· β 17K Β· π) - Python composable command line interface toolkit. BSD-3
+rich (π₯47 Β· β 55K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 420 Β· π 1.5K Β· π₯ 4.1K Β· π¦ 2.3M Β· π 1.8K - 7% open Β· β±οΈ 31.12.2025):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 280 Β· π 2K Β· π¦ 500K Β· π 1.5K - 18% open Β· β±οΈ 24.01.2026):
```
- git clone https://github.com/pallets/click
+ git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/click) (π₯ 440M / month Β· π¦ 54K Β· β±οΈ 15.11.2025):
+- [PyPi](https://pypi.org/project/rich) (π₯ 260M / month Β· π¦ 32K Β· β±οΈ 24.01.2026):
```
- pip install click
+ pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/click) (π₯ 56M Β· β±οΈ 30.11.2025):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 17M Β· β±οΈ 25.01.2026):
```
- conda install -c conda-forge click
+ conda install -c conda-forge rich
```
rich (π₯44 Β· β 55K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
+click (π₯47 Β· β 17K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 280 Β· π 2K Β· π¦ 490K Β· π 1.5K - 20% open Β· β±οΈ 22.12.2025):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 420 Β· π 1.5K Β· π₯ 4.1K Β· π¦ 2.3M Β· π 1.8K - 8% open Β· β±οΈ 31.12.2025):
```
- git clone https://github.com/Textualize/rich
+ git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 240M / month Β· π¦ 26K Β· β±οΈ 09.10.2025):
+- [PyPi](https://pypi.org/project/click) (π₯ 470M / month Β· π¦ 54K Β· β±οΈ 15.11.2025):
```
- pip install rich
+ pip install click
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 17M Β· β±οΈ 09.10.2025):
+- [Conda](https://anaconda.org/conda-forge/click) (π₯ 57M Β· β±οΈ 30.11.2025):
```
- conda install -c conda-forge rich
+ conda install -c conda-forge click
```
Typer (π₯41 Β· β 19K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/fastapi/typer) (π¨βπ» 96 Β· π 820 Β· π¦ 230K Β· π 340 - 19% open Β· β±οΈ 16.01.2026):
+- [GitHub](https://github.com/fastapi/typer) (π¨βπ» 96 Β· π 820 Β· π¦ 230K Β· π 340 - 19% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 100M / month Β· π¦ 15K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/typer) (π₯ 110M / month Β· π¦ 15K Β· β±οΈ 06.01.2026):
```
pip install typer
```
-- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 8.7M Β· β±οΈ 08.01.2026):
+- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 8.8M Β· β±οΈ 08.01.2026):
```
conda install -c conda-forge typer
```
@@ -1815,7 +1800,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 110M / month Β· π¦ 4.2K Β· β±οΈ 27.08.2025):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 120M / month Β· π¦ 4.2K Β· β±οΈ 27.08.2025):
```
pip install prompt_toolkit
```
@@ -1831,7 +1816,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 13M / month Β· π¦ 3K Β· β±οΈ 16.08.2025):
+- [PyPi](https://pypi.org/project/fire) (π₯ 15M / month Β· π¦ 3K Β· β±οΈ 16.08.2025):
```
pip install fire
```
@@ -1847,11 +1832,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tartley/colorama
```
-- [PyPi](https://pypi.org/project/colorama) (π₯ 260M / month Β· π¦ 15K Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/colorama) (π₯ 290M / month Β· π¦ 15K Β· β±οΈ 25.10.2022):
```
pip install colorama
```
-- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 60M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 61M Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge colorama
```
@@ -1863,7 +1848,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/docopt/docopt
```
-- [PyPi](https://pypi.org/project/docopt) (π₯ 13M / month Β· π¦ 3.4K Β· β±οΈ 16.06.2014):
+- [PyPi](https://pypi.org/project/docopt) (π₯ 14M / month Β· π¦ 3.4K Β· β±οΈ 16.06.2014):
```
pip install docopt
```
@@ -1879,7 +1864,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 56M / month Β· π¦ 1.8K Β· β±οΈ 20.10.2025):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 55M / month Β· π¦ 1.8K Β· β±οΈ 20.10.2025):
```
pip install argcomplete
```
@@ -1888,36 +1873,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge argcomplete
```
cleo (π₯33 Β· β 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
+questionary (π₯33 Β· β 2K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 38 Β· π 87 Β· π¦ 29K Β· π 120 - 30% open Β· β±οΈ 20.12.2025):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 52 Β· π 100 Β· π¦ 20K Β· π 190 - 38% open Β· β±οΈ 29.01.2026):
```
- git clone https://github.com/sdispater/cleo
+ git clone https://github.com/tmbo/questionary
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 47M / month Β· π¦ 390 Β· β±οΈ 18.11.2024):
+- [PyPi](https://pypi.org/project/questionary) (π₯ 12M / month Β· π¦ 1.4K Β· β±οΈ 28.08.2025):
```
- pip install cleo
+ pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 6.3M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 270K Β· β±οΈ 08.09.2025):
```
- conda install -c conda-forge cleo
+ conda install -c conda-forge questionary
```
questionary (π₯32 Β· β 2K) - Python library to build pretty command line user prompts Easy to use.. MIT
+cleo (π₯33 Β· β 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 50 Β· π 100 Β· π¦ 20K Β· π 190 - 38% open Β· β±οΈ 28.08.2025):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 38 Β· π 87 Β· π¦ 29K Β· π 120 - 30% open Β· β±οΈ 20.12.2025):
```
- git clone https://github.com/tmbo/questionary
+ git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 11M / month Β· π¦ 1.4K Β· β±οΈ 28.08.2025):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 54M / month Β· π¦ 390 Β· β±οΈ 18.11.2024):
```
- pip install questionary
+ pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 270K Β· β±οΈ 08.09.2025):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 6.4M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge questionary
+ conda install -c conda-forge cleo
```
ConfigArgParse (π₯30 Β· β 760) - Drop-in replacement for argparse with added support for config.. MIT
@@ -1927,7 +1912,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/configargparse) (π₯ 11M / month Β· π¦ 670 Β· β±οΈ 13.06.2025):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 12M / month Β· π¦ 670 Β· β±οΈ 13.06.2025):
```
pip install configargparse
```
@@ -1936,18 +1921,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge configargparse
```
asciimatics (π₯29 Β· β 4.2K Β· π€) - A cross platform package to do curses-like operations, plus.. Apache-2
+asciimatics (π₯29 Β· β 4.3K Β· π€) - A cross platform package to do curses-like operations, plus.. Apache-2
- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 260 Β· π¦ 1.2K Β· π 310 - 7% open Β· β±οΈ 31.05.2025):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 49K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 51K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
-- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 240K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 250K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge asciimatics
```
@@ -1959,7 +1944,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/erikrose/blessings
```
-- [PyPi](https://pypi.org/project/blessings) (π₯ 860K / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
+- [PyPi](https://pypi.org/project/blessings) (π₯ 910K / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
```
pip install blessings
```
@@ -1970,19 +1955,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Click Extra (π₯23 Β· β 110) - Drop-in replacement for Click to make user-friendly and.. βοΈGPL-2.0
-- [GitHub](https://github.com/kdeldycke/click-extra) (π¨βπ» 12 Β· π 8 Β· π₯ 520 Β· π¦ 100 Β· π 110 - 16% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/kdeldycke/click-extra) (π¨βπ» 12 Β· π 8 Β· π₯ 520 Β· π¦ 110 Β· π 110 - 16% open Β· β±οΈ 18.01.2026):
```
git clone https://github.com/kdeldycke/click-extra
```
-- [PyPi](https://pypi.org/project/click-extra) (π₯ 27K / month Β· π¦ 37 Β· β±οΈ 08.12.2025):
+- [PyPi](https://pypi.org/project/click-extra) (π₯ 43K / month Β· π¦ 37 Β· β±οΈ 08.12.2025):
```
pip install click-extra
```
Show 6 hidden projects...
-- wcwidth (π₯33 Β· β 430) - Python library that measures the width of strings in a terminal.βUnlicensed
+- wcwidth (π₯34 Β· β 440) - Python library that measures the width of strings in a terminal. βUnlicensed
- docopt-ng (π₯23 Β· β 220 Β· π) - Humane command line arguments parser. Now with maintenance,.. MIT
- clint (π₯23 Β· β 97 Β· π) - Python Command-line Application Tools. ISC
- bashplotlib (π₯22 Β· β 1.9K Β· π) - plotting in the terminal. MIT
@@ -2005,16 +1990,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (π₯39 Β· β 2.7K) - Extensible memoizing collections and decorators. MIT
-- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 19 Β· π 180 Β· π¦ 680K Β· π 270 - 1% open Β· β±οΈ 15.12.2025):
+- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 19 Β· π 180 Β· π¦ 680K Β· π 270 - 0% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 260M / month Β· π¦ 4.2K Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 250M / month Β· π¦ 4.3K Β· β±οΈ 27.01.2026):
```
pip install cachetools
```
-- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 19M Β· β±οΈ 15.12.2025):
+- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 19M Β· β±οΈ 26.01.2026):
```
conda install -c conda-forge cachetools
```
@@ -2026,7 +2011,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 4M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 5.2M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
```
pip install aiocache
```
@@ -2038,7 +2023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 100K / month Β· π¦ 90 Β· β±οΈ 11.04.2024):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 110K / month Β· π¦ 90 Β· β±οΈ 11.04.2024):
```
pip install beaker
```
@@ -2054,7 +2039,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 220K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 260K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
```
pip install pylibmc
```
@@ -2063,14 +2048,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pylibmc
```
cachier (π₯25 Β· β 640) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
+cachier (π₯26 Β· β 640) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 27 Β· π 71 Β· π₯ 120 Β· π¦ 590 Β· π 94 - 19% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 27 Β· π 71 Β· π₯ 120 Β· π¦ 590 Β· π 94 - 17% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 330K / month Β· π¦ 51 Β· β±οΈ 15.07.2025):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 250K / month Β· π¦ 51 Β· β±οΈ 15.07.2025):
```
pip install cachier
```
@@ -2089,12 +2074,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (π₯40 Β· β 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 630 Β· π 3.1K Β· π₯ 44K Β· π¦ 18K Β· π 5.3K - 16% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 630 Β· π 3.1K Β· π₯ 44K Β· π¦ 18K Β· π 5.3K - 16% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 230K / month Β· π¦ 360 Β· β±οΈ 26.12.2024):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 240K / month Β· π¦ 360 Β· β±οΈ 26.12.2024):
```
pip install kivy
```
@@ -2105,19 +2090,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (π₯36 Β· β 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
-- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 72 Β· π 760 Β· π¦ 4.3K Β· π 1.5K - 27% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 73 Β· π 760 Β· π¦ 4.3K Β· π 1.5K - 27% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 100K / month Β· π¦ 180 Β· β±οΈ 14.11.2025):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 120K / month Β· π¦ 180 Β· β±οΈ 14.11.2025):
```
pip install dearpygui
```
toga (π₯33 Β· β 5.3K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 330 Β· π 790 Β· π₯ 9.4K Β· π¦ 3 Β· π 1.3K - 23% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 330 Β· π 790 Β· π₯ 9.5K Β· π¦ 3 Β· π 1.3K - 23% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/beeware/toga
@@ -2126,7 +2111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 20 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 11 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2138,7 +2123,7 @@ _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₯ 75K / month Β· π¦ 100 Β· β±οΈ 22.06.2025):
+- [PyPi](https://pypi.org/project/eel) (π₯ 81K / month Β· π¦ 100 Β· β±οΈ 22.06.2025):
```
pip install eel
```
@@ -2194,7 +2179,7 @@ _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₯ 73 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 88 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2206,7 +2191,7 @@ _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₯ 14M / month Β· π¦ 1.3K Β· β±οΈ 21.09.2025):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 16M / month Β· π¦ 1.3K Β· β±οΈ 21.09.2025):
```
pip install emoji
```
@@ -2222,7 +2207,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 44M / month Β· π¦ 1.5K Β· β±οΈ 08.02.2024):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 47M / month Β· π¦ 1.5K Β· β±οΈ 08.02.2024):
```
pip install python-slugify
```
@@ -2238,7 +2223,7 @@ _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₯ 17M / month Β· π¦ 790 Β· β±οΈ 16.01.2026):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 19M / month Β· π¦ 790 Β· β±οΈ 16.01.2026):
```
pip install phonenumbers
```
@@ -2254,7 +2239,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 18M / month Β· π¦ 720 Β· β±οΈ 28.12.2024):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 20M / month Β· π¦ 720 Β· β±οΈ 28.12.2024):
```
pip install inflect
```
@@ -2270,7 +2255,7 @@ _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₯ 5.2M / month Β· π¦ 220 Β· β±οΈ 17.12.2025):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 5.6M / month Β· π¦ 220 Β· β±οΈ 17.12.2025):
```
pip install pyahocorasick
```
@@ -2279,6 +2264,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyahocorasick
```
coolname (π₯27 Β· β 170 Β· π) - Random Name and Slug Generator. BSD-2
+
+- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 6 Β· π 14 Β· π¦ 4K Β· π 11 - 27% open Β· β±οΈ 28.01.2026):
+
+ ```
+ git clone https://github.com/alexanderlukanin13/coolname
+ ```
+- [PyPi](https://pypi.org/project/coolname) (π₯ 2.5M / month Β· π¦ 140 Β· β±οΈ 28.01.2026):
+ ```
+ pip install coolname
+ ```
+- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 190K Β· β±οΈ 22.04.2025):
+ ```
+ conda install -c conda-forge coolname
+ ```
+price-parser (π₯22 Β· β 350) - Extract price amount and currency symbol from a raw text string. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 17 Β· π 52 Β· π¦ 530 Β· π 42 - 61% open Β· β±οΈ 06.10.2025):
@@ -2286,15 +2287,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 230K / month Β· π¦ 39 Β· β±οΈ 06.10.2025):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 280K / month Β· π¦ 39 Β· β±οΈ 06.10.2025):
```
pip install price-parser
```
Show 4 hidden projects...
+Show 3 hidden projects...
- humanize (π₯33 Β· β 1.7K Β· π) - python humanize functions.MIT
-- coolname (π₯24 Β· β 170 Β· π) - Random Name and Slug Generator. BSD-2
- awesome-slugify (π₯20 Β· β 490 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯16 Β· β 110 Β· π) - Convert long numbers into a human-readable format in Python. MIT
boto3 (π₯49 Β· β 9.7K) - Boto3, an AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 170 Β· π 1.9K Β· π¦ 590K Β· π 3.6K - 4% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 170 Β· π 2K Β· π¦ 590K Β· π 3.6K - 4% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 1.4B / month Β· π¦ 18K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 1.5B / month Β· π¦ 18K Β· β±οΈ 28.01.2026):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 29M Β· β±οΈ 22.01.2026):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 29M Β· β±οΈ 29.01.2026):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯46 Β· β 11K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 810 Β· π 1.6K Β· π₯ 7.5K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 810 Β· π 1.6K Β· π₯ 7.8K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 240M / month Β· π¦ 17K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 250M / month Β· π¦ 17K Β· β±οΈ 21.01.2026):
```
pip install SQLAlchemy
```
@@ -2348,12 +2348,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (π₯44 Β· β 5.5K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 890 Β· π 3.2K Β· π¦ 2.7K Β· π 12K - 8% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 890 Β· π 3.2K Β· π¦ 2.7K Β· π 12K - 8% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 93M / month Β· π¦ 1.5K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 98M / month Β· π¦ 1.6K Β· β±οΈ 27.01.2026):
```
pip install azure-storage-blob
```
@@ -2364,7 +2364,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (π₯43 Β· β 13K) - Redis Python client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 520 Β· π 2.6K Β· π 1.9K - 7% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 530 Β· π 2.6K Β· π 1.9K - 7% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/redis/redis-py
@@ -2373,35 +2373,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install redis
```
-- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.7M Β· β±οΈ 19.11.2025):
+- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.8M Β· β±οΈ 19.11.2025):
```
conda install -c conda-forge redis-py
```
peewee (π₯42 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 51K Β· β±οΈ 19.01.2026):
-
- ```
- git clone https://github.com/coleifer/peewee
- ```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 14M / month Β· π¦ 1.2K Β· β±οΈ 07.01.2026):
- ```
- pip install peewee
- ```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.6M Β· β±οΈ 08.01.2026):
- ```
- conda install -c conda-forge peewee
- ```
-elasticsearch (π₯42 Β· β 4.4K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 220 Β· π 1.2K Β· π₯ 5.7K Β· π¦ 64K Β· π 1.2K - 5% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 220 Β· π 1.2K Β· π₯ 5.7K Β· π¦ 64K Β· π 1.2K - 5% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 49M / month Β· π¦ 2K Β· β±οΈ 12.01.2026):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 50M / month Β· π¦ 2K Β· β±οΈ 12.01.2026):
```
pip install elasticsearch
```
@@ -2410,52 +2394,52 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge elasticsearch
```
google-cloud-storage (π₯41 Β· β 5.2K Β· π) - Google Cloud Client Library for Python. Apache-2
+google-cloud-storage (π₯41 Β· β 5.2K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 540 Β· π 1.6K Β· π 4.4K - 13% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 540 Β· π 1.6K Β· π 4.4K - 13% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 160M / month Β· π¦ 2.6K Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 170M / month Β· π¦ 2.6K Β· β±οΈ 14.01.2026):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.2M Β· β±οΈ 14.01.2026):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.3M Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge google-cloud-storage
```
kafka-python (π₯40 Β· β 5.9K) - Python client for Apache Kafka. Apache-2
+peewee (π₯40 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 230 Β· π 1.4K Β· π₯ 1.9K Β· π¦ 36K Β· π 1.5K - 2% open Β· β±οΈ 03.01.2026):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· β±οΈ 23.01.2026):
```
- git clone https://github.com/dpkp/kafka-python
+ git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 21M / month Β· π¦ 890 Β· β±οΈ 21.11.2025):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 20M / month Β· π¦ 1.2K Β· β±οΈ 07.01.2026):
```
- pip install kafka-python
+ pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/kafka-python) (π₯ 500K Β· β±οΈ 21.11.2025):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.6M Β· β±οΈ 08.01.2026):
```
- conda install -c conda-forge kafka-python
+ conda install -c conda-forge peewee
```
alembic (π₯40 Β· β 3.9K) - A database migrations tool for SQLAlchemy. MIT
+kafka-python (π₯40 Β· β 5.9K) - Python client for Apache Kafka. Apache-2
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 300 Β· π¦ 330K Β· π 1.2K - 9% open Β· β±οΈ 14.01.2026):
+- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 230 Β· π 1.4K Β· π₯ 1.9K Β· π¦ 36K Β· π 1.5K - 2% open Β· β±οΈ 03.01.2026):
```
- git clone https://github.com/sqlalchemy/alembic
+ git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 110M / month Β· π¦ 2.8K Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 22M / month Β· π¦ 890 Β· β±οΈ 21.11.2025):
```
- pip install alembic
+ pip install kafka-python
```
-- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 9.2M Β· β±οΈ 15.01.2026):
+- [Conda](https://anaconda.org/conda-forge/kafka-python) (π₯ 500K Β· β±οΈ 21.11.2025):
```
- conda install -c conda-forge alembic
+ conda install -c conda-forge kafka-python
```
PyMySQL (π₯39 Β· β 7.8K) - MySQL client library for Python. MIT
@@ -2465,7 +2449,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 65M / month Β· π¦ 1.8K Β· β±οΈ 24.08.2025):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 68M / month Β· π¦ 1.8K Β· β±οΈ 24.08.2025):
```
pip install PyMySQL
```
@@ -2476,28 +2460,28 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (π₯39 Β· β 6.4K) - the portable Python dataframe library. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 510 Β· π 690 Β· π₯ 420 Β· π¦ 5.2K Β· π 3.6K - 13% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 510 Β· π 690 Β· π₯ 440 Β· π¦ 5.2K Β· π 3.6K - 12% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 940K / month Β· π¦ 130 Β· β±οΈ 18.01.2026):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 1.1M / month Β· π¦ 130 Β· β±οΈ 25.01.2026):
```
pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 690K Β· β±οΈ 15.10.2025):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 700K Β· β±οΈ 15.10.2025):
```
conda install -c conda-forge ibis-framework
```
pymongo (π₯39 Β· β 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 240 Β· π 1.1K Β· π₯ 3.9K Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 240 Β· π 1.1K Β· π₯ 4.8K Β· β±οΈ 28.01.2026):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 70M / month Β· π¦ 5.9K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 72M / month Β· π¦ 5.9K Β· β±οΈ 07.01.2026):
```
pip install pymongo
```
@@ -2506,98 +2490,98 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pymongo
```
sqlmodel (π₯38 Β· β 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
+alembic (π₯39 Β· β 3.9K) - A database migrations tool for SQLAlchemy. MIT
-- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 100 Β· π 790 Β· π¦ 30K Β· π 340 - 17% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 310 Β· π¦ 330K Β· π 1.2K - 9% open Β· β±οΈ 28.01.2026):
```
- git clone https://github.com/tiangolo/sqlmodel
+ git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 7.2M / month Β· π¦ 1.2K Β· β±οΈ 28.12.2025):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 120M / month Β· π¦ 2.9K Β· β±οΈ 28.01.2026):
```
- pip install sqlmodel
+ pip install alembic
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 120K Β· β±οΈ 29.12.2025):
+- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 9.3M Β· β±οΈ 29.01.2026):
```
- conda install -c conda-forge sqlmodel
+ conda install -c conda-forge alembic
```
AWS Data Wrangler (π₯38 Β· β 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
+confluent-kafka-python (π₯39 Β· β 440 Β· π) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 180 Β· π 720 Β· π₯ 430K Β· π¦ 2.5K Β· π 1.3K - 2% open Β· β±οΈ 15.01.2026):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 140 Β· π 940 Β· π¦ 17K Β· π 1.3K - 14% open Β· β±οΈ 27.01.2026):
```
- git clone https://github.com/awslabs/aws-data-wrangler
+ git clone https://github.com/confluentinc/confluent-kafka-python
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 75M / month Β· π¦ 140 Β· β±οΈ 13.01.2026):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 43M / month Β· π¦ 800 Β· β±οΈ 05.01.2026):
```
- pip install awswrangler
+ pip install confluent-kafka
```
-- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 770K Β· β±οΈ 14.01.2026):
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 1.8M Β· β±οΈ 06.01.2026):
```
- conda install -c conda-forge awswrangler
+ conda install -c conda-forge python-confluent-kafka
```
python-bigquery (π₯38 Β· β 790) - Google BigQuery API client library. Apache-2
+sqlmodel (π₯38 Β· β 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 180 Β· π 320 Β· π¦ 51K Β· π 750 - 8% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 100 Β· π 790 Β· π¦ 30K Β· π 340 - 17% open Β· β±οΈ 26.01.2026):
```
- git clone https://github.com/googleapis/python-bigquery
+ git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 100M / month Β· π¦ 1.4K Β· β±οΈ 08.01.2026):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 8.3M / month Β· π¦ 1.2K Β· β±οΈ 28.12.2025):
```
- pip install google-cloud-bigquery
+ pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 3.6M Β· β±οΈ 08.01.2026):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 120K Β· β±οΈ 29.12.2025):
```
- conda install -c conda-forge google-cloud-bigquery
+ conda install -c conda-forge sqlmodel
```
confluent-kafka-python (π₯38 Β· β 430) - Confluents Kafka Python Client. Apache-2
+AWS Data Wrangler (π₯38 Β· β 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 140 Β· π 940 Β· π¦ 17K Β· π 1.3K - 14% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 180 Β· π 720 Β· π₯ 430K Β· π¦ 2.5K Β· π 1.3K - 2% open Β· β±οΈ 23.01.2026):
```
- git clone https://github.com/confluentinc/confluent-kafka-python
+ git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 41M / month Β· π¦ 800 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 76M / month Β· π¦ 140 Β· β±οΈ 13.01.2026):
```
- pip install confluent-kafka
+ pip install awswrangler
```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 1.8M Β· β±οΈ 06.01.2026):
+- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 780K Β· β±οΈ 14.01.2026):
```
- conda install -c conda-forge python-confluent-kafka
+ conda install -c conda-forge awswrangler
```
s3fs (π₯37 Β· β 1K) - S3 Filesystem. BSD-3
+python-bigquery (π₯38 Β· β 790) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 150 Β· π 290 Β· π¦ 27K Β· π 530 - 32% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 180 Β· π 320 Β· π¦ 52K Β· π 750 - 8% open Β· β±οΈ 21.01.2026):
```
- git clone https://github.com/fsspec/s3fs
+ git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 530M / month Β· π¦ 1.6K Β· β±οΈ 09.01.2026):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 110M / month Β· π¦ 1.4K Β· β±οΈ 08.01.2026):
```
- pip install s3fs
+ pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 9.2M Β· β±οΈ 10.01.2026):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 3.6M Β· β±οΈ 08.01.2026):
```
- conda install -c conda-forge s3fs
+ conda install -c conda-forge google-cloud-bigquery
```
s3transfer (π₯37 Β· β 230) - Amazon S3 Transfer Manager for Python. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 44 Β· π 150 Β· π¦ 370K Β· π 100 - 60% open Β· β±οΈ 05.12.2025):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 44 Β· π 150 Β· π¦ 370K Β· π 110 - 61% open Β· β±οΈ 05.12.2025):
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 600M / month Β· π¦ 880 Β· β±οΈ 01.12.2025):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 630M / month Β· π¦ 880 Β· β±οΈ 01.12.2025):
```
pip install s3transfer
```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 25M Β· β±οΈ 01.12.2025):
+- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 26M Β· β±οΈ 01.12.2025):
```
conda install -c conda-forge s3transfer
```
@@ -2609,71 +2593,71 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.5M / month Β· π¦ 400 Β· β±οΈ 19.09.2024):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.7M / month Β· π¦ 400 Β· β±οΈ 19.09.2024):
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 530K Β· β±οΈ 09.07.2025):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 540K Β· β±οΈ 09.07.2025):
```
conda install -c conda-forge mongoengine
```
Prometheus Client (π₯36 Β· β 4.3K) - Prometheus instrumentation library for Python.. Apache-2
+s3fs (π₯36 Β· β 1K) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 170 Β· π 840 Β· π 600 - 22% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 150 Β· π 290 Β· π¦ 27K Β· π 530 - 32% open Β· β±οΈ 19.01.2026):
```
- git clone https://github.com/prometheus/client_python
+ git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 93M / month Β· π¦ 3K Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 540M / month Β· π¦ 1.6K Β· β±οΈ 09.01.2026):
```
- pip install prometheus_client
+ pip install s3fs
```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 23M Β· β±οΈ 15.01.2026):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 9.2M Β· β±οΈ 10.01.2026):
```
- conda install -c conda-forge prometheus_client
+ conda install -c conda-forge s3fs
```
PyPika (π₯36 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+tortoise-orm (π₯35 Β· β 5.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 320 Β· π¦ 44K Β· π 500 - 46% open Β· β±οΈ 14.01.2026):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 160 Β· π 440 Β· π₯ 18 Β· π¦ 10K Β· π 1.3K - 40% open Β· β±οΈ 28.01.2026):
```
- git clone https://github.com/kayak/pypika
+ git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 5.5M / month Β· π¦ 230 Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 400K / month Β· π¦ 320 Β· β±οΈ 24.12.2025):
```
- pip install pypika
+ pip install tortoise-orm
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 94K Β· β±οΈ 14.01.2026):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 52K Β· β±οΈ 30.12.2025):
```
- conda install -c conda-forge pypika
+ conda install -c conda-forge tortoise-orm
```
tortoise-orm (π₯35 Β· β 5.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+Prometheus Client (π₯35 Β· β 4.3K) - Prometheus instrumentation library for Python.. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 160 Β· π 440 Β· π₯ 18 Β· π¦ 10K Β· π 1.3K - 40% open Β· β±οΈ 14.01.2026):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 170 Β· π 840 Β· π 600 - 22% open Β· β±οΈ 21.01.2026):
```
- git clone https://github.com/tortoise/tortoise-orm
+ git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 360K / month Β· π¦ 320 Β· β±οΈ 24.12.2025):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 100M / month Β· π¦ 3K Β· β±οΈ 14.01.2026):
```
- pip install tortoise-orm
+ pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 52K Β· β±οΈ 30.12.2025):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 23M Β· β±οΈ 15.01.2026):
```
- conda install -c conda-forge tortoise-orm
+ conda install -c conda-forge prometheus_client
```
Elasticsearch DSL (π₯35 Β· β 3.9K Β· π€) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 140 Β· π 800 Β· π₯ 290 Β· π¦ 12K Β· π 1.3K - 3% open Β· β±οΈ 18.04.2025):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 140 Β· π 800 Β· π₯ 300 Β· π¦ 12K Β· π 1.3K - 3% open Β· β±οΈ 18.04.2025):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 8.2M / month Β· π¦ 380 Β· β±οΈ 16.04.2025):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 7.5M / month Β· π¦ 380 Β· β±οΈ 16.04.2025):
```
pip install elasticsearch-dsl
```
@@ -2693,19 +2677,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 800K Β· β±οΈ 05.01.2026):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 810K Β· β±οΈ 05.01.2026):
```
conda install -c conda-forge mysqlclient
```
Motor (π₯35 Β· β 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 65 Β· π 210 Β· π₯ 74 Β· π¦ 130K Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 65 Β· π 210 Β· π₯ 120 Β· π¦ 130K Β· β±οΈ 28.01.2026):
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 6.4M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
+- [PyPi](https://pypi.org/project/motor) (π₯ 7M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
```
pip install motor
```
@@ -2714,6 +2698,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge motor
```
PyPika (π₯34 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 320 Β· π¦ 44K Β· π 500 - 46% open Β· β±οΈ 14.01.2026):
+
+ ```
+ git clone https://github.com/kayak/pypika
+ ```
+- [PyPi](https://pypi.org/project/pypika) (π₯ 6.4M / month Β· π¦ 230 Β· β±οΈ 14.01.2026):
+ ```
+ pip install pypika
+ ```
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 95K Β· β±οΈ 14.01.2026):
+ ```
+ conda install -c conda-forge pypika
+ ```
+Cassandra Driver (π₯34 Β· β 1.4K) - Python Driver for Apache Cassandra. Apache-2
- [GitHub](https://github.com/apache/cassandra-python-driver) (π¨βπ» 210 Β· π 560 Β· π¦ 10K Β· β±οΈ 20.12.2025):
@@ -2721,11 +2721,11 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 6.1M / month Β· π¦ 260 Β· β±οΈ 22.10.2025):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 5.5M / month Β· π¦ 260 Β· β±οΈ 22.10.2025):
```
pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 510K Β· β±οΈ 22.10.2025):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 520K Β· β±οΈ 22.10.2025):
```
conda install -c conda-forge cassandra-driver
```
@@ -2737,7 +2737,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 6.7M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
+- [PyPi](https://pypi.org/project/minio) (π₯ 7.1M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
```
pip install minio
```
@@ -2746,6 +2746,18 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
libcloud (π₯32 Β· β 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
+
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 490 Β· π 930 Β· π 240 - 44% open Β· β±οΈ 28.01.2026):
+
+ ```
+ git clone https://github.com/apache/libcloud
+ ```
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 260K / month Β· π¦ 180 Β· β±οΈ 10.08.2023):
+ ```
+ pip install apache-libcloud
+ ```
+cx-Oracle (π₯32 Β· β 900 Β· π€) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 9.1K Β· π 650 - 3% open Β· β±οΈ 26.05.2025):
@@ -2753,34 +2765,34 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/oracle/python-cx_Oracle
```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 4.7M / month Β· π¦ 430 Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 4.8M / month Β· π¦ 430 Β· β±οΈ 20.07.2023):
```
pip install cx-Oracle
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 980K Β· β±οΈ 15.01.2026):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 990K Β· β±οΈ 15.01.2026):
```
conda install -c conda-forge cx_oracle
```
pysolr (π₯32 Β· β 700) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 74 Β· π 340 Β· π¦ 3.9K Β· π 160 - 19% open Β· β±οΈ 13.01.2026):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 74 Β· π 340 Β· π¦ 3.9K Β· π 170 - 19% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 350K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 300K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
```
pip install pysolr
```
-- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 66K Β· β±οΈ 18.11.2025):
+- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 68K Β· β±οΈ 18.11.2025):
```
conda install -c conda-forge pysolr
```
pandas-gbq (π₯32 Β· β 490) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 57 Β· π 130 Β· π₯ 580 Β· π 390 - 0% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 57 Β· π 130 Β· π₯ 590 Β· π 400 - 0% open Β· β±οΈ 05.01.2026):
```
git clone https://github.com/googleapis/python-bigquery-pandas
@@ -2801,7 +2813,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pudo/dataset
```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 1.1M / month Β· π¦ 130 Β· β±οΈ 12.07.2023):
+- [PyPi](https://pypi.org/project/dataset) (π₯ 1.2M / month Β· π¦ 130 Β· β±οΈ 12.07.2023):
```
pip install dataset
```
@@ -2817,7 +2829,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 140K / month Β· π¦ 170 Β· β±οΈ 27.08.2024):
+- [PyPi](https://pypi.org/project/pony) (π₯ 150K / month Β· π¦ 170 Β· β±οΈ 27.08.2024):
```
pip install pony
```
@@ -2828,12 +2840,12 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (π₯31 Β· β 2.6K) - A pythonic interface to Amazons DynamoDB. MIT
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 430 Β· π¦ 2K Β· π 680 - 43% open Β· β±οΈ 06.01.2026):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 430 Β· π¦ 2K Β· π 700 - 45% open Β· β±οΈ 06.01.2026):
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 3.5M / month Β· π¦ 86 Β· β±οΈ 02.06.2025):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 3.7M / month Β· π¦ 86 Β· β±οΈ 02.06.2025):
```
pip install pynamodb
```
@@ -2842,18 +2854,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pynamodb
```
libcloud (π₯31 Β· β 2.1K Β· π) - Apache Libcloud is a Python library which hides differences.. Apache-2
-
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 490 Β· π 930 Β· π 240 - 45% open Β· β±οΈ 16.01.2026):
-
- ```
- git clone https://github.com/apache/libcloud
- ```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 240K / month Β· π¦ 180 Β· β±οΈ 10.08.2023):
- ```
- pip install apache-libcloud
- ```
-pygsheets (π₯31 Β· β 1.5K Β· π€) - Google Sheets Python API v4. MIT
- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 97 Β· π 220 Β· π¦ 3.1K Β· π 410 - 16% open Β· β±οΈ 10.06.2025):
@@ -2861,47 +2861,47 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/nithinmurali/pygsheets
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 2.1M / month Β· π¦ 77 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 2.2M / month Β· π¦ 77 Β· β±οΈ 30.11.2022):
```
pip install pygsheets
```
piccolos (π₯30 Β· β 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
+neo4j-driver (π₯30 Β· β 1K) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 52 Β· π 96 Β· π¦ 510 Β· π 560 - 18% open Β· β±οΈ 11.01.2026):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 44 Β· π 200 Β· π 260 - 0% open Β· β±οΈ 26.01.2026):
```
- git clone https://github.com/piccolo-orm/piccolo
+ git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 73K / month Β· π¦ 17 Β· β±οΈ 21.10.2025):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 130K / month Β· π¦ 63 Β· β±οΈ 12.01.2026):
```
- pip install piccolo
+ pip install neo4j-driver
+ ```
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 390K Β· β±οΈ 13.01.2026):
+ ```
+ conda install -c conda-forge neo4j-python-driver
```
neo4j-driver (π₯30 Β· β 1K) - Neo4j Bolt driver for Python. Apache-2
+piccolos (π₯29 Β· β 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 44 Β· π 200 Β· π 260 - 0% open Β· β±οΈ 12.01.2026):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 52 Β· π 96 Β· π¦ 510 Β· π 560 - 18% open Β· β±οΈ 11.01.2026):
```
- git clone https://github.com/neo4j/neo4j-python-driver
- ```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 120K / month Β· π¦ 63 Β· β±οΈ 12.01.2026):
- ```
- pip install neo4j-driver
+ git clone https://github.com/piccolo-orm/piccolo
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 380K Β· β±οΈ 13.01.2026):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 89K / month Β· π¦ 17 Β· β±οΈ 21.10.2025):
```
- conda install -c conda-forge neo4j-python-driver
+ pip install piccolo
```
ODMantic (π₯29 Β· β 1.2K Β· π) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
+ODMantic (π₯29 Β· β 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
-- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 21 Β· π 92 Β· π¦ 3.6K Β· π 220 - 58% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 23 Β· π 92 Β· π¦ 3.6K Β· π 200 - 55% open Β· β±οΈ 25.01.2026):
```
git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 63K / month Β· π¦ 24 Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 68K / month Β· π¦ 24 Β· β±οΈ 24.01.2026):
```
pip install odmantic
```
@@ -2913,7 +2913,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 41K / month Β· π¦ 44 Β· β±οΈ 26.09.2025):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 47K / month Β· π¦ 44 Β· β±οΈ 26.09.2025):
```
pip install happybase
```
@@ -2929,7 +2929,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/Scille/umongo
```
-- [PyPi](https://pypi.org/project/umongo) (π₯ 40K / month Β· π¦ 9 Β· β±οΈ 06.10.2025):
+- [PyPi](https://pypi.org/project/umongo) (π₯ 41K / month Β· π¦ 9 Β· β±οΈ 06.10.2025):
```
pip install umongo
```
@@ -2940,12 +2940,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (π₯25 Β· β 2.1K Β· π€) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 31 Β· π 89 Β· π 440 - 53% open Β· β±οΈ 23.03.2025):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 31 Β· π 88 Β· π 440 - 53% open Β· β±οΈ 23.03.2025):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 450K / month Β· π¦ 24 Β· β±οΈ 16.08.2024):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 540K / month Β· π¦ 24 Β· β±οΈ 16.08.2024):
```
pip install prisma
```
@@ -2957,14 +2957,14 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/mcfunley/pugsql
```
-- [PyPi](https://pypi.org/project/pugsql) (π₯ 18K / month Β· π¦ 3 Β· β±οΈ 04.12.2025):
+- [PyPi](https://pypi.org/project/pugsql) (π₯ 22K / month Β· π¦ 3 Β· β±οΈ 04.12.2025):
```
pip install pugsql
```
psycopg3 (π₯20 Β· β 2.3K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 89 Β· π 210 Β· π 660 - 6% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 90 Β· π 210 Β· π 660 - 6% open Β· β±οΈ 25.01.2026):
```
git clone https://github.com/psycopg/psycopg
@@ -2975,13 +2975,13 @@ _Libraries for connecting to, operating, and querying databases._
- psycopg2 (π₯39 Β· β 3.6K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
- pyodbc (π₯36 Β· β 3.1K) - Python ODBC bridge. βοΈMIT-0
- SQLAlchemy-Utils (π₯34 Β· β 1.3K) - Various utility functions and datatypes for SQLAlchemy. βUnlicensed
-- influxdb (π₯30 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
- redis-py-cluster (π₯30 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
- google-cloud-bigtable (π₯30 Β· β 74) - Google Cloud Bigtable API client library. Apache-2
- Records (π₯29 Β· β 7.2K Β· π) - SQL for Humans. ISC
- Databases (π₯29 Β· β 4K Β· π) - Async database support for Python. BSD-3
- gino (π₯29 Β· β 2.8K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- mongo-connector (π₯28 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
+- influxdb (π₯26 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
- pyhdb (π₯24 Β· β 320 Β· π) - SAP HANA Connector in pure Python. Apache-2
- filedepot (π₯24 Β· β 160 Β· π) - Toolkit for storing files and attachments in web applications. MIT
- cloudant (π₯24 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
@@ -3002,18 +3002,18 @@ _Libraries for connecting to, operating, and querying databases._
_Libraries for loading, collecting, and extracting data from a variety of data sources and formats._
-Datasets (π₯44 Β· β 21K Β· π) - The largest hub of ready-to-use datasets for AI models with.. Apache-2
+Datasets (π₯44 Β· β 21K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 640 Β· π 3.1K Β· π¦ 120K Β· π 3.4K - 30% open Β· β±οΈ 16.01.2026):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 640 Β· π 3.1K Β· π¦ 120K Β· π 3.4K - 30% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 47M / month Β· π¦ 4.6K Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 54M / month Β· π¦ 4.6K Β· β±οΈ 14.01.2026):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 2.5M Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 2.6M Β· β±οΈ 22.01.2026):
```
conda install -c conda-forge datasets
```
@@ -3025,7 +3025,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 40M / month Β· π¦ 2.9K Β· β±οΈ 13.01.2026):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 45M / month Β· π¦ 2.9K Β· β±οΈ 13.01.2026):
```
pip install Faker
```
@@ -3034,62 +3034,62 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge faker
```
xlwings (π₯37 Β· β 3.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
+Tablib (π₯37 Β· β 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 66 Β· π 520 Β· π₯ 13K Β· π¦ 34K Β· π 2K - 20% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 130 Β· π 590 Β· π¦ 130K Β· π 270 - 12% open Β· β±οΈ 15.10.2025):
```
- git clone https://github.com/xlwings/xlwings
+ git clone https://github.com/jazzband/tablib
```
-- [PyPi](https://pypi.org/project/xlwings) (π₯ 460K / month Β· π¦ 250 Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/tablib) (π₯ 3.4M / month Β· π¦ 210 Β· β±οΈ 15.10.2025):
```
- pip install xlwings
+ pip install tablib
```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 1.7M Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 220K Β· β±οΈ 15.10.2025):
```
- conda install -c conda-forge xlwings
+ conda install -c conda-forge tablib
```
xmltodict (π₯36 Β· β 5.7K) - Python module that makes working with XML feel like you are working.. MIT
+xlwings (π₯37 Β· β 3.3K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 56 Β· π 460 Β· π₯ 44 Β· π¦ 85K Β· π 260 - 0% open Β· β±οΈ 27.10.2025):
+- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 66 Β· π 520 Β· π₯ 13K Β· π¦ 34K Β· π 2K - 20% open Β· β±οΈ 26.01.2026):
```
- git clone https://github.com/martinblech/xmltodict
+ git clone https://github.com/xlwings/xlwings
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 83M / month Β· π¦ 3.7K Β· β±οΈ 17.09.2025):
+- [PyPi](https://pypi.org/project/xlwings) (π₯ 500K / month Β· π¦ 250 Β· β±οΈ 21.01.2026):
```
- pip install xmltodict
+ pip install xlwings
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 6.1M Β· β±οΈ 18.09.2025):
+- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 1.7M Β· β±οΈ 23.01.2026):
```
- conda install -c conda-forge xmltodict
+ conda install -c conda-forge xlwings
```
Tablib (π₯36 Β· β 4.8K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+xmltodict (π₯36 Β· β 5.7K) - Python module that makes working with XML feel like you are working.. MIT
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 130 Β· π 590 Β· π¦ 130K Β· π 270 - 12% open Β· β±οΈ 15.10.2025):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 56 Β· π 460 Β· π₯ 48 Β· π¦ 85K Β· π 260 - 0% open Β· β±οΈ 27.10.2025):
```
- git clone https://github.com/jazzband/tablib
+ git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 2.9M / month Β· π¦ 210 Β· β±οΈ 15.10.2025):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 89M / month Β· π¦ 3.7K Β· β±οΈ 17.09.2025):
```
- pip install tablib
+ pip install xmltodict
```
-- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 220K Β· β±οΈ 15.10.2025):
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 6.1M Β· β±οΈ 18.09.2025):
```
- conda install -c conda-forge tablib
+ conda install -c conda-forge xmltodict
```
smart-open (π₯35 Β· β 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 130 Β· π 390 Β· π₯ 66 Β· π 420 - 3% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 130 Β· π 390 Β· π₯ 66 Β· π 420 - 3% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 50M / month Β· π¦ 650 Β· β±οΈ 08.11.2025):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 54M / month Β· π¦ 650 Β· β±οΈ 08.11.2025):
```
pip install smart-open
```
@@ -3105,39 +3105,23 @@ _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₯ 17M / month Β· π¦ 1.5K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 20M / month Β· π¦ 1.5K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 650K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 660K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge python-magic
```
csvkit (π₯33 Β· β 6.3K) - 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 680 Β· π¦ 2K Β· π 950 - 3% open Β· β±οΈ 15.01.2026):
-
- ```
- git clone https://github.com/wireservice/csvkit
- ```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 260K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
- ```
- pip install csvkit
- ```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 230K Β· β±οΈ 15.12.2025):
- ```
- conda install -c conda-forge csvkit
- ```
-gdown (π₯33 Β· β 5.1K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 25 Β· π 400 Β· π¦ 58K Β· π 200 - 31% open Β· β±οΈ 11.01.2026):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 25 Β· π 400 Β· π¦ 59K Β· π 200 - 31% open Β· β±οΈ 11.01.2026):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 3.4M / month Β· π¦ 1.3K Β· β±οΈ 11.01.2026):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 3.3M / month Β· π¦ 1.3K Β· β±οΈ 11.01.2026):
```
pip install gdown
```
@@ -3153,7 +3137,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/python-excel/xlrd
```
-- [PyPi](https://pypi.org/project/xlrd) (π₯ 42M / month Β· π¦ 3.5K Β· β±οΈ 14.06.2025):
+- [PyPi](https://pypi.org/project/xlrd) (π₯ 44M / month Β· π¦ 3.5K Β· β±οΈ 14.06.2025):
```
pip install xlrd
```
@@ -3169,7 +3153,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 490K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 520K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
```
pip install pandas-datareader
```
@@ -3178,14 +3162,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pandas-datareader
```
camelot (π₯31 Β· β 3.6K) - A Python library to extract tabular data from PDFs. MIT
+csvkit (π₯31 Β· β 6.3K) - 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 680 Β· π 950 - 3% open Β· β±οΈ 15.01.2026):
+
+ ```
+ git clone https://github.com/wireservice/csvkit
+ ```
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 290K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
+ ```
+ pip install csvkit
+ ```
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 230K Β· β±οΈ 15.12.2025):
+ ```
+ conda install -c conda-forge csvkit
+ ```
+camelot (π₯31 Β· β 3.6K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 74 Β· π 500 Β· π₯ 280 Β· π¦ 3.5K Β· π 390 - 57% open Β· β±οΈ 10.01.2026):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 4.9K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 5.5K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
@@ -3197,7 +3197,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 230K / month Β· π¦ 180 Β· β±οΈ 14.01.2025):
+- [PyPi](https://pypi.org/project/intake) (π₯ 280K / month Β· π¦ 180 Β· β±οΈ 14.01.2025):
```
pip install intake
```
@@ -3208,12 +3208,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (π₯28 Β· β 4.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 36 Β· π 370 Β· π₯ 2.6K Β· π¦ 280 Β· π 300 - 48% open Β· β±οΈ 16.08.2025):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 36 Β· π 370 Β· π₯ 2.6K Β· π¦ 280 Β· π 300 - 47% open Β· β±οΈ 16.08.2025):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 9K / month Β· π¦ 6 Β· β±οΈ 09.08.2025):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 10K / month Β· π¦ 6 Β· β±οΈ 09.08.2025):
```
pip install img2dataset
```
@@ -3225,7 +3225,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/singer-io/getting-started
```
-- [PyPi](https://pypi.org/project/singer-python) (π₯ 3.9M / month Β· π¦ 300 Β· β±οΈ 22.10.2025):
+- [PyPi](https://pypi.org/project/singer-python) (π₯ 4.1M / month Β· π¦ 300 Β· β±οΈ 22.10.2025):
```
pip install singer-python
```
@@ -3237,7 +3237,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/pyexcel/pyexcel-xlsx
```
-- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 710K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
+- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 820K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
```
pip install pyexcel-xlsx
```
@@ -3253,7 +3253,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 660 / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 630 / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install rows
```
@@ -3265,19 +3265,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/camelot-dev/excalibur
```
-- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 670 / month Β· β±οΈ 03.01.2025):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 720 / month Β· β±οΈ 03.01.2025):
```
pip install excalibur-py
```
Upgini (π₯22 Β· β 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+Upgini (π₯21 Β· β 350) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 14 Β· π 26 Β· π¦ 11 Β· β±οΈ 20.11.2025):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 12K / month Β· β±οΈ 26.12.2025):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 9.4K / month Β· β±οΈ 26.12.2025):
```
pip install upgini
```
@@ -3289,7 +3289,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/simonw/csvs-to-sqlite
```
-- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 450 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
+- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 480 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
```
pip install csvs-to-sqlite
```
@@ -3301,7 +3301,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.2K / month Β· β±οΈ 23.01.2025):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.1K / month Β· β±οΈ 23.01.2025):
```
pip install squirrel-core
```
@@ -3332,7 +3332,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯49 Β· β 45K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 4.1K Β· π 16K Β· π₯ 630K Β· π¦ 19K Β· π 14K - 12% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 4.1K Β· π 16K Β· π₯ 630K Β· π¦ 19K Β· π 14K - 12% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/apache/airflow
@@ -3352,12 +3352,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (π₯47 Β· β 28K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.5K Β· π 4.9K Β· π¦ 180K Β· π 5.3K - 14% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.5K Β· π 4.9K Β· π¦ 180K Β· π 5.3K - 14% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 29M / month Β· π¦ 2.4K Β· β±οΈ 04.01.2026):
+- [PyPi](https://pypi.org/project/celery) (π₯ 33M / month Β· π¦ 2.4K Β· β±οΈ 04.01.2026):
```
pip install celery
```
@@ -3368,60 +3368,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (π₯46 Β· β 8.5K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.9K Β· π 4.5K Β· π₯ 210K Β· π¦ 9.4K Β· π 8.2K - 50% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.9K Β· π 4.5K Β· π₯ 230K Β· π¦ 9.4K Β· π 8.2K - 50% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 50M / month Β· π¦ 180 Β· β±οΈ 16.01.2026):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 44M / month Β· π¦ 180 Β· β±οΈ 22.01.2026):
```
pip install apache-beam
```
-- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 300K Β· β±οΈ 16.12.2025):
+- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 300K Β· β±οΈ 25.01.2026):
```
conda install -c conda-forge apache-beam-with-aws
```
Prefect (π₯44 Β· β 21K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 650 Β· π 2.1K Β· π¦ 8K Β· π 6.8K - 16% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 650 Β· π 2.1K Β· π¦ 8K Β· π 6.8K - 16% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 6.7M / month Β· π¦ 420 Β· β±οΈ 22.01.2026):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 7.3M / month Β· π¦ 420 Β· β±οΈ 29.01.2026):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 21.01.2026):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 24.01.2026):
```
conda install -c conda-forge prefect
```
Dagster (π₯43 Β· β 15K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 640 Β· π 1.9K Β· π₯ 3.1K Β· π¦ 4.5K Β· π 8.7K - 31% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 650 Β· π 2K Β· π₯ 3.1K Β· π¦ 4.6K Β· π 8.7K - 31% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 3.3M / month Β· π¦ 310 Β· β±οΈ 15.01.2026):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 3.9M / month Β· π¦ 310 Β· β±οΈ 22.01.2026):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.6M Β· β±οΈ 15.01.2026):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.6M Β· β±οΈ 22.01.2026):
```
conda install -c conda-forge dagster
```
rq (π₯41 Β· β 11K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 350 Β· π 1.5K Β· π¦ 21K Β· π 1.2K - 18% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 350 Β· π 1.5K Β· π¦ 21K Β· π 1.2K - 18% open Β· β±οΈ 25.01.2026):
```
git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 3.4M / month Β· π¦ 310 Β· β±οΈ 22.11.2025):
+- [PyPi](https://pypi.org/project/rq) (π₯ 3.9M / month Β· π¦ 310 Β· β±οΈ 22.11.2025):
```
pip install rq
```
@@ -3432,12 +3432,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (π₯41 Β· β 4.3K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 150 Β· π 440 Β· π₯ 170 Β· π¦ 720K Β· π 990 - 42% open Β· β±οΈ 12.01.2026):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 150 Β· π 440 Β· π₯ 180 Β· π¦ 720K Β· π 990 - 42% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 130M / month Β· π¦ 9.6K Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 140M / month Β· π¦ 9.6K Β· β±οΈ 15.12.2025):
```
pip install joblib
```
@@ -3448,28 +3448,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (π₯39 Β· β 11K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 460 Β· π 1.7K Β· π 2.1K - 3% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 460 Β· π 1.7K Β· π 2.1K - 4% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 23M / month Β· π¦ 140 Β· β±οΈ 20.01.2026):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 23M / month Β· π¦ 140 Β· β±οΈ 23.01.2026):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.4M Β· β±οΈ 20.01.2026):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.4M Β· β±οΈ 23.01.2026):
```
conda install -c conda-forge great-expectations
```
luigi (π₯38 Β· β 19K Β· π) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
+luigi (π₯38 Β· β 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 630 Β· π 2.4K Β· π¦ 2.8K Β· π 1.1K - 14% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 630 Β· π 2.4K Β· π¦ 2.8K Β· π 1.1K - 14% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 950K / month Β· π¦ 170 Β· β±οΈ 17.01.2026):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 1.1M / month Β· π¦ 170 Β· β±οΈ 27.01.2026):
```
pip install luigi
```
@@ -3480,40 +3480,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯38 Β· β 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 270 Β· π 980 Β· π¦ 3.2K Β· π 2.5K - 7% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 270 Β· π 990 Β· π¦ 3.2K Β· π 2.5K - 6% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 530K / month Β· π¦ 140 Β· β±οΈ 26.11.2025):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 580K / month Β· π¦ 150 Β· β±οΈ 29.01.2026):
```
pip install kedro
```
Activeloop (π₯35 Β· β 9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. Apache-2
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 140 Β· π 700 Β· π₯ 300 Β· π¦ 3.4K Β· π 480 - 10% open Β· β±οΈ 20.01.2026):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 140 Β· π 700 Β· π₯ 330 Β· π¦ 3.4K Β· π 480 - 10% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 12K / month Β· π¦ 4 Β· β±οΈ 02.02.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 13K / month Β· π¦ 4 Β· β±οΈ 02.02.2023):
```
pip install hub
```
zenml (π₯35 Β· β 5.2K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
-
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 140 Β· π 570 Β· π¦ 1.4K Β· π 550 - 16% open Β· β±οΈ 19.01.2026):
-
- ```
- git clone https://github.com/zenml-io/zenml
- ```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 39K / month Β· π¦ 6 Β· β±οΈ 14.01.2026):
- ```
- pip install zenml
- ```
-huey (π₯34 Β· β 5.9K) - a little task queue for python. MIT
- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 71 Β· π 390 Β· π¦ 2.1K Β· β±οΈ 07.01.2026):
@@ -3521,15 +3509,27 @@ _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₯ 7.7M / month Β· π¦ 120 Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/huey) (π₯ 8.5M / month Β· π¦ 120 Β· β±οΈ 06.01.2026):
```
pip install huey
```
-- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 68K Β· β±οΈ 06.01.2026):
+- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 70K Β· β±οΈ 06.01.2026):
```
conda install -c conda-forge huey
```
zenml (π₯34 Β· β 5.2K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
+
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 140 Β· π 570 Β· π¦ 1.4K Β· π 560 - 17% open Β· β±οΈ 26.01.2026):
+
+ ```
+ git clone https://github.com/zenml-io/zenml
+ ```
+- [PyPi](https://pypi.org/project/zenml) (π₯ 47K / month Β· π¦ 6 Β· β±οΈ 14.01.2026):
+ ```
+ pip install zenml
+ ```
+petl (π₯32 Β· β 1.3K) - Python Extract Transform and Load Tables of Data. MIT
- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 67 Β· π 200 Β· π¦ 4.2K Β· π 470 - 18% open Β· β±οΈ 13.08.2025):
@@ -3537,7 +3537,7 @@ _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₯ 820K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
+- [PyPi](https://pypi.org/project/petl) (π₯ 850K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
```
pip install petl
```
@@ -3546,14 +3546,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge petl
```
CocoIndex (π₯31 Β· β 5.9K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
+CocoIndex (π₯31 Β· β 6K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
-- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 51 Β· π 430 Β· π¦ 24 Β· π 260 - 19% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 52 Β· π 440 Β· π¦ 24 Β· π 270 - 20% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/cocoindex-io/cocoindex
```
-- [PyPi](https://pypi.org/project/cocoindex) (π₯ 13K / month Β· π¦ 1 Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/cocoindex) (π₯ 15K / month Β· π¦ 3 Β· β±οΈ 28.01.2026):
```
pip install cocoindex
```
@@ -3581,11 +3581,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 550K / month Β· π¦ 33 Β· β±οΈ 06.01.2025):
+- [PyPi](https://pypi.org/project/arq) (π₯ 640K / month Β· π¦ 33 Β· β±οΈ 06.01.2025):
```
pip install arq
```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 21K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 22K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge arq
```
@@ -3597,7 +3597,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 140K / month Β· π¦ 8 Β· β±οΈ 03.12.2024):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 160K / month Β· π¦ 8 Β· β±οΈ 03.12.2024):
```
pip install whylogs
```
@@ -3609,19 +3609,19 @@ _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₯ 310K / month Β· π¦ 27 Β· β±οΈ 13.03.2024):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 360K / month Β· π¦ 27 Β· β±οΈ 13.03.2024):
```
pip install pyfunctional
```
ploomber (π₯25 Β· β 3.6K Β· π€) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
+ploomber (π₯26 Β· β 3.6K Β· π€) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 240 Β· π 880 - 12% open Β· β±οΈ 29.05.2025):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.9K / month Β· π¦ 13 Β· β±οΈ 18.09.2024):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.5K / month Β· π¦ 13 Β· β±οΈ 18.09.2024):
```
pip install ploomber
```
@@ -3637,7 +3637,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 6.2K / month Β· π¦ 2 Β· β±οΈ 15.01.2026):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 7.3K / month Β· π¦ 2 Β· β±οΈ 15.01.2026):
```
pip install tasktiger
```
@@ -3649,7 +3649,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 110K / month Β· π¦ 27 Β· β±οΈ 07.10.2025):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 120K / month Β· π¦ 27 Β· β±οΈ 07.10.2025):
```
pip install dbnd
```
@@ -3661,47 +3661,47 @@ _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₯ 850K / month Β· π¦ 4 Β· β±οΈ 15.07.2025):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 1M / month Β· π¦ 4 Β· β±οΈ 15.07.2025):
```
pip install flupy
```
pdpipe (π₯21 Β· β 720) - Easy pipelines for pandas DataFrames. MIT
+BatchFlow (π₯21 Β· β 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 13 Β· π 46 Β· π₯ 11 Β· π¦ 67 Β· π 54 - 29% open Β· β±οΈ 02.11.2025):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 39 Β· π 45 Β· π¦ 15 Β· π 120 - 25% open Β· β±οΈ 21.10.2025):
```
- git clone https://github.com/pdpipe/pdpipe
- ```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.3K / month Β· π¦ 14 Β· β±οΈ 01.07.2025):
- ```
- pip install pdpipe
+ git clone https://github.com/analysiscenter/batchflow
```
-- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 55K Β· β±οΈ 02.07.2025):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 430 / month Β· β±οΈ 21.10.2025):
```
- conda install -c conda-forge pdpipe
+ pip install batchflow
```
BatchFlow (π₯21 Β· β 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
+pdpipe (π₯20 Β· β 720) - Easy pipelines for pandas DataFrames. MIT
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 39 Β· π 45 Β· π¦ 15 Β· π 120 - 25% open Β· β±οΈ 21.10.2025):
+- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 13 Β· π 46 Β· π₯ 11 Β· π¦ 67 Β· π 54 - 29% open Β· β±οΈ 02.11.2025):
```
- git clone https://github.com/analysiscenter/batchflow
+ git clone https://github.com/pdpipe/pdpipe
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 440 / month Β· β±οΈ 21.10.2025):
+- [PyPi](https://pypi.org/project/pdpipe) (π¦ 14 Β· β±οΈ 01.07.2025):
```
- pip install batchflow
+ pip install pdpipe
+ ```
+- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 56K Β· β±οΈ 02.07.2025):
+ ```
+ conda install -c conda-forge pdpipe
```
kale (π₯20 Β· β 660) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
-- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 19 Β· π 140 Β· π 220 - 13% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 19 Β· π 140 Β· π 230 - 17% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/kubeflow-kale/kale
```
-- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 1.1K / month Β· β±οΈ 19.05.2021):
+- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 1.2K / month Β· β±οΈ 19.05.2021):
```
pip install kubeflow-kale
```
@@ -3712,18 +3712,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
- faust (π₯29 Β· β 6.8K Β· π) - Python Stream Processing. BSD-3
- 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
-- Pypeline (π₯24 Β· β 1.6K Β· π) - Concurrent data pipelines in Python . MIT
+- Pypeline (π₯25 Β· β 1.6K Β· π) - Concurrent data pipelines in Python . MIT
- Optimus (π₯23 Β· β 1.5K Β· π) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- pysparkling (π₯23 Β· β 270 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
+- streamparse (π₯22 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- spark-deep-learning (π₯20 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- mrq (π₯20 Β· β 900 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- Databolt Flow (π₯18 Β· β 950 Β· π) - Python library for building highly effective data science.. MIT
- Mara Pipelines (π₯17 Β· β 2.1K Β· π) - A lightweight opinionated ETL framework, halfway between.. MIT
- Botflow (π₯16 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
+- bodywork-core (π₯15 Β· β 440 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
- datajob (π₯14 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- RasgoQL (π₯13 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
PyYAML (π₯39 Β· β 2.8K) - Canonical source repository for PyYAML. MIT
+XlsxWriter (π₯39 Β· β 3.9K Β· π) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 560 Β· π¦ 1.8M Β· π 680 - 47% open Β· β±οΈ 25.09.2025):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 58 Β· π 650 Β· π¦ 110K Β· π 1K - 1% open Β· β±οΈ 28.01.2026):
```
- git clone https://github.com/yaml/pyyaml
+ git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 540M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 54M / month Β· π¦ 470 Β· β±οΈ 16.09.2025):
```
- pip install pyyaml
+ pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 73M Β· β±οΈ 26.09.2025):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 4.4M Β· β±οΈ 12.10.2025):
```
- conda install -c conda-forge pyyaml
+ conda install -c conda-forge xlsxwriter
```
XlsxWriter (π₯38 Β· β 3.9K) - A Python module for creating Excel XLSX files. BSD-2
+PyYAML (π₯39 Β· β 2.8K) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 58 Β· π 650 Β· π¦ 110K Β· π 1K - 1% open Β· β±οΈ 20.11.2025):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 560 Β· π¦ 1.8M Β· π 680 - 47% open Β· β±οΈ 25.09.2025):
```
- git clone https://github.com/jmcnamara/XlsxWriter
+ git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 51M / month Β· π¦ 470 Β· β±οΈ 16.09.2025):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 590M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
```
- pip install xlsxwriter
+ pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 4.4M Β· β±οΈ 12.10.2025):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 74M Β· β±οΈ 26.09.2025):
```
- conda install -c conda-forge xlsxwriter
+ conda install -c conda-forge pyyaml
```
jmespath (π₯34 Β· β 2.4K) - JMESPath is a query language for JSON. MIT
+jmespath (π₯35 Β· β 2.4K) - JMESPath is a query language for JSON. MIT
-- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 32 Β· π 190 Β· π 150 - 39% open Β· β±οΈ 11.12.2025):
+- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 32 Β· π 190 Β· π 150 - 38% open Β· β±οΈ 22.01.2026):
```
git clone https://github.com/jmespath/jmespath.py
```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 360M / month Β· π¦ 1.5K Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 390M / month Β· π¦ 2K Β· β±οΈ 22.01.2026):
```
pip install jmespath
```
-- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 28M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 28M Β· β±οΈ 23.01.2026):
```
conda install -c conda-forge jmespath
```
@@ -3794,7 +3794,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 49M / month Β· π¦ 1.3K Β· β±οΈ 03.09.2025):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 54M / month Β· π¦ 1.3K Β· β±οΈ 03.09.2025):
```
pip install deepdiff
```
@@ -3805,12 +3805,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
typing_inspect (π₯26 Β· β 380) - Runtime inspection utilities for Python typing module. MIT
-- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (π¨βπ» 21 Β· π 39 Β· π 61 - 39% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (π¨βπ» 21 Β· π 40 Β· π 61 - 39% open Β· β±οΈ 18.01.2026):
```
git clone https://github.com/ilevkivskyi/typing_inspect
```
-- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 61M / month Β· π¦ 720 Β· β±οΈ 24.05.2023):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 67M / month Β· π¦ 720 Β· β±οΈ 24.05.2023):
```
pip install typing_inspect
```
@@ -3821,7 +3821,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects...
-- importlib-resources (π₯29 Β· β 70 Β· π€) - Backport of the importlib.resources module.Apache-2
+- importlib-resources (π₯29 Β· β 71 Β· π€) - Backport of the importlib.resources module. Apache-2
- entrypoints (π₯24 Β· β 76 Β· π) - Discover and load entry points from installed packages. MIT
@@ -3837,23 +3837,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (π₯ 410M / month Β· π¦ 10K Β· β±οΈ 06.10.2025): +- [PyPi](https://pypi.org/project/attrs) (π₯ 440M / month Β· π¦ 10K Β· β±οΈ 06.10.2025): ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 60M Β· β±οΈ 04.12.2025): +- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 61M Β· β±οΈ 04.12.2025): ``` conda install -c conda-forge attrs ```
more-itertools (π₯40 Β· β 4K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 140 Β· π 310 Β· π₯ 3.6K Β· π¦ 280K Β· π 430 - 7% open Β· β±οΈ 11.01.2026):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 140 Β· π 310 Β· π₯ 3.6K Β· π¦ 280K Β· π 430 - 7% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 160M / month Β· π¦ 4.5K Β· β±οΈ 02.09.2025):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 170M / month Β· π¦ 4.5K Β· β±οΈ 02.09.2025):
```
pip install more-itertools
```
@@ -3869,7 +3869,7 @@ _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₯ 190M / month Β· π¦ 3.8K Β· β±οΈ 02.04.2025):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 210M / month Β· π¦ 3.8K Β· β±οΈ 02.04.2025):
```
pip install tenacity
```
@@ -3885,7 +3885,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ets-labs/python-dependency-injector
```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 3.7M / month Β· π¦ 340 Β· β±οΈ 04.12.2025):
+- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 4.1M / month Β· π¦ 340 Β· β±οΈ 04.12.2025):
```
pip install dependency-injector
```
@@ -3896,12 +3896,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (π₯33 Β· β 6.8K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 96 Β· π 370 Β· π₯ 48 Β· π¦ 11K Β· π 190 - 36% open Β· β±οΈ 30.12.2025):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 97 Β· π 370 Β· π₯ 48 Β· π¦ 11K Β· π 190 - 36% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 11M / month Β· π¦ 380 Β· β±οΈ 03.02.2025):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 13M / month Β· π¦ 380 Β· β±οΈ 03.02.2025):
```
pip install boltons
```
@@ -3912,12 +3912,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (π₯32 Β· β 4.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 67 Β· π 140 Β· π¦ 930 Β· π 450 - 19% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 67 Β· π 140 Β· π¦ 940 Β· π 450 - 18% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 660K / month Β· π¦ 210 Β· β±οΈ 24.07.2025):
+- [PyPi](https://pypi.org/project/returns) (π₯ 750K / month Β· π¦ 210 Β· β±οΈ 24.07.2025):
```
pip install returns
```
@@ -3933,11 +3933,11 @@ _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₯ 3.3M / month Β· π¦ 390 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 3.9M / month Β· π¦ 390 Β· β±οΈ 28.03.2023):
```
pip install funcy
```
-- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 770K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 780K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge funcy
```
@@ -3965,7 +3965,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/tomasbasham/ratelimit
```
-- [PyPi](https://pypi.org/project/ratelimit) (π₯ 11M / month Β· π¦ 360 Β· β±οΈ 17.12.2018):
+- [PyPi](https://pypi.org/project/ratelimit) (π₯ 12M / month Β· π¦ 360 Β· β±οΈ 17.12.2018):
```
pip install ratelimit
```
@@ -3976,16 +3976,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (π₯24 Β· β 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
-- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 5 Β· π 49 Β· π₯ 110 Β· π 22 - 27% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 5 Β· π 49 Β· π₯ 110 Β· π 22 - 27% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 42K / month Β· π¦ 110 Β· β±οΈ 17.08.2025):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 49K / month Β· π¦ 110 Β· β±οΈ 17.08.2025):
```
pip install ubelt
```
-- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 350K Β· β±οΈ 21.08.2025):
+- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 360K Β· β±οΈ 21.08.2025):
```
conda install -c conda-forge ubelt
```
@@ -3997,7 +3997,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/santinic/pampy
```
-- [PyPi](https://pypi.org/project/pampy) (π₯ 36K / month Β· π¦ 37 Β· β±οΈ 07.11.2019):
+- [PyPi](https://pypi.org/project/pampy) (π₯ 39K / month Β· π¦ 37 Β· β±οΈ 07.11.2019):
```
pip install pampy
```
@@ -4005,7 +4005,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects...
- toolz (π₯36 Β· β 5.1K) - A functional standard library for Python.βUnlicensed
-- retrying (π₯28 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
+- retrying (π₯29 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- CommonRegex (π₯23 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
- pinject (π₯23 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
cpython (π₯51 Β· β 71K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.7K Β· π 34K Β· π¦ 630K Β· π 77K - 11% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.7K Β· π 34K Β· π¦ 630K Β· π 77K - 11% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 11 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 13 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4037,7 +4037,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯36 Β· β 21K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 710 Β· π 8.6K Β· π₯ 110K Β· π¦ 16 Β· π 6.3K - 28% open Β· β±οΈ 15.01.2026):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 720 Β· π 8.6K Β· π₯ 110K Β· π¦ 16 Β· π 6.4K - 28% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/micropython/micropython
@@ -4062,16 +4062,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (π₯42 Β· β 2.4K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 75 Β· π 300 Β· π₯ 15K Β· π¦ 1.3M Β· π 380 - 10% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 75 Β· π 300 Β· π₯ 15K Β· π¦ 1.3M Β· π 380 - 10% open Β· β±οΈ 22.01.2026):
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 230M / month Β· π¦ 6.3K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 240M / month Β· π¦ 6.3K Β· β±οΈ 21.01.2026):
```
pip install pyparsing
```
-- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 64M Β· β±οΈ 21.01.2026):
+- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 65M Β· β±οΈ 21.01.2026):
```
conda install -c conda-forge pyparsing
```
@@ -4083,27 +4083,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 460M / month Β· π¦ 9.6K Β· β±οΈ 21.06.2025):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 470M / month Β· π¦ 9.6K Β· β±οΈ 21.06.2025):
```
pip install pygments
```
-- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 54M Β· β±οΈ 22.06.2025):
+- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 55M Β· β±οΈ 22.06.2025):
```
conda install -c conda-forge pygments
```
wrapt (π₯40 Β· β 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 36 Β· π 240 Β· π¦ 610K Β· π 220 - 21% open Β· β±οΈ 18.01.2026):
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 36 Β· π 240 Β· π¦ 610K Β· π 220 - 20% open Β· β±οΈ 24.01.2026):
```
git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 240M / month Β· π¦ 3K Β· β±οΈ 18.01.2026):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 260M / month Β· π¦ 3K Β· β±οΈ 24.01.2026):
```
pip install wrapt
```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 31M Β· β±οΈ 08.11.2025):
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 32M Β· β±οΈ 08.11.2025):
```
conda install -c conda-forge wrapt
```
@@ -4115,7 +4115,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/cookiecutter/cookiecutter
```
-- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 5.1M / month Β· π¦ 1.1K Β· β±οΈ 21.02.2024):
+- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 5.9M / month Β· π¦ 1.1K Β· β±οΈ 21.02.2024):
```
pip install cookiecutter
```
@@ -4124,14 +4124,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge cookiecutter
```
diagrams (π₯38 Β· β 42K) - Diagram as Code for prototyping cloud system architectures. MIT
+diagrams (π₯37 Β· β 42K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (π¨βπ» 180 Β· π 2.7K Β· π¦ 2.3K Β· π 600 - 62% open Β· β±οΈ 11.01.2026):
```
git clone https://github.com/mingrammer/diagrams
```
-- [PyPi](https://pypi.org/project/diagrams) (π₯ 6.4M / month Β· π¦ 110 Β· β±οΈ 22.11.2025):
+- [PyPi](https://pypi.org/project/diagrams) (π₯ 5.6M / month Β· π¦ 110 Β· β±οΈ 22.11.2025):
```
pip install diagrams
```
@@ -4142,44 +4142,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (π₯37 Β· β 1.6K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 54 Β· π 140 Β· π¦ 770K Β· π 200 - 26% open Β· β±οΈ 19.01.2026):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 54 Β· π 140 Β· π¦ 770K Β· π 200 - 26% open Β· β±οΈ 26.01.2026):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 480M / month Β· π¦ 2.6K Β· β±οΈ 15.05.2025):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 500M / month Β· π¦ 2.6K Β· β±οΈ 15.05.2025):
```
pip install pluggy
```
-- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 45M Β· β±οΈ 05.12.2025):
+- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 46M Β· β±οΈ 05.12.2025):
```
conda install -c conda-forge pluggy
```
fastcore (π₯35 Β· β 1.1K) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 82 Β· π 300 Β· π¦ 13K Β· π 480 - 5% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 82 Β· π 290 Β· π¦ 13K Β· π 480 - 4% open Β· β±οΈ 29.01.2026):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 6.9M / month Β· π¦ 1K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 7.4M / month Β· π¦ 1.1K Β· β±οΈ 29.01.2026):
```
pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 210K Β· β±οΈ 16.01.2026):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 220K Β· β±οΈ 26.01.2026):
```
conda install -c conda-forge fastcore
```
Copier (π₯34 Β· β 3.1K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 120 Β· π 240 Β· π¦ 1.7K Β· π 640 - 20% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 120 Β· π 240 Β· π¦ 1.7K Β· π 640 - 20% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 960K / month Β· π¦ 290 Β· β±οΈ 20.01.2026):
+- [PyPi](https://pypi.org/project/copier) (π₯ 1.1M / month Β· π¦ 290 Β· β±οΈ 23.01.2026):
```
pip install copier
```
@@ -4191,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/bartdag/py4j
```
-- [PyPi](https://pypi.org/project/py4j) (π₯ 88M / month Β· π¦ 340 Β· β±οΈ 15.01.2025):
+- [PyPi](https://pypi.org/project/py4j) (π₯ 91M / month Β· π¦ 340 Β· β±οΈ 15.01.2025):
```
pip install py4j
```
@@ -4202,12 +4202,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (π₯33 Β· β 900) - Decorators for Humans. BSD-2
-- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 32 Β· π 120 Β· π¦ 750K Β· π 110 - 9% open Β· β±οΈ 12.12.2025):
+- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 32 Β· π 120 Β· π¦ 760K Β· π 110 - 9% open Β· β±οΈ 12.12.2025):
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 150M / month Β· π¦ 2.5K Β· β±οΈ 24.02.2025):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 160M / month Β· π¦ 2.5K Β· β±οΈ 24.02.2025):
```
pip install decorator
```
@@ -4218,12 +4218,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (π₯33 Β· β 300) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
-- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 19 Β· π 48 Β· π¦ 320K Β· π 68 - 51% open Β· β±οΈ 14.01.2026):
+- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 20 Β· π 47 Β· π¦ 320K Β· π 68 - 51% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/arsenetar/send2trash
```
-- [PyPi](https://pypi.org/project/send2trash) (π₯ 33M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 36M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
```
pip install send2trash
```
@@ -4234,12 +4234,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (π₯30 Β· β 1.2K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
-- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 28 Β· π 110 Β· π 160 - 24% open Β· β±οΈ 21.01.2026):
+- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 28 Β· π 110 Β· π 160 - 24% open Β· β±οΈ 28.01.2026):
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 2M / month Β· π¦ 360 Β· β±οΈ 16.08.2025):
+- [PyPi](https://pypi.org/project/mss) (π₯ 2.1M / month Β· π¦ 360 Β· β±οΈ 16.08.2025):
```
pip install mss
```
diff --git a/history/2026-01-29_changes.md b/history/2026-01-29_changes.md
new file mode 100644
index 0000000..8c95a38
--- /dev/null
+++ b/history/2026-01-29_changes.md
@@ -0,0 +1,20 @@
+## π Trending Up
+
+_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
+
+- rich (π₯47 Β· β 55K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
+- XlsxWriter (π₯39 Β· β 3.9K Β· π) - A Python module for creating Excel XLSX files. BSD-2
+- confluent-kafka-python (π₯39 Β· β 440 Β· π) - Confluents Kafka Python Client. Apache-2
+- orjson (π₯38 Β· β 7.8K Β· π) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
+- coolname (π₯27 Β· β 170 Β· π) - Random Name and Slug Generator. BSD-2
+
+## 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._
+
+- arrow (π₯37 Β· β 9K Β· π) - Better dates & times for Python. Apache-2
+- cerberus (π₯33 Β· β 3.3K Β· π) - Lightweight, extensible data validation library for Python. ISC
+- fabric (π₯31 Β· β 15K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
+- asn1crypto (π₯29 Β· β 360 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
+- influxdb (π₯26 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
+
diff --git a/history/2026-01-29_projects.csv b/history/2026-01-29_projects.csv
new file mode 100644
index 0000000..9340a3d
--- /dev/null
+++ b/history/2026-01-29_projects.csv
@@ -0,0 +1,395 @@
+,name,github_id,description,resource,category,github_url,homepage,updated_github_id,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url
+0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/lukasmasuch/best-of-ml-python,https://github.com/lukasmasuch/best-of-ml-python,lukasmasuch/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2026-01-22 14:13:30.000,2025-11-07 05:42:31,627.0,3.0,2989,447.0,343.0,28.0,34.0,23117,2025-11-04 05:45:47.000,2025.10.30,100.0,56.0,0,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 13:09:27.000,2026-01-22 18:46:53.000,2026-01-22 18:46:52,399.0,23.0,194,55.0,233.0,3.0,4.0,2685,2026-01-22 18:46:57.000,2026.01.22,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2026-01-22 21:49:54.000,2026-01-22 21:49:52,392.0,23.0,56,24.0,222.0,4.0,5.0,1231,2026-01-22 21:49:58.000,2026.01.22,100.0,7.0,0,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 13:09:27.000,2026-01-22 18:46:53.000,2026-01-22 18:46:52,399.0,23.0,194,55.0,233.0,3.0,4.0,2685,2026-01-22 18:46:57.000,2026.01.22,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/lukasmasuch/best-of-ml-python,https://github.com/lukasmasuch/best-of-ml-python,lukasmasuch/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2026-01-22 14:13:30.000,2025-11-07 05:42:31,627.0,3.0,2989,447.0,343.0,28.0,34.0,23117,2025-11-04 05:45:47.000,2025.10.30,100.0,56.0,0,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 21:02:35.000,2026-01-21 18:49:51.000,2026-01-21 18:49:51,891.0,5.0,6877,1603.0,358.0,16.0,85.0,42710,,,,146.0,0,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/lukasmasuch/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,lukasmasuch/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2026-01-29 14:18:08.000,2025-11-07 05:42:31,627.0,3.0,2989,447.0,343.0,28.0,34.0,23117,2025-11-04 05:45:47.000,2025.10.30,100.0,56.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,,BSD-3-Clause,2010-08-24 01:37:33.000,2026-01-29 09:12:31.000,2026-01-29 09:12:31,37117.0,451.0,19537,1108.0,35810.0,3625.0,24614.0,47734,2026-01-21 15:50:15.000,3.0.0,135.0,4108.0,54,True,2909203.0,2801017.0,pandas,conda-forge/pandas,['pandas'],3182943.0,468784666.0,https://pypi.org/project/pandas,2026-01-21 15:50:15.000,108186.0,467558271.0,https://anaconda.org/conda-forge/pandas,2026-01-22 10:37:59.917,75632655.0,1.0,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2026-01-29 12:32:15.000,2026-01-29 04:25:27,22354.0,507.0,16021,2023.0,18544.0,224.0,6648.0,70492,2026-01-12 18:33:29.000,6.33.4,210.0,1395.0,53,True,979684.0,965442.0,protobuf,conda-forge/protobuf,,83093891.0,503888741.0,https://pypi.org/project/protobuf,2026-01-22 20:23:26.000,10563.0,490400365.0,https://anaconda.org/conda-forge/protobuf,2026-01-20 09:48:36.903,27530216.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2025-11-19 09:43:40.607,3679.0,11006173.0,,,,,,,,,,,,
+9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,,MIT,2017-02-10 19:23:51.000,2026-01-29 13:26:39.000,2026-01-29 13:26:38,130053.0,1103.0,33900,1535.0,68180.0,9206.0,67956.0,71263,2020-07-22 03:00:52.000,0.0.6,11.0,3664.0,51,True,629543.0,629516.0,cpython,conda-forge/typing,,,54139.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,21.0,13.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3680596.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,
+10,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,,2010-09-13 23:02:39.000,2026-01-29 06:57:01.000,2026-01-29 06:57:01,40668.0,715.0,11958,589.0,16915.0,2332.0,11682.0,31349,2026-01-10 18:01:49.000,2.4.1,186.0,2032.0,51,False,3740687.0,3577732.0,numpy,conda-forge/numpy,,1291678.0,640524858.0,https://pypi.org/project/numpy,2026-01-10 06:42:14.000,162955.0,638697272.0,https://anaconda.org/conda-forge/numpy,2026-01-11 01:10:03.682,121324403.0,1.0,,,,,,,,,,,,,,,,,
+11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,,Apache-2.0,2015-04-13 18:04:58.000,2026-01-29 14:28:50.000,2026-01-29 14:21:21,35586.0,1669.0,16372,757.0,42091.0,1713.0,12244.0,44679,2026-01-13 21:57:27.000,airflow-ctl/0.1.1,269.0,4109.0,49,True,19969.0,19227.0,apache-airflow,conda-forge/airflow,,633934.0,27574340.0,https://pypi.org/project/apache-airflow,2026-01-13 09:36:44.000,742.0,15400094.0,https://anaconda.org/conda-forge/airflow,2026-01-14 13:21:46.907,1884412.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2026-01-13 10:17:57.907006,621.0,1565704475.0,,,,,,
+12,boto3,boto/boto3,"Boto3, an AWS SDK for Python.",,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,,Apache-2.0,2014-10-03 21:38:03.000,2026-01-29 01:50:20.684,2026-01-28 23:56:42,7367.0,207.0,1951,223.0,866.0,175.0,3451.0,9675,2026-01-28 20:38:42.000,1.42.37,1963.0,168.0,49,True,608003.0,590389.0,boto3,conda-forge/boto3,,,1512222094.0,https://pypi.org/project/boto3,2026-01-28 20:38:42.000,17614.0,1511795192.0,https://anaconda.org/conda-forge/boto3,2026-01-29 01:50:20.684,29029401.0,1.0,,,,,,,,,,,,,,,,,
+13,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 14:58:02.000,2026-01-27 15:56:44.000,2026-01-27 15:56:44,55307.0,89.0,24208,1879.0,52873.0,834.0,32719.0,67819,2025-12-30 16:42:32.000,13.2.0,421.0,6926.0,48,True,42103.0,41538.0,ansible,conda-forge/ansible,,,9475775.0,https://pypi.org/project/ansible,2025-12-30 16:42:32.000,565.0,9450016.0,https://anaconda.org/conda-forge/ansible,2025-09-10 05:18:25.731,1751627.0,1.0,,,,,,,,,,,,,,,,,
+14,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 15:28:09.000,2026-01-25 00:58:49.951,2026-01-24 21:42:08,4388.0,93.0,2006,530.0,1347.0,287.0,1259.0,55287,2026-01-24 21:41:58.000,14.3.1,203.0,285.0,47,True,528758.0,496344.0,rich,conda-forge/rich,,,260722832.0,https://pypi.org/project/rich,2026-01-24 21:40:42.000,32414.0,260461074.0,https://anaconda.org/conda-forge/rich,2026-01-25 00:58:49.951,17276063.0,1.0,,,,,,,,,,,,3.0,,,,,
+15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,,BSD-3-Clause,2009-04-24 11:31:24.000,2026-01-29 12:37:15.000,2026-01-29 12:37:15,12969.0,43.0,4925,453.0,3776.0,757.0,4511.0,27929,2026-01-04 12:36:35.000,5.6.2,226.0,1460.0,47,True,186179.0,183744.0,celery,conda-forge/celery,,,32623174.0,https://pypi.org/project/celery,2026-01-04 12:35:55.000,2435.0,32588194.0,https://anaconda.org/conda-forge/celery,2025-06-04 06:13:50.569,2343721.0,1.0,,,,,,,,,,,,,,,,,
+16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,,BSD-3-Clause,2014-04-24 09:52:19.000,2025-12-31 06:51:28.000,2025-12-31 06:51:28,2980.0,34.0,1545,180.0,1325.0,150.0,1614.0,17153,2025-11-15 20:46:24.000,8.3.1,59.0,421.0,47,True,2368755.0,2315176.0,click,conda-forge/click,,4141.0,473933267.0,https://pypi.org/project/click,2025-11-15 20:45:41.000,53579.0,472918625.0,https://anaconda.org/conda-forge/click,2025-11-30 16:04:43.100,56816671.0,1.0,,,,,,,,,,,,,,,,,
+17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2026-01-29 12:26:32.000,2026-01-27 09:12:10,5363.0,129.0,2382,133.0,4837.0,512.0,4991.0,26599,2025-12-18 15:46:45.000,1.10.26,194.0,726.0,46,True,998174.0,944985.0,pydantic,conda-forge/pydantic,,,538217077.0,https://pypi.org/project/pydantic,2025-12-18 15:46:28.000,53189.0,537923447.0,https://anaconda.org/conda-forge/pydantic,2025-11-29 16:41:24.485,19379629.0,1.0,,,,,,,,,,,,,,,,,
+18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,,MIT,2018-11-27 03:35:03.000,2026-01-29 09:05:11.000,2026-01-29 09:00:35,17927.0,151.0,1626,103.0,1026.0,205.0,7955.0,11444,2026-01-21 18:03:51.000,rel_2_0_46,322.0,809.0,46,True,1182878.0,1165629.0,SQLAlchemy,conda-forge/sqlalchemy,,7817.0,255081561.0,https://pypi.org/project/SQLAlchemy,2026-01-21 20:56:52.000,17249.0,254666621.0,https://anaconda.org/conda-forge/sqlalchemy,2026-01-22 13:12:59.651,25303026.0,1.0,,,,,,,,,,,,,,,,,
+19,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 08:00:06.000,2026-01-29 14:19:58.000,2026-01-29 13:02:27,46395.0,428.0,4488,257.0,29290.0,4149.0,4055.0,8463,2026-01-08 14:41:44.000,2.71.0,160.0,1857.0,46,True,9605.0,9427.0,apache-beam,conda-forge/apache-beam-with-aws,,231786.0,44268154.0,https://pypi.org/project/apache-beam,2026-01-22 14:39:40.000,178.0,44259442.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2026-01-25 11:51:11.448,296519.0,1.0,,,,,,,,,,,,,,,,,
+20,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 13:25:36.000,2026-01-28 23:53:42.861,2026-01-28 19:18:29,12820.0,235.0,1136,64.0,2392.0,149.0,1079.0,1602,2026-01-28 20:38:31.000,1.42.37,2361.0,219.0,46,True,431736.0,427493.0,botocore,conda-forge/botocore,,,1041224950.0,https://pypi.org/project/botocore,2026-01-28 20:38:31.000,4243.0,1040571026.0,https://anaconda.org/conda-forge/botocore,2026-01-28 23:53:42.861,40543323.0,1.0,,,,,,,,,,,,,,,,,
+21,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 18:33:01.000,2026-01-21 23:07:00.000,2026-01-21 01:01:20,3341.0,86.0,3485,628.0,2869.0,162.0,2489.0,25479,2025-12-19 23:16:13.000,25.12.19,44.0,745.0,45,True,195859.0,194862.0,flatbuffers,conda-forge/flatbuffers,,1515394.0,48833731.0,https://pypi.org/project/flatbuffers,2025-12-19 23:16:13.000,705.0,40525520.0,https://anaconda.org/conda-forge/flatbuffers,2025-12-22 07:41:54.888,1856211.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2025-09-24 05:25:45.967,292.0,8267371.0,,,,,,,,,,,,
+22,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,,,2013-08-07 02:23:38.000,2026-01-29 12:35:15.000,2026-01-29 12:35:12,14645.0,395.0,1696,125.0,11389.0,50.0,2745.0,7449,2026-01-28 00:23:07.000,46.0.4,151.0,533.0,45,False,948780.0,932633.0,cryptography,conda-forge/cryptography,,,595464269.0,https://pypi.org/project/cryptography,2026-01-28 00:23:07.000,16147.0,594391511.0,https://anaconda.org/conda-forge/cryptography,2026-01-29 01:50:37.434,70802085.0,1.0,,,,,,,,,,,,,,,,,
+23,polars,pola-rs/polars,"Extremely fast Query Engine for DataFrames, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,,,2020-05-13 19:45:33.000,2026-01-29 13:52:08.000,2026-01-29 12:45:13,14123.0,547.0,2563,179.0,14001.0,2698.0,9759.0,37216,2026-01-12 23:27:26.000,py-1.37.1,438.0,660.0,44,False,34021.0,29825.0,polars,,,17456.0,36023448.0,https://pypi.org/project/polars,2026-01-12 23:25:48.000,4196.0,36022617.0,,,,1.0,,,,,,,,,,,,,,,,,
+24,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language.,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,,Apache-2.0,2016-10-31 21:02:47.000,2026-01-29 12:54:07.458,2026-01-29 12:04:48,14466.0,381.0,1300,190.0,11333.0,2478.0,6490.0,24607,2026-01-27 16:13:01.000,3.217.1,5011.0,790.0,44,True,12017.0,10613.0,pulumi,,,3318201.0,9700211.0,https://pypi.org/project/pulumi,2026-01-28 16:52:32.000,470.0,5299095.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2026-01-29 12:54:07.458,934.0,4216772.0,,,,,,,,,,,,
+25,Prefect,PrefectHQ/prefect,Prefect is a workflow orchestration framework for building resilient data pipelines in Python.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,,Apache-2.0,2018-06-29 21:59:26.000,2026-01-29 08:17:39.000,2026-01-28 22:31:00,20442.0,716.0,2087,165.0,12895.0,1089.0,5686.0,21474,2026-01-23 04:17:27.000,3.6.13,696.0,650.0,44,True,8431.0,8008.0,prefect,conda-forge/prefect,,,7332238.0,https://pypi.org/project/prefect,2026-01-29 08:17:39.000,423.0,7316527.0,https://anaconda.org/conda-forge/prefect,2026-01-24 15:46:06.032,1068355.0,1.0,,,,,,,,,,,,,,,,,
+26,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for AI 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 09:23:22.000,2026-01-28 13:02:25.000,2026-01-28 13:02:22,4190.0,41.0,3068,281.0,4532.0,1034.0,2365.0,21145,2026-01-14 18:33:15.000,4.5.0,108.0,643.0,44,True,126814.0,122168.0,datasets,conda-forge/datasets,,,54458171.0,https://pypi.org/project/datasets,2026-01-14 18:27:52.000,4646.0,54416257.0,https://anaconda.org/conda-forge/datasets,2026-01-22 23:43:12.778,2556813.0,1.0,,,,,,,,,,,,,,,,,
+27,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 23:00:09.000,2026-01-14 11:56:58.091,2026-01-13 20:54:23,4115.0,44.0,2041,218.0,1492.0,20.0,799.0,19054,2026-01-13 20:51:55.000,40.1.2,457.0,646.0,44,True,295142.0,292290.0,Faker,conda-forge/faker,,,45046279.0,https://pypi.org/project/Faker,2026-01-13 20:51:47.000,2852.0,45021417.0,https://anaconda.org/conda-forge/faker,2026-01-14 11:56:58.091,1665764.0,1.0,,,,,,,,,,,,,,,,,
+28,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,,Apache-2.0,2012-11-20 16:07:36.000,2026-01-29 06:23:43.000,2026-01-28 19:18:51,13596.0,204.0,4455,560.0,4649.0,606.0,4415.0,16700,2026-01-28 20:38:38.000,1.44.27,2403.0,481.0,44,True,749.0,5.0,awscli,conda-forge/awscli,,11221.0,367077571.0,https://pypi.org/project/awscli,2026-01-28 20:38:38.000,744.0,366301943.0,https://anaconda.org/conda-forge/awscli,2026-01-29 03:24:19.937,51182873.0,2.0,,,,,,,,,,,,,,,,,
+29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,,MIT,2012-04-24 16:46:12.000,2026-01-29 11:11:56.000,2026-01-29 02:06:58,21578.0,522.0,3221,512.0,32968.0,1023.0,10978.0,5463,2026-01-27 21:41:18.000,azure-monitor-opentelemetry_1.8.5,100.0,889.0,44,True,4314.0,2733.0,azure-storage-blob,conda-forge/azure-storage-blob,,,98520959.0,https://pypi.org/project/azure-storage-blob,2026-01-27 16:30:35.000,1581.0,98497491.0,https://anaconda.org/conda-forge/azure-storage-blob,2026-01-07 15:09:41.814,1572411.0,1.0,,,,,,,,,,,,,,,,,
+30,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 16:30:04.000,2026-01-29 14:31:37.000,2026-01-29 14:31:33,26236.0,492.0,1958,122.0,22952.0,2767.0,5930.0,14837,2026-01-22 20:59:29.000,1.12.12,714.0,646.0,43,True,4859.0,4553.0,dagster,conda-forge/dagster,,3145.0,3956869.0,https://pypi.org/project/dagster,2026-01-22 19:55:16.000,306.0,3918301.0,https://anaconda.org/conda-forge/dagster,2026-01-22 21:36:49.138,2612986.0,1.0,,,,,,,,,,,,,,,,,
+31,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 10:22:26.000,2026-01-29 12:12:47.000,2026-01-28 15:48:18,2660.0,53.0,2649,314.0,2032.0,140.0,1804.0,13451,2025-11-19 15:54:38.000,7.1.0,157.0,527.0,43,True,8582.0,,redis,conda-forge/redis-py,,,124968254.0,https://pypi.org/project/redis,2025-11-19 15:54:38.000,8582.0,124942102.0,https://anaconda.org/conda-forge/redis-py,2025-11-19 17:59:21.139,1752212.0,1.0,,,,,,,,,,,,,,,,,
+32,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 00:40:02.000,2026-01-27 17:38:22.000,2026-01-27 17:38:21,5090.0,118.0,550,54.0,1166.0,327.0,1346.0,2200,2025-10-16 10:33:24.000,3.15.1,45.0,218.0,43,True,365712.0,356204.0,h5py,conda-forge/h5py,,5711.0,29471221.0,https://pypi.org/project/h5py,2025-10-16 10:33:24.000,9508.0,29120702.0,https://anaconda.org/conda-forge/h5py,2025-11-24 21:14:29.801,23481275.0,1.0,,,,,,,,,,,,,,,,,
+33,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 05:35:17.000,2026-01-12 13:03:34.000,2026-01-12 13:03:32,415.0,13.0,492,35.0,288.0,71.0,274.0,8628,2025-10-26 15:12:09.000,1.2.1,49.0,109.0,42,True,1688509.0,1663850.0,python-dotenv,conda-forge/python-dotenv,,,283449007.0,https://pypi.org/project/python-dotenv,2025-10-26 15:12:09.000,24659.0,283301021.0,https://anaconda.org/conda-forge/python-dotenv,2025-10-26 18:27:51.620,9767078.0,1.0,,,,,,,,,,,,,,,,,
+34,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 21:32:24.000,2026-01-25 10:11:02.162,2026-01-23 13:01:09,3671.0,45.0,653,71.0,1266.0,146.0,1132.0,7234,2026-01-23 13:00:23.000,4.2.1,196.0,220.0,42,True,226316.0,223556.0,marshmallow,conda-forge/marshmallow,,,95702185.0,https://pypi.org/project/marshmallow,2026-01-23 13:00:23.000,2760.0,95648561.0,https://anaconda.org/conda-forge/marshmallow,2026-01-25 10:11:02.162,3592816.0,2.0,,,,,,,,,,,,,,,,,
+35,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 15:01:01.000,2026-01-22 10:38:19.000,2026-01-22 10:36:11,1741.0,23.0,408,57.0,718.0,139.0,650.0,5715,2025-10-06 13:54:43.000,25.4.0,35.0,182.0,42,True,1427711.0,1417422.0,attrs,conda-forge/attrs,,,444950921.0,https://pypi.org/project/attrs,2025-10-06 13:54:43.000,10289.0,444016957.0,https://anaconda.org/conda-forge/attrs,2025-12-04 19:06:37.706,60707669.0,1.0,,,,,,,,,,,,,,,,,
+36,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,python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2026-01-26 18:24:36.000,2026-01-19 20:20:20,2977.0,48.0,607,55.0,475.0,42.0,842.0,4911,2026-01-07 13:41:11.000,4.26.0,109.0,120.0,42,True,825915.0,816293.0,jsonschema,conda-forge/jsonschema,,911.0,288291790.0,https://pypi.org/project/jsonschema,2026-01-07 13:41:05.000,9622.0,287602078.0,https://anaconda.org/conda-forge/jsonschema,2026-01-08 02:41:02.580,43450830.0,1.0,,,,,,,,,,,,,,,,,
+37,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 22:47:39.000,2026-01-26 11:37:16.000,2026-01-26 11:36:42,1859.0,37.0,1209,408.0,2111.0,65.0,1105.0,4365,2026-01-12 18:12:25.000,7.17.13,169.0,225.0,42,True,65621.0,63637.0,elasticsearch,conda-forge/elasticsearch,,5657.0,49625434.0,https://pypi.org/project/elasticsearch,2026-01-12 18:12:25.000,1984.0,49602557.0,https://anaconda.org/conda-forge/elasticsearch,2025-12-23 18:13:15.810,1549425.0,1.0,,,,,,,,,,,,,,,,,
+38,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,,MIT,2017-05-14 18:07:01.000,2026-01-22 16:19:37.000,2026-01-22 16:19:13,1662.0,143.0,300,23.0,208.0,39.0,341.0,2446,2026-01-21 04:20:04.000,3.3.2,89.0,75.0,42,True,1271762.0,1265419.0,pyparsing,conda-forge/pyparsing,,15242.0,241985364.0,https://pypi.org/project/pyparsing,2026-01-21 03:57:55.000,6343.0,240719111.0,https://anaconda.org/conda-forge/pyparsing,2026-01-21 14:00:18.207,64570110.0,1.0,,,,,,,,,,,,,,,,,
+39,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 15:46:03.000,2026-01-11 17:00:04.000,2026-01-11 17:00:00,7078.0,16.0,764,37.0,1059.0,597.0,1450.0,2101,2025-06-21 13:39:59.000,2.19.2,68.0,892.0,42,True,1102097.0,1092487.0,pygments,conda-forge/pygments,,,473942615.0,https://pypi.org/project/pygments,2025-06-21 13:39:07.000,9610.0,473086740.0,https://anaconda.org/conda-forge/pygments,2025-06-22 18:12:22.152,54776042.0,1.0,,,,,,,,,,,,,,,,,
+40,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 11:40:58.000,2026-01-29 08:57:49.000,2026-01-29 08:57:49,5625.0,132.0,5703,701.0,5094.0,46.0,8213.0,36905,2026-01-21 07:42:38.000,5.0.2,144.0,610.0,41,True,1602.0,1354.0,docker-compose,conda-forge/docker-compose,,11970707.0,1349647.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,248.0,1046151.0,https://anaconda.org/conda-forge/docker-compose,2026-01-23 06:03:19.119,772377.0,2.0,,,,,,,,,,,,,,,,,
+41,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/fastapi/typer,https://github.com/fastapi/typer,fastapi/typer,MIT,2019-12-24 12:24:11.000,2026-01-27 19:15:36.000,2026-01-27 19:15:35,1283.0,128.0,822,76.0,832.0,65.0,272.0,18714,2026-01-06 11:21:09.000,0.21.1,68.0,96.0,41,True,249853.0,234447.0,typer,conda-forge/typer,,,114493762.0,https://pypi.org/project/typer,2026-01-06 11:21:09.000,15406.0,114363145.0,https://anaconda.org/conda-forge/typer,2026-01-08 22:08:44.791,8751399.0,2.0,,,,,,,,,,,,,,,,,
+42,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 10:53:48.000,2026-01-25 07:34:36.000,2026-01-25 07:34:30,2033.0,24.0,1454,199.0,1062.0,232.0,1004.0,10564,2025-11-22 06:45:57.000,2.6.1,91.0,346.0,41,True,21342.0,21029.0,rq,conda-forge/rq,,,3878433.0,https://pypi.org/project/rq,2025-11-22 06:45:13.000,313.0,3874972.0,https://anaconda.org/conda-forge/rq,2025-07-21 06:25:31.854,214592.0,2.0,,,,,,,,,,,,,,,,,
+43,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 16:15:07.000,2025-11-24 13:24:54.000,2025-11-24 13:24:54,3437.0,4.0,1696,190.0,1673.0,534.0,1250.0,7158,2024-05-23 11:21:23.000,7.1.0,89.0,463.0,41,True,122831.0,119110.0,docker,conda-forge/docker-py,,1761.0,92980950.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3721.0,92887140.0,https://anaconda.org/conda-forge/docker-py,2025-04-22 14:56:25.765,6284438.0,2.0,,,,,,,,,,,,,,,,,
+44,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 15:51:47.000,2026-01-29 08:08:37.000,2026-01-28 17:04:45,40919.0,99.0,1624,282.0,10607.0,602.0,3832.0,5204,2026-01-22 15:22:46.000,google-cloud-run-v0.15.0,116.0,544.0,41,True,2625.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,171766710.0,https://pypi.org/project/google-cloud-storage,2026-01-14 00:45:28.000,2625.0,171671580.0,https://anaconda.org/conda-forge/google-cloud-storage,2026-01-14 13:28:39.751,6278633.0,1.0,,,,,,,,,,,,,,,,,
+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 06:48:26.000,2026-01-12 06:25:03.000,2026-01-12 06:25:02,1606.0,13.0,442,58.0,839.0,426.0,567.0,4319,2025-12-15 08:42:11.000,1.5.3,116.0,151.0,41,True,731214.0,721660.0,joblib,conda-forge/joblib,,176.0,140126549.0,https://pypi.org/project/joblib,2025-12-15 08:41:44.000,9554.0,139487339.0,https://anaconda.org/conda-forge/joblib,2025-12-15 10:23:16.147,42187538.0,2.0,,,,,,,,,,,,,,,,,
+46,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 21:07:18.000,2026-01-26 17:53:28.000,2026-01-24 16:46:42,1242.0,34.0,180,23.0,565.0,76.0,364.0,2371,2026-01-06 11:45:20.000,4.12.1,66.0,65.0,41,True,619827.0,615170.0,anyio,conda-forge/anyio,,,398187456.0,https://pypi.org/project/anyio,2026-01-06 11:45:19.000,4657.0,397735595.0,https://anaconda.org/conda-forge/anyio,2026-01-06 17:07:01.773,30726615.0,1.0,,,,,,,,,,,,,,,,,
+47,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 20:27:32.000,2026-01-27 00:40:44.000,2026-01-26 20:46:24,13119.0,39.0,3137,589.0,3986.0,851.0,4452.0,18839,2024-12-26 18:37:03.000,2.3.1,52.0,632.0,40,True,17985.0,17627.0,kivy,conda-forge/kivy,,43997.0,244966.0,https://pypi.org/project/kivy,2024-12-26 16:13:26.000,358.0,235635.0,https://anaconda.org/conda-forge/kivy,2025-11-03 15:01:56.956,612475.0,1.0,,,,,,,,,,,,,,,,,
+48,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 20:14:11.000,2026-01-23 22:53:42.000,2026-01-23 22:53:37,4699.0,22.0,1393,191.0,493.0,,2518.0,11922,2026-01-07 17:27:06.000,3.19.0,198.0,162.0,40,True,1208.0,,peewee,conda-forge/peewee,,,20025066.0,https://pypi.org/project/peewee,2026-01-07 17:24:58.000,1208.0,20000574.0,https://anaconda.org/conda-forge/peewee,2026-01-08 16:36:30.172,1592011.0,1.0,,,,,,,,,,,,,,,,,
+49,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 03:41:08.000,2025-10-20 02:50:05.000,2025-10-20 02:49:59,4039.0,,2034,316.0,835.0,1138.0,846.0,9662,2025-08-04 01:02:02.000,4.0.0,150.0,189.0,40,True,125510.0,121683.0,paramiko,conda-forge/paramiko,,,122830294.0,https://pypi.org/project/paramiko,2025-08-04 01:02:02.000,3827.0,122718620.0,https://anaconda.org/conda-forge/paramiko,2025-08-13 16:23:01.875,7370497.0,2.0,,,,,,,,,,,,,,,,,
+50,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 13:00:26.000,2026-01-03 23:15:47.000,2026-01-03 23:15:38,2523.0,34.0,1448,139.0,1176.0,41.0,1485.0,5885,2025-11-21 00:47:32.000,2.3.0,67.0,231.0,40,True,37097.0,36205.0,kafka-python,conda-forge/kafka-python,,1854.0,22311151.0,https://pypi.org/project/kafka-python,2025-11-21 00:47:32.000,892.0,22303279.0,https://anaconda.org/conda-forge/kafka-python,2025-11-21 13:19:30.639,503021.0,1.0,,,,,,,,,,,,,,,,,
+51,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 17:21:10.000,2026-01-29 05:44:27.558,2026-01-28 18:14:34,6323.0,89.0,1218,100.0,5157.0,1358.0,3860.0,4075,2026-01-28 17:47:52.000,2026.01.0,103.0,596.0,40,True,48104.0,42892.0,xarray,conda-forge/xarray,,,12155646.0,https://pypi.org/project/xarray,2026-01-28 17:49:01.000,5212.0,11946926.0,https://anaconda.org/conda-forge/xarray,2026-01-29 05:44:27.558,13775557.0,2.0,,,,,,,,,,,,,,,,,
+52,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 05:15:14.000,2026-01-28 22:36:56.000,2026-01-28 22:36:53,2263.0,75.0,308,38.0,717.0,31.0,398.0,4035,2025-09-02 15:24:20.000,10.8.0,51.0,139.0,40,True,288953.0,284405.0,more-itertools,conda-forge/more-itertools,,3583.0,172611482.0,https://pypi.org/project/more-itertools,2025-09-02 15:23:09.000,4548.0,172153068.0,https://anaconda.org/conda-forge/more-itertools,2025-11-30 07:18:04.935,30711573.0,1.0,,,,,,,,,,,,,,,,,
+53,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 10:22:45.000,2026-01-24 10:37:18.000,2026-01-24 10:15:06,1081.0,31.0,244,39.0,90.0,46.0,174.0,2261,2025-11-07 00:45:55.000,2.0.1,75.0,36.0,40,True,615881.0,612892.0,wrapt,conda-forge/wrapt,,,264776001.0,https://pypi.org/project/wrapt,2026-01-24 10:37:18.000,2989.0,264275874.0,https://anaconda.org/conda-forge/wrapt,2025-11-08 09:55:06.888,31508040.0,1.0,,,,,,,,,,,,,,,,,
+54,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 16:45:08.000,2026-01-25 21:14:23.000,2026-01-25 21:14:23,2519.0,22.0,426,17.0,1131.0,339.0,500.0,1274,2026-01-09 15:21:34.000,2026.1.0,96.0,305.0,40,True,288935.0,285726.0,fsspec,conda-forge/fsspec,,,536622917.0,https://pypi.org/project/fsspec,2026-01-09 15:21:34.000,3209.0,536193400.0,https://anaconda.org/conda-forge/fsspec,2026-01-09 23:21:41.810,29207160.0,1.0,,,,,,,,,,,,,,,,,
+55,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 18:31:22.000,2025-12-20 03:49:22.000,2025-12-20 03:49:21,3106.0,5.0,2169,224.0,1231.0,271.0,659.0,24604,2024-02-21 18:02:39.000,2.6.0,42.0,331.0,39,True,38064.0,36954.0,cookiecutter,conda-forge/cookiecutter,,,5916175.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1110.0,5885321.0,https://anaconda.org/conda-forge/cookiecutter,2025-04-22 14:56:23.598,1727870.0,2.0,,,,,,,,,,,,,,,,,
+56,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 04:14:54.000,2026-01-28 14:22:26.000,2026-01-28 14:22:26,968.0,8.0,583,216.0,310.0,147.0,284.0,11616,2025-10-16 22:16:11.000,0.22.1,84.0,72.0,39,True,214508.0,212556.0,uvloop,conda-forge/uvloop,,644.0,74191697.0,https://pypi.org/project/uvloop,2025-10-16 22:16:11.000,1952.0,74148433.0,https://anaconda.org/conda-forge/uvloop,2025-11-07 00:03:03.823,2725320.0,2.0,,,,,,,,,,,,,,,,,
+57,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 00:18:46.000,2026-01-29 14:35:33.000,2026-01-29 13:04:15,13471.0,87.0,1670,85.0,9386.0,85.0,1975.0,11106,2026-01-23 19:11:37.000,1.11.2,350.0,459.0,39,True,137.0,,great_expectations,conda-forge/great-expectations,,,23390216.0,https://pypi.org/project/great_expectations,2026-01-23 01:45:20.000,137.0,23369882.0,https://anaconda.org/conda-forge/great-expectations,2026-01-23 05:23:55.655,1382750.0,2.0,,,,,,,,,,,,,,,,,
+58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,,BSD-3-Clause,2014-01-25 22:12:08.000,2025-11-17 08:33:22.000,2025-11-17 08:33:22,2809.0,6.0,748,150.0,842.0,684.0,578.0,10231,2025-08-27 15:26:41.000,3.0.52,136.0,239.0,39,True,4206.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,118477567.0,https://pypi.org/project/prompt_toolkit,2025-08-27 15:23:59.000,4206.0,117859419.0,https://anaconda.org/conda-forge/prompt-toolkit,2025-08-27 19:12:04.639,40179645.0,2.0,,,,,,,,,,,,,,,,,
+59,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,,MIT,2011-07-27 17:38:47.000,2025-08-25 01:53:42.974,2025-08-24 12:53:42,1132.0,,1440,222.0,522.0,22.0,656.0,7843,2025-08-24 12:56:20.000,1.1.2,44.0,130.0,39,True,290405.0,288646.0,PyMySQL,conda-forge/pymysql,,,68307260.0,https://pypi.org/project/PyMySQL,2025-08-24 12:55:53.000,1759.0,68276655.0,https://anaconda.org/conda-forge/pymysql,2025-08-25 01:53:42.974,2019986.0,2.0,,,,,,,,,,,,,,,,,
+60,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 20:08:03.000,2026-01-28 16:39:51.000,2026-01-28 16:39:51,1973.0,36.0,3463,137.0,1063.0,92.0,1364.0,7486,2026-01-16 01:06:57.000,35.0.0,112.0,230.0,39,True,2032.0,,kubernetes,conda-forge/kubernetes,,,111845659.0,https://pypi.org/project/kubernetes,2026-01-16 01:05:25.000,2032.0,111834952.0,https://anaconda.org/conda-forge/kubernetes,2025-12-11 01:35:47.118,728142.0,2.0,,,,,,,,,,,,,,,,,
+61,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 12:00:17.000,2026-01-08 09:04:44.000,2026-01-08 09:04:44,1555.0,10.0,724,123.0,458.0,216.0,487.0,7238,2024-11-01 14:09:55.000,6.0.0,54.0,170.0,39,True,258042.0,255381.0,watchdog,conda-forge/watchdog,,,67112396.0,https://pypi.org/project/watchdog,2024-11-01 14:06:24.000,2661.0,67036828.0,https://anaconda.org/conda-forge/watchdog,2025-12-05 08:14:09.286,5063107.0,2.0,,,,,,,,,,,,,,,,,
+62,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,,Apache-2.0,2015-04-17 20:43:46.000,2026-01-28 19:35:45.000,2026-01-28 19:35:45,10072.0,103.0,692,87.0,8071.0,461.0,3146.0,6371,2025-10-15 13:12:07.000,11.0.0,179.0,514.0,39,True,5285.0,5159.0,ibis-framework,conda-forge/ibis-framework,,443.0,1071832.0,https://pypi.org/project/ibis-framework,2026-01-25 00:03:33.000,126.0,1061335.0,https://anaconda.org/conda-forge/ibis-framework,2025-10-15 14:13:58.232,702746.0,2.0,,,,,,,,,,,,,,,,,
+63,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 15:18:06.000,2026-01-28 19:36:32.000,2026-01-28 19:36:28,6530.0,63.0,1139,230.0,2686.0,4.0,,4331,2026-01-07 18:15:35.000,4.16.0,170.0,242.0,39,True,5876.0,,pymongo,conda-forge/pymongo,,4849.0,71997749.0,https://pypi.org/project/pymongo,2026-01-07 18:03:40.000,5876.0,71913958.0,https://anaconda.org/conda-forge/pymongo,2026-01-11 09:30:41.251,5526208.0,2.0,,,,,,,,,,,,,,,,,
+64,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 03:02:53.000,2026-01-29 07:52:10.142,2026-01-28 21:23:45,2024.0,39.0,308,23.0,207.0,115.0,1067.0,3923,2026-01-28 21:23:36.000,rel_1_18_2,142.0,217.0,39,True,336483.0,333584.0,alembic,conda-forge/alembic,,,116604892.0,https://pypi.org/project/alembic,2026-01-28 21:23:32.000,2899.0,116459653.0,https://anaconda.org/conda-forge/alembic,2026-01-29 07:52:10.142,9295322.0,2.0,,,,,,,,,,,,,,,,,
+65,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 01:07:06.000,2026-01-28 17:55:09.000,2026-01-28 17:54:43,1486.0,11.0,654,109.0,152.0,19.0,1000.0,3897,2025-09-16 00:16:20.000,3.2.9,175.0,58.0,39,True,110326.0,109852.0,xlsxwriter,conda-forge/xlsxwriter,,,54559817.0,https://pypi.org/project/xlsxwriter,2025-09-16 00:16:20.000,474.0,54495463.0,https://anaconda.org/conda-forge/xlsxwriter,2025-10-12 21:28:27.859,4376083.0,1.0,,,,,,,,,,,,1.0,,,,,
+66,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 11:05:11.000,2026-01-02 10:10:39.000,2026-01-02 10:10:32,3167.0,5.0,525,69.0,332.0,19.0,1356.0,3611,2025-12-19 17:05:43.000,2.9.11,64.0,142.0,39,False,867071.0,862716.0,psycopg2,psycopg2,,,36629453.0,https://pypi.org/project/psycopg2,2025-10-10 11:10:09.000,4317.0,36626209.0,https://anaconda.org/anaconda/psycopg2,2025-12-19 17:27:30.555,395877.0,2.0,,,,,,,,,,,,,38.0,,,,
+67,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,,MIT,2011-11-03 05:09:49.000,2025-09-26 13:15:22.679,2025-09-25 18:13:58,326.0,,556,52.0,307.0,324.0,359.0,2835,2025-09-25 21:31:46.000,6.0.3,43.0,40.0,39,True,1808878.0,1754193.0,pyyaml,conda-forge/pyyaml,,,586749679.0,https://pypi.org/project/pyyaml,2025-09-25 21:31:46.000,54685.0,585595202.0,https://anaconda.org/conda-forge/pyyaml,2025-09-26 13:15:22.679,73886559.0,1.0,,,,,,,,,,,,,,,,,
+68,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,,MIT,2014-03-22 10:15:14.000,2026-01-27 20:32:58.000,2026-01-27 19:58:13,412.0,25.0,183,23.0,113.0,2.0,266.0,2686,2026-01-27 20:32:58.000,6.2.6,65.0,19.0,39,True,687941.0,683611.0,cachetools,conda-forge/cachetools,,,247203680.0,https://pypi.org/project/cachetools,2026-01-27 20:32:58.000,4330.0,246927504.0,https://anaconda.org/conda-forge/cachetools,2026-01-26 15:51:26.551,18779973.0,1.0,,,,,,,,,,,,,,,,,
+69,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,,,2011-12-17 21:12:01.000,2026-01-24 12:27:06.891,2026-01-23 16:19:32,1168.0,35.0,264,51.0,205.0,23.0,265.0,1793,2026-01-23 15:30:37.000,3.3.1,60.0,84.0,39,False,591073.0,588888.0,greenlet,conda-forge/greenlet,,,254156540.0,https://pypi.org/project/greenlet,2026-01-23 15:30:37.000,2185.0,253881663.0,https://anaconda.org/conda-forge/greenlet,2026-01-24 12:27:06.891,18416813.0,2.0,,,,,,,,,,,,,,,,,
+70,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 02:03:55.000,2026-01-26 03:18:26.000,2026-01-09 03:28:56,943.0,32.0,203,23.0,985.0,6.0,153.0,1438,2025-09-25 19:49:05.000,5.0.0,28.0,40.0,39,True,348532.0,346482.0,bcrypt,conda-forge/bcrypt,,,141786914.0,https://pypi.org/project/bcrypt,2025-09-25 19:49:05.000,2050.0,141646373.0,https://anaconda.org/conda-forge/bcrypt,2025-11-07 06:47:35.791,9135191.0,2.0,,,,,,,,,,,,,,,,,
+71,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 07:40:41.000,2026-01-28 05:46:10.000,2026-01-27 05:57:22,1075.0,43.0,935,193.0,863.0,191.0,1124.0,435,2026-01-05 13:12:05.000,2.13.0,56.0,141.0,39,True,17590.0,16785.0,confluent-kafka,conda-forge/python-confluent-kafka,,,42978807.0,https://pypi.org/project/confluent-kafka,2026-01-05 10:23:21.000,805.0,42950898.0,https://anaconda.org/conda-forge/python-confluent-kafka,2026-01-06 19:14:26.170,1758301.0,2.0,,,,,,,,,,,,1.0,,,,,
+72,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 21:35:07.000,2025-11-01 08:21:46.000,2025-08-16 21:26:04,355.0,,1455,358.0,285.0,153.0,208.0,28078,2025-08-16 20:25:34.000,0.7.1,13.0,67.0,38,True,54865.0,51898.0,fire,conda-forge/fire,,,15148720.0,https://pypi.org/project/fire,2025-08-16 20:20:22.000,2967.0,15125435.0,https://anaconda.org/conda-forge/fire,2025-09-12 20:33:44.970,1397146.0,2.0,,,,,,,,,,,,,,,,,
+73,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 15:06:38.000,2026-01-29 01:47:40.000,2026-01-29 01:47:39,4272.0,18.0,2449,455.0,2350.0,158.0,900.0,18636,2026-01-27 01:07:57.000,3.7.2,86.0,630.0,38,True,2986.0,2812.0,luigi,luigi,,,1115025.0,https://pypi.org/project/luigi,2026-01-27 01:07:21.000,171.0,1114843.0,https://anaconda.org/anaconda/luigi,2025-06-27 08:44:36.479,21767.0,2.0,,,,,,,stable/luigi,,,,,,3.0,,,,
+74,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/fastapi/sqlmodel,https://github.com/fastapi/sqlmodel,fastapi/sqlmodel,MIT,2021-08-24 14:26:53.000,2026-01-29 13:06:17.000,2026-01-26 09:35:16,973.0,124.0,791,137.0,864.0,60.0,285.0,17559,2025-12-28 12:35:00.000,0.0.31,34.0,102.0,38,True,31436.0,30213.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,8268004.0,https://pypi.org/project/sqlmodel,2025-12-28 12:35:00.000,1223.0,8265741.0,https://anaconda.org/conda-forge/sqlmodel,2025-12-29 18:03:16.249,119941.0,2.0,,,,,,,,,,,,,,,,,
+75,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 10:29:56.000,2026-01-29 14:25:58.000,2026-01-29 14:10:07,4226.0,64.0,990,100.0,2416.0,173.0,2327.0,10733,2026-01-29 14:25:58.000,1.2.0,69.0,268.0,38,True,3365.0,3219.0,kedro,,,,579396.0,https://pypi.org/project/kedro,2026-01-29 14:25:58.000,146.0,579396.0,,,,2.0,,,,,,,,,,,,,,,,,
+76,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 00:48:48.000,2026-01-14 14:58:24.405,2025-12-21 21:03:11,2482.0,4.0,1261,226.0,500.0,168.0,1065.0,8978,2025-08-23 18:25:00.000,4.3.0,52.0,183.0,38,True,13407.0,13247.0,supervisor,conda-forge/supervisor,,,5427756.0,https://pypi.org/project/supervisor,2025-08-23 18:25:00.000,160.0,5418329.0,https://anaconda.org/conda-forge/supervisor,2026-01-14 14:58:24.405,593917.0,1.0,,,,,,,,,,,,,,,,,
+77,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 23:43:14.000,2026-01-29 13:49:45.000,2026-01-29 13:47:34,759.0,13.0,278,34.0,144.0,1.0,489.0,7840,2025-12-06 15:53:43.000,3.11.5,147.0,24.0,38,True,212757.0,207538.0,orjson,conda-forge/orjson,,,101118714.0,https://pypi.org/project/orjson,2025-12-06 15:53:43.000,5219.0,101051030.0,https://anaconda.org/conda-forge/orjson,2025-12-15 15:18:25.193,4602563.0,2.0,,,,,,,,,,,,1.0,,,,,
+78,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,aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2026-01-26 09:28:22.000,2026-01-23 16:08:16,2698.0,20.0,720,55.0,1919.0,33.0,1219.0,4096,2026-01-13 23:01:39.000,3.15.0,162.0,175.0,38,True,2632.0,2492.0,awswrangler,conda-forge/awswrangler,['pandas'],434491.0,76216023.0,https://pypi.org/project/awswrangler,2026-01-13 22:59:18.000,140.0,76198662.0,https://anaconda.org/conda-forge/awswrangler,2026-01-14 16:02:27.836,775886.0,2.0,,,,,,,,,,,,,,,,,
+79,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,,,2013-06-09 22:01:56.000,2026-01-24 14:25:22.000,2026-01-24 14:25:06,651.0,76.0,638,87.0,206.0,43.0,354.0,3467,2026-01-21 14:31:44.000,release_v3.00,24.0,91.0,38,False,1111761.0,1108619.0,pycparser,conda-forge/pycparser,,,509731076.0,https://pypi.org/project/pycparser,2026-01-21 14:26:50.000,3142.0,508701048.0,https://anaconda.org/conda-forge/pycparser,2025-04-22 14:56:26.647,69011878.0,2.0,,,,,,,,,,,,,,,,,
+80,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,,BSD-3-Clause,2013-06-28 16:42:27.000,2026-01-24 02:35:10.000,2026-01-24 02:34:40,1060.0,10.0,188,21.0,214.0,198.0,358.0,2423,2026-01-19 02:41:18.000,0.4.1,30.0,47.0,38,True,243525.0,239287.0,dill,conda-forge/dill,,294288.0,108460404.0,https://pypi.org/project/dill,2026-01-19 02:36:55.000,4238.0,108205363.0,https://anaconda.org/conda-forge/dill,2026-01-19 23:02:44.504,16953694.0,2.0,,,,,,,,,,,,,,,,,
+81,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 14:11:13.000,2026-01-23 20:58:00.000,2026-01-23 20:57:57,758.0,12.0,160,34.0,138.0,29.0,154.0,2169,2023-10-25 21:06:04.000,0.20.0,75.0,77.0,38,True,367461.0,366421.0,pyrsistent,conda-forge/pyrsistent,,,38421959.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1040.0,38090783.0,https://anaconda.org/conda-forge/pyrsistent,2025-10-04 17:03:24.308,21857661.0,1.0,,,,,,,,,,,,,,,,,
+82,holidays,vacanza/holidays,Open World Holidays Framework.,,date-time-utils,https://github.com/vacanza/holidays,https://github.com/vacanza/holidays,,MIT,2014-08-24 15:17:18.000,2026-01-29 02:50:55.000,2026-01-29 02:30:16,3613.0,169.0,597,21.0,2465.0,73.0,690.0,1808,2026-01-19 19:43:21.000,0.89,117.0,296.0,38,True,26991.0,26496.0,holidays,conda-forge/holidays,,281.0,21840368.0,https://pypi.org/project/holidays,2026-01-19 20:01:12.000,495.0,21773332.0,https://anaconda.org/conda-forge/holidays,2026-01-21 12:17:43.955,4424155.0,1.0,,,,,,,,,,,,,,,,,
+83,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 00:09:04.000,2026-01-29 12:14:37.000,2026-01-21 21:53:03,2070.0,13.0,322,50.0,1605.0,67.0,682.0,790,2026-01-08 01:07:23.000,3.40.0,184.0,177.0,38,True,52906.0,51509.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,110732664.0,https://pypi.org/project/google-cloud-bigquery,2026-01-08 01:07:23.000,1397.0,110677588.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2026-01-08 13:47:33.967,3635043.0,2.0,,,,,,,,,,,,,,,,,
+84,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 15:23:24.000,2026-01-22 00:06:50.000,2026-01-11 10:25:00,654.0,8.0,2693,405.0,613.0,378.0,224.0,41963,2025-11-22 02:30:19.000,0.25.1,51.0,176.0,37,True,2410.0,2296.0,diagrams,conda-forge/diagrams,,,5596335.0,https://pypi.org/project/diagrams,2025-11-22 02:27:15.000,114.0,5591515.0,https://anaconda.org/conda-forge/diagrams,2025-11-24 15:46:24.848,327760.0,2.0,,,,,,,,,,,,,,,,,
+85,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,,,2016-03-10 02:38:00.000,2026-01-29 10:12:31.000,2026-01-29 01:08:53,7297.0,98.0,2245,142.0,5567.0,791.0,5456.0,12160,2026-01-20 20:37:09.000,1.10.19,322.0,357.0,37,False,9433.0,9397.0,dbt,conda-forge/dbt,,3194.0,218661.0,https://pypi.org/project/dbt,2026-01-07 17:29:04.000,36.0,213911.0,https://anaconda.org/conda-forge/dbt,2025-04-22 14:56:29.479,509082.0,2.0,,,,,,,,,,,,,,dbt,,,
+86,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 20:23:27.000,2025-12-16 04:41:26.000,2025-12-16 04:41:26,1446.0,6.0,697,131.0,723.0,111.0,412.0,9019,2025-10-24 23:42:44.000,1.4.0,65.0,287.0,37,True,179456.0,177172.0,arrow,conda-forge/arrow,,,164812.0,https://pypi.org/project/arrow,2025-10-18 17:46:45.000,2284.0,,https://anaconda.org/conda-forge/arrow,2025-10-18 23:46:59.986,11042459.0,2.0,,,,,,,,,,,,-3.0,,,,,
+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 02:36:50.000,2026-01-06 16:49:32.000,2025-10-15 19:49:59,1226.0,,593,128.0,368.0,33.0,236.0,4752,2025-10-15 18:21:44.000,3.9.0,50.0,134.0,37,True,132125.0,131916.0,tablib,conda-forge/tablib,,,3357020.0,https://pypi.org/project/tablib,2025-10-15 18:21:44.000,209.0,3353376.0,https://anaconda.org/conda-forge/tablib,2025-10-15 20:08:53.249,222324.0,1.0,,,,,,,,,,,,,,,,,
+88,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 21:42:52.000,2026-01-23 09:11:30.000,2026-01-23 09:11:29,3112.0,7.0,1347,196.0,1445.0,90.0,2072.0,4062,2025-06-26 19:39:15.000,4.6.0,46.0,270.0,37,True,5689.0,5472.0,netmiko,,,,658060.0,https://pypi.org/project/netmiko,2025-06-26 19:13:15.000,217.0,658060.0,,,,3.0,,,,,,,,,,,,,,,,,
+89,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 13:03:20.000,2026-01-26 09:31:35.000,2026-01-26 09:31:32,2894.0,28.0,525,115.0,667.0,401.0,1589.0,3301,2026-01-21 14:41:06.000,0.33.20,196.0,66.0,37,True,34427.0,34177.0,xlwings,conda-forge/xlwings,,13196.0,526608.0,https://pypi.org/project/xlwings,2026-01-21 14:41:06.000,250.0,501874.0,https://anaconda.org/conda-forge/xlwings,2026-01-23 08:27:53.959,1665956.0,1.0,,,,,,,,,,,,,,,,,
+90,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 17:36:44.000,2025-04-22 14:56:22.014,2025-04-11 06:56:24,1638.0,,486,86.0,322.0,163.0,343.0,2803,2023-11-25 06:56:14.000,4.9.0,20.0,109.0,37,True,511852.0,510094.0,pexpect,conda-forge/pexpect,,4446.0,145663238.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1758.0,145106020.0,https://anaconda.org/conda-forge/pexpect,2025-04-22 14:56:22.014,35102894.0,2.0,,,,,,,,,,,,,,,,,
+91,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,,LGPL-2.1,2012-07-26 20:30:54.000,2026-01-05 19:39:45.000,2026-01-05 19:39:45,513.0,121.0,265,44.0,155.0,75.0,88.0,2317,2023-08-01 19:23:00.000,5.2.0,15.0,50.0,37,True,963794.0,958167.0,chardet,conda-forge/chardet,,,115363501.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5620.0,114879685.0,https://anaconda.org/conda-forge/chardet,2025-04-22 14:56:31.629,30958599.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,7.0,88.0,,,,,,,,,,,,
+92,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 14:49:40.000,2026-01-26 13:28:06.000,2026-01-26 13:28:06,2753.0,45.0,372,40.0,2106.0,519.0,917.0,1905,2025-11-21 14:05:59.000,3.1.5,115.0,155.0,37,True,9272.0,7557.0,zarr,conda-forge/zarr,,,3095754.0,https://pypi.org/project/zarr,2025-11-21 14:05:59.000,1715.0,3020985.0,https://anaconda.org/conda-forge/zarr,2025-11-21 16:33:52.612,4934766.0,2.0,,,,,,,,,,,,,,,,,
+93,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 05:47:45.000,2025-11-07 09:27:26.293,2025-09-24 19:03:06,673.0,,351,60.0,132.0,26.0,191.0,1700,2025-09-26 16:27:17.000,3.20.2,110.0,45.0,37,True,152033.0,149210.0,simplejson,conda-forge/simplejson,,7972.0,50850150.0,https://pypi.org/project/simplejson,2025-09-26 16:27:17.000,2823.0,50780596.0,https://anaconda.org/conda-forge/simplejson,2025-11-07 09:27:26.293,4725208.0,2.0,,,,,,,,,,,,,,,,,
+94,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 15:32:26.000,2026-01-26 21:22:07.000,2026-01-26 21:22:06,925.0,26.0,138,21.0,443.0,53.0,145.0,1565,2025-05-15 12:30:06.000,1.6.0,24.0,54.0,37,True,771700.0,769077.0,pluggy,conda-forge/pluggy,,,497821115.0,https://pypi.org/project/pluggy,2025-05-15 12:30:06.000,2623.0,497097041.0,https://anaconda.org/conda-forge/pluggy,2025-12-05 01:07:44.457,45616683.0,2.0,,,,,,,,,,,,,,,,,
+95,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,,,2015-02-24 14:10:21.000,2025-11-16 19:29:59.624,2025-11-16 16:20:58,2296.0,13.0,175,22.0,191.0,82.0,468.0,1410,2025-11-16 16:26:14.000,25.7.0,204.0,129.0,37,False,158622.0,154483.0,keyring,conda-forge/keyring,,,116790225.0,https://pypi.org/project/keyring,2025-11-16 16:26:08.000,4139.0,116564112.0,https://anaconda.org/conda-forge/keyring,2025-11-16 19:29:59.624,14923485.0,2.0,,,,,,,,,,,,,,,,,
+96,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 03:59:23.000,2026-01-26 02:14:19.000,2026-01-26 02:14:19,1763.0,58.0,176,30.0,253.0,63.0,313.0,1314,2025-06-02 20:36:40.000,4.1.1,59.0,83.0,37,True,50445.0,48922.0,jsonpickle,conda-forge/jsonpickle,,,18033222.0,https://pypi.org/project/jsonpickle,2025-06-02 20:36:08.000,1523.0,17994215.0,https://anaconda.org/conda-forge/jsonpickle,2025-06-03 14:03:42.627,2223411.0,2.0,,,,,,,,,,,,,,,,,
+97,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 13:57:47.000,2025-05-19 20:20:19.000,2024-07-16 00:40:21,1949.0,,294,33.0,251.0,189.0,212.0,1185,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,37,False,383639.0,377662.0,future,conda-forge/future,,,58688275.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5977.0,58425246.0,https://anaconda.org/conda-forge/future,2025-04-22 14:56:25.097,16570844.0,1.0,,,,,,,,,,,,,,,,,
+98,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,,MIT,2017-01-02 23:30:47.000,2025-11-15 00:43:03.000,2025-11-15 00:43:01,548.0,1.0,274,27.0,122.0,107.0,190.0,1018,2024-12-04 17:35:26.000,1.17.0,29.0,67.0,37,True,2756816.0,2731559.0,six,conda-forge/six,,,712545265.0,https://pypi.org/project/six,2024-12-04 17:35:26.000,25257.0,711278033.0,https://anaconda.org/conda-forge/six,2025-07-22 15:47:12.245,86171830.0,1.0,,,,,,,,,,,,,,,,,
+99,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 23:19:42.000,2026-01-14 19:53:48.000,2025-12-05 23:12:46,720.0,16.0,149,18.0,292.0,65.0,41.0,232,2025-12-01 02:30:57.000,0.16.0,56.0,44.0,37,True,374808.0,373925.0,s3transfer,conda-forge/s3transfer,,,627284178.0,https://pypi.org/project/s3transfer,2025-12-01 02:30:57.000,883.0,626878468.0,https://anaconda.org/conda-forge/s3transfer,2025-12-01 11:51:13.545,25559748.0,2.0,,,,,,,,,,,,,,,,,
+100,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 11:47:07.000,2026-01-28 22:18:10.000,2026-01-28 22:18:09,18083.0,241.0,8579,712.0,7508.0,1788.0,4565.0,21392,2025-12-09 15:06:51.000,1.27.0,25.0,715.0,36,True,16.0,16.0,micropython-_markupbase,,,109255.0,1081.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,
+101,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 17:12:57.000,2026-01-27 02:46:18.000,2026-01-27 02:46:18,2963.0,34.0,757,164.0,559.0,415.0,1093.0,15147,2025-11-20 12:45:06.000,2.1.1,227.0,73.0,36,True,4493.0,4316.0,dearpygui,,,,118174.0,https://pypi.org/project/dearpygui,2025-11-14 14:47:37.000,177.0,118174.0,,,,2.0,,,,,,,,,,,,,,,,,
+102,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2025-11-18 07:05:08.000,2024-04-17 10:22:21,7864.0,,1181,328.0,248.0,,469.0,13565,2025-11-18 07:05:08.000,1.13.0,21.0,118.0,36,False,1536.0,1515.0,tink,,,1353.0,2753935.0,https://pypi.org/project/tink,2025-11-18 07:05:08.000,18.0,2753601.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,321.0,,,,,,,,,,,,
+103,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,,MIT,2012-04-17 14:38:21.000,2025-10-27 22:50:25.000,2025-10-27 22:50:24,311.0,,465,100.0,137.0,1.0,261.0,5718,2025-09-17 21:59:24.000,1.0.2,37.0,56.0,36,True,88615.0,84946.0,xmltodict,conda-forge/xmltodict,,48.0,89602711.0,https://pypi.org/project/xmltodict,2025-09-17 21:59:24.000,3669.0,89462989.0,https://anaconda.org/conda-forge/xmltodict,2025-09-18 10:25:17.949,6147277.0,2.0,,,,,,,,,,,,,,,,,
+104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,,,2013-09-13 02:18:43.000,2026-01-01 18:01:22.000,2025-10-17 03:29:39,1230.0,,270,76.0,379.0,122.0,154.0,5112,2025-10-17 04:03:20.000,1.1.0,31.0,82.0,36,False,207624.0,205934.0,toolz,conda-forge/toolz,,,49913112.0,https://pypi.org/project/toolz,2025-10-17 04:03:20.000,1690.0,49456638.0,https://anaconda.org/conda-forge/toolz,2025-10-17 13:30:58.070,29214353.0,2.0,,,,,,,,,,,,,,,,,
+105,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 12:10:20.000,2025-09-02 20:46:15.000,2025-09-02 20:46:15,4355.0,,1224,132.0,1168.0,382.0,1411.0,4352,2024-09-19 08:41:20.000,0.29.1,77.0,401.0,36,True,28287.0,27883.0,mongoengine,conda-forge/mongoengine,,,1727369.0,https://pypi.org/project/mongoengine,2024-09-19 08:41:20.000,404.0,1718872.0,https://anaconda.org/conda-forge/mongoengine,2025-07-09 08:21:57.719,535366.0,2.0,,,,,,,,,,,,,,,,,
+106,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 20:18:25.000,2025-07-09 17:06:02.000,2025-07-09 16:58:36,391.0,,264,43.0,161.0,129.0,142.0,3763,2022-10-25 02:38:17.509,0.4.6,46.0,52.0,36,True,1409109.0,1394176.0,colorama,conda-forge/colorama,,,288064905.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,14933.0,287102074.0,https://anaconda.org/conda-forge/colorama,2025-04-22 14:56:22.542,60658409.0,2.0,,,,,,,,,,,,,,,,,
+107,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 20:28:14.000,2026-01-01 18:02:19.764,2025-10-09 20:48:54,287.0,,162,35.0,87.0,57.0,81.0,3220,2025-10-09 20:51:03.000,25.1.0,17.0,42.0,36,True,244947.0,239609.0,aiofiles,conda-forge/aiofiles,,,85249028.0,https://pypi.org/project/aiofiles,2025-10-09 20:51:03.000,5338.0,85214020.0,https://anaconda.org/conda-forge/aiofiles,2026-01-01 18:02:19.764,2205525.0,2.0,,,,,,,,,,,,,,,,,
+108,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 15:11:38.000,2025-11-16 09:50:33.000,2025-11-16 09:50:32,3035.0,1.0,540,62.0,256.0,81.0,564.0,3189,2025-05-17 17:27:28.000,3.23.0x,52.0,159.0,36,True,140536.0,138921.0,pycryptodomex,conda-forge/pycryptodomex,,2394.0,43241354.0,https://pypi.org/project/pycryptodomex,2025-05-17 17:22:07.000,1615.0,43203463.0,https://anaconda.org/conda-forge/pycryptodomex,2025-09-13 06:28:04.340,2499731.0,3.0,,,,,,,,,,,,,,,,,
+109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,,MIT-0,2008-10-03 15:19:37.000,2025-12-27 18:45:40.000,2025-12-27 18:45:45,567.0,11.0,571,118.0,242.0,72.0,1043.0,3056,2025-10-17 18:10:58.000,5.3.0,66.0,64.0,36,False,74968.0,73450.0,pyodbc,conda-forge/pyodbc,,,30024541.0,https://pypi.org/project/pyodbc,2025-10-17 18:02:58.000,1518.0,29990316.0,https://anaconda.org/conda-forge/pyodbc,2025-10-27 20:06:02.925,2156196.0,2.0,,,,,,,,,,,,,,,,,
+110,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 17:30:12.000,2026-01-29 13:18:38.000,2026-01-23 13:08:35,1538.0,4.0,480,126.0,598.0,349.0,403.0,2767,2025-06-26 09:29:21.000,1.2.2,32.0,145.0,36,True,38628.0,37325.0,dateparser,conda-forge/dateparser,,,28695062.0,https://pypi.org/project/dateparser,2025-06-26 09:29:21.000,1303.0,28683658.0,https://anaconda.org/conda-forge/dateparser,2025-06-26 18:20:52.039,764110.0,2.0,,,,,,,,,,,,,,,,,
+111,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,,MIT,2014-09-26 03:21:47.000,2025-10-13 07:09:05.000,2025-09-03 19:38:30,1334.0,,255,27.0,217.0,98.0,266.0,2463,2025-09-04 05:44:57.000,8.6.1,90.0,98.0,36,True,21248.0,19968.0,deepdiff,conda-forge/deepdiff,,,53650111.0,https://pypi.org/project/deepdiff,2025-09-03 19:40:39.000,1280.0,53638579.0,https://anaconda.org/conda-forge/deepdiff,2025-09-04 01:03:40.099,772689.0,1.0,,,,,,,,,,,,,,,,,
+112,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 22:33:48.000,2025-12-04 06:20:02.000,2025-12-02 11:52:05,1078.0,5.0,219,55.0,145.0,4.0,397.0,2397,2025-10-13 16:13:16.000,2.14.1,63.0,85.0,36,True,100208.0,99055.0,numexpr,conda-forge/numexpr,,3524.0,9774757.0,https://pypi.org/project/numexpr,2025-10-13 16:13:16.000,1153.0,9594101.0,https://anaconda.org/conda-forge/numexpr,2025-12-03 13:04:32.003,12101811.0,2.0,,,,,,,,,,,,,,,,,
+113,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 23:21:22.000,2026-01-20 23:10:44.000,2026-01-20 23:10:37,1336.0,31.0,112,32.0,248.0,47.0,213.0,1160,2025-09-08 16:29:35.000,1.6.0,53.0,39.0,36,True,59679.0,59064.0,Bottleneck,conda-forge/bottleneck,,,5579346.0,https://pypi.org/project/Bottleneck,2025-09-08 16:29:35.000,615.0,5481412.0,https://anaconda.org/conda-forge/bottleneck,2025-11-10 12:18:19.870,6169860.0,2.0,,,,,,,,,,,,,,,,,
+114,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,,BSD-3-Clause,2016-03-16 00:19:32.000,2026-01-19 18:43:43.000,2026-01-19 18:43:43,1090.0,9.0,288,16.0,472.0,171.0,361.0,1002,2026-01-09 15:29:47.000,2026.1.0,86.0,151.0,36,True,28307.0,26670.0,s3fs,conda-forge/s3fs,,,543288499.0,https://pypi.org/project/s3fs,2026-01-09 15:29:47.000,1637.0,543146353.0,https://anaconda.org/conda-forge/s3fs,2026-01-10 19:25:03.115,9239550.0,2.0,,,,,,,,,,,,,,,,,
+115,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,tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2026-01-26 17:13:47.000,2026-01-26 17:13:45,418.0,15.0,124,14.0,326.0,24.0,112.0,928,2026-01-09 17:55:04.000,3.20.3,83.0,55.0,36,True,703213.0,699231.0,filelock,conda-forge/filelock,,,375215048.0,https://pypi.org/project/filelock,2026-01-09 17:55:04.000,3982.0,374670036.0,https://anaconda.org/conda-forge/filelock,2026-01-10 05:19:08.487,37060881.0,2.0,,,,,,,,,,,,,,,,,
+116,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,,MIT,2013-05-19 12:51:20.000,2025-04-22 14:57:18.289,2024-05-25 18:40:33,398.0,,958,205.0,194.0,159.0,305.0,12224,2024-05-25 18:41:59.000,1.2.2,27.0,60.0,35,False,58573.0,57868.0,schedule,conda-forge/schedule,,,7560349.0,https://pypi.org/project/schedule,2024-05-25 18:41:59.000,705.0,7558177.0,https://anaconda.org/conda-forge/schedule,2025-04-22 14:57:18.289,130327.0,3.0,,,,,,,,,,,,,,,,,
+117,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,activeloopai/deeplake,Apache-2.0,2019-08-09 06:17:59.000,2026-01-29 06:55:40.000,2026-01-29 06:55:34,9358.0,135.0,702,96.0,2600.0,51.0,425.0,8990,2026-01-13 18:47:57.000,4.4.5,154.0,140.0,35,True,3443.0,3439.0,hub,,,327.0,12571.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,12558.0,,,,2.0,,,,,,,,,,,,,,,,,
+118,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,,Apache-2.0,2016-08-11 12:44:02.000,2026-01-17 16:56:04.000,2026-01-17 16:56:04,535.0,6.0,302,45.0,257.0,128.0,174.0,8301,2025-04-02 08:25:07.000,9.1.2,60.0,103.0,35,True,3790.0,,tenacity,conda-forge/tenacity,,,207261710.0,https://pypi.org/project/tenacity,2025-04-02 08:25:07.000,3790.0,207061323.0,https://anaconda.org/conda-forge/tenacity,2025-04-22 14:56:36.730,12624397.0,2.0,,,,,,,,,,,,,,,,,
+119,docopt,docopt/docopt,Create *beautiful* command-line interfaces with Python.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,,MIT,2012-04-07 17:45:14.000,2025-06-23 09:03:15.000,2025-06-23 09:03:15,449.0,,563,158.0,116.0,265.0,187.0,8009,2014-06-16 11:18:57.000,0.6.2,11.0,34.0,35,True,149277.0,145910.0,docopt,conda-forge/docopt,,,14615780.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3367.0,14410112.0,https://anaconda.org/conda-forge/docopt,2025-04-22 14:56:22.100,2673686.0,2.0,,,,,,,,,,,,,,,,,
+120,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,,MIT,2012-01-15 05:52:06.000,2025-11-01 12:42:25.000,2025-11-01 12:42:25,1523.0,3.0,503,127.0,256.0,10.0,487.0,7229,2025-02-24 07:16:23.000,2.2.2,49.0,107.0,35,True,18947.0,18185.0,sh,conda-forge/sh,,102.0,13648252.0,https://pypi.org/project/sh,2025-02-24 07:16:23.000,762.0,13642251.0,https://anaconda.org/conda-forge/sh,2025-04-22 14:56:27.750,377919.0,3.0,,,,,,,,,,,,,,,,,
+121,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/python-pendulum/pendulum,https://github.com/python-pendulum/pendulum,python-pendulum/pendulum,MIT,2016-06-27 23:37:53.000,2026-01-15 12:16:54.000,2026-01-15 12:16:54,897.0,4.0,409,66.0,346.0,206.0,365.0,6612,2025-04-19 14:21:20.000,3.1.0,56.0,124.0,35,True,40461.0,39033.0,pendulum,conda-forge/pendulum,,3616.0,58521713.0,https://pypi.org/project/pendulum,2025-04-19 14:00:56.000,1428.0,58494561.0,https://anaconda.org/conda-forge/pendulum,2025-04-22 14:56:38.025,1790033.0,2.0,,,,,,,,,,,,,,,,,
+122,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 16:52:10.000,2026-01-28 21:20:31.000,2026-01-28 21:20:29,1418.0,19.0,444,42.0,740.0,510.0,745.0,5459,2025-12-24 01:14:29.000,0.25.3,171.0,163.0,35,True,10729.0,10413.0,tortoise-orm,conda-forge/tortoise-orm,,18.0,398242.0,https://pypi.org/project/tortoise-orm,2025-12-24 01:14:29.000,316.0,397293.0,https://anaconda.org/conda-forge/tortoise-orm,2025-12-30 19:58:53.285,52227.0,2.0,,,,,,,,,,,,,,,,,
+123,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 13:23:05.000,2025-12-06 18:32:27.000,2025-12-04 18:31:06,2139.0,6.0,341,50.0,261.0,204.0,439.0,4783,2025-12-04 18:45:18.000,4.48.3,301.0,41.0,35,True,5679.0,5344.0,dependency-injector,conda-forge/dependency_injector,,,4097190.0,https://pypi.org/project/dependency-injector,2025-12-04 18:43:06.000,335.0,4094995.0,https://anaconda.org/conda-forge/dependency_injector,2025-12-04 22:04:09.846,114179.0,2.0,,,,,,,,,,,,,,,,,
+124,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 22:47:25.000,2026-01-21 23:41:12.000,2026-01-21 23:41:10,618.0,9.0,841,66.0,497.0,136.0,467.0,4288,2026-01-14 15:27:01.000,0.24.1,58.0,173.0,35,True,3047.0,,prometheus_client,conda-forge/prometheus_client,,,102464163.0,https://pypi.org/project/prometheus_client,2026-01-14 15:26:24.000,3047.0,102121825.0,https://anaconda.org/conda-forge/prometheus_client,2026-01-15 11:30:37.379,23279010.0,2.0,,,,,,,,,,,,,,,,,
+125,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,unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2026-01-29 02:49:34.000,2026-01-24 20:00:30,1012.0,23.0,371,21.0,978.0,433.0,609.0,4186,2026-01-29 02:49:34.000,0.29.0,116.0,179.0,35,True,3744.0,3319.0,pandera,conda-forge/pandera-core,['pandas'],,9394553.0,https://pypi.org/project/pandera,2026-01-29 02:49:34.000,425.0,9392981.0,https://anaconda.org/conda-forge/pandera-core,2026-01-07 17:33:47.514,99061.0,2.0,,,,,,,,,,,,,,,,,
+126,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 16:19:39.000,2025-04-22 15:32:23.871,2025-04-18 13:50:16,1142.0,,802,420.0,579.0,47.0,1300.0,3880,2025-04-16 11:55:25.000,8.18.0,50.0,144.0,35,True,12633.0,12258.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,304.0,7494737.0,https://pypi.org/project/elasticsearch-dsl,2025-04-16 11:54:12.000,375.0,7494598.0,https://anaconda.org/anaconda/elasticsearch-dsl,2025-04-22 15:32:23.871,13573.0,2.0,,,,,,,,,,,,,,,,,
+127,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,piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2026-01-28 22:17:20.000,2026-01-28 22:17:19,1175.0,21.0,387,43.0,460.0,14.0,405.0,3429,2025-11-08 21:38:39.000,7.5.0,72.0,130.0,35,True,651.0,,smart-open,conda-forge/smart_open,,66.0,54324530.0,https://pypi.org/project/smart-open,2025-11-08 21:38:39.000,651.0,54264839.0,https://anaconda.org/conda-forge/smart_open,2025-11-08 22:36:29.339,3939658.0,2.0,,,,,,,,,,,,,,,,,
+128,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,,MIT,2012-04-27 08:51:34.000,2026-01-27 16:17:12.000,2026-01-27 16:17:12,1342.0,34.0,195,44.0,403.0,143.0,233.0,3017,2025-10-31 05:02:47.000,1.10.0,31.0,119.0,35,True,9493.0,9131.0,plumbum,conda-forge/plumbum,,,3257957.0,https://pypi.org/project/plumbum,2025-10-31 05:02:47.000,362.0,3235914.0,https://anaconda.org/conda-forge/plumbum,2025-10-31 11:51:55.022,1300558.0,3.0,,,,,,,,,,,,,,,,,
+129,mysqlclient,PyMySQL/mysqlclient,MySQL/MariaDB connector for Python.,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,,GPL-2.0,2014-04-28 05:09:06.000,2026-01-05 23:07:43.657,2025-02-23 10:58:05,1112.0,,444,51.0,334.0,12.0,330.0,2526,2025-01-10 11:57:36.000,2.2.7,43.0,89.0,35,True,209685.0,208783.0,mysqlclient,conda-forge/mysqlclient,,5376.0,20143377.0,https://pypi.org/project/mysqlclient,2025-01-10 11:56:24.000,902.0,20131118.0,https://anaconda.org/conda-forge/mysqlclient,2026-01-05 23:07:43.657,805931.0,2.0,,,,,,,,,,,,,,,,,
+130,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 21:34:44.000,2026-01-28 21:06:14.000,2026-01-28 21:06:14,1897.0,12.0,211,84.0,364.0,1.0,,2523,2025-05-14 19:00:46.000,3.7.1,58.0,65.0,35,True,128255.0,127501.0,motor,conda-forge/motor,,118.0,6968459.0,https://pypi.org/project/motor,2025-05-14 18:56:31.000,754.0,6966459.0,https://anaconda.org/conda-forge/motor,2025-05-15 13:30:49.535,125977.0,2.0,,,,,,,,,,,,,,,,,
+131,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 22:16:36.000,2026-01-26 23:08:07.000,2026-01-22 16:29:18,578.0,20.0,193,30.0,171.0,57.0,91.0,2409,2026-01-22 16:35:24.000,1.1.0,27.0,32.0,35,True,2002.0,,jmespath,conda-forge/jmespath,,,392577721.0,https://pypi.org/project/jmespath,2026-01-22 16:35:24.000,2002.0,391964164.0,https://anaconda.org/conda-forge/jmespath,2026-01-23 09:50:19.103,28223656.0,3.0,,,,,,,,,,,,,,,,,
+132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,,BSD-3-Clause,2014-08-18 02:55:59.000,2025-09-21 16:23:07.951,2025-09-21 10:12:53,600.0,,288,23.0,145.0,20.0,160.0,2023,2025-09-21 12:13:01.000,2.15.0,55.0,70.0,35,True,92314.0,90971.0,emoji,conda-forge/emoji,,,15913651.0,https://pypi.org/project/emoji,2025-09-21 12:13:01.000,1343.0,15910290.0,https://anaconda.org/conda-forge/emoji,2025-09-21 16:23:07.951,218516.0,1.0,,,,,,,,,,,,,,,,,
+133,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 01:44:50.000,2026-01-07 16:28:09.000,2026-01-07 16:28:09,289.0,13.0,113,30.0,88.0,1.0,77.0,1584,2024-02-08 18:32:43.000,8.0.4,48.0,40.0,35,True,117442.0,115976.0,python-slugify,conda-forge/python-slugify,,,47131411.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1466.0,47081608.0,https://anaconda.org/conda-forge/python-slugify,2025-04-22 14:56:28.010,3287049.0,1.0,,,,,,,,,,,,,,,,,
+134,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/AnswerDotAI/fastcore,https://github.com/AnswerDotAI/fastcore,AnswerDotAI/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2026-01-29 05:42:53.000,2026-01-29 05:39:58,1887.0,183.0,293,19.0,279.0,23.0,462.0,1081,2026-01-29 02:03:20.000,1.12.10,254.0,82.0,35,True,13778.0,12710.0,fastcore,conda-forge/fastcore,,,7376091.0,https://pypi.org/project/fastcore,2026-01-29 02:03:20.000,1068.0,7371667.0,https://anaconda.org/conda-forge/fastcore,2026-01-26 13:53:22.141,216794.0,2.0,,,,,,,,,,,,,,,,,
+135,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 20:45:45.000,2025-10-14 06:55:52.000,2025-10-14 06:55:52,2022.0,,206,19.0,626.0,111.0,201.0,648,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,35,True,601293.0,599799.0,traitlets,conda-forge/traitlets,,729.0,89126454.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1494.0,88397301.0,https://anaconda.org/conda-forge/traitlets,2025-04-22 14:56:21.861,46664804.0,2.0,,,,,,,,,,,,,,,,,
+136,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 22:30:54.000,2026-01-23 16:39:43.202,2020-03-21 18:06:04,970.0,,118,31.0,105.0,60.0,71.0,254,2026-01-16 18:04:17.000,0.6.2,42.0,16.0,35,False,692099.0,689948.0,pyasn1,conda-forge/pyasn1,,,359130936.0,https://pypi.org/project/pyasn1,2026-01-16 18:04:17.000,2151.0,358447571.0,https://anaconda.org/conda-forge/pyasn1,2026-01-23 16:39:43.202,19134246.0,3.0,,,,,,,,,,,,,,,,,
+137,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 21:35:05.000,2025-10-02 19:20:27.000,2025-10-01 17:38:12,3090.0,,665,109.0,3341.0,703.0,3661.0,10352,2025-10-02 19:20:27.000,0.37.1,112.0,143.0,34,True,2352.0,2286.0,modin,conda-forge/modin-core,['pandas'],197721.0,1599887.0,https://pypi.org/project/modin,2025-10-02 19:20:27.000,66.0,1581473.0,https://anaconda.org/conda-forge/modin-core,2025-04-22 14:57:57.663,875795.0,2.0,,,,,,,,,,,,,,,,,
+138,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 16:39:43.000,2026-01-07 16:08:53.000,2026-01-07 16:08:26,1034.0,11.0,392,84.0,192.0,,685.0,5909,2026-01-06 03:11:22.000,2.6.0,73.0,71.0,34,True,2232.0,2113.0,huey,conda-forge/huey,,,8487423.0,https://pypi.org/project/huey,2026-01-06 03:01:00.000,119.0,8481627.0,https://anaconda.org/conda-forge/huey,2026-01-06 13:26:55.878,69555.0,2.0,,,,,,,,,,,,,,,,,
+139,zenml,zenml-io/zenml,ZenML : One AI Platform from Pipelines to Agents. https://zenml.io.,,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,,Apache-2.0,2020-11-19 09:25:46.000,2026-01-29 14:34:22.000,2026-01-26 10:00:41,8437.0,188.0,570,41.0,3876.0,99.0,461.0,5179,2026-01-14 09:20:00.000,0.93.1,180.0,136.0,34,True,1429.0,1423.0,zenml,,,,46953.0,https://pypi.org/project/zenml,2026-01-14 08:34:07.000,6.0,46953.0,,,,2.0,,,,,,,,,,,,,,,,,
+140,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 03:06:38.000,2026-01-17 22:53:30.020,2026-01-16 16:46:54,1788.0,18.0,436,83.0,121.0,12.0,187.0,3704,2026-01-16 06:30:58.000,9.0.22,286.0,33.0,34,True,789.0,,phonenumbers,conda-forge/phonenumbers,,,19007067.0,https://pypi.org/project/phonenumbers,2026-01-16 06:30:58.000,789.0,18976642.0,https://anaconda.org/conda-forge/phonenumbers,2026-01-17 22:53:30.020,1703813.0,2.0,,,,,,,,,,,,,,,,,
+141,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 15:56:50.000,2026-01-28 20:09:40.000,2026-01-28 17:51:50,2121.0,66.0,411,43.0,1174.0,154.0,1402.0,3400,2026-01-09 20:50:22.000,1.32.1,196.0,50.0,34,False,947.0,869.0,sdv,conda-forge/sdv,,,90751.0,https://pypi.org/project/sdv,2026-01-09 20:50:22.000,78.0,89257.0,https://anaconda.org/conda-forge/sdv,2026-01-12 15:51:00.389,73213.0,2.0,,,,,,,,,,,,,,,,,
+142,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 19:22:44.000,2026-01-27 09:27:04.000,2026-01-27 09:27:04,2051.0,73.0,240,15.0,1610.0,128.0,511.0,3086,2026-01-23 17:19:52.000,9.11.3,80.0,117.0,34,True,2031.0,1745.0,copier,,,,1104601.0,https://pypi.org/project/copier,2026-01-23 17:19:09.000,286.0,1104601.0,,,,2.0,,,,,,,,,,,,,,,,,
+143,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 22:40:33.000,2025-12-02 23:45:42.000,2025-12-02 23:45:36,356.0,1.0,303,44.0,137.0,26.0,200.0,2877,2022-06-07 20:16:57.000,0.4.27,28.0,65.0,34,True,85489.0,83947.0,python-magic,conda-forge/python-magic,,,19649044.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1542.0,19638632.0,https://anaconda.org/conda-forge/python-magic,2025-04-22 14:56:34.147,655978.0,2.0,,,,,,,,,,,,,,,,,
+144,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 14:08:50.000,2026-01-14 17:04:03.129,2026-01-14 12:30:25,1060.0,2.0,323,35.0,407.0,229.0,267.0,2874,2026-01-14 12:34:20.000,0.50.0,215.0,119.0,34,True,44462.0,44231.0,pypika,conda-forge/pypika,,,6379088.0,https://pypi.org/project/pypika,2026-01-14 12:34:20.000,231.0,6377229.0,https://anaconda.org/conda-forge/pypika,2026-01-14 17:04:03.129,94849.0,3.0,,,,,,,,,,,,,,,,,
+145,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 18:56:16.000,2025-09-16 09:00:50.000,2025-09-16 09:00:50,1597.0,,522,40.0,683.0,388.0,433.0,2592,2024-03-01 18:35:11.000,2.9.0.post0,34.0,133.0,34,True,11585.0,,python-dateutil,conda-forge/python-dateutil,,35719.0,756852008.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,11585.0,755213956.0,https://anaconda.org/conda-forge/python-dateutil,2025-06-28 09:49:03.395,88440025.0,3.0,,,,,,,,,,,,,,,,,
+146,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 16:33:00.000,2025-12-09 18:04:41.140,2025-11-05 10:43:32,465.0,5.0,185,30.0,318.0,101.0,178.0,1880,2025-11-03 09:25:52.000,3.1.2,42.0,66.0,34,True,2326.0,,cloudpickle,conda-forge/cloudpickle,,86.0,127596210.0,https://pypi.org/project/cloudpickle,2025-11-03 09:25:25.000,2326.0,127137956.0,https://anaconda.org/conda-forge/cloudpickle,2025-12-09 18:04:41.140,30244771.0,3.0,,,,,,,,,,,,,,,,,
+147,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 09:55:10.000,2026-01-12 03:45:28.000,2025-12-18 19:00:01,503.0,2.0,220,32.0,283.0,41.0,215.0,1849,2025-12-18 23:18:44.000,0.16.0,53.0,103.0,34,True,21072.0,20453.0,voluptuous,conda-forge/voluptuous,,,4458452.0,https://pypi.org/project/voluptuous,2025-12-18 23:18:44.000,619.0,4447757.0,https://anaconda.org/conda-forge/voluptuous,2025-12-19 01:44:28.729,663093.0,2.0,,,,,,,,,,,,,,,,,
+148,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 15:37:34.000,2025-10-20 15:44:32.465,2025-10-20 03:33:05,842.0,,140,31.0,242.0,68.0,235.0,1544,2025-10-20 03:33:33.000,3.6.3,136.0,83.0,34,True,72239.0,70442.0,argcomplete,conda-forge/argcomplete,,1418.0,55036751.0,https://pypi.org/project/argcomplete,2025-10-20 03:33:33.000,1797.0,54991140.0,https://anaconda.org/conda-forge/argcomplete,2025-10-20 15:44:32.465,3009555.0,2.0,,,,,,,,,,,,,,,,,
+149,Cassandra Driver,datastax/python-driver,Python Driver for Apache Cassandra.,,db-clients,https://github.com/apache/cassandra-python-driver,https://github.com/apache/cassandra-python-driver,apache/cassandra-python-driver,Apache-2.0,2013-07-08 19:02:31.000,2025-12-22 09:37:57.000,2025-12-20 13:13:16,6096.0,6.0,565,74.0,1183.0,12.0,,1423,2025-10-22 15:14:19.000,3.29.3,79.0,210.0,34,True,10542.0,10279.0,cassandra-driver,conda-forge/cassandra-driver,,,5459606.0,https://pypi.org/project/cassandra-driver,2025-10-22 15:14:19.000,263.0,5451668.0,https://anaconda.org/conda-forge/cassandra-driver,2025-10-22 17:10:11.394,515981.0,3.0,,,,,,,,,,,,,,,,,
+150,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 19:44:46.000,2026-01-23 08:16:48.000,2026-01-23 08:16:40,5413.0,58.0,276,58.0,534.0,157.0,597.0,1359,2025-01-04 21:11:24.000,3.10.2,49.0,144.0,34,True,1534.0,,tables,conda-forge/pytables,,210.0,1536103.0,https://pypi.org/project/tables,2025-01-04 20:42:53.000,1534.0,1370652.0,https://anaconda.org/conda-forge/pytables,2025-10-30 13:53:10.358,10919765.0,2.0,,,,,,,,,,,,,,,,,
+151,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,,,2013-02-18 16:48:22.000,2026-01-08 08:06:08.000,2026-01-08 08:06:01,1465.0,5.0,330,29.0,374.0,226.0,245.0,1335,2025-12-13 03:14:28.000,0.42.1,217.0,126.0,34,False,41636.0,40535.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,19403567.0,https://pypi.org/project/sqlalchemy-utils,2025-12-13 03:14:15.000,1101.0,19389877.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2025-12-13 08:07:05.024,930982.0,3.0,,,,,,,,,,,,,,,,,
+152,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2025-12-11 00:04:38.000,2025-12-11 00:03:58,798.0,1.0,229,41.0,134.0,162.0,278.0,1277,2020-01-25 14:40:31.000,0.10.9,34.0,43.0,34,True,54922.0,54585.0,py4j,conda-forge/py4j,,,90878603.0,https://pypi.org/project/py4j,2025-01-15 03:53:15.000,337.0,90635297.0,https://anaconda.org/conda-forge/py4j,2025-04-22 14:56:26.456,12408645.0,2.0,,,,,,,,,,,,,,,,,
+153,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,python-validators/validators,MIT,2013-10-17 08:16:32.000,2026-01-08 03:07:19.000,2025-10-03 16:26:17,497.0,,169,13.0,245.0,4.0,190.0,1107,2025-05-01 05:42:33.000,0.35.0,60.0,64.0,34,True,157399.0,149831.0,validators,conda-forge/validators,,195.0,22477609.0,https://pypi.org/project/validators,2025-05-01 05:42:04.000,7568.0,22458235.0,https://anaconda.org/conda-forge/validators,2025-05-03 10:14:30.474,1278354.0,2.0,,,,,,,,,,,,,,,,,
+154,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 03:51:15.000,2025-12-07 06:51:23.000,2025-12-07 06:51:23,1237.0,6.0,362,29.0,935.0,4.0,608.0,1036,2025-11-27 00:41:15.000,7.2.20,127.0,145.0,34,True,15960.0,15137.0,minio,conda-forge/minio,,,7115994.0,https://pypi.org/project/minio,2025-11-27 00:37:13.000,823.0,7111185.0,https://anaconda.org/conda-forge/minio,2025-11-27 01:42:18.090,312591.0,3.0,,,,,,,,,,,,,,,,,
+155,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 14:52:32.000,2026-01-28 23:43:53.000,2026-01-28 23:43:52,1638.0,16.0,113,14.0,1112.0,22.0,166.0,480,2026-01-26 02:42:59.000,6.7.1,151.0,62.0,34,True,2144.0,,multidict,conda-forge/multidict,,1554.0,278503370.0,https://pypi.org/project/multidict,2026-01-26 02:42:59.000,2144.0,278155185.0,https://anaconda.org/conda-forge/multidict,2025-12-11 14:16:03.500,21934867.0,1.0,,,,,,,,,,,,,,,,,
+156,wcwidth,jquast/wcwidth,Python library that measures the width of strings in a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,,,2014-04-05 09:57:11.000,2026-01-29 04:32:14.000,2026-01-29 04:32:08,465.0,55.0,62,11.0,135.0,5.0,61.0,436,2026-01-27 07:48:35.000,0.5.1,34.0,23.0,34,False,751915.0,749489.0,wcwidth,conda-forge/wcwidth,,,146733128.0,https://pypi.org/project/wcwidth,2026-01-27 01:31:43.000,2426.0,146107205.0,https://anaconda.org/conda-forge/wcwidth,2026-01-28 11:54:26.058,41936901.0,2.0,,,,,,,,,,,,,,,,,
+157,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 19:33:15.000,2026-01-22 00:06:33.000,2025-12-11 03:44:41,1948.0,2.0,785,130.0,1399.0,340.0,1147.0,10159,2023-02-23 18:30:37.000,1.3.2,22.0,124.0,33,True,42105.0,42092.0,hydra,conda-forge/hydra-core,,,33889.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,13.0,9598.0,https://anaconda.org/conda-forge/hydra-core,2025-04-22 14:57:21.850,1506078.0,2.0,,,,,,,,,,,,,,,,,
+158,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 23:31:13.000,2026-01-17 21:45:18.000,2026-01-17 21:42:58,728.0,12.0,586,102.0,179.0,10.0,322.0,7429,2024-10-12 15:24:03.000,4.8.2,70.0,95.0,33,True,16632.0,15941.0,tinydb,conda-forge/tinydb,,,1581022.0,https://pypi.org/project/tinydb,2024-10-12 15:23:59.000,691.0,1568533.0,https://anaconda.org/conda-forge/tinydb,2025-04-22 14:56:24.330,786865.0,2.0,,,,,,,,,,,,,,,,,
+159,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 06:17:12.000,2026-01-28 06:33:10.000,2026-01-28 06:33:10,1606.0,9.0,374,133.0,222.0,69.0,119.0,6847,2025-02-05 05:43:37.000,25.0.0,56.0,97.0,33,True,11725.0,11343.0,boltons,conda-forge/boltons,,48.0,12930007.0,https://pypi.org/project/boltons,2025-02-03 05:57:56.000,382.0,12748146.0,https://anaconda.org/conda-forge/boltons,2025-06-11 23:59:06.073,12184745.0,2.0,,,,,,,,,,,,,,,,,
+160,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 21:44:10.000,2026-01-29 05:49:01.000,2026-01-29 05:49:01,10654.0,181.0,787,84.0,2543.0,300.0,970.0,5291,2025-12-03 06:50:07.000,0.5.3,77.0,329.0,33,True,49.0,3.0,toga,,,9462.0,16654.0,https://pypi.org/project/toga,2025-12-03 06:50:07.000,41.0,16401.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,11.0,,,,,,,,,,,,
+161,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,,MIT,2015-10-17 03:01:23.000,2026-01-11 13:25:20.045,2026-01-11 09:26:39,523.0,2.0,404,23.0,161.0,64.0,139.0,5061,2026-01-11 09:34:02.000,5.2.1,92.0,25.0,33,True,59862.0,58522.0,gdown,conda-forge/gdown,,,3356851.0,https://pypi.org/project/gdown,2026-01-11 09:34:02.000,1340.0,3349701.0,https://anaconda.org/conda-forge/gdown,2026-01-11 13:25:20.045,479072.0,2.0,,,,,,,,,,,,,,,,,
+162,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 22:55:07.000,2025-11-03 14:50:16.222,2023-01-31 21:17:34,775.0,,445,73.0,73.0,408.0,200.0,3963,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,33,False,27415.0,26690.0,keyboard,conda-forge/keyboard,,,656571.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,725.0,655299.0,https://anaconda.org/conda-forge/keyboard,2025-11-03 14:50:16.222,69974.0,3.0,,,,,,,,,,,,,,,,,
+163,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 10:03:49.000,2026-01-01 13:12:49.000,2026-01-01 13:12:42,1158.0,6.0,241,47.0,274.0,14.0,343.0,3261,2025-11-06 18:29:38.000,1.3.8,30.0,67.0,33,True,18938.0,18171.0,cerberus,conda-forge/cerberus,,,14302.0,https://pypi.org/project/cerberus,2025-11-06 18:29:38.000,767.0,,https://anaconda.org/conda-forge/cerberus,2025-04-22 14:56:26.623,700824.0,2.0,,,,,,,,,,,,-3.0,,,,,
+164,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 01:21:46.000,2026-01-20 18:45:18.000,2026-01-18 22:44:40,276.0,39.0,311,46.0,127.0,57.0,124.0,2867,2026-01-18 22:46:44.000,1.9.0,90.0,36.0,33,True,2490.0,2364.0,datasketch,,,37.0,5094094.0,https://pypi.org/project/datasketch,2026-01-18 22:46:44.000,126.0,5094094.0,,,,2.0,,,,,,,,,,,,,,,,,
+165,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 04:50:48.000,2025-08-26 01:03:05.873,2025-06-14 08:44:53,507.0,,437,93.0,165.0,3.0,,2202,2025-06-14 08:46:37.000,2.0.2,25.0,52.0,33,True,254183.0,250674.0,xlrd,conda-forge/xlrd,,,44473181.0,https://pypi.org/project/xlrd,2025-06-14 08:46:37.000,3509.0,44398663.0,https://anaconda.org/conda-forge/xlrd,2025-08-26 01:03:05.873,4918247.0,2.0,,,,,,,,,,,,,,,,,
+166,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 17:55:17.000,2026-01-29 11:30:35.000,2026-01-29 11:30:33,637.0,20.0,101,18.0,320.0,72.0,116.0,1976,2025-08-28 19:00:19.000,2.1.1,24.0,52.0,33,True,21806.0,20367.0,questionary,conda-forge/questionary,,,12297792.0,https://pypi.org/project/questionary,2025-08-28 19:00:19.000,1439.0,12293286.0,https://anaconda.org/conda-forge/questionary,2025-09-08 18:35:18.765,274917.0,3.0,,,,,,,,,,,,,,,,,
+167,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 16:54:42.000,2026-01-29 08:44:02.000,2026-01-29 08:44:01,988.0,16.0,283,57.0,732.0,191.0,694.0,1732,2019-06-19 22:31:20.000,3.7.4,16.0,140.0,33,True,3277.0,,typing,conda-forge/typing,,,5706987.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3277.0,5652863.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3680499.0,2.0,,,,,,,,,,,,,,,,,
+168,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,,MIT,2011-10-07 23:44:01.000,2025-12-20 21:56:40.135,2022-06-13 13:14:58,512.0,,149,23.0,184.0,,80.0,1696,2025-12-20 20:16:11.000,4.15.0,57.0,63.0,33,False,1712.0,,humanize,conda-forge/humanize,,,36744799.0,https://pypi.org/project/humanize,2025-12-20 20:16:11.000,1712.0,36727812.0,https://anaconda.org/conda-forge/humanize,2025-12-20 21:56:40.135,1138146.0,2.0,,,,,,,,,,,,,,,,,
+169,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,python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2026-01-05 21:16:11.000,2025-12-20 22:52:13,595.0,6.0,87,23.0,407.0,35.0,80.0,1336,2024-11-18 13:58:33.000,2.2.1,36.0,38.0,33,True,29303.0,28912.0,cleo,conda-forge/cleo,,,54063774.0,https://pypi.org/project/cleo,2024-11-18 13:58:33.000,391.0,53962955.0,https://anaconda.org/conda-forge/cleo,2025-04-22 14:56:53.740,6351656.0,3.0,,,,,,,,,,,,,,,,,
+170,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,,BSD-2-Clause,2013-11-24 05:55:49.000,2025-12-12 16:57:16.000,2025-12-12 16:57:16,418.0,2.0,115,25.0,65.0,11.0,102.0,901,2025-02-24 04:41:32.000,5.2.1,40.0,32.0,33,True,758171.0,755714.0,decorator,conda-forge/decorator,,,164466693.0,https://pypi.org/project/decorator,2025-02-24 04:41:32.000,2457.0,163704618.0,https://anaconda.org/conda-forge/decorator,2025-04-22 14:56:24.977,43438326.0,3.0,,,,,,,,,,,,,,,,,
+171,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 12:22:30.000,2025-04-22 14:56:22.966,2025-03-25 01:51:52,679.0,,98,14.0,41.0,42.0,62.0,384,2025-03-25 02:24:47.000,release_2025.2,118.0,21.0,33,True,2481395.0,2468413.0,pytz,conda-forge/pytz,,686.0,378186913.0,https://pypi.org/project/pytz,2025-03-25 02:24:58.000,12982.0,376856788.0,https://anaconda.org/conda-forge/pytz,2025-04-22 14:56:22.966,82465974.0,3.0,,,,,,,,,,,,,,,,,
+172,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 22:13:14.000,2026-01-27 06:57:55.000,2026-01-27 06:57:55,196.0,21.0,47,6.0,39.0,35.0,33.0,297,2026-01-14 06:27:35.000,2.1.0,22.0,20.0,33,True,317631.0,316920.0,send2trash,conda-forge/send2trash,,,36064147.0,https://pypi.org/project/send2trash,2026-01-14 06:27:35.000,711.0,35704577.0,https://anaconda.org/conda-forge/send2trash,2026-01-14 14:55:34.020,19776400.0,3.0,,,,,,,,,,,,,,,,,
+173,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,,PySimpleGUI License,2018-07-11 18:28:58.000,2026-01-13 16:03:51.000,2026-01-13 16:03:28,175.0,2.0,1830,230.0,3086.0,715.0,2971.0,13715,2025-01-06 12:43:06.000,5.0.8,210.0,19.0,32,False,14164.0,13613.0,pysimplegui,conda-forge/pysimplegui,,,128763.0,https://pypi.org/project/pysimplegui,2025-04-02 13:25:17.000,551.0,125278.0,https://anaconda.org/conda-forge/pysimplegui,2025-04-22 14:57:10.170,233526.0,2.0,,,,,,,,,,,,,,,,,
+174,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 20:59:09.000,2025-09-11 04:34:54.000,2025-09-09 16:42:34,1130.0,,547,97.0,202.0,18.0,457.0,6394,2025-07-02 10:49:01.000,0.9.3,50.0,81.0,32,True,4455.0,4237.0,transitions,conda-forge/transitions,,,1886107.0,https://pypi.org/project/transitions,2025-07-02 10:49:01.000,218.0,1873248.0,https://anaconda.org/conda-forge/transitions,2025-07-02 16:00:07.332,861557.0,1.0,,,,,,,,,,,,,,,,,
+175,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2026-01-23 16:27:50.000,2026-01-23 16:27:50,4311.0,20.0,457,37.0,581.0,188.0,696.0,4682,2026-01-05 09:58:18.000,3.6,231.0,181.0,32,True,228.0,199.0,pyinfra,,,,69607.0,https://pypi.org/project/pyinfra,2026-01-05 09:58:13.000,29.0,69607.0,,,,3.0,,,,,,,,,,,,,,,,,
+176,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,,,2011-02-27 20:00:51.000,2026-01-19 08:04:00.000,2026-01-19 08:03:57,1011.0,11.0,375,79.0,340.0,30.0,327.0,4473,2025-08-20 11:55:02.000,5.11.0,39.0,94.0,32,False,2651.0,,ujson,conda-forge/ujson,,,23334014.0,https://pypi.org/project/ujson,2025-08-20 11:55:02.000,2651.0,23224285.0,https://anaconda.org/conda-forge/ujson,2025-08-31 21:04:12.975,7351853.0,3.0,,,,,,,,,,,,,,,,,
+177,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 13:08:38.000,2026-01-26 21:30:29.000,2026-01-26 21:30:27,2208.0,28.0,143,43.0,1902.0,85.0,366.0,4212,2025-07-24 13:12:26.000,0.26.0,29.0,67.0,32,True,1145.0,938.0,returns,conda-forge/returns,,,754167.0,https://pypi.org/project/returns,2025-07-24 13:11:20.000,207.0,753302.0,https://anaconda.org/conda-forge/returns,2025-07-29 18:04:04.107,48492.0,3.0,,,,,,,,,,,,,,,,,
+178,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 17:44:20.000,2025-04-22 14:56:25.064,2024-03-01 23:03:38,656.0,,223,34.0,53.0,35.0,167.0,3905,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,1257.0,,sortedcontainers,conda-forge/sortedcontainers,,,171643913.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1257.0,171296743.0,https://anaconda.org/conda-forge/sortedcontainers,2025-04-22 14:56:25.064,23260395.0,2.0,,,,,,,,,,,,,,,,,
+179,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 14:25:22.000,2025-04-22 14:56:39.802,2019-08-15 21:14:59,7496.0,,391,184.0,944.0,267.0,502.0,3198,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9408.0,9395.0,blaze,conda-forge/blaze,,,92755.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,89720.0,https://anaconda.org/conda-forge/blaze,2025-04-22 14:56:39.802,306561.0,3.0,,,,,,,,,,,,,,,,,
+180,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 00:34:19.000,2025-04-22 14:56:34.786,2025-04-03 13:46:30,874.0,,680,139.0,462.0,147.0,411.0,3148,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,31410.0,31136.0,pandas-datareader,conda-forge/pandas-datareader,,,533894.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,274.0,524344.0,https://anaconda.org/conda-forge/pandas-datareader,2025-04-22 14:56:34.786,553918.0,2.0,,,,,,,,,,,,,,,,,
+181,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2026-01-13 19:07:40.000,2025-03-21 08:34:45,1467.0,,233,46.0,1273.0,68.0,573.0,3112,2025-03-21 08:41:24.000,0.40.1,741.0,81.0,32,True,5726.0,5644.0,docarray,conda-forge/docarray,,,98431.0,https://pypi.org/project/docarray,2025-03-21 08:34:42.000,82.0,93221.0,https://anaconda.org/conda-forge/docarray,2025-04-22 14:58:08.417,250101.0,3.0,,,,,,,,,,,,,,,,,
+182,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2025-04-22 14:56:41.760,2024-01-01 17:54:57,200.0,,209,32.0,82.0,9.0,91.0,3013,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,False,170869.0,170161.0,python-decouple,conda-forge/python-decouple,,18.0,6473536.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,708.0,6471392.0,https://anaconda.org/conda-forge/python-decouple,2025-04-22 14:56:41.760,139388.0,2.0,,,,,,,,,,,,,,,,,
+183,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,,MIT,2012-08-19 18:56:20.000,2026-01-13 10:39:34.000,2026-01-13 10:39:34,470.0,2.0,211,49.0,168.0,100.0,91.0,2940,2025-10-11 13:15:40.000,0.7.8,28.0,72.0,32,True,16902.0,16011.0,schema,conda-forge/schema,,,23886634.0,https://pypi.org/project/schema,2025-10-11 13:15:40.000,891.0,23878003.0,https://anaconda.org/conda-forge/schema,2025-04-22 14:57:08.955,569685.0,2.0,,,,,,,,,,,,,,,,,
+184,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/fastapi/asyncer,https://github.com/fastapi/asyncer,fastapi/asyncer,MIT,2022-01-04 21:14:39.000,2026-01-26 13:19:33.000,2026-01-26 13:19:32,569.0,98.0,81,14.0,440.0,1.0,5.0,2343,2025-12-26 12:05:08.000,0.0.12,15.0,22.0,32,True,7783.0,7519.0,asyncer,conda-forge/asyncer,,,4132022.0,https://pypi.org/project/asyncer,2025-12-26 12:05:08.000,264.0,4131435.0,https://anaconda.org/conda-forge/asyncer,2025-12-26 13:13:17.827,28199.0,3.0,,,,,,,,,,,,,,,,,
+185,libcloud,apache/libcloud,Apache Libcloud is a Python library that 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 09:00:14.000,2026-01-29 11:07:33.000,2026-01-28 17:16:23,10274.0,54.0,926,78.0,1883.0,107.0,132.0,2106,2023-08-10 08:07:04.000,3.8.0,71.0,488.0,32,True,184.0,,apache-libcloud,,,,264446.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,184.0,264446.0,,,,3.0,,,,,,,,,,,,,,,,,
+186,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 09:25:51.000,2026-01-05 18:16:06.000,2025-11-28 18:08:48,805.0,3.0,173,16.0,753.0,63.0,277.0,1413,2024-09-25 13:20:25.000,0.12.3,45.0,51.0,32,True,4775.0,4628.0,aiocache,,,75.0,5195697.0,https://pypi.org/project/aiocache,2024-09-25 13:20:22.000,147.0,5195697.0,,,,2.0,,,,,,,,,,,,,,,,,
+187,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 09:51:03.000,2025-08-13 22:28:53.000,2025-08-13 22:28:53,1382.0,,198,48.0,228.0,89.0,380.0,1305,2025-07-10 20:47:12.000,1.7.17,92.0,67.0,32,True,4246.0,4198.0,petl,conda-forge/petl,,,852021.0,https://pypi.org/project/petl,2025-07-10 20:47:12.000,48.0,846163.0,https://anaconda.org/conda-forge/petl,2025-07-11 11:24:27.947,392549.0,2.0,,,,,,,,,,,,,,,http://petl.readthedocs.org,,
+188,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,,MIT,2014-06-11 21:14:05.000,2025-08-27 14:29:08.000,2025-08-27 14:29:08,447.0,,193,28.0,103.0,64.0,145.0,1288,2021-01-11 13:28:44.000,0.4.0,28.0,27.0,32,True,9878.0,9528.0,sshtunnel,conda-forge/sshtunnel,,,30337395.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,350.0,30332107.0,https://anaconda.org/conda-forge/sshtunnel,2025-04-22 14:56:28.186,333170.0,3.0,,,,,,,,,,,,,,,,,
+189,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 04:07:00.000,2025-04-22 14:56:20.880,2023-02-10 23:42:40,225.0,,98,62.0,94.0,48.0,60.0,1078,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,338323.0,333833.0,appdirs,conda-forge/appdirs,,,36301976.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4490.0,36063071.0,https://anaconda.org/conda-forge/appdirs,2025-04-22 14:56:20.880,15051070.0,3.0,,,,,,,,,,,,,,,,,
+190,cx-Oracle,oracle/python-cx_Oracle,"Obsolete 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 04:03:36.000,2026-01-15 21:15:00.327,2025-05-26 23:53:00,1185.0,,364,72.0,22.0,22.0,630.0,896,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,9569.0,9135.0,cx-Oracle,conda-forge/cx_oracle,,,4848400.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,434.0,4833466.0,https://anaconda.org/conda-forge/cx_oracle,2026-01-15 21:15:00.327,985704.0,3.0,,,,,,,,,,,,,,,,,
+191,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 17:54:08.000,2026-01-28 21:17:58.000,2026-01-28 21:17:58,677.0,55.0,342,31.0,379.0,32.0,134.0,695,2025-11-18 10:42:40.000,3.11.0,39.0,74.0,32,True,3972.0,3885.0,pysolr,conda-forge/pysolr,,,305546.0,https://pypi.org/project/pysolr,2025-11-18 10:42:40.000,87.0,301313.0,https://anaconda.org/conda-forge/pysolr,2025-11-18 13:40:33.893,67731.0,3.0,,,,,,,,,,,,,,,,,
+192,param,holoviz/param,Declarative parameters for robust Python classes and a rich API for reactive programming.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,,BSD-3-Clause,2012-05-01 11:51:08.000,2026-01-27 15:53:20.000,2026-01-27 15:53:18,980.0,12.0,80,17.0,597.0,178.0,346.0,507,2025-11-25 15:35:53.000,2.3.1,109.0,42.0,32,True,17975.0,17766.0,param,conda-forge/param,,,1189633.0,https://pypi.org/project/param,2025-11-25 15:35:53.000,209.0,1151622.0,https://anaconda.org/conda-forge/param,2025-11-25 17:20:19.885,2394712.0,2.0,,,,,,,,,,,,,,,,,
+193,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 13:07:19.000,2026-01-21 18:34:12.000,2026-01-05 21:36:01,518.0,13.0,126,59.0,565.0,3.0,399.0,488,2026-01-05 21:47:07.000,0.33.0,64.0,57.0,32,True,271.0,,pandas-gbq,conda-forge/pandas-gbq,,588.0,29052084.0,https://pypi.org/project/pandas-gbq,2026-01-05 21:47:07.000,271.0,29016385.0,https://anaconda.org/conda-forge/pandas-gbq,2025-05-01 18:48:18.992,2248660.0,3.0,,,,,,,,,,,,,,,,,
+194,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 01:14:24.000,2025-07-20 17:33:07.000,2025-07-20 17:31:40,1607.0,,1952,443.0,564.0,491.0,1342.0,15379,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,31,True,417.0,21.0,fabric,conda-forge/fabric,,,4556.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,396.0,,https://anaconda.org/conda-forge/fabric,2025-04-22 14:56:27.240,273376.0,3.0,,,,,,,,,,,,-4.0,,,,,
+195,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 09:44:42.000,2025-11-01 03:19:47.000,2025-09-03 12:40:52,3712.0,,600,136.0,995.0,551.0,781.0,8469,2023-07-21 10:41:31.000,4.17.0,69.0,75.0,31,True,1065.0,1013.0,vaex,conda-forge/vaex,,328.0,18843.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,52.0,15364.0,https://anaconda.org/conda-forge/vaex,2025-04-22 14:56:28.679,385949.0,3.0,,,,,,,,,,,,,,,,,
+196,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 03:00:30.000,2026-01-15 18:45:20.000,2026-01-15 18:45:19,2054.0,12.0,675,127.0,370.0,35.0,913.0,6332,2025-12-15 18:52:58.000,2.2.0,45.0,112.0,31,True,49.0,,csvkit,conda-forge/csvkit,,,299029.0,https://pypi.org/project/csvkit,2025-12-15 18:52:58.000,49.0,294853.0,https://anaconda.org/conda-forge/csvkit,2025-12-15 21:09:33.597,233901.0,2.0,,,,,,,,,,,,,,,,,
+197,CocoIndex,cocoindex-io/cocoindex,"Data transformation framework for AI. Ultra performant, with incremental processing. Star if you like it!.",,data-pipelines,https://github.com/cocoindex-io/cocoindex,https://github.com/cocoindex-io/cocoindex,,Apache-2.0,2025-03-03 23:03:09.000,2026-01-29 05:49:59.000,2026-01-28 07:32:21,1163.0,204.0,437,40.0,1292.0,57.0,216.0,5965,2026-01-21 05:04:41.000,0.3.28,156.0,52.0,31,True,27.0,24.0,cocoindex,,,,14547.0,https://pypi.org/project/cocoindex,2026-01-28 23:01:37.000,3.0,14547.0,,,,2.0,,,,,,,,,,,,,,,,,
+198,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 14:57:55.000,2025-09-17 20:26:50.685,2025-02-05 12:22:42,714.0,,298,97.0,142.0,40.0,265.0,4846,2023-07-12 08:56:00.739,1.6.2,57.0,79.0,31,True,5203.0,5069.0,dataset,conda-forge/dataset,,,1173191.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,134.0,1172895.0,https://anaconda.org/conda-forge/dataset,2025-09-17 20:26:50.685,17209.0,3.0,,,,,,,,,,,,,,,,,
+199,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 04:56:00.000,2025-07-03 18:16:47.000,2025-07-03 18:16:47,4035.0,,250,83.0,92.0,336.0,338.0,3824,2024-08-27 12:33:41.000,0.7.19,54.0,33.0,31,True,4732.0,4561.0,pony,conda-forge/pony,,225.0,148843.0,https://pypi.org/project/pony,2024-08-27 12:29:28.000,171.0,145869.0,https://anaconda.org/conda-forge/pony,2025-04-22 14:56:31.117,184347.0,3.0,,,,,,,,,,,,,,,,,
+200,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 13:39:33.000,2026-01-19 22:32:23.000,2026-01-10 17:47:24,1305.0,18.0,503,46.0,310.0,223.0,164.0,3581,2025-08-10 18:14:40.000,1.0.9,16.0,74.0,31,True,3540.0,3534.0,camelot,,,285.0,5515.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,5494.0,,,,2.0,,,,,,,,,,,,,,,,,
+201,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 00:44:57.000,2025-09-19 03:38:33.000,2025-09-19 03:37:46,1003.0,,150,66.0,79.0,13.0,76.0,3497,2018-06-30 04:16:20.000,1.10.3,51.0,34.0,31,True,15771.0,15385.0,funcy,conda-forge/funcy,,,3928966.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,386.0,3916851.0,https://anaconda.org/conda-forge/funcy,2025-04-22 14:56:31.417,775378.0,3.0,,,,,,,,,,,,,,,,,
+202,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 21:46:54.000,2025-04-22 14:57:05.444,2023-09-21 03:12:16,1555.0,,366,311.0,1630.0,109.0,491.0,3371,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,False,423.0,392.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1025.0,1860468.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,1854840.0,https://anaconda.org/conda-forge/koalas,2025-04-22 14:57:05.444,449348.0,3.0,,,,,,,,,,,,,,,,,
+203,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 02:18:35.000,2026-01-06 15:42:12.000,2026-01-06 15:42:11,849.0,1.0,432,36.0,663.0,317.0,383.0,2644,2025-06-02 17:32:57.000,6.1.0,96.0,114.0,31,True,2075.0,1989.0,pynamodb,conda-forge/pynamodb,,,3733252.0,https://pypi.org/project/pynamodb,2025-06-02 17:32:57.000,86.0,3688988.0,https://anaconda.org/conda-forge/pynamodb,2025-06-02 20:29:30.739,2877217.0,3.0,,,,,,,,,,,,,,,,,
+204,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 18:35:21.000,2025-04-22 14:56:27.508,2020-11-16 22:20:52,8622.0,,588,100.0,923.0,214.0,1093.0,2619,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1710.0,1707.0,mrjob,conda-forge/mrjob,,,87984.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,77414.0,https://anaconda.org/conda-forge/mrjob,2025-04-22 14:56:27.508,697634.0,2.0,,,,,,,,,,,,,,,,,
+205,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 02:25:29.000,2025-04-22 14:57:08.152,2021-08-17 21:08:10,1420.0,,286,57.0,305.0,109.0,239.0,2591,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1872.0,1729.0,schematics,conda-forge/schematics,,,645611.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,143.0,645255.0,https://anaconda.org/conda-forge/schematics,2025-04-22 14:57:08.152,27773.0,3.0,,,,,,,,,,,,,,,,,
+206,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 06:55:25.000,2025-12-02 13:18:06.785,2021-01-05 07:16:38,229.0,,132,53.0,74.0,22.0,64.0,2544,2020-11-21 16:21:29.000,2.4.0,31.0,34.0,31,False,17147.0,16696.0,addict,conda-forge/addict,,27.0,5802752.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,451.0,5790945.0,https://anaconda.org/conda-forge/addict,2025-12-02 13:18:06.785,755697.0,2.0,,,,,,,,,,,,,,,,,
+207,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 14:59:01.000,2025-11-29 13:52:32.000,2025-11-29 13:52:32,1072.0,1.0,144,18.0,604.0,145.0,454.0,2333,2022-12-08 21:01:02.889,2.3.0,149.0,37.0,31,True,61631.0,59781.0,omegaconf,conda-forge/omegaconf,,,23253709.0,https://pypi.org/project/omegaconf,2025-10-30 17:55:32.000,1850.0,23221391.0,https://anaconda.org/conda-forge/omegaconf,2025-04-22 14:57:19.651,2197656.0,3.0,,,,,,,,,,,,,,,,,
+208,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,,,2011-08-21 08:24:41.000,2025-12-01 05:16:05.000,2025-12-01 05:16:03,907.0,1.0,235,42.0,334.0,6.0,305.0,2058,2025-10-08 09:14:38.000,1.1.2,30.0,81.0,31,False,2857.0,,msgpack,conda-forge/msgpack-python,,2282.0,156091871.0,https://pypi.org/project/msgpack,2025-10-08 09:14:38.000,2857.0,155585614.0,https://anaconda.org/conda-forge/msgpack-python,2025-11-07 08:39:42.682,31892804.0,3.0,,,,,,,,,,,,,,,,,
+209,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 14:00:27.000,2026-01-03 16:09:03.000,2026-01-03 16:08:54,762.0,6.0,63,12.0,280.0,1.0,62.0,1570,2024-02-18 19:11:22.000,0.23.1,43.0,24.0,31,True,43491.0,43008.0,bidict,conda-forge/bidict,,145.0,14259780.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,483.0,14249380.0,https://anaconda.org/conda-forge/bidict,2025-04-22 14:56:27.833,686344.0,2.0,,,,,,,,,,,,,,,,,
+210,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,,MIT,2016-06-06 17:20:44.000,2025-06-10 05:13:49.000,2025-06-10 05:13:48,1123.0,,222,45.0,193.0,68.0,340.0,1547,2022-11-30 17:34:49.000,2.0.6,18.0,97.0,31,True,3169.0,3092.0,pygsheets,,,,2188014.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,77.0,2188014.0,,,,3.0,,,,,,,,,,,,,,,,,
+211,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 03:51:03.000,2026-01-13 09:57:49.851,2026-01-12 21:28:55,1055.0,3.0,315,64.0,413.0,116.0,371.0,1531,2026-01-12 21:34:09.000,0.23.4,18.0,86.0,31,True,254.0,243.0,mleap,conda-forge/mleap,,,2038722.0,https://pypi.org/project/mleap,2026-01-12 21:19:48.000,11.0,2037139.0,https://anaconda.org/conda-forge/mleap,2026-01-13 09:57:49.851,107681.0,2.0,,,,,,,,,,,,,,,,,
+212,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,,Unlicense,2015-04-20 02:46:34.000,2026-01-14 20:57:57.000,2026-01-14 20:57:40,244.0,1.0,128,23.0,57.0,14.0,95.0,1356,2025-08-26 13:09:05.000,2.3.0,32.0,26.0,31,True,1218.0,,email-validator,conda-forge/email-validator,,,81110674.0,https://pypi.org/project/email-validator,2025-08-26 13:09:05.000,1218.0,81080922.0,https://anaconda.org/conda-forge/email-validator,2025-08-26 15:19:04.108,1963692.0,3.0,,,,,,,,,,,,,,,,,
+213,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 09:42:38.000,2025-04-22 14:57:24.586,2025-04-08 21:01:34,527.0,,136,21.0,80.0,35.0,165.0,1072,2025-04-08 21:06:29.000,2.13.0,37.0,30.0,31,True,24056.0,23473.0,anytree,conda-forge/anytree,,,3882604.0,https://pypi.org/project/anytree,2025-04-08 21:06:29.000,583.0,3878597.0,https://anaconda.org/conda-forge/anytree,2025-04-22 14:57:24.586,72143.0,2.0,,,,,,,,,,,,,,,,,
+214,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 13:43:13.000,2025-05-14 06:52:40.000,2025-05-14 06:52:39,1136.0,,109,21.0,102.0,39.0,94.0,1060,2024-12-28 17:11:25.000,7.5.0,55.0,59.0,31,True,35799.0,35078.0,inflect,conda-forge/inflect,,,19532986.0,https://pypi.org/project/inflect,2024-12-28 17:11:15.000,721.0,19522798.0,https://anaconda.org/conda-forge/inflect,2025-04-22 14:56:34.231,682661.0,3.0,,,,,,,,,,,,,,,,,
+215,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 21:55:21.000,2025-04-22 14:56:22.596,2024-08-09 19:22:31,166.0,,49,27.0,57.0,10.0,35.0,224,2022-01-26 14:38:48.000,4.1.0,18.0,21.0,31,False,32175.0,31633.0,ordered-set,conda-forge/ordered-set,,,29486886.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,542.0,29473975.0,https://anaconda.org/conda-forge/ordered-set,2025-04-22 14:56:22.596,865076.0,2.0,,,,,,,,,,,,,,,,,
+216,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 12:34:21.000,2025-08-26 16:54:21.657,2025-07-08 07:33:44,326.0,,64,5.0,84.0,1.0,89.0,215,2025-03-05 21:17:39.000,5.3.1,49.0,31.0,31,True,217298.0,215417.0,tzlocal,conda-forge/tzlocal,,,112285609.0,https://pypi.org/project/tzlocal,2025-03-05 21:17:39.000,1881.0,112200669.0,https://anaconda.org/conda-forge/tzlocal,2025-08-26 16:54:21.657,4501865.0,3.0,,,,,,,,,,,,,,,,,
+217,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 23:32:06.000,2025-04-22 14:56:20.901,2024-10-09 01:49:36,193.0,,61,8.0,50.0,27.0,27.0,173,2024-10-08 23:04:09.000,0.7.2,19.0,24.0,31,False,121814.0,120943.0,isodate,conda-forge/isodate,,,165402504.0,https://pypi.org/project/isodate,2024-10-08 23:04:09.000,871.0,165231038.0,https://anaconda.org/conda-forge/isodate,2025-04-22 14:56:20.901,8401868.0,3.0,,,,,,,,,,,,,,,,,
+218,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 22:32:08.000,2026-01-26 04:59:48.000,2026-01-26 04:59:48,974.0,11.0,4696,625.0,791.0,218.0,108.0,24960,2020-10-04 14:44:02.000,0.1.4,5.0,215.0,30,True,144.0,140.0,algorithms,conda-forge/algorithms,,,3238.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,3165.0,https://anaconda.org/conda-forge/algorithms,2025-04-22 14:57:51.136,4217.0,3.0,,,,,,,,,,,,,,,,,
+219,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 21:06:05.000,2025-07-12 11:24:40.000,2022-05-08 04:08:19,743.0,,1028,283.0,306.0,168.0,473.0,22041,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,1178.0,1073.0,gooey,conda-forge/gooey,,921.0,8797.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,105.0,7132.0,https://anaconda.org/conda-forge/gooey,2025-04-22 14:57:05.689,132288.0,3.0,,,,,,,,,,,,,,,,,
+220,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 12:50:22.000,2025-04-22 14:56:26.384,2020-01-18 07:00:32,540.0,,1127,216.0,90.0,243.0,43.0,5303,,,41.0,28.0,30,False,11145.0,10979.0,pdfminer,conda-forge/pdfminer,,,209353.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,166.0,208748.0,https://anaconda.org/conda-forge/pdfminer,2025-04-22 14:56:26.384,68450.0,3.0,,,,,,,,,,,,,,,,,
+221,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/python-arq/arq,https://github.com/python-arq/arq,python-arq/arq,MIT,2016-07-21 18:24:42.000,2025-10-18 20:06:54.000,2025-10-18 20:06:51,404.0,,192,31.0,267.0,89.0,157.0,2788,2025-01-06 22:44:45.000,0.26.3,63.0,64.0,30,True,1063.0,1030.0,arq,conda-forge/arq,,,640930.0,https://pypi.org/project/arq,2025-01-06 22:44:45.000,33.0,640552.0,https://anaconda.org/conda-forge/arq,2025-04-22 14:57:50.444,21546.0,3.0,,,,,,,,,,,,,,,,,
+222,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 06:03:24.000,2025-12-29 17:31:58.501,2025-12-29 06:29:50,1043.0,6.0,71,20.0,117.0,119.0,82.0,2115,2025-12-29 06:29:06.000,25.12.0,28.0,23.0,30,True,3259.0,3008.0,glom,conda-forge/glom,,,11004479.0,https://pypi.org/project/glom,2025-12-29 06:29:06.000,251.0,11003553.0,https://anaconda.org/conda-forge/glom,2025-12-29 17:31:58.501,60217.0,3.0,,,,,,,,,,,,,,,,,
+223,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,,MIT,2016-10-14 15:05:27.000,2025-05-17 13:45:45.000,2025-05-17 13:12:52,786.0,,184,42.0,228.0,108.0,276.0,2091,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,True,410.0,,fs,conda-forge/fs,,,7115952.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,410.0,7103918.0,https://anaconda.org/conda-forge/fs,2025-04-22 14:56:42.067,1203415.0,3.0,,,,,,,,,,,,,,,,,
+224,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 16:14:08.000,2026-01-28 07:55:12.000,2026-01-28 07:55:11,960.0,44.0,109,12.0,310.0,39.0,120.0,1217,2025-08-16 12:12:39.000,10.1.0,43.0,28.0,30,True,357.0,,mss,conda-forge/python-mss,,,2103783.0,https://pypi.org/project/mss,2025-08-16 12:10:59.000,357.0,2102450.0,https://anaconda.org/conda-forge/python-mss,2025-08-16 15:48:47.406,89346.0,3.0,,,,,,,,,,,,,,,,,
+225,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,49.0,211.0,31.0,269.0,1095,2021-05-30 09:23:19.000,2.1.3,19.0,73.0,30,False,2530.0,2398.0,redis-py-cluster,,,4954.0,4011403.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,132.0,4011366.0,,,,3.0,,,,,,,,,,,,,,,,,
+226,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 19:55:46.000,2025-12-18 09:03:44.961,2025-12-17 11:04:34,558.0,4.0,138,18.0,75.0,31.0,112.0,1077,2025-12-17 13:01:57.000,2.3.0,32.0,33.0,30,True,4331.0,4107.0,pyahocorasick,conda-forge/pyahocorasick,,770.0,5580801.0,https://pypi.org/project/pyahocorasick,2025-12-17 13:01:57.000,224.0,5573725.0,https://anaconda.org/conda-forge/pyahocorasick,2025-12-18 09:03:44.961,444487.0,3.0,,,,,,,,,,,,,,,,,
+227,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 20:44:22.000,2025-11-13 16:05:22.000,2025-11-13 16:05:22,2313.0,4.0,151,38.0,477.0,114.0,286.0,1065,2024-09-04 14:27:07.000,2.0.7,38.0,94.0,30,True,3801.0,3617.0,intake,conda-forge/intake,,,288155.0,https://pypi.org/project/intake,2025-01-14 17:06:26.000,184.0,275702.0,https://anaconda.org/conda-forge/intake,2025-04-22 14:56:57.160,834392.0,3.0,,,,,,,,,,,,,,,,,
+228,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 13:08:20.000,2026-01-27 08:53:50.000,2026-01-26 12:35:55,1721.0,10.0,205,93.0,990.0,2.0,263.0,1021,2026-01-12 12:08:50.000,6.1.0,148.0,44.0,30,True,63.0,,neo4j-driver,conda-forge/neo4j-python-driver,,,139615.0,https://pypi.org/project/neo4j-driver,2026-01-12 10:42:38.000,63.0,133863.0,https://anaconda.org/conda-forge/neo4j-python-driver,2026-01-13 08:19:34.465,385391.0,3.0,,,,,,,,,,,,,,,,,
+229,ConfigArgParse,bw2/ConfigArgParse,Drop-in replacement for argparse with added support for config files and environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,,MIT,2014-06-25 00:27:02.000,2025-12-31 03:02:39.000,2025-08-06 02:04:37,410.0,,120,16.0,130.0,89.0,136.0,755,2025-05-23 15:11:00.000,1.7.1,30.0,56.0,30,True,25146.0,24473.0,configargparse,conda-forge/configargparse,,,12517433.0,https://pypi.org/project/configargparse,2025-06-13 18:27:56.000,673.0,12489001.0,https://anaconda.org/conda-forge/configargparse,2025-05-26 23:29:32.017,1677545.0,3.0,,,,,,,,,,,,,,,,,
+230,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 03:21:56.000,2025-11-19 11:29:19.000,2025-11-19 11:29:19,328.0,9.0,36,6.0,87.0,10.0,28.0,482,2025-11-17 14:09:41.000,2.5.2,44.0,16.0,30,True,67651.0,67400.0,srsly,conda-forge/srsly,,914.0,16180416.0,https://pypi.org/project/srsly,2025-11-17 14:09:41.000,251.0,16146269.0,https://anaconda.org/conda-forge/srsly,2025-11-17 23:46:00.404,2287194.0,3.0,,,,,,,,,,,,,,,,,
+231,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 00:09:10.000,2026-01-28 21:24:30.000,2026-01-22 01:20:27,917.0,11.0,61,44.0,914.0,89.0,295.0,74,2025-12-17 15:18:12.000,2.35.0,92.0,79.0,30,False,49.0,,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,51360562.0,https://pypi.org/project/google-cloud-bigtable,2025-12-17 15:18:12.000,49.0,51356983.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2026-01-16 11:16:19.599,211207.0,3.0,,,,,,,,,,,,,,,,,
+232,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,,,2018-11-15 21:24:48.000,2025-11-29 23:49:27.530,2025-10-19 18:48:54,895.0,,59,2.0,58.0,8.0,84.0,67,2025-06-08 17:06:44.000,3.23.0,62.0,32.0,30,False,887217.0,883995.0,zipp,conda-forge/zipp,,,340692263.0,https://pypi.org/project/zipp,2025-06-08 17:06:38.000,3222.0,339609701.0,https://anaconda.org/conda-forge/zipp,2025-11-29 23:49:27.530,69284025.0,3.0,,,,,,,,,,,,,,,,,
+233,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,,ISC,2014-12-24 15:20:23.000,2025-04-22 14:56:35.319,2024-07-09 11:26:42,372.0,,574,182.0,94.0,42.0,92.0,7225,2024-03-29 23:53:56.000,0.6.0,13.0,51.0,29,False,1337.0,1290.0,records,conda-forge/records,,,380683.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,47.0,379546.0,https://anaconda.org/conda-forge/records,2025-04-22 14:56:35.319,63688.0,3.0,,,,,,,,,,,,,,,,,
+234,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,,BSD-3-Clause,2017-03-08 18:36:11.000,2024-07-27 10:27:41.000,2023-02-23 18:42:48,4138.0,,535,135.0,293.0,276.0,245.0,6835,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,2169.0,2145.0,faust,,,,15229.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,15229.0,,,,3.0,,,,,,,,,,,,,,,,,
+235,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 05:52:45.000,2025-04-22 14:57:07.929,2024-02-27 23:05:17,2693.0,,858,160.0,746.0,16.0,964.0,5936,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,29,False,682.0,662.0,snorkel,conda-forge/snorkel,,1271.0,54379.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,20.0,53192.0,https://anaconda.org/conda-forge/snorkel,2025-04-22 14:57:07.929,68243.0,3.0,,,,,,,,,,,,,,,,,
+236,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 20:18:41.000,2025-06-03 21:42:03.000,2025-05-31 15:53:57,1156.0,,262,63.0,93.0,22.0,284.0,4253,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1271.0,1154.0,asciimatics,conda-forge/asciimatics,,,54706.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,117.0,50807.0,https://anaconda.org/conda-forge/asciimatics,2025-04-22 14:56:50.205,245669.0,3.0,,,,,,,,,,,,,,,,,
+237,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 10:55:25.000,2026-01-01 19:03:38.844,2024-03-01 17:30:12,335.0,,263,49.0,211.0,133.0,204.0,4021,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,29,False,161.0,,databases,conda-forge/databases,,,1652987.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,161.0,1647421.0,https://anaconda.org/conda-forge/databases,2026-01-01 19:03:38.844,345151.0,3.0,,,,,,,,,,,,,,,,,
+238,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,,150,44.0,475.0,55.0,263.0,2812,2020-06-08 23:55:55.000,1.0.1,50.0,45.0,29,False,2552.0,2502.0,gino,,,,17204.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,50.0,17204.0,,,,3.0,,,,,,,,,,,,,,,,,
+239,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 07:01:57.000,2026-01-19 17:06:51.000,2024-10-08 09:49:54,2324.0,,186,37.0,380.0,37.0,267.0,2246,2024-09-23 15:42:08.000,4.6,182.0,59.0,29,False,46.0,,pyscaffold,conda-forge/pyscaffold,,,1240786.0,https://pypi.org/project/pyscaffold,2024-09-23 15:42:38.000,46.0,1233700.0,https://anaconda.org/conda-forge/pyscaffold,2025-04-22 14:56:22.133,432288.0,3.0,,,,,,,,,,,,,,,,,
+240,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 06:13:26.000,2025-08-03 11:12:59.594,2016-06-07 04:02:12,95.0,,156,28.0,48.0,49.0,15.0,1926,2025-08-03 03:35:23.000,1.4.2,18.0,15.0,29,False,1064.0,,retrying,conda-forge/retrying,,,25306644.0,https://pypi.org/project/retrying,2025-08-03 03:35:23.000,1064.0,25160805.0,https://anaconda.org/conda-forge/retrying,2025-08-03 11:12:59.594,2625104.0,3.0,,,,,,,,,,,,,,,,,
+241,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 20:53:26.000,2026-01-12 18:19:24.000,2026-01-11 10:26:45,1939.0,9.0,96,16.0,592.0,105.0,459.0,1853,2025-10-21 23:05:00.000,1.30.0,289.0,52.0,29,True,531.0,514.0,piccolo,,,,89158.0,https://pypi.org/project/piccolo,2025-10-21 23:05:00.000,17.0,89158.0,,,,3.0,,,,,,,,,,,,,,,,,
+242,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 11:13:40.000,2026-01-09 09:03:14.000,2026-01-09 09:03:11,940.0,14.0,43,11.0,423.0,12.0,104.0,1606,2025-09-30 22:57:40.000,0.35.0,68.0,11.0,29,True,2085.0,1977.0,python-benedict,conda-forge/python-benedict,,,776063.0,https://pypi.org/project/python-benedict,2025-09-30 22:57:40.000,108.0,772087.0,https://anaconda.org/conda-forge/python-benedict,2025-04-22 14:57:40.942,246526.0,3.0,,,,,,,,,,,,,,,,,
+243,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 10:56:18.000,2025-08-16 22:49:32.433,2023-05-25 11:08:41,797.0,,65,25.0,43.0,96.0,73.0,1594,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,False,5358.0,4963.0,strictyaml,conda-forge/strictyaml,,,17831769.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,395.0,17826088.0,https://anaconda.org/conda-forge/strictyaml,2025-08-16 22:49:32.433,369320.0,3.0,,,,,,,,,,,,,,,,,
+244,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,piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2025-04-22 14:56:57.223,2022-12-03 13:41:59,312.0,,133,28.0,75.0,33.0,72.0,1244,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,8590.0,8328.0,sqlitedict,conda-forge/sqlitedict,,,935004.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,262.0,931997.0,https://anaconda.org/conda-forge/sqlitedict,2025-04-22 14:56:57.223,192454.0,3.0,,,,,,,,,,,,,,,,,
+245,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 13:59:45.000,2026-01-25 16:39:29.000,2026-01-25 11:23:24,601.0,41.0,92,17.0,342.0,112.0,91.0,1162,2026-01-24 18:02:42.000,1.1.0,23.0,23.0,29,True,3609.0,3585.0,odmantic,,,,67514.0,https://pypi.org/project/odmantic,2026-01-24 18:02:02.000,24.0,67514.0,,,,3.0,,,,,,,,,,,,,,,,,
+246,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,,,2012-04-21 02:59:29.000,2025-08-03 11:18:26.016,2025-07-27 20:35:09,1428.0,,147,32.0,94.0,4.0,144.0,1123,2025-07-27 20:40:28.000,17.1.1,35.0,56.0,29,False,17503.0,17237.0,path,conda-forge/path,,,1295667.0,https://pypi.org/project/path,2025-07-27 20:40:22.000,266.0,1280289.0,https://anaconda.org/conda-forge/path,2025-08-03 11:18:26.016,1045748.0,3.0,,,,,,,,,,,,,,,,,
+247,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 02:58:47.000,2025-08-01 15:19:06.000,2025-08-01 15:18:58,1059.0,,58,14.0,79.0,3.0,97.0,1001,2023-06-20 04:19:05.975,8.4.0,59.0,24.0,29,True,46692.0,45231.0,natsort,conda-forge/natsort,,,16348908.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1461.0,16309508.0,https://anaconda.org/conda-forge/natsort,2025-04-22 14:56:33.205,2442853.0,3.0,,,,,,,,,,,,,,,,,
+248,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 22:42:24.000,2025-04-22 14:56:32.836,2024-10-25 15:43:11,227.0,,79,14.0,310.0,40.0,25.0,705,2024-10-25 15:49:17.000,2.0.1,19.0,25.0,29,False,56948.0,55384.0,cached-property,conda-forge/cached-property,,,16750345.0,https://pypi.org/project/cached-property,2024-10-25 15:43:54.000,1564.0,16569245.0,https://anaconda.org/conda-forge/cached-property,2025-04-22 14:56:32.836,19196627.0,2.0,,,,,,,,,,,,,,,,,
+249,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 04:02:42.000,2025-12-07 08:28:33.590,2025-12-07 06:14:13,816.0,3.0,53,9.0,109.0,16.0,106.0,530,2020-11-16 12:53:09.000,0.9.4,71.0,25.0,29,True,7755.0,7488.0,python-rapidjson,conda-forge/python-rapidjson,,,4604347.0,https://pypi.org/project/python-rapidjson,2025-12-07 06:14:27.000,267.0,4533448.0,https://anaconda.org/conda-forge/python-rapidjson,2025-12-07 08:28:33.590,4466685.0,3.0,,,,,,,,,,,,,,,,,
+250,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 12:53:34.000,2025-04-22 14:56:25.103,2025-04-16 09:43:43,604.0,,119,11.0,123.0,28.0,107.0,495,2025-04-16 09:51:17.000,4.9.1,37.0,43.0,29,True,1913.0,,rsa,conda-forge/rsa,,,384579466.0,https://pypi.org/project/rsa,2025-04-16 09:51:17.000,1913.0,384314355.0,https://anaconda.org/conda-forge/rsa,2025-04-22 14:56:25.103,17762483.0,3.0,,,,,,,,,,,,,,,,,
+251,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 18:51:56.000,2025-04-22 14:56:37.840,2023-11-03 12:31:26,810.0,,144,23.0,102.0,52.0,148.0,355,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,29,False,125662.0,125062.0,asn1crypto,conda-forge/asn1crypto,,,143079.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,600.0,,https://anaconda.org/conda-forge/asn1crypto,2025-04-22 14:56:37.840,9443229.0,3.0,,,,,,,,,,,,-3.0,,,,,
+252,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 12:28:24.318,2025-05-14 06:53:24.000,2025-05-14 06:53:23,1075.0,,50,10.0,75.0,8.0,252.0,71,2025-01-03 18:52:03.000,6.5.2,81.0,48.0,29,False,4050.0,,importlib-resources,conda-forge/importlib_resources,,,88544963.0,https://pypi.org/project/importlib-resources,2025-01-03 18:51:54.000,4050.0,87908924.0,https://anaconda.org/conda-forge/importlib_resources,2025-04-22 14:56:51.702,43250708.0,2.0,,,,,,,,,,,,,,,,,
+253,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 20:20:15.000,2025-10-19 21:22:50.000,2025-08-16 09:23:17,321.0,,367,33.0,189.0,144.0,157.0,4347,2025-08-09 22:07:21.000,1.47.0,90.0,36.0,28,True,284.0,278.0,img2dataset,,,2614.0,10523.0,https://pypi.org/project/img2dataset,2025-08-09 22:07:21.000,6.0,10474.0,,,,3.0,,,,,,,,,,,,,,,,,
+254,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 22:55:20.000,2025-04-22 14:57:40.956,2022-07-17 20:23:59,289.0,,417,91.0,112.0,38.0,127.0,2847,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,11807.0,11727.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,190627.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,189160.0,https://anaconda.org/conda-forge/sklearn-pandas,2025-04-22 14:57:40.956,90976.0,3.0,,,,,,,,,,,,,,,,,
+255,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 21:37:19.000,2025-04-22 14:57:04.018,2024-03-14 17:58:34,495.0,,106,28.0,85.0,23.0,128.0,2642,2023-07-31 18:46:53.000,1.4.0,86.0,19.0,28,False,2080.0,2023.0,swifter,conda-forge/swifter,['pandas'],,11318842.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,57.0,11310725.0,https://anaconda.org/conda-forge/swifter,2025-04-22 14:57:04.018,543859.0,3.0,,,,,,,,,,,,,,,,,
+256,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 06:22:25.000,2026-01-25 15:04:36.000,2026-01-25 02:59:34,6014.0,20.0,552,98.0,1088.0,617.0,1142.0,2586,2025-10-29 13:31:52.000,wxPython-4.2.4,17.0,157.0,28,False,9.0,,wx,conda-forge/wxpython,,6994.0,28354.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2025-11-05 21:04:20.824,1781667.0,3.0,,,,,,,,,,,,,,,,,
+257,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 20:21:12.000,2026-01-14 15:18:33.000,2026-01-14 15:18:13,163.0,1.0,118,18.0,122.0,60.0,42.0,2149,2021-11-03 09:30:11.939,0.5.0,12.0,26.0,28,True,13070.0,12995.0,gin-config,conda-forge/gin-config,,,487924.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,75.0,487439.0,https://anaconda.org/conda-forge/gin-config,2025-04-22 14:57:26.496,32992.0,3.0,,,,,,,,,,,,,,,,,
+258,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 02:32:59.000,2025-04-22 14:57:43.658,2025-03-17 07:12:45,2249.0,,163,100.0,1940.0,180.0,1339.0,1883,2023-12-01 22:24:23.000,1.1.0,17.0,41.0,28,True,54.0,,datatable,conda-forge/datatable,,3391.0,41443.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,54.0,40604.0,https://anaconda.org/conda-forge/datatable,2025-04-22 14:57:43.658,49194.0,3.0,,,,,,,,,,,,,,,,,
+259,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,474,93.0,185.0,263.0,507.0,1878,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,238.0,229.0,mongo-connector,,,,43217.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,43217.0,,,,3.0,,,,,,,,,,,,,,,,,
+260,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 10:09:09.000,2025-08-28 12:20:17.000,2025-08-28 12:20:17,178.0,,136,30.0,81.0,35.0,55.0,1471,2018-01-03 17:03:36.000,1.6.1,10.0,17.0,28,True,11123.0,10666.0,blessings,conda-forge/blessings,,,912249.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,457.0,905854.0,https://anaconda.org/conda-forge/blessings,2025-08-26 14:55:20.960,428523.0,3.0,,,,,,,,,,,,,,,,,
+261,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,,MIT,2013-02-18 01:53:56.000,2025-04-22 14:57:54.808,2017-02-01 15:40:30,127.0,,187,46.0,37.0,61.0,25.0,1350,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,4264.0,4188.0,pandasql,conda-forge/pandasql,['pandas'],,1924594.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,76.0,1914522.0,https://anaconda.org/conda-forge/pandasql,2025-04-22 14:57:54.808,553974.0,3.0,,,,,,,,,,,,,,,,,
+262,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 06:44:45.000,2025-10-15 21:11:18.000,2024-08-08 01:37:43,433.0,,107,23.0,126.0,66.0,96.0,710,2020-05-31 23:52:03.000,2.6,17.0,56.0,28,False,14306.0,14138.0,parsedatetime,conda-forge/parsedatetime,,,22225424.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,168.0,22219136.0,https://anaconda.org/conda-forge/parsedatetime,2025-04-22 14:56:27.871,421334.0,3.0,,,,,,,,,,,,,,,,,
+263,HappyBase,python-happybase/happybase,[UNMAINTAINED] 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 20:06:10.000,2025-09-26 09:31:47.000,2025-09-26 09:28:01,289.0,,163,33.0,51.0,34.0,185.0,613,2025-09-26 09:30:46.000,1.3.0,13.0,22.0,28,True,1063.0,1019.0,happybase,conda-forge/happybase,,,48924.0,https://pypi.org/project/happybase,2025-09-26 09:30:46.000,44.0,46734.0,https://anaconda.org/conda-forge/happybase,2025-04-22 14:56:24.390,251960.0,3.0,,,,,,,,,,,,,,,,,
+264,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 17:48:39.000,2025-12-03 18:25:50.000,2025-12-03 18:25:50,837.0,4.0,144,22.0,117.0,75.0,71.0,543,2024-04-11 20:53:40.000,1.13.0,62.0,93.0,28,True,6243.0,6153.0,beaker,conda-forge/beaker,,,117463.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,90.0,114148.0,https://anaconda.org/conda-forge/beaker,2025-04-22 14:56:33.061,122659.0,3.0,,,,,,,,,,,,,,,,,
+265,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,static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2026-01-22 21:11:23.329,2026-01-22 20:59:40,8621.0,43.0,35,8.0,383.0,46.0,683.0,477,2026-01-22 17:11:58.000,3.6.0,234.0,27.0,28,True,36.0,30.0,static-frame,conda-forge/static-frame,,,32047.0,https://pypi.org/project/static-frame,2026-01-22 17:11:58.000,6.0,23765.0,https://anaconda.org/conda-forge/static-frame,2026-01-22 21:11:23.329,563188.0,3.0,,,,,,,,,,,,,,,,,
+266,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,,MIT,2016-03-09 16:34:42.000,2026-01-05 19:31:35.000,2025-12-02 08:29:19,901.0,6.0,66,11.0,213.0,50.0,161.0,449,2025-09-01 07:00:47.061,0.3.0,58.0,19.0,28,True,26032.0,26023.0,umongo,conda-forge/umongo,,,40905.0,https://pypi.org/project/umongo,2025-10-06 22:34:02.000,9.0,40668.0,https://anaconda.org/conda-forge/umongo,2025-04-22 14:58:00.868,12369.0,3.0,,,,,,,,,,,,,,,,,
+267,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 02:30:17.000,2025-06-06 13:16:36.000,2025-06-06 13:16:36,247.0,,82,16.0,107.0,71.0,108.0,337,2024-09-21 13:08:07.000,5.0.9,19.0,13.0,28,True,49851.0,49203.0,configobj,conda-forge/configobj,,2153.0,5918023.0,https://pypi.org/project/configobj,2024-09-21 12:47:46.000,648.0,5887968.0,https://anaconda.org/conda-forge/configobj,2025-04-22 14:56:53.636,1081440.0,3.0,,,,,,,,,,,,,,,,,
+268,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,python-eel/Eel,MIT,2017-12-27 21:37:12.000,2025-06-22 18:29:43.000,2025-06-22 18:29:42,340.0,,604,140.0,214.0,192.0,359.0,6761,2025-06-22 18:21:36.000,0.18.2,45.0,49.0,27,True,105.0,,eel,,,,80932.0,https://pypi.org/project/eel,2025-06-22 18:21:36.000,105.0,80932.0,,,,3.0,,,,,,,,,,,,,,,,,
+269,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,140.0,300.0,119.0,177.0,6295,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,136.0,132.0,powerline-shell,,,,259823.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,259823.0,,,,3.0,,,,,,,,,,,,,,,,,
+270,Dynaconf,rochacbruno/dynaconf,dynaconf mirror (mainly for stats)- ORIGINAL REPO ON - https://github.com/dynaconf/dynaconf.,,configuration,https://github.com/rochacbruno/dynaconf-mirror,https://github.com/rochacbruno/dynaconf-mirror,rochacbruno/dynaconf-mirror,MIT,2020-10-29 15:25:33.245,2025-10-13 05:09:44.972,2025-05-07 13:18:20,820.0,,307,1.0,,,,4155,2025-10-10 19:54:03.000,3.2.12,94.0,128.0,27,True,635.0,,dynaconf,conda-forge/dynaconf,,,4122776.0,https://pypi.org/project/dynaconf,2025-10-10 19:54:03.000,635.0,4120131.0,https://anaconda.org/conda-forge/dynaconf,2025-10-13 05:09:44.972,166653.0,3.0,,,,,,,,,,,,,,,,,
+271,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 11:58:29.000,2025-04-22 14:57:53.953,2024-02-16 08:07:34,193.0,,213,27.0,57.0,99.0,134.0,3805,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,False,107.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,544934.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,107.0,542705.0,https://anaconda.org/conda-forge/pandarallel,2025-04-22 14:57:53.953,122627.0,3.0,,,,,,,,,,,,,,,,,
+272,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 13:37:30.000,2025-04-22 14:57:05.782,2024-04-08 16:35:28,1185.0,,578,168.0,470.0,97.0,477.0,3088,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,27,False,307.0,284.0,arctic,conda-forge/arctic,,245.0,2709.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,23.0,1707.0,https://anaconda.org/conda-forge/arctic,2025-04-22 14:57:05.782,44046.0,3.0,,,,,,,,,,,,,,,,,
+273,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 23:25:32.000,2025-01-10 20:14:49.000,2025-01-10 19:54:37,936.0,,134,32.0,1167.0,,433.0,2793,2024-12-03 23:53:13.000,1.6.4,361.0,35.0,27,True,392.0,384.0,whylogs,,,,161908.0,https://pypi.org/project/whylogs,2024-12-03 23:54:37.000,8.0,161908.0,,,,3.0,,,,,,,,,,,,,,,,,
+274,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 17:17:51.000,2025-03-13 23:26:42.000,2025-03-13 23:26:41,552.0,,134,44.0,79.0,14.0,129.0,2491,2024-03-13 17:36:36.000,1.5.0,15.0,33.0,27,True,994.0,967.0,pyfunctional,,,,355383.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,355383.0,,,,3.0,,,,,,,,,,,,,,,,,
+275,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,,2013-03-06 21:29:01.000,2025-12-15 10:34:13.000,2025-12-15 10:34:11,2819.0,4.0,132,47.0,339.0,49.0,204.0,1570,2025-10-06 16:10:06.000,0.19.0,32.0,41.0,27,False,267.0,245.0,enaml,conda-forge/enaml,,4064.0,16400.0,https://pypi.org/project/enaml,2025-10-06 16:08:39.000,22.0,10943.0,https://anaconda.org/conda-forge/enaml,2025-10-27 16:55:18.289,362880.0,3.0,,,,,,,,,,,,,,,,,
+276,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 16:53:56.000,2025-10-22 13:54:18.000,2025-08-08 15:58:41,191.0,,146,39.0,54.0,29.0,19.0,1325,2025-10-15 20:01:20.000,6.2.3,121.0,32.0,27,True,298.0,,singer-python,,,,4131704.0,https://pypi.org/project/singer-python,2025-10-22 13:54:18.000,298.0,4131704.0,,,,3.0,,,,,,,,,,,,,,,,,
+277,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 14:45:36.000,2025-11-06 15:38:00.000,2025-11-06 15:37:57,549.0,1.0,154,40.0,143.0,11.0,232.0,1279,2025-10-14 12:23:51.000,2.16.0.post1,104.0,22.0,27,False,311.0,277.0,parallel-ssh,,,488.0,100984.0,https://pypi.org/project/parallel-ssh,2025-10-14 12:24:14.000,34.0,100981.0,,,,3.0,,,,,,,,,,,,,,,,,
+278,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 15:27:02.000,2025-04-22 14:56:31.857,2020-09-10 12:12:45,1280.0,,149,57.0,177.0,132.0,122.0,959,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2120.0,2077.0,bcolz,conda-forge/bcolz,,,8179.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,3912.0,https://anaconda.org/conda-forge/bcolz,2025-04-22 14:56:31.857,456675.0,3.0,,,,,,,,,,,,,,,,,
+279,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 20:46:27.000,2025-04-22 14:56:50.362,2022-03-22 00:57:51,290.0,,53,11.0,51.0,8.0,117.0,592,,,8.0,12.0,27,False,75716.0,72251.0,dataclasses,conda-forge/dataclasses,,,11908701.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3465.0,11763520.0,https://anaconda.org/conda-forge/dataclasses,2025-04-22 14:56:50.362,13356734.0,3.0,,,,,,,,,,,,,,,,,
+280,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 19:51:02.000,2025-08-28 13:29:21.336,2025-04-12 08:57:20,630.0,,137,9.0,97.0,26.0,172.0,493,2022-08-30 07:35:04.550,1.6.3,44.0,56.0,27,True,5841.0,5762.0,pylibmc,conda-forge/pylibmc,,1401.0,261967.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,79.0,255829.0,https://anaconda.org/conda-forge/pylibmc,2025-08-28 13:29:21.336,384561.0,3.0,,,,,,,,,,,,,,,,,
+281,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 18:07:11.000,2026-01-28 19:22:18.000,2026-01-28 18:57:50,192.0,32.0,14,4.0,16.0,3.0,8.0,168,2026-01-28 19:15:24.000,3.0.0,10.0,6.0,27,True,4096.0,3957.0,coolname,conda-forge/coolname,,,2506742.0,https://pypi.org/project/coolname,2026-01-28 19:15:24.000,139.0,2503686.0,https://anaconda.org/conda-forge/coolname,2025-04-22 14:57:43.835,186465.0,3.0,,,,,,,,,,,,3.0,,,,,
+282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,,MIT,2014-10-18 08:28:33.000,2025-09-23 12:54:59.329,2023-07-06 18:56:38,494.0,,30,5.0,47.0,7.0,36.0,85,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,65252.0,64499.0,pathlib2,conda-forge/pathlib2,,,4334986.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,753.0,4281467.0,https://anaconda.org/conda-forge/pathlib2,2025-09-23 12:54:59.329,3318191.0,3.0,,,,,,,,,,,,,,,,,
+283,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 20:36:59.000,2025-04-22 14:56:28.090,2024-03-10 11:53:20,588.0,,629,87.0,292.0,143.0,132.0,4429,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,26,False,63.0,,textract,conda-forge/textract,,,297831.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,63.0,296939.0,https://anaconda.org/conda-forge/textract,2025-04-22 14:56:28.090,99971.0,3.0,,,,,,,,,,,,,,,,,
+284,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,,Apache-2.0,2020-01-20 20:13:06.000,2025-05-29 22:02:03.000,2025-05-29 22:02:01,3061.0,,241,27.0,301.0,110.0,765.0,3622,2024-09-18 19:11:38.000,0.23.3,117.0,80.0,26,True,13.0,,ploomber,conda-forge/ploomber,,,8716.0,https://pypi.org/project/ploomber,2024-09-18 19:11:38.000,13.0,5546.0,https://anaconda.org/conda-forge/ploomber,2025-04-22 14:57:55.792,174383.0,3.0,,,,,,,,,,,,,,,,,
+285,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,,BSD-2-Clause,2014-09-03 08:38:00.000,2025-04-22 14:56:24.897,2024-01-06 22:16:26,1939.0,,260,133.0,292.0,94.0,367.0,3346,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,158.0,151.0,flexx,conda-forge/flexx,,,4162.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,1226.0,https://anaconda.org/conda-forge/flexx,2025-04-22 14:56:24.897,187937.0,3.0,,,,,,,,,,,,,,,,,
+286,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 19:27:16.000,2025-04-22 14:57:24.275,2024-10-29 15:54:14,977.0,,524,83.0,404.0,168.0,378.0,1699,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,26,False,362.0,,influxdb,conda-forge/influxdb,,,3082.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,362.0,,https://anaconda.org/conda-forge/influxdb,2025-04-22 14:57:24.275,212723.0,3.0,,,,,,,,,,,,-4.0,,,,,
+287,pickleDB,patx/pickledb,pickleDB is an in memory key-value store using Pythons orjson module for persistence. It can also use SQLite instead..,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,,BSD-3-Clause,2011-10-28 00:04:40.000,2026-01-06 08:04:36.000,2026-01-06 08:04:35,206.0,20.0,132,17.0,38.0,18.0,71.0,1061,2025-12-10 21:30:53.000,1.4.1,5.0,17.0,26,True,3365.0,3363.0,pickledb,,,,24644.0,https://pypi.org/project/pickledb,2026-01-05 04:52:06.000,2.0,24644.0,,,,3.0,,,,,,,,,,,,,,,,,
+288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,,Apache-2.0,2015-06-08 15:45:28.000,2026-01-23 04:07:21.000,2026-01-23 04:07:20,949.0,11.0,53,17.0,795.0,11.0,41.0,950,2024-12-13 12:59:06.000,2.0.0,21.0,30.0,26,True,133.0,,janus,conda-forge/janus,,34.0,1471203.0,https://pypi.org/project/janus,2024-12-13 12:59:06.000,133.0,1470648.0,https://anaconda.org/conda-forge/janus,2025-04-22 14:57:06.889,34434.0,3.0,,,,,,,,,,,,,,,,,
+289,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,,MIT,2015-08-26 10:39:52.000,2025-05-31 11:17:08.000,2025-05-31 11:17:07,38.0,,159,11.0,23.0,29.0,19.0,827,2018-12-17 18:55:49.000,2.2.1,11.0,9.0,26,True,6274.0,5916.0,ratelimit,conda-forge/ratelimit,,,11979117.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,358.0,11978704.0,https://anaconda.org/conda-forge/ratelimit,2025-04-22 14:57:44.778,24793.0,3.0,,,,,,,,,,,,,,,,,
+290,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 21:20:50.000,2025-04-22 14:56:20.788,2023-07-01 09:55:10,181.0,,86,23.0,55.0,14.0,40.0,781,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,26,False,576.0,,munch,conda-forge/munch,,,2987359.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,576.0,2850724.0,https://anaconda.org/conda-forge/munch,2025-04-22 14:56:20.788,4372320.0,3.0,,,,,,,,,,,,,,,,,
+291,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,python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2026-01-29 09:09:30.000,2026-01-28 12:45:22,418.0,13.0,71,8.0,229.0,16.0,78.0,641,2025-07-15 20:43:59.000,4.1.0,68.0,27.0,26,True,639.0,588.0,cachier,,,117.0,251920.0,https://pypi.org/project/cachier,2025-07-15 20:43:59.000,51.0,251919.0,,,,3.0,,,,,,,,,,,,,,,,,
+292,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,,89,13.0,27.0,4.0,67.0,511,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,5914.0,5822.0,pyscreenshot,,,,256948.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,92.0,256948.0,,,,3.0,,,,,,,,,,,,,,,,,
+293,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,,MIT,2012-05-28 09:04:16.000,2025-04-22 14:57:00.315,2024-03-31 08:03:49,519.0,,71,21.0,75.0,6.0,106.0,502,2024-03-31 15:34:24.000,5.0.3,40.0,25.0,26,False,1079.0,1040.0,hickle,conda-forge/hickle,,,155961.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,154324.0,https://anaconda.org/conda-forge/hickle,2025-04-22 14:57:00.315,37666.0,3.0,,,,,,,,,,,,,,,,,
+294,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 15:49:25.000,2026-01-18 16:05:37.000,2026-01-18 16:05:37,86.0,1.0,40,11.0,60.0,24.0,37.0,376,2023-05-24 20:27:04.117,0.9.0,12.0,21.0,26,True,719.0,,typing_inspect,conda-forge/typing_inspect,,,67155842.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,719.0,67102480.0,https://anaconda.org/conda-forge/typing_inspect,2025-04-22 14:57:03.639,2934925.0,3.0,,,,,,,,,,,,,,,,,
+295,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 05:34:38.000,2025-04-22 14:56:37.611,2021-03-22 13:33:48,657.0,,42,18.0,162.0,,178.0,238,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,26,False,1529.0,1492.0,tabulator,conda-forge/tabulator-py,,,95785.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,94381.0,https://anaconda.org/conda-forge/tabulator-py,2025-04-22 14:56:37.611,144617.0,3.0,,,,,,,,,,,,,,,,,
+296,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 23:36:07.000,2025-04-22 14:56:26.652,2022-10-31 21:33:46,128.0,,46,9.0,28.0,5.0,68.0,235,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,26,False,42973.0,42004.0,futures,conda-forge/futures,,,3114750.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,969.0,3102933.0,https://anaconda.org/conda-forge/futures,2025-04-22 14:56:26.652,1335406.0,3.0,,,,,,,,,,,,,,,,,
+297,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 16:52:41.000,2025-07-17 11:34:46.000,2025-07-17 11:34:45,154.0,,71,16.0,46.0,20.0,20.0,235,2020-12-28 15:17:57.000,0.7.0,10.0,21.0,26,True,771.0,,ptyprocess,conda-forge/ptyprocess,,,145611041.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,771.0,145086130.0,https://anaconda.org/conda-forge/ptyprocess,2025-04-22 14:56:22.021,32019606.0,3.0,,,,,,,,,,,,,,,,,
+298,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 14:09:09.000,2025-08-27 13:47:23.446,2024-05-31 15:14:21,124.0,,21,4.0,63.0,6.0,8.0,181,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,False,63677.0,63536.0,catalogue,conda-forge/catalogue,,,15650626.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,141.0,15620446.0,https://anaconda.org/conda-forge/catalogue,2025-08-27 13:47:23.446,1991892.0,3.0,,,,,,,,,,,,,,,,,
+299,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,2016-03-18 13:22:21.000,2025-10-06 17:48:17.000,2025-10-06 17:48:14,188.0,,13,6.0,33.0,3.0,26.0,38,2021-06-27 06:54:20.000,21.6.0,14.0,17.0,26,False,86265.0,85847.0,contextlib2,conda-forge/contextlib2,,,8623900.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,418.0,8586853.0,https://anaconda.org/conda-forge/contextlib2,2025-04-22 14:56:20.337,2037639.0,3.0,,,,,,,,,,,,,,,,,
+300,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 04:46:51.000,2025-10-05 07:52:25.137,2025-01-16 19:09:08,55.0,,118,31.0,115.0,36.0,148.0,2816,2025-01-16 19:10:27.000,7.3.2,67.0,1.0,25,True,464.0,,python-box,conda-forge/python-box,,54.0,5417850.0,https://pypi.org/project/python-box,2025-01-16 19:10:27.000,464.0,5401958.0,https://anaconda.org/conda-forge/python-box,2025-10-05 07:52:25.137,1048875.0,3.0,,,,,,,,,,,,,,,,,
+301,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 04:29:28.000,2025-04-10 08:07:05.000,2025-03-23 17:43:00,931.0,,88,15.0,563.0,236.0,205.0,2106,2024-08-16 02:54:35.000,0.15.0,37.0,31.0,25,True,24.0,,prisma,,,,536856.0,https://pypi.org/project/prisma,2024-08-16 02:54:02.000,24.0,536856.0,,,,3.0,,,,,,,,,,,,,,,,,
+302,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,56.0,248.0,107.0,109.0,1604,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,194.0,185.0,bonobo,,,,20953.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,20953.0,,,,3.0,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+303,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,,MIT,2018-09-01 13:43:31.000,2025-04-22 14:57:31.976,2023-03-22 14:52:27,240.0,,96,38.0,42.0,28.0,49.0,1596,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,25,False,176.0,165.0,pypeln,conda-forge/pypeln,,,594528.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,594211.0,https://anaconda.org/conda-forge/pypeln,2025-04-22 14:57:31.976,20931.0,3.0,,,,,,,,,,,,,,,,,
+304,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,,MIT,2015-05-14 00:26:32.000,2026-01-15 08:30:49.000,2026-01-15 08:30:05,367.0,10.0,88,44.0,296.0,44.0,43.0,1459,2026-01-15 08:30:49.000,0.24.0,44.0,34.0,25,True,35.0,33.0,tasktiger,,,,7316.0,https://pypi.org/project/tasktiger,2026-01-15 08:30:49.000,2.0,7316.0,,,,3.0,,,,,,,,,,,,,,,,,
+305,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,,218,42.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,317.0,315.0,fabtools,,,,1844.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1844.0,,,,3.0,,,,,,,,,,,,,,,,,
+306,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 21:24:52.000,2025-09-12 14:05:35.158,2024-10-10 00:45:06,129.0,,58,19.0,74.0,10.0,38.0,1193,2024-10-10 00:53:53.000,0.21,21.0,17.0,25,False,7857.0,7722.0,immutables,conda-forge/immutables,,,2164489.0,https://pypi.org/project/immutables,2024-10-10 00:53:56.000,135.0,2141333.0,https://anaconda.org/conda-forge/immutables,2025-09-12 14:05:35.158,1574655.0,3.0,,,,,,,,,,,,,,,,,
+307,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 20:51:42.000,2025-04-22 14:56:45.424,2021-05-16 16:12:48,56.0,,142,40.0,10.0,4.0,13.0,1139,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,3077.0,3009.0,pluginbase,conda-forge/pluginbase,,,604453.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,68.0,583393.0,https://anaconda.org/conda-forge/pluginbase,2025-04-22 14:56:45.424,336970.0,3.0,,,,,,,,,,,,,,,,,
+308,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 16:10:05.000,2025-11-18 11:10:57.068,2025-11-17 01:44:58,144.0,4.0,44,9.0,82.0,16.0,29.0,956,2025-11-17 01:45:33.000,0.11.0,19.0,20.0,25,True,825.0,723.0,dirty-equals,conda-forge/dirty-equals,,,1703076.0,https://pypi.org/project/dirty-equals,2025-11-17 01:51:22.000,102.0,1700484.0,https://anaconda.org/conda-forge/dirty-equals,2025-11-18 11:10:57.068,119253.0,3.0,,,,,,,,,,,,,,,,,
+309,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(). Archived, as this has been in the stdlib since Python 3.5.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,,BSD-3-Clause,2013-05-13 08:14:57.000,2025-08-22 08:03:39.390,2025-05-27 09:08:52,458.0,,69,18.0,49.0,,97.0,537,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,25,True,215.0,,scandir,conda-forge/scandir,,,2028771.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,215.0,2000845.0,https://anaconda.org/conda-forge/scandir,2025-08-22 08:03:39.390,1759376.0,3.0,,,,,,,,,,,,,,,,,
+310,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,polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2026-01-16 10:42:20.000,2026-01-16 10:42:16,9987.0,13.0,45,9.0,10.0,6.0,8.0,527,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,21.0,,pandas-summary,,['pandas'],,109557.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,109557.0,,,,3.0,,,,,,,,,,,,,,,,,
+311,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,,MIT,2018-04-13 14:33:37.000,2026-01-13 10:35:24.000,2026-01-13 10:03:59,1042.0,14.0,27,15.0,219.0,9.0,18.0,418,2026-01-13 10:04:19.000,17.10.3,302.0,21.0,25,True,499.0,439.0,aiomisc,,,,40328.0,https://pypi.org/project/aiomisc,2026-01-13 10:04:19.000,60.0,40328.0,,,,3.0,,,,,,,,,,,,,,,,,
+312,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 21:14:57.000,2026-01-27 21:04:35.000,2026-01-27 21:03:22,1618.0,25.0,49,15.0,161.0,6.0,16.0,739,2025-08-17 03:51:51.000,1.4.0,77.0,5.0,24,True,114.0,,ubelt,conda-forge/ubelt,,109.0,55472.0,https://pypi.org/project/ubelt,2025-08-17 03:41:33.000,114.0,48616.0,https://anaconda.org/conda-forge/ubelt,2025-08-21 16:23:00.216,356509.0,3.0,,,,,,,,,,,,,,,,,
+313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,40.0,113.0,41.0,59.0,392,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,353.0,340.0,messytables,,,,16655.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,16655.0,,,,3.0,,,,,,,,,,,,,,,,,
+314,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,,133,52.0,60.0,,90.0,315,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,266.0,255.0,pyhdb,,,124.0,74414.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,74413.0,,,,3.0,,,,,,,,,,,,,,,,,
+315,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,,43,6.0,40.0,9.0,40.0,164,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,24,False,1475.0,1463.0,filedepot,,,,10619.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,12.0,10619.0,,,,3.0,,,,,,,,,,,,,,,,,
+316,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 16:22:49.000,2025-04-22 14:56:27.341,2024-08-30 16:36:34,836.0,,55,100.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,33.0,24,False,34.0,,cloudant,conda-forge/cloudant,,,288341.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,34.0,284089.0,https://anaconda.org/conda-forge/cloudant,2025-04-22 14:56:27.341,238114.0,3.0,,,,,,,,,,,,,,,,,
+317,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 00:03:24.000,2025-05-03 11:20:00.000,2025-05-03 11:19:57,280.0,,33,6.0,19.0,9.0,34.0,120,2025-03-05 07:35:39.000,0.6.1,31.0,6.0,24,True,3315.0,3240.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,91.0,823724.0,https://pypi.org/project/pyexcel-xlsx,2025-03-05 07:35:39.000,75.0,823028.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2025-04-22 14:56:42.748,43849.0,3.0,,,,,,,,,,,,,,,,,
+318,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 18:12:08.000,2025-04-22 14:56:21.731,2024-12-03 13:46:49,76.0,,30,5.0,26.0,4.0,22.0,76,2017-06-08 10:55:15.000,0.2.3,7.0,12.0,24,False,717.0,,entrypoints,conda-forge/entrypoints,,,26131359.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,717.0,25720783.0,https://anaconda.org/conda-forge/entrypoints,2025-04-22 14:56:21.731,25866308.0,3.0,,,,,,,,,,,,,,,,,
+319,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,,MIT,2015-11-03 00:22:17.154,2025-10-16 11:20:29.914,,,,0,,,370.0,1908.0,11,2024-07-23 16:46:09.000,3.1.5,108.0,,24,False,11108.0,,openpyxl,openpyxl,,,233381857.0,https://pypi.org/project/openpyxl,2024-06-28 14:03:41.000,11050.0,233379275.0,https://anaconda.org/anaconda/openpyxl,2025-10-16 11:20:29.914,313699.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1448.0,,58.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+320,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,,642,377.0,276.0,80.0,80.0,10539,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,35.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,35.0,,,,2.0,,,,,,,,,,,,,,,,,
+321,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,,MIT,2013-05-20 18:30:39.000,2025-12-05 16:08:23.000,2018-08-07 19:46:34,339.0,,169,80.0,81.0,22.0,82.0,3924,2018-08-24 22:08:05.000,0.7.0,19.0,30.0,23,False,4.0,,storm,,,,4555.0,https://pypi.org/project/storm,2025-12-05 16:08:23.000,4.0,4555.0,,,,3.0,,,,,,,,,,,,,,,,,
+322,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/borb-pdf/borb,https://github.com/borb-pdf/borb,borb-pdf/borb,,2020-11-07 14:04:37.000,2026-01-28 18:56:28.000,2026-01-28 18:56:28,236.0,60.0,158,34.0,16.0,7.0,199.0,3554,2026-01-24 09:45:38.000,3.0.5,76.0,,23,False,,,ptext-joris-schellekens,conda-forge/borb,,,2221.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2026-01-26 20:24:38.879,117736.0,3.0,,,,,,,,,,,,,,,,,
+323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,141,35.0,22.0,22.0,11.0,1583,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,218.0,210.0,commonregex,,,,135520.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,8.0,135520.0,,,,3.0,,,,,,,,,,,,,,,,,
+324,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 02:31:18.000,2024-12-02 14:09:25.000,2023-05-19 04:32:00,6411.0,,232,35.0,1068.0,29.0,209.0,1540,2020-07-19 03:22:09.765,2.2.32,87.0,25.0,23,False,,,optimuspyspark,,['spark'],,3550.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,3550.0,,,,3.0,,,,,,,,,,,,,,,,,
+325,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 23:46:50.000,2025-04-22 14:58:01.367,2021-03-23 16:42:22,285.0,,87,28.0,24.0,28.0,10.0,1349,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,233.0,219.0,pinject,conda-forge/pinject,,,48763.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,48590.0,https://anaconda.org/conda-forge/pinject,2025-04-22 14:58:01.367,9011.0,3.0,,,,,,,,,,,,,,,,,
+326,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 05:43:11.000,2026-01-06 16:02:25.000,2026-01-06 16:02:17,1085.0,11.0,136,57.0,78.0,169.0,156.0,885,2021-12-15 14:50:33.964,0.0.0,10.0,32.0,23,True,186.0,180.0,rows,,,44.0,634.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,634.0,,,,3.0,,,,,,,,,,,,,,,,,
+327,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 16:55:38.000,2025-12-04 18:38:50.000,2025-12-04 18:38:49,357.0,7.0,28,7.0,38.0,26.0,28.0,765,2025-12-04 18:39:08.000,0.3.7,33.0,14.0,23,True,87.0,84.0,pugsql,,,38.0,22411.0,https://pypi.org/project/pugsql,2025-12-04 18:38:43.000,3.0,22408.0,,,,3.0,,,,,,,,,,,,,,,,,
+328,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,,,2019-02-22 03:26:04.000,2025-10-20 21:00:40.000,2025-06-28 20:04:45,295.0,,61,7.0,39.0,9.0,84.0,757,2025-06-28 20:09:28.000,7.0.2,39.0,15.0,23,False,1641.0,1583.0,pysimdjson,conda-forge/pysimdjson,,,1759892.0,https://pypi.org/project/pysimdjson,2025-06-28 20:36:06.000,58.0,1755934.0,https://anaconda.org/conda-forge/pysimdjson,2025-08-31 00:14:30.298,249383.0,3.0,,,,,,,,,,,,,,,,,
+329,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,,40,16.0,12.0,9.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,10355.0,10296.0,unipath,,,,78059.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,78059.0,,,,3.0,,,,,,,,,,,,,,,,,
+330,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 22:30:25.000,2025-10-19 04:57:52.000,2025-10-19 04:50:54,103.0,,30,5.0,70.0,10.0,17.0,394,2025-10-19 04:57:52.000,0.13.0,17.0,16.0,23,True,1006.0,841.0,rtoml,,,,270058.0,https://pypi.org/project/rtoml,2025-10-19 04:57:52.000,165.0,270058.0,,,,3.0,,,,,,,,,,,,,,,,,
+331,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 18:10:26.000,2025-04-22 14:56:29.245,2024-05-29 03:34:40,382.0,,59,18.0,20.0,18.0,24.0,273,2021-09-24 05:09:00.400,0.3.7,17.0,11.0,23,False,1049.0,985.0,deepdish,conda-forge/deepdish,,,15743.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,13082.0,https://anaconda.org/conda-forge/deepdish,2025-04-22 14:56:29.245,175646.0,3.0,,,,,,,,,,,,,,,,,
+332,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 19:23:20.000,2025-04-22 14:57:49.185,2022-11-13 18:39:01,1534.0,,48,6.0,141.0,9.0,21.0,270,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,250.0,248.0,pysparkling,conda-forge/pysparkling,,,38364.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,38262.0,https://anaconda.org/conda-forge/pysparkling,2025-04-22 14:57:49.185,5919.0,3.0,,,,,,,,,,,,,,,,,
+333,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 10:42:47.000,2025-10-07 08:06:57.000,2025-03-04 08:58:05,3680.0,,33,16.0,83.0,26.0,4.0,267,2022-09-07 10:31:33.181,0.90.10,571.0,93.0,23,True,69.0,42.0,dbnd,,,,117758.0,https://pypi.org/project/dbnd,2025-10-07 08:06:57.000,27.0,117758.0,,,,3.0,,,,,,,,,,,,,,,,,
+334,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 15:35:29.000,2025-08-11 17:36:14.000,2024-07-06 18:01:48,634.0,,25,7.0,38.0,17.0,19.0,216,2023-05-30 20:50:42.000,0.9.0,6.0,53.0,23,False,772.0,672.0,docopt-ng,,,,322872.0,https://pypi.org/project/docopt-ng,2023-05-30 20:46:45.000,100.0,322872.0,,,,3.0,,,,,,,,,,,,,,,,,
+335,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 16:46:04.000,2025-12-31 14:01:48.000,2025-07-18 10:44:50,234.0,,15,7.0,27.0,4.0,17.0,196,2025-07-15 14:08:21.000,1.2.3,41.0,8.0,23,True,666.0,662.0,flupy,,,,1005537.0,https://pypi.org/project/flupy,2025-07-15 14:08:21.000,4.0,1005537.0,,,,3.0,,,,,,,,,,,,,,,,,
+336,Click Extra,kdeldycke/click-extra,Drop-in replacement for Click to make user-friendly and colorful CLI.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,,GPL-2.0,2021-10-18 08:02:27.000,2026-01-19 14:26:27.000,2026-01-18 13:30:51,3004.0,250.0,8,1.0,1376.0,18.0,88.0,108,2025-12-08 05:31:22.000,7.4.0,107.0,12.0,23,True,143.0,106.0,click-extra,,,524.0,43410.0,https://pypi.org/project/click-extra,2025-12-08 05:06:27.000,37.0,43400.0,,,,3.0,,,,,,,,,,,,,,,,,
+337,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2025-04-22 14:56:23.827,2017-09-02 04:38:47,372.0,,19,2.0,113.0,33.0,40.0,97,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,23,False,5784.0,5397.0,clint,conda-forge/clint,,130.0,182985.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,387.0,182179.0,https://anaconda.org/conda-forge/clint,2025-04-22 14:56:23.827,93537.0,3.0,,,,,,,,,,,,,,,,,
+338,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 12:51:17.000,2025-01-16 12:13:52.000,2025-01-16 12:13:52,134.0,,125,58.0,19.0,23.0,15.0,3532,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,True,525.0,488.0,pampy,,,,38852.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,38852.0,,,,3.0,,,,,,,,,,,,,,,,,
+339,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,,160,93.0,30.0,19.0,57.0,3300,,,4.0,18.0,22,False,631.0,601.0,macropy3,,,,301.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,301.0,,,,3.0,,,,,,,,,,,,,,,,,
+340,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,,530,263.0,30.0,1.0,60.0,2680,2018-07-27 04:11:36.000,0.5.0,19.0,36.0,22,False,8.0,8.0,dpark,,['spark'],,86.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,86.0,,,,3.0,,,,,,,,,,,,,,,,,
+341,pyston,pyston/pyston,(No longer maintained) 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 22:38:24.000,2024-08-12 16:30:59.000,2024-08-12 16:30:56,107480.0,,96,35.0,215.0,50.0,58.0,2509,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1034.0,22,False,,,,,,35755.0,638.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+342,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,,MIT,2012-12-13 04:01:10.000,2024-06-23 22:00:04.000,2021-03-31 19:40:59,210.0,,87,42.0,35.0,19.0,11.0,1914,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,191.0,bashplotlib,,,,2240.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,2240.0,,,,3.0,,,,,,,,,,,,,,,,,
+343,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,,MIT,2018-10-20 11:34:49.000,2025-01-03 15:51:25.000,2025-01-03 15:50:32,257.0,,240,38.0,65.0,119.0,41.0,1786,2025-01-03 15:51:55.000,1.0.1,12.0,13.0,22,True,92.0,92.0,excalibur-py,,,13884.0,875.0,https://pypi.org/project/excalibur-py,2025-01-03 15:51:25.000,,716.0,,,,3.0,,,,,,,,,,,,,,,,,
+344,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2025-07-22 14:32:43.000,2024-08-09 15:10:10,1096.0,,217,98.0,177.0,59.0,271.0,1505,2024-08-09 15:19:45.000,5.0.1,53.0,45.0,22,False,78.0,76.0,streamparse,,,,,https://pypi.org/project/streamparse,2024-08-09 15:17:04.000,2.0,,,,,3.0,,,,,,,,,,,,,,,,,
+345,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,,MIT,2018-02-06 02:16:16.000,2025-04-22 14:57:27.673,2024-03-16 01:55:55,63.0,,53,19.0,20.0,3.0,29.0,901,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,302.0,269.0,unsync,conda-forge/unsync,,,61706.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,33.0,61277.0,https://anaconda.org/conda-forge/unsync,2025-04-22 14:57:27.673,28744.0,3.0,,,,,,,,,,,,,,,,,
+346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,,BSD-3-Clause,2019-04-11 18:27:30.000,2025-10-06 09:52:39.000,2025-10-06 09:51:56,121.0,,52,14.0,41.0,26.0,16.0,347,2025-10-06 09:52:39.000,0.5.0,14.0,17.0,22,True,568.0,529.0,price-parser,,,,281420.0,https://pypi.org/project/price-parser,2025-10-06 09:52:39.000,39.0,281420.0,,,,3.0,,,,,,,,,,,,,,,,,
+347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,11.0,5.0,15.0,43.0,295,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,22,False,212.0,203.0,datatest,,,,18372.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,18372.0,,,,3.0,,,,,,,,,,,,,,,,,
+348,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 12:53:23.000,2024-08-21 08:17:58.000,2023-12-27 23:53:32,125.0,,22,5.0,66.0,14.0,24.0,187,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,False,560.0,544.0,aioprometheus,,,,86957.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,16.0,86957.0,,,,3.0,,,,,,,,,,,,,,,,,
+349,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 19:20:54.000,2025-10-15 12:34:36.000,2025-10-15 12:33:05,415.0,,14,5.0,176.0,4.0,92.0,149,2025-10-15 12:34:11.000,3.5.0,22.0,9.0,22,True,22.0,,everett,conda-forge/everett,,,453441.0,https://pypi.org/project/everett,2025-10-15 12:34:11.000,22.0,451843.0,https://anaconda.org/conda-forge/everett,2025-04-22 14:57:11.114,100714.0,3.0,,,,,,,,,,,,,,,,,
+350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,,MIT,2014-02-09 15:40:01.000,2025-04-22 14:56:45.031,2024-01-09 14:39:36,34.0,,24,4.0,16.0,10.0,15.0,122,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,False,3278.0,3180.0,stopit,conda-forge/stopit,,,531248.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,98.0,292150.0,https://anaconda.org/conda-forge/stopit,2025-04-22 14:56:45.031,3108286.0,3.0,,,,,,,,,,,,,,,,,
+351,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,neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2025-04-22 14:56:37.891,2023-11-30 10:55:18,2944.0,,11,1.0,182.0,25.0,760.0,31,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,147.0,,py2neo,conda-forge/py2neo,,,68072.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,147.0,66714.0,https://anaconda.org/conda-forge/py2neo,2025-04-22 14:56:37.891,139909.0,3.0,,,,,,,,,,,,,,,,,
+352,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 11:26:15.000,2025-04-22 14:58:08.234,2023-09-22 03:08:36,714.0,,29,14.0,183.0,16.0,122.0,640,2023-09-22 03:14:38.000,5.9.1,85.0,8.0,21,False,148.0,137.0,pypyr,conda-forge/pypyr,,,16168.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,15441.0,https://anaconda.org/conda-forge/pypyr,2025-04-22 14:58:08.234,34904.0,3.0,,,,,,,,,,,,,,,,,
+353,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,,BSD-3-Clause,2021-12-08 21:53:58.000,2025-12-26 11:44:56.000,2025-11-20 12:45:33,963.0,6.0,26,7.0,343.0,4.0,,350,2025-11-20 12:46:51.000,1.2.152,1206.0,14.0,21,True,11.0,11.0,upgini,,,,9398.0,https://pypi.org/project/upgini,2025-12-26 11:44:56.000,,9398.0,,,,3.0,,,,,,,,,,,,,,,,,
+354,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,,34,8.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,21,False,152.0,149.0,queries,,,,165615.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,165615.0,,,,3.0,,,,,,,,,,,,,,,,,
+355,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 14:22:53.000,2025-10-23 11:36:32.000,2025-10-21 15:29:07,5611.0,,45,12.0,683.0,30.0,90.0,204,2025-10-21 15:30:22.000,0.9.4,30.0,39.0,21,True,15.0,15.0,batchflow,,,,428.0,https://pypi.org/project/batchflow,2025-10-21 15:30:22.000,,428.0,,,,3.0,,,,,,,,,,,,,,,,,
+356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,,MIT,2016-07-17 22:09:31.000,2024-05-26 00:24:11.000,2024-05-26 00:24:11,104.0,,156,63.0,4.0,,41.0,2341,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,70.0,56.0,pypattyrn,,,,448.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,448.0,,,,3.0,,,,,,,,,,,,,,,,,
+357,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 04:15:53.000,2026-01-25 13:10:21.000,2026-01-25 13:10:20,3714.0,71.0,209,26.0,416.0,43.0,619.0,2279,,,,90.0,20,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,496,153.0,142.0,87.0,27.0,1996,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,57.0,57.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+359,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,46.0,49.0,33.0,22.0,1215,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,20,False,2.0,,db.py,,,,4157.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,4157.0,,,,3.0,,,,,,,,,,,,,,,,,
+360,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,,114,57.0,77.0,64.0,120.0,898,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,36.0,36.0,mrq,,,,434.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,434.0,,,,3.0,,,,,,,,,,,,,,,,,
+361,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,,MIT,2017-01-24 20:37:22.000,2026-01-05 19:44:42.000,2025-11-02 08:16:32,463.0,3.0,46,12.0,71.0,16.0,38.0,724,2025-07-01 13:06:20.000,1.0.1,88.0,13.0,20,True,81.0,67.0,pdpipe,conda-forge/pdpipe,['pandas'],11.0,896.0,https://pypi.org/project/pdpipe,2025-07-01 13:09:01.000,14.0,,https://anaconda.org/conda-forge/pdpipe,2025-07-02 09:38:00.174,55600.0,3.0,,,,,,,,,,,,,,,,,
+362,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow/kale,https://github.com/kubeflow/kale,kubeflow/kale,Apache-2.0,2019-01-24 17:58:44.000,2026-01-29 13:45:59.000,2026-01-28 15:48:35,677.0,22.0,137,16.0,342.0,39.0,187.0,661,2021-05-19 12:56:53.000,0.7.0,15.0,19.0,20,True,,,kubeflow-kale,,['jupyter'],,1234.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,1234.0,,,,3.0,,,,,,,,,,,,,,,,,
+363,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 02:58:27.000,2025-04-22 14:56:21.449,2017-01-20 20:45:25,96.0,,45,9.0,20.0,18.0,11.0,491,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3623.0,3500.0,awesome-slugify,conda-forge/awesome-slugify,,,42409.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,41181.0,https://anaconda.org/conda-forge/awesome-slugify,2025-04-22 14:56:21.449,143711.0,3.0,,,,,,,,,,,,,,,,,
+364,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 12:33:39.000,2025-04-22 14:56:21.736,2023-01-05 10:28:14,91.0,,27,49.0,14.0,9.0,11.0,263,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,83.0,80.0,valideer,conda-forge/valideer,,,10860.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,10388.0,https://anaconda.org/conda-forge/valideer,2025-04-22 14:56:21.736,55224.0,3.0,,,,,,,,,,,,,,,,,
+365,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 16:44:22.000,2025-04-22 14:56:52.754,2023-02-22 15:16:59,522.0,,33,15.0,147.0,,74.0,232,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,False,13.0,11.0,fletcher,conda-forge/fletcher,['pandas'],28.0,1169.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,155.0,https://anaconda.org/conda-forge/fletcher,2025-04-22 14:56:52.754,91282.0,3.0,,,,,,,,,,,,,,,,,
+366,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,,16,5.0,9.0,16.0,5.0,225,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,968.0,967.0,gsheetsdb,,,,8743.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,8743.0,,,,3.0,,,,,,,,,,,,,,,,,
+367,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 16:24:59.000,2025-04-22 14:57:21.446,2020-10-16 22:20:10,123.0,,64,43.0,69.0,2.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,17.0,19,False,10.0,,pymodm,conda-forge/pymodm,,,17043.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,16937.0,https://anaconda.org/conda-forge/pymodm,2025-04-22 14:57:21.446,7596.0,3.0,,,,,,,,,,,,,,,,,
+368,daffy,vertti/daffy,"Lightweight DataFrame validation decorators for Pandas, Polars, Modin, and PyArrow. No custom types required.",,data-containers,https://github.com/vertti/daffy,https://github.com/vertti/daffy,,MIT,2021-01-31 09:27:29.000,2026-01-29 13:05:37.000,2026-01-27 10:08:35,628.0,404.0,5,10.0,145.0,2.0,2.0,53,2026-01-27 09:56:23.000,2.6.0,52.0,9.0,19,False,6.0,6.0,daffy,,['pandas'],154.0,2078.0,https://pypi.org/project/daffy,2026-01-27 09:56:18.000,,2027.0,,,,3.0,,,,,,,,,,,,,,,,,
+369,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,,76,47.0,23.0,22.0,8.0,1602,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,557.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,557.0,,,,3.0,,,,,,,,,,,,,,,,,
+370,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,,GPL-3.0,2012-03-31 10:39:00.000,2024-10-14 12:43:37.000,2024-10-14 12:41:16,268.0,,57,34.0,46.0,14.0,59.0,1159,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,False,9.0,9.0,colout,,,,686.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,686.0,,,,3.0,,,,,,,,,,,,,,,,,
+371,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,22.0,19.0,11.0,12.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,18,False,32.0,32.0,d6tflow,,,,215.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,215.0,,,,3.0,,,,,,,,,,,,,,,,,
+372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,102,53.0,74.0,26.0,16.0,2087,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,False,1.0,,mara-pipelines,,,,227.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,227.0,,,,3.0,,,,,,,,,,,,,,,,,
+373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,84.0,15.0,26.0,5.0,1370,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,13.0,13.0,wssh,,,,113.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,113.0,,,,3.0,,,,,,,,,,,,,,,,,
+374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,,2017-09-05 14:36:10.000,2025-02-13 14:11:16.000,2025-02-13 14:11:16,106030.0,,64,35.0,40.0,12.0,256.0,1051,,,,997.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+375,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,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,,46,20.0,28.0,18.0,10.0,934,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,17,False,42.0,38.0,bounter,,,,727.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,4.0,727.0,,,,3.0,,,,,,,,,,,,,,,,,
+376,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,,MIT,2015-09-05 05:47:04.000,2024-07-09 17:38:26.000,2023-12-23 16:55:35,407.0,,12,8.0,47.0,3.0,22.0,222,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,False,6.0,,validr,,,,1669.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,1669.0,,,,3.0,,,,,,,,,,,,,,,,,
+377,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 01:24:36.000,2025-04-22 14:57:52.419,2024-09-09 14:36:29,535.0,,9,3.0,110.0,,99.0,184,2024-09-09 15:55:59.000,2.9.0,116.0,9.0,17,False,7.0,,typical,conda-forge/typical,,,2533.0,https://pypi.org/project/typical,2024-09-09 15:55:59.000,7.0,1325.0,https://anaconda.org/conda-forge/typical,2025-04-22 14:57:52.419,67679.0,3.0,,,,,,,,,,,,,,,,,
+378,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,,102,50.0,28.0,3.0,2.0,1201,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,16,False,4.0,4.0,botflow,,,,42.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,42.0,,,,3.0,,,,,,,,,,,,,,,,,
+379,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,,53,5.0,109.0,17.0,22.0,838,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,16,False,2.0,,pipeless-ai,,,1922.0,275.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,209.0,,,,1.0,,,,,,,,,,,,,,,,,
+380,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,,24,17.0,9.0,10.0,6.0,622,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,11.0,lazydata,,,,32.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,32.0,,,,3.0,,,,,,,,,,,,,,,,,
+381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,14,2.0,6.0,12.0,,112,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1642.0,1627.0,millify,,,,97366.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,15.0,97366.0,,,,3.0,,,,,,,,,,,,,,,,,
+382,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 06:38:21.000,2025-04-10 17:01:58.000,2025-04-10 17:00:27,92.0,,70,16.0,29.0,41.0,33.0,924,2025-04-10 17:01:58.000,1.3.1,17.0,8.0,15,True,2.0,,csvs-to-sqlite,,,,478.0,https://pypi.org/project/csvs-to-sqlite,2025-04-10 17:01:58.000,2.0,478.0,,,,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,,24,11.0,3.0,8.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,16.0,13.0,supersqlite,,,,316.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,316.0,,,,3.0,,,,,,,,,,,,,,,,,
+384,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,,22,9.0,120.0,21.0,57.0,435,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,,1020.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,1020.0,,,,3.0,,,,,,,,,,,,,,,,,
+385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,1.0,20.0,13.0,12.0,103,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,52.0,47.0,cleverdict,,,,348.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,348.0,,,,3.0,,,,,,,,,,,,,,,,,
+386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,4.0,77.0,18.0,40.0,111,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,14,False,3.0,3.0,datajob,,,,98.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,98.0,,,,3.0,,,,,,,,,,,,,,,,,
+387,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 08:15:36.000,2025-01-23 12:07:28.000,,,,8,,,3.0,,283,2024-10-07 11:53:56.000,0.20.2,118.0,17.0,13,True,1.0,,squirrel-core,squirrel-core,,,1137.0,https://pypi.org/project/squirrel-core,2025-01-23 12:07:28.000,,1137.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,1.0,,,,
+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,,12,8.0,68.0,6.0,15.0,269,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,261.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,261.0,,,,3.0,,,,,,,,,,,,,,,,,
+389,onecite,HzaCode/OneCite,"An intelligent toolkit to automatically parse, complete, and format academic references.",,cli-helpers,https://github.com/HzaCode/OneCite,https://github.com/HzaCode/OneCite,,MIT,2025-08-12 02:58:21.000,2025-12-22 08:21:59.000,2025-12-22 08:21:58,67.0,11.0,6,5.0,2.0,2.0,,49,2025-12-19 05:47:47.000,0.0.12,11.0,1.0,13,False,,,onecite,,,,200.0,https://pypi.org/project/onecite,2025-12-19 05:47:47.000,,200.0,,,,3.0,,,,,,,,,,,,,,,,,
+390,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,19.0,2.0,2.0,1.0,549,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,9.0,9.0,pandapy,,['pandas'],,91.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,91.0,,,,3.0,,,,,,,,,,,,,,,,,
+391,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,,MIT-0,2022-06-09 16:16:22.000,2026-01-26 23:30:48.000,2025-04-01 19:47:54,1085.0,,21,2.0,1024.0,5.0,19.0,313,2024-10-18 00:38:29.000,0.1.76,49.0,15.0,12,False,,,the-guide,,,,19.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,19.0,,,,3.0,,,,,,,,,,,,,,,,,
+392,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 18:00:17.000,2024-06-13 20:33:13.000,2022-03-10 15:51:06,1490.0,,35,28.0,10.0,3.0,16.0,393,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+393,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,,32,19.0,5.0,1.0,3.0,809,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 6b64ff5..8c95a38 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._
-- luigi (π₯38 Β· β 19K Β· π) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
-- dill (π₯38 Β· β 2.4K Β· π) - serialize all of Python. BSD-3
-- pyasn1 (π₯35 Β· β 250 Β· π) - Generic ASN.1 library for Python. BSD-2
-- libcloud (π₯31 Β· β 2.1K Β· π) - Apache Libcloud is a Python library which hides differences.. Apache-2
-- ODMantic (π₯29 Β· β 1.2K Β· π) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
+- rich (π₯47 Β· β 55K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
+- XlsxWriter (π₯39 Β· β 3.9K Β· π) - A Python module for creating Excel XLSX files. BSD-2
+- confluent-kafka-python (π₯39 Β· β 440 Β· π) - Confluents Kafka Python Client. Apache-2
+- orjson (π₯38 Β· β 7.8K Β· π) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
+- coolname (π₯27 Β· β 170 Β· π) - Random Name and Slug Generator. BSD-2
## 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._
-- click (π₯47 Β· β 17K Β· π) - Python composable command line interface toolkit. BSD-3
-- Datasets (π₯44 Β· β 21K Β· π) - The largest hub of ready-to-use datasets for AI models with.. Apache-2
-- google-cloud-storage (π₯41 Β· β 5.2K Β· π) - Google Cloud Client Library for Python. Apache-2
-- anyio (π₯41 Β· β 2.4K Β· π) - High level asynchronous concurrency and networking framework that works.. MIT
-- arrow (π₯40 Β· β 9K Β· π) - Better dates & times for Python. Apache-2
+- arrow (π₯37 Β· β 9K Β· π) - Better dates & times for Python. Apache-2
+- cerberus (π₯33 Β· β 3.3K Β· π) - Lightweight, extensible data validation library for Python. ISC
+- fabric (π₯31 Β· β 15K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
+- asn1crypto (π₯29 Β· β 360 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
+- influxdb (π₯26 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT