diff --git a/README.md b/README.md
index 4ae4d56..6fb433a 100644
--- a/README.md
+++ b/README.md
@@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
protobuf (π₯53 Β· β 70K) - Protocol Buffers - Googles data interchange format. BSD-3
-- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.4K Β· π 16K Β· π₯ 81M Β· π¦ 960K Β· π 6.8K - 3% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.4K Β· π 16K Β· π₯ 81M Β· π¦ 960K Β· π 6.9K - 3% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/protocolbuffers/protobuf
```
-- [PyPi](https://pypi.org/project/protobuf) (π₯ 470M / month Β· π¦ 10K Β· β±οΈ 06.12.2025):
+- [PyPi](https://pypi.org/project/protobuf) (π₯ 470M / month Β· π¦ 10K Β· β±οΈ 12.01.2026):
```
pip install protobuf
```
@@ -111,7 +111,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
git clone https://github.com/google/flatbuffers
```
-- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 35M / month Β· π¦ 700 Β· β±οΈ 19.12.2025):
+- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 36M / month Β· π¦ 700 Β· β±οΈ 19.12.2025):
```
pip install flatbuffers
```
@@ -119,7 +119,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
conda install -c conda-forge flatbuffers
```
-- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 6.5M / month Β· π¦ 290 Β· β±οΈ 24.09.2025):
+- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 6.7M / month Β· π¦ 290 Β· β±οΈ 24.09.2025):
```
npm install flatbuffers
```
@@ -131,23 +131,23 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
```
git clone https://github.com/marshmallow-code/marshmallow
```
-- [PyPi](https://pypi.org/project/marshmallow) (π₯ 88M / month Β· π¦ 2.7K Β· β±οΈ 04.01.2026):
+- [PyPi](https://pypi.org/project/marshmallow) (π₯ 89M / month Β· π¦ 2.7K Β· β±οΈ 04.01.2026):
```
pip install marshmallow
```
-- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 3.5M Β· β±οΈ 04.01.2026):
+- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 3.6M Β· β±οΈ 04.01.2026):
```
conda install -c conda-forge marshmallow
```
orjson (π₯38 Β· β 7.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 23 Β· π 280 Β· π¦ 210K Β· β±οΈ 06.12.2025):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 280 Β· π¦ 210K Β· β±οΈ 06.12.2025):
```
git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 91M / month Β· π¦ 4.9K Β· β±οΈ 06.12.2025):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 90M / month Β· π¦ 4.9K Β· β±οΈ 06.12.2025):
```
pip install orjson
```
@@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
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₯ 7.8K 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₯ 7.9K 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₯ 45M / month Β· π¦ 2.8K Β· β±οΈ 26.09.2025):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 47M / month Β· π¦ 2.8K Β· β±οΈ 26.09.2025):
```
pip install simplejson
```
@@ -174,7 +174,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
dill (π₯36 Β· β 2.4K) - serialize all of Python. BSD-3
-- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 47 Β· π 180 Β· π₯ 290K Β· π¦ 240K Β· π 550 - 35% open Β· β±οΈ 31.12.2025):
+- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 47 Β· π 180 Β· π₯ 290K Β· π¦ 240K Β· π 550 - 35% open Β· β±οΈ 11.01.2026):
```
git clone https://github.com/uqfoundation/dill
@@ -190,7 +190,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
jsonpickle (π₯36 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 370 - 16% open Β· β±οΈ 25.12.2025):
+- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 83 Β· π 180 Β· π¦ 49K Β· π 370 - 16% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/jsonpickle/jsonpickle
@@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
python-rapidjson (π₯29 Β· β 530) - Python wrapper around rapidjson. MIT
-- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 25 Β· π 53 Β· π¦ 7.4K Β· π 120 - 13% open Β· β±οΈ 07.12.2025):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 25 Β· π 53 Β· π¦ 7.5K Β· π 120 - 13% open Β· β±οΈ 07.12.2025):
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 3.8M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 3.9M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
```
pip install python-rapidjson
```
@@ -254,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
rtoml (π₯22 Β· β 390) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 16 Β· π 30 Β· π¦ 830 Β· π 27 - 37% open Β· β±οΈ 19.10.2025):
+- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 16 Β· π 30 Β· π¦ 840 Β· π 27 - 37% open Β· β±οΈ 19.10.2025):
```
git clone https://github.com/samuelcolvin/rtoml
@@ -268,7 +268,7 @@ This curated list contains 390 awesome open-source projects with a total of 2M s
- pyasn1 (π₯33 Β· β 250 Β· π) - Generic ASN.1 library for Python. BSD-2
- ultrajson (π₯31 Β· β 4.5K) - Ultra fast JSON decoder and encoder written in C with Python.. βUnlicensed
-- msgpack (π₯31 Β· β 2K) - MessagePack serializer implementation for Python.. βUnlicensed
+- msgpack (π₯31 Β· β 2.1K) - MessagePack serializer implementation for Python.. βUnlicensed
- hickle (π₯26 Β· β 500 Β· π) - a HDF5-based python pickle replacement. MIT
- pysimdjson (π₯23 Β· β 760 Β· π€) - Python bindings for the simdjson project. βUnlicensed
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 19K Β· π₯ 2.7M Β· π¦ 2.8M Β· π 28K - 12% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.1K Β· π 20K Β· π₯ 2.9M Β· π¦ 2.8M Β· π 28K - 12% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 450M / month Β· π¦ 110K Β· β±οΈ 19.12.2025):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 450M / month Β· π¦ 110K Β· β±οΈ 14.01.2026):
```
pip install pandas
```
@@ -298,7 +298,7 @@ _General-purpose data containers as well as utilities & extensions for 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₯ 5.4K Β· π¦ 360K Β· π 1.7K - 19% open Β· β±οΈ 22.12.2025):
+- [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 12.01.2026):
```
git clone https://github.com/h5py/h5py
@@ -314,12 +314,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (π₯41 Β· β 4.1K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 590 Β· π 1.2K Β· π¦ 43K Β· π 5.2K - 25% open Β· β±οΈ 06.01.2026):
+- [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 14.01.2026):
```
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₯ 10M / month Β· π¦ 5K Β· β±οΈ 05.12.2025):
```
pip install xarray
```
@@ -328,57 +328,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge xarray
```
numexpr (π₯37 Β· β 2.4K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
+zarr (π₯37 Β· β 1.9K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 85 Β· π 220 Β· π₯ 2.8K Β· π¦ 99K Β· π 400 - 0% open Β· β±οΈ 02.12.2025):
+- [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 15.01.2026):
```
- git clone https://github.com/pydata/numexpr
+ git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 8.2M / month Β· π¦ 1.2K Β· β±οΈ 13.10.2025):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 2.3M / month Β· π¦ 1.7K Β· β±οΈ 21.11.2025):
```
- pip install numexpr
+ pip install zarr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 12M Β· β±οΈ 03.12.2025):
+- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 4.9M Β· β±οΈ 21.11.2025):
```
- conda install -c conda-forge numexpr
+ conda install -c conda-forge zarr
```
zarr (π₯37 Β· β 1.9K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+numexpr (π₯36 Β· β 2.4K Β· π) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 150 Β· π 370 Β· π¦ 7.4K Β· π 1.4K - 36% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 85 Β· π 220 Β· π₯ 3.5K Β· π¦ 99K Β· π 400 - 0% open Β· β±οΈ 02.12.2025):
```
- git clone https://github.com/zarr-developers/zarr-python
+ git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 2.4M / month Β· π¦ 1.7K Β· β±οΈ 21.11.2025):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 8.4M / month Β· π¦ 1.2K Β· β±οΈ 13.10.2025):
```
- pip install zarr
+ pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 4.8M Β· β±οΈ 21.11.2025):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 12M Β· β±οΈ 03.12.2025):
```
- conda install -c conda-forge zarr
+ conda install -c conda-forge numexpr
```
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 06.01.2026):
+- [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 08.01.2026):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 8.4M / month Β· π¦ 410 Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 8.2M / month Β· π¦ 410 Β· β±οΈ 08.01.2026):
```
pip install pandera
```
-- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 97K Β· β±οΈ 07.01.2026):
+- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 98K Β· β±οΈ 07.01.2026):
```
conda install -c conda-forge pandera-core
```
Bottleneck (π₯35 Β· β 1.2K) - Fast NumPy array functions written in C. BSD-2
-- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 37 Β· π 110 Β· π¦ 59K Β· π 260 - 18% open Β· β±οΈ 11.12.2025):
+- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 37 Β· π 110 Β· π¦ 59K Β· π 260 - 18% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/pydata/bottleneck
@@ -399,7 +399,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 1.7M / month Β· π¦ 66 Β· β±οΈ 02.10.2025):
+- [PyPi](https://pypi.org/project/modin) (π₯ 1.5M / month Β· π¦ 66 Β· β±οΈ 02.10.2025):
```
pip install modin
```
@@ -410,7 +410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 07.01.2026):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 140 Β· π 280 Β· π₯ 210 Β· π 750 - 20% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/PyTables/PyTables
@@ -424,14 +424,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pytables
```
datasketch (π₯33 Β· β 2.8K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
+datasketch (π₯33 Β· β 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 35 Β· π 310 Β· π₯ 36 Β· π¦ 2.3K Β· π 180 - 31% open Β· β±οΈ 02.01.2026):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 35 Β· π 310 Β· π₯ 36 Β· π¦ 2.4K Β· π 180 - 31% open Β· β±οΈ 02.01.2026):
```
git clone https://github.com/ekzhu/datasketch
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 4.9M / month Β· π¦ 110 Β· β±οΈ 28.11.2025):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 4.8M / month Β· π¦ 110 Β· β±οΈ 28.11.2025):
```
pip install datasketch
```
@@ -447,41 +447,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 770K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 780K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge tinydb
```
Vaex (π₯31 Β· β 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
+docarray (π₯32 Β· β 3.1K Β· π€) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 75 Β· π 600 Β· π₯ 330 Β· π¦ 1K Β· π 1.3K - 41% open Β· β±οΈ 03.09.2025):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 81 Β· π 230 Β· π¦ 5.6K Β· π 640 - 10% open Β· β±οΈ 21.03.2025):
```
- git clone https://github.com/vaexio/vaex
+ git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 14K / month Β· π¦ 52 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 91K / month Β· π¦ 82 Β· β±οΈ 21.03.2025):
```
- pip install vaex
+ pip install docarray
```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 370K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 250K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge vaex
+ conda install -c conda-forge docarray
```
docarray (π₯31 Β· β 3.1K Β· π€) - Represent, send, store and search multimodal data. Apache-2
+Vaex (π₯31 Β· β 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 81 Β· π 230 Β· π¦ 5.6K Β· π 640 - 10% open Β· β±οΈ 21.03.2025):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 75 Β· π 600 Β· π₯ 330 Β· π¦ 1K Β· π 1.3K - 41% open Β· β±οΈ 03.09.2025):
```
- git clone https://github.com/jina-ai/docarray
+ git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 110K / month Β· π¦ 82 Β· β±οΈ 21.03.2025):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 12K / month Β· π¦ 52 Β· β±οΈ 21.07.2023):
```
- pip install docarray
+ pip install vaex
```
-- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 250K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 370K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge docarray
+ 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
@@ -491,23 +491,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 43K / month Β· π¦ 54 Β· β±οΈ 01.12.2023):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 39K / month Β· π¦ 54 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
-- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 48K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 49K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge datatable
```
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 06.01.2026):
+- [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 14.01.2026):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 25K / 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 17.12.2025):
```
pip install 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₯ 23K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
```
pip install pickledb
```
@@ -553,7 +553,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- Arctic (π₯27 Β· β 3.1K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
- 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 MIT
- PandaPy (π₯12 Β· β 550 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT 
-pyrsistent (π₯37 Β· β 2.2K) - Persistent/Immutable/Functional data structures for Python. MIT
+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 06.01.2026):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 77 Β· π 160 Β· π¦ 370K Β· π 180 - 15% open Β· β±οΈ 11.01.2026):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 35M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 36M / month Β· π¦ 1K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
@@ -581,7 +581,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (π₯33 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 190 - 12% open Β· β±οΈ 20.11.2025):
+- [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):
```
git clone https://github.com/aio-libs/multidict
@@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge multidict
```
bidict (π₯32 Β· β 1.6K) - The bidirectional mapping library for Python. MPL-2.0
+bidict (π₯31 Β· β 1.6K) - The bidirectional mapping library for Python. MPL-2.0
- [GitHub](https://github.com/jab/bidict) (π¨βπ» 24 Β· π 63 Β· π₯ 140 Β· π¦ 43K Β· π 63 - 1% open Β· β±οΈ 03.01.2026):
@@ -606,46 +606,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 670K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 680K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge bidict
```
glom (π₯30 Β· β 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
+anytree (π₯31 Β· β 1.1K Β· π€) - Python tree data library. Apache-2
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 69 Β· π¦ 2.9K Β· π 200 - 59% open Β· β±οΈ 29.12.2025):
+- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 30 Β· π 140 Β· π¦ 23K Β· π 200 - 17% open Β· β±οΈ 08.04.2025):
```
- git clone https://github.com/mahmoud/glom
+ git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 7.4M / month Β· π¦ 250 Β· β±οΈ 29.12.2025):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 3.3M / month Β· π¦ 580 Β· β±οΈ 08.04.2025):
```
- pip install glom
+ pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 60K Β· β±οΈ 29.12.2025):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 71K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge glom
+ conda install -c conda-forge anytree
```
anytree (π₯30 Β· β 1.1K Β· π€) - Python tree data library. Apache-2
+glom (π₯30 Β· β 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 30 Β· π 140 Β· π¦ 23K Β· π 200 - 17% open Β· β±οΈ 08.04.2025):
+- [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):
```
- git clone https://github.com/c0fec0de/anytree
+ git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 3.2M / month Β· π¦ 580 Β· β±οΈ 08.04.2025):
+- [PyPi](https://pypi.org/project/glom) (π₯ 8.4M / month Β· π¦ 250 Β· β±οΈ 29.12.2025):
```
- pip install anytree
+ pip install glom
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 71K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 60K Β· β±οΈ 29.12.2025):
```
- conda install -c conda-forge anytree
+ conda install -c conda-forge glom
```
python-benedict (π₯28 Β· β 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
+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 03.01.2026):
+- [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):
```
git clone https://github.com/fabiocaccamo/python-benedict
@@ -659,14 +659,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-benedict
```
janus (π₯26 Β· β 940) - Thread-safe asyncio-aware queue for Python. Apache-2
+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 49 - 16% 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 06.01.2026):
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 1.3M / month Β· π¦ 130 Β· β±οΈ 13.12.2024):
+- [PyPi](https://pypi.org/project/janus) (π₯ 1.2M / month Β· π¦ 130 Β· β±οΈ 13.12.2024):
```
pip install janus
```
@@ -709,12 +709,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯46 Β· β 26K) - 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 08.01.2026):
+- [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 15.01.2026):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 490M / month Β· π¦ 53K Β· β±οΈ 18.12.2025):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 500M / 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₯ 870 Β· π¦ 810K Β· π 880 - 4% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 120 Β· π 610 Β· π₯ 870 Β· π¦ 810K Β· π 880 - 4% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 250M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 260M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
```
pip install jsonschema
```
@@ -746,7 +746,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.1M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.2M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
```
pip install cerberus
```
@@ -762,11 +762,11 @@ _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₯ 3.8M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.9M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
```
pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 640K Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 650K Β· β±οΈ 19.12.2025):
```
conda install -c conda-forge voluptuous
```
@@ -787,25 +787,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge validators
```
schema (π₯32 Β· β 2.9K) - Schema validation just got Pythonic. MIT
+schema (π₯33 Β· β 2.9K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 71 Β· π 210 Β· π¦ 16K Β· π 190 - 52% open Β· β±οΈ 26.10.2025):
+- [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
```
-- [Conda](https://anaconda.org/conda-forge/schema) (π₯ 560K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/schema) (π₯ 570K Β· β±οΈ 22.04.2025):
```
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 500) - 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 - 34% 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 02.01.2026):
```
git clone https://github.com/holoviz/param
@@ -819,14 +819,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge param
```
python-email-validator (π₯30 Β· β 1.3K) - A robust email syntax and deliverability validation.. Unlicense
+python-email-validator (π₯31 Β· β 1.3K) - A robust email syntax and deliverability validation.. Unlicense
-- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 26 Β· π 130 Β· π 110 - 12% open Β· β±οΈ 27.10.2025):
+- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 26 Β· π 130 Β· π 110 - 12% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/JoshData/python-email-validator
```
-- [PyPi](https://pypi.org/project/email-validator) (π₯ 76M / month Β· π¦ 1.2K Β· β±οΈ 26.08.2025):
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 78M / month Β· π¦ 1.2K Β· β±οΈ 26.08.2025):
```
pip install email-validator
```
@@ -837,7 +837,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯25 Β· β 950) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 43 Β· π¦ 650 Β· π 45 - 35% open Β· β±οΈ 17.11.2025):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 43 Β· π¦ 690 Β· π 45 - 35% open Β· β±οΈ 17.11.2025):
```
git clone https://github.com/samuelcolvin/dirty-equals
@@ -891,7 +891,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 2.1K / month Β· π¦ 4 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 2.6K / month Β· π¦ 4 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -928,12 +928,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (π₯37 Β· β 1.8K) - Open World Holidays Framework. MIT
-- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 300 Β· π 580 Β· π₯ 310 Β· π¦ 26K Β· π 750 - 8% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 300 Β· π 580 Β· π₯ 310 Β· π¦ 26K Β· π 750 - 8% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/vacanza/holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 19M / month Β· π¦ 490 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 20M / month Β· π¦ 490 Β· β±οΈ 05.01.2026):
```
pip install holidays
```
@@ -942,57 +942,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge holidays
```
dateparser (π₯35 Β· β 2.8K Β· π) - python parser for human readable dates. BSD-3
+pendulum (π₯35 Β· β 6.6K) - Python datetimes made easy. MIT
-- [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):
+- [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):
```
- git clone https://github.com/scrapinghub/dateparser
+ git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 22M / month Β· π¦ 1.3K Β· β±οΈ 26.06.2025):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 57M / month Β· π¦ 1.4K Β· β±οΈ 19.04.2025):
```
- pip install dateparser
+ pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 690K Β· β±οΈ 26.06.2025):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 1.8M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge dateparser
+ conda install -c conda-forge pendulum
```
pendulum (π₯34 Β· β 6.6K) - Python datetimes made easy. MIT
+dateparser (π₯35 Β· β 2.8K) - python parser for human readable dates. BSD-3
-- [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 28.10.2025):
+- [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/sdispater/pendulum
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 56M / month Β· π¦ 1.4K Β· β±οΈ 19.04.2025):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 23M / month Β· π¦ 1.3K Β· β±οΈ 26.06.2025):
```
- pip install pendulum
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 1.7M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 720K Β· β±οΈ 26.06.2025):
```
- conda install -c conda-forge pendulum
+ conda install -c conda-forge dateparser
```
python-dateutil (π₯34 Β· β 2.6K) - Useful extensions to the standard Python datetime features. Apache-2
+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):
```
git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 680M / month Β· π¦ 12K Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 690M / month Β· π¦ 12K Β· β±οΈ 01.03.2024):
```
pip install python-dateutil
```
-- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 87M Β· β±οΈ 28.06.2025):
+- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 88M Β· β±οΈ 28.06.2025):
```
conda install -c conda-forge python-dateutil
```
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₯ 660 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₯ 670 Β· π¦ 2.5M Β· π 100 - 40% open Β· β±οΈ 25.03.2025):
```
git clone https://github.com/stub42/pytz
@@ -1001,7 +1001,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pytz
```
-- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 81M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 82M Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge pytz
```
@@ -1017,7 +1017,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install tzlocal
```
-- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 4.3M Β· β±οΈ 26.08.2025):
+- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 4.4M Β· β±οΈ 26.08.2025):
```
conda install -c conda-forge tzlocal
```
@@ -1035,28 +1035,28 @@ _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 420 Β· π¦ 280K Β· π 820 - 40% open Β· β±οΈ 24.12.2025):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 300 Β· π 420 Β· π¦ 280K Β· π 830 - 40% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 520M / month Β· π¦ 3.1K Β· β±οΈ 03.12.2025):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 520M / month Β· π¦ 3.2K Β· β±οΈ 09.01.2026):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 29M Β· β±οΈ 03.12.2025):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 29M Β· β±οΈ 09.01.2026):
```
conda install -c conda-forge fsspec
```
watchdog (π₯39 Β· β 7.2K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
+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):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 57M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 58M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
```
pip install watchdog
```
@@ -1065,14 +1065,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge watchdog
```
aiofiles (π₯36 Β· β 3.2K Β· π) - File support for asyncio. Apache-2
+aiofiles (π₯36 Β· β 3.2K) - File support for asyncio. Apache-2
- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 42 Β· π 160 Β· π¦ 240K Β· π 140 - 41% open Β· β±οΈ 09.10.2025):
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 78M / month Β· π¦ 5.3K Β· β±οΈ 09.10.2025):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 79M / month Β· π¦ 5.3K Β· β±οΈ 09.10.2025):
```
pip install aiofiles
```
@@ -1083,16 +1083,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (π₯36 Β· β 920) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 55 Β· π 120 Β· π¦ 690K Β· π 140 - 17% open Β· β±οΈ 02.01.2026):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 55 Β· π 120 Β· π¦ 700K Β· π 140 - 17% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 330M / month Β· π¦ 3.9K Β· β±οΈ 02.01.2026):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 340M / month Β· π¦ 4K Β· β±οΈ 09.01.2026):
```
pip install filelock
```
-- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 36M Β· β±οΈ 02.01.2026):
+- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 37M Β· β±οΈ 10.01.2026):
```
conda install -c conda-forge filelock
```
@@ -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₯ 1.8M / 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₯ 630M / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
+- [PyPi](https://pypi.org/project/six) (π₯ 650M / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
```
pip install six
```
@@ -1165,7 +1165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 5.9M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 5.8M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1190,7 +1190,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (π₯40 Β· β 1.4K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 40 Β· π 200 Β· π¦ 350K Β· π 160 - 3% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 40 Β· π 200 Β· π¦ 350K Β· π 160 - 3% open Β· β±οΈ 09.01.2026):
```
git clone https://github.com/pyca/bcrypt
@@ -1199,7 +1199,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install bcrypt
```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 8.9M Β· β±οΈ 07.11.2025):
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 9M Β· β±οΈ 07.11.2025):
```
conda install -c conda-forge bcrypt
```
@@ -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
```
@@ -1251,7 +1251,7 @@ _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¦ 41K Β· π 34K - 2% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.9K Β· π 24K Β· π¦ 41K Β· π 34K - 2% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/ansible/ansible
@@ -1267,108 +1267,108 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 - 12% open Β· β±οΈ 07.01.2026):
+- [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 14.01.2026):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 930M / month Β· π¦ 4.2K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 970M / month Β· π¦ 4.2K Β· β±οΈ 14.01.2026):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 40M Β· β±οΈ 08.01.2026):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 40M Β· β±οΈ 15.01.2026):
```
conda install -c conda-forge botocore
```
pulumi (π₯44 Β· β 24K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
+pulumi (π₯44 Β· β 25K) - Pulumi - Infrastructure as Code in any programming language. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 680 Β· π 1.3K Β· π₯ 3.1M Β· π¦ 11K Β· π 8.9K - 27% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 680 Β· π 1.3K Β· π₯ 3.2M Β· π¦ 11K Β· π 8.9K - 27% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 4.3M / month Β· π¦ 460 Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 4.5M / month Β· π¦ 460 Β· β±οΈ 15.01.2026):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 3.2M / month Β· π¦ 930 Β· β±οΈ 07.01.2026):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 3.2M / month Β· π¦ 930 Β· β±οΈ 15.01.2026):
```
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 4.4K Β· π₯ 11K Β· π¦ 5 Β· π 5K - 12% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 480 Β· π 4.4K Β· π₯ 11K Β· π¦ 5 Β· π 5K - 12% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 310M / month Β· π¦ 740 Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 320M / month Β· π¦ 740 Β· β±οΈ 14.01.2026):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 50M Β· β±οΈ 08.01.2026):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 51M Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge awscli
```
docker (π₯42 Β· β 7.1K) - A Python library for the Docker Engine API. Apache-2
+docker-compose (π₯41 Β· β 37K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 460 Β· π 1.7K Β· π₯ 1.7K Β· π¦ 120K Β· π 1.8K - 29% open Β· β±οΈ 24.11.2025):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 600 Β· π 5.7K Β· π₯ 11M Β· π¦ 1.3K Β· π 8.3K - 0% open Β· β±οΈ 15.01.2026):
```
- git clone https://github.com/docker/docker-py
+ git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 84M / month Β· π¦ 3.7K Β· β±οΈ 23.05.2024):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 830K / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
```
- pip install docker
+ pip install docker-compose
```
-- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 6.2M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 770K Β· β±οΈ 18.12.2025):
```
- conda install -c conda-forge docker-py
+ conda install -c conda-forge docker-compose
```
docker-compose (π₯41 Β· β 37K) - Define and run multi-container applications with Docker. Apache-2
+docker (π₯41 Β· β 7.2K Β· π) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 600 Β· π 5.7K Β· π₯ 11M Β· π¦ 1.3K Β· π 8.3K - 0% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 460 Β· π 1.7K Β· π₯ 1.7K Β· π¦ 120K Β· π 1.8K - 29% open Β· β±οΈ 24.11.2025):
```
- git clone https://github.com/docker/compose
+ git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 830K / month Β· π¦ 250 Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/docker) (π₯ 83M / month Β· π¦ 3.7K Β· β±οΈ 23.05.2024):
```
- pip install docker-compose
+ pip install docker
```
-- [Conda](https://anaconda.org/conda-forge/docker-compose) (π₯ 760K Β· β±οΈ 18.12.2025):
+- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 6.2M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge docker-compose
+ conda install -c conda-forge docker-py
```
paramiko (π₯40 Β· β 9.6K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
+paramiko (π₯40 Β· β 9.7K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 120K Β· π 2K - 57% open Β· β±οΈ 20.10.2025):
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 110M / month Β· π¦ 3.8K Β· β±οΈ 04.08.2025):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 120M / month Β· π¦ 3.8K Β· β±οΈ 04.08.2025):
```
pip install paramiko
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 7.2M Β· β±οΈ 13.08.2025):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 7.3M 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 06.01.2026):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 230 Β· π 3.5K Β· π 1.5K - 6% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 99M / month Β· π¦ 2K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 100M / month Β· π¦ 2K Β· β±οΈ 12.01.2026):
```
pip install kubernetes
```
@@ -1377,7 +1377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge kubernetes
```
netmiko (π₯38 Β· β 4K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT
+netmiko (π₯37 Β· β 4.1K Β· π) - 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):
@@ -1407,7 +1407,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (π₯35 Β· β 3K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 120 Β· π 190 Β· π¦ 9K Β· π 370 - 37% open Β· β±οΈ 30.12.2025):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 120 Β· π 190 Β· π¦ 9.1K Β· π 380 - 37% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/tomerfiliba/plumbum
@@ -1444,7 +1444,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 41K / month Β· π¦ 29 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 44K / month Β· π¦ 29 Β· β±οΈ 05.01.2026):
```
pip install pyinfra
```
@@ -1452,7 +1452,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects...
- schedule (π₯35 Β· β 12K Β· π) - Python job scheduling for humans. MIT
-- parallel-ssh (π₯28 Β· β 1.3K) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
+- parallel-ssh (π₯27 Β· β 1.3K) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
- fabtools (π₯25 Β· β 1.3K Β· π) - Tools for writing awesome Fabric files. BSD-2
- storm (π₯23 Β· β 3.9K Β· π) - Manage your SSH like a boss. MIT
- pypyr (π₯21 Β· β 640 Β· π) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2
@@ -1476,7 +1476,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install supervisor
```
-- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 580K Β· β±οΈ 01.09.2025):
+- [Conda](https://anaconda.org/conda-forge/supervisor) (π₯ 590K Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge supervisor
```
@@ -1499,7 +1499,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (π₯35 Β· β 7.2K) - Python process launching. MIT
-- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 110 Β· π 500 Β· π₯ 93 Β· π¦ 18K Β· π 500 - 2% open Β· β±οΈ 01.11.2025):
+- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 110 Β· π 500 Β· π₯ 94 Β· π¦ 18K Β· π 500 - 2% open Β· β±οΈ 01.11.2025):
```
git clone https://github.com/amoffat/sh
@@ -1569,12 +1569,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (π₯39 Β· β 12K) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 68 Β· π 580 Β· π₯ 640 Β· π¦ 210K Β· π 430 - 34% open Β· β±οΈ 16.10.2025):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 69 Β· π 580 Β· π₯ 640 Β· π¦ 210K Β· π 430 - 34% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 64M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 65M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
```
pip install uvloop
```
@@ -1590,7 +1590,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 3.5M / month Β· π¦ 260 Β· β±οΈ 26.12.2025):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 3.7M / month Β· π¦ 260 Β· β±οΈ 26.12.2025):
```
pip install asyncer
```
@@ -1599,14 +1599,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asyncer
```
aiomisc (π₯24 Β· β 420) - aiomisc - miscellaneous utils for asyncio. MIT
+aiomisc (π₯25 Β· β 420) - aiomisc - miscellaneous utils for asyncio. MIT
-- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 21 Β· π 28 Β· π¦ 440 Β· π 26 - 30% open Β· β±οΈ 21.11.2025):
+- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 21 Β· π 27 Β· π¦ 440 Β· π 27 - 33% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 35K / month Β· π¦ 60 Β· β±οΈ 21.11.2025):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 36K / month Β· π¦ 60 Β· β±οΈ 13.01.2026):
```
pip install aiomisc
```
@@ -1624,7 +1624,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (π₯42 Β· β 8.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 110 Β· π 480 Β· π¦ 1.7M Β· π 340 - 19% open Β· β±οΈ 26.10.2025):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 110 Β· π 480 Β· π¦ 1.7M Β· π 340 - 19% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/theskumar/python-dotenv
@@ -1633,19 +1633,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-dotenv
```
-- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 9.5M Β· β±οΈ 26.10.2025):
+- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 9.6M 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
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 770 Β· π¦ 42K Β· π 1.5K - 22% open Β· β±οΈ 11.12.2025):
+- [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/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 8.2K / month Β· π¦ 13 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 8.7K / month Β· π¦ 13 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
@@ -1654,14 +1654,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge hydra-core
```
traitlets (π₯34 Β· β 650) - A lightweight Traits like module. BSD-3
+traitlets (π₯35 Β· β 650) - A lightweight Traits like module. BSD-3
- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 210 Β· π₯ 720 Β· π¦ 600K Β· π 310 - 35% open Β· β±οΈ 14.10.2025):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 77M / month Β· π¦ 1.5K Β· β±οΈ 19.04.2024):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 79M / month Β· π¦ 1.5K Β· β±οΈ 19.04.2024):
```
pip install traitlets
```
@@ -1677,7 +1677,7 @@ _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₯ 22M / month Β· π¦ 1.8K Β· β±οΈ 30.10.2025):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 21M / month Β· π¦ 1.8K Β· β±οΈ 30.10.2025):
```
pip install omegaconf
```
@@ -1686,22 +1686,6 @@ _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» 25 Β· π 120 Β· π¦ 13K Β· π 100 - 58% open Β· β±οΈ 22.09.2025):
-
- ```
- git clone https://github.com/google/gin-config
- ```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 440K / 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):
@@ -1709,7 +1693,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/DiffSK/configobj
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 4.9M / month Β· π¦ 650 Β· β±οΈ 21.09.2024):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 5M / month Β· π¦ 650 Β· β±οΈ 21.09.2024):
```
pip install configobj
```
@@ -1725,7 +1709,7 @@ _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₯ 3.6M / month Β· π¦ 640 Β· β±οΈ 10.10.2025):
```
pip install dynaconf
```
@@ -1734,6 +1718,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dynaconf
```
gin-config (π₯27 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₯ 430K / 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
- [GitHub](https://github.com/willkg/everett) (π¨βπ» 9 Β· π 14 Β· π 96 - 4% open Β· β±οΈ 15.10.2025):
@@ -1767,7 +1767,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 430M / month Β· π¦ 54K Β· β±οΈ 15.11.2025):
+- [PyPi](https://pypi.org/project/click) (π₯ 440M / month Β· π¦ 54K Β· β±οΈ 15.11.2025):
```
pip install click
```
@@ -1776,7 +1776,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge click
```
rich (π₯44 Β· β 55K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
+rich (π₯44 Β· β 55K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
- [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):
@@ -1799,11 +1799,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 98M / month Β· π¦ 15K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/typer) (π₯ 100M / month Β· π¦ 15K Β· β±οΈ 06.01.2026):
```
pip install typer
```
-- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 8.5M Β· β±οΈ 06.01.2026):
+- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 8.6M Β· β±οΈ 08.01.2026):
```
conda install -c conda-forge typer
```
@@ -1879,7 +1879,7 @@ _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₯ 65M / month Β· π¦ 1.8K Β· β±οΈ 20.10.2025):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 61M / month Β· π¦ 1.8K Β· β±οΈ 20.10.2025):
```
pip install argcomplete
```
@@ -1888,36 +1888,36 @@ _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
+wcwidth (π₯34 Β· β 430) - Python library that measures the width of strings in a terminal. 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/jquast/wcwidth) (π¨βπ» 23 Β· π 60 Β· π¦ 750K Β· π 61 - 26% open Β· β±οΈ 14.01.2026):
```
- git clone https://github.com/sdispater/cleo
+ git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 46M / month Β· π¦ 390 Β· β±οΈ 18.11.2024):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 130M / month Β· π¦ 2.3K Β· β±οΈ 22.09.2025):
```
- pip install cleo
+ pip install wcwidth
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 6.2M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 42M Β· β±οΈ 23.09.2025):
```
- conda install -c conda-forge cleo
+ conda install -c conda-forge wcwidth
```
wcwidth (π₯33 Β· β 430) - Python library that measures the width of strings in a terminal. MIT
+cleo (π₯33 Β· β 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 23 Β· π 60 Β· π¦ 750K Β· π 60 - 26% open Β· β±οΈ 07.11.2025):
+- [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/jquast/wcwidth
+ git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 120M / month Β· π¦ 2.3K Β· β±οΈ 22.09.2025):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 47M / month Β· π¦ 390 Β· β±οΈ 18.11.2024):
```
- pip install wcwidth
+ pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 41M Β· β±οΈ 23.09.2025):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 6.3M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge wcwidth
+ conda install -c conda-forge cleo
```
questionary (π₯32 Β· β 2K) - Python library to build pretty command line user prompts Easy to use.. MIT
@@ -1927,7 +1927,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tmbo/questionary
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 10M / month Β· π¦ 1.4K Β· β±οΈ 28.08.2025):
+- [PyPi](https://pypi.org/project/questionary) (π₯ 11M / month Β· π¦ 1.4K Β· β±οΈ 28.08.2025):
```
pip install questionary
```
@@ -1938,12 +1938,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ConfigArgParse (π₯30 Β· β 760) - Drop-in replacement for argparse with added support for config.. MIT
-- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 56 Β· π 120 Β· π¦ 24K Β· π 220 - 38% open Β· β±οΈ 06.08.2025):
+- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 56 Β· π 120 Β· π¦ 24K Β· π 220 - 39% open Β· β±οΈ 06.08.2025):
```
git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/configargparse) (π₯ 9.9M / month Β· π¦ 670 Β· β±οΈ 13.06.2025):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 10M / month Β· π¦ 670 Β· β±οΈ 13.06.2025):
```
pip install configargparse
```
@@ -1959,7 +1959,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 47K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 48K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
@@ -1975,23 +1975,23 @@ _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₯ 890K / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
+- [PyPi](https://pypi.org/project/blessings) (π₯ 870K / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
```
pip install blessings
```
-- [Conda](https://anaconda.org/conda-forge/blessings) (π₯ 420K Β· β±οΈ 26.08.2025):
+- [Conda](https://anaconda.org/conda-forge/blessings) (π₯ 430K Β· β±οΈ 26.08.2025):
```
conda install -c conda-forge blessings
```
Click Extra (π₯23 Β· β 100) - Drop-in replacement for Click to make user-friendly and.. βοΈGPL-2.0
+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 02.01.2026):
```
git clone https://github.com/kdeldycke/click-extra
```
-- [PyPi](https://pypi.org/project/click-extra) (π₯ 21K / month Β· π¦ 37 Β· β±οΈ 08.12.2025):
+- [PyPi](https://pypi.org/project/click-extra) (π₯ 22K / month Β· π¦ 37 Β· β±οΈ 08.12.2025):
```
pip install click-extra
```
@@ -2002,7 +2002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- 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
- colout (π₯18 Β· β 1.2K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
-- onecite (π₯14 Β· β 47 Β· π£) - An intelligent toolkit to automatically parse, complete, and format.. MIT
+- onecite (π₯13 Β· β 48 Β· π£) - An intelligent toolkit to automatically parse, complete, and format.. MIT
@@ -2025,7 +2025,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 330M / month Β· π¦ 4.2K Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 300M / month Β· π¦ 4.2K Β· β±οΈ 15.12.2025):
```
pip install cachetools
```
@@ -2036,12 +2036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (π₯32 Β· β 1.4K) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 51 Β· π 170 Β· π₯ 73 Β· π¦ 4.6K Β· π 340 - 17% open Β· β±οΈ 28.11.2025):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 51 Β· π 170 Β· π₯ 75 Β· π¦ 4.6K Β· π 340 - 18% open Β· β±οΈ 28.11.2025):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 3.8M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 3.9M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
```
pip install aiocache
```
@@ -2053,7 +2053,7 @@ _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₯ 110K / month Β· π¦ 90 Β· β±οΈ 11.04.2024):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 100K / month Β· π¦ 90 Β· β±οΈ 11.04.2024):
```
pip install beaker
```
@@ -2069,7 +2069,7 @@ _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₯ 230K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 220K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
```
pip install pylibmc
```
@@ -2080,7 +2080,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (π₯25 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 72 Β· π₯ 120 Β· π¦ 590 Β· π 94 - 19% open Β· β±οΈ 01.01.2026):
+- [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 01.01.2026):
```
git clone https://github.com/shaypal5/cachier
@@ -2104,7 +2104,7 @@ _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 05.01.2026):
+- [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 13.01.2026):
```
git clone https://github.com/kivy/kivy
@@ -2120,28 +2120,28 @@ _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 04.01.2026):
+- [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 09.01.2026):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 99K / month Β· π¦ 180 Β· β±οΈ 14.11.2025):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 100K / 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» 320 Β· π 790 Β· π₯ 9.4K Β· π¦ 3 Β· π 1.2K - 24% open Β· β±οΈ 08.01.2026):
+- [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 15.01.2026):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 17K / month Β· π¦ 41 Β· β±οΈ 03.12.2025):
+- [PyPi](https://pypi.org/project/toga) (π₯ 16K / month Β· π¦ 41 Β· β±οΈ 03.12.2025):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 25 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 23 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2153,14 +2153,14 @@ _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₯ 71K / month Β· π¦ 100 Β· β±οΈ 22.06.2025):
+- [PyPi](https://pypi.org/project/eel) (π₯ 73K / month Β· π¦ 100 Β· β±οΈ 22.06.2025):
```
pip install eel
```
Show 5 hidden projects...
-- PySimpleGUI (π₯32 Β· β 14K Β· π€) - PySimpleGUI is a Python package that enables Python.. βοΈPySimpleGUI License
+- PySimpleGUI (π₯32 Β· β 14K) - PySimpleGUI is a Python package that enables Python.. βοΈPySimpleGUI License
- Gooey (π₯30 Β· β 22K Β· π) - Turn (almost) any Python command line program into a full GUI.. MIT
- Phoenix (π₯28 Β· β 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
- enaml (π₯27 Β· β 1.6K) - Declarative User Interfaces for Python. βUnlicensed
@@ -2209,7 +2209,7 @@ _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₯ 91 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 83 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2221,7 +2221,7 @@ _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₯ 13M / month Β· π¦ 1.3K Β· β±οΈ 21.09.2025):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 14M / month Β· π¦ 1.3K Β· β±οΈ 21.09.2025):
```
pip install emoji
```
@@ -2230,18 +2230,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge emoji
```
python-slugify (π₯35 Β· β 1.6K Β· π) - Returns unicode slugs. MIT
+python-slugify (π₯35 Β· β 1.6K) - Returns unicode slugs. MIT
-- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 40 Β· π 110 Β· π¦ 120K Β· π 80 - 6% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 40 Β· π 110 Β· π¦ 120K Β· π 82 - 6% open Β· β±οΈ 07.01.2026):
```
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₯ 43M / month Β· π¦ 1.5K Β· β±οΈ 08.02.2024):
```
pip install python-slugify
```
-- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 3.2M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 3.3M Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge python-slugify
```
@@ -2257,7 +2257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 1.6M Β· β±οΈ 18.12.2025):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 1.7M Β· β±οΈ 18.12.2025):
```
conda install -c conda-forge phonenumbers
```
@@ -2285,11 +2285,11 @@ _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₯ 3.8M / month Β· π¦ 220 Β· β±οΈ 17.12.2025):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 4.7M / month Β· π¦ 220 Β· β±οΈ 17.12.2025):
```
pip install pyahocorasick
```
-- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 430K Β· β±οΈ 18.12.2025):
+- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 440K Β· β±οΈ 18.12.2025):
```
conda install -c conda-forge pyahocorasick
```
@@ -2329,30 +2329,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
_Libraries for connecting to, operating, and querying databases._
-boto3 (π₯49 Β· β 9.6K) - Boto3, an AWS SDK for Python. Apache-2
+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 07.01.2026):
+- [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 14.01.2026):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 1.3B / month Β· π¦ 17K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 1.4B / month Β· π¦ 17K Β· β±οΈ 14.01.2026):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 29M Β· β±οΈ 08.01.2026):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 29M Β· β±οΈ 15.01.2026):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯46 Β· β 11K Β· π) - The Database Toolkit for Python. MIT
+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₯ 8K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 810 Β· π 1.6K Β· π₯ 8K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 230M / month Β· π¦ 17K Β· β±οΈ 09.12.2025):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 240M / month Β· π¦ 17K Β· β±οΈ 09.12.2025):
```
pip install SQLAlchemy
```
@@ -2363,12 +2363,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (π₯44 Β· β 5.4K) - 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 07.01.2026):
+- [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 15.01.2026):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 90M / month Β· π¦ 1.5K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 92M / month Β· π¦ 1.5K Β· β±οΈ 06.01.2026):
```
pip install azure-storage-blob
```
@@ -2379,7 +2379,7 @@ _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 08.01.2026):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 520 Β· π 2.6K Β· π 1.9K - 7% open Β· β±οΈ 09.01.2026):
```
git clone https://github.com/redis/redis-py
@@ -2393,52 +2393,52 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge redis-py
```
elasticsearch (π₯43 Β· β 4.4K Β· π) - Official Python client for Elasticsearch. Apache-2
+peewee (π₯42 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 220 Β· π 1.2K Β· π₯ 5.8K Β· π¦ 63K Β· π 1.2K - 5% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 51K Β· β±οΈ 08.01.2026):
```
- git clone https://github.com/elastic/elasticsearch-py
+ git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 46M / month Β· π¦ 2K Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 11M / month Β· π¦ 1.2K Β· β±οΈ 07.01.2026):
```
- pip install elasticsearch
+ pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 1.5M Β· β±οΈ 23.12.2025):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.6M Β· β±οΈ 08.01.2026):
```
- conda install -c conda-forge elasticsearch
+ conda install -c conda-forge peewee
```
peewee (π₯42 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
+google-cloud-storage (π₯42 Β· β 5.2K Β· π) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 51K Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 540 Β· π 1.6K Β· π 4.4K - 13% open Β· β±οΈ 14.01.2026):
```
- git clone https://github.com/coleifer/peewee
+ git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 8M / month Β· π¦ 1.2K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 160M / month Β· π¦ 2.6K Β· β±οΈ 14.01.2026):
```
- pip install peewee
+ pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.5M Β· β±οΈ 03.11.2025):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.2M Β· β±οΈ 14.01.2026):
```
- conda install -c conda-forge peewee
+ conda install -c conda-forge google-cloud-storage
```
google-cloud-storage (π₯41 Β· β 5.2K) - Google Cloud Client Library for Python. Apache-2
+elasticsearch (π₯42 Β· β 4.4K Β· π) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 540 Β· π 1.6K Β· π 4K - 5% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 220 Β· π 1.2K Β· π₯ 5.7K Β· π¦ 63K Β· π 1.2K - 5% open Β· β±οΈ 12.01.2026):
```
- git clone https://github.com/googleapis/google-cloud-python
+ git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 160M / month Β· π¦ 2.5K Β· β±οΈ 09.12.2025):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 48M / month Β· π¦ 2K Β· β±οΈ 12.01.2026):
```
- pip install google-cloud-storage
+ pip install elasticsearch
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.2M Β· β±οΈ 09.12.2025):
+- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 1.5M Β· β±οΈ 23.12.2025):
```
- conda install -c conda-forge google-cloud-storage
+ conda install -c conda-forge elasticsearch
```
kafka-python (π₯40 Β· β 5.9K) - Python client for Apache Kafka. Apache-2
@@ -2457,6 +2457,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge kafka-python
```
alembic (π₯40 Β· β 3.9K) - A database migrations tool for SQLAlchemy. MIT
+
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 300 Β· π¦ 330K Β· π 1.2K - 10% open Β· β±οΈ 14.01.2026):
+
+ ```
+ git clone https://github.com/sqlalchemy/alembic
+ ```
+- [PyPi](https://pypi.org/project/alembic) (π₯ 110M / month Β· π¦ 2.8K Β· β±οΈ 14.01.2026):
+ ```
+ pip install alembic
+ ```
+- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 9.2M Β· β±οΈ 11.01.2026):
+ ```
+ conda install -c conda-forge alembic
+ ```
+PyMySQL (π₯39 Β· β 7.8K) - MySQL client library for Python. MIT
- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 130 Β· π 1.4K Β· π¦ 290K Β· π 680 - 3% open Β· β±οΈ 24.08.2025):
@@ -2464,7 +2480,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 66M / month Β· π¦ 1.8K Β· β±οΈ 24.08.2025):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 65M / month Β· π¦ 1.8K Β· β±οΈ 24.08.2025):
```
pip install PyMySQL
```
@@ -2475,12 +2491,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (π₯39 Β· β 6.3K) - the portable Python dataframe library. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 500 Β· π 690 Β· π₯ 420 Β· π¦ 5.1K Β· π 3.6K - 12% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 510 Β· π 690 Β· π₯ 420 Β· π¦ 5.1K Β· π 3.6K - 12% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 860K / month Β· π¦ 120 Β· β±οΈ 04.01.2026):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 900K / month Β· π¦ 120 Β· β±οΈ 11.01.2026):
```
pip install ibis-framework
```
@@ -2491,7 +2507,7 @@ _Libraries for connecting to, operating, and querying databases._
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 07.01.2026):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 240 Β· π 1.1K Β· π₯ 3.9K Β· β±οΈ 09.01.2026):
```
git clone https://github.com/mongodb/mongo-python-driver
@@ -2500,30 +2516,14 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 5.4M Β· β±οΈ 02.12.2025):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 5.4M Β· β±οΈ 11.01.2026):
```
conda install -c conda-forge pymongo
```
alembic (π₯39 Β· β 3.9K) - A database migrations tool for SQLAlchemy. MIT
-
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 300 Β· π¦ 330K Β· π 1.2K - 9% open Β· β±οΈ 05.01.2026):
-
- ```
- git clone https://github.com/sqlalchemy/alembic
- ```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 100M / month Β· π¦ 2.6K Β· β±οΈ 14.11.2025):
- ```
- pip install alembic
- ```
-- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 9.2M Β· β±οΈ 15.11.2025):
- ```
- conda install -c conda-forge alembic
- ```
-confluent-kafka-python (π₯39 Β· β 420) - Confluents Kafka Python Client. 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 06.01.2026):
+- [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 12.01.2026):
```
git clone https://github.com/confluentinc/confluent-kafka-python
@@ -2539,39 +2539,39 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (π₯38 Β· β 17K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 100 Β· π 790 Β· π¦ 30K Β· π 340 - 17% open Β· β±οΈ 06.01.2026):
+- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 100 Β· π 790 Β· π¦ 30K Β· π 340 - 17% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 6.7M / month Β· π¦ 1.2K Β· β±οΈ 28.12.2025):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 6.9M / month Β· π¦ 1.2K Β· β±οΈ 28.12.2025):
```
pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 110K Β· β±οΈ 29.12.2025):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 120K Β· β±οΈ 29.12.2025):
```
conda install -c conda-forge sqlmodel
```
AWS Data Wrangler (π₯38 Β· β 4.1K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 170 Β· π 720 Β· π₯ 430K Β· π¦ 2.5K Β· π 1.2K - 2% open Β· β±οΈ 07.01.2026):
+- [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 15.01.2026):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 76M / month Β· π¦ 130 Β· β±οΈ 30.10.2025):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 75M / month Β· π¦ 140 Β· β±οΈ 13.01.2026):
```
pip install awswrangler
```
-- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 760K Β· β±οΈ 31.10.2025):
+- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 760K Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge awswrangler
```
python-bigquery (π₯38 Β· β 790) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 180 Β· π 320 Β· π¦ 51K Β· π 750 - 8% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 180 Β· π 320 Β· π¦ 51K Β· π 750 - 8% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/googleapis/python-bigquery
@@ -2580,7 +2580,7 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 3.6M Β· β±οΈ 16.12.2025):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 3.6M Β· β±οΈ 08.01.2026):
```
conda install -c conda-forge google-cloud-bigquery
```
@@ -2612,89 +2612,89 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 520K Β· β±οΈ 09.07.2025):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 530K Β· β±οΈ 09.07.2025):
```
conda install -c conda-forge mongoengine
```
s3fs (π₯36 Β· β 1K) - S3 Filesystem. BSD-3
+Prometheus Client (π₯36 Β· β 4.3K) - Prometheus instrumentation library for Python.. Apache-2
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 150 Β· π 290 Β· π¦ 26K Β· π 530 - 32% open Β· β±οΈ 23.12.2025):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 170 Β· π 840 Β· π 600 - 22% open Β· β±οΈ 14.01.2026):
```
- git clone https://github.com/fsspec/s3fs
+ git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 550M / month Β· π¦ 1.6K Β· β±οΈ 03.12.2025):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 90M / month Β· π¦ 3K Β· β±οΈ 14.01.2026):
```
- pip install s3fs
+ pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 9.1M Β· β±οΈ 03.12.2025):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 23M Β· β±οΈ 15.01.2026):
```
- conda install -c conda-forge s3fs
+ conda install -c conda-forge prometheus_client
```
tortoise-orm (π₯35 Β· β 5.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+PyPika (π₯36 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 160 Β· π 440 Β· π₯ 18 Β· π¦ 10K Β· π 1.2K - 40% open Β· β±οΈ 30.12.2025):
+- [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/tortoise/tortoise-orm
+ git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 360K / month Β· π¦ 320 Β· β±οΈ 24.12.2025):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 4.8M / month Β· π¦ 230 Β· β±οΈ 14.01.2026):
```
- pip install tortoise-orm
+ pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 51K Β· β±οΈ 30.12.2025):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 94K Β· β±οΈ 14.01.2026):
```
- conda install -c conda-forge tortoise-orm
+ conda install -c conda-forge pypika
```
Prometheus Client (π₯35 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 830 Β· π 610 - 23% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 150 Β· π 290 Β· π¦ 27K Β· π 530 - 32% open Β· β±οΈ 09.01.2026):
```
- git clone https://github.com/prometheus/client_python
+ git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 88M / month Β· π¦ 2.6K Β· β±οΈ 18.09.2025):
+- [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 19.09.2025):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 9.1M Β· β±οΈ 10.01.2026):
```
- conda install -c conda-forge prometheus_client
+ conda install -c conda-forge s3fs
```
Elasticsearch DSL (π₯35 Β· β 3.9K Β· π€) - High level Python client for Elasticsearch. Apache-2
+tortoise-orm (π₯35 Β· β 5.4K) - Familiar asyncio ORM for python, built with relations in mind. 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/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):
```
- git clone https://github.com/elastic/elasticsearch-dsl-py
+ git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 11M / month Β· π¦ 380 Β· β±οΈ 16.04.2025):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 360K / month Β· π¦ 320 Β· β±οΈ 24.12.2025):
```
- pip install elasticsearch-dsl
+ pip install tortoise-orm
```
-- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 14K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 52K Β· β±οΈ 30.12.2025):
```
- conda install -c anaconda elasticsearch-dsl
+ conda install -c conda-forge tortoise-orm
```
PyPika (π₯35 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+Elasticsearch DSL (π₯35 Β· β 3.9K Β· π€) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 310 Β· π¦ 44K Β· π 490 - 45% open Β· β±οΈ 02.11.2025):
+- [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):
```
- git clone https://github.com/kayak/pypika
+ git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 4.7M / month Β· π¦ 170 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 9.4M / month Β· π¦ 380 Β· β±οΈ 16.04.2025):
```
- pip install pypika
+ pip install elasticsearch-dsl
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 93K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 14K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge pypika
+ conda install -c anaconda elasticsearch-dsl
```
mysqlclient (π₯35 Β· β 2.5K Β· π€) - MySQL/MariaDB connector for Python. βοΈGPL-2.0
@@ -2704,11 +2704,11 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 19M / month Β· π¦ 900 Β· β±οΈ 10.01.2025):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 20M / month Β· π¦ 900 Β· β±οΈ 10.01.2025):
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 790K Β· β±οΈ 05.01.2026):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 800K Β· β±οΈ 05.01.2026):
```
conda install -c conda-forge mysqlclient
```
@@ -2720,11 +2720,11 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 6.3M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
+- [PyPi](https://pypi.org/project/motor) (π₯ 6.2M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
```
pip install motor
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 120K Β· β±οΈ 15.05.2025):
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 130K Β· β±οΈ 15.05.2025):
```
conda install -c conda-forge motor
```
@@ -2752,7 +2752,7 @@ _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₯ 6.6M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
```
pip install minio
```
@@ -2761,18 +2761,18 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
pysolr (π₯33 Β· β 700) - Pysolr Python Solr client. BSD-3
+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 06.01.2026):
+- [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):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 490K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 420K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
```
pip install pysolr
```
-- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 64K Β· β±οΈ 18.11.2025):
+- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 65K Β· β±οΈ 18.11.2025):
```
conda install -c conda-forge pysolr
```
@@ -2860,46 +2860,46 @@ _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₯ 4.9M / 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₯ 970K Β· β±οΈ 27.08.2025):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 980K Β· β±οΈ 27.08.2025):
```
conda install -c conda-forge cx_oracle
```
piccolos (π₯30 Β· β 1.8K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
+piccolos (π₯30 Β· β 1.9K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 52 Β· π 96 Β· π¦ 510 Β· π 540 - 19% open Β· β±οΈ 16.12.2025):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 52 Β· π 96 Β· π¦ 510 Β· π 550 - 19% open Β· β±οΈ 11.01.2026):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 68K / month Β· π¦ 17 Β· β±οΈ 21.10.2025):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 69K / month Β· π¦ 17 Β· β±οΈ 21.10.2025):
```
pip install piccolo
```
neo4j-driver (π₯30 Β· β 1K) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 44 Β· π 200 Β· π 260 - 1% open Β· β±οΈ 15.12.2025):
+- [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):
```
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 30.07.2025):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 120K / month Β· π¦ 63 Β· β±οΈ 12.01.2026):
```
pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 380K Β· β±οΈ 06.11.2025):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 380K Β· β±οΈ 13.01.2026):
```
conda install -c conda-forge neo4j-python-driver
```
libcloud (π₯29 Β· β 2.1K Β· π€) - Apache Libcloud is a Python library which hides differences.. Apache-2
+libcloud (π₯29 Β· β 2.1K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 930 Β· π 240 - 45% open Β· β±οΈ 03.03.2025):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 930 Β· π 240 - 45% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/apache/libcloud
@@ -2916,7 +2916,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 38K / month Β· π¦ 44 Β· β±οΈ 26.09.2025):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 39K / month Β· π¦ 44 Β· β±οΈ 26.09.2025):
```
pip install happybase
```
@@ -2932,7 +2932,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/Scille/umongo
```
-- [PyPi](https://pypi.org/project/umongo) (π₯ 37K / month Β· π¦ 9 Β· β±οΈ 06.10.2025):
+- [PyPi](https://pypi.org/project/umongo) (π₯ 39K / month Β· π¦ 9 Β· β±οΈ 06.10.2025):
```
pip install umongo
```
@@ -2943,12 +2943,12 @@ _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 88 Β· π 440 - 53% open Β· β±οΈ 23.03.2025):
+- [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):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 470K / month Β· π¦ 24 Β· β±οΈ 16.08.2024):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 460K / month Β· π¦ 24 Β· β±οΈ 16.08.2024):
```
pip install prisma
```
@@ -2960,7 +2960,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 64K / month Β· π¦ 13 Β· β±οΈ 26.04.2024):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 66K / month Β· π¦ 13 Β· β±οΈ 26.04.2024):
```
pip install odmantic
```
@@ -3017,14 +3017,14 @@ _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₯45 Β· β 21K Β· π) - The largest hub of ready-to-use datasets for AI models with.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 640 Β· π 3K Β· π¦ 120K Β· π 3.4K - 29% open Β· β±οΈ 19.12.2025):
+- [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 14.01.2026):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 48M / month Β· π¦ 4.4K Β· β±οΈ 19.12.2025):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 48M / month Β· π¦ 4.6K Β· β±οΈ 14.01.2026):
```
pip install datasets
```
@@ -3033,30 +3033,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge datasets
```
Faker (π₯43 Β· β 19K Β· π) - Faker is a Python package that generates fake data for you. MIT
+Faker (π₯44 Β· β 19K Β· π) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 650 Β· π 2K Β· π¦ 290K Β· π 810 - 1% open Β· β±οΈ 29.12.2025):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 650 Β· π 2K Β· π¦ 290K Β· π 820 - 2% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 37M / month Β· π¦ 2.8K Β· β±οΈ 29.12.2025):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 39M / month Β· π¦ 2.9K Β· β±οΈ 13.01.2026):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 1.6M Β· β±οΈ 30.12.2025):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 1.6M Β· β±οΈ 14.01.2026):
```
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
-- [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 19.12.2025):
+- [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 15.01.2026):
```
git clone https://github.com/xlwings/xlwings
```
-- [PyPi](https://pypi.org/project/xlwings) (π₯ 450K / month Β· π¦ 240 Β· β±οΈ 19.12.2025):
+- [PyPi](https://pypi.org/project/xlwings) (π₯ 460K / month Β· π¦ 240 Β· β±οΈ 19.12.2025):
```
pip install xlwings
```
@@ -3067,12 +3067,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (π₯36 Β· β 5.7K) - Python module that makes working with XML feel like you are working.. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 56 Β· π 460 Β· π₯ 39 Β· π¦ 84K Β· π 260 - 0% open Β· β±οΈ 27.10.2025):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 56 Β· π 460 Β· π₯ 41 Β· π¦ 85K Β· π 260 - 0% open Β· β±οΈ 27.10.2025):
```
git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 82M / month Β· π¦ 3.7K Β· β±οΈ 17.09.2025):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 83M / month Β· π¦ 3.7K Β· β±οΈ 17.09.2025):
```
pip install xmltodict
```
@@ -3081,9 +3081,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge xmltodict
```
Tablib (π₯35 Β· β 4.7K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
+Tablib (π₯36 Β· β 4.7K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 130 Β· π 590 Β· π¦ 130K Β· π 270 - 11% open Β· β±οΈ 15.10.2025):
+- [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/jazzband/tablib
@@ -3113,7 +3113,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge smart_open
```
python-magic (π₯35 Β· β 2.9K) - A python wrapper for libmagic. MIT
+python-magic (π₯34 Β· β 2.9K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 65 Β· π 300 Β· π¦ 84K Β· π 230 - 11% open Β· β±οΈ 02.12.2025):
@@ -3124,7 +3124,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 630K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 640K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge python-magic
```
@@ -3136,7 +3136,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 290K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 270K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
```
pip install csvkit
```
@@ -3145,6 +3145,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge csvkit
```
gdown (π₯33 Β· β 5K Β· π) - 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):
+
+ ```
+ git clone https://github.com/wkentaro/gdown
+ ```
+- [PyPi](https://pypi.org/project/gdown) (π₯ 3.3M / month Β· π¦ 1.3K Β· β±οΈ 11.01.2026):
+ ```
+ pip install gdown
+ ```
+- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 470K Β· β±οΈ 11.01.2026):
+ ```
+ conda install -c conda-forge gdown
+ ```
+xlrd (π₯33 Β· β 2.2K Β· π€) - Please use openpyxl where you can... BSD-3
- [GitHub](https://github.com/python-excel/xlrd) (π¨βπ» 52 Β· π 440 Β· π¦ 250K Β· β±οΈ 14.06.2025):
@@ -3168,7 +3184,7 @@ _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₯ 530K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 510K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
```
pip install pandas-datareader
```
@@ -3177,30 +3193,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pandas-datareader
```
gdown (π₯31 Β· β 5K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
+camelot (π₯31 Β· β 3.6K) - A Python library to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 25 Β· π 400 Β· π¦ 58K Β· π 190 - 26% open Β· β±οΈ 12.08.2025):
-
- ```
- git clone https://github.com/wkentaro/gdown
- ```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 2.9M / month Β· π¦ 900 Β· β±οΈ 12.05.2024):
- ```
- pip install gdown
- ```
-- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 470K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge gdown
- ```
-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 25.12.2025):
+- [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₯ 5.1K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 5K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
@@ -3212,7 +3212,7 @@ _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₯ 270K / month Β· π¦ 180 Β· β±οΈ 14.01.2025):
+- [PyPi](https://pypi.org/project/intake) (π₯ 250K / month Β· π¦ 180 Β· β±οΈ 14.01.2025):
```
pip install intake
```
@@ -3228,31 +3228,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 6.8K / month Β· π¦ 6 Β· β±οΈ 09.08.2025):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 7.5K / month Β· π¦ 6 Β· β±οΈ 09.08.2025):
```
pip install img2dataset
```
Singer (π₯27 Β· β 1.3K) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
-- [GitHub](https://github.com/singer-io/getting-started) (π¨βπ» 30 Β· π 150 Β· π 48 - 60% open Β· β±οΈ 08.08.2025):
+- [GitHub](https://github.com/singer-io/getting-started) (π¨βπ» 32 Β· π 150 Β· π 48 - 60% open Β· β±οΈ 08.08.2025):
```
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₯ 3.8M / month Β· π¦ 300 Β· β±οΈ 22.10.2025):
```
pip install singer-python
```
pyexcel-xlsx (π₯24 Β· β 120 Β· π€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
-- [GitHub](https://github.com/pyexcel/pyexcel-xlsx) (π¨βπ» 6 Β· π 33 Β· π₯ 90 Β· π¦ 3.2K Β· π 43 - 20% open Β· β±οΈ 03.05.2025):
+- [GitHub](https://github.com/pyexcel/pyexcel-xlsx) (π¨βπ» 6 Β· π 33 Β· π₯ 91 Β· π¦ 3.2K Β· π 43 - 20% open Β· β±οΈ 03.05.2025):
```
git clone https://github.com/pyexcel/pyexcel-xlsx
```
-- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 830K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
+- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 760K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
```
pip install pyexcel-xlsx
```
@@ -3268,7 +3268,7 @@ _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₯ 670 / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 640 / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
```
pip install rows
```
@@ -3280,7 +3280,7 @@ _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₯ 570 / month Β· β±οΈ 03.01.2025):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 640 / month Β· β±οΈ 03.01.2025):
```
pip install excalibur-py
```
@@ -3292,19 +3292,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 14K / month Β· β±οΈ 26.12.2025):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 16K / month Β· β±οΈ 26.12.2025):
```
pip install upgini
```
csvs-to-sqlite (π₯15 Β· β 930 Β· π€) - Convert CSV files into a SQLite database. Apache-2
+csvs-to-sqlite (π₯15 Β· β 920 Β· π€) - Convert CSV files into a SQLite database. Apache-2
- [GitHub](https://github.com/simonw/csvs-to-sqlite) (π¨βπ» 8 Β· π 70 Β· π 74 - 55% open Β· β±οΈ 10.04.2025):
```
git clone https://github.com/simonw/csvs-to-sqlite
```
-- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 460 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
+- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 430 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
```
pip install csvs-to-sqlite
```
@@ -3316,7 +3316,7 @@ _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₯ 1.1K / month Β· β±οΈ 23.01.2025):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.4K / month Β· β±οΈ 23.01.2025):
```
pip install squirrel-core
```
@@ -3333,8 +3333,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
- textract (π₯26 Β· β 4.4K Β· π) - extract text from any document. no muss. no fuss. MIT
- tabulator-py (π₯26 Β· β 240 Β· π) - Python library for reading and writing tabular data via streams. MIT
- messytables (π₯24 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
+- borb (π₯23 Β· β 3.6K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- deepdish (π₯23 Β· β 270 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
-- borb (π₯22 Β· β 3.6K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- datatest (π₯22 Β· β 300 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
@@ -3345,34 +3345,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
_Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._
-Airflow (π₯50 Β· β 44K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
+Airflow (π₯49 Β· β 44K Β· π) - Platform to programmatically author, schedule, and monitor.. 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 08.01.2026):
+- [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 15.01.2026):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 15M / month Β· π¦ 740 Β· β±οΈ 08.01.2026):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 15M / month Β· π¦ 740 Β· β±οΈ 13.01.2026):
```
pip install apache-airflow
```
-- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 1.9M Β· β±οΈ 15.12.2025):
+- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 1.9M Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 1.6B Β· β 620 Β· β±οΈ 08.01.2026):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 1.6B Β· β 620 Β· β±οΈ 13.01.2026):
```
docker pull apache/airflow
```
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 06.01.2026):
+- [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 10.01.2026):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 27M / month Β· π¦ 2.4K Β· β±οΈ 04.01.2026):
+- [PyPi](https://pypi.org/project/celery) (π₯ 28M / month Β· π¦ 2.4K Β· β±οΈ 04.01.2026):
```
pip install celery
```
@@ -3383,12 +3383,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (π₯46 Β· β 8.4K) - 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₯ 180K Β· π¦ 9.4K Β· π 8.2K - 51% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.9K Β· π 4.5K Β· π₯ 190K Β· π¦ 9.4K Β· π 8.2K - 51% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 45M / month Β· π¦ 180 Β· β±οΈ 08.01.2026):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 49M / month Β· π¦ 180 Β· β±οΈ 14.01.2026):
```
pip install apache-beam
```
@@ -3399,87 +3399,87 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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» 640 Β· π 2.1K Β· π¦ 8K Β· π 6.7K - 15% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 650 Β· π 2.1K Β· π¦ 8K Β· π 6.7K - 16% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 6.5M / month Β· π¦ 420 Β· β±οΈ 31.12.2025):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 6.5M / month Β· π¦ 420 Β· β±οΈ 08.01.2026):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 01.01.2026):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 09.01.2026):
```
conda install -c conda-forge prefect
```
Dagster (π₯42 Β· β 15K Β· π) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯42 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₯ 2.9K Β· π¦ 4.5K Β· π 8.7K - 32% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 640 Β· π 1.9K Β· π₯ 3K Β· π¦ 4.5K Β· π 8.7K - 31% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 3.1M / month Β· π¦ 300 Β· β±οΈ 29.12.2025):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 3.2M / month Β· π¦ 300 Β· β±οΈ 09.01.2026):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.6M Β· β±οΈ 29.12.2025):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.6M Β· β±οΈ 10.01.2026):
```
conda install -c conda-forge dagster
```
joblib (π₯41 Β· β 4.3K) - Computing with Python functions. BSD-3
+rq (π₯41 Β· β 11K) - Simple job queues for Python. 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 08.01.2026):
+- [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 05.01.2026):
```
- git clone https://github.com/joblib/joblib
+ git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 130M / month Β· π¦ 9.6K Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/rq) (π₯ 3.3M / month Β· π¦ 310 Β· β±οΈ 22.11.2025):
```
- pip install joblib
+ pip install rq
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 42M Β· β±οΈ 15.12.2025):
+- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 210K Β· β±οΈ 21.07.2025):
```
- conda install -c conda-forge joblib
+ conda install -c conda-forge rq
```
rq (π₯40 Β· β 11K) - Simple job queues for Python. BSD-3
+joblib (π₯41 Β· β 4.3K) - Computing with Python functions. 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 05.01.2026):
+- [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):
```
- git clone https://github.com/rq/rq
+ git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 3.3M / month Β· π¦ 310 Β· β±οΈ 22.11.2025):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 130M / month Β· π¦ 9.6K Β· β±οΈ 15.12.2025):
```
- pip install rq
+ pip install joblib
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 210K Β· β±οΈ 21.07.2025):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 42M Β· β±οΈ 15.12.2025):
```
- conda install -c conda-forge rq
+ conda install -c conda-forge joblib
```
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 2K - 3% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 460 Β· π 1.7K Β· π 2.1K - 3% open Β· β±οΈ 14.01.2026):
```
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 18.12.2025):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 23M / month Β· π¦ 140 Β· β±οΈ 12.01.2026):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.4M Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.4M Β· β±οΈ 12.01.2026):
```
conda install -c conda-forge great-expectations
```
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 08.01.2026):
+- [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 14.01.2026):
```
git clone https://github.com/kedro-org/kedro
@@ -3496,7 +3496,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 980K / month Β· π¦ 170 Β· β±οΈ 06.12.2024):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 960K / month Β· π¦ 170 Β· β±οΈ 06.12.2024):
```
pip install luigi
```
@@ -3507,7 +3507,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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₯ 180 Β· π¦ 3.4K Β· π 480 - 10% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 140 Β· π 700 Β· π₯ 260 Β· π¦ 3.4K Β· π 480 - 10% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/activeloopai/Hub
@@ -3517,32 +3517,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install hub
```
huey (π₯34 Β· β 5.9K) - a little task queue for python. MIT
+zenml (π₯35 Β· β 5.1K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
-- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 71 Β· π 390 Β· π¦ 2K Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 140 Β· π 570 Β· π¦ 1.4K Β· π 540 - 16% open Β· β±οΈ 14.01.2026):
```
- git clone https://github.com/coleifer/huey
- ```
-- [PyPi](https://pypi.org/project/huey) (π₯ 6.9M / month Β· π¦ 120 Β· β±οΈ 06.01.2026):
- ```
- pip install huey
+ git clone https://github.com/zenml-io/zenml
```
-- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 64K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 41K / month Β· π¦ 6 Β· β±οΈ 14.01.2026):
```
- conda install -c conda-forge huey
+ pip install zenml
```
zenml (π₯34 Β· β 5.1K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
+huey (π₯34 Β· β 5.9K) - a little task queue for python. MIT
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 140 Β· π 570 Β· π¦ 1.4K Β· π 540 - 17% open Β· β±οΈ 16.12.2025):
+- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 71 Β· π 390 Β· π¦ 2K Β· β±οΈ 07.01.2026):
```
- git clone https://github.com/zenml-io/zenml
+ git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 45K / month Β· π¦ 6 Β· β±οΈ 16.12.2025):
+- [PyPi](https://pypi.org/project/huey) (π₯ 7.4M / month Β· π¦ 120 Β· β±οΈ 06.01.2026):
```
- pip install zenml
+ pip install huey
+ ```
+- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 66K Β· β±οΈ 06.01.2026):
+ ```
+ conda install -c conda-forge huey
```
petl (π₯32 Β· β 1.3K) - Python Extract Transform and Load Tables of Data. MIT
@@ -3552,35 +3552,51 @@ _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₯ 870K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
+- [PyPi](https://pypi.org/project/petl) (π₯ 840K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
```
pip install petl
```
-- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 380K Β· β±οΈ 11.07.2025):
+- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 390K Β· β±οΈ 11.07.2025):
```
conda install -c conda-forge petl
```
CocoIndex (π₯31 Β· β 5.8K) - Data transformation framework for AI. Ultra performant, with.. Apache-2
-- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 50 Β· π 420 Β· π¦ 21 Β· π 260 - 20% open Β· β±οΈ 07.01.2026):
+- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 50 Β· π 430 Β· π¦ 22 Β· π 260 - 20% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/cocoindex-io/cocoindex
```
-- [PyPi](https://pypi.org/project/cocoindex) (π₯ 9.3K / month Β· π¦ 1 Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/cocoindex) (π₯ 13K / month Β· π¦ 1 Β· β±οΈ 15.01.2026):
```
pip install cocoindex
```
mleap (π₯31 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
+
+- [GitHub](https://github.com/combust/mleap) (π¨βπ» 86 Β· π 320 Β· π¦ 240 Β· π 490 - 23% open Β· β±οΈ 12.01.2026):
+
+ ```
+ git clone https://github.com/combust/mleap
+ ```
+- [PyPi](https://pypi.org/project/mleap) (π₯ 2.1M / month Β· π¦ 11 Β· β±οΈ 12.01.2026):
+ ```
+ pip install mleap
+ ```
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 110K Β· β±οΈ 13.01.2026):
+ ```
+ conda install -c conda-forge mleap
+ ```
+arq (π₯29 Β· β 2.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT
-- [GitHub](https://github.com/python-arq/arq) (π¨βπ» 64 Β· π 190 Β· π¦ 1K Β· π 240 - 35% open Β· β±οΈ 18.10.2025):
+- [GitHub](https://github.com/python-arq/arq) (π¨βπ» 64 Β· π 190 Β· π¦ 1K Β· π 250 - 36% open Β· β±οΈ 18.10.2025):
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 470K / month Β· π¦ 33 Β· β±οΈ 06.01.2025):
+- [PyPi](https://pypi.org/project/arq) (π₯ 500K / month Β· π¦ 33 Β· β±οΈ 06.01.2025):
```
pip install arq
```
@@ -3596,14 +3612,14 @@ _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₯ 120K / month Β· π¦ 8 Β· β±οΈ 03.12.2024):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 130K / month Β· π¦ 8 Β· β±οΈ 03.12.2024):
```
pip install whylogs
```
PyFunctional (π₯27 Β· β 2.5K Β· π€) - Python library for creating data pipelines with chain.. MIT
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 33 Β· π 130 Β· π¦ 960 Β· π 140 - 9% open Β· β±οΈ 13.03.2025):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 33 Β· π 130 Β· π¦ 970 Β· π 140 - 9% open Β· β±οΈ 13.03.2025):
```
git clone https://github.com/EntilZha/PyFunctional
@@ -3620,7 +3636,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 3.9K / month Β· π¦ 13 Β· β±οΈ 18.09.2024):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.4K / month Β· π¦ 13 Β· β±οΈ 18.09.2024):
```
pip install ploomber
```
@@ -3629,14 +3645,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge ploomber
```
TaskTiger (π₯24 Β· β 1.5K) - Python task queue using Redis. MIT
+TaskTiger (π₯25 Β· β 1.5K) - Python task queue using Redis. MIT
-- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 34 Β· π 87 Β· π¦ 33 Β· π 87 - 50% open Β· β±οΈ 05.12.2025):
+- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 34 Β· π 88 Β· π¦ 33 Β· π 87 - 50% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.2K / month Β· π¦ 2 Β· β±οΈ 05.12.2025):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.8K / month Β· π¦ 2 Β· β±οΈ 15.01.2026):
```
pip install tasktiger
```
@@ -3655,12 +3671,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
flupy (π₯23 Β· β 200) - Fluent data pipelines for python and your shell. MIT
-- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 8 Β· π 15 Β· π¦ 630 Β· π 21 - 19% open Β· β±οΈ 18.07.2025):
+- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 8 Β· π 15 Β· π¦ 640 Β· π 21 - 19% open Β· β±οΈ 18.07.2025):
```
git clone https://github.com/olirice/flupy
```
-- [PyPi](https://pypi.org/project/flupy) (π₯ 800K / month Β· π¦ 4 Β· β±οΈ 15.07.2025):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 810K / month Β· π¦ 4 Β· β±οΈ 15.07.2025):
```
pip install flupy
```
@@ -3672,7 +3688,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pdpipe/pdpipe
```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 750 / month Β· π¦ 14 Β· β±οΈ 01.07.2025):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.1K / month Β· π¦ 14 Β· β±οΈ 01.07.2025):
```
pip install pdpipe
```
@@ -3688,44 +3704,43 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 300 / month Β· β±οΈ 21.10.2025):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 370 / month Β· β±οΈ 21.10.2025):
```
pip install batchflow
```
kale (π₯19 Β· β 660) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
+kale (π₯20 Β· β 660) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
-- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 18 Β· π 140 Β· π 210 - 13% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 19 Β· π 140 Β· π 210 - 13% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/kubeflow-kale/kale
```
-- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 740 / month Β· β±οΈ 19.05.2021):
+- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 1.1K / month Β· β±οΈ 19.05.2021):
```
pip install kubeflow-kale
```
Show 19 hidden projects...
+Show 18 hidden projects...
- dbt (π₯37 Β· β 12K) - dbt enables data analysts and engineers to transform their data using.. βUnlicensed
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
-- mleap (π₯30 Β· β 1.5K Β· π) - MLeap: Deploy ML Pipelines to Production. 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
-- Pypeline (π₯25 Β· β 1.6K Β· π) - Concurrent data pipelines in Python . MIT
- 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
- 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
- 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
-- riko (π₯17 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. 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
- datajob (π₯14 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
-- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
+- RasgoQL (π₯13 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
@@ -3740,7 +3755,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 49M / month Β· π¦ 470 Β· β±οΈ 16.09.2025):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 50M / month Β· π¦ 470 Β· β±οΈ 16.09.2025):
```
pip install xlsxwriter
```
@@ -3756,7 +3771,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 520M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 530M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
```
pip install pyyaml
```
@@ -3772,7 +3787,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jmespath/jmespath.py
```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 350M / month Β· π¦ 1.5K Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 360M / month Β· π¦ 1.5K Β· β±οΈ 17.06.2022):
```
pip install jmespath
```
@@ -3787,7 +3802,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-deepdiff (π₯36 Β· β 2.4K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
+deepdiff (π₯36 Β· β 2.5K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 98 Β· π 260 Β· π¦ 20K Β· π 360 - 26% open Β· β±οΈ 03.09.2025):
@@ -3798,7 +3813,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install deepdiff
```
-- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 760K Β· β±οΈ 04.09.2025):
+- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 770K Β· β±οΈ 04.09.2025):
```
conda install -c conda-forge deepdiff
```
@@ -3837,7 +3852,7 @@ _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₯ 400M / month Β· π¦ 10K Β· β±οΈ 06.10.2025):
+- [PyPi](https://pypi.org/project/attrs) (π₯ 410M / month Β· π¦ 10K Β· β±οΈ 06.10.2025):
```
pip install attrs
```
@@ -3848,7 +3863,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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₯ 3.5K Β· π¦ 280K Β· π 430 - 7% open Β· β±οΈ 07.01.2026):
+- [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 11.01.2026):
```
git clone https://github.com/more-itertools/more-itertools
@@ -3862,46 +3877,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge more-itertools
```
python-dependency-injector (π₯35 Β· β 4.8K) - Dependency injection framework for Python. BSD-3
+tenacity (π₯35 Β· β 8.3K) - Retrying library for Python. Apache-2
-- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 41 Β· π 340 Β· π¦ 5.3K Β· π 640 - 31% open Β· β±οΈ 04.12.2025):
+- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 100 Β· π 300 Β· π 300 - 42% open Β· β±οΈ 01.01.2026):
```
- git clone https://github.com/ets-labs/python-dependency-injector
+ git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 3.3M / month Β· π¦ 340 Β· β±οΈ 04.12.2025):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 190M / month Β· π¦ 3.8K Β· β±οΈ 02.04.2025):
```
- pip install dependency-injector
+ pip install tenacity
```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 110K Β· β±οΈ 04.12.2025):
+- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 13M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge dependency_injector
+ conda install -c conda-forge tenacity
```
tenacity (π₯34 Β· β 8.2K) - Retrying library for Python. Apache-2
+python-dependency-injector (π₯35 Β· β 4.8K) - Dependency injection framework for Python. BSD-3
-- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 100 Β· π 300 Β· π 300 - 42% open Β· β±οΈ 01.01.2026):
+- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 41 Β· π 340 Β· π¦ 5.3K Β· π 640 - 31% open Β· β±οΈ 04.12.2025):
```
- git clone https://github.com/jd/tenacity
+ git clone https://github.com/ets-labs/python-dependency-injector
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 180M / month Β· π¦ 3.8K Β· β±οΈ 02.04.2025):
+- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 3.5M / month Β· π¦ 340 Β· β±οΈ 04.12.2025):
```
- pip install tenacity
+ pip install dependency-injector
```
-- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 12M Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 110K Β· β±οΈ 04.12.2025):
```
- conda install -c conda-forge tenacity
+ conda install -c conda-forge dependency_injector
```
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₯ 45 Β· π¦ 11K Β· π 190 - 36% open Β· β±οΈ 30.12.2025):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 96 Β· π 370 Β· π₯ 46 Β· π¦ 11K Β· π 190 - 36% open Β· β±οΈ 30.12.2025):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 8.9M / month Β· π¦ 380 Β· β±οΈ 03.02.2025):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 10M / month Β· π¦ 380 Β· β±οΈ 03.02.2025):
```
pip install boltons
```
@@ -3912,16 +3927,16 @@ _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» 66 Β· π 140 Β· π¦ 920 Β· π 440 - 17% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 67 Β· π 140 Β· π¦ 930 Β· π 450 - 19% open Β· β±οΈ 13.01.2026):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 720K / month Β· π¦ 180 Β· β±οΈ 24.07.2025):
+- [PyPi](https://pypi.org/project/returns) (π₯ 640K / month Β· π¦ 210 Β· β±οΈ 24.07.2025):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 47K Β· β±οΈ 29.07.2025):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 48K Β· β±οΈ 29.07.2025):
```
conda install -c conda-forge returns
```
@@ -3944,7 +3959,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (π₯29 Β· β 1K) - Simple yet flexible natural sorting in Python. MIT
-- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 24 Β· π 58 Β· π¦ 44K Β· π 100 - 3% open Β· β±οΈ 01.08.2025):
+- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 24 Β· π 58 Β· π¦ 45K Β· π 100 - 3% open Β· β±οΈ 01.08.2025):
```
git clone https://github.com/SethMMorton/natsort
@@ -3965,7 +3980,7 @@ _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
```
@@ -3981,7 +3996,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 38K / month Β· π¦ 110 Β· β±οΈ 17.08.2025):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 40K / month Β· π¦ 110 Β· β±οΈ 17.08.2025):
```
pip install ubelt
```
@@ -3997,7 +4012,7 @@ _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₯ 37K / month Β· π¦ 37 Β· β±οΈ 07.11.2019):
+- [PyPi](https://pypi.org/project/pampy) (π₯ 35K / month Β· π¦ 37 Β· β±οΈ 07.11.2019):
```
pip install pampy
```
@@ -4017,12 +4032,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯51 Β· β 71K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.6K Β· π 34K Β· π¦ 630K Β· π 77K - 11% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.7K Β· π 34K Β· π¦ 630K Β· π 77K - 11% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 9 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 8 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4037,7 +4052,7 @@ _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 07.01.2026):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 720 Β· π 8.6K Β· π₯ 110K Β· π¦ 16 Β· π 6.3K - 28% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/micropython/micropython
@@ -4067,7 +4082,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 210M / month Β· π¦ 6.3K Β· β±οΈ 23.12.2025):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 220M / month Β· π¦ 6.3K Β· β±οΈ 23.12.2025):
```
pip install pyparsing
```
@@ -4076,36 +4091,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pyparsing
```
wrapt (π₯40 Β· β 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
+Pygments (π₯42 Β· β 2.1K Β· π) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 36 Β· π 240 Β· π¦ 610K Β· π 220 - 25% open Β· β±οΈ 01.01.2026):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 890 Β· π 760 Β· π¦ 1.1M Β· π 2K - 29% open Β· β±οΈ 11.01.2026):
```
- git clone https://github.com/GrahamDumpleton/wrapt
+ git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 230M / month Β· π¦ 2.9K Β· β±οΈ 07.11.2025):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 460M / month Β· π¦ 9.6K Β· β±οΈ 21.06.2025):
```
- pip install wrapt
+ pip install pygments
```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 31M Β· β±οΈ 08.11.2025):
+- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 54M Β· β±οΈ 22.06.2025):
```
- conda install -c conda-forge wrapt
+ conda install -c conda-forge pygments
```
Pygments (π₯40 Β· β 2.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2
+wrapt (π₯40 Β· β 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 890 Β· π 750 Β· π¦ 1.1M Β· π 2K - 28% open Β· β±οΈ 12.08.2025):
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 36 Β· π 240 Β· π¦ 610K Β· π 220 - 24% open Β· β±οΈ 15.01.2026):
```
- git clone https://github.com/pygments/pygments
+ git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 440M / month Β· π¦ 9.6K Β· β±οΈ 21.06.2025):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 240M / month Β· π¦ 3K Β· β±οΈ 15.01.2026):
```
- pip install pygments
+ pip install wrapt
```
-- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 54M Β· β±οΈ 22.06.2025):
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 31M Β· β±οΈ 08.11.2025):
```
- conda install -c conda-forge pygments
+ conda install -c conda-forge wrapt
```
cookiecutter (π₯39 Β· β 25K) - A cross-platform command-line utility that creates projects from.. BSD-3
@@ -4126,7 +4141,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (π₯38 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 29.12.2025):
+- [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
@@ -4135,7 +4150,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install diagrams
```
-- [Conda](https://anaconda.org/conda-forge/diagrams) (π₯ 320K Β· β±οΈ 24.11.2025):
+- [Conda](https://anaconda.org/conda-forge/diagrams) (π₯ 330K Β· β±οΈ 24.11.2025):
```
conda install -c conda-forge diagrams
```
@@ -4147,7 +4162,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/eliben/pycparser
```
-- [PyPi](https://pypi.org/project/pycparser) (π₯ 430M / month Β· π¦ 3K Β· β±οΈ 09.09.2025):
+- [PyPi](https://pypi.org/project/pycparser) (π₯ 440M / month Β· π¦ 3K Β· β±οΈ 09.09.2025):
```
pip install pycparser
```
@@ -4158,12 +4173,12 @@ _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¦ 760K Β· π 200 - 26% open Β· β±οΈ 27.12.2025):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 54 Β· π 140 Β· π¦ 760K Β· π 200 - 26% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 450M / month Β· π¦ 2.6K Β· β±οΈ 15.05.2025):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 470M / month Β· π¦ 2.6K Β· β±οΈ 15.05.2025):
```
pip install pluggy
```
@@ -4174,35 +4189,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (π₯35 Β· β 1.1K) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 80 Β· π 290 Β· π¦ 13K Β· π 470 - 5% open Β· β±οΈ 08.01.2026):
+- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 82 Β· π 290 Β· π¦ 13K Β· π 470 - 5% open Β· β±οΈ 15.01.2026):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 6M / month Β· π¦ 1K Β· β±οΈ 06.01.2026):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 6.7M / month Β· π¦ 1K Β· β±οΈ 14.01.2026):
```
pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 210K Β· β±οΈ 06.01.2026):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 210K Β· β±οΈ 15.01.2026):
```
conda install -c conda-forge fastcore
```
Copier (π₯34 Β· β 3K) - Library and command-line utility for rendering projects templates. MIT
+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» 110 Β· π 230 Β· π¦ 1.7K Β· π 640 - 20% open Β· β±οΈ 05.01.2026):
+- [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 14.01.2026):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 820K / month Β· π¦ 270 Β· β±οΈ 20.11.2025):
+- [PyPi](https://pypi.org/project/copier) (π₯ 870K / month Β· π¦ 280 Β· β±οΈ 10.01.2026):
```
pip install copier
```
py4j (π₯34 Β· β 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3
-- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 43 Β· π 230 Β· π¦ 54K Β· π 440 - 36% open Β· β±οΈ 11.12.2025):
+- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 43 Β· π 230 Β· π¦ 55K Β· π 440 - 36% open Β· β±οΈ 11.12.2025):
```
git clone https://github.com/bartdag/py4j
@@ -4218,12 +4233,12 @@ _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 110 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¦ 750K 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₯ 140M / month Β· π¦ 2.5K Β· β±οΈ 24.02.2025):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 150M / month Β· π¦ 2.5K Β· β±οΈ 24.02.2025):
```
pip install decorator
```
@@ -4234,23 +4249,23 @@ _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 47 Β· π¦ 320K Β· π 68 - 51% open Β· β±οΈ 01.01.2026):
+- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 19 Β· π 47 Β· π¦ 320K Β· π 68 - 51% open Β· β±οΈ 14.01.2026):
```
git clone https://github.com/arsenetar/send2trash
```
-- [PyPi](https://pypi.org/project/send2trash) (π₯ 31M / month Β· π¦ 710 Β· β±οΈ 31.12.2025):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 32M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
```
pip install send2trash
```
-- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 20M Β· β±οΈ 31.12.2025):
+- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 20M Β· β±οΈ 14.01.2026):
```
conda install -c conda-forge send2trash
```
python-mss (π₯29 Β· β 1.2K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
-- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 27 Β· π 110 Β· π 160 - 26% open Β· β±οΈ 05.01.2026):
+- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 27 Β· π 110 Β· π 160 - 26% open Β· β±οΈ 12.01.2026):
```
git clone https://github.com/BoboTiG/python-mss
@@ -4259,7 +4274,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install mss
```
-- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 88K Β· β±οΈ 16.08.2025):
+- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 89K Β· β±οΈ 16.08.2025):
```
conda install -c conda-forge python-mss
```
@@ -4268,11 +4283,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- keyboard (π₯33 Β· β 4K Β· π) - Hook and simulate global keyboard events on Windows and Linux. MIT
- pyscaffold (π₯29 Β· β 2.2K Β· π) - Python project template generator with batteries included. MIT
-- powerline-shell (π₯26 Β· β 6.3K Β· π) - A beautiful and useful prompt for your shell. MIT
+- powerline-shell (π₯27 Β· β 6.3K Β· π) - A beautiful and useful prompt for your shell. MIT
- pyscreenshot (π₯26 Β· β 510 Β· π) - Python screenshot library, replacement for the Pillow.. BSD-2
- catalogue (π₯26 Β· β 180 Β· π) - Super lightweight function registries for your library. MIT
- pluginbase (π₯25 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
-- openpyxl (π₯24 Β· β 10) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- openpyxl (π₯24 Β· β 11) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- macropy (π₯22 Β· β 3.3K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
Apache-2
+- Faker (π₯44 Β· β 19K Β· π) - Faker is a Python package that generates fake data for you. MIT
+- google-cloud-storage (π₯42 Β· β 5.2K Β· π) - Google Cloud Client Library for Python. Apache-2
+- Pygments (π₯42 Β· β 2.1K Β· π) - Pygments is a generic syntax highlighter written in Python. BSD-2
+- gdown (π₯33 Β· β 5K Β· π) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
+
+## π Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- Airflow (π₯49 Β· β 44K Β· π) - Platform to programmatically author, schedule, and monitor.. Apache-2
+- elasticsearch (π₯42 Β· β 4.4K Β· π) - Official Python client for Elasticsearch. Apache-2
+- docker (π₯41 Β· β 7.2K Β· π) - A Python library for the Docker Engine API. Apache-2
+- netmiko (π₯37 Β· β 4.1K Β· π) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
+- numexpr (π₯36 Β· β 2.4K Β· π) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
+
diff --git a/history/2026-01-15_projects.csv b/history/2026-01-15_projects.csv
new file mode 100644
index 0000000..3498047
--- /dev/null
+++ b/history/2026-01-15_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 19:41:36.000,2026-01-08 14:08:22.000,2025-11-07 05:42:31,627.0,7.0,2980,447.0,343.0,28.0,34.0,23022,2025-11-04 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 13:09:27.000,2026-01-08 18:26:43.000,2026-01-08 18:26:41,395.0,23.0,194,55.0,231.0,3.0,4.0,2669,2026-01-08 18:26:47.000,2026.01.08,100.0,16.0,0,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 14:46:24.000,2026-01-08 15:11:37.000,2026-01-08 15:11:35,388.0,23.0,56,24.0,220.0,4.0,5.0,1227,2026-01-08 15:11:42.000,2026.01.08,100.0,7.0,0,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 13:09:27.000,2026-01-08 18:26:43.000,2026-01-08 18:26:41,395.0,23.0,194,55.0,231.0,3.0,4.0,2669,2026-01-08 18:26:47.000,2026.01.08,100.0,16.0,0,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 19:41:36.000,2026-01-08 14:08:22.000,2025-11-07 05:42:31,627.0,7.0,2980,447.0,343.0,28.0,34.0,23022,2025-11-04 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 21:02:35.000,2026-01-14 15:15:37.000,2026-01-14 15:15:37,889.0,3.0,6877,1605.0,355.0,16.0,85.0,42647,,,,144.0,0,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 19:41:36.000,2026-01-08 14:08:22.000,2025-11-07 05:42:31,627.0,7.0,2980,447.0,343.0,28.0,34.0,23022,2025-11-04 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 01:37:33.000,2026-01-14 22:41:56.000,2026-01-14 21:56:17,37002.0,421.0,19514,1106.0,35613.0,3623.0,24580.0,47590,2025-09-29 23:16:53.000,2.3.3,134.0,4094.0,54,True,2904194.0,2796703.0,pandas,conda-forge/pandas,['pandas'],2922422.0,449554614.0,https://pypi.org/project/pandas,2026-01-14 22:41:56.000,107491.0,448342454.0,https://anaconda.org/conda-forge/pandas,2025-12-20 22:48:47.756,74869314.0,1.0,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2026-01-15 11:45:05.000,2026-01-15 11:45:00,22258.0,506.0,16008,2020.0,18309.0,238.0,6631.0,70312,2026-01-12 18:33:29.000,6.33.4,209.0,1385.0,53,True,977170.0,963003.0,protobuf,conda-forge/protobuf,,80524356.0,483449813.0,https://pypi.org/project/protobuf,2026-01-12 18:33:29.000,10488.0,472069251.0,https://anaconda.org/conda-forge/protobuf,2025-10-14 08:44:36.955,27160735.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2025-11-19 09:43:40.607,3679.0,9017132.0,,,,,,,,,,,,
+9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,,MIT,2017-02-10 19:23:51.000,2026-01-15 12:52:39.000,2026-01-15 12:49:46,129929.0,1131.0,33888,1535.0,67895.0,9212.0,67831.0,71070,2020-07-22 03:00:52.000,0.0.6,11.0,3653.0,51,True,629496.0,629469.0,cpython,conda-forge/typing,,,53598.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,21.0,8.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3644120.0,1.0,@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 23:02:39.000,2026-01-15 03:10:06.000,2026-01-15 03:10:06,40543.0,716.0,11958,591.0,16845.0,2332.0,11628.0,31228,2026-01-10 18:01:49.000,2.4.1,186.0,2026.0,51,False,3734242.0,3571287.0,numpy,conda-forge/numpy,,1277414.0,611442159.0,https://pypi.org/project/numpy,2026-01-10 06:42:14.000,162955.0,609633767.0,https://anaconda.org/conda-forge/numpy,2026-01-11 01:10:03.682,120050842.0,1.0,,,,,,,,,,,,,,,,,
+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 18:04:58.000,2026-01-15 13:28:41.000,2026-01-15 13:27:32,35327.0,1857.0,16270,758.0,41593.0,1710.0,12112.0,44474,2026-01-13 21:57:27.000,airflow-ctl/0.1.1,269.0,4088.0,49,True,19931.0,19189.0,apache-airflow,conda-forge/airflow,,633389.0,27013284.0,https://pypi.org/project/apache-airflow,2026-01-13 09:36:44.000,742.0,14855665.0,https://anaconda.org/conda-forge/airflow,2026-01-14 13:21:46.907,1870785.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2026-01-13 10:17:57.907006,620.0,1563586963.0,-1.0,,,,,
+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 21:38:03.000,2026-01-15 02:43:01.351,2026-01-14 19:15:48,7334.0,204.0,1946,224.0,862.0,175.0,3443.0,9652,2026-01-14 20:37:20.000,1.42.28,1954.0,168.0,49,True,606506.0,589126.0,boto3,conda-forge/boto3,,,1380910658.0,https://pypi.org/project/boto3,2026-01-14 20:37:20.000,17380.0,1380487485.0,https://anaconda.org/conda-forge/boto3,2026-01-15 02:43:01.351,28775818.0,1.0,,,,,,,,,,,,,,,,,
+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 14:58:02.000,2026-01-15 12:13:14.000,2026-01-15 12:13:13,55299.0,111.0,24210,1881.0,52830.0,881.0,32700.0,67647,2025-12-30 16:42:32.000,13.2.0,421.0,6924.0,48,True,42055.0,41490.0,ansible,conda-forge/ansible,,,8598018.0,https://pypi.org/project/ansible,2025-12-30 16:42:32.000,565.0,8572418.0,https://anaconda.org/conda-forge/ansible,2025-09-10 05:18:25.731,1740824.0,1.0,,,,,,,,,,,,,,,,,
+14,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 06:51:28,2980.0,61.0,1507,180.0,1321.0,140.0,1610.0,17119,2025-11-15 20:46:24.000,8.3.1,59.0,421.0,48,True,2362674.0,2309095.0,click,conda-forge/click,,4103.0,439240176.0,https://pypi.org/project/click,2025-11-15 20:45:41.000,53579.0,438236184.0,https://anaconda.org/conda-forge/click,2025-11-30 16:04:43.100,56220307.0,1.0,,,,,,,,,,,,,,,,,
+15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,,BSD-3-Clause,2009-04-24 11:31:24.000,2026-01-10 18:43:35.000,2026-01-10 18:43:35,12965.0,58.0,4925,453.0,3768.0,757.0,4509.0,27873,2026-01-04 12:36:35.000,5.6.2,226.0,1457.0,47,True,185802.0,183367.0,celery,conda-forge/celery,,,28036392.0,https://pypi.org/project/celery,2026-01-04 12:35:55.000,2435.0,28001666.0,https://anaconda.org/conda-forge/celery,2025-06-04 06:13:50.569,2326642.0,1.0,,,,,,,,,,,,,,,,,
+16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2026-01-15 07:51:18.000,2026-01-15 07:46:52,5347.0,139.0,2367,134.0,4811.0,507.0,4983.0,26457,2025-12-18 15:46:45.000,1.10.26,194.0,721.0,46,True,992276.0,939087.0,pydantic,conda-forge/pydantic,,,498343649.0,https://pypi.org/project/pydantic,2025-12-18 15:46:28.000,53189.0,498054357.0,https://anaconda.org/conda-forge/pydantic,2025-11-29 16:41:24.485,19093314.0,1.0,,,,,,,,,,,,,,,,,
+17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,,MIT,2018-11-27 03:35:03.000,2026-01-14 18:44:05.000,2026-01-14 18:43:26,17902.0,163.0,1605,103.0,1021.0,206.0,7951.0,11386,2025-12-09 21:05:22.000,rel_2_0_45,320.0,807.0,46,True,1179822.0,1163287.0,SQLAlchemy,conda-forge/sqlalchemy,,8035.0,236119096.0,https://pypi.org/project/SQLAlchemy,2025-12-09 21:05:16.000,16535.0,235707567.0,https://anaconda.org/conda-forge/sqlalchemy,2025-12-10 08:22:55.526,25094761.0,1.0,,,,,,,,,,,,,,,,,
+18,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 08:00:06.000,2026-01-15 12:18:11.000,2026-01-14 23:40:08,46331.0,479.0,4482,257.0,29206.0,4184.0,3998.0,8446,2025-12-16 12:27:46.000,2.70.0,158.0,1853.0,46,True,9587.0,9409.0,apache-beam,conda-forge/apache-beam-with-aws,,190174.0,49248098.0,https://pypi.org/project/apache-beam,2026-01-14 23:40:05.000,178.0,49239978.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2025-12-16 18:40:07.619,293870.0,1.0,,,,,,,,,,,,,,,,,
+19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,,Apache-2.0,2012-11-13 13:25:36.000,2026-01-15 09:07:04.569,2026-01-14 21:38:33,12783.0,235.0,1137,64.0,2385.0,148.0,1079.0,1598,2026-01-14 20:37:08.000,1.42.28,2352.0,218.0,46,True,430618.0,426417.0,botocore,conda-forge/botocore,,,965941013.0,https://pypi.org/project/botocore,2026-01-14 20:37:08.000,4201.0,965292840.0,https://anaconda.org/conda-forge/botocore,2026-01-15 09:07:04.569,40186760.0,1.0,,,,,,,,,,,,,,,,,
+20,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 18:33:01.000,2025-12-22 07:41:54.888,2025-12-22 02:25:14,3338.0,90.0,3474,627.0,2863.0,154.0,2489.0,25396,2025-12-19 23:16:13.000,25.12.19,44.0,746.0,45,True,195204.0,194207.0,flatbuffers,conda-forge/flatbuffers,,1473160.0,42690283.0,https://pypi.org/project/flatbuffers,2025-12-19 23:16:13.000,705.0,35931340.0,https://anaconda.org/conda-forge/flatbuffers,2025-12-22 07:41:54.888,1836668.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2025-09-24 05:25:45.967,292.0,6718722.0,,,,,,,,,,,,
+21,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 09:23:22.000,2026-01-14 18:34:58.000,2026-01-14 18:34:56,4181.0,45.0,3068,281.0,4515.0,1034.0,2364.0,21085,2026-01-14 18:33:15.000,4.5.0,108.0,639.0,45,True,126195.0,121549.0,datasets,conda-forge/datasets,,,48491067.0,https://pypi.org/project/datasets,2026-01-14 18:27:52.000,4646.0,48450271.0,https://anaconda.org/conda-forge/datasets,2025-12-19 18:51:14.572,2488568.0,1.0,,,,,,,,,,,,1.0,,,,,
+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 02:23:38.000,2026-01-15 12:57:14.000,2026-01-15 12:41:46,14591.0,407.0,1688,126.0,11324.0,47.0,2740.0,7429,2025-10-15 23:16:52.000,46.0.3,150.0,533.0,45,False,943781.0,929320.0,cryptography,conda-forge/cryptography,,,540056854.0,https://pypi.org/project/cryptography,2025-10-15 23:16:52.000,14461.0,538991575.0,https://anaconda.org/conda-forge/cryptography,2025-12-04 00:10:56.834,70308414.0,1.0,,,,,,,,,,,,,,,,,
+23,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 15:28:09.000,2025-12-22 15:26:57.000,2025-12-22 15:26:57,4295.0,2.0,1980,531.0,1333.0,313.0,1234.0,55123,2025-10-09 14:18:08.000,14.2.0,201.0,277.0,44,True,517749.0,492126.0,rich,conda-forge/rich,,,242034292.0,https://pypi.org/project/rich,2025-10-09 14:16:51.000,25623.0,241776315.0,https://anaconda.org/conda-forge/rich,2025-10-09 16:10:55.602,17026527.0,1.0,,,,,,,,,,,,,,,,,
+24,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 19:45:33.000,2026-01-15 13:23:35.000,2026-01-15 12:05:11,14029.0,558.0,2550,177.0,13874.0,2698.0,9672.0,36982,2026-01-12 23:27:26.000,py-1.37.1,438.0,655.0,44,False,33662.0,29466.0,polars,,,16455.0,32199282.0,https://pypi.org/project/polars,2026-01-12 23:25:48.000,4196.0,32198499.0,,,,1.0,,,,,,,,,,,,,,,,,
+25,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 21:02:47.000,2026-01-15 13:22:27.000,2026-01-15 10:46:48,14385.0,338.0,1286,190.0,11244.0,2472.0,6451.0,24516,2026-01-07 17:28:08.000,3.215.0,4983.0,684.0,44,True,11955.0,10556.0,pulumi,,,3191409.0,7841004.0,https://pypi.org/project/pulumi,2026-01-15 11:39:55.000,465.0,4451621.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2026-01-15 11:39:50.712,934.0,3221415.0,,,,,,,,,,,,
+26,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 21:59:26.000,2026-01-15 08:09:43.000,2026-01-14 19:53:16,20299.0,628.0,2080,165.0,12720.0,1087.0,5649.0,21335,2026-01-08 21:17:34.000,3.6.10,685.0,648.0,44,True,8398.0,7980.0,prefect,conda-forge/prefect,,,6527907.0,https://pypi.org/project/prefect,2026-01-08 21:17:34.000,418.0,6512286.0,https://anaconda.org/conda-forge/prefect,2026-01-09 08:23:01.618,1062230.0,1.0,,,,,,,,,,,,,,,,,
+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 20:54:23,4115.0,49.0,2041,219.0,1491.0,20.0,799.0,19023,2026-01-13 20:51:55.000,40.1.2,457.0,646.0,44,True,294563.0,291711.0,Faker,conda-forge/faker,,,38901980.0,https://pypi.org/project/Faker,2026-01-13 20:51:47.000,2852.0,38877468.0,https://anaconda.org/conda-forge/faker,2026-01-14 11:56:58.091,1642339.0,1.0,,,,,,,,,,,,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 16:07:36.000,2026-01-14 22:29:12.000,2026-01-14 19:15:52,13559.0,198.0,4445,561.0,4615.0,608.0,4402.0,16663,2026-01-14 20:37:15.000,1.44.18,2385.0,480.0,44,True,748.0,5.0,awscli,conda-forge/awscli,,11208.0,325375070.0,https://pypi.org/project/awscli,2026-01-14 20:37:15.000,743.0,324606398.0,https://anaconda.org/conda-forge/awscli,2026-01-14 22:17:55.468,50723776.0,2.0,,,,,,,,,,,,,,,,,
+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 16:46:12.000,2026-01-15 05:10:01.000,2026-01-15 00:28:27,21502.0,559.0,3213,512.0,32819.0,975.0,10942.0,5435,2026-01-12 23:43:41.000,azure-monitor-opentelemetry_1.8.4,100.0,888.0,44,True,4280.0,2732.0,azure-storage-blob,conda-forge/azure-storage-blob,,,91945124.0,https://pypi.org/project/azure-storage-blob,2026-01-06 23:48:58.000,1548.0,91921819.0,https://anaconda.org/conda-forge/azure-storage-blob,2026-01-07 15:09:41.814,1561483.0,1.0,,,,,,,,,,,,,,,,,
+30,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 10:22:26.000,2026-01-14 15:42:01.000,2026-01-09 16:17:13,2653.0,60.0,2649,314.0,2023.0,140.0,1802.0,13427,2025-11-19 15:54:38.000,7.1.0,157.0,524.0,43,True,8582.0,,redis,conda-forge/redis-py,,,113296675.0,https://pypi.org/project/redis,2025-11-19 15:54:38.000,8582.0,113270821.0,https://anaconda.org/conda-forge/redis-py,2025-11-19 17:59:21.139,1732258.0,1.0,,,,,,,,,,,,,,,,,
+31,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 00:40:02.000,2026-01-12 23:01:12.000,2026-01-12 23:01:06,5025.0,68.0,550,54.0,1148.0,327.0,1339.0,2195,2025-10-16 10:33:24.000,3.15.1,45.0,217.0,43,True,365261.0,355753.0,h5py,conda-forge/h5py,,5669.0,26032606.0,https://pypi.org/project/h5py,2025-10-16 10:33:24.000,9508.0,25685265.0,https://anaconda.org/conda-forge/h5py,2025-11-24 21:14:29.801,23268324.0,1.0,,,,,,,,,,,,,,,,,
+32,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 16:30:04.000,2026-01-15 01:54:29.000,2026-01-15 01:06:30,26136.0,494.0,1925,122.0,22853.0,2776.0,5900.0,14749,2026-01-09 17:23:53.000,1.12.10,712.0,640.0,42,True,4843.0,4539.0,dagster,conda-forge/dagster,,2998.0,3198058.0,https://pypi.org/project/dagster,2026-01-09 17:09:12.000,304.0,3159857.0,https://anaconda.org/conda-forge/dagster,2026-01-10 17:20:54.779,2588473.0,1.0,,,,,,,,,,,,,,,,,
+33,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 20:14:11.000,2026-01-14 21:45:42.000,2026-01-08 14:00:34,4692.0,16.0,1393,191.0,492.0,,2517.0,11894,2026-01-07 17:27:06.000,3.19.0,198.0,162.0,42,True,51862.0,50654.0,peewee,conda-forge/peewee,,,11472746.0,https://pypi.org/project/peewee,2026-01-07 17:24:58.000,1208.0,11448778.0,https://anaconda.org/conda-forge/peewee,2026-01-08 16:36:30.172,1557949.0,1.0,,,,,,,,,,,,,,,,,
+34,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 13:03:32,415.0,26.0,478,35.0,285.0,67.0,274.0,8603,2025-10-26 15:12:09.000,1.2.1,49.0,109.0,42,True,1683230.0,1658571.0,python-dotenv,conda-forge/python-dotenv,,,254505292.0,https://pypi.org/project/python-dotenv,2025-10-26 15:12:09.000,24659.0,254359967.0,https://anaconda.org/conda-forge/python-dotenv,2025-10-26 18:27:51.620,9591457.0,1.0,,,,,,,,,,,,,,,,,
+35,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 21:32:24.000,2026-01-05 19:26:58.000,2026-01-05 19:26:57,3665.0,45.0,650,71.0,1265.0,146.0,1132.0,7228,2026-01-04 16:07:34.000,4.2.0,195.0,219.0,42,True,225596.0,222852.0,marshmallow,conda-forge/marshmallow,,,89124462.0,https://pypi.org/project/marshmallow,2026-01-04 16:07:34.000,2744.0,89071357.0,https://anaconda.org/conda-forge/marshmallow,2026-01-04 19:58:32.508,3558072.0,2.0,,,,,,,,,,,,,,,,,
+36,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 15:01:01.000,2026-01-05 15:53:37.000,2026-01-05 15:53:36,1737.0,23.0,408,57.0,716.0,139.0,648.0,5704,2025-10-06 13:54:43.000,25.4.0,35.0,182.0,42,True,1423806.0,1413517.0,attrs,conda-forge/attrs,,,409899486.0,https://pypi.org/project/attrs,2025-10-06 13:54:43.000,10289.0,408973839.0,https://anaconda.org/conda-forge/attrs,2025-12-04 19:06:37.706,60167057.0,1.0,,,,,,,,,,,,,,,,,
+37,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 15:51:47.000,2026-01-15 08:04:31.000,2026-01-14 14:30:00,40905.0,122.0,1624,282.0,10584.0,594.0,3831.0,5192,2026-01-14 00:45:28.000,3.8.0,116.0,544.0,42,True,2625.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,157507765.0,https://pypi.org/project/google-cloud-storage,2026-01-14 00:45:28.000,2625.0,157413971.0,https://anaconda.org/conda-forge/google-cloud-storage,2026-01-14 13:28:39.751,6190423.0,1.0,,,,,,,,,,,,1.0,,,,,
+38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2026-01-13 12:25:10.000,2026-01-13 12:25:08,2970.0,56.0,607,55.0,472.0,42.0,842.0,4905,2026-01-07 13:41:11.000,4.26.0,109.0,120.0,42,True,823202.0,813580.0,jsonschema,conda-forge/jsonschema,,871.0,256716044.0,https://pypi.org/project/jsonschema,2026-01-07 13:41:05.000,9622.0,256031620.0,https://anaconda.org/conda-forge/jsonschema,2026-01-08 02:41:02.580,43117756.0,1.0,,,,,,,,,,,,,,,,,
+39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,,Apache-2.0,2013-05-01 22:47:39.000,2026-01-12 18:12:25.000,2026-01-12 12:51:36,1851.0,37.0,1209,408.0,2089.0,65.0,1104.0,4365,2026-01-12 18:12:25.000,7.17.13,169.0,225.0,42,True,65476.0,63492.0,elasticsearch,conda-forge/elasticsearch,,5657.0,48471790.0,https://pypi.org/project/elasticsearch,2026-01-12 18:12:25.000,1984.0,48449227.0,https://anaconda.org/conda-forge/elasticsearch,2025-12-23 18:13:15.810,1528038.0,1.0,,,,,,,,,,,,-1.0,,,,,
+40,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,,MIT,2017-05-14 18:07:01.000,2026-01-06 09:53:29.000,2026-01-06 09:53:25,1631.0,114.0,298,23.0,208.0,38.0,339.0,2440,2025-12-23 03:18:13.000,3.3.1,88.0,75.0,42,True,1269384.0,1263078.0,pyparsing,conda-forge/pyparsing,,15133.0,221551167.0,https://pypi.org/project/pyparsing,2025-12-23 03:14:02.000,6306.0,220294494.0,https://anaconda.org/conda-forge/pyparsing,2025-12-23 07:37:48.340,64081618.0,1.0,,,,,,,,,,,,,,,,,
+41,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 21:07:18.000,2026-01-12 17:50:45.000,2026-01-06 11:46:39,1241.0,44.0,179,23.0,563.0,72.0,364.0,2357,2026-01-06 11:45:20.000,4.12.1,66.0,65.0,42,True,615641.0,610984.0,anyio,conda-forge/anyio,,,365323310.0,https://pypi.org/project/anyio,2026-01-06 11:45:19.000,4657.0,364878646.0,https://anaconda.org/conda-forge/anyio,2026-01-06 17:07:01.773,30237157.0,1.0,,,,,,,,,,,,,,,,,
+42,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 17:00:00,7078.0,16.0,764,37.0,1056.0,597.0,1450.0,2098,2025-06-21 13:39:59.000,2.19.2,68.0,892.0,42,True,1096084.0,1086474.0,pygments,conda-forge/pygments,,,461023066.0,https://pypi.org/project/pygments,2025-06-21 13:39:07.000,9610.0,460176817.0,https://anaconda.org/conda-forge/pygments,2025-06-22 18:12:22.152,54159942.0,1.0,,,,,,,,,,,,2.0,,,,,
+43,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 11:40:58.000,2026-01-15 07:24:20.000,2026-01-15 07:24:20,5600.0,142.0,5679,703.0,5067.0,70.0,8186.0,36811,2025-12-18 14:22:38.000,5.0.1,144.0,605.0,41,True,1591.0,1343.0,docker-compose,conda-forge/docker-compose,,11301704.0,1115266.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,248.0,828191.0,https://anaconda.org/conda-forge/docker-compose,2025-12-18 13:35:06.769,765411.0,2.0,,,,,,,,,,,,,,,,,
+44,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 12:24:11.000,2026-01-13 09:16:16.000,2026-01-06 11:15:32,1265.0,137.0,821,77.0,815.0,64.0,272.0,18628,2026-01-06 11:21:09.000,0.21.1,68.0,95.0,41,True,247628.0,232222.0,typer,conda-forge/typer,,,102436769.0,https://pypi.org/project/typer,2026-01-06 11:21:09.000,15406.0,102308338.0,https://anaconda.org/conda-forge/typer,2026-01-08 22:08:44.791,8604881.0,2.0,,,,,,,,,,,,,,,,,
+45,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 10:53:48.000,2026-01-12 23:17:59.000,2026-01-05 02:00:26,2031.0,22.0,1454,199.0,1059.0,232.0,1004.0,10549,2025-11-22 06:45:57.000,2.6.1,91.0,346.0,41,True,21287.0,20974.0,rq,conda-forge/rq,,,3308294.0,https://pypi.org/project/rq,2025-11-22 06:45:13.000,313.0,3304932.0,https://anaconda.org/conda-forge/rq,2025-07-21 06:25:31.854,208466.0,2.0,,,,,,,,,,,,,,,,,
+46,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 04:41:26,1446.0,12.0,696,131.0,723.0,111.0,412.0,9007,2025-10-24 23:42:44.000,1.4.0,65.0,287.0,41,True,178745.0,176461.0,arrow,conda-forge/arrow,,,49279547.0,https://pypi.org/project/arrow,2025-10-18 17:46:45.000,2284.0,49117107.0,https://anaconda.org/conda-forge/arrow,2025-10-18 23:46:59.986,10883533.0,1.0,,,,,,,,,,,,,,,,,
+47,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 13:24:54,3437.0,6.0,1696,190.0,1672.0,534.0,1251.0,7150,2024-05-23 11:21:23.000,7.1.0,89.0,463.0,41,True,122174.0,118453.0,docker,conda-forge/docker-py,,1734.0,83347773.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3721.0,83254762.0,https://anaconda.org/conda-forge/docker-py,2025-04-22 14:56:25.765,6230994.0,2.0,,,,,,,,,,,,-1.0,,,,,
+48,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,,BSD-3-Clause,2010-05-07 06:48:26.000,2026-01-12 06:25:03.000,2026-01-12 06:25:02,1606.0,15.0,442,58.0,838.0,426.0,566.0,4306,2025-12-15 08:42:11.000,1.5.3,116.0,151.0,41,True,729564.0,720010.0,joblib,conda-forge/joblib,,172.0,130095306.0,https://pypi.org/project/joblib,2025-12-15 08:41:44.000,9554.0,129462073.0,https://anaconda.org/conda-forge/joblib,2025-12-15 10:23:16.147,41793065.0,2.0,,,,,,,,,,,,,,,,,
+49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,,Apache-2.0,2013-09-30 17:21:10.000,2026-01-14 23:12:36.000,2026-01-14 23:12:36,6307.0,87.0,1203,100.0,5140.0,1337.0,3847.0,4060,2025-12-05 21:50:07.000,2025.12.0,102.0,595.0,41,True,47754.0,42719.0,xarray,conda-forge/xarray,,,10697268.0,https://pypi.org/project/xarray,2025-12-05 21:51:20.000,5035.0,10490601.0,https://anaconda.org/conda-forge/xarray,2025-12-05 22:43:04.490,13640028.0,2.0,,,,,,,,,,,,,,,,,
+50,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,,MIT,2011-12-17 21:12:01.000,2026-01-01 17:08:38.000,2025-12-04 14:20:55,1149.0,23.0,259,51.0,204.0,27.0,256.0,1790,2025-12-04 14:23:37.000,3.3.0,59.0,82.0,41,True,588938.0,586866.0,greenlet,conda-forge/greenlet,,,234490801.0,https://pypi.org/project/greenlet,2025-12-04 14:23:37.000,2072.0,234218388.0,https://anaconda.org/conda-forge/greenlet,2025-12-04 16:08:10.339,18251723.0,2.0,,,,,,,,,,,,,,,,,
+51,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 20:27:32.000,2026-01-14 02:56:45.000,2026-01-13 15:33:10,13106.0,32.0,3137,590.0,3973.0,851.0,4450.0,18819,2024-12-26 18:37:03.000,2.3.1,52.0,631.0,40,True,17973.0,17615.0,kivy,conda-forge/kivy,,43763.0,237367.0,https://pypi.org/project/kivy,2024-12-26 16:13:26.000,358.0,228096.0,https://anaconda.org/conda-forge/kivy,2025-11-03 15:01:56.956,608463.0,1.0,,,,,,,,,,,,,,,,,
+52,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 02:49:59,4039.0,6.0,2034,315.0,834.0,1138.0,846.0,9654,2025-08-04 01:02:02.000,4.0.0,150.0,189.0,40,True,125207.0,121380.0,paramiko,conda-forge/paramiko,,,116313121.0,https://pypi.org/project/paramiko,2025-08-04 01:02:02.000,3827.0,116202766.0,https://anaconda.org/conda-forge/paramiko,2025-08-13 16:23:01.875,7283433.0,2.0,,,,,,,,,,,,,,,,,
+53,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 23:15:38,2523.0,34.0,1450,139.0,1176.0,40.0,1484.0,5875,2025-11-21 00:47:32.000,2.3.0,67.0,231.0,40,True,37021.0,36129.0,kafka-python,conda-forge/kafka-python,,1854.0,20802965.0,https://pypi.org/project/kafka-python,2025-11-21 00:47:32.000,892.0,20795112.0,https://anaconda.org/conda-forge/kafka-python,2025-11-21 13:19:30.639,501799.0,2.0,,,,,,,,,,,,,,,,,
+54,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 05:15:14.000,2026-01-11 00:55:58.000,2026-01-11 00:55:58,2260.0,75.0,308,38.0,716.0,31.0,397.0,4032,2025-09-02 15:24:20.000,10.8.0,51.0,138.0,40,True,287738.0,283190.0,more-itertools,conda-forge/more-itertools,,3563.0,154875285.0,https://pypi.org/project/more-itertools,2025-09-02 15:23:09.000,4548.0,154420212.0,https://anaconda.org/conda-forge/more-itertools,2025-11-30 07:18:04.935,30487750.0,1.0,,,,,,,,,,,,,,,,,
+55,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 03:02:53.000,2026-01-14 18:53:49.000,2026-01-14 18:53:32,2018.0,44.0,305,23.0,207.0,118.0,1062.0,3891,2026-01-14 18:53:22.000,rel_1_18_1,141.0,217.0,40,True,335466.0,332639.0,alembic,conda-forge/alembic,,,105901368.0,https://pypi.org/project/alembic,2026-01-14 18:53:17.000,2827.0,105757551.0,https://anaconda.org/conda-forge/alembic,2026-01-11 09:22:50.064,9204338.0,2.0,,,,,,,,,,,,,,,,,
+56,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 10:22:45.000,2026-01-15 02:58:25.000,2026-01-15 02:32:01,1075.0,30.0,244,39.0,90.0,55.0,170.0,2254,2025-11-07 00:45:55.000,2.0.1,73.0,36.0,40,True,614104.0,611124.0,wrapt,conda-forge/wrapt,,,238020697.0,https://pypi.org/project/wrapt,2026-01-15 02:58:25.000,2980.0,237526408.0,https://anaconda.org/conda-forge/wrapt,2025-11-08 09:55:06.888,31140269.0,1.0,,,,,,,,,,,,,,,,,
+57,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 02:03:55.000,2026-01-12 03:21:05.000,2026-01-09 03:28:56,943.0,43.0,204,23.0,979.0,6.0,153.0,1430,2025-09-25 19:49:05.000,5.0.0,28.0,40.0,40,True,347605.0,345555.0,bcrypt,conda-forge/bcrypt,,,132133777.0,https://pypi.org/project/bcrypt,2025-09-25 19:49:05.000,2050.0,131995350.0,https://anaconda.org/conda-forge/bcrypt,2025-11-07 06:47:35.791,8997771.0,2.0,,,,,,,,,,,,,,,,,
+58,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,,BSD-3-Clause,2018-04-23 16:45:08.000,2026-01-13 19:33:41.000,2026-01-13 19:33:41,2514.0,23.0,423,17.0,1125.0,332.0,496.0,1272,2026-01-09 15:21:34.000,2026.1.0,96.0,303.0,40,True,287076.0,283867.0,fsspec,conda-forge/fsspec,,,520531391.0,https://pypi.org/project/fsspec,2026-01-09 15:21:34.000,3209.0,520108825.0,https://anaconda.org/conda-forge/fsspec,2026-01-09 23:21:41.810,28734549.0,1.0,,,,,,,,,,,,,,,,,
+59,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 03:49:21,3106.0,5.0,2165,224.0,1231.0,271.0,659.0,24536,2024-02-21 18:02:39.000,2.6.0,42.0,331.0,39,True,38002.0,36892.0,cookiecutter,conda-forge/cookiecutter,,,5039333.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1110.0,5008832.0,https://anaconda.org/conda-forge/cookiecutter,2025-04-22 14:56:23.598,1708056.0,2.0,,,,,,,,,,,,,,,,,
+60,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 04:14:54.000,2026-01-14 23:28:59.000,2026-01-14 23:28:59,964.0,4.0,583,215.0,305.0,147.0,282.0,11588,2025-10-16 22:16:11.000,0.22.1,84.0,69.0,39,True,213294.0,211342.0,uvloop,conda-forge/uvloop,,644.0,64869748.0,https://pypi.org/project/uvloop,2025-10-16 22:16:11.000,1952.0,64827789.0,https://anaconda.org/conda-forge/uvloop,2025-11-07 00:03:03.823,2643134.0,2.0,,,,,,,,,,,,,,,,,
+61,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 00:18:46.000,2026-01-15 13:31:43.000,2026-01-14 19:49:39,13457.0,104.0,1667,85.0,9365.0,80.0,1972.0,11076,2026-01-12 18:01:24.000,1.11.0,348.0,457.0,39,True,137.0,,great_expectations,conda-forge/great-expectations,,,22573152.0,https://pypi.org/project/great_expectations,2026-01-12 13:38:19.000,137.0,22553001.0,https://anaconda.org/conda-forge/great-expectations,2026-01-12 16:05:55.448,1370329.0,2.0,,,,,,,,,,,,,,,,,
+62,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 08:33:22,2809.0,7.0,748,150.0,841.0,684.0,578.0,10208,2025-08-27 15:26:41.000,3.0.52,136.0,239.0,39,True,4206.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,104251352.0,https://pypi.org/project/prompt_toolkit,2025-08-27 15:23:59.000,4206.0,103638112.0,https://anaconda.org/conda-forge/prompt-toolkit,2025-08-27 19:12:04.639,39860626.0,2.0,,,,,,,,,,,,,,,,,
+63,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 21:03:11,2482.0,12.0,1261,227.0,498.0,168.0,1065.0,8968,2025-08-23 18:25:00.000,4.3.0,52.0,183.0,39,True,13352.0,13192.0,supervisor,conda-forge/supervisor,,,3432762.0,https://pypi.org/project/supervisor,2025-08-23 18:25:00.000,160.0,3423462.0,https://anaconda.org/conda-forge/supervisor,2026-01-14 14:58:24.405,585929.0,1.0,,,,,,,,,,,,,,,,,
+64,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,,1440,222.0,521.0,22.0,656.0,7843,2025-08-24 12:56:20.000,1.1.2,44.0,130.0,39,True,290102.0,288343.0,PyMySQL,conda-forge/pymysql,,,65215358.0,https://pypi.org/project/PyMySQL,2025-08-24 12:55:53.000,1759.0,65185098.0,https://anaconda.org/conda-forge/pymysql,2025-08-25 01:53:42.974,1997170.0,2.0,,,,,,,,,,,,,,,,,
+65,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,,Apache-2.0,2016-10-31 20:08:03.000,2026-01-12 22:20:50.000,2026-01-12 19:32:10,1969.0,33.0,3464,137.0,1059.0,93.0,1365.0,7477,2025-09-29 20:26:31.000,34.1.0,111.0,230.0,39,True,2024.0,,kubernetes,conda-forge/kubernetes,,,104282979.0,https://pypi.org/project/kubernetes,2026-01-12 22:18:06.000,2024.0,104272370.0,https://anaconda.org/conda-forge/kubernetes,2025-12-11 01:35:47.118,721474.0,2.0,,,,,,,,,,,,,,,,,
+66,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,,Apache-2.0,2010-10-23 12:00:17.000,2026-01-08 09:04:44.000,2026-01-08 09:04:44,1555.0,10.0,724,123.0,458.0,216.0,488.0,7226,2024-11-01 14:09:55.000,6.0.0,54.0,170.0,39,True,256569.0,253908.0,watchdog,conda-forge/watchdog,,,57902408.0,https://pypi.org/project/watchdog,2024-11-01 14:06:24.000,2661.0,57827654.0,https://anaconda.org/conda-forge/watchdog,2025-12-05 08:14:09.286,5008571.0,2.0,,,,,,,,,,,,,,,,,
+67,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 20:43:46.000,2026-01-14 03:36:28.000,2026-01-14 03:34:46,10024.0,74.0,688,87.0,8037.0,458.0,3143.0,6337,2025-10-15 13:12:07.000,11.0.0,177.0,509.0,39,True,5265.0,5141.0,ibis-framework,conda-forge/ibis-framework,,422.0,911502.0,https://pypi.org/project/ibis-framework,2026-01-11 00:03:23.000,124.0,901290.0,https://anaconda.org/conda-forge/ibis-framework,2025-10-15 14:13:58.232,683715.0,2.0,,,,,,,,,,,,,,,,,
+68,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,,Apache-2.0,2009-01-15 15:18:06.000,2026-01-14 16:41:53.000,2026-01-09 14:23:00,6521.0,61.0,1139,230.0,2674.0,4.0,,4330,2026-01-07 18:15:35.000,4.16.0,170.0,242.0,39,True,5876.0,,pymongo,conda-forge/pymongo,,3905.0,69484747.0,https://pypi.org/project/pymongo,2026-01-07 18:03:40.000,5876.0,69402241.0,https://anaconda.org/conda-forge/pymongo,2026-01-11 09:30:41.251,5442185.0,2.0,,,,,,,,,,,,,,,,,
+69,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 01:07:06.000,2025-11-20 18:55:52.000,2025-11-20 18:55:33,1483.0,10.0,653,109.0,151.0,19.0,998.0,3892,2025-09-16 00:16:20.000,3.2.9,175.0,58.0,39,True,109972.0,109498.0,xlsxwriter,conda-forge/xlsxwriter,,,50528417.0,https://pypi.org/project/xlsxwriter,2025-09-16 00:16:20.000,474.0,50464638.0,https://anaconda.org/conda-forge/xlsxwriter,2025-10-12 21:28:27.859,4336985.0,1.0,,,,,,,,,,,,,,,,,
+70,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2026-01-02 10:10:39.000,2026-01-02 10:10:32,3167.0,7.0,525,69.0,332.0,19.0,1355.0,3607,2025-12-19 17:05:43.000,2.9.11,64.0,142.0,39,False,866866.0,862511.0,psycopg2,psycopg2,,,33382152.0,https://pypi.org/project/psycopg2,2025-10-10 11:10:09.000,4317.0,33378923.0,https://anaconda.org/anaconda/psycopg2,2025-12-19 17:27:30.555,394029.0,2.0,,,,,,,,,,,,,38.0,,,,
+71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,,MIT,2011-11-03 05:09:49.000,2025-09-26 13:15:22.679,2025-09-25 18:13:58,326.0,,556,52.0,306.0,324.0,359.0,2834,2025-09-25 21:31:46.000,6.0.3,43.0,40.0,39,True,1802260.0,1747575.0,pyyaml,conda-forge/pyyaml,,,534261913.0,https://pypi.org/project/pyyaml,2025-09-25 21:31:46.000,54685.0,533119578.0,https://anaconda.org/conda-forge/pyyaml,2025-09-26 13:15:22.679,73109468.0,1.0,,,,,,,,,,,,,,,,,
+72,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,,MIT,2014-03-22 10:15:14.000,2026-01-03 21:05:25.000,2025-12-15 18:24:28,399.0,13.0,183,23.0,111.0,4.0,263.0,2678,2025-12-15 18:24:52.000,6.2.4,63.0,19.0,39,True,685922.0,681740.0,cachetools,conda-forge/cachetools,,,301013985.0,https://pypi.org/project/cachetools,2025-12-15 18:24:52.000,4182.0,300740257.0,https://anaconda.org/conda-forge/cachetools,2025-12-15 20:15:56.316,18613514.0,1.0,,,,,,,,,,,,,,,,,
+73,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 07:40:41.000,2026-01-15 00:47:55.000,2026-01-12 16:27:48,1070.0,50.0,935,193.0,859.0,191.0,1121.0,425,2026-01-05 13:12:05.000,2.13.0,56.0,140.0,39,True,17533.0,16728.0,confluent-kafka,conda-forge/python-confluent-kafka,,,41171488.0,https://pypi.org/project/confluent-kafka,2026-01-05 10:23:21.000,805.0,41143845.0,https://anaconda.org/conda-forge/python-confluent-kafka,2026-01-06 19:14:26.170,1741555.0,2.0,,,,,,,,,,,,,,,,,
+74,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 15:23:24.000,2026-01-11 10:25:02.000,2026-01-11 10:25:00,654.0,11.0,2693,405.0,610.0,378.0,224.0,41915,2025-11-22 02:30:19.000,0.25.1,51.0,176.0,38,True,2390.0,2276.0,diagrams,conda-forge/diagrams,,,6479651.0,https://pypi.org/project/diagrams,2025-11-22 02:27:15.000,114.0,6474862.0,https://anaconda.org/conda-forge/diagrams,2025-11-24 15:46:24.848,325689.0,2.0,,,,,,,,,,,,,,,,,
+75,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,,1455,358.0,284.0,153.0,208.0,28057,2025-08-16 20:25:34.000,0.7.1,13.0,67.0,38,True,54733.0,51766.0,fire,conda-forge/fire,,,12991781.0,https://pypi.org/project/fire,2025-08-16 20:20:22.000,2967.0,12968669.0,https://anaconda.org/conda-forge/fire,2025-09-12 20:33:44.970,1386721.0,2.0,,,,,,,,,,,,,,,,,
+76,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 14:26:53.000,2026-01-13 11:30:26.000,2026-01-13 11:30:25,955.0,140.0,791,136.0,844.0,60.0,285.0,17488,2025-12-28 12:35:00.000,0.0.31,34.0,102.0,38,True,31272.0,30049.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,6870231.0,https://pypi.org/project/sqlmodel,2025-12-28 12:35:00.000,1223.0,6868050.0,https://anaconda.org/conda-forge/sqlmodel,2025-12-29 18:03:16.249,115631.0,2.0,,,,,,,,,,,,,,,,,
+77,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 10:29:56.000,2026-01-15 01:06:42.000,2026-01-14 09:54:45,4216.0,58.0,980,100.0,2406.0,188.0,2317.0,10706,2025-12-16 15:19:17.000,0.19.15,68.0,267.0,38,True,3360.0,3216.0,kedro,,,,538895.0,https://pypi.org/project/kedro,2025-11-26 14:53:54.000,144.0,538895.0,,,,2.0,,,,,,,,,,,,,,,,,
+78,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 23:43:14.000,2025-12-18 15:22:56.000,2025-12-06 15:11:39,750.0,10.0,281,36.0,140.0,,488.0,7794,2025-12-06 15:53:43.000,3.11.5,147.0,24.0,38,True,211149.0,206217.0,orjson,conda-forge/orjson,,,90523296.0,https://pypi.org/project/orjson,2025-12-06 15:53:43.000,4932.0,90456901.0,https://anaconda.org/conda-forge/orjson,2025-12-15 15:18:25.193,4514865.0,2.0,,,,,,,,,,,,,,,,,
+79,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 01:39:02.000,2026-01-15 12:36:55.000,2026-01-15 12:36:50,2694.0,29.0,720,55.0,1911.0,33.0,1218.0,4093,2026-01-13 23:01:39.000,3.15.0,162.0,175.0,38,True,2624.0,2484.0,awswrangler,conda-forge/awswrangler,['pandas'],433614.0,75353419.0,https://pypi.org/project/awswrangler,2026-01-13 22:59:18.000,140.0,75336241.0,https://anaconda.org/conda-forge/awswrangler,2026-01-14 16:02:27.836,764261.0,2.0,,,,,,,,,,,,,,,,,
+80,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 14:11:13.000,2026-01-11 12:02:00.000,2026-01-11 12:01:56,756.0,14.0,156,34.0,138.0,29.0,154.0,2167,2023-10-25 21:06:04.000,0.20.0,75.0,77.0,38,True,367347.0,366307.0,pyrsistent,conda-forge/pyrsistent,,,36302987.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1040.0,35972175.0,https://anaconda.org/conda-forge/pyrsistent,2025-10-04 17:03:24.308,21833633.0,1.0,,,,,,,,,,,,,,,,,
+81,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 00:09:04.000,2026-01-12 18:10:00.000,2026-01-12 18:09:58,2069.0,13.0,322,50.0,1602.0,67.0,682.0,788,2026-01-08 01:07:23.000,3.40.0,184.0,177.0,38,True,52614.0,51217.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,106190172.0,https://pypi.org/project/google-cloud-bigquery,2026-01-08 01:07:23.000,1397.0,106135390.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2026-01-08 13:47:33.967,3615615.0,2.0,,,,,,,,,,,,,,,,,
+82,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 02:38:00.000,2026-01-15 09:13:40.000,2026-01-13 23:38:20,7280.0,94.0,2227,144.0,5528.0,796.0,5453.0,12096,2026-01-06 23:06:40.000,1.10.18,322.0,356.0,37,False,9403.0,9367.0,dbt,conda-forge/dbt,,3229.0,213210.0,https://pypi.org/project/dbt,2026-01-07 17:29:04.000,36.0,208602.0,https://anaconda.org/conda-forge/dbt,2025-04-22 14:56:29.479,493270.0,2.0,,,,,,,,,,,,,,dbt,,,
+83,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 21:42:52.000,2026-01-07 16:54:00.000,2026-01-07 16:54:00,3111.0,9.0,1347,196.0,1443.0,90.0,2072.0,4053,2025-06-26 19:39:15.000,4.6.0,46.0,270.0,37,True,5681.0,5464.0,netmiko,,,,584367.0,https://pypi.org/project/netmiko,2025-06-26 19:13:15.000,217.0,584367.0,,,,3.0,,,,,,,,,,,,-1.0,,,,,
+84,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,,BSD-3-Clause,2013-06-09 22:01:56.000,2025-10-10 13:13:14.000,2025-10-10 13:13:05,575.0,,634,88.0,204.0,42.0,343.0,3461,2025-09-09 13:27:27.000,release_v2.23,23.0,91.0,37,True,1107676.0,1104709.0,pycparser,conda-forge/pycparser,,,445978818.0,https://pypi.org/project/pycparser,2025-09-09 13:23:46.000,2967.0,444958139.0,https://anaconda.org/conda-forge/pycparser,2025-04-22 14:56:26.647,68385553.0,2.0,,,,,,,,,,,,,,,,,
+85,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 13:03:20.000,2026-01-15 10:56:50.000,2026-01-15 10:56:47,2890.0,24.0,523,115.0,665.0,398.0,1589.0,3290,2025-12-19 16:02:27.000,0.33.19,195.0,66.0,37,True,34408.0,34169.0,xlwings,conda-forge/xlwings,,13151.0,484350.0,https://pypi.org/project/xlwings,2025-12-19 16:02:27.000,239.0,459941.0,https://anaconda.org/conda-forge/xlwings,2025-12-19 21:34:20.202,1643925.0,1.0,,,,,,,,,,,,,,,,,
+86,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,,486,86.0,322.0,163.0,343.0,2796,2023-11-25 06:56:14.000,4.9.0,20.0,109.0,37,True,510281.0,508523.0,pexpect,conda-forge/pexpect,,4446.0,142286191.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1758.0,141733932.0,https://anaconda.org/conda-forge/pexpect,2025-04-22 14:56:22.014,34790466.0,2.0,,,,,,,,,,,,,,,,,
+87,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 19:39:45,513.0,121.0,265,44.0,155.0,75.0,88.0,2315,2023-08-01 19:23:00.000,5.2.0,15.0,50.0,37,True,962923.0,957296.0,chardet,conda-forge/chardet,,,108893434.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5620.0,108411722.0,https://anaconda.org/conda-forge/chardet,2025-04-22 14:56:31.629,30824315.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,7.0,83.0,,,,,,,,,,,,
+88,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 14:49:40.000,2026-01-15 10:01:16.000,2026-01-15 10:01:16,2744.0,52.0,368,41.0,2088.0,519.0,915.0,1888,2025-11-21 14:05:59.000,3.1.5,115.0,155.0,37,True,9202.0,7487.0,zarr,conda-forge/zarr,,,2418101.0,https://pypi.org/project/zarr,2025-11-21 14:05:59.000,1715.0,2344264.0,https://anaconda.org/conda-forge/zarr,2025-11-21 16:33:52.612,4873271.0,2.0,,,,,,,,,,,,,,,,,
+89,holidays,vacanza/holidays,Open World Holidays Framework.,,date-time-utils,https://github.com/vacanza/holidays,https://github.com/vacanza/holidays,,MIT,2014-08-24 15:17:18.000,2026-01-15 00:31:45.000,2026-01-15 00:12:06,3595.0,172.0,584,20.0,2442.0,62.0,685.0,1799,2026-01-05 20:40:19.000,0.88,116.0,296.0,37,True,26925.0,26437.0,holidays,conda-forge/holidays,,310.0,19709338.0,https://pypi.org/project/holidays,2026-01-05 21:00:08.000,488.0,19642504.0,https://anaconda.org/conda-forge/holidays,2026-01-06 13:29:20.064,4410948.0,2.0,,,,,,,,,,,,,,,,,
+90,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,151749.0,148926.0,simplejson,conda-forge/simplejson,,7893.0,46592247.0,https://pypi.org/project/simplejson,2025-09-26 16:27:17.000,2823.0,46523177.0,https://anaconda.org/conda-forge/simplejson,2025-11-07 09:27:26.293,4692316.0,2.0,,,,,,,,,,,,,,,,,
+91,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 15:32:26.000,2026-01-12 23:04:33.000,2026-01-12 23:04:33,923.0,28.0,137,21.0,441.0,53.0,145.0,1560,2025-05-15 12:30:06.000,1.6.0,24.0,54.0,37,True,766978.0,764355.0,pluggy,conda-forge/pluggy,,,473893015.0,https://pypi.org/project/pluggy,2025-05-15 12:30:06.000,2623.0,473175660.0,https://anaconda.org/conda-forge/pluggy,2025-12-05 01:07:44.457,45193403.0,2.0,,,,,,,,,,,,,,,,,
+92,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 16:20:58,2296.0,14.0,175,22.0,190.0,82.0,468.0,1406,2025-11-16 16:26:14.000,25.7.0,204.0,129.0,37,False,157816.0,153677.0,keyring,conda-forge/keyring,,,105259840.0,https://pypi.org/project/keyring,2025-11-16 16:26:08.000,4139.0,105036773.0,https://anaconda.org/conda-forge/keyring,2025-11-16 19:29:59.624,14722428.0,2.0,,,,,,,,,,,,,,,,,
+93,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,,294,33.0,251.0,189.0,212.0,1187,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,37,False,383281.0,377304.0,future,conda-forge/future,,,54944610.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5977.0,54682971.0,https://anaconda.org/conda-forge/future,2025-04-22 14:56:25.097,16483312.0,1.0,,,,,,,,,,,,,,,,,
+94,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 00:43:01,548.0,1.0,274,27.0,122.0,107.0,190.0,1017,2024-12-04 17:35:26.000,1.17.0,29.0,67.0,37,True,2751882.0,2726625.0,six,conda-forge/six,,,646485440.0,https://pypi.org/project/six,2024-12-04 17:35:26.000,25257.0,645230028.0,https://anaconda.org/conda-forge/six,2025-07-22 15:47:12.245,85368046.0,1.0,,,,,,,,,,,,,,,,,
+95,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 23:12:46,720.0,16.0,149,18.0,292.0,63.0,41.0,231,2025-12-01 02:30:57.000,0.16.0,56.0,44.0,37,True,373853.0,372970.0,s3transfer,conda-forge/s3transfer,,,593355810.0,https://pypi.org/project/s3transfer,2025-12-01 02:30:57.000,883.0,592953451.0,https://anaconda.org/conda-forge/s3transfer,2025-12-01 11:51:13.545,25348673.0,2.0,,,,,,,,,,,,,,,,,
+96,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 11:47:07.000,2026-01-14 11:59:52.000,2026-01-14 06:08:08,18050.0,265.0,8579,712.0,7487.0,1788.0,4560.0,21345,2025-12-09 15:06:51.000,1.27.0,25.0,715.0,36,True,16.0,16.0,micropython-_markupbase,,,108645.0,1075.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,
+97,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 15:06:38.000,2026-01-07 11:53:48.000,2026-01-07 11:53:47,4263.0,9.0,2439,456.0,2343.0,155.0,897.0,18620,2024-12-06 00:58:03.000,3.6.0,84.0,630.0,36,True,2979.0,2808.0,luigi,luigi,,,960997.0,https://pypi.org/project/luigi,2024-12-06 00:58:03.000,168.0,960815.0,https://anaconda.org/anaconda/luigi,2025-06-27 08:44:36.479,21710.0,2.0,,,,,,,stable/luigi,,,,,,3.0,,,,
+98,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 17:12:57.000,2026-01-09 04:52:18.000,2026-01-09 04:52:18,2942.0,15.0,759,163.0,556.0,415.0,1090.0,15110,2025-11-20 12:45:06.000,2.1.1,227.0,72.0,36,True,4478.0,4301.0,dearpygui,,,,103946.0,https://pypi.org/project/dearpygui,2025-11-14 14:47:37.000,177.0,103946.0,,,,2.0,,,,,,,,,,,,,,,,,
+99,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,,469.0,13562,2025-11-18 07:05:08.000,1.13.0,21.0,118.0,36,False,1527.0,1506.0,tink,,,1352.0,1930642.0,https://pypi.org/project/tink,2025-11-18 07:05:08.000,18.0,1930132.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,497.0,,,,,,,,,,,,
+100,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 22:50:24,311.0,4.0,465,100.0,136.0,1.0,261.0,5712,2025-09-17 21:59:24.000,1.0.2,37.0,56.0,36,True,88270.0,84601.0,xmltodict,conda-forge/xmltodict,,41.0,82733388.0,https://pypi.org/project/xmltodict,2025-09-17 21:59:24.000,3669.0,82594728.0,https://anaconda.org/conda-forge/xmltodict,2025-09-18 10:25:17.949,6100622.0,2.0,,,,,,,,,,,,,,,,,
+101,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,,270,76.0,379.0,122.0,154.0,5108,2025-10-17 04:03:20.000,1.1.0,31.0,82.0,36,False,207260.0,205570.0,toolz,conda-forge/toolz,,,46665321.0,https://pypi.org/project/toolz,2025-10-17 04:03:20.000,1690.0,46211947.0,https://anaconda.org/conda-forge/toolz,2025-10-17 13:30:58.070,29015972.0,2.0,,,,,,,,,,,,,,,,,
+102,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,,594,128.0,368.0,33.0,236.0,4749,2025-10-15 18:21:44.000,3.9.0,50.0,134.0,36,True,132096.0,131887.0,tablib,conda-forge/tablib,,,2876276.0,https://pypi.org/project/tablib,2025-10-15 18:21:44.000,209.0,2872771.0,https://anaconda.org/conda-forge/tablib,2025-10-15 20:08:53.249,213807.0,2.0,,,,,,,,,,,,,,,,,
+103,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,,1224,131.0,1168.0,382.0,1411.0,4352,2024-09-19 08:41:20.000,0.29.1,77.0,401.0,36,True,28268.0,27864.0,mongoengine,conda-forge/mongoengine,,,1447496.0,https://pypi.org/project/mongoengine,2024-09-19 08:41:20.000,404.0,1439149.0,https://anaconda.org/conda-forge/mongoengine,2025-07-09 08:21:57.719,525870.0,2.0,,,,,,,,,,,,,,,,,
+104,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 22:47:25.000,2026-01-15 11:30:37.379,2026-01-14 15:24:50,617.0,10.0,841,66.0,496.0,136.0,467.0,4280,2026-01-14 15:27:01.000,0.24.1,58.0,173.0,36,True,3047.0,,prometheus_client,conda-forge/prometheus_client,,,90122538.0,https://pypi.org/project/prometheus_client,2026-01-14 15:26:24.000,3047.0,89782919.0,https://anaconda.org/conda-forge/prometheus_client,2026-01-15 11:30:37.379,23094092.0,2.0,,,,,,,,,,,,,,,,,
+105,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,1402533.0,1387600.0,colorama,conda-forge/colorama,,,262734343.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,14933.0,261781565.0,https://anaconda.org/conda-forge/colorama,2025-04-22 14:56:22.542,60025070.0,2.0,,,,,,,,,,,,,,,,,
+106,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 13:12:42,1158.0,7.0,241,47.0,274.0,14.0,343.0,3260,2025-11-06 18:29:38.000,1.3.8,30.0,67.0,36,True,18905.0,18138.0,cerberus,conda-forge/cerberus,,,4261084.0,https://pypi.org/project/cerberus,2025-11-06 18:29:38.000,767.0,4246930.0,https://anaconda.org/conda-forge/cerberus,2025-04-22 14:56:26.623,693560.0,2.0,,,,,,,,,,,,,,,,,
+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,,162,34.0,87.0,57.0,81.0,3216,2025-10-09 20:51:03.000,25.1.0,17.0,42.0,36,True,243808.0,238470.0,aiofiles,conda-forge/aiofiles,,,78768945.0,https://pypi.org/project/aiofiles,2025-10-09 20:51:03.000,5338.0,78734224.0,https://anaconda.org/conda-forge/aiofiles,2026-01-01 18:02:19.764,2187472.0,2.0,,,,,,,,,,,,,,,,,
+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 09:50:32,3035.0,1.0,540,62.0,256.0,81.0,564.0,3181,2025-05-17 17:27:28.000,3.23.0x,52.0,159.0,36,True,140141.0,138526.0,pycryptodomex,conda-forge/pycryptodomex,,2343.0,40750839.0,https://pypi.org/project/pycryptodomex,2025-05-17 17:22:07.000,1615.0,40713362.0,https://anaconda.org/conda-forge/pycryptodomex,2025-09-13 06:28:04.340,2472433.0,3.0,,,,,,,,,,,,,,,,,
+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 18:45:45,567.0,16.0,571,118.0,242.0,72.0,1042.0,3054,2025-10-17 18:10:58.000,5.3.0,66.0,64.0,36,False,74870.0,73352.0,pyodbc,conda-forge/pyodbc,,,29441477.0,https://pypi.org/project/pyodbc,2025-10-17 18:02:58.000,1518.0,29407629.0,https://anaconda.org/conda-forge/pyodbc,2025-10-27 20:06:02.925,2132465.0,2.0,,,,,,,,,,,,,,,,,
+110,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 12:30:25,1060.0,14.0,323,35.0,407.0,229.0,267.0,2867,2026-01-14 12:34:20.000,0.50.0,215.0,119.0,36,True,44209.0,43978.0,pypika,conda-forge/pypika,,,4816445.0,https://pypi.org/project/pypika,2026-01-14 12:34:20.000,231.0,4814604.0,https://anaconda.org/conda-forge/pypika,2026-01-14 17:04:03.129,93919.0,2.0,,,,,,,,,,,,,,,,,
+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,,255,27.0,217.0,98.0,266.0,2454,2025-09-04 05:44:57.000,8.6.1,90.0,98.0,36,True,21080.0,19800.0,deepdiff,conda-forge/deepdiff,,,48715699.0,https://pypi.org/project/deepdiff,2025-09-03 19:40:39.000,1280.0,48704271.0,https://anaconda.org/conda-forge/deepdiff,2025-09-04 01:03:40.099,765734.0,1.0,,,,,,,,,,,,,,,,,
+112,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,,BSD-3-Clause,2013-06-28 16:42:27.000,2026-01-11 04:08:51.000,2026-01-11 04:08:48,1055.0,7.0,183,21.0,211.0,195.0,358.0,2419,2025-04-16 00:47:24.000,0.4.0,29.0,47.0,36,True,242019.0,238359.0,dill,conda-forge/dill,,294232.0,101630724.0,https://pypi.org/project/dill,2025-04-16 00:41:47.000,3660.0,101378538.0,https://anaconda.org/conda-forge/dill,2025-11-30 15:52:04.554,16762442.0,2.0,,,,,,,,,,,,,,,,,
+113,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 11:52:05,1078.0,5.0,219,55.0,145.0,4.0,397.0,2396,2025-10-13 16:13:16.000,2.14.1,63.0,85.0,36,True,100040.0,98887.0,numexpr,conda-forge/numexpr,,3519.0,8578007.0,https://pypi.org/project/numexpr,2025-10-13 16:13:16.000,1153.0,8399018.0,https://anaconda.org/conda-forge/numexpr,2025-12-03 13:04:32.003,11990142.0,2.0,,,,,,,,,,,,-1.0,,,,,
+114,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 03:59:23.000,2026-01-14 19:10:55.000,2026-01-14 19:10:55,1743.0,38.0,176,31.0,249.0,63.0,311.0,1314,2025-06-02 20:36:40.000,4.1.1,59.0,83.0,36,True,50318.0,48795.0,jsonpickle,conda-forge/jsonpickle,,,17006896.0,https://pypi.org/project/jsonpickle,2025-06-02 20:36:08.000,1523.0,16968085.0,https://anaconda.org/conda-forge/jsonpickle,2025-06-03 14:03:42.627,2212281.0,2.0,,,,,,,,,,,,,,,,,
+115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,,BSD-3-Clause,2016-03-16 00:19:32.000,2026-01-10 19:25:03.115,2026-01-09 15:29:07,1089.0,9.0,288,16.0,468.0,171.0,360.0,1001,2026-01-09 15:29:47.000,2026.1.0,86.0,151.0,36,True,28179.0,26542.0,s3fs,conda-forge/s3fs,,,537064492.0,https://pypi.org/project/s3fs,2026-01-09 15:29:47.000,1637.0,536924254.0,https://anaconda.org/conda-forge/s3fs,2026-01-10 19:25:03.115,9115470.0,2.0,,,,,,,,,,,,,,,,,
+116,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 00:29:27.000,2026-01-12 18:12:57.000,2026-01-12 18:12:55,416.0,17.0,124,14.0,324.0,24.0,112.0,924,2026-01-09 17:55:04.000,3.20.3,83.0,55.0,36,True,699872.0,695890.0,filelock,conda-forge/filelock,,,343113368.0,https://pypi.org/project/filelock,2026-01-09 17:55:04.000,3982.0,342576588.0,https://anaconda.org/conda-forge/filelock,2026-01-10 05:19:08.487,36501076.0,2.0,,,,,,,,,,,,,,,,,
+117,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,,1952,443.0,563.0,491.0,1342.0,15356,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,35,True,417.0,21.0,fabric,conda-forge/fabric,,,8840802.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,396.0,8836588.0,https://anaconda.org/conda-forge/fabric,2025-04-22 14:56:27.240,252884.0,3.0,,,,,,,,,,,,,,,,,
+118,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,,958,205.0,194.0,159.0,305.0,12227,2024-05-25 18:41:59.000,1.2.2,27.0,60.0,35,False,58459.0,57754.0,schedule,conda-forge/schedule,,,7151544.0,https://pypi.org/project/schedule,2024-05-25 18:41:59.000,705.0,7149408.0,https://anaconda.org/conda-forge/schedule,2025-04-22 14:57:18.289,128166.0,3.0,,,,,,,,,,,,,,,,,
+119,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 19:33:15.000,2025-12-11 03:46:06.000,2025-12-11 03:44:41,1948.0,23.0,775,129.0,1394.0,340.0,1147.0,10108,2023-02-23 18:30:37.000,1.3.2,22.0,124.0,35,True,41946.0,41933.0,hydra,conda-forge/hydra-core,,,32863.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,13.0,8712.0,https://anaconda.org/conda-forge/hydra-core,2025-04-22 14:57:21.850,1497412.0,2.0,,,,,,,,,,,,,,,,,
+120,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 06:17:59.000,2026-01-15 07:31:11.000,2026-01-15 07:31:07,9316.0,93.0,701,98.0,2587.0,52.0,424.0,8976,2026-01-13 18:47:57.000,4.4.5,154.0,140.0,35,True,3439.0,3435.0,hub,,,263.0,12410.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,12400.0,,,,2.0,,,,,,,,,,,,,,,,,
+121,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,,Apache-2.0,2016-08-11 12:44:02.000,2026-01-01 19:04:30.000,2026-01-01 19:04:28,534.0,5.0,302,46.0,256.0,128.0,173.0,8265,2025-04-02 08:25:07.000,9.1.2,60.0,102.0,35,True,3790.0,,tenacity,conda-forge/tenacity,,,188445206.0,https://pypi.org/project/tenacity,2025-04-02 08:25:07.000,3790.0,188246510.0,https://anaconda.org/conda-forge/tenacity,2025-04-22 14:56:36.730,12517852.0,2.0,,,,,,,,,,,,,,,,,
+122,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,,563,158.0,116.0,265.0,187.0,8007,2014-06-16 11:18:57.000,0.6.2,11.0,34.0,35,True,149027.0,145660.0,docopt,conda-forge/docopt,,,13538375.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3367.0,13333512.0,https://anaconda.org/conda-forge/docopt,2025-04-22 14:56:22.100,2663220.0,2.0,,,,,,,,,,,,,,,,,
+123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,,MIT,2012-01-15 05:52:06.000,2025-11-01 12:42:25.000,2025-11-01 12:42:25,1523.0,3.0,503,127.0,256.0,10.0,487.0,7226,2025-02-24 07:16:23.000,2.2.2,49.0,107.0,35,True,18906.0,18144.0,sh,conda-forge/sh,,94.0,11962147.0,https://pypi.org/project/sh,2025-02-24 07:16:23.000,762.0,11956234.0,https://anaconda.org/conda-forge/sh,2025-04-22 14:56:27.750,372363.0,3.0,,,,,,,,,,,,,,,,,
+124,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 12:16:54,897.0,6.0,409,66.0,346.0,205.0,365.0,6606,2025-04-19 14:21:20.000,3.1.0,56.0,124.0,35,True,40343.0,38915.0,pendulum,conda-forge/pendulum,,3560.0,57223664.0,https://pypi.org/project/pendulum,2025-04-19 14:00:56.000,1428.0,57196953.0,https://anaconda.org/conda-forge/pendulum,2025-04-22 14:56:38.025,1760884.0,2.0,,,,,,,,,,,,,,,,,
+125,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 16:52:10.000,2026-01-14 06:28:04.000,2026-01-14 06:28:04,1415.0,16.0,444,42.0,735.0,510.0,742.0,5447,2025-12-24 01:14:29.000,0.25.3,171.0,163.0,35,True,10715.0,10399.0,tortoise-orm,conda-forge/tortoise-orm,,18.0,362397.0,https://pypi.org/project/tortoise-orm,2025-12-24 01:14:29.000,316.0,361458.0,https://anaconda.org/conda-forge/tortoise-orm,2025-12-30 19:58:53.285,51691.0,2.0,,,,,,,,,,,,,,,,,
+126,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 09:25:46.000,2026-01-15 13:06:03.000,2026-01-14 13:26:17,8432.0,216.0,567,41.0,3847.0,87.0,455.0,5141,2026-01-14 09:20:00.000,0.93.1,180.0,136.0,35,True,1426.0,1420.0,zenml,,,,41279.0,https://pypi.org/project/zenml,2026-01-14 08:34:07.000,6.0,41279.0,,,,2.0,,,,,,,,,,,,,,,,,
+127,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 18:31:06,2139.0,8.0,341,50.0,261.0,204.0,438.0,4769,2025-12-04 18:45:18.000,4.48.3,301.0,41.0,35,True,5657.0,5322.0,dependency-injector,conda-forge/dependency_injector,,,3512556.0,https://pypi.org/project/dependency-injector,2025-12-04 18:43:06.000,335.0,3510389.0,https://anaconda.org/conda-forge/dependency_injector,2025-12-04 22:04:09.846,112711.0,2.0,,,,,,,,,,,,,,,,,
+128,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 02:18:34.000,2026-01-08 14:21:24.000,2026-01-08 14:09:14,1009.0,22.0,370,21.0,974.0,432.0,608.0,4169,2026-01-08 14:21:24.000,0.28.1,115.0,178.0,35,True,3703.0,3293.0,pandera,conda-forge/pandera-core,['pandas'],,8154746.0,https://pypi.org/project/pandera,2026-01-08 14:21:24.000,410.0,8153192.0,https://anaconda.org/conda-forge/pandera-core,2026-01-07 17:33:47.514,97925.0,2.0,,,,,,,,,,,,,,,,,
+129,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,,802,420.0,579.0,47.0,1300.0,3882,2025-04-16 11:55:25.000,8.18.0,50.0,144.0,35,True,12607.0,12232.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,293.0,9433283.0,https://pypi.org/project/elasticsearch-dsl,2025-04-16 11:54:12.000,375.0,9433144.0,https://anaconda.org/anaconda/elasticsearch-dsl,2025-04-22 15:32:23.871,13553.0,2.0,,,,,,,,,,,,,,,,,
+130,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 13:05:52.000,2026-01-01 08:46:48.000,2026-01-01 08:46:47,1172.0,34.0,387,43.0,457.0,15.0,404.0,3427,2025-11-08 21:38:39.000,7.5.0,72.0,130.0,35,True,651.0,,smart-open,conda-forge/smart_open,,66.0,49683879.0,https://pypi.org/project/smart-open,2025-11-08 21:38:39.000,651.0,49624992.0,https://anaconda.org/conda-forge/smart_open,2025-11-08 22:36:29.339,3886590.0,2.0,,,,,,,,,,,,,,,,,
+131,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,,MIT,2012-04-27 08:51:34.000,2026-01-12 22:48:59.000,2026-01-12 22:48:59,1341.0,42.0,192,44.0,403.0,142.0,233.0,3008,2025-10-31 05:02:47.000,1.10.0,31.0,118.0,35,True,9424.0,9062.0,plumbum,conda-forge/plumbum,,,2920967.0,https://pypi.org/project/plumbum,2025-10-31 05:02:47.000,362.0,2899162.0,https://anaconda.org/conda-forge/plumbum,2025-10-31 11:51:55.022,1286527.0,3.0,,,,,,,,,,,,,,,,,
+132,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 17:30:12.000,2026-01-08 09:47:16.000,2026-01-08 09:47:16,1537.0,4.0,480,126.0,596.0,349.0,402.0,2764,2025-06-26 09:29:21.000,1.2.2,32.0,145.0,35,True,38453.0,37150.0,dateparser,conda-forge/dateparser,,,23390517.0,https://pypi.org/project/dateparser,2025-06-26 09:29:21.000,1303.0,23379831.0,https://anaconda.org/conda-forge/dateparser,2025-06-26 18:20:52.039,716003.0,2.0,,,,,,,,,,,,,,,,,
+133,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,,444,51.0,334.0,12.0,330.0,2525,2025-01-10 11:57:36.000,2.2.7,43.0,89.0,35,True,209591.0,208689.0,mysqlclient,conda-forge/mysqlclient,,5368.0,19565353.0,https://pypi.org/project/mysqlclient,2025-01-10 11:56:24.000,902.0,19553234.0,https://anaconda.org/conda-forge/mysqlclient,2026-01-05 23:07:43.657,796810.0,2.0,,,,,,,,,,,,,,,,,
+134,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 21:34:44.000,2026-01-12 12:24:48.000,2025-12-29 15:16:34,1894.0,12.0,211,84.0,361.0,1.0,,2522,2025-05-14 19:00:46.000,3.7.1,58.0,65.0,35,True,128119.0,127365.0,motor,conda-forge/motor,,74.0,6205749.0,https://pypi.org/project/motor,2025-05-14 18:56:31.000,754.0,6203763.0,https://anaconda.org/conda-forge/motor,2025-05-15 13:30:49.535,125061.0,2.0,,,,,,,,,,,,,,,,,
+135,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,,BSD-3-Clause,2014-08-18 02:55:59.000,2025-09-21 16:23:07.951,2025-09-21 10:12:53,600.0,,287,23.0,145.0,20.0,160.0,2019,2025-09-21 12:13:01.000,2.15.0,55.0,70.0,35,True,92154.0,90811.0,emoji,conda-forge/emoji,,,13842786.0,https://pypi.org/project/emoji,2025-09-21 12:13:01.000,1343.0,13839497.0,https://anaconda.org/conda-forge/emoji,2025-09-21 16:23:07.951,213823.0,1.0,,,,,,,,,,,,,,,,,
+136,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 16:28:09,289.0,13.0,112,30.0,88.0,5.0,77.0,1583,2024-02-08 18:32:43.000,8.0.4,48.0,40.0,35,True,117052.0,115586.0,python-slugify,conda-forge/python-slugify,,,43497270.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1466.0,43447974.0,https://anaconda.org/conda-forge/python-slugify,2025-04-22 14:56:28.010,3253564.0,1.0,,,,,,,,,,,,,,,,,
+137,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 23:21:22.000,2026-01-14 19:37:20.000,2026-01-14 19:37:20,1309.0,5.0,112,32.0,241.0,47.0,213.0,1158,2025-09-08 16:29:35.000,1.6.0,53.0,37.0,35,True,59596.0,58981.0,Bottleneck,conda-forge/bottleneck,,,4901057.0,https://pypi.org/project/Bottleneck,2025-09-08 16:29:35.000,615.0,4804230.0,https://anaconda.org/conda-forge/bottleneck,2025-11-10 12:18:19.870,6100113.0,2.0,,,,,,,,,,,,,,,,,
+138,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 20:16:53.000,2026-01-15 12:38:30.377,2026-01-15 04:28:38,1829.0,131.0,291,19.0,274.0,26.0,444.0,1082,2026-01-14 18:47:34.000,1.11.4,243.0,82.0,35,True,13628.0,12588.0,fastcore,conda-forge/fastcore,,,6685204.0,https://pypi.org/project/fastcore,2026-01-14 18:47:34.000,1040.0,6680924.0,https://anaconda.org/conda-forge/fastcore,2026-01-15 12:38:30.377,209753.0,2.0,,,,,,,,,,,,,,,,,
+139,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,,206,19.0,625.0,111.0,201.0,648,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,35,True,599754.0,598260.0,traitlets,conda-forge/traitlets,,724.0,79730089.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1494.0,79006524.0,https://anaconda.org/conda-forge/traitlets,2025-04-22 14:56:21.861,46307145.0,2.0,,,,,,,,,,,,,,,,,
+140,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,,665,109.0,3341.0,703.0,3661.0,10349,2025-10-02 19:20:27.000,0.37.1,112.0,142.0,34,True,2346.0,2280.0,modin,conda-forge/modin-core,['pandas'],197671.0,1555547.0,https://pypi.org/project/modin,2025-10-02 19:20:27.000,66.0,1537252.0,https://anaconda.org/conda-forge/modin-core,2025-04-22 14:57:57.663,869358.0,2.0,,,,,,,,,,,,,,,,,
+141,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 16:08:26,1034.0,14.0,392,84.0,192.0,,683.0,5881,2026-01-06 03:11:22.000,2.6.0,73.0,71.0,34,True,2169.0,2050.0,huey,conda-forge/huey,,,7429808.0,https://pypi.org/project/huey,2026-01-06 03:01:00.000,119.0,7424312.0,https://anaconda.org/conda-forge/huey,2026-01-06 13:26:55.878,65956.0,2.0,,,,,,,,,,,,,,,,,
+142,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 03:06:38.000,2025-12-19 10:32:52.000,2025-12-18 07:01:50,1784.0,17.0,436,83.0,120.0,11.0,187.0,3698,2025-12-18 07:37:24.000,9.0.21,285.0,33.0,34,True,777.0,,phonenumbers,conda-forge/phonenumbers,,,16299735.0,https://pypi.org/project/phonenumbers,2025-12-18 07:37:24.000,777.0,16270059.0,https://anaconda.org/conda-forge/phonenumbers,2025-12-18 09:45:23.547,1661871.0,2.0,,,,,,,,,,,,,,,,,
+143,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 15:56:50.000,2026-01-12 20:25:29.000,2026-01-12 20:25:27,2117.0,74.0,411,43.0,1167.0,151.0,1400.0,3383,2026-01-09 20:50:22.000,1.32.1,196.0,50.0,34,False,946.0,868.0,sdv,conda-forge/sdv,,,83297.0,https://pypi.org/project/sdv,2026-01-09 20:50:22.000,78.0,81823.0,https://anaconda.org/conda-forge/sdv,2026-01-12 15:51:00.389,72249.0,2.0,,,,,,,,,,,,,,,,,
+144,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 19:22:44.000,2026-01-14 15:08:20.000,2026-01-14 15:08:20,2032.0,60.0,236,15.0,1596.0,132.0,509.0,3059,2026-01-10 14:15:41.000,9.11.1,78.0,115.0,34,True,1991.0,1714.0,copier,,,,872442.0,https://pypi.org/project/copier,2026-01-10 14:14:11.000,277.0,872442.0,,,,2.0,,,,,,,,,,,,,,,,,
+145,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 23:45:36,356.0,1.0,303,44.0,137.0,26.0,200.0,2875,2022-06-07 20:16:57.000,0.4.27,28.0,65.0,34,True,85238.0,83696.0,python-magic,conda-forge/python-magic,,,17005953.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1542.0,16995801.0,https://anaconda.org/conda-forge/python-magic,2025-04-22 14:56:34.147,639598.0,2.0,,,,,,,,,,,,,,,,,
+146,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,,517,40.0,682.0,388.0,433.0,2590,2024-03-01 18:35:11.000,2.9.0.post0,34.0,133.0,34,True,11585.0,,python-dateutil,conda-forge/python-dateutil,,35636.0,692331765.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,11585.0,690707231.0,https://anaconda.org/conda-forge/python-dateutil,2025-06-28 09:49:03.395,87710053.0,3.0,,,,,,,,,,,,,,,,,
+147,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 22:16:36.000,2025-12-11 17:04:55.000,2025-12-11 17:04:51,573.0,15.0,192,31.0,168.0,58.0,90.0,2399,2022-06-17 18:00:10.000,1.0.1,26.0,32.0,34,True,1514.0,,jmespath,conda-forge/jmespath,,,355938181.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1514.0,355330037.0,https://anaconda.org/conda-forge/jmespath,2025-04-22 14:56:24.952,27974666.0,3.0,,,,,,,,,,,,,,,,,
+148,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 10:43:32,465.0,6.0,184,30.0,318.0,100.0,178.0,1873,2025-11-03 09:25:52.000,3.1.2,42.0,65.0,34,True,2326.0,,cloudpickle,conda-forge/cloudpickle,,85.0,133664970.0,https://pypi.org/project/cloudpickle,2025-11-03 09:25:25.000,2326.0,133211159.0,https://anaconda.org/conda-forge/cloudpickle,2025-12-09 18:04:41.140,29951543.0,3.0,,,,,,,,,,,,,,,,,
+149,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,20988.0,20369.0,voluptuous,conda-forge/voluptuous,,,3881688.0,https://pypi.org/project/voluptuous,2025-12-18 23:18:44.000,619.0,3871251.0,https://anaconda.org/conda-forge/voluptuous,2025-12-19 01:44:28.729,647121.0,2.0,,,,,,,,,,,,,,,,,
+150,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 03:33:05,842.0,4.0,140,31.0,242.0,68.0,235.0,1539,2025-10-20 03:33:33.000,3.6.3,136.0,83.0,34,True,71757.0,69960.0,argcomplete,conda-forge/argcomplete,,1395.0,61026837.0,https://pypi.org/project/argcomplete,2025-10-20 03:33:33.000,1797.0,60981766.0,https://anaconda.org/conda-forge/argcomplete,2025-10-20 15:44:32.465,2973937.0,2.0,,,,,,,,,,,,,,,,,
+151,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 13:13:16,6096.0,7.0,565,74.0,1183.0,12.0,,1423,2025-10-22 15:14:19.000,3.29.3,79.0,210.0,34,True,10505.0,10242.0,cassandra-driver,conda-forge/cassandra-driver,,,6173500.0,https://pypi.org/project/cassandra-driver,2025-10-22 15:14:19.000,263.0,6165674.0,https://anaconda.org/conda-forge/cassandra-driver,2025-10-22 17:10:11.394,508732.0,3.0,,,,,,,,,,,,,,,,,
+152,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 19:44:46.000,2026-01-12 20:09:32.000,2026-01-12 20:09:31,5403.0,53.0,276,57.0,531.0,157.0,596.0,1358,2025-01-04 21:11:24.000,3.10.2,49.0,143.0,34,True,1534.0,,tables,conda-forge/pytables,,210.0,1426438.0,https://pypi.org/project/tables,2025-01-04 20:42:53.000,1534.0,1262818.0,https://anaconda.org/conda-forge/pytables,2025-10-30 13:53:10.358,10798915.0,2.0,,,,,,,,,,,,,,,,,
+153,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 08:06:01,1465.0,5.0,330,29.0,374.0,226.0,245.0,1333,2025-12-13 03:14:28.000,0.42.1,217.0,126.0,34,False,41556.0,40455.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,18681818.0,https://pypi.org/project/sqlalchemy-utils,2025-12-13 03:14:15.000,1101.0,18668317.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2025-12-13 08:07:05.024,918134.0,3.0,,,,,,,,,,,,,,,,,
+154,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 00:03:58,798.0,1.0,229,41.0,134.0,161.0,278.0,1274,2020-01-25 14:40:31.000,0.10.9,34.0,43.0,34,True,54842.0,54505.0,py4j,conda-forge/py4j,,,89190167.0,https://pypi.org/project/py4j,2025-01-15 03:53:15.000,337.0,88949536.0,https://anaconda.org/conda-forge/py4j,2025-04-22 14:56:26.456,12272225.0,2.0,,,,,,,,,,,,,,,,,
+155,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,,169,13.0,245.0,4.0,190.0,1104,2025-05-01 05:42:33.000,0.35.0,60.0,64.0,34,True,157155.0,149587.0,validators,conda-forge/validators,,195.0,21200232.0,https://pypi.org/project/validators,2025-05-01 05:42:04.000,7568.0,21181059.0,https://anaconda.org/conda-forge/validators,2025-05-03 10:14:30.474,1265148.0,2.0,,,,,,,,,,,,,,,,,
+156,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 06:51:23,1237.0,6.0,361,29.0,934.0,4.0,607.0,1032,2025-11-27 00:41:15.000,7.2.20,127.0,145.0,34,True,15859.0,15036.0,minio,conda-forge/minio,,,6639705.0,https://pypi.org/project/minio,2025-11-27 00:37:13.000,823.0,6634953.0,https://anaconda.org/conda-forge/minio,2025-11-27 01:42:18.090,308937.0,3.0,,,,,,,,,,,,,,,,,
+157,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,,MIT,2014-04-05 09:57:11.000,2026-01-15 02:17:25.000,2026-01-14 22:30:49,415.0,5.0,60,11.0,106.0,16.0,45.0,431,2025-09-22 16:29:51.000,0.2.14,26.0,23.0,34,True,749594.0,747277.0,wcwidth,conda-forge/wcwidth,,,127030214.0,https://pypi.org/project/wcwidth,2025-09-22 16:29:51.000,2317.0,126409106.0,https://anaconda.org/conda-forge/wcwidth,2025-09-23 10:14:19.636,41614260.0,2.0,,,,,,,,,,,,,,,,,
+158,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 06:17:12.000,2025-12-30 19:16:02.000,2025-12-30 19:16:02,1604.0,7.0,371,132.0,220.0,69.0,118.0,6828,2025-02-05 05:43:37.000,25.0.0,56.0,96.0,33,True,11651.0,11269.0,boltons,conda-forge/boltons,,46.0,10133543.0,https://pypi.org/project/boltons,2025-02-03 05:57:56.000,382.0,9954117.0,https://anaconda.org/conda-forge/boltons,2025-06-11 23:59:06.073,12021557.0,2.0,,,,,,,,,,,,,,,,,
+159,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 03:00:30.000,2025-12-15 21:09:33.597,2025-12-15 18:50:20,2052.0,11.0,675,127.0,370.0,35.0,913.0,6320,2025-12-15 18:52:58.000,2.2.0,45.0,112.0,33,True,2051.0,2002.0,csvkit,conda-forge/csvkit,,,278373.0,https://pypi.org/project/csvkit,2025-12-15 18:52:58.000,49.0,274303.0,https://anaconda.org/conda-forge/csvkit,2025-12-15 21:09:33.597,227957.0,2.0,,,,,,,,,,,,,,,,,
+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 21:44:10.000,2026-01-15 03:35:51.000,2026-01-15 03:35:51,10604.0,163.0,788,83.0,2497.0,300.0,955.0,5286,2025-12-03 06:50:07.000,0.5.3,77.0,326.0,33,True,49.0,3.0,toga,,,9407.0,16508.0,https://pypi.org/project/toga,2025-12-03 06:50:07.000,41.0,16244.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,23.0,,,,,,,,,,,,
+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 09:26:39,523.0,2.0,404,23.0,161.0,64.0,139.0,5044,2026-01-11 09:34:02.000,5.2.1,92.0,25.0,33,True,59770.0,58430.0,gdown,conda-forge/gdown,,,3342679.0,https://pypi.org/project/gdown,2026-01-11 09:34:02.000,1340.0,3335623.0,https://anaconda.org/conda-forge/gdown,2026-01-11 13:25:20.045,472799.0,2.0,,,,,,,,,,,,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,,445,73.0,73.0,408.0,200.0,3962,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,33,False,27375.0,26650.0,keyboard,conda-forge/keyboard,,,608874.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,725.0,607617.0,https://anaconda.org/conda-forge/keyboard,2025-11-03 14:50:16.222,69166.0,3.0,,,,,,,,,,,,,,,,,
+163,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 10:39:34,470.0,5.0,211,49.0,168.0,100.0,91.0,2940,2025-10-11 13:15:40.000,0.7.8,28.0,72.0,33,True,16824.0,15933.0,schema,conda-forge/schema,,,23510082.0,https://pypi.org/project/schema,2025-10-11 13:15:40.000,891.0,23501521.0,https://anaconda.org/conda-forge/schema,2025-04-22 14:57:08.955,565059.0,2.0,,,,,,,,,,,,,,,,,
+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 01:21:46.000,2026-01-02 16:56:39.000,2026-01-02 16:56:13,275.0,38.0,312,45.0,122.0,56.0,124.0,2853,2025-11-28 00:47:59.000,1.8.0,89.0,35.0,33,True,2471.0,2357.0,datasketch,,,36.0,4767300.0,https://pypi.org/project/datasketch,2025-11-28 00:47:59.000,114.0,4767300.0,,,,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,,2200,2025-06-14 08:46:37.000,2.0.2,25.0,52.0,33,True,253924.0,250415.0,xlrd,conda-forge/xlrd,,,41557096.0,https://pypi.org/project/xlrd,2025-06-14 08:46:37.000,3509.0,41483284.0,https://anaconda.org/conda-forge/xlrd,2025-08-26 01:03:05.873,4871634.0,2.0,,,,,,,,,,,,,,,,,
+166,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 16:54:42.000,2026-01-08 03:51:23.000,2026-01-08 03:51:23,983.0,13.0,282,58.0,726.0,187.0,694.0,1728,2019-06-19 22:31:20.000,3.7.4,16.0,139.0,33,True,3277.0,,typing,conda-forge/typing,,,5880633.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3277.0,5827044.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3644104.0,2.0,,,,,,,,,,,,,,,,,
+167,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,,,32669047.0,https://pypi.org/project/humanize,2025-12-20 20:16:11.000,1712.0,32652310.0,https://anaconda.org/conda-forge/humanize,2025-12-20 21:56:40.135,1121391.0,2.0,,,,,,,,,,,,,,,,,
+168,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 22:52:13,595.0,6.0,87,23.0,407.0,35.0,80.0,1335,2024-11-18 13:58:33.000,2.2.1,36.0,38.0,33,True,29248.0,28857.0,cleo,conda-forge/cleo,,,46659951.0,https://pypi.org/project/cleo,2024-11-18 13:58:33.000,391.0,46560198.0,https://anaconda.org/conda-forge/cleo,2025-04-22 14:56:53.740,6284481.0,3.0,,,,,,,,,,,,,,,,,
+169,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 16:57:16,418.0,2.0,115,25.0,65.0,11.0,102.0,903,2025-02-24 04:41:32.000,5.2.1,40.0,32.0,33,True,756437.0,753980.0,decorator,conda-forge/decorator,,,148946597.0,https://pypi.org/project/decorator,2025-02-24 04:41:32.000,2457.0,148190371.0,https://anaconda.org/conda-forge/decorator,2025-04-22 14:56:24.977,43104907.0,3.0,,,,,,,,,,,,,,,,,
+170,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 14:52:32.000,2026-01-05 23:01:35.000,2025-11-20 23:14:27,1625.0,8.0,113,14.0,1104.0,30.0,165.0,478,2025-10-06 14:48:26.000,6.7.0,150.0,62.0,33,True,2060.0,,multidict,conda-forge/multidict,,1871.0,252048191.0,https://pypi.org/project/multidict,2025-10-06 14:48:26.000,2060.0,251704501.0,https://anaconda.org/conda-forge/multidict,2025-12-11 14:16:03.500,21651524.0,1.0,,,,,,,,,,,,,,,,,
+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,,98,14.0,41.0,42.0,62.0,382,2025-03-25 02:24:47.000,release_2025.2,118.0,21.0,33,True,2478298.0,2465316.0,pytz,conda-forge/pytz,,673.0,352093339.0,https://pypi.org/project/pytz,2025-03-25 02:24:58.000,12982.0,350773986.0,https://anaconda.org/conda-forge/pytz,2025-04-22 14:56:22.966,81798093.0,3.0,,,,,,,,,,,,,,,,,
+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 22:13:14.000,2026-01-14 14:55:34.020,2026-01-14 07:08:02,195.0,21.0,47,6.0,38.0,35.0,33.0,295,2026-01-14 06:27:35.000,2.1.0,22.0,19.0,33,True,317061.0,316350.0,send2trash,conda-forge/send2trash,,,31932063.0,https://pypi.org/project/send2trash,2026-01-14 06:27:35.000,711.0,31575322.0,https://anaconda.org/conda-forge/send2trash,2026-01-14 14:55:34.020,19620773.0,3.0,,,,,,,,,,,,,,,,,
+173,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 22:30:54.000,2025-04-22 14:56:26.566,2020-03-21 18:06:04,970.0,,118,31.0,105.0,60.0,71.0,254,2024-09-10 22:41:42.000,0.6.1,41.0,16.0,33,False,690018.0,688283.0,pyasn1,conda-forge/pyasn1,,,349772448.0,https://pypi.org/project/pyasn1,2024-09-10 22:41:42.000,1735.0,349094808.0,https://anaconda.org/conda-forge/pyasn1,2025-04-22 14:56:26.566,18973934.0,3.0,,,,,,,,,,,,,,,,,
+174,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 16:03:28,175.0,2.0,1830,230.0,3086.0,715.0,2971.0,13714,2025-01-06 12:43:06.000,5.0.8,210.0,19.0,32,False,14159.0,13608.0,pysimplegui,conda-forge/pysimplegui,,,132520.0,https://pypi.org/project/pysimplegui,2025-04-02 13:25:17.000,551.0,129053.0,https://anaconda.org/conda-forge/pysimplegui,2025-04-22 14:57:10.170,232347.0,2.0,,,,,,,,,,,,,,,,,
+175,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 23:31:13.000,2026-01-05 23:24:33.000,2026-01-05 23:24:28,725.0,9.0,584,102.0,177.0,10.0,322.0,7422,2024-10-12 15:24:03.000,4.8.2,70.0,94.0,32,True,16600.0,15909.0,tinydb,conda-forge/tinydb,,,1311016.0,https://pypi.org/project/tinydb,2024-10-12 15:23:59.000,691.0,1298675.0,https://anaconda.org/conda-forge/tinydb,2025-04-22 14:56:24.330,777503.0,2.0,,,,,,,,,,,,,,,,,
+176,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,,547,97.0,202.0,18.0,457.0,6383,2025-07-02 10:49:01.000,0.9.3,50.0,81.0,32,True,4443.0,4225.0,transitions,conda-forge/transitions,,,1457355.0,https://pypi.org/project/transitions,2025-07-02 10:49:01.000,218.0,1444513.0,https://anaconda.org/conda-forge/transitions,2025-07-02 16:00:07.332,860419.0,1.0,,,,,,,,,,,,,,,,,
+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 13:08:38.000,2026-01-14 14:12:29.000,2026-01-13 21:57:39,2202.0,31.0,143,42.0,1896.0,85.0,362.0,4201,2025-07-24 13:12:26.000,0.26.0,29.0,67.0,32,True,1137.0,930.0,returns,conda-forge/returns,,,645692.0,https://pypi.org/project/returns,2025-07-24 13:11:20.000,207.0,644842.0,https://anaconda.org/conda-forge/returns,2025-07-29 18:04:04.107,47640.0,3.0,,,,,,,,,,,,,,,,,
+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,,220,34.0,53.0,31.0,167.0,3897,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,1257.0,,sortedcontainers,conda-forge/sortedcontainers,,,157604496.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1257.0,157260994.0,https://anaconda.org/conda-forge/sortedcontainers,2025-04-22 14:56:25.064,23014653.0,2.0,,,,,,,,,,,,,,,,,
+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,9407.0,9394.0,blaze,conda-forge/blaze,,,87011.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,84072.0,https://anaconda.org/conda-forge/blaze,2025-04-22 14:56:39.802,296919.0,2.0,,,,,,,,,,,,,,,,,
+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,,680,139.0,462.0,147.0,411.0,3144,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,31397.0,31123.0,pandas-datareader,conda-forge/pandas-datareader,,,522000.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,274.0,512604.0,https://anaconda.org/conda-forge/pandas-datareader,2025-04-22 14:56:34.786,544974.0,2.0,,,,,,,,,,,,,,,,,
+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,,233,45.0,1273.0,68.0,573.0,3109,2025-03-21 08:41:24.000,0.40.1,741.0,81.0,32,True,5712.0,5630.0,docarray,conda-forge/docarray,,,96237.0,https://pypi.org/project/docarray,2025-03-21 08:34:42.000,82.0,91058.0,https://anaconda.org/conda-forge/docarray,2025-04-22 14:58:08.417,248632.0,2.0,,,,,,,,,,,,,,,,,
+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,,211,32.0,82.0,9.0,91.0,3008,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,False,170765.0,170057.0,python-decouple,conda-forge/python-decouple,,18.0,5751811.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,708.0,5749680.0,https://anaconda.org/conda-forge/python-decouple,2025-04-22 14:56:41.760,138552.0,2.0,,,,,,,,,,,,,,,,,
+183,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 21:14:39.000,2026-01-04 19:44:17.000,2026-01-04 19:44:17,551.0,105.0,80,14.0,430.0,1.0,5.0,2334,2025-12-26 12:05:08.000,0.0.12,15.0,21.0,32,True,7712.0,7448.0,asyncer,conda-forge/asyncer,,,3713979.0,https://pypi.org/project/asyncer,2025-12-26 12:05:08.000,264.0,3713400.0,https://anaconda.org/conda-forge/asyncer,2025-12-26 13:13:17.827,27825.0,3.0,,,,,,,,,,,,,,,,,
+184,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 13:52:32,1072.0,3.0,143,18.0,603.0,145.0,454.0,2327,2022-12-08 21:01:02.889,2.3.0,149.0,37.0,32,True,61286.0,59436.0,omegaconf,conda-forge/omegaconf,,,21275228.0,https://pypi.org/project/omegaconf,2025-10-30 17:55:32.000,1850.0,21243126.0,https://anaconda.org/conda-forge/omegaconf,2025-04-22 14:57:19.651,2182979.0,2.0,,,,,,,,,,,,,,,,,
+185,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 17:55:17.000,2025-11-21 10:02:16.000,2025-08-28 19:46:23,616.0,,101,18.0,309.0,72.0,116.0,1966,2025-08-28 19:00:19.000,2.1.1,24.0,50.0,32,True,21488.0,20049.0,questionary,conda-forge/questionary,,,11027820.0,https://pypi.org/project/questionary,2025-08-28 19:00:19.000,1439.0,11023396.0,https://anaconda.org/conda-forge/questionary,2025-09-08 18:35:18.765,269877.0,3.0,,,,,,,,,,,,,,,,,
+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 18:08:48,805.0,4.0,173,16.0,753.0,63.0,277.0,1398,2024-09-25 13:20:25.000,0.12.3,45.0,51.0,32,True,4741.0,4594.0,aiocache,,,75.0,3908360.0,https://pypi.org/project/aiocache,2024-09-25 13:20:22.000,147.0,3908360.0,,,,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,,198,48.0,228.0,89.0,380.0,1302,2025-07-10 20:47:12.000,1.7.17,92.0,67.0,32,True,4229.0,4181.0,petl,conda-forge/petl,,,843443.0,https://pypi.org/project/petl,2025-07-10 20:47:12.000,48.0,837687.0,https://anaconda.org/conda-forge/petl,2025-07-11 11:24:27.947,385708.0,2.0,,,,,,,,,,,,,,,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,,194,28.0,103.0,64.0,145.0,1285,2021-01-11 13:28:44.000,0.4.0,28.0,27.0,32,True,9836.0,9486.0,sshtunnel,conda-forge/sshtunnel,,,30770919.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,350.0,30765776.0,https://anaconda.org/conda-forge/sshtunnel,2025-04-22 14:56:28.186,324055.0,3.0,,,,,,,,,,,,,,,,,
+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,,99,62.0,94.0,48.0,60.0,1077,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,337943.0,333453.0,appdirs,conda-forge/appdirs,,,29885129.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4490.0,29647843.0,https://anaconda.org/conda-forge/appdirs,2025-04-22 14:56:20.880,14949065.0,3.0,,,,,,,,,,,,,,,,,
+190,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 17:54:08.000,2026-01-13 20:59:05.000,2026-01-13 20:59:04,675.0,55.0,342,31.0,378.0,32.0,133.0,695,2025-11-18 10:42:40.000,3.11.0,39.0,74.0,32,True,3966.0,3879.0,pysolr,conda-forge/pysolr,,,428295.0,https://pypi.org/project/pysolr,2025-11-18 10:42:40.000,87.0,424225.0,https://anaconda.org/conda-forge/pysolr,2025-11-18 13:40:33.893,65122.0,3.0,,,,,,,,,,,,,,,,,
+191,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 11:51:08.000,2026-01-02 15:06:45.000,2026-01-02 15:06:43,979.0,25.0,80,17.0,595.0,178.0,346.0,503,2025-11-25 15:35:53.000,2.3.1,109.0,42.0,32,True,17948.0,17739.0,param,conda-forge/param,,,1056368.0,https://pypi.org/project/param,2025-11-25 15:35:53.000,209.0,1018733.0,https://anaconda.org/conda-forge/param,2025-11-25 17:20:19.885,2371056.0,3.0,,,,,,,,,,,,,,,,,
+192,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 13:07:19.000,2026-01-05 21:47:07.000,2026-01-05 21:36:01,518.0,18.0,126,59.0,564.0,3.0,389.0,488,2026-01-05 21:47:07.000,0.33.0,64.0,57.0,32,True,271.0,,pandas-gbq,conda-forge/pandas-gbq,,570.0,29188672.0,https://pypi.org/project/pandas-gbq,2026-01-05 21:47:07.000,271.0,29153251.0,https://anaconda.org/conda-forge/pandas-gbq,2025-05-01 18:48:18.992,2231217.0,3.0,,,,,,,,,,,,,,,,,
+193,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,,143,23.0,101.0,52.0,148.0,355,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,False,125518.0,124918.0,asn1crypto,conda-forge/asn1crypto,,,125343227.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,600.0,125201011.0,https://anaconda.org/conda-forge/asn1crypto,2025-04-22 14:56:37.840,9386303.0,3.0,,,,,,,,,,,,,,,,,
+194,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,,600,137.0,995.0,551.0,781.0,8467,2023-07-21 10:41:31.000,4.17.0,69.0,75.0,31,True,1064.0,1012.0,vaex,conda-forge/vaex,,327.0,15489.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,52.0,12131.0,https://anaconda.org/conda-forge/vaex,2025-04-22 14:56:28.679,372537.0,3.0,,,,,,,,,,,,,,,,,
+195,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 23:03:09.000,2026-01-15 08:12:27.000,2026-01-15 06:25:00,1146.0,218.0,431,42.0,1204.0,54.0,208.0,5832,2026-01-14 07:48:46.000,0.3.26,149.0,50.0,31,True,23.0,22.0,cocoindex,,,,12753.0,https://pypi.org/project/cocoindex,2026-01-15 07:42:35.000,1.0,12753.0,,,,2.0,,,,,,,,,,,,,,,,,
+196,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,,298,97.0,142.0,40.0,265.0,4847,2023-07-12 08:56:00.739,1.6.2,57.0,79.0,31,True,5199.0,5065.0,dataset,conda-forge/dataset,,,1028523.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,134.0,1028229.0,https://anaconda.org/conda-forge/dataset,2025-09-17 20:26:50.685,17102.0,3.0,,,,,,,,,,,,,,,,,
+197,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 19:37:45.000,2026-01-05 09:58:13.000,2026-01-05 09:57:23,4308.0,24.0,454,37.0,578.0,184.0,696.0,4639,2026-01-05 09:58:18.000,3.6,231.0,179.0,31,True,228.0,199.0,pyinfra,,,,44477.0,https://pypi.org/project/pyinfra,2026-01-05 09:58:13.000,29.0,44477.0,,,,3.0,,,,,,,,,,,,,,,,,
+198,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 20:00:51.000,2026-01-05 18:58:17.000,2026-01-05 18:58:16,1009.0,9.0,375,79.0,339.0,30.0,327.0,4472,2025-08-20 11:55:02.000,5.11.0,39.0,94.0,31,False,2651.0,,ujson,conda-forge/ujson,,,19868074.0,https://pypi.org/project/ujson,2025-08-20 11:55:02.000,2651.0,19759201.0,https://anaconda.org/conda-forge/ujson,2025-08-31 21:04:12.975,7294506.0,3.0,,,,,,,,,,,,,,,,,
+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,,250,83.0,92.0,336.0,338.0,3826,2024-08-27 12:33:41.000,0.7.19,54.0,33.0,31,True,4730.0,4559.0,pony,conda-forge/pony,,221.0,141120.0,https://pypi.org/project/pony,2024-08-27 12:29:28.000,171.0,138239.0,https://anaconda.org/conda-forge/pony,2025-04-22 14:56:31.117,178571.0,3.0,,,,,,,,,,,,,,,,,
+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 13:39:33.000,2026-01-10 17:47:24.000,2026-01-10 17:47:24,1305.0,18.0,503,46.0,308.0,223.0,164.0,3567,2025-08-10 18:14:40.000,1.0.9,16.0,74.0,31,True,3527.0,3521.0,camelot,,,283.0,4975.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,4954.0,,,,3.0,,,,,,,,,,,,,,,,,
+201,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,,366,311.0,1630.0,109.0,491.0,3369,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,False,423.0,392.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1025.0,1709321.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,1703712.0,https://anaconda.org/conda-forge/koalas,2025-04-22 14:57:05.444,447787.0,3.0,,,,,,,,,,,,,,,,,
+202,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 15:42:11,849.0,1.0,431,36.0,663.0,297.0,383.0,2639,2025-06-02 17:32:57.000,6.1.0,96.0,114.0,31,True,2074.0,1988.0,pynamodb,conda-forge/pynamodb,,,3705240.0,https://pypi.org/project/pynamodb,2025-06-02 17:32:57.000,86.0,3661675.0,https://anaconda.org/conda-forge/pynamodb,2025-06-02 20:29:30.739,2831747.0,3.0,,,,,,,,,,,,,,,,,
+203,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,,588,100.0,923.0,214.0,1093.0,2618,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1709.0,1706.0,mrjob,conda-forge/mrjob,,,76457.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,66039.0,https://anaconda.org/conda-forge/mrjob,2025-04-22 14:56:27.508,687632.0,2.0,,,,,,,,,,,,,,,,,
+204,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,,286,57.0,306.0,109.0,239.0,2592,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1860.0,1717.0,schematics,conda-forge/schematics,,,536870.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,143.0,536515.0,https://anaconda.org/conda-forge/schematics,2025-04-22 14:57:08.152,27760.0,3.0,,,,,,,,,,,,,,,,,
+205,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,,132,53.0,74.0,22.0,64.0,2545,2020-11-21 16:21:29.000,2.4.0,31.0,34.0,31,False,17089.0,16638.0,addict,conda-forge/addict,,27.0,5156723.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,451.0,5145235.0,https://anaconda.org/conda-forge/addict,2025-12-02 13:18:06.785,735237.0,2.0,,,,,,,,,,,,,,,,,
+206,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 05:16:03,907.0,1.0,235,42.0,334.0,6.0,305.0,2055,2025-10-08 09:14:38.000,1.1.2,30.0,81.0,31,False,2857.0,,msgpack,conda-forge/msgpack-python,,2143.0,139793386.0,https://pypi.org/project/msgpack,2025-10-08 09:14:38.000,2857.0,139293100.0,https://anaconda.org/conda-forge/msgpack-python,2025-11-07 08:39:42.682,31516658.0,3.0,,,,,,,,,,,,,,,,,
+207,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 16:08:54,762.0,7.0,63,12.0,280.0,1.0,62.0,1571,2024-02-18 19:11:22.000,0.23.1,43.0,24.0,31,True,43248.0,42765.0,bidict,conda-forge/bidict,,145.0,12078689.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,483.0,12068428.0,https://anaconda.org/conda-forge/bidict,2025-04-22 14:56:27.833,677199.0,2.0,,,,,,,,,,,,,,,,,
+208,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,,222,45.0,193.0,68.0,340.0,1546,2022-11-30 17:34:49.000,2.0.6,18.0,97.0,31,True,3164.0,3087.0,pygsheets,,,,2115667.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,77.0,2115667.0,,,,3.0,,,,,,,,,,,,,,,,,
+209,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 21:28:55,1055.0,3.0,315,64.0,411.0,116.0,371.0,1530,2026-01-12 21:34:09.000,0.23.4,18.0,86.0,31,True,254.0,243.0,mleap,conda-forge/mleap,,,2058896.0,https://pypi.org/project/mleap,2026-01-12 21:19:48.000,11.0,2057317.0,https://anaconda.org/conda-forge/mleap,2026-01-13 09:57:49.851,107395.0,2.0,,,,,,,,,,,,,,,,,
+210,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 20:57:40,244.0,2.0,129,23.0,57.0,14.0,95.0,1347,2025-08-26 13:09:05.000,2.3.0,32.0,26.0,31,True,1218.0,,email-validator,conda-forge/email-validator,,,77721908.0,https://pypi.org/project/email-validator,2025-08-26 13:09:05.000,1218.0,77692967.0,https://anaconda.org/conda-forge/email-validator,2025-08-26 15:19:04.108,1910140.0,3.0,,,,,,,,,,,,,,,,,
+211,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,,136,21.0,80.0,35.0,165.0,1069,2025-04-08 21:06:29.000,2.13.0,37.0,30.0,31,True,24021.0,23438.0,anytree,conda-forge/anytree,,,3306087.0,https://pypi.org/project/anytree,2025-04-08 21:06:29.000,583.0,3302124.0,https://anaconda.org/conda-forge/anytree,2025-04-22 14:57:24.586,71350.0,2.0,,,,,,,,,,,,,,,,,
+212,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,35671.0,34950.0,inflect,conda-forge/inflect,,,18133511.0,https://pypi.org/project/inflect,2024-12-28 17:11:15.000,721.0,18123446.0,https://anaconda.org/conda-forge/inflect,2025-04-22 14:56:34.231,674417.0,3.0,,,,,,,,,,,,,,,,,
+213,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 04:03:36.000,2025-08-27 16:37:29.716,2025-05-26 23:53:00,1185.0,,364,72.0,22.0,22.0,630.0,896,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,9556.0,9122.0,cx-Oracle,conda-forge/cx_oracle,,,4839309.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,434.0,4824503.0,https://anaconda.org/conda-forge/cx_oracle,2025-08-27 16:37:29.716,977250.0,3.0,,,,,,,,,,,,,,,,,
+214,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,32043.0,31501.0,ordered-set,conda-forge/ordered-set,,,28171119.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,542.0,28158347.0,https://anaconda.org/conda-forge/ordered-set,2025-04-22 14:56:22.596,855781.0,2.0,,,,,,,,,,,,,,,,,
+215,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,216550.0,214669.0,tzlocal,conda-forge/tzlocal,,,102233818.0,https://pypi.org/project/tzlocal,2025-03-05 21:17:39.000,1881.0,102151010.0,https://anaconda.org/conda-forge/tzlocal,2025-08-26 16:54:21.657,4388835.0,3.0,,,,,,,,,,,,,,,,,
+216,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,121256.0,120385.0,isodate,conda-forge/isodate,,,155772758.0,https://pypi.org/project/isodate,2024-10-08 23:04:09.000,871.0,155602758.0,https://anaconda.org/conda-forge/isodate,2025-04-22 14:56:20.901,8330028.0,3.0,,,,,,,,,,,,,,,,,
+217,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,,1024,283.0,306.0,168.0,473.0,22017,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,1175.0,1070.0,gooey,conda-forge/gooey,,917.0,8575.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,105.0,6920.0,https://anaconda.org/conda-forge/gooey,2025-04-22 14:57:05.689,131514.0,3.0,,,,,,,,,,,,,,,,,
+218,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,,1127,216.0,90.0,243.0,43.0,5302,,,41.0,28.0,30,False,11133.0,10967.0,pdfminer,conda-forge/pdfminer,,,187838.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,166.0,187241.0,https://anaconda.org/conda-forge/pdfminer,2025-04-22 14:56:26.384,67548.0,3.0,,,,,,,,,,,,,,,,,
+219,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,,150,66.0,79.0,13.0,76.0,3494,2018-06-30 04:16:20.000,1.10.3,51.0,34.0,30,True,15702.0,15316.0,funcy,conda-forge/funcy,,,3195730.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,386.0,3183828.0,https://anaconda.org/conda-forge/funcy,2025-04-22 14:56:31.417,761758.0,3.0,,,,,,,,,,,,,,,,,
+220,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 06:29:50,1043.0,6.0,69,19.0,117.0,119.0,81.0,2111,2025-12-29 06:29:06.000,25.12.0,28.0,23.0,30,True,3213.0,2962.0,glom,conda-forge/glom,,,8437388.0,https://pypi.org/project/glom,2025-12-29 06:29:06.000,251.0,8436466.0,https://anaconda.org/conda-forge/glom,2025-12-29 17:31:58.501,59941.0,3.0,,,,,,,,,,,,,,,,,
+221,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,,183,42.0,228.0,108.0,276.0,2087,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,True,410.0,,fs,conda-forge/fs,,,6481865.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,410.0,6470051.0,https://anaconda.org/conda-forge/fs,2025-04-22 14:56:42.067,1181475.0,3.0,,,,,,,,,,,,,,,,,
+222,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 10:26:45,1939.0,21.0,96,16.0,592.0,105.0,445.0,1852,2025-10-21 23:05:00.000,1.30.0,289.0,52.0,30,True,528.0,511.0,piccolo,,,,68718.0,https://pypi.org/project/piccolo,2025-10-21 23:05:00.000,17.0,68718.0,,,,3.0,,,,,,,,,,,,,,,,,
+223,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 21:45:06.000,5.3.2,55.0,142.0,30,False,362.0,,influxdb,conda-forge/influxdb,,,3462139.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,362.0,3459079.0,https://anaconda.org/conda-forge/influxdb,2025-04-22 14:57:24.275,211201.0,3.0,,,,,,,,,,,,,,,,,
+224,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,2527.0,2395.0,redis-py-cluster,,,4944.0,3817270.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,132.0,3817233.0,,,,3.0,,,,,,,,,,,,,,,,,
+225,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 11:04:34,558.0,5.0,138,18.0,75.0,31.0,111.0,1074,2025-12-17 13:01:57.000,2.3.0,32.0,33.0,30,True,4315.0,4091.0,pyahocorasick,conda-forge/pyahocorasick,,765.0,4689986.0,https://pypi.org/project/pyahocorasick,2025-12-17 13:01:57.000,224.0,4683041.0,https://anaconda.org/conda-forge/pyahocorasick,2025-12-18 09:03:44.961,436260.0,3.0,,,,,,,,,,,,,,,,,
+226,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,3799.0,3615.0,intake,conda-forge/intake,,,259099.0,https://pypi.org/project/intake,2025-01-14 17:06:26.000,184.0,246716.0,https://anaconda.org/conda-forge/intake,2025-04-22 14:56:57.160,829676.0,3.0,,,,,,,,,,,,,,,,,
+227,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 13:08:20.000,2026-01-13 08:19:34.465,2026-01-12 10:04:00,1720.0,12.0,205,93.0,986.0,2.0,263.0,1017,2026-01-12 12:08:50.000,6.1.0,148.0,44.0,30,True,63.0,,neo4j-driver,conda-forge/neo4j-python-driver,,,129263.0,https://pypi.org/project/neo4j-driver,2026-01-12 10:42:38.000,63.0,123608.0,https://anaconda.org/conda-forge/neo4j-python-driver,2026-01-13 08:19:34.465,378946.0,3.0,,,,,,,,,,,,,,,,,
+228,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,,121,16.0,130.0,89.0,136.0,755,2025-05-23 15:11:00.000,1.7.1,30.0,56.0,30,True,25038.0,24365.0,configargparse,conda-forge/configargparse,,,10140371.0,https://pypi.org/project/configargparse,2025-06-13 18:27:56.000,673.0,10112196.0,https://anaconda.org/conda-forge/configargparse,2025-05-26 23:29:32.017,1662355.0,3.0,,,,,,,,,,,,,,,,,
+229,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,67501.0,67250.0,srsly,conda-forge/srsly,,914.0,14854143.0,https://pypi.org/project/srsly,2025-11-17 14:09:41.000,251.0,14820313.0,https://anaconda.org/conda-forge/srsly,2025-11-17 23:46:00.404,2265986.0,3.0,,,,,,,,,,,,,,,,,
+230,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 00:09:10.000,2026-01-07 21:09:07.000,2025-12-16 22:09:17,916.0,11.0,61,44.0,910.0,89.0,293.0,74,2025-12-17 15:18:12.000,2.35.0,92.0,79.0,30,False,49.0,,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,59843896.0,https://pypi.org/project/google-cloud-bigtable,2025-12-17 15:18:12.000,49.0,59840341.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2025-12-18 08:44:37.575,209784.0,3.0,,,,,,,,,,,,,,,,,
+231,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 18:48:54,895.0,3.0,59,2.0,58.0,8.0,84.0,67,2025-06-08 17:06:44.000,3.23.0,62.0,32.0,30,False,884542.0,881320.0,zipp,conda-forge/zipp,,,309535268.0,https://pypi.org/project/zipp,2025-06-08 17:06:38.000,3222.0,308462852.0,https://anaconda.org/conda-forge/zipp,2025-11-29 23:49:27.530,68634682.0,3.0,,,,,,,,,,,,,,,,,
+232,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 22:32:08.000,2026-01-06 13:11:48.000,2026-01-06 13:11:48,970.0,7.0,4696,625.0,788.0,218.0,108.0,24940,2020-10-04 14:44:02.000,0.1.4,5.0,213.0,29,True,144.0,140.0,algorithms,conda-forge/algorithms,,,2675.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,2602.0,https://anaconda.org/conda-forge/algorithms,2025-04-22 14:57:51.136,4180.0,3.0,,,,,,,,,,,,,,,,,
+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,,574,182.0,94.0,42.0,92.0,7223,2024-03-29 23:53:56.000,0.6.0,13.0,51.0,29,False,1336.0,1289.0,records,conda-forge/records,,,328693.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,47.0,327606.0,https://anaconda.org/conda-forge/records,2025-04-22 14:56:35.319,60873.0,3.0,,,,,,,,,,,,,,,,,
+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,,535,135.0,293.0,276.0,245.0,6830,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,2168.0,2144.0,faust,,,,10950.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,10950.0,,,,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,,858,160.0,746.0,16.0,964.0,5935,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,29,False,682.0,662.0,snorkel,conda-forge/snorkel,,1260.0,53297.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,20.0,52115.0,https://anaconda.org/conda-forge/snorkel,2025-04-22 14:57:07.929,67974.0,3.0,,,,,,,,,,,,,,,,,
+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,,261,63.0,92.0,22.0,284.0,4243,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1271.0,1154.0,asciimatics,conda-forge/asciimatics,,,51569.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,117.0,47690.0,https://anaconda.org/conda-forge/asciimatics,2025-04-22 14:56:50.205,244389.0,3.0,,,,,,,,,,,,,,,,,
+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,,263,49.0,211.0,133.0,204.0,4024,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,29,False,161.0,,databases,conda-forge/databases,,,1173187.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,161.0,1167654.0,https://anaconda.org/conda-forge/databases,2026-01-01 19:03:38.844,343102.0,3.0,,,,,,,,,,,,,,,,,
+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,,150,44.0,475.0,55.0,263.0,2810,2020-06-08 23:55:55.000,1.0.1,50.0,45.0,29,False,2552.0,2502.0,gino,,,,16442.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,50.0,16442.0,,,,3.0,,,,,,,,,,,,,,,,,
+239,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 20:06:51,404.0,1.0,189,31.0,266.0,89.0,157.0,2777,2025-01-06 22:44:45.000,0.26.3,63.0,64.0,29,True,1057.0,1024.0,arq,conda-forge/arq,,,500756.0,https://pypi.org/project/arq,2025-01-06 22:44:45.000,33.0,500382.0,https://anaconda.org/conda-forge/arq,2025-04-22 14:57:50.444,21366.0,3.0,,,,,,,,,,,,,,,,,
+240,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 07:01:57.000,2025-12-08 17:06:01.000,2024-10-08 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,,,1265777.0,https://pypi.org/project/pyscaffold,2024-09-23 15:42:38.000,46.0,1258982.0,https://anaconda.org/conda-forge/pyscaffold,2025-04-22 14:56:22.133,414517.0,3.0,,,,,,,,,,,,,,,,,
+241,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,,Apache-2.0,2009-12-11 09:00:14.000,2026-01-15 08:50:03.000,2026-01-15 08:50:03,10221.0,2.0,926,79.0,1857.0,107.0,129.0,2102,2023-08-10 08:07:04.000,3.8.0,71.0,484.0,29,True,184.0,,apache-libcloud,,,,248737.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,184.0,248737.0,,,,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 09:03:11,940.0,14.0,45,11.0,423.0,12.0,104.0,1605,2025-09-30 22:57:40.000,0.35.0,68.0,11.0,29,True,2077.0,1969.0,python-benedict,conda-forge/python-benedict,,,670520.0,https://pypi.org/project/python-benedict,2025-09-30 22:57:40.000,108.0,666559.0,https://anaconda.org/conda-forge/python-benedict,2025-04-22 14:57:40.942,245607.0,3.0,,,,,,,,,,,,,,,,,
+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,5286.0,4891.0,strictyaml,conda-forge/strictyaml,,,16152523.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,395.0,16146995.0,https://anaconda.org/conda-forge/strictyaml,2025-08-16 22:49:32.433,359382.0,3.0,,,,,,,,,,,,,,,,,
+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,,133,28.0,75.0,33.0,72.0,1243,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,8563.0,8301.0,sqlitedict,conda-forge/sqlitedict,,,823573.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,262.0,820594.0,https://anaconda.org/conda-forge/sqlitedict,2025-04-22 14:56:57.223,190709.0,3.0,,,,,,,,,,,,,,,,,
+245,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 16:14:08.000,2026-01-12 15:51:50.000,2026-01-12 15:51:47,949.0,42.0,108,12.0,297.0,41.0,114.0,1204,2025-08-16 12:12:39.000,10.1.0,43.0,27.0,29,True,357.0,,mss,conda-forge/python-mss,,,1975769.0,https://pypi.org/project/mss,2025-08-16 12:10:59.000,357.0,1974445.0,https://anaconda.org/conda-forge/python-mss,2025-08-16 15:48:47.406,88769.0,3.0,,,,,,,,,,,,,,,,,
+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,,146,32.0,92.0,3.0,144.0,1122,2025-07-27 20:40:28.000,17.1.1,35.0,56.0,29,False,17491.0,17225.0,path,conda-forge/path,,,1268556.0,https://pypi.org/project/path,2025-07-27 20:40:22.000,266.0,1253373.0,https://anaconda.org/conda-forge/path,2025-08-03 11:18:26.016,1032475.0,3.0,,,,,,,,,,,,,,,,,
+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,,58,14.0,79.0,3.0,97.0,997,2023-06-20 04:19:05.975,8.4.0,59.0,24.0,29,True,46217.0,44756.0,natsort,conda-forge/natsort,,,15214470.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1461.0,15175441.0,https://anaconda.org/conda-forge/natsort,2025-04-22 14:56:33.205,2419847.0,3.0,,,,,,,,,,,,,,,,,
+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,,79,14.0,310.0,40.0,25.0,706,2024-10-25 15:49:17.000,2.0.1,19.0,25.0,29,False,56664.0,55100.0,cached-property,conda-forge/cached-property,,,15560781.0,https://pypi.org/project/cached-property,2024-10-25 15:43:54.000,1564.0,15381527.0,https://anaconda.org/conda-forge/cached-property,2025-04-22 14:56:32.836,19000977.0,2.0,,,,,,,,,,,,,,,,,
+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 06:14:13,816.0,8.0,53,9.0,109.0,16.0,106.0,530,2020-11-16 12:53:09.000,0.9.4,71.0,25.0,29,True,7723.0,7456.0,python-rapidjson,conda-forge/python-rapidjson,,,3940001.0,https://pypi.org/project/python-rapidjson,2025-12-07 06:14:27.000,267.0,3870001.0,https://anaconda.org/conda-forge/python-rapidjson,2025-12-07 08:28:33.590,4410032.0,3.0,,,,,,,,,,,,,,,,,
+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,,,380707119.0,https://pypi.org/project/rsa,2025-04-16 09:51:17.000,1913.0,380443815.0,https://anaconda.org/conda-forge/rsa,2025-04-22 14:56:25.103,17641408.0,3.0,,,,,,,,,,,,,,,,,
+251,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,,50,10.0,75.0,8.0,252.0,70,2025-01-03 18:52:03.000,6.5.2,81.0,48.0,29,False,4050.0,,importlib-resources,conda-forge/importlib_resources,,,82138820.0,https://pypi.org/project/importlib-resources,2025-01-03 18:51:54.000,4050.0,81507931.0,https://anaconda.org/conda-forge/importlib_resources,2025-04-22 14:56:51.702,42900483.0,2.0,,,,,,,,,,,,,,,,,
+252,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,,417,91.0,112.0,38.0,127.0,2846,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,11803.0,11723.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,190949.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,189485.0,https://anaconda.org/conda-forge/sklearn-pandas,2025-04-22 14:57:40.956,90810.0,3.0,,,,,,,,,,,,,,,,,
+253,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,,106,28.0,85.0,23.0,128.0,2641,2023-07-31 18:46:53.000,1.4.0,86.0,19.0,28,False,2078.0,2021.0,swifter,conda-forge/swifter,['pandas'],,11435382.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,57.0,11427300.0,https://anaconda.org/conda-forge/swifter,2025-04-22 14:57:04.018,541559.0,3.0,,,,,,,,,,,,,,,,,
+254,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 06:22:25.000,2025-12-18 14:53:26.000,2025-12-18 14:53:26,6008.0,24.0,552,97.0,1085.0,617.0,1141.0,2580,2025-10-29 13:31:52.000,wxPython-4.2.4,17.0,156.0,28,False,9.0,,wx,conda-forge/wxpython,,6947.0,28110.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2025-11-05 21:04:20.824,1766374.0,3.0,,,,,,,,,,,,,,,,,
+255,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 03:35:23.000,1.4.2,18.0,15.0,28,False,1064.0,,retrying,conda-forge/retrying,,,22765807.0,https://pypi.org/project/retrying,2025-08-03 03:35:23.000,1064.0,22621880.0,https://anaconda.org/conda-forge/retrying,2025-08-03 11:12:59.594,2590695.0,3.0,,,,,,,,,,,,,,,,,
+256,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,,163,100.0,1940.0,180.0,1339.0,1880,2023-12-01 22:24:23.000,1.1.0,17.0,41.0,28,True,54.0,,datatable,conda-forge/datatable,,3253.0,39574.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,54.0,38743.0,https://anaconda.org/conda-forge/datatable,2025-04-22 14:57:43.658,48740.0,3.0,,,,,,,,,,,,,,,,,
+257,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,237.0,228.0,mongo-connector,,,,43176.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,43176.0,,,,3.0,,,,,,,,,,,,,,,,,
+258,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,11115.0,10658.0,blessings,conda-forge/blessings,,,876020.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,457.0,869674.0,https://anaconda.org/conda-forge/blessings,2025-08-26 14:55:20.960,425207.0,3.0,,,,,,,,,,,,,,,,,
+259,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,4261.0,4185.0,pandasql,conda-forge/pandasql,['pandas'],,1782459.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,76.0,1772440.0,https://anaconda.org/conda-forge/pandasql,2025-04-22 14:57:54.808,551092.0,3.0,,,,,,,,,,,,,,,,,
+260,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,,108,23.0,126.0,66.0,96.0,710,2020-05-31 23:52:03.000,2.6,17.0,56.0,28,False,14249.0,14081.0,parsedatetime,conda-forge/parsedatetime,,,20804362.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,168.0,20798281.0,https://anaconda.org/conda-forge/parsedatetime,2025-04-22 14:56:27.871,407458.0,3.0,,,,,,,,,,,,,,,,,
+261,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,,163,33.0,51.0,34.0,185.0,614,2025-09-26 09:30:46.000,1.3.0,13.0,22.0,28,True,1061.0,1017.0,happybase,conda-forge/happybase,,,41025.0,https://pypi.org/project/happybase,2025-09-26 09:30:46.000,44.0,38895.0,https://anaconda.org/conda-forge/happybase,2025-04-22 14:56:24.390,244978.0,3.0,,,,,,,,,,,,,,,,,
+262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,,BSD-3-Clause,2011-10-16 17:48:39.000,2025-12-03 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,6241.0,6151.0,beaker,conda-forge/beaker,,,105567.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,90.0,102335.0,https://anaconda.org/conda-forge/beaker,2025-04-22 14:56:33.061,119584.0,3.0,,,,,,,,,,,,,,,,,
+263,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 15:07:52.000,2026-01-14 16:21:19.000,2026-01-14 16:21:19,8608.0,57.0,35,8.0,380.0,46.0,681.0,477,2025-12-17 16:30:58.000,3.5.2,233.0,27.0,28,True,35.0,29.0,static-frame,conda-forge/static-frame,,,32096.0,https://pypi.org/project/static-frame,2025-12-17 16:30:58.000,6.0,23861.0,https://anaconda.org/conda-forge/static-frame,2025-12-17 21:54:48.260,560044.0,3.0,,,,,,,,,,,,,,,,,
+264,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,26030.0,26021.0,umongo,conda-forge/umongo,,,39359.0,https://pypi.org/project/umongo,2025-10-06 22:34:02.000,9.0,39124.0,https://anaconda.org/conda-forge/umongo,2025-04-22 14:58:00.868,12240.0,3.0,,,,,,,,,,,,,,,,,
+265,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,,82,16.0,107.0,71.0,108.0,336,2024-09-21 13:08:07.000,5.0.9,19.0,13.0,28,True,49770.0,49122.0,configobj,conda-forge/configobj,,2108.0,4981981.0,https://pypi.org/project/configobj,2024-09-21 12:47:46.000,648.0,4952135.0,https://anaconda.org/conda-forge/configobj,2025-04-22 14:56:53.636,1073981.0,3.0,,,,,,,,,,,,,,,,,
+266,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,,604,140.0,214.0,192.0,359.0,6758,2025-06-22 18:21:36.000,0.18.2,45.0,49.0,27,True,105.0,,eel,,,,72878.0,https://pypi.org/project/eel,2025-06-22 18:21:36.000,105.0,72878.0,,,,3.0,,,,,,,,,,,,,,,,,
+267,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,,744,140.0,299.0,119.0,177.0,6290,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,136.0,132.0,powerline-shell,,,,106710.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,106710.0,,,,3.0,,,,,,,,,,,,,,,,,
+268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,,MIT,2021-08-11 20:20:15.000,2025-10-19 21:22:50.000,2025-08-16 09:23:17,321.0,,367,33.0,189.0,144.0,156.0,4343,2025-08-09 22:07:21.000,1.47.0,90.0,36.0,27,True,283.0,277.0,img2dataset,,,2574.0,7592.0,https://pypi.org/project/img2dataset,2025-08-09 22:07:21.000,6.0,7544.0,,,,3.0,,,,,,,,,,,,,,,,,
+269,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,,,3649286.0,https://pypi.org/project/dynaconf,2025-10-10 19:54:03.000,635.0,3646680.0,https://anaconda.org/conda-forge/dynaconf,2025-10-13 05:09:44.972,164190.0,3.0,,,,,,,,,,,,,,,,,
+270,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,,213,27.0,57.0,99.0,134.0,3806,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,False,107.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,487931.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,107.0,485752.0,https://anaconda.org/conda-forge/pandarallel,2025-04-22 14:57:53.953,119889.0,3.0,,,,,,,,,,,,,,,,,
+271,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,,578,168.0,470.0,97.0,477.0,3089,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,27,False,307.0,284.0,arctic,conda-forge/arctic,,243.0,3142.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,23.0,2144.0,https://anaconda.org/conda-forge/arctic,2025-04-22 14:57:05.782,43892.0,3.0,,,,,,,,,,,,,,,,,
+272,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,,433.0,2787,2024-12-03 23:53:13.000,1.6.4,361.0,35.0,27,True,391.0,383.0,whylogs,,,,125384.0,https://pypi.org/project/whylogs,2024-12-03 23:54:37.000,8.0,125384.0,,,,3.0,,,,,,,,,,,,,,,,,
+273,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,,134,44.0,79.0,14.0,129.0,2489,2024-03-13 17:36:36.000,1.5.0,15.0,33.0,27,True,993.0,966.0,pyfunctional,,,,306506.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,306506.0,,,,3.0,,,,,,,,,,,,,,,,,
+274,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 15:18:13,163.0,1.0,118,18.0,122.0,60.0,42.0,2148,2021-11-03 09:30:11.939,0.5.0,12.0,26.0,27,True,13061.0,12986.0,gin-config,conda-forge/gin-config,,,433651.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,75.0,433168.0,https://anaconda.org/conda-forge/gin-config,2025-04-22 14:57:26.496,32909.0,3.0,,,,,,,,,,,,,,,,,
+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 10:34:11,2819.0,7.0,132,47.0,339.0,49.0,204.0,1570,2025-10-06 16:10:06.000,0.19.0,32.0,41.0,27,False,267.0,245.0,enaml,conda-forge/enaml,,3817.0,15372.0,https://pypi.org/project/enaml,2025-10-06 16:08:39.000,22.0,10013.0,https://anaconda.org/conda-forge/enaml,2025-10-27 16:55:18.289,356540.0,3.0,,,,,,,,,,,,,,,,,
+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,,146,40.0,54.0,29.0,19.0,1322,2025-10-15 20:01:20.000,6.2.3,121.0,32.0,27,True,298.0,,singer-python,,,,3825907.0,https://pypi.org/project/singer-python,2025-10-22 13:54:18.000,298.0,3825907.0,,,,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 15:37:57,549.0,1.0,154,40.0,143.0,11.0,230.0,1277,2025-10-14 12:23:51.000,2.16.0.post1,104.0,22.0,27,False,311.0,277.0,parallel-ssh,,,488.0,88117.0,https://pypi.org/project/parallel-ssh,2025-10-14 12:24:14.000,34.0,88114.0,,,,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,2119.0,2076.0,bcolz,conda-forge/bcolz,,,8246.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,4038.0,https://anaconda.org/conda-forge/bcolz,2025-04-22 14:56:31.857,450318.0,3.0,,,,,,,,,,,,,,,,,
+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,,53,11.0,51.0,8.0,117.0,591,,,8.0,12.0,27,False,75659.0,72194.0,dataclasses,conda-forge/dataclasses,,,12982588.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3465.0,12837829.0,https://anaconda.org/conda-forge/dataclasses,2025-04-22 14:56:50.362,13317842.0,3.0,,,,,,,,,,,,,,,,,
+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,5834.0,5755.0,pylibmc,conda-forge/pylibmc,,1354.0,227039.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,79.0,220984.0,https://anaconda.org/conda-forge/pylibmc,2025-08-28 13:29:21.336,379405.0,3.0,,,,,,,,,,,,,,,,,
+281,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,65213.0,64460.0,pathlib2,conda-forge/pathlib2,,,4035132.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,753.0,3981970.0,https://anaconda.org/conda-forge/pathlib2,2025-09-23 12:54:59.329,3296075.0,3.0,,,,,,,,,,,,,,,,,
+282,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,,628,87.0,291.0,143.0,132.0,4420,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,26,False,63.0,,textract,conda-forge/textract,,,271211.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,63.0,270348.0,https://anaconda.org/conda-forge/textract,2025-04-22 14:56:28.090,96731.0,3.0,,,,,,,,,,,,,,,,,
+283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,,BSD-2-Clause,2014-09-03 08:38:00.000,2025-04-22 14:56:24.897,2024-01-06 22:16:26,1939.0,,260,134.0,292.0,94.0,367.0,3341,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,158.0,151.0,flexx,conda-forge/flexx,,,6148.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,3299.0,https://anaconda.org/conda-forge/flexx,2025-04-22 14:56:24.897,182365.0,3.0,,,,,,,,,,,,,,,,,
+284,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 08:04:35,206.0,20.0,132,17.0,38.0,18.0,71.0,1059,2025-12-10 21:30:53.000,1.4.1,5.0,17.0,26,True,3363.0,3361.0,pickledb,,,,22100.0,https://pypi.org/project/pickledb,2026-01-05 04:52:06.000,2.0,22100.0,,,,3.0,,,,,,,,,,,,,,,,,
+285,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 15:45:28.000,2026-01-06 04:21:40.000,2026-01-06 04:21:38,947.0,11.0,53,17.0,793.0,11.0,41.0,946,2024-12-13 12:59:06.000,2.0.0,21.0,30.0,26,True,133.0,,janus,conda-forge/janus,,34.0,1232266.0,https://pypi.org/project/janus,2024-12-13 12:59:06.000,133.0,1231715.0,https://anaconda.org/conda-forge/janus,2025-04-22 14:57:06.889,34222.0,3.0,,,,,,,,,,,,,,,,,
+286,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,,159,11.0,23.0,29.0,19.0,828,2018-12-17 18:55:49.000,2.2.1,11.0,9.0,26,True,6249.0,5891.0,ratelimit,conda-forge/ratelimit,,,11698701.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,358.0,11698291.0,https://anaconda.org/conda-forge/ratelimit,2025-04-22 14:57:44.778,24616.0,3.0,,,,,,,,,,,,,,,,,
+287,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,,,2955992.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,576.0,2819814.0,https://anaconda.org/conda-forge/munch,2025-04-22 14:56:20.788,4357701.0,3.0,,,,,,,,,,,,,,,,,
+288,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,5910.0,5818.0,pyscreenshot,,,,237690.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,92.0,237690.0,,,,3.0,,,,,,,,,,,,,,,,,
+289,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,1078.0,1039.0,hickle,conda-forge/hickle,,,148345.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,146723.0,https://anaconda.org/conda-forge/hickle,2025-04-22 14:57:00.315,37314.0,3.0,,,,,,,,,,,,,,,,,
+290,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,1526.0,1489.0,tabulator,conda-forge/tabulator-py,,,89827.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,88492.0,https://anaconda.org/conda-forge/tabulator-py,2025-04-22 14:56:37.611,137513.0,3.0,,,,,,,,,,,,,,,,,
+291,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,,48,9.0,28.0,6.0,68.0,235,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,26,False,42962.0,41993.0,futures,conda-forge/futures,,,2999376.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,969.0,2987586.0,https://anaconda.org/conda-forge/futures,2025-04-22 14:56:26.652,1332352.0,3.0,,,,,,,,,,,,,,,,,
+292,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,,70,16.0,46.0,20.0,20.0,233,2020-12-28 15:17:57.000,0.7.0,10.0,21.0,26,True,771.0,,ptyprocess,conda-forge/ptyprocess,,,142447422.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,771.0,141927626.0,https://anaconda.org/conda-forge/ptyprocess,2025-04-22 14:56:22.021,31707601.0,3.0,,,,,,,,,,,,,,,,,
+293,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,,MIT,2019-11-01 14:09:09.000,2025-08-27 13:47:23.446,2024-05-31 15:14:21,124.0,,21,4.0,63.0,6.0,8.0,180,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,False,63523.0,63382.0,catalogue,conda-forge/catalogue,,,13971966.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,141.0,13942075.0,https://anaconda.org/conda-forge/catalogue,2025-08-27 13:47:23.446,1972870.0,3.0,,,,,,,,,,,,,,,,,
+294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,,psfrag,2016-03-18 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,86225.0,85807.0,contextlib2,conda-forge/contextlib2,,,7520727.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,418.0,7484279.0,https://anaconda.org/conda-forge/contextlib2,2025-04-22 14:56:20.337,2004674.0,3.0,,,,,,,,,,,,,,,,,
+295,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,,241,27.0,301.0,110.0,765.0,3610,2024-09-18 19:11:38.000,0.23.3,117.0,80.0,25,True,13.0,,ploomber,conda-forge/ploomber,,,7539.0,https://pypi.org/project/ploomber,2024-09-18 19:11:38.000,13.0,4389.0,https://anaconda.org/conda-forge/ploomber,2025-04-22 14:57:55.792,173290.0,3.0,,,,,,,,,,,,,,,,,
+296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,,MIT,2017-03-11 04:46:51.000,2025-10-05 07:52:25.137,2025-01-16 19:09:08,55.0,,118,31.0,115.0,34.0,148.0,2815,2025-01-16 19:10:27.000,7.3.2,67.0,1.0,25,True,464.0,,python-box,conda-forge/python-box,,54.0,4990905.0,https://pypi.org/project/python-box,2025-01-16 19:10:27.000,464.0,4975182.0,https://anaconda.org/conda-forge/python-box,2025-10-05 07:52:25.137,1037750.0,3.0,,,,,,,,,,,,,,,,,
+297,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,,89,15.0,563.0,236.0,205.0,2106,2024-08-16 02:54:35.000,0.15.0,37.0,31.0,25,True,24.0,,prisma,,,,458762.0,https://pypi.org/project/prisma,2024-08-16 02:54:02.000,24.0,458762.0,,,,3.0,,,,,,,,,,,,,,,,,
+298,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,,144,56.0,248.0,107.0,109.0,1603,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,194.0,185.0,bonobo,,,,21667.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,21667.0,,,,3.0,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+299,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,,217,98.0,177.0,59.0,271.0,1504,2024-08-09 15:19:45.000,5.0.1,53.0,45.0,25,False,78.0,76.0,streamparse,,,,1903.0,https://pypi.org/project/streamparse,2024-08-09 15:17:04.000,2.0,1903.0,,,,3.0,,,,,,,,,,,,,,,,,
+300,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,,MIT,2015-05-14 00:26:32.000,2026-01-15 08:30:49.000,2026-01-15 08:30:05,367.0,10.0,88,44.0,296.0,44.0,43.0,1457,2026-01-15 08:30:49.000,0.24.0,44.0,34.0,25,True,35.0,33.0,tasktiger,,,,4815.0,https://pypi.org/project/tasktiger,2026-01-15 08:30:49.000,2.0,4815.0,,,,3.0,,,,,,,,,,,,,,,,,
+301,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,,218,42.0,231.0,104.0,64.0,1251,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,316.0,314.0,fabtools,,,,1588.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1588.0,,,,3.0,,,,,,,,,,,,,,,,,
+302,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,,58,19.0,74.0,10.0,38.0,1191,2024-10-10 00:53:53.000,0.21,21.0,17.0,25,False,7835.0,7700.0,immutables,conda-forge/immutables,,,1702081.0,https://pypi.org/project/immutables,2024-10-10 00:53:56.000,135.0,1679193.0,https://anaconda.org/conda-forge/immutables,2025-09-12 14:05:35.158,1556437.0,3.0,,,,,,,,,,,,,,,,,
+303,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 13:59:45.000,2025-01-23 21:09:34.000,2025-01-07 22:21:10,560.0,,92,17.0,313.0,123.0,90.0,1145,2024-04-26 23:29:17.000,1.0.2,21.0,20.0,25,True,3598.0,3585.0,odmantic,,,,65581.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,13.0,65581.0,,,,3.0,,,,,,,,,,,,,,,,,
+304,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,,143,40.0,10.0,4.0,13.0,1138,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,3073.0,3005.0,pluginbase,conda-forge/pluginbase,,,519029.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,68.0,498005.0,https://anaconda.org/conda-forge/pluginbase,2025-04-22 14:56:45.424,336394.0,3.0,,,,,,,,,,,,,,,,,
+305,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 01:44:58,144.0,4.0,43,9.0,81.0,16.0,29.0,951,2025-11-17 01:45:33.000,0.11.0,19.0,20.0,25,True,795.0,693.0,dirty-equals,conda-forge/dirty-equals,,,1533399.0,https://pypi.org/project/dirty-equals,2025-11-17 01:51:22.000,102.0,1530831.0,https://anaconda.org/conda-forge/dirty-equals,2025-11-18 11:10:57.068,118173.0,3.0,,,,,,,,,,,,,,,,,
+306,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 13:34:12.000,2026-01-05 20:42:13.000,2026-01-01 15:33:19,409.0,4.0,71,8.0,221.0,18.0,76.0,638,2025-07-15 20:43:59.000,4.1.0,68.0,27.0,25,True,637.0,586.0,cachier,,,117.0,375238.0,https://pypi.org/project/cachier,2025-07-15 20:43:59.000,51.0,375237.0,,,,3.0,,,,,,,,,,,,,,,,,
+307,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,,,1873870.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,215.0,1846203.0,https://anaconda.org/conda-forge/scandir,2025-08-22 08:03:39.390,1743064.0,3.0,,,,,,,,,,,,,,,,,
+308,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 21:59:32.000,2025-12-28 11:25:43.000,2025-12-28 11:25:35,9986.0,12.0,45,9.0,10.0,6.0,8.0,528,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,21.0,,pandas-summary,,['pandas'],,108472.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,108472.0,,,,3.0,,,,,,,,,,,,,,,,,
+309,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 10:03:59,1042.0,16.0,27,15.0,219.0,9.0,18.0,418,2026-01-13 10:04:19.000,17.10.3,302.0,21.0,25,True,499.0,439.0,aiomisc,,,,36265.0,https://pypi.org/project/aiomisc,2026-01-13 10:04:19.000,60.0,36265.0,,,,3.0,,,,,,,,,,,,,,,,,
+310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,,MIT,2018-09-01 13:43:31.000,2025-04-22 14:57:31.976,2023-03-22 14:52:27,240.0,,96,38.0,42.0,28.0,49.0,1595,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,175.0,164.0,pypeln,conda-forge/pypeln,,,431994.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,431678.0,https://anaconda.org/conda-forge/pypeln,2025-04-22 14:57:31.976,20860.0,3.0,,,,,,,,,,,,,,,,,
+311,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 18:38:49,357.0,15.0,27,7.0,37.0,26.0,28.0,765,2025-12-04 18:39:08.000,0.3.7,33.0,14.0,24,True,87.0,84.0,pugsql,,,38.0,16580.0,https://pypi.org/project/pugsql,2025-12-04 18:38:43.000,3.0,16577.0,,,,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 21:14:57.000,2026-01-08 19:03:24.000,2025-12-15 15:59:33,1605.0,12.0,49,15.0,156.0,6.0,16.0,739,2025-08-17 03:51:51.000,1.4.0,77.0,5.0,24,True,114.0,,ubelt,conda-forge/ubelt,,109.0,46868.0,https://pypi.org/project/ubelt,2025-08-17 03:41:33.000,114.0,40099.0,https://anaconda.org/conda-forge/ubelt,2025-08-21 16:23:00.216,351985.0,3.0,,,,,,,,,,,,,,,,,
+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,,109,40.0,112.0,41.0,59.0,392,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,353.0,340.0,messytables,,,,18949.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,18949.0,,,,3.0,,,,,,,,,,,,,,,,,
+314,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 15:49:25.000,2025-10-20 12:12:04.000,2025-10-20 12:12:03,85.0,2.0,38,11.0,59.0,24.0,37.0,376,2023-05-24 20:27:04.117,0.9.0,12.0,20.0,24,True,719.0,,typing_inspect,conda-forge/typing_inspect,,,61071088.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,719.0,61018264.0,https://anaconda.org/conda-forge/typing_inspect,2025-04-22 14:57:03.639,2905343.0,3.0,,,,,,,,,,,,,,,,,
+315,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,265.0,254.0,pyhdb,,,124.0,79144.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,79143.0,,,,3.0,,,,,,,,,,,,,,,,,
+316,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 18:07:11.000,2025-04-22 14:57:43.835,2024-08-12 17:42:13,160.0,,13,4.0,16.0,4.0,7.0,165,2023-01-09 14:50:39.000,2.2.0,9.0,4.0,24,False,4008.0,3915.0,coolname,conda-forge/coolname,,,2003727.0,https://pypi.org/project/coolname,2023-01-09 14:50:39.000,93.0,2000693.0,https://anaconda.org/conda-forge/coolname,2025-04-22 14:57:43.835,185079.0,3.0,,,,,,,,,,,,,,,,,
+317,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,,,,9869.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,12.0,9869.0,,,,3.0,,,,,,,,,,,,,,,,,
+318,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,,,279551.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,34.0,275449.0,https://anaconda.org/conda-forge/cloudant,2025-04-22 14:56:27.341,229742.0,3.0,,,,,,,,,,,,,,,,,
+319,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,3311.0,3236.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,91.0,764105.0,https://pypi.org/project/pyexcel-xlsx,2025-03-05 07:35:39.000,75.0,763419.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2025-04-22 14:56:42.748,43275.0,3.0,,,,,,,,,,,,,,,,,
+320,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,,,25407719.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,717.0,24998402.0,https://anaconda.org/conda-forge/entrypoints,2025-04-22 14:56:21.731,25787009.0,3.0,,,,,,,,,,,,,,,,,
+321,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,,MIT,2015-11-03 00:22:17.154,2025-10-16 11:20:29.914,,,,0,,,367.0,1908.0,11,2024-07-23 16:46:09.000,3.1.5,108.0,,24,False,11108.0,,openpyxl,openpyxl,,,222096185.0,https://pypi.org/project/openpyxl,2024-06-28 14:03:41.000,11050.0,222093610.0,https://anaconda.org/anaconda/openpyxl,2025-10-16 11:20:29.914,312853.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1444.0,,58.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,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,,,,45.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,45.0,,,,2.0,,,,,,,,,,,,,,,,,
+323,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,,168,80.0,81.0,22.0,82.0,3924,2018-08-24 22:08:05.000,0.7.0,19.0,30.0,23,False,4.0,,storm,,,,3257.0,https://pypi.org/project/storm,2025-12-05 16:08:23.000,4.0,3257.0,,,,3.0,,,,,,,,,,,,,,,,,
+324,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 14:04:37.000,2026-01-15 10:05:53.000,2026-01-15 10:05:42,217.0,45.0,157,34.0,16.0,9.0,197.0,3551,2026-01-11 22:49:15.000,3.0.4,75.0,,23,False,,,ptext-joris-schellekens,conda-forge/borb,,,2204.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2025-11-17 17:34:10.341,116828.0,3.0,,,,,,,,,,,,,,,,,
+325,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,,141,35.0,22.0,22.0,11.0,1582,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,218.0,210.0,commonregex,,,,115729.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,8.0,115729.0,,,,3.0,,,,,,,,,,,,,,,,,
+326,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,,232,35.0,1068.0,29.0,209.0,1537,2020-07-19 03:22:09.765,2.2.32,87.0,25.0,23,False,,,optimuspyspark,,['spark'],,3325.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,3325.0,,,,3.0,,,,,,,,,,,,,,,,,
+327,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,,87,28.0,24.0,28.0,10.0,1350,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,231.0,217.0,pinject,conda-forge/pinject,,,41867.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,41695.0,https://anaconda.org/conda-forge/pinject,2025-04-22 14:58:01.367,8981.0,3.0,,,,,,,,,,,,,,,,,
+328,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,,,44.0,637.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,637.0,,,,3.0,,,,,,,,,,,,,,,,,
+329,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,,61,7.0,39.0,9.0,84.0,756,2025-06-28 20:09:28.000,7.0.2,39.0,15.0,23,False,1639.0,1581.0,pysimdjson,conda-forge/pysimdjson,,,1588304.0,https://pypi.org/project/pysimdjson,2025-06-28 20:36:06.000,58.0,1584393.0,https://anaconda.org/conda-forge/pysimdjson,2025-08-31 00:14:30.298,246425.0,3.0,,,,,,,,,,,,,,,,,
+330,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,,,,67775.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,67775.0,,,,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,,,13840.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,11247.0,https://anaconda.org/conda-forge/deepdish,2025-04-22 14:56:29.245,171190.0,3.0,,,,,,,,,,,,,,,,,
+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,,,28538.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,28437.0,https://anaconda.org/conda-forge/pysparkling,2025-04-22 14:57:49.185,5906.0,3.0,,,,,,,,,,,,,,,,,
+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,,,,114948.0,https://pypi.org/project/dbnd,2025-10-07 08:06:57.000,27.0,114948.0,,,,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,,25,7.0,38.0,17.0,19.0,215,2023-05-30 20:50:42.000,0.9.0,6.0,53.0,23,False,763.0,663.0,docopt-ng,,,,268129.0,https://pypi.org/project/docopt-ng,2023-05-30 20:46:45.000,100.0,268129.0,,,,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,645.0,641.0,flupy,,,,813445.0,https://pypi.org/project/flupy,2025-07-15 14:08:21.000,4.0,813445.0,,,,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 08:02:27.000,2026-01-14 12:43:05.000,2026-01-02 03:53:04,2999.0,268.0,8,1.0,1371.0,18.0,88.0,107,2025-12-08 05:31:22.000,7.4.0,107.0,12.0,23,True,140.0,103.0,click-extra,,,524.0,21775.0,https://pypi.org/project/click-extra,2025-12-08 05:06:27.000,37.0,21765.0,,,,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,5780.0,5393.0,clint,conda-forge/clint,,130.0,169474.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,387.0,168688.0,https://anaconda.org/conda-forge/clint,2025-04-22 14:56:23.827,91224.0,3.0,,,,,,,,,,,,,,,,,
+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,,,,34685.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,34685.0,,,,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,,160,93.0,30.0,19.0,57.0,3302,,,4.0,18.0,22,False,631.0,601.0,macropy3,,,,279.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,279.0,,,,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'],,96.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,96.0,,,,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,,96,35.0,215.0,50.0,58.0,2511,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,35398.0,632.0,,,,,,,,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,,87,42.0,35.0,19.0,11.0,1913,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,202.0,190.0,bashplotlib,,,,2306.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,2306.0,,,,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,,240,38.0,65.0,119.0,41.0,1785,2025-01-03 15:51:55.000,1.0.1,12.0,13.0,22,True,91.0,91.0,excalibur-py,,,13877.0,803.0,https://pypi.org/project/excalibur-py,2025-01-03 15:51:25.000,,644.0,,,,3.0,,,,,,,,,,,,,,,,,
+344,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 04:50:54,103.0,2.0,30,5.0,70.0,10.0,17.0,394,2025-10-19 04:57:52.000,0.13.0,17.0,16.0,22,True,1001.0,836.0,rtoml,,,,195823.0,https://pypi.org/project/rtoml,2025-10-19 04:57:52.000,165.0,195823.0,,,,3.0,,,,,,,,,,,,,,,,,
+345,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 12:45:33,963.0,14.0,26,7.0,343.0,4.0,,350,2025-11-20 12:46:51.000,1.2.152,1206.0,14.0,22,True,11.0,11.0,upgini,,,,15674.0,https://pypi.org/project/upgini,2025-12-26 11:44:56.000,,15674.0,,,,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,,,,219341.0,https://pypi.org/project/price-parser,2025-10-06 09:52:39.000,39.0,219341.0,,,,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,,,,16335.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,16335.0,,,,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,559.0,543.0,aioprometheus,,,,74050.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,16.0,74050.0,,,,3.0,,,,,,,,,,,,,,,,,
+349,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,,24,4.0,16.0,10.0,15.0,121,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,False,3267.0,3169.0,stopit,conda-forge/stopit,,,461239.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,98.0,225509.0,https://anaconda.org/conda-forge/stopit,2025-04-22 14:56:45.031,3064502.0,3.0,,,,,,,,,,,,,,,,,
+350,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,,,66225.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,147.0,64917.0,https://anaconda.org/conda-forge/py2neo,2025-04-22 14:56:37.891,134826.0,3.0,,,,,,,,,,,,,,,,,
+351,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 00:46:56.000,1.4.0,9.0,11.0,21,False,302.0,269.0,unsync,conda-forge/unsync,,,56240.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,33.0,55818.0,https://anaconda.org/conda-forge/unsync,2025-04-22 14:57:27.673,28291.0,3.0,,,,,,,,,,,,,,,,,
+352,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,,MIT,2017-01-24 20:37:22.000,2026-01-05 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 13:06:20.000,1.0.1,88.0,13.0,21,True,81.0,67.0,pdpipe,conda-forge/pdpipe,['pandas'],11.0,2012.0,https://pypi.org/project/pdpipe,2025-07-01 13:09:01.000,14.0,1122.0,https://anaconda.org/conda-forge/pdpipe,2025-07-02 09:38:00.174,55237.0,3.0,,,,,,,,,,,,,,,,,
+353,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,,,14058.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,13335.0,https://anaconda.org/conda-forge/pypyr,2025-04-22 14:58:08.234,34708.0,3.0,,,,,,,,,,,,,,,,,
+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,,,,153314.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,153314.0,,,,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 15:29:07,5611.0,5.0,45,12.0,683.0,30.0,90.0,203,2025-10-21 15:30:22.000,0.9.4,30.0,39.0,21,True,15.0,15.0,batchflow,,,,366.0,https://pypi.org/project/batchflow,2025-10-21 15:30:22.000,,366.0,,,,3.0,,,,,,,,,,,,,,,,,
+356,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,,14,5.0,176.0,4.0,92.0,150,2025-10-15 12:34:11.000,3.5.0,22.0,9.0,21,True,22.0,,everett,conda-forge/everett,,,332389.0,https://pypi.org/project/everett,2025-10-15 12:34:11.000,22.0,330799.0,https://anaconda.org/conda-forge/everett,2025-04-22 14:57:11.114,100185.0,3.0,,,,,,,,,,,,,,,,,
+357,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,,41.0,2338,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,70.0,56.0,pypattyrn,,,,418.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,418.0,,,,3.0,,,,,,,,,,,,,,,,,
+358,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,,LGPL-3.0,2020-03-15 04:15:53.000,2026-01-01 19:23:25.000,2026-01-01 19:23:18,3711.0,109.0,207,26.0,415.0,41.0,617.0,2259,,,,89.0,20,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,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,,,,,,,,,,,,,,,,,
+360,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,,,,3119.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,3119.0,,,,3.0,,,,,,,,,,,,,,,,,
+361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,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,35.0,35.0,mrq,,,,255.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,255.0,,,,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 17:58:44.000,2026-01-15 13:31:18.000,2026-01-15 13:31:17,674.0,21.0,135,16.0,334.0,29.0,185.0,660,2021-05-19 12:56:53.000,0.7.0,15.0,19.0,20,True,,,kubeflow-kale,,['jupyter'],,1124.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,1124.0,,,,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,3622.0,3499.0,awesome-slugify,conda-forge/awesome-slugify,,,38633.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,37451.0,https://anaconda.org/conda-forge/awesome-slugify,2025-04-22 14:56:21.449,138369.0,3.0,,,,,,,,,,,,,,,,,
+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,,,11231.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,10783.0,https://anaconda.org/conda-forge/valideer,2025-04-22 14:56:21.736,52433.0,3.0,,,,,,,,,,,,,,,,,
+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'],28.0,1260.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,250.0,https://anaconda.org/conda-forge/fletcher,2025-04-22 14:56:52.754,90965.0,3.0,,,,,,,,,,,,,,,,,
+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,,,,9634.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,9634.0,,,,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,,64,43.0,71.0,2.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,19,False,10.0,,pymodm,conda-forge/pymodm,,,16642.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,16536.0,https://anaconda.org/conda-forge/pymodm,2025-04-22 14:57:21.446,7564.0,3.0,,,,,,,,,,,,,,,,,
+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 09:27:29.000,2026-01-14 08:43:04.000,2026-01-14 08:43:02,582.0,373.0,5,10.0,118.0,1.0,2.0,51,2026-01-12 09:48:07.000,2.5.1,51.0,9.0,19,False,6.0,6.0,daffy,,['pandas'],149.0,2834.0,https://pypi.org/project/daffy,2026-01-12 09:48:02.000,,2785.0,,,,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,,,,253.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,253.0,,,,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,,,,844.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,844.0,,,,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,,,,195.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,195.0,,,,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,,102,53.0,74.0,26.0,16.0,2086,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,False,1.0,,mara-pipelines,,,,231.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,231.0,,,,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,,275,84.0,15.0,26.0,5.0,1373,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,13.0,13.0,wssh,,,,71.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,71.0,,,,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,,64,35.0,40.0,12.0,256.0,1053,,,,998.0,17,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,,,,612.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,4.0,612.0,,,,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,,,,1532.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,1532.0,,,,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,,,2447.0,https://pypi.org/project/typical,2024-09-09 15:55:59.000,7.0,1247.0,https://anaconda.org/conda-forge/typical,2025-04-22 14:57:52.419,67237.0,3.0,,,,,,,,,,,,,,,,,
+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,,103,50.0,28.0,3.0,2.0,1201,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,16,False,4.0,4.0,botflow,,,,60.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,60.0,,,,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,,53,5.0,109.0,17.0,22.0,836,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,16,False,2.0,,pipeless-ai,,,1922.0,304.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,238.0,,,,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,,,,90549.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,15.0,90549.0,,,,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,,,,429.0,https://pypi.org/project/csvs-to-sqlite,2025-04-10 17:01:58.000,2.0,429.0,,,,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,,,,326.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,326.0,,,,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,,22,9.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,,1012.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,1012.0,,,,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,,9,1.0,20.0,13.0,12.0,102,2022-02-15 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,,,,68.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,68.0,,,,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,,,1419.0,https://pypi.org/project/squirrel-core,2025-01-23 12:07:28.000,,1419.0,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,,,,173.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,173.0,,,,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 08:21:58,67.0,30.0,6,5.0,2.0,2.0,,48,2025-12-19 05:47:47.000,0.0.12,11.0,1.0,13,False,,,onecite,,,,263.0,https://pypi.org/project/onecite,2025-12-19 05:47:47.000,,263.0,,,,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'],,59.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,59.0,,,,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 16:16:22.000,2026-01-14 21:42:52.000,2025-04-01 19:47:54,1085.0,,21,2.0,1018.0,5.0,19.0,313,2024-10-18 00:38:29.000,0.1.76,49.0,15.0,12,False,,,the-guide,,,,18.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,18.0,,,,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,,35,28.0,10.0,3.0,16.0,390,,,,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,,32,19.0,5.0,1.0,3.0,807,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 60fe690..497fef6 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._
-- elasticsearch (π₯43 Β· β 4.4K Β· π) - Official Python client for Elasticsearch. Apache-2
-- watchdog (π₯39 Β· β 7.2K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
-- aiofiles (π₯36 Β· β 3.2K Β· π) - File support for asyncio. Apache-2
-- dateparser (π₯35 Β· β 2.8K Β· π) - python parser for human readable dates. BSD-3
-- python-slugify (π₯35 Β· β 1.6K Β· π) - Returns unicode slugs. MIT
+- Datasets (π₯45 Β· β 21K Β· π) - The largest hub of ready-to-use datasets for AI models with.. Apache-2
+- Faker (π₯44 Β· β 19K Β· π) - Faker is a Python package that generates fake data for you. MIT
+- google-cloud-storage (π₯42 Β· β 5.2K Β· π) - Google Cloud Client Library for Python. Apache-2
+- Pygments (π₯42 Β· β 2.1K Β· π) - Pygments is a generic syntax highlighter written in Python. BSD-2
+- gdown (π₯33 Β· β 5K Β· π) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- SQLAlchemy (π₯46 Β· β 11K Β· π) - The Database Toolkit for Python. MIT
-- rich (π₯44 Β· β 55K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
-- Datasets (π₯44 Β· β 21K Β· π) - The largest hub of ready-to-use datasets for AI models with.. Apache-2
-- Faker (π₯43 Β· β 19K Β· π) - Faker is a Python package that generates fake data for you. MIT
-- Dagster (π₯42 Β· β 15K Β· π) - An orchestration platform for the development, production, and.. Apache-2
+- Airflow (π₯49 Β· β 44K Β· π) - Platform to programmatically author, schedule, and monitor.. Apache-2
+- elasticsearch (π₯42 Β· β 4.4K Β· π) - Official Python client for Elasticsearch. Apache-2
+- docker (π₯41 Β· β 7.2K Β· π) - A Python library for the Docker Engine API. Apache-2
+- netmiko (π₯37 Β· β 4.1K Β· π) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
+- numexpr (π₯36 Β· β 2.4K Β· π) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
diff --git a/projects.yaml b/projects.yaml
index a8633db..1b48432 100644
--- a/projects.yaml
+++ b/projects.yaml
@@ -320,6 +320,11 @@ projects:
category: cli-helpers
pypi_id: docopt
conda_id: conda-forge/docopt
+ - name: TermGraph
+ github_id: mkaz/termgraph
+ category: cli-helpers
+ description: A simple Python CLI tool to draw graphs in the terminal.
+
- name: click
github_id: pallets/click
category: cli-helpers
@@ -332,7 +337,7 @@ projects:
conda_id: conda-forge/clint
- name: cookiecutter
github_id: cookiecutter/cookiecutter
- category: others
+ category: dev-utils
pypi_id: cookiecutter
conda_id: conda-forge/cookiecutter
- name: colout
@@ -1538,6 +1543,7 @@ projects:
resource: true
category: text
homepage: https://github.com/ml-tooling/best-of-ml-python#text-data--nlp
+ category: file-formats
- name: openpyxl
pypi_id: openpyxl
gitlab_id: "https://foss.heptapod.net/api/graphql::openpyxl/openpyxl"