diff --git a/README.md b/README.md
index 151f30b..c12fae8 100644
--- a/README.md
+++ b/README.md
@@ -84,14 +84,14 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
-protobuf (π₯53 Β· β 71K) - Protocol Buffers - Googles data interchange format. BSD-3
+protobuf (π₯52 Β· β 71K) - Protocol Buffers - Googles data interchange format. BSD-3
-- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.4K Β· π 16K Β· π₯ 90M Β· π¦ 980K Β· π 7K - 4% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.4K Β· π 16K Β· π₯ 92M Β· π¦ 980K Β· π 6.8K - 1% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/protocolbuffers/protobuf
```
-- [PyPi](https://pypi.org/project/protobuf) (π₯ 750M / month Β· π¦ 12K Β· β±οΈ 20.04.2026):
+- [PyPi](https://pypi.org/project/protobuf) (π₯ 780M / month):
```
pip install protobuf
```
@@ -106,12 +106,12 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
flatbuffers (π₯45 Β· β 26K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 770 Β· π 3.5K Β· π₯ 1.9M Β· π¦ 200K Β· π 2.7K - 6% open Β· β±οΈ 18.04.2026):
+- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 770 Β· π 3.4K Β· π₯ 1.9M Β· π¦ 200K Β· π 2.6K - 3% open Β· β±οΈ 18.04.2026):
```
git clone https://github.com/google/flatbuffers
```
-- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 92M / month Β· π¦ 700 Β· β±οΈ 19.12.2025):
+- [PyPi](https://pypi.org/project/flatbuffers) (π₯ 82M / month):
```
pip install flatbuffers
```
@@ -119,51 +119,51 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
```
conda install -c conda-forge flatbuffers
```
-- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 18M / month Β· π¦ 290 Β· β±οΈ 24.09.2025):
+- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 19M / month):
```
npm install flatbuffers
```
marshmallow (π₯41 Β· β 7.2K) - A lightweight library for converting complex objects to and from.. MIT
+marshmallow (π₯39 Β· β 7.2K) - A lightweight library for converting complex objects to and from.. MIT
-- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 230 Β· π 680 Β· π¦ 230K Β· π 1.3K - 10% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 230 Β· π 690 Β· π¦ 230K Β· π 1.3K - 9% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/marshmallow-code/marshmallow
```
-- [PyPi](https://pypi.org/project/marshmallow) (π₯ 140M / month Β· π¦ 2.8K Β· β±οΈ 03.04.2026):
+- [PyPi](https://pypi.org/project/marshmallow) (π₯ 130M / month):
```
pip install marshmallow
```
-- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 3.9M Β· β±οΈ 04.04.2026):
+- [Conda](https://anaconda.org/conda-forge/marshmallow) (π₯ 3.9M Β· β±οΈ 28.04.2026):
```
conda install -c conda-forge marshmallow
```
simplejson (π₯38 Β· β 1.7K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+orjson (π₯36 Β· β 8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 49 Β· π 360 Β· π₯ 8K Β· π¦ 150K Β· π 220 - 8% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 300 Β· π¦ 220K Β· β±οΈ 31.03.2026):
```
- git clone https://github.com/simplejson/simplejson
+ git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 69M / month Β· π¦ 2.9K Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 180M / month Β· π¦ 5.9K Β· β±οΈ 31.03.2026):
```
- pip install simplejson
+ pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 5M Β· β±οΈ 23.04.2026):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 5.3M Β· β±οΈ 31.03.2026):
```
- conda install -c conda-forge simplejson
+ conda install -c conda-forge orjson
```
dill (π₯37 Β· β 2.4K Β· π) - serialize all of Python. BSD-3
+dill (π₯36 Β· β 2.4K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 47 Β· π 190 Β· π₯ 290K Β· π¦ 240K Β· π 560 - 35% open Β· β±οΈ 07.04.2026):
```
git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 160M / month Β· π¦ 4.2K Β· β±οΈ 19.01.2026):
+- [PyPi](https://pypi.org/project/dill) (π₯ 170M / month Β· π¦ 4.2K Β· β±οΈ 19.01.2026):
```
pip install dill
```
@@ -172,30 +172,30 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
conda install -c conda-forge dill
```
orjson (π₯36 Β· β 8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+ultrajson (π₯35 Β· β 4.5K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 24 Β· π 300 Β· π¦ 210K Β· β±οΈ 31.03.2026):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 95 Β· π 380 Β· π 360 - 9% open Β· β±οΈ 26.04.2026):
```
- git clone https://github.com/ijl/orjson
+ git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 170M / month Β· π¦ 5.9K Β· β±οΈ 31.03.2026):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 69M / month Β· π¦ 2.8K Β· β±οΈ 11.03.2026):
```
- pip install orjson
+ pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 5.3M Β· β±οΈ 31.03.2026):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 7.9M Β· β±οΈ 12.03.2026):
```
- conda install -c conda-forge orjson
+ conda install -c conda-forge ujson
```
jsonpickle (π₯36 Β· β 1.3K) - Python library for serializing any arbitrary object graph into.. BSD-3
+jsonpickle (π₯34 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¦ 50K Β· π 340 - 8% open Β· β±οΈ 01.02.2026):
+- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 83 Β· π 170 Β· π¦ 50K Β· π 340 - 8% open Β· β±οΈ 01.02.2026):
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 19M / month Β· π¦ 1.5K Β· β±οΈ 02.06.2025):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 19M / month):
```
pip install jsonpickle
```
@@ -204,73 +204,73 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
conda install -c conda-forge jsonpickle
```
ultrajson (π₯35 Β· β 4.5K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
+python-rapidjson (π₯29 Β· β 530) - Python wrapper around rapidjson. MIT
-- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 94 Β· π 380 Β· π 360 - 9% open Β· β±οΈ 06.04.2026):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 25 Β· π 53 Β· π¦ 7.7K Β· π 120 - 13% open Β· β±οΈ 07.12.2025):
```
- git clone https://github.com/ultrajson/ultrajson
+ git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 63M / month Β· π¦ 2.8K Β· β±οΈ 11.03.2026):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 5.3M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
```
- pip install ujson
+ pip install python-rapidjson
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 7.8M Β· β±οΈ 12.03.2026):
+- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 4.6M Β· β±οΈ 03.02.2026):
```
- conda install -c conda-forge ujson
+ conda install -c conda-forge python-rapidjson
```
cloudpickle (π₯33 Β· β 1.9K) - Extended pickling support for Python objects. BSD-3
+srsly (π₯29 Β· β 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 71 Β· π 190 Β· π₯ 110 Β· π 280 - 36% open Β· β±οΈ 05.11.2025):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 16 Β· π 38 Β· π₯ 1.3K Β· π¦ 68K Β· π 37 - 16% open Β· β±οΈ 23.03.2026):
```
- git clone https://github.com/cloudpipe/cloudpickle
+ git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 130M / month Β· π¦ 2.3K Β· β±οΈ 03.11.2025):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 21M / month Β· π¦ 270 Β· β±οΈ 23.03.2026):
```
- pip install cloudpickle
+ pip install srsly
```
-- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 32M Β· β±οΈ 09.12.2025):
+- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 2.5M Β· β±οΈ 24.03.2026):
```
- conda install -c conda-forge cloudpickle
+ conda install -c conda-forge srsly
```
python-rapidjson (π₯29 Β· β 530) - Python wrapper around rapidjson. MIT
+cloudpickle (π₯28 Β· β 1.9K) - Extended pickling support for Python objects. BSD-3
-- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 25 Β· π 53 Β· π¦ 7.7K Β· π 120 - 13% open Β· β±οΈ 07.12.2025):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 64 Β· π 180 Β· π₯ 150 Β· π 270 - 33% open Β· β±οΈ 05.11.2025):
```
- git clone https://github.com/python-rapidjson/python-rapidjson
+ git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 5.3M / month Β· π¦ 270 Β· β±οΈ 07.12.2025):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 130M / month):
```
- pip install python-rapidjson
+ pip install cloudpickle
```
-- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 4.6M Β· β±οΈ 03.02.2026):
+- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 32M Β· β±οΈ 09.12.2025):
```
- conda install -c conda-forge python-rapidjson
+ conda install -c conda-forge cloudpickle
```
srsly (π₯29 Β· β 480) - Modern high-performance serialization utilities for Python (JSON,.. MIT
+hickle (π₯28 Β· β 500) - a HDF5-based python pickle replacement. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 16 Β· π 38 Β· π₯ 1.2K Β· π¦ 68K Β· π 37 - 16% open Β· β±οΈ 23.03.2026):
+- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 28 Β· π 70 Β· π¦ 1.1K Β· π 120 - 5% open Β· β±οΈ 30.04.2026):
```
- git clone https://github.com/explosion/srsly
+ git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 21M / month Β· π¦ 270 Β· β±οΈ 23.03.2026):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 69K / month Β· π¦ 39 Β· β±οΈ 30.03.2024):
```
- pip install srsly
+ pip install hickle
```
-- [Conda](https://anaconda.org/conda-forge/srsly) (π₯ 2.5M Β· β±οΈ 24.03.2026):
+- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 39K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge srsly
+ conda install -c conda-forge hickle
```
rtoml (π₯23 Β· β 400) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 16 Β· π 30 Β· π¦ 900 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¦ 910 Β· π 27 - 37% open Β· β±οΈ 19.10.2025):
```
git clone https://github.com/samuelcolvin/rtoml
@@ -282,9 +282,9 @@ This curated list contains 400 awesome open-source projects with a total of 2.1M
Show 4 hidden projects...
-- pyasn1 (π₯35 Β· β 250 Β· π) - Generic ASN.1 library for Python. BSD-2
-- msgpack (π₯32 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
+- simplejson (π₯36 Β· β 1.7K) - simplejson is a simple, fast, extensible JSON.. βUnlicensed
+- pyasn1 (π₯34 Β· β 250 Β· π) - Generic ASN.1 library for Python. BSD-2
+- msgpack (π₯27 Β· β 2.1K) - MessagePack serializer implementation for Python.. βUnlicensed
- pysimdjson (π₯24 Β· β 760 Β· π€) - Python bindings for the simdjson project. βUnlicensed
@@ -297,12 +297,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯54 Β· β 49K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.2K Β· π 20K Β· π₯ 3.9M Β· π¦ 2.8M Β· π 29K - 12% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 4.2K Β· π 20K Β· π₯ 4M Β· π¦ 2.8M Β· π 29K - 12% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 640M / month Β· π¦ 120K Β· β±οΈ 31.03.2026):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 660M / month Β· π¦ 120K Β· β±οΈ 31.03.2026):
```
pip install pandas
```
@@ -313,24 +313,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (π₯46 Β· β 38K) - Extremely fast Query Engine for DataFrames, written in Rust. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 700 Β· π 2.8K Β· π₯ 21K Β· π¦ 32K Β· π 13K - 21% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 700 Β· π 2.8K Β· π₯ 22K Β· π¦ 33K Β· π 13K - 19% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 51M / month Β· π¦ 5.8K Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/polars) (π₯ 52M / month):
```
pip install polars
```
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 560 Β· π₯ 6.2K Β· π¦ 360K Β· π 1.7K - 18% open Β· β±οΈ 10.04.2026):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 220 Β· π 540 Β· π₯ 6.3K Β· π¦ 360K Β· π 1.7K - 17% open Β· β±οΈ 25.04.2026):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 41M / month Β· π¦ 11K Β· β±οΈ 06.03.2026):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 43M / month):
```
pip install h5py
```
@@ -341,12 +341,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (π₯40 Β· β 4.1K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 610 Β· π 1.2K Β· π¦ 44K Β· π 5.3K - 25% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 610 Β· π 1.2K Β· π¦ 44K Β· π 5K - 21% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 20M / month Β· π¦ 5.7K Β· β±οΈ 13.04.2026):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 20M / month):
```
pip install xarray
```
@@ -357,12 +357,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (π₯38 Β· β 2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 160 Β· π 400 Β· π¦ 8.1K Β· π 1.6K - 35% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 160 Β· π 400 Β· π¦ 8.1K Β· π 1.6K - 35% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 14M / month Β· π¦ 2K Β· β±οΈ 23.03.2026):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 12M / month Β· π¦ 2K Β· β±οΈ 23.03.2026):
```
pip install zarr
```
@@ -373,12 +373,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (π₯37 Β· β 4.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 190 Β· π 390 Β· π¦ 3.5K Β· π 1.1K - 38% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 190 Β· π 390 Β· π¦ 3.5K Β· π 1.1K - 38% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 8.2M / month Β· π¦ 480 Β· β±οΈ 15.04.2026):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 8.5M / month):
```
pip install pandera
```
@@ -394,7 +394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 14M / month Β· π¦ 1.2K Β· β±οΈ 13.10.2025):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 15M / month):
```
pip install numexpr
```
@@ -410,7 +410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 2.1M / month Β· π¦ 1.8K Β· β±οΈ 01.03.2026):
+- [PyPi](https://pypi.org/project/tables) (π₯ 2.5M / month Β· π¦ 1.8K Β· β±οΈ 01.03.2026):
```
pip install tables
```
@@ -421,7 +421,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (π₯35 Β· β 1.2K) - Fast NumPy array functions written in C. BSD-2
-- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 41 Β· π 110 Β· π¦ 59K Β· π 270 - 17% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 41 Β· π 110 Β· π¦ 60K Β· π 270 - 17% open Β· β±οΈ 26.04.2026):
```
git clone https://github.com/pydata/bottleneck
@@ -451,76 +451,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge modin-core
```
Vaex (π₯33 Β· β 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
-
-- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 76 Β· π 600 Β· π₯ 340 Β· π¦ 1K Β· π 1.3K - 41% open Β· β±οΈ 05.02.2026):
-
- ```
- git clone https://github.com/vaexio/vaex
- ```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 20K / month Β· π¦ 68 Β· β±οΈ 03.02.2026):
- ```
- pip install vaex
- ```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 480K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge vaex
- ```
-datasketch (π₯33 Β· β 2.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 38 Β· π 320 Β· π₯ 40 Β· π¦ 2.4K Β· π 180 - 30% open Β· β±οΈ 18.04.2026):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 36 Β· π 310 Β· π₯ 40 Β· π¦ 2.5K Β· π 180 - 28% open Β· β±οΈ 18.04.2026):
```
git clone https://github.com/ekzhu/datasketch
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 6.6M / month Β· π¦ 180 Β· β±οΈ 17.04.2026):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 6.6M / month):
```
pip install datasketch
```
TinyDB (π₯32 Β· β 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
+TinyDB (π₯32 Β· β 7.5K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 95 Β· π 600 Β· π¦ 16K Β· π 330 - 3% open Β· β±οΈ 17.01.2026):
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 3M / month Β· π¦ 690 Β· β±οΈ 12.10.2024):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 3.1M / month Β· π¦ 690 Β· β±οΈ 12.10.2024):
```
pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 860K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 870K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge tinydb
```
StaticFrame (π₯29 Β· β 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
+Vaex (π₯31 Β· β 8.5K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 29 Β· π 37 Β· π¦ 31 Β· π 740 - 4% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 76 Β· π 600 Β· π₯ 340 Β· π¦ 1K Β· π 1.2K - 36% open Β· β±οΈ 05.02.2026):
```
- git clone https://github.com/InvestmentSystems/static-frame
+ git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 17K / month Β· π¦ 6 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 21K / month):
```
- pip install static-frame
+ pip install vaex
```
-- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 590K Β· β±οΈ 22.04.2026):
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 490K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge static-frame
+ conda install -c conda-forge vaex
```
Pandas Summary (π₯25 Β· β 530) - Engine for ML/Data tracking, visualization,.. Apache-2
+StaticFrame (π₯29 Β· β 480) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 100 Β· π 47 Β· π 15 - 40% open Β· β±οΈ 13.04.2026):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 29 Β· π 37 Β· π¦ 31 Β· π 740 - 4% open Β· β±οΈ 28.04.2026):
```
- git clone https://github.com/polyaxon/datatile
+ git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 110K / month Β· π¦ 21 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 18K / month Β· π¦ 6 Β· β±οΈ 28.04.2026):
```
- pip install pandas-summary
+ pip install static-frame
+ ```
+- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 600K Β· β±οΈ 28.04.2026):
+ ```
+ conda install -c conda-forge static-frame
```
pickleDB (π₯24 Β· β 1.1K) - pickleDB is an in memory key-value store using Pythons orjson module.. BSD-3
@@ -530,28 +518,40 @@ _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₯ 29K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 26K / month Β· π¦ 2 Β· β±οΈ 05.01.2026):
```
pip install pickledb
```
Pandas Summary (π₯21 Β· β 530) - Engine for ML/Data tracking, visualization,.. Apache-2
+
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 100 Β· π 46 Β· π 15 - 40% open Β· β±οΈ 26.04.2026):
+
+ ```
+ git clone https://github.com/polyaxon/datatile
+ ```
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 110K / month):
+ ```
+ pip install pandas-summary
+ ```
+Show 15 hidden projects...
- numpy (π₯51 Β· β 32K) - The fundamental package for scientific computing with Python. βUnlicensed
-- Blaze (π₯32 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
-- docarray (π₯32 Β· β 3.1K Β· π) - Represent, send, store and search multimodal data. Apache-2
+- Blaze (π₯32 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
- Koalas (π₯31 Β· β 3.4K Β· π) - Koalas: pandas API on Apache Spark. Apache-2 spark βοΈLGPL-2.1
- sklearn-pandas (π₯28 Β· β 2.9K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn MIT MPL-2.0
-- PandaralΒ·lel (π₯27 Β· β 3.8K Β· π) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+- swifter (π₯27 Β· β 2.6K Β· π) - A package which efficiently applies any function to a pandas.. MIT BSD-3
-- pandasql (π₯25 Β· β 1.3K Β· π) - sqldf for pandas. MIT Apache-2
+- datatable (π₯25 Β· β 1.9K Β· π) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
+- PandaralΒ·lel (π₯24 Β· β 3.8K Β· π) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+- pandasql (π₯20 Β· β 1.3K Β· π) - sqldf for pandas. 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 βUnlicensed
@@ -577,12 +577,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (π₯34 Β· β 490) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 63 Β· π 120 Β· π₯ 2K Β· π 190 - 12% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 63 Β· π 120 Β· π₯ 2K Β· π 190 - 12% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 460M / month Β· π¦ 2.1K Β· β±οΈ 26.01.2026):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 480M / month Β· π¦ 2.1K Β· β±οΈ 26.01.2026):
```
pip install multidict
```
@@ -598,7 +598,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 23M / month Β· π¦ 480 Β· β±οΈ 18.02.2024):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 24M / month Β· π¦ 480 Β· β±οΈ 18.02.2024):
```
pip install bidict
```
@@ -607,7 +607,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge bidict
```
anytree (π₯31 Β· β 1.1K Β· π€) - Python tree data library. Apache-2
+anytree (π₯32 Β· β 1.1K Β· π€) - Python tree data library. Apache-2
- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 30 Β· π 140 Β· π¦ 24K Β· π 200 - 17% open Β· β±οΈ 08.04.2025):
@@ -618,14 +618,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 79K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 80K Β· β±οΈ 25.04.2026):
```
conda install -c conda-forge anytree
```
glom (π₯30 Β· β 2.1K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 72 Β· π¦ 3.2K Β· π 200 - 59% open Β· β±οΈ 29.12.2025):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 23 Β· π 72 Β· π¦ 3.3K Β· π 200 - 59% open Β· β±οΈ 29.12.2025):
```
git clone https://github.com/mahmoud/glom
@@ -641,12 +641,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (π₯29 Β· β 1.6K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 12 Β· π 46 Β· π₯ 10 Β· π¦ 2K Β· π 120 - 9% open Β· β±οΈ 17.04.2026):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 12 Β· π 46 Β· π₯ 14 Β· π¦ 2K Β· π 120 - 9% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 1.4M / month Β· π¦ 110 Β· β±οΈ 12.04.2026):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 1.5M / month Β· π¦ 110 Β· β±οΈ 12.04.2026):
```
pip install python-benedict
```
@@ -657,7 +657,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (π₯27 Β· β 2.8K) - Python dictionaries with advanced dot notation access. MIT
-- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 120 Β· π₯ 54 Β· π 180 - 18% open Β· β±οΈ 21.02.2026):
+- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 120 Β· π₯ 54 Β· π 190 - 18% open Β· β±οΈ 21.02.2026):
```
git clone https://github.com/cdgriffith/Box
@@ -666,14 +666,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-box
```
-- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 1.1M Β· β±οΈ 21.02.2026):
+- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 1.1M Β· β±οΈ 29.04.2026):
```
conda install -c conda-forge python-box
```
janus (π₯25 Β· β 960) - Thread-safe asyncio-aware queue for Python. Apache-2
+janus (π₯26 Β· β 960) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 30 Β· π 53 Β· π₯ 37 Β· π 52 - 21% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 30 Β· π 53 Β· π₯ 37 Β· π 52 - 21% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/aio-libs/janus
@@ -682,7 +682,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install janus
```
-- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 36K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 37K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge janus
```
@@ -691,8 +691,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- python-sortedcontainers (π₯33 Β· β 3.9K Β· π) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2
- addict (π₯32 Β· β 2.5K Β· π) - The Python Dict thats better than heroin. MIT
-- ordered-set (π₯31 Β· β 230 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
-- sqlitedict (π₯29 Β· β 1.2K Β· π) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
+- ordered-set (π₯30 Β· β 230 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
+- sqlitedict (π₯27 Β· β 1.2K Β· π) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- munch (π₯27 Β· β 780 Β· π) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
- immutables (π₯26 Β· β 1.2K Β· π) - A high-performance immutable mapping type for Python. Apache-2
- cleverdict (π₯15 Β· β 100 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -705,12 +705,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯46 Β· β 28K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 750 Β· π 2.6K Β· π₯ 21 Β· π¦ 990K Β· π 5.6K - 9% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 750 Β· π 2.6K Β· π₯ 22 Β· π¦ 990K Β· π 5.6K - 9% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 870M / month Β· π¦ 76K Β· β±οΈ 20.04.2026):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 930M / month Β· π¦ 76K Β· β±οΈ 20.04.2026):
```
pip install pydantic
```
@@ -721,12 +721,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (π₯41 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₯ 1.2K Β· π¦ 830K Β· π 890 - 4% open Β· β±οΈ 28.03.2026):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 120 Β· π 610 Β· π₯ 1.2K Β· π¦ 830K Β· π 890 - 4% open Β· β±οΈ 26.04.2026):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 490M / month Β· π¦ 9.6K Β· β±οΈ 07.01.2026):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 500M / month):
```
pip install jsonschema
```
@@ -742,27 +742,27 @@ _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₯ 8M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 8.3M / month Β· π¦ 770 Β· β±οΈ 06.11.2025):
```
pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 760K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 770K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge cerberus
```
voluptuous (π₯35 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
-- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 100 Β· π 220 Β· π¦ 21K Β· π 260 - 16% open Β· β±οΈ 18.12.2025):
+- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 100 Β· π 220 Β· π¦ 21K Β· π 250 - 14% open Β· β±οΈ 18.12.2025):
```
git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 7.1M / month Β· π¦ 620 Β· β±οΈ 18.12.2025):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 7.2M / month):
```
pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 780K Β· β±οΈ 19.12.2025):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 790K Β· β±οΈ 19.12.2025):
```
conda install -c conda-forge voluptuous
```
@@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 28M / month Β· π¦ 7.6K Β· β±οΈ 01.05.2025):
+- [PyPi](https://pypi.org/project/validators) (π₯ 29M / month Β· π¦ 7.6K Β· β±οΈ 01.05.2025):
```
pip install validators
```
@@ -783,14 +783,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge validators
```
schema (π₯33 Β· β 2.9K) - Schema validation just got Pythonic. MIT
+schema (π₯32 Β· β 2.9K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 73 Β· π 220 Β· π¦ 16K Β· π 200 - 52% open Β· β±οΈ 04.03.2026):
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 73 Β· π 220 Β· π¦ 16K Β· π 180 - 47% open Β· β±οΈ 04.03.2026):
```
git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/schema) (π₯ 27M / month Β· π¦ 890 Β· β±οΈ 11.10.2025):
+- [PyPi](https://pypi.org/project/schema) (π₯ 27M / month):
```
pip install schema
```
@@ -799,14 +799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge schema
```
param (π₯32 Β· β 510) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
+param (π₯32 Β· β 520) - Declarative parameters for robust Python classes and a rich API for.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 44 Β· π 83 Β· π₯ 10 Β· π¦ 18K Β· π 520 - 32% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 44 Β· π 82 Β· π₯ 10 Β· π¦ 18K Β· π 510 - 30% open Β· β±οΈ 23.04.2026):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 2.1M / month Β· π¦ 230 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/param) (π₯ 2.2M / month):
```
pip install param
```
@@ -815,14 +815,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge param
```
python-email-validator (π₯31 Β· β 1.4K) - A robust email syntax and deliverability validation.. Unlicense
+python-email-validator (π₯26 Β· β 1.4K) - A robust email syntax and deliverability validation.. Unlicense
-- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 27 Β· π 130 Β· π 110 - 12% open Β· β±οΈ 14.04.2026):
+- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 27 Β· π 130 Β· π 110 - 11% open Β· β±οΈ 14.04.2026):
```
git clone https://github.com/JoshData/python-email-validator
```
-- [PyPi](https://pypi.org/project/email-validator) (π₯ 180M / month Β· π¦ 1.2K Β· β±οΈ 26.08.2025):
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 170M / month):
```
pip install email-validator
```
@@ -833,12 +833,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯25 Β· β 980) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 45 Β· π¦ 870 Β· π 45 - 35% open Β· β±οΈ 17.11.2025):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 20 Β· π 45 Β· π¦ 880 Β· π 44 - 34% open Β· β±οΈ 17.11.2025):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 2.6M / month Β· π¦ 100 Β· β±οΈ 17.11.2025):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 2.7M / month):
```
pip install dirty-equals
```
@@ -849,26 +849,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (π₯21 Β· β 260) - Lightweight data validation and adaptation Python library. MIT
-- [GitHub](https://github.com/podio/valideer) (π¨βπ» 10 Β· π 27 Β· π¦ 80 Β· π 20 - 45% open Β· β±οΈ 25.03.2026):
+- [GitHub](https://github.com/podio/valideer) (π¨βπ» 10 Β· π 27 Β· π¦ 80 Β· π 15 - 26% open Β· β±οΈ 25.03.2026):
```
git clone https://github.com/podio/valideer
```
-- [PyPi](https://pypi.org/project/valideer) (π₯ 13K / month Β· π¦ 3 Β· β±οΈ 20.12.2015):
+- [PyPi](https://pypi.org/project/valideer) (π₯ 9.5K / month Β· π¦ 3 Β· β±οΈ 20.12.2015):
```
pip install valideer
```
-- [Conda](https://anaconda.org/conda-forge/valideer) (π₯ 75K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/valideer) (π₯ 76K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge valideer
```
Show 5 hidden projects...
-- schematics (π₯31 Β· β 2.6K Β· π) - Python Data Structures for Humans. BSD-3
- strictyaml (π₯29 Β· β 1.6K Β· π) - Type-safe YAML parser and validator. MIT
+- schematics (π₯27 Β· β 2.6K Β· π) - Python Data Structures for Humans. βUnlicensed
- validr (π₯17 Β· β 220 Β· π) - A simple, fast, extensible python library for data validation. MIT
-- typical (π₯17 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
+- typical (π₯16 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- dataklasses (π₯7 Β· β 810 Β· π) - A different spin on dataclasses. βUnlicensed
@@ -886,7 +886,7 @@ _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₯ 2.8K / month Β· π¦ 5 Β· β±οΈ 18.02.2026):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 3.7K / month Β· π¦ 5 Β· β±οΈ 18.02.2026):
```
pip install algorithms
```
@@ -897,12 +897,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (π₯32 Β· β 6.5K Β· π€) - A lightweight, object-oriented finite state machine.. MIT
-- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 82 Β· π 550 Β· π¦ 4.3K Β· π 500 - 3% open Β· β±οΈ 09.09.2025):
+- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 82 Β· π 550 Β· π¦ 4.3K Β· π 490 - 2% open Β· β±οΈ 09.09.2025):
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 2.6M / month Β· π¦ 220 Β· β±οΈ 02.07.2025):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 2.7M / month):
```
pip install transitions
```
@@ -923,7 +923,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (π₯40 Β· β 1.9K) - Open World Holidays Framework. MIT
-- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 320 Β· π 680 Β· π₯ 330 Β· π¦ 27K Β· π 820 - 11% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/vacanza/holidays) (π¨βπ» 330 Β· π 680 Β· π₯ 340 Β· π¦ 27K Β· π 820 - 11% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/vacanza/holidays
@@ -937,36 +937,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge holidays
```
dateparser (π₯39 Β· β 2.8K) - python parser for human readable dates. BSD-3
+arrow (π₯39 Β· β 9K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 150 Β· π 490 Β· π¦ 38K Β· π 760 - 45% open Β· β±οΈ 09.04.2026):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 290 Β· π 730 Β· π¦ 180K Β· π 550 - 24% open Β· β±οΈ 30.04.2026):
```
- git clone https://github.com/scrapinghub/dateparser
+ git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 36M / month Β· π¦ 1.6K Β· β±οΈ 26.03.2026):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 74M / month Β· π¦ 2.3K Β· β±οΈ 18.10.2025):
```
- pip install dateparser
+ pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 1.2M Β· β±οΈ 26.03.2026):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 12M Β· β±οΈ 18.10.2025):
```
- conda install -c conda-forge dateparser
+ conda install -c conda-forge arrow
```
arrow (π₯38 Β· β 9K) - Better dates & times for Python. Apache-2
+dateparser (π₯39 Β· β 2.8K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 290 Β· π 730 Β· π¦ 180K Β· π 550 - 24% open Β· β±οΈ 19.02.2026):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 150 Β· π 490 Β· π¦ 38K Β· π 760 - 45% open Β· β±οΈ 28.04.2026):
```
- git clone https://github.com/arrow-py/arrow
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 72M / month Β· π¦ 2.3K Β· β±οΈ 18.10.2025):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 37M / month Β· π¦ 1.6K Β· β±οΈ 26.03.2026):
```
- pip install arrow
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 12M Β· β±οΈ 18.10.2025):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 1.2M Β· β±οΈ 26.03.2026):
```
- conda install -c conda-forge arrow
+ conda install -c conda-forge dateparser
```
pendulum (π₯36 Β· β 6.7K) - Python datetimes made easy. MIT
@@ -976,7 +976,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 72M / month Β· π¦ 1.6K Β· β±οΈ 30.01.2026):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 71M / month Β· π¦ 1.6K Β· β±οΈ 30.01.2026):
```
pip install pendulum
```
@@ -1003,12 +1003,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (π₯35 Β· β 390) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 23 Β· π 100 Β· π₯ 780 Β· π¦ 2.5M Β· π 100 - 39% open Β· β±οΈ 10.04.2026):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 23 Β· π 100 Β· π₯ 800 Β· π¦ 2.5M Β· π 100 - 39% open Β· β±οΈ 10.04.2026):
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 480M / month Β· π¦ 15K Β· β±οΈ 03.03.2026):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 490M / month Β· π¦ 15K Β· β±οΈ 03.03.2026):
```
pip install pytz
```
@@ -1028,14 +1028,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install tzlocal
```
-- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 5.2M Β· β±οΈ 26.08.2025):
+- [Conda](https://anaconda.org/conda-forge/tzlocal) (π₯ 5.3M Β· β±οΈ 26.08.2025):
```
conda install -c conda-forge tzlocal
```
Show 2 hidden projects...
-- isodate (π₯32 Β· β 170 Β· π) - ISO 8601 date/time parser. BSD-3
+- isodate (π₯31 Β· β 170 Β· π) - ISO 8601 date/time parser. BSD-3
- parsedatetime (π₯29 Β· β 710 Β· π) - Parse human-readable date/time strings. Apache-2
@@ -1046,44 +1046,44 @@ _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» 320 Β· π 440 Β· π¦ 300K Β· π 850 - 40% open Β· β±οΈ 17.04.2026):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 320 Β· π 440 Β· π¦ 300K Β· π 860 - 40% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 670M / month Β· π¦ 3.5K Β· β±οΈ 27.03.2026):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 690M / month Β· π¦ 3.6K Β· β±οΈ 29.04.2026):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 32M Β· β±οΈ 28.03.2026):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 32M Β· β±οΈ 30.04.2026):
```
conda install -c conda-forge fsspec
```
watchdog (π₯38 Β· β 7.3K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 170 Β· π 730 Β· π¦ 260K Β· π 710 - 30% open Β· β±οΈ 14.04.2026):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 170 Β· π 730 Β· π¦ 260K Β· π 700 - 30% open Β· β±οΈ 14.04.2026):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 93M / month Β· π¦ 2.7K Β· β±οΈ 01.11.2024):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 95M / month):
```
pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 5.4M Β· β±οΈ 04.03.2026):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 5.5M Β· β±οΈ 04.03.2026):
```
conda install -c conda-forge watchdog
```
filelock (π₯37 Β· β 950) - A platform-independent file lock for Python. MIT
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 60 Β· π 130 Β· π¦ 720K Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 60 Β· π 130 Β· π¦ 720K Β· β±οΈ 27.04.2026):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 520M / month Β· π¦ 4.6K Β· β±οΈ 19.04.2026):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 540M / month):
```
pip install filelock
```
@@ -1094,28 +1094,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (π₯34 Β· β 3.2K) - File support for asyncio. Apache-2
-- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 42 Β· π 160 Β· π¦ 250K Β· π 140 - 40% open Β· β±οΈ 09.10.2025):
+- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 42 Β· π 160 Β· π¦ 250K Β· π 140 - 37% open Β· β±οΈ 09.10.2025):
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 120M / month Β· π¦ 5.3K Β· β±οΈ 09.10.2025):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 130M / month):
```
pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 2.3M Β· β±οΈ 01.01.2026):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 2.4M Β· β±οΈ 01.01.2026):
```
conda install -c conda-forge aiofiles
```
pyfilesystem2 (π₯30 Β· β 2.1K Β· π€) - Pythons Filesystem abstraction layer. MIT
+pyfilesystem2 (π₯26 Β· β 2.1K Β· π€) - Pythons Filesystem abstraction layer. MIT
-- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (π¨βπ» 47 Β· π 190 Β· π 380 - 28% open Β· β±οΈ 17.05.2025):
+- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (π¨βπ» 47 Β· π 190 Β· π 370 - 24% open Β· β±οΈ 17.05.2025):
```
git clone https://github.com/pyfilesystem/pyfilesystem2
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 7.8M / month Β· π¦ 410 Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/fs) (π₯ 6.8M / month):
```
pip install fs
```
@@ -1124,14 +1124,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fs
```
scandir (π₯25 Β· β 540 Β· π€) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
+scandir (π₯21 Β· β 540 Β· π€) - Better directory iterator and faster os.walk(). Archived, as this.. BSD-3
-- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 69 Β· β±οΈ 27.05.2025):
+- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 68 Β· β±οΈ 27.05.2025):
```
git clone https://github.com/benhoyt/scandir
```
-- [PyPi](https://pypi.org/project/scandir) (π₯ 2.4M / month Β· π¦ 220 Β· β±οΈ 09.03.2019):
+- [PyPi](https://pypi.org/project/scandir) (π₯ 2.5M / month):
```
pip install scandir
```
@@ -1143,9 +1143,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
- appdirs (π₯32 Β· β 1.1K Β· π) - A small Python module for determining appropriate platform-specific.. MIT
-- zipp (π₯31 Β· β 67) - Backport of pathlib-compatible object wrapper for zip files. βUnlicensed
+- zipp (π₯31 Β· β 67) - A pathlib-compatible Zipfile object wrapper. βUnlicensed
- path (π₯30 Β· β 1.1K) - Object-oriented file system path manipulation. βUnlicensed
-- Unipath (π₯23 Β· β 510 Β· π) - An object-oriented approach to Python file/directory operations. MIT
+- Unipath (π₯19 Β· β 510 Β· π) - An object-oriented approach to Python file/directory.. βUnlicensed
@@ -1160,7 +1160,7 @@ _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₯ 980M / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
+- [PyPi](https://pypi.org/project/six) (π₯ 1B / month Β· π¦ 25K Β· β±οΈ 04.12.2024):
```
pip install six
```
@@ -1169,14 +1169,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge six
```
typing (π₯34 Β· β 1.7K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
+typing (π₯34 Β· β 1.8K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 140 Β· π 290 Β· π 920 - 23% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 150 Β· π 300 Β· π 920 - 23% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 5.3M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 5.2M / month Β· π¦ 3.3K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1191,7 +1191,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- dataclasses (π₯27 Β· β 590 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
- pathlib2 (π₯27 Β· β 84 Β· π) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- futures (π₯26 Β· β 240 Β· π) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
-- contextlib2 (π₯22 Β· β 38 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- contextlib2 (π₯26 Β· β 38 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
@@ -1199,14 +1199,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-bcrypt (π₯40 Β· β 1.5K) - Modern(-ish) password hashing for your software and your servers. Apache-2
+bcrypt (π₯39 Β· β 1.5K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 40 Β· π 210 Β· π¦ 350K Β· π 160 - 3% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 40 Β· π 210 Β· π¦ 350K Β· π 160 - 3% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 180M / month Β· π¦ 2K Β· β±οΈ 25.09.2025):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 190M / month):
```
pip install bcrypt
```
@@ -1215,22 +1215,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge bcrypt
```
pycryptodomex (π₯38 Β· β 3.2K) - A self-contained cryptographic library for Python. BSD-3
-
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 160 Β· π 540 Β· π₯ 2.6K Β· π¦ 140K Β· π 650 - 12% open Β· β±οΈ 29.03.2026):
-
- ```
- git clone https://github.com/Legrandin/pycryptodome
- ```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 59M / month Β· π¦ 1.6K Β· β±οΈ 17.05.2025):
- ```
- pip install pycryptodomex
- ```
-- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 2.7M Β· β±οΈ 13.09.2025):
- ```
- conda install -c conda-forge pycryptodomex
- ```
-rsa (π₯29 Β· β 500 Β· π€) - Python-RSA is a pure-Python RSA implementation. Apache-2
- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 120 Β· π 140 - 20% open Β· β±οΈ 16.04.2025):
@@ -1238,7 +1222,7 @@ _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₯ 300M / month Β· π¦ 1.9K Β· β±οΈ 16.04.2025):
+- [PyPi](https://pypi.org/project/rsa) (π₯ 310M / month Β· π¦ 1.9K Β· β±οΈ 16.04.2025):
```
pip install rsa
```
@@ -1247,11 +1231,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge rsa
```
Show 4 hidden projects...
+Show 5 hidden projects...
- cryptography (π₯45 Β· β 7.6K) - cryptography is a package designed to expose.. βUnlicensed
-- keyring (π₯37 Β· β 1.5K) - Store and access your passwords safely. βUnlicensed
-- tink (π₯36 Β· β 14K Β· π) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
+- keyring (π₯37 Β· β 1.5K) - Store and access your passwords safely. βUnlicensed
+- pycryptodomex (π₯36 Β· β 3.2K) - A self-contained cryptographic library for Python. βUnlicensed
+- tink (π₯34 Β· β 14K Β· π) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
- asn1crypto (π₯33 Β· β 360 Β· π) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
@@ -1262,12 +1247,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 68K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.9K Β· π 24K Β· π¦ 42K Β· π 34K - 2% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.9K Β· π 24K Β· π¦ 42K Β· π 34K - 2% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 11M / month Β· π¦ 580 Β· β±οΈ 21.04.2026):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 12M / month Β· π¦ 580 Β· β±οΈ 29.04.2026):
```
pip install ansible
```
@@ -1276,57 +1261,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge ansible
```
botocore (π₯46 Β· β 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 220 Β· π 1.2K Β· π¦ 430K Β· π 1.2K - 12% open Β· β±οΈ 22.04.2026):
-
- ```
- git clone https://github.com/boto/botocore
- ```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 1.3B / month Β· π¦ 4.5K Β· β±οΈ 22.04.2026):
- ```
- pip install botocore
- ```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 43M Β· β±οΈ 22.04.2026):
- ```
- conda install -c conda-forge botocore
- ```
-pulumi (π₯45 Β· β 25K) - 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» 1.8K Β· π 1.4K Β· π₯ 5.1M Β· π¦ 11K Β· π 9.3K - 26% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 370 Β· π 1.4K Β· π₯ 5.3M Β· π¦ 11K Β· π 9.1K - 24% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 6.9M / month Β· π¦ 530 Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 6.6M / month):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 7.5M / month Β· π¦ 930 Β· β±οΈ 23.04.2026):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 7.8M / month):
```
npm install @pulumi/pulumi
```
awscli (π₯44 Β· β 17K) - Universal Command Line Interface for Amazon Web Services. Apache-2
+botocore (π₯43 Β· β 1.6K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 490 Β· π 4.5K Β· π₯ 11K Β· π¦ 5 Β· π 5.1K - 12% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 220 Β· π 1.1K Β· π¦ 430K Β· π 1.2K - 9% open Β· β±οΈ 29.04.2026):
```
- git clone https://github.com/aws/aws-cli
+ git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 360M / month Β· π¦ 770 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 1.3B / month):
```
- pip install awscli
+ pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 55M Β· β±οΈ 22.04.2026):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 43M Β· β±οΈ 28.04.2026):
```
- conda install -c conda-forge awscli
+ conda install -c conda-forge botocore
```
docker-compose (π₯41 Β· β 37K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 620 Β· π 5.8K Β· π₯ 17M Β· π¦ 1.4K Β· π 8.3K - 1% open Β· β±οΈ 16.04.2026):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 620 Β· π 5.8K Β· π₯ 18M Β· π¦ 1.4K Β· π 8.3K - 1% open Β· β±οΈ 16.04.2026):
```
git clone https://github.com/docker/compose
@@ -1342,12 +1311,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (π₯41 Β· β 7.2K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 460 Β· π 1.7K Β· π₯ 2K Β· π¦ 120K Β· π 1.8K - 30% open Β· β±οΈ 24.11.2025):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 460 Β· π 1.7K Β· π₯ 2K Β· π¦ 120K Β· π 1.7K - 26% open Β· β±οΈ 24.11.2025):
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 190M / month Β· π¦ 3.7K Β· β±οΈ 23.05.2024):
+- [PyPi](https://pypi.org/project/docker) (π₯ 210M / month):
```
pip install docker
```
@@ -1356,51 +1325,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge docker-py
```
paramiko (π₯40 Β· β 9.7K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
+paramiko (π₯39 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):
+- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 120K Β· π 1.7K - 50% open Β· β±οΈ 20.10.2025):
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 140M / month Β· π¦ 3.8K Β· β±οΈ 04.08.2025):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 140M / month):
```
pip install paramiko
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 7.9M Β· β±οΈ 13.08.2025):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 8M Β· β±οΈ 13.08.2025):
```
conda install -c conda-forge paramiko
```
kubernetes (π₯40 Β· β 7.5K) - Official Python client library for kubernetes. Apache-2
-
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 240 Β· π 3.5K Β· π 1.5K - 6% open Β· β±οΈ 20.04.2026):
-
- ```
- git clone https://github.com/kubernetes-client/python
- ```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 160M / month Β· π¦ 2K Β· β±οΈ 16.01.2026):
- ```
- pip install kubernetes
- ```
-- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 780K Β· β±οΈ 11.12.2025):
- ```
- conda install -c conda-forge kubernetes
- ```
-netmiko (π₯39 Β· β 4.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
+netmiko (π₯39 Β· β 4.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 270 Β· π 1.4K Β· π¦ 5.5K Β· π 2.2K - 4% open Β· β±οΈ 16.04.2026):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 270 Β· π 1.4K Β· π¦ 5.6K Β· π 2.2K - 4% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/ktbyers/netmiko
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 930K / month Β· π¦ 220 Β· β±οΈ 26.06.2025):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 980K / month Β· π¦ 220 Β· β±οΈ 26.06.2025):
```
pip install netmiko
```
fabric (π₯38 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
+fabric (π₯38 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 21 Β· π 1.8K - 27% open Β· β±οΈ 10.04.2026):
@@ -1411,11 +1364,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install fabric
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 380K Β· β±οΈ 06.04.2026):
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 390K Β· β±οΈ 06.04.2026):
```
conda install -c conda-forge fabric
```
kubernetes (π₯35 Β· β 7.6K) - Official Python client library for kubernetes. Apache-2
+
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 240 Β· π 3.4K Β· π 1.4K - 5% open Β· β±οΈ 29.04.2026):
+
+ ```
+ git clone https://github.com/kubernetes-client/python
+ ```
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 170M / month):
+ ```
+ pip install kubernetes
+ ```
+- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 780K Β· β±οΈ 11.12.2025):
+ ```
+ conda install -c conda-forge kubernetes
+ ```
+plumbum (π₯35 Β· β 3K) - Plumbum: Shell Combinators. MIT
- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 120 Β· π 200 Β· π¦ 9.4K Β· π 380 - 37% open Β· β±οΈ 20.04.2026):
@@ -1434,19 +1403,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (π₯33 Β· β 5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT
-- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 190 Β· π 480 Β· π¦ 220 Β· π 920 - 17% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 190 Β· π 480 Β· π¦ 220 Β· π 920 - 17% open Β· β±οΈ 26.04.2026):
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 300K / month Β· π¦ 37 Β· β±οΈ 12.03.2026):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 310K / month):
```
pip install pyinfra
```
sshtunnel (π₯32 Β· β 1.3K Β· π€) - SSH tunnels to remote server. MIT
-- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 27 Β· π 190 Β· π¦ 9.7K Β· π 210 - 30% open Β· β±οΈ 27.08.2025):
+- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 27 Β· π 190 Β· π¦ 9.8K Β· π 210 - 30% open Β· β±οΈ 27.08.2025):
```
git clone https://github.com/pahaz/sshtunnel
@@ -1460,12 +1429,13 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sshtunnel
```
Show 7 hidden projects...
+Show 8 hidden projects...
-- schedule (π₯35 Β· β 12K Β· π) - Python job scheduling for humans. MIT
+- awscli (π₯37 Β· β 17K Β· π) - Universal Command Line Interface for Amazon Web Services. βUnlicensed
+- schedule (π₯34 Β· β 12K Β· π) - Python job scheduling for humans. MIT
- parallel-ssh (π₯26 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₯22 Β· β 3.9K Β· π) - Manage your SSH like a boss. MIT
+- fabtools (π₯22 Β· β 1.3K Β· π) - Tools for writing awesome Fabric files. BSD-2
+- storm (π₯21 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
- wssh (π₯17 Β· β 1.4K Β· π) - SSH to WebSockets Bridge. MIT
- Grai (π₯11 Β· β 310 Β· π€) - Platform to programmatically manage, test, and debug data.. βοΈMIT-0
@@ -1476,30 +1446,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-pexpect (π₯38 Β· β 2.8K Β· π€) - A Python module for controlling interactive programs in a pseudo-.. ISC
-
-- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 490 Β· π₯ 4.5K Β· π¦ 520K Β· π 510 - 32% open Β· β±οΈ 11.04.2025):
-
- ```
- git clone https://github.com/pexpect/pexpect
- ```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 200M / month Β· π¦ 1.8K Β· β±οΈ 25.11.2023):
- ```
- pip install pexpect
- ```
-- [Conda](https://anaconda.org/conda-forge/pexpect) (π₯ 37M Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge pexpect
- ```
-supervisor (π₯37 Β· β 9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
+supervisor (π₯37 Β· β 9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.3K Β· π¦ 14K Β· π 1.2K - 13% open Β· β±οΈ 21.12.2025):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 12M / month Β· π¦ 160 Β· β±οΈ 23.08.2025):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 11M / month Β· π¦ 160 Β· β±οΈ 23.08.2025):
```
pip install supervisor
```
@@ -1515,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 16M / month Β· π¦ 760 Β· β±οΈ 24.02.2025):
+- [PyPi](https://pypi.org/project/sh) (π₯ 16M / month):
```
pip install sh
```
@@ -1524,21 +1478,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sh
```
ptyprocess (π₯27 Β· β 240 Β· π€) - Run a subprocess in a pseudo terminal. ISC
-
-- [GitHub](https://github.com/pexpect/ptyprocess) (π¨βπ» 21 Β· π 72 Β· π 40 - 50% open Β· β±οΈ 17.07.2025):
+Show 2 hidden projects...
- ```
- git clone https://github.com/pexpect/ptyprocess
- ```
-- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 210M / month Β· π¦ 770 Β· β±οΈ 28.12.2020):
- ```
- pip install ptyprocess
- ```
-- [Conda](https://anaconda.org/conda-forge/ptyprocess) (π₯ 34M Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge ptyprocess
- ```
+- pexpect (π₯35 Β· β 2.8K Β· π€) - A Python module for controlling interactive programs in a.. βUnlicensed
+- ptyprocess (π₯21 Β· β 240 Β· π€) - Run a subprocess in a pseudo terminal. βUnlicensed
@@ -1546,46 +1489,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-anyio (π₯41 Β· β 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
+anyio (π₯42 Β· β 2.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 75 Β· π 200 Β· π¦ 640K Β· π 460 - 18% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 75 Β· π 200 Β· π¦ 640K Β· π 460 - 18% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 750M / month Β· π¦ 5.6K Β· β±οΈ 24.03.2026):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 780M / month Β· π¦ 5.6K Β· β±οΈ 24.03.2026):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 33M Β· β±οΈ 24.03.2026):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 34M Β· β±οΈ 24.03.2026):
```
conda install -c conda-forge anyio
```
uvloop (π₯37 Β· β 12K) - Ultra fast asyncio event loop. Apache-2
+uvloop (π₯38 Β· β 12K) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 72 Β· π 580 Β· π₯ 640 Β· π¦ 220K Β· π 430 - 34% open Β· β±οΈ 30.01.2026):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 73 Β· π 580 Β· π₯ 640 Β· π¦ 220K Β· π 430 - 33% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 170M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 180M / month Β· π¦ 2K Β· β±οΈ 16.10.2025):
```
pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 3.3M Β· β±οΈ 07.11.2025):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 3.4M Β· β±οΈ 07.11.2025):
```
conda install -c conda-forge uvloop
```
asyncer (π₯33 Β· β 2.4K) - Asyncer, async and await, focused on developer experience. MIT
-- [GitHub](https://github.com/fastapi/asyncer) (π¨βπ» 23 Β· π 88 Β· π¦ 7.9K Β· π 6 - 16% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/fastapi/asyncer) (π¨βπ» 23 Β· π 86 Β· π¦ 7.9K Β· π 6 - 16% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 6.1M / month Β· π¦ 280 Β· β±οΈ 21.02.2026):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 6.6M / month Β· π¦ 280 Β· β±οΈ 21.02.2026):
```
pip install asyncer
```
@@ -1601,16 +1544,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 45K / month Β· π¦ 60 Β· β±οΈ 23.03.2026):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 46K / month Β· π¦ 60 Β· β±οΈ 23.03.2026):
```
pip install aiomisc
```
Show 3 hidden projects...
-- greenlet (π₯40 Β· β 1.8K Β· π) - Lightweight in-process concurrent programming. βUnlicensed
-- stopit (π₯23 Β· β 130 Β· π) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
+- greenlet (π₯40 Β· β 1.8K) - Lightweight in-process concurrent programming. βUnlicensed
- unsync (π₯22 Β· β 900 Β· π) - Unsynchronize asyncio. MIT
+- stopit (π₯22 Β· β 130 Β· π) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT
@@ -1618,14 +1561,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-python-dotenv (π₯39 Β· β 8.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯42 Β· β 8.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 110 Β· π 520 Β· π 360 - 24% open Β· β±οΈ 19.04.2026):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 110 Β· π 490 Β· π¦ 1.7M Β· π 330 - 15% open Β· β±οΈ 19.04.2026):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 550M / month Β· π¦ 37K Β· β±οΈ 01.03.2026):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 560M / month):
```
pip install python-dotenv
```
@@ -1634,14 +1577,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-dotenv
```
omegaconf (π₯36 Β· β 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
+omegaconf (π₯37 Β· β 2.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 38 Β· π 150 Β· π¦ 62K Β· π 620 - 22% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 40 Β· π 150 Β· π¦ 62K Β· π 600 - 14% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 34M / month Β· π¦ 2.3K Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 36M / month):
```
pip install omegaconf
```
@@ -1652,12 +1595,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯36 Β· β 650) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 210 Β· π₯ 820 Β· π¦ 610K Β· π 310 - 35% open Β· β±οΈ 02.03.2026):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 200 Β· π₯ 820 Β· π¦ 610K Β· π 310 - 33% open Β· β±οΈ 02.03.2026):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 130M / month Β· π¦ 1.5K Β· β±οΈ 19.04.2024):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 140M / month):
```
pip install traitlets
```
@@ -1668,12 +1611,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (π₯34 Β· β 10K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 820 Β· π¦ 43K Β· π 1.5K - 22% open Β· β±οΈ 11.12.2025):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 120 Β· π 820 Β· π¦ 43K Β· π 1.5K - 20% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 8.9K / month Β· π¦ 13 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 13K / month):
```
pip install hydra
```
@@ -1682,22 +1625,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge hydra-core
```
Dynaconf (π₯28 Β· β 4.3K Β· π€) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
-
-- [GitHub](https://github.com/rochacbruno/dynaconf-mirror) (π¨βπ» 130 Β· π 320 Β· β±οΈ 07.05.2025):
-
- ```
- git clone https://github.com/rochacbruno/dynaconf
- ```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 5.9M / month Β· π¦ 700 Β· β±οΈ 17.03.2026):
- ```
- pip install dynaconf
- ```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 180K Β· β±οΈ 17.03.2026):
- ```
- conda install -c conda-forge dynaconf
- ```
-gin-config (π₯28 Β· β 2.2K) - Gin provides a lightweight configuration framework for Python. Apache-2
- [GitHub](https://github.com/google/gin-config) (π¨βπ» 26 Β· π 120 Β· π¦ 13K Β· π 100 - 58% open Β· β±οΈ 22.04.2026):
@@ -1705,7 +1632,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 500K / month Β· π¦ 75 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 570K / month Β· π¦ 75 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -1716,12 +1643,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 83 Β· π₯ 2.3K Β· π¦ 50K Β· π 180 - 39% open Β· β±οΈ 06.06.2025):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 12 Β· π 83 Β· π₯ 2.3K Β· π¦ 50K Β· π 170 - 34% open Β· β±οΈ 06.06.2025):
```
git clone https://github.com/DiffSK/configobj
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 7M / month Β· π¦ 650 Β· β±οΈ 21.09.2024):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 7.1M / month):
```
pip install configobj
```
@@ -1730,14 +1657,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge configobj
```
everett (π₯21 Β· β 150) - configuration library for python projects. MPL-2.0
+everett (π₯18 Β· β 150) - configuration library for python projects. MPL-2.0
- [GitHub](https://github.com/willkg/everett) (π¨βπ» 9 Β· π 14 Β· π 96 - 4% open Β· β±οΈ 15.10.2025):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 980K / month Β· π¦ 22 Β· β±οΈ 15.10.2025):
+- [PyPi](https://pypi.org/project/everett) (π₯ 910K / month):
```
pip install everett
```
@@ -1746,9 +1673,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge everett
```
Show 1 hidden projects...
+Show 2 hidden projects...
- python-decouple (π₯32 Β· β 3K Β· π) - Strict separation of config from code. MIT
+- Dynaconf (π₯16 Β· β 5 Β· π€) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
@@ -1756,94 +1684,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-rich (π₯47 Β· β 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
+click (π₯48 Β· β 17K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 290 Β· π 2.1K Β· π¦ 520K Β· π 1.6K - 19% open Β· β±οΈ 12.04.2026):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 430 Β· π 1.7K Β· π₯ 4.6K Β· π¦ 2.4M Β· π 1.8K - 8% open Β· β±οΈ 29.04.2026):
```
- git clone https://github.com/Textualize/rich
+ git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 510M / month Β· π¦ 44K Β· β±οΈ 12.04.2026):
+- [PyPi](https://pypi.org/project/click) (π₯ 900M / month Β· π¦ 66K Β· β±οΈ 22.04.2026):
```
- pip install rich
+ pip install click
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 19M Β· β±οΈ 12.04.2026):
+- [Conda](https://anaconda.org/conda-forge/click) (π₯ 61M Β· β±οΈ 26.04.2026):
```
- conda install -c conda-forge rich
+ conda install -c conda-forge click
```
click (π₯47 Β· β 17K) - Python composable command line interface toolkit. BSD-3
+rich (π₯47 Β· β 56K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 420 Β· π 1.7K Β· π₯ 4.4K Β· π¦ 2.4M Β· π 1.8K - 8% open Β· β±οΈ 03.04.2026):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 290 Β· π 2.1K Β· π¦ 530K Β· π 1.5K - 14% open Β· β±οΈ 12.04.2026):
```
- git clone https://github.com/pallets/click
+ git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/click) (π₯ 850M / month Β· π¦ 66K Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/rich) (π₯ 540M / month):
```
- pip install click
+ pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/click) (π₯ 61M Β· β±οΈ 07.04.2026):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 20M Β· β±οΈ 12.04.2026):
```
- conda install -c conda-forge click
+ conda install -c conda-forge rich
```
Typer (π₯43 Β· β 19K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/fastapi/typer) (π¨βπ» 100 Β· π 880 Β· π¦ 250K Β· π 340 - 4% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/fastapi/typer) (π¨βπ» 100 Β· π 880 Β· π¦ 250K Β· π 340 - 4% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 290M / month Β· π¦ 23K Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/typer) (π₯ 330M / month Β· π¦ 24K Β· β±οΈ 26.04.2026):
```
pip install typer
```
-- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 10M Β· β±οΈ 22.04.2026):
+- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 10M Β· β±οΈ 26.04.2026):
```
conda install -c conda-forge typer
```
python-prompt-toolkit (π₯38 Β· β 10K) - Library for building powerful interactive command line.. BSD-3
-
-- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 240 Β· π 770 Β· π 1.3K - 54% open Β· β±οΈ 17.03.2026):
-
- ```
- git clone https://github.com/prompt-toolkit/python-prompt-toolkit
- ```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 180M / month Β· π¦ 4.2K Β· β±οΈ 27.08.2025):
- ```
- pip install prompt_toolkit
- ```
-- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 42M Β· β±οΈ 27.08.2025):
- ```
- conda install -c conda-forge prompt-toolkit
- ```
-python-fire (π₯37 Β· β 28K Β· π€) - Python Fire is a library for automatically generating.. Apache-2
+docopt (π₯35 Β· β 8K Β· π€) - Create *beautiful* command-line interfaces with Python. MIT
-- [GitHub](https://github.com/google/python-fire) (π¨βπ» 67 Β· π 1.5K Β· π¦ 53K Β· π 360 - 42% open Β· β±οΈ 16.08.2025):
+- [GitHub](https://github.com/docopt/docopt) (π¨βπ» 34 Β· π 560 Β· π¦ 150K Β· π 450 - 58% open Β· β±οΈ 23.06.2025):
```
- git clone https://github.com/google/python-fire
+ git clone https://github.com/docopt/docopt
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 23M / month Β· π¦ 3K Β· β±οΈ 16.08.2025):
+- [PyPi](https://pypi.org/project/docopt) (π₯ 17M / month Β· π¦ 3.4K Β· β±οΈ 16.06.2014):
```
- pip install fire
+ pip install docopt
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 1.5M Β· β±οΈ 12.09.2025):
+- [Conda](https://anaconda.org/conda-forge/docopt) (π₯ 2.8M Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge fire
+ conda install -c conda-forge docopt
```
colorama (π₯36 Β· β 3.8K Β· π€) - Simple cross-platform colored terminal text in Python. BSD-3
+colorama (π₯35 Β· β 3.8K Β· π€) - Simple cross-platform colored terminal text in Python. BSD-3
-- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 52 Β· π 270 Β· π¦ 1.4M Β· π 270 - 47% open Β· β±οΈ 09.07.2025):
+- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 52 Β· π 270 Β· π¦ 1.4M Β· π 250 - 43% open Β· β±οΈ 09.07.2025):
```
git clone https://github.com/tartley/colorama
```
-- [PyPi](https://pypi.org/project/colorama) (π₯ 400M / month Β· π¦ 15K Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/colorama) (π₯ 410M / month):
```
pip install colorama
```
@@ -1852,30 +1764,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge colorama
```
docopt (π₯35 Β· β 8K Β· π€) - Create *beautiful* command-line interfaces with Python. MIT
-
-- [GitHub](https://github.com/docopt/docopt) (π¨βπ» 34 Β· π 560 Β· π¦ 150K Β· π 450 - 58% open Β· β±οΈ 23.06.2025):
-
- ```
- git clone https://github.com/docopt/docopt
- ```
-- [PyPi](https://pypi.org/project/docopt) (π₯ 17M / month Β· π¦ 3.4K Β· β±οΈ 16.06.2014):
- ```
- pip install docopt
- ```
-- [Conda](https://anaconda.org/conda-forge/docopt) (π₯ 2.7M Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge docopt
- ```
-argcomplete (π₯33 Β· β 1.6K) - Python and tab completion, better together. Apache-2
+argcomplete (π₯33 Β· β 1.6K) - Python and tab completion, better together. Apache-2
- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 83 Β· π 140 Β· π₯ 1.4K Β· π¦ 73K Β· π 300 - 22% open Β· β±οΈ 02.04.2026):
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 73M / month Β· π¦ 1.8K Β· β±οΈ 20.10.2025):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 74M / month):
```
pip install argcomplete
```
@@ -1884,14 +1780,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge argcomplete
```
ConfigArgParse (π₯33 Β· β 760) - Drop-in replacement for argparse with added support for config.. MIT
+ConfigArgParse (π₯33 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¦ 25K Β· β±οΈ 11.03.2026):
+- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 56 Β· π 120 Β· π¦ 25K Β· π 220 - 0% open Β· β±οΈ 11.03.2026):
```
git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/configargparse) (π₯ 21M / month Β· π¦ 770 Β· β±οΈ 11.03.2026):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 21M / month):
```
pip install configargparse
```
@@ -1900,20 +1796,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge configargparse
```
questionary (π₯32 Β· β 2.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
+python-prompt-toolkit (π₯32 Β· β 10K) - Library for building powerful interactive command line.. BSD-3
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 53 Β· π 100 Β· π¦ 22K Β· π 190 - 38% open Β· β±οΈ 12.02.2026):
+- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 240 Β· π 770 Β· π 1.2K - 51% open Β· β±οΈ 17.03.2026):
```
- git clone https://github.com/tmbo/questionary
+ git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 19M / month Β· π¦ 1.4K Β· β±οΈ 28.08.2025):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 190M / month):
```
- pip install questionary
+ pip install prompt_toolkit
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 320K Β· β±οΈ 08.09.2025):
+- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 43M Β· β±οΈ 27.08.2025):
```
- conda install -c conda-forge questionary
+ conda install -c conda-forge prompt-toolkit
```
cleo (π₯32 Β· β 1.3K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
@@ -1923,7 +1819,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 72M / month Β· π¦ 390 Β· β±οΈ 18.11.2024):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 72M / month):
```
pip install cleo
```
@@ -1934,28 +1830,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (π₯30 Β· β 4.3K Β· π€) - A cross platform package to do curses-like operations, plus.. Apache-2
-- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 260 Β· π¦ 1.2K Β· π 310 - 7% open Β· β±οΈ 31.05.2025):
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 260 Β· π¦ 1.2K Β· π 300 - 5% open Β· β±οΈ 31.05.2025):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 95K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 94K / month):
```
pip install asciimatics
```
-- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 250K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 260K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge asciimatics
```
blessings (π₯28 Β· β 1.5K Β· π€) - A thin, practical wrapper around terminal capabilities in Python. MIT
+questionary (π₯29 Β· β 2.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
+
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 53 Β· π 100 Β· π¦ 22K Β· π 160 - 28% open Β· β±οΈ 12.02.2026):
+
+ ```
+ git clone https://github.com/tmbo/questionary
+ ```
+- [PyPi](https://pypi.org/project/questionary) (π₯ 19M / month):
+ ```
+ pip install questionary
+ ```
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 330K Β· β±οΈ 08.09.2025):
+ ```
+ conda install -c conda-forge questionary
+ ```
+blessings (π₯27 Β· β 1.5K Β· π€) - A thin, practical wrapper around terminal capabilities in Python. MIT
-- [GitHub](https://github.com/erikrose/blessings) (π¨βπ» 17 Β· π 140 Β· π¦ 11K Β· π 92 - 38% open Β· β±οΈ 28.08.2025):
+- [GitHub](https://github.com/erikrose/blessings) (π¨βπ» 17 Β· π 66 Β· π¦ 11K Β· π 86 - 33% open Β· β±οΈ 28.08.2025):
```
git clone https://github.com/erikrose/blessings
```
-- [PyPi](https://pypi.org/project/blessings) (π₯ 1M / month Β· π¦ 460 Β· β±οΈ 21.06.2018):
+- [PyPi](https://pypi.org/project/blessings) (π₯ 1.1M / month):
```
pip install blessings
```
@@ -1964,24 +1876,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge blessings
```
Click Extra (π₯24 Β· β 120) - Drop-in replacement for Click to make user-friendly and.. βοΈGPL-2.0
+Click Extra (π₯19 Β· β 120) - Drop-in replacement for Click to make user-friendly and.. βοΈGPL-2.0
-- [GitHub](https://github.com/kdeldycke/click-extra) (π¨βπ» 14 Β· π 8 Β· π₯ 430 Β· π¦ 120 Β· π 120 - 11% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/kdeldycke/click-extra) (π¨βπ» 14 Β· π 8 Β· π₯ 430 Β· π¦ 120 Β· π 120 - 12% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/kdeldycke/click-extra
```
-- [PyPi](https://pypi.org/project/click-extra) (π₯ 98K / month Β· π¦ 42 Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/click-extra) (π¦ 42 Β· β±οΈ 26.04.2026):
```
pip install click-extra
```
Show 6 hidden projects...
+Show 7 hidden projects...
+- python-fire (π₯36 Β· β 28K Β· π€) - Python Fire is a library for automatically generating.. βUnlicensed
- wcwidth (π₯34 Β· β 450) - Python library that measures the width of strings in a terminal. βUnlicensed
- docopt-ng (π₯24 Β· β 220 Β· π) - Humane command line arguments parser. Now with maintenance,.. MIT
- clint (π₯23 Β· β 97 Β· π) - Python Command-line Application Tools. ISC
-- bashplotlib (π₯22 Β· β 1.9K Β· π) - plotting in the terminal. MIT
+- bashplotlib (π₯20 Β· β 1.9K Β· π) - plotting in the terminal. MIT
- colout (π₯19 Β· β 1.2K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
- onecite (π₯15 Β· β 57) - An intelligent toolkit to automatically parse, complete, and format.. MIT
cachetools (π₯41 Β· β 2.7K) - Extensible memoizing collections and decorators. MIT
+cachetools (π₯40 Β· β 2.7K) - Extensible memoizing collections and decorators. MIT
- [GitHub](https://github.com/tkem/cachetools) (π¨βπ» 22 Β· π 190 Β· π¦ 690K Β· β±οΈ 20.04.2026):
@@ -2017,12 +1930,12 @@ _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₯ 81 Β· π¦ 4.8K Β· π 340 - 18% open Β· β±οΈ 28.11.2025):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 51 Β· π 170 Β· π₯ 81 Β· π¦ 4.9K 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₯ 6.8M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 6.9M / month Β· π¦ 150 Β· β±οΈ 25.09.2024):
```
pip install aiocache
```
@@ -2034,46 +1947,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 360K / month Β· π¦ 58 Β· β±οΈ 26.03.2026):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 310K / month Β· π¦ 58 Β· β±οΈ 26.03.2026):
```
pip install cachier
```
beaker (π₯27 Β· β 540) - WSGI middleware for sessions and caching. BSD-3
+pylibmc (π₯21 Β· β 490 Β· π€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 93 Β· π 140 Β· π¦ 6.2K Β· π 150 - 51% open Β· β±οΈ 03.12.2025):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 56 Β· π 130 Β· π₯ 1.5K Β· π 200 - 14% open Β· β±οΈ 12.04.2025):
```
- git clone https://github.com/bbangert/beaker
+ git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 140K / month Β· π¦ 90 Β· β±οΈ 11.04.2024):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 400K / month):
```
- pip install beaker
+ pip install pylibmc
```
-- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 140K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 420K Β· β±οΈ 28.08.2025):
```
- conda install -c conda-forge beaker
+ conda install -c conda-forge pylibmc
```
pylibmc (π₯27 Β· β 490 Β· π€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 56 Β· π 140 Β· π₯ 1.5K Β· π¦ 5.8K Β· π 200 - 14% open Β· β±οΈ 12.04.2025):
-
- ```
- git clone https://github.com/lericson/pylibmc
- ```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 410K / month Β· π¦ 79 Β· β±οΈ 30.08.2022):
- ```
- pip install pylibmc
- ```
-- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 420K Β· β±οΈ 28.08.2025):
- ```
- conda install -c conda-forge pylibmc
- ```
-Show 1 hidden projects...
+Show 2 hidden projects...
-- cached-property (π₯29 Β· β 710 Β· π) - A decorator for caching properties in classes. BSD-3
+- cached-property (π₯30 Β· β 710 Β· π) - A decorator for caching properties in classes. BSD-3
+- beaker (π₯25 Β· β 540) - WSGI middleware for sessions and caching. βUnlicensed
@@ -2085,12 +1983,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (π₯40 Β· β 19K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 640 Β· π 3.1K Β· π₯ 45K Β· π¦ 18K Β· π 5.3K - 16% open Β· β±οΈ 07.04.2026):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 640 Β· π 3.1K Β· π₯ 45K Β· π¦ 18K Β· π 5.2K - 14% open Β· β±οΈ 07.04.2026):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 260K / month Β· π¦ 360 Β· β±οΈ 26.12.2024):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 250K / month):
```
pip install kivy
```
@@ -2101,40 +1999,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (π₯38 Β· β 15K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
-- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 76 Β· π 780 Β· π¦ 4.4K Β· π 1.5K - 26% open Β· β±οΈ 06.04.2026):
+- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 76 Β· π 770 Β· π¦ 4.4K Β· π 1.5K - 24% open Β· β±οΈ 06.04.2026):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 130K / month Β· π¦ 210 Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 130K / month):
```
pip install dearpygui
```
toga (π₯33 Β· β 5.3K) - A Python native, OS native GUI toolkit. BSD-3
+toga (π₯31 Β· β 5.3K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 340 Β· π 800 Β· π₯ 10K Β· π¦ 3 Β· π 1.3K - 22% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 340 Β· π 800 Β· π₯ 10K Β· π¦ 3 Β· π 1.3K - 21% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 16K / month Β· π¦ 41 Β· β±οΈ 03.12.2025):
+- [PyPi](https://pypi.org/project/toga) (π₯ 16K / month):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 60 / month Β· π¦ 5 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 60 / month):
```
npm install @pybee/toga
```
Gooey (π₯30 Β· β 22K) - Turn (almost) any Python command line program into a full GUI application.. MIT
-- [GitHub](https://github.com/chriskiehl/Gooey) (π¨βπ» 100 Β· π 1K Β· π₯ 950 Β· π¦ 1.1K Β· π 640 - 26% open Β· β±οΈ 12.03.2026):
+- [GitHub](https://github.com/chriskiehl/Gooey) (π¨βπ» 100 Β· π 1K Β· π₯ 960 Β· π¦ 1.1K Β· π 640 - 26% open Β· β±οΈ 12.03.2026):
```
git clone https://github.com/chriskiehl/Gooey
```
-- [PyPi](https://pypi.org/project/gooey) (π₯ 7.6K / month Β· π¦ 100 Β· β±οΈ 29.01.2022):
+- [PyPi](https://pypi.org/project/gooey) (π₯ 7.5K / month Β· π¦ 100 Β· β±οΈ 29.01.2022):
```
pip install gooey
```
@@ -2143,14 +2041,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge gooey
```
Eel (π₯27 Β· β 6.7K Β· π€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
+Eel (π₯24 Β· β 6.8K Β· π€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
-- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 49 Β· π 600 Β· π 550 - 34% open Β· β±οΈ 22.06.2025):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 49 Β· π 590 Β· π 550 - 34% open Β· β±οΈ 22.06.2025):
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 84K / month Β· π¦ 100 Β· β±οΈ 22.06.2025):
+- [PyPi](https://pypi.org/project/eel) (π₯ 88K / month):
```
pip install eel
```
@@ -2158,9 +2056,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
- PySimpleGUI (π₯34 Β· β 14K) - PySimpleGUI is a Python package that enables Python.. βοΈPySimpleGUI License
-- Phoenix (π₯29 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
- flexx (π₯26 Β· β 3.3K Β· π) - Write desktop and web apps in pure Python. BSD-2
+- Phoenix (π₯26 Β· β 2.6K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βUnlicensed
@@ -2197,7 +2095,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 170M / month Β· π¦ 7.1K Β· β±οΈ 13.04.2026):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 180M / month Β· π¦ 7.1K Β· β±οΈ 13.04.2026):
```
pip install chardet
```
@@ -2205,51 +2103,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 180 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 160 / month Β· π¦ 7 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
phonenumbers (π₯35 Β· β 3.7K) - Python port of Googles libphonenumber. Apache-2
-
-- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 33 Β· π 440 Β· π 200 - 6% open Β· β±οΈ 13.04.2026):
-
- ```
- git clone https://github.com/daviddrysdale/python-phonenumbers
- ```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 32M / month Β· π¦ 850 Β· β±οΈ 13.04.2026):
- ```
- pip install phonenumbers
- ```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 2M Β· β±οΈ 13.04.2026):
- ```
- conda install -c conda-forge phonenumbers
- ```
-emoji (π₯34 Β· β 2K Β· π€) - emoji terminal output for Python. BSD-3
-
-- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 70 Β· π 290 Β· π¦ 92K Β· π 180 - 11% open Β· β±οΈ 21.09.2025):
-
- ```
- git clone https://github.com/carpedm20/emoji
- ```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 16M / month Β· π¦ 1.3K Β· β±οΈ 21.09.2025):
- ```
- pip install emoji
- ```
-- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 240K Β· β±οΈ 21.09.2025):
- ```
- conda install -c conda-forge emoji
- ```
-python-slugify (π₯33 Β· β 1.6K) - Returns unicode slugs. MIT
+python-slugify (π₯34 Β· β 1.6K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 40 Β· π 120 Β· π¦ 120K Β· π 85 - 9% open Β· β±οΈ 07.01.2026):
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 71M / month Β· π¦ 1.5K Β· β±οΈ 08.02.2024):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 72M / month Β· π¦ 1.5K Β· β±οΈ 08.02.2024):
```
pip install python-slugify
```
@@ -2258,52 +2124,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-slugify
```
inflect (π₯33 Β· β 1.1K) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
+pyahocorasick (π₯31 Β· β 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
-- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 60 Β· π 110 Β· π¦ 36K Β· π 130 - 29% open Β· β±οΈ 13.04.2026):
+- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 33 Β· π 140 Β· π₯ 850 Β· π¦ 4.2K Β· π 140 - 18% open Β· β±οΈ 27.04.2026):
```
- git clone https://github.com/jaraco/inflect
+ git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 25M / month Β· π¦ 720 Β· β±οΈ 28.12.2024):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 4.7M / month):
```
- pip install inflect
+ pip install pyahocorasick
```
-- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 740K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 500K Β· β±οΈ 18.12.2025):
```
- conda install -c conda-forge inflect
+ conda install -c conda-forge pyahocorasick
```
coolname (π₯29 Β· β 180) - Random Name and Slug Generator. BSD-2
+phonenumbers (π₯29 Β· β 3.7K) - Python port of Googles libphonenumber. Apache-2
-- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 7 Β· π 16 Β· π¦ 4.1K Β· π 12 - 8% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 33 Β· π 420 Β· π 200 - 5% open Β· β±οΈ 25.04.2026):
```
- git clone https://github.com/alexanderlukanin13/coolname
+ git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/coolname) (π₯ 4.9M / month Β· π¦ 170 Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 32M / month):
```
- pip install coolname
+ pip install phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 200K Β· β±οΈ 31.03.2026):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 2.1M Β· β±οΈ 29.04.2026):
```
- conda install -c conda-forge coolname
+ conda install -c conda-forge phonenumbers
```
pyahocorasick (π₯28 Β· β 1.1K) - Python module (C extension and plain python) implementing Aho-.. BSD-3
+coolname (π₯29 Β· β 180) - Random Name and Slug Generator. BSD-2
-- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 33 Β· π 140 Β· π₯ 840 Β· π 140 - 21% open Β· β±οΈ 17.12.2025):
+- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 7 Β· π 16 Β· π¦ 4.2K Β· π 12 - 8% open Β· β±οΈ 23.04.2026):
```
- git clone https://github.com/WojciechMula/pyahocorasick
+ git clone https://github.com/alexanderlukanin13/coolname
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 4.1M / month Β· π¦ 220 Β· β±οΈ 17.12.2025):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 5.4M / month Β· π¦ 170 Β· β±οΈ 23.04.2026):
```
- pip install pyahocorasick
+ pip install coolname
```
-- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (π₯ 500K Β· β±οΈ 18.12.2025):
+- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 210K Β· β±οΈ 31.03.2026):
```
- conda install -c conda-forge pyahocorasick
+ conda install -c conda-forge coolname
```
price-parser (π₯23 Β· β 350) - Extract price amount and currency symbol from a raw text string. BSD-3
@@ -2313,14 +2179,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 340K / month Β· π¦ 40 Β· β±οΈ 19.03.2026):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 330K / month Β· π¦ 40 Β· β±οΈ 19.03.2026):
```
pip install price-parser
```
Show 3 hidden projects...
+Show 5 hidden projects...
-- humanize (π₯32 Β· β 1.7K Β· π) - python humanize functions. MIT
+- emoji (π₯32 Β· β 2K Β· π€) - emoji terminal output for Python. βUnlicensed
+- humanize (π₯32 Β· β 1.7K Β· π) - python humanize functions. MIT
+- inflect (π₯31 Β· β 1.1K) - Correctly generate plurals, ordinals, indefinite articles;.. βUnlicensed
- awesome-slugify (π₯21 Β· β 490 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯16 Β· β 110 Β· π) - Convert long numbers into a human-readable format in Python. MIT
boto3 (π₯49 Β· β 9.8K) - Boto3, an AWS SDK for Python. Apache-2
+boto3 (π₯48 Β· β 9.8K) - Boto3, an AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 170 Β· π 2K Β· π¦ 600K Β· π 3.7K - 5% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 170 Β· π 1.9K Β· π¦ 600K Β· π 3.6K - 4% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 2.3B / month Β· π¦ 20K Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 2.6B / month):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 31M Β· β±οΈ 22.04.2026):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 31M Β· β±οΈ 28.04.2026):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯46 Β· β 12K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 830 Β· π 1.7K Β· π₯ 6.4K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 830 Β· π 1.7K Β· π₯ 6.7K Β· π¦ 1.2M Β· π 8.2K - 2% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 350M / month Β· π¦ 19K Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 350M / month):
```
pip install SQLAlchemy
```
@@ -2374,60 +2242,44 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (π₯46 Β· β 5.3K) - Google Cloud Client Libraries for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 1.1K Β· π 1.7K Β· π¦ 2.6K Β· π 5.2K - 22% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 1.1K Β· π 1.6K Β· π¦ 2.6K Β· π 5.2K - 19% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 230M / month Β· π¦ 2.8K Β· β±οΈ 23.03.2026):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 240M / month):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.8M Β· β±οΈ 23.03.2026):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 6.9M Β· β±οΈ 23.03.2026):
```
conda install -c conda-forge google-cloud-storage
```
peewee (π₯45 Β· β 12K) - a small, expressive orm -- supports postgresql, mysql, sqlite. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 52K Β· π 2.5K - 0% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 160 Β· π 1.4K Β· π¦ 52K Β· π 2.5K - 0% open Β· β±οΈ 24.04.2026):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 33M / month Β· π¦ 1.3K Β· β±οΈ 02.04.2026):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 33M / month Β· π¦ 1.3K Β· β±οΈ 23.04.2026):
```
pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.8M Β· β±οΈ 02.04.2026):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 1.9M Β· β±οΈ 24.04.2026):
```
conda install -c conda-forge peewee
```
redis (π₯44 Β· β 14K) - Redis Python client. MIT
+azure-storage-blob (π₯43 Β· β 5.5K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 540 Β· π 2.7K Β· π 1.9K - 4% open Β· β±οΈ 23.04.2026):
-
- ```
- git clone https://github.com/redis/redis-py
- ```
-- [PyPi](https://pypi.org/project/redis) (π₯ 220M / month Β· π¦ 11K Β· β±οΈ 17.04.2026):
- ```
- pip install redis
- ```
-- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.9M Β· β±οΈ 24.03.2026):
- ```
- conda install -c conda-forge redis-py
- ```
-azure-storage-blob (π₯44 Β· β 5.5K) - This repository is for active development of the Azure SDK.. MIT
-
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 940 Β· π 3.3K Β· π¦ 2.7K Β· π 12K - 9% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 920 Β· π 3.2K Β· π¦ 2.7K Β· π 12K - 6% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 120M / month Β· π¦ 1.7K Β· β±οΈ 01.04.2026):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 120M / month):
```
pip install azure-storage-blob
```
@@ -2438,12 +2290,12 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (π₯42 Β· β 5.9K) - Python client for Apache Kafka. Apache-2
-- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 230 Β· π 1.4K Β· π₯ 1.9K Β· π¦ 37K Β· π 1.5K - 2% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 230 Β· π 1.4K Β· π₯ 1.9K Β· π¦ 37K Β· π 1.5K - 2% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 22M / month Β· π¦ 1K Β· β±οΈ 09.04.2026):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 22M / month):
```
pip install kafka-python
```
@@ -2454,12 +2306,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (π₯42 Β· β 4.4K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 230 Β· π 1.2K Β· π₯ 5.8K Β· π¦ 65K Β· π 1.2K - 5% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 230 Β· π 1.2K Β· π₯ 5.8K Β· π¦ 65K Β· π 1.2K - 5% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 52M / month Β· π¦ 2K Β· β±οΈ 03.02.2026):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 52M / month):
```
pip install elasticsearch
```
@@ -2470,7 +2322,7 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (π₯40 Β· β 18K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 110 Β· π 830 Β· π¦ 31K Β· π 350 - 16% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/fastapi/sqlmodel) (π¨βπ» 110 Β· π 830 Β· π¦ 31K Β· π 350 - 16% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/tiangolo/sqlmodel
@@ -2479,19 +2331,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 160K Β· β±οΈ 03.04.2026):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 170K Β· β±οΈ 03.04.2026):
```
conda install -c conda-forge sqlmodel
```
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 22.04.2026):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 130 Β· π 1.4K Β· π¦ 290K Β· π 680 - 2% open Β· β±οΈ 22.04.2026):
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 84M / month Β· π¦ 1.8K Β· β±οΈ 24.08.2025):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 84M / month):
```
pip install PyMySQL
```
@@ -2511,67 +2363,67 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 840K Β· β±οΈ 25.03.2026):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 850K Β· β±οΈ 25.03.2026):
```
conda install -c conda-forge ibis-framework
```
pymongo (π₯39 Β· β 4.3K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 240 Β· π 1.1K Β· π₯ 4.8K Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 240 Β· π 1.1K Β· π₯ 4.8K Β· β±οΈ 27.04.2026):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 93M / month Β· π¦ 6.4K Β· β±οΈ 20.04.2026):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 95M / month Β· π¦ 6.4K Β· β±οΈ 20.04.2026):
```
pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 6.1M Β· β±οΈ 21.04.2026):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 6.2M Β· β±οΈ 21.04.2026):
```
conda install -c conda-forge pymongo
```
alembic (π₯39 Β· β 4.1K) - A database migrations tool for SQLAlchemy. MIT
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 320 Β· π¦ 340K Β· π 1.2K - 9% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 220 Β· π 320 Β· π¦ 340K Β· π 1.2K - 9% open Β· β±οΈ 24.04.2026):
```
git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 170M / month Β· π¦ 3K Β· β±οΈ 10.02.2026):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 180M / month):
```
pip install alembic
```
-- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 9.9M Β· β±οΈ 11.02.2026):
+- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 10M Β· β±οΈ 11.02.2026):
```
conda install -c conda-forge alembic
```
confluent-kafka-python (π₯39 Β· β 470) - Confluents Kafka Python Client. Apache-2
+redis (π₯38 Β· β 14K Β· π) - Redis Python client. MIT
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 140 Β· π 950 Β· π¦ 17K Β· π 1.3K - 15% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 540 Β· π 2.6K Β· π 1.9K - 2% open Β· β±οΈ 27.04.2026):
```
- git clone https://github.com/confluentinc/confluent-kafka-python
+ git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 54M / month Β· π¦ 910 Β· β±οΈ 02.04.2026):
+- [PyPi](https://pypi.org/project/redis) (π₯ 220M / month):
```
- pip install confluent-kafka
+ pip install redis
```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 1.9M Β· β±οΈ 03.04.2026):
+- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 2M Β· β±οΈ 24.03.2026):
```
- conda install -c conda-forge python-confluent-kafka
+ conda install -c conda-forge redis-py
```
MongoEngine (π₯38 Β· β 4.4K Β· π€) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 400 Β· π 1.2K Β· π¦ 28K Β· π 1.8K - 19% open Β· β±οΈ 02.09.2025):
+- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 400 Β· π 1.2K Β· π¦ 28K Β· π 1.7K - 17% open Β· β±οΈ 02.09.2025):
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 2.2M / month Β· π¦ 450 Β· β±οΈ 10.03.2026):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 2.3M / month):
```
pip install mongoengine
```
@@ -2582,12 +2434,12 @@ _Libraries for connecting to, operating, and querying databases._
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» 180 Β· π 720 Β· π₯ 440K Β· π¦ 2.5K Β· π 1.3K - 2% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 180 Β· π 710 Β· π₯ 440K Β· π¦ 2.5K Β· π 1.3K - 2% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 81M / month Β· π¦ 140 Β· β±οΈ 08.04.2026):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 86M / month):
```
pip install awswrangler
```
@@ -2598,12 +2450,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (π₯37 Β· β 5.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 170 Β· π 480 Β· π₯ 18 Β· π¦ 11K Β· π 1.3K - 38% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 170 Β· π 480 Β· π₯ 18 Β· π¦ 11K Β· π 1.2K - 36% open Β· β±οΈ 20.04.2026):
```
git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 540K / month Β· π¦ 340 Β· β±οΈ 21.03.2026):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 550K / month):
```
pip install tortoise-orm
```
@@ -2614,12 +2466,12 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (π₯37 Β· β 1K) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 160 Β· π 290 Β· π¦ 27K Β· π 540 - 31% open Β· β±οΈ 27.03.2026):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 160 Β· π 290 Β· π¦ 27K Β· π 540 - 32% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 610M / month Β· π¦ 1.8K Β· β±οΈ 27.03.2026):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 630M / month Β· π¦ 1.9K Β· β±οΈ 29.04.2026):
```
pip install s3fs
```
@@ -2628,18 +2480,18 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3fs
```
s3transfer (π₯37 Β· β 230 Β· π) - Amazon S3 Transfer Manager for Python. Apache-2
+s3transfer (π₯37 Β· β 230) - Amazon S3 Transfer Manager for Python. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 47 Β· π 150 Β· π¦ 380K Β· π 110 - 61% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 47 Β· π 150 Β· π¦ 380K Β· π 110 - 61% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 770M / month Β· π¦ 920 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 780M / month Β· π¦ 920 Β· β±οΈ 29.04.2026):
```
pip install s3transfer
```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 27M Β· β±οΈ 23.04.2026):
+- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 27M Β· β±οΈ 30.04.2026):
```
conda install -c conda-forge s3transfer
```
@@ -2655,35 +2507,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 860K Β· β±οΈ 03.03.2026):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 870K Β· β±οΈ 03.03.2026):
```
conda install -c conda-forge mysqlclient
```
Prometheus Client (π₯35 Β· β 4.3K) - Prometheus instrumentation library for Python.. Apache-2
-
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 180 Β· π 850 Β· π 610 - 21% open Β· β±οΈ 17.04.2026):
-
- ```
- git clone https://github.com/prometheus/client_python
- ```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 150M / month Β· π¦ 3.7K Β· β±οΈ 09.04.2026):
- ```
- pip install prometheus_client
- ```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 24M Β· β±οΈ 09.04.2026):
- ```
- conda install -c conda-forge prometheus_client
- ```
-Elasticsearch DSL (π₯35 Β· β 3.9K Β· π€) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 140 Β· π 800 Β· π₯ 320 Β· π¦ 12K Β· π 1.3K - 3% open Β· β±οΈ 18.04.2025):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 140 Β· π 770 Β· π₯ 330 Β· π¦ 12K Β· π 1.3K - 3% open Β· β±οΈ 18.04.2025):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 9.6M / month Β· π¦ 380 Β· β±οΈ 16.04.2025):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 9.5M / month):
```
pip install elasticsearch-dsl
```
@@ -2694,12 +2530,12 @@ _Libraries for connecting to, operating, and querying databases._
PyPika (π₯35 Β· β 2.9K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 320 Β· π¦ 46K Β· π 490 - 46% open Β· β±οΈ 04.02.2026):
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 120 Β· π 310 Β· π¦ 46K Β· π 460 - 41% open Β· β±οΈ 04.02.2026):
```
git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 12M / month Β· π¦ 230 Β· β±οΈ 04.02.2026):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 12M / month):
```
pip install pypika
```
@@ -2715,11 +2551,11 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 8M / month Β· π¦ 310 Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 8.1M / month Β· π¦ 310 Β· β±οΈ 16.04.2026):
```
pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 570K Β· β±οΈ 22.10.2025):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 580K Β· β±οΈ 22.10.2025):
```
conda install -c conda-forge cassandra-driver
```
@@ -2742,7 +2578,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (π₯34 Β· β 5.3K) - This library has moved to https://github.com/googleapis/google-.. BSD-3
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 60 Β· π 1.7K Β· π₯ 590 Β· β±οΈ 13.03.2026):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 60 Β· π 1.7K Β· π₯ 600 Β· β±οΈ 13.03.2026):
```
git clone https://github.com/googleapis/python-bigquery-pandas
@@ -2756,22 +2592,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pandas-gbq
```
google-cloud-bigtable (π₯34 Β· β 5.3K) - This library has moved to.. Apache-2
-
-- [GitHub](https://github.com/googleapis/python-bigtable) (π¨βπ» 80 Β· π 1.7K Β· β±οΈ 01.04.2026):
-
- ```
- git clone https://github.com/googleapis/python-bigtable
- ```
-- [PyPi](https://pypi.org/project/google-cloud-bigtable) (π₯ 65M / month Β· π¦ 59 Β· β±οΈ 02.04.2026):
- ```
- pip install google-cloud-bigtable
- ```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigtable) (π₯ 220K Β· β±οΈ 03.04.2026):
- ```
- conda install -c conda-forge google-cloud-bigtable
- ```
-dataset (π₯34 Β· β 4.9K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 81 Β· π 300 Β· π¦ 5.1K Β· π 300 - 7% open Β· β±οΈ 12.04.2026):
@@ -2779,7 +2599,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pudo/dataset
```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 1.7M / month Β· π¦ 150 Β· β±οΈ 12.04.2026):
+- [PyPi](https://pypi.org/project/dataset) (π₯ 1.8M / month Β· π¦ 150 Β· β±οΈ 12.04.2026):
```
pip install dataset
```
@@ -2788,16 +2608,20 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge dataset
```
libcloud (π₯34 Β· β 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
+Motor (π₯34 Β· β 2.5K Β· π) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 500 Β· π 930 Β· π 240 - 43% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 65 Β· π 210 Β· π₯ 130 Β· π¦ 130K Β· β±οΈ 27.04.2026):
```
- git clone https://github.com/apache/libcloud
+ git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 540K / month Β· π¦ 190 Β· β±οΈ 21.04.2026):
+- [PyPi](https://pypi.org/project/motor) (π₯ 8.7M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
```
- pip install apache-libcloud
+ pip install motor
+ ```
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 130K Β· β±οΈ 15.05.2025):
+ ```
+ conda install -c conda-forge motor
```
minio (π₯34 Β· β 1K) - MinIO Client SDK for Python. Apache-2
@@ -2807,7 +2631,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 9.3M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
+- [PyPi](https://pypi.org/project/minio) (π₯ 9.5M / month Β· π¦ 820 Β· β±οΈ 27.11.2025):
```
pip install minio
```
@@ -2816,101 +2640,89 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
PynamoDB (π₯31 Β· β 2.6K) - A pythonic interface to Amazons DynamoDB. MIT
+Pony (π₯31 Β· β 3.8K Β· π€) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 430 Β· π¦ 2K Β· π 700 - 45% open Β· β±οΈ 06.01.2026):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 33 Β· π 260 Β· π₯ 240 Β· π¦ 4.6K Β· π 700 - 51% open Β· β±οΈ 03.07.2025):
```
- git clone https://github.com/pynamodb/PynamoDB
- ```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 10M / month Β· π¦ 86 Β· β±οΈ 02.06.2025):
- ```
- pip install pynamodb
- ```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 3.2M Β· β±οΈ 02.06.2025):
+ git clone https://github.com/ponyorm/pony
```
- conda install -c conda-forge pynamodb
+- [PyPi](https://pypi.org/project/pony) (π₯ 260K / month Β· π¦ 170 Β· β±οΈ 27.08.2024):
```
-pygsheets (π₯31 Β· β 1.5K Β· π€) - Google Sheets Python API v4. MIT
-
-- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 97 Β· π 220 Β· π¦ 3.1K Β· π 410 - 16% open Β· β±οΈ 10.06.2025):
-
- ```
- git clone https://github.com/nithinmurali/pygsheets
+ pip install pony
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 2.5M / month Β· π¦ 77 Β· β±οΈ 30.11.2022):
+- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 230K Β· β±οΈ 22.04.2025):
```
- pip install pygsheets
+ conda install -c conda-forge pony
```
cx-Oracle (π₯31 Β· β 900 Β· π€) - Obsolete Python interface to Oracle Database, now superseded by.. BSD-3
+PynamoDB (π₯31 Β· β 2.6K) - A pythonic interface to Amazons DynamoDB. MIT
-- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 9.2K Β· π 650 - 3% open Β· β±οΈ 26.05.2025):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 120 Β· π 430 Β· π¦ 2K Β· π 700 - 45% open Β· β±οΈ 24.04.2026):
```
- git clone https://github.com/oracle/python-cx_Oracle
+ git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 4.3M / month Β· π¦ 430 Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 5.2M / month Β· π¦ 86 Β· β±οΈ 02.06.2025):
```
- pip install cx-Oracle
+ pip install pynamodb
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 1M Β· β±οΈ 15.01.2026):
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 3.3M Β· β±οΈ 02.06.2025):
```
- conda install -c conda-forge cx_oracle
+ conda install -c conda-forge pynamodb
```
pysolr (π₯31 Β· β 700) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 76 Β· π 340 Β· π¦ 3.9K Β· π 160 - 15% open Β· β±οΈ 21.04.2026):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 76 Β· π 320 Β· π¦ 3.9K Β· π 160 - 12% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 360K / month Β· π¦ 87 Β· β±οΈ 18.11.2025):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 360K / month):
```
pip install pysolr
```
-- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 86K Β· β±οΈ 18.11.2025):
+- [Conda](https://anaconda.org/conda-forge/pysolr) (π₯ 88K Β· β±οΈ 18.11.2025):
```
conda install -c conda-forge pysolr
```
Records (π₯30 Β· β 7.2K) - SQL for Humans. ISC
-- [GitHub](https://github.com/kennethreitz/records) (π¨βπ» 52 Β· π 570 Β· π¦ 1.3K Β· π 130 - 31% open Β· β±οΈ 09.02.2026):
+- [GitHub](https://github.com/kennethreitz/records) (π¨βπ» 52 Β· π 560 Β· π¦ 1.3K Β· π 130 - 30% open Β· β±οΈ 09.02.2026):
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 320K / month Β· π¦ 47 Β· β±οΈ 29.03.2024):
+- [PyPi](https://pypi.org/project/records) (π₯ 300K / month):
```
pip install records
```
-- [Conda](https://anaconda.org/conda-forge/records) (π₯ 84K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/records) (π₯ 85K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge records
```
Motor (π₯30 Β· β 2.5K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
+Prometheus Client (π₯30 Β· β 4.3K) - Prometheus instrumentation library for Python.. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 65 Β· π 210 Β· π₯ 120 Β· β±οΈ 04.03.2026):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 180 Β· π 840 Β· π 580 - 17% open Β· β±οΈ 24.04.2026):
```
- git clone https://github.com/mongodb/motor
+ git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 8.3M / month Β· π¦ 750 Β· β±οΈ 14.05.2025):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 150M / month):
```
- pip install motor
+ pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 130K Β· β±οΈ 15.05.2025):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 25M Β· β±οΈ 09.04.2026):
```
- conda install -c conda-forge motor
+ conda install -c conda-forge prometheus_client
```
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» 53 Β· π 100 Β· π¦ 520 Β· π 550 - 7% open Β· β±οΈ 15.04.2026):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 53 Β· π 100 Β· π¦ 530 Β· π 550 - 7% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/piccolo-orm/piccolo
@@ -2920,69 +2732,45 @@ _Libraries for connecting to, operating, and querying databases._
pip install piccolo
```
neo4j-driver (π₯30 Β· β 1K) - Neo4j Bolt driver for Python. Apache-2
+libcloud (π₯28 Β· β 2.1K) - Apache Libcloud is a Python library that hides differences between.. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 44 Β· π 200 Β· π 270 - 0% open Β· β±οΈ 01.04.2026):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 500 Β· π 860 Β· π 230 - 40% open Β· β±οΈ 23.04.2026):
```
- git clone https://github.com/neo4j/neo4j-python-driver
- ```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 130K / month Β· π¦ 63 Β· β±οΈ 12.01.2026):
- ```
- pip install neo4j-driver
+ git clone https://github.com/apache/libcloud
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 440K Β· β±οΈ 13.01.2026):
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 550K / month):
```
- conda install -c conda-forge neo4j-python-driver
+ pip install apache-libcloud
```
ODMantic (π₯29 Β· β 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
+ODMantic (π₯28 Β· β 1.2K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 23 Β· π 95 Β· π¦ 3.6K Β· π 210 - 56% open Β· β±οΈ 25.01.2026):
```
git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 86K / month Β· π¦ 24 Β· β±οΈ 24.01.2026):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 85K / month Β· π¦ 24 Β· β±οΈ 24.01.2026):
```
pip install odmantic
```
Pony (π₯28 Β· β 3.8K Β· π€) - Pony Object Relational Mapper. Apache-2
-
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 33 Β· π 250 Β· π₯ 240 Β· π 700 - 51% open Β· β±οΈ 03.07.2025):
-
- ```
- git clone https://github.com/ponyorm/pony
- ```
-- [PyPi](https://pypi.org/project/pony) (π₯ 250K / month Β· π¦ 170 Β· β±οΈ 27.08.2024):
- ```
- pip install pony
- ```
-- [Conda](https://anaconda.org/conda-forge/pony) (π₯ 230K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge pony
- ```
-HappyBase (π₯28 Β· β 610) - [UNMAINTAINED] A developer-friendly Python library to interact with.. MIT
+filedepot (π₯24 Β· β 160) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/python-happybase/happybase) (π¨βπ» 22 Β· π 160 Β· π¦ 1K Β· π 220 - 15% open Β· β±οΈ 16.03.2026):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 21 Β· π 41 Β· π¦ 1.5K Β· π 50 - 18% open Β· β±οΈ 25.03.2026):
```
- git clone https://github.com/python-happybase/happybase
- ```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 130K / month Β· π¦ 44 Β· β±οΈ 26.09.2025):
- ```
- pip install happybase
+ git clone https://github.com/amol-/depot
```
-- [Conda](https://anaconda.org/conda-forge/happybase) (π₯ 300K Β· β±οΈ 22.04.2025):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 15K / month):
```
- conda install -c conda-forge happybase
+ pip install filedepot
```
umongo (π₯28 Β· β 450) - sync/async MongoDB ODM, yes. MIT
+umongo (π₯23 Β· β 450) - sync/async MongoDB ODM, yes. MIT
-- [GitHub](https://github.com/Scille/umongo) (π¨βπ» 19 Β· π 68 Β· π¦ 26K Β· π 210 - 23% open Β· β±οΈ 01.03.2026):
+- [GitHub](https://github.com/Scille/umongo) (π¨βπ» 19 Β· π 68 Β· π 210 - 23% open Β· β±οΈ 01.03.2026):
```
git clone https://github.com/Scille/umongo
@@ -2996,59 +2784,53 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge umongo
```
filedepot (π₯24 Β· β 160) - Toolkit for storing files and attachments in web applications. MIT
-
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 21 Β· π 43 Β· π¦ 1.5K Β· π 50 - 18% open Β· β±οΈ 25.03.2026):
-
- ```
- git clone https://github.com/amol-/depot
- ```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 16K / month Β· π¦ 12 Β· β±οΈ 22.02.2024):
- ```
- pip install filedepot
- ```
-PugSQL (π₯22 Β· β 770) - A HugSQL-inspired database library for Python. Apache-2
-- [GitHub](https://github.com/mcfunley/pugsql) (π¨βπ» 14 Β· π 29 Β· π₯ 41 Β· π¦ 84 Β· π 54 - 48% open Β· β±οΈ 04.12.2025):
+- [GitHub](https://github.com/mcfunley/pugsql) (π¨βπ» 14 Β· π 30 Β· π₯ 42 Β· π¦ 84 Β· π 48 - 41% open Β· β±οΈ 04.12.2025):
```
git clone https://github.com/mcfunley/pugsql
```
-- [PyPi](https://pypi.org/project/pugsql) (π₯ 28K / month Β· π¦ 3 Β· β±οΈ 04.12.2025):
+- [PyPi](https://pypi.org/project/pugsql) (π₯ 28K / month):
```
pip install pugsql
```
psycopg3 (π₯19 Β· β 2.4K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 96 Β· π 230 Β· π 680 - 6% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 97 Β· π 230 Β· π 680 - 5% open Β· β±οΈ 24.04.2026):
```
git clone https://github.com/psycopg/psycopg
```
Show 19 hidden projects...
+Show 25 hidden projects...
-- psycopg2 (π₯40 Β· β 3.6K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
+- psycopg2 (π₯37 Β· β 3.6K) - PostgreSQL database adapter for the Python programming language. βUnlicensed
+- confluent-kafka-python (π₯37 Β· β 470) - Confluents Kafka Python Client. βUnlicensed
+- SQLAlchemy-Utils (π₯35 Β· β 1.3K) - Various utility functions and datatypes for SQLAlchemy. βUnlicensed
- pyodbc (π₯34 Β· β 3.1K) - Python ODBC bridge. βοΈMIT-0
-- SQLAlchemy-Utils (π₯34 Β· β 1.3K) - Various utility functions and datatypes for SQLAlchemy. βUnlicensed
-- influxdb (π₯30 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
- redis-py-cluster (π₯30 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
-- gino (π₯29 Β· β 2.8K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
+- pygsheets (π₯29 Β· β 1.5K Β· π€) - Google Sheets Python API v4. βUnlicensed
+- cx-Oracle (π₯29 Β· β 890 Β· π€) - Obsolete Python interface to Oracle Database, now.. βUnlicensed
- Databases (π₯28 Β· β 4K Β· π) - Async database support for Python. BSD-3
- mongo-connector (π₯28 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
-- prisma (π₯25 Β· β 2.1K Β· π) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
+- google-cloud-bigtable (π₯26 Β· β 76 Β· π) - This library has moved to.. Apache-2
+- influxdb (π₯25 Β· β 1.7K Β· π) - Python client for InfluxDB. MIT
+- neo4j-driver (π₯25 Β· β 1K) - Neo4j Bolt driver for Python. βUnlicensed
+- HappyBase (π₯25 Β· β 610) - [UNMAINTAINED] A developer-friendly Python library to interact.. βUnlicensed
+- gino (π₯24 Β· β 2.8K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. βUnlicensed
- pyhdb (π₯24 Β· β 320 Β· π) - SAP HANA Connector in pure Python. Apache-2
-- cloudant (π₯24 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
+- prisma (π₯23 Β· β 2.1K Β· π) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
+- cloudant (π₯23 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
- aioprometheus (π₯22 Β· β 190 Β· π) - A Prometheus Python client library for asyncio-based.. MIT
-- py2neo (π₯22 Β· β 32 Β· π) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
-- Queries (π₯21 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
- db.py (π₯20 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
-- gsheets-db-api (π₯20 Β· β 220 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
+- Queries (π₯20 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
+- py2neo (π₯19 Β· β 32 Β· π) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
- PyMODM (π₯18 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
-- lazydata (π₯16 Β· β 620 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- SuperSQLite (π₯15 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
+- lazydata (π₯15 Β· β 620 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
+- gsheets-db-api (π₯14 Β· β 220 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
@@ -3060,28 +2842,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯45 Β· β 21K) - The largest hub of ready-to-use datasets for AI models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 660 Β· π 3.1K Β· π¦ 130K Β· π 3.5K - 30% open Β· β±οΈ 16.04.2026):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 660 Β· π 3.1K Β· π¦ 130K Β· π 3.3K - 27% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 93M / month Β· π¦ 5.4K Β· β±οΈ 23.03.2026):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 110M / month):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 2.9M Β· β±οΈ 23.03.2026):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 2.9M Β· β±οΈ 27.04.2026):
```
conda install -c conda-forge datasets
```
Faker (π₯44 Β· β 19K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 660 Β· π 2.1K Β· π¦ 290K Β· π 840 - 2% open Β· β±οΈ 17.04.2026):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 660 Β· π 2.1K Β· π¦ 300K Β· π 840 - 2% open Β· β±οΈ 17.04.2026):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 65M / month Β· π¦ 3.1K Β· β±οΈ 17.04.2026):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 67M / month Β· π¦ 3.1K Β· β±οΈ 17.04.2026):
```
pip install Faker
```
@@ -3090,25 +2872,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge faker
```
xlwings (π₯38 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» 67 Β· π 530 Β· π₯ 13K Β· π¦ 34K Β· π 2K - 20% open Β· β±οΈ 10.04.2026):
-
- ```
- git clone https://github.com/xlwings/xlwings
- ```
-- [PyPi](https://pypi.org/project/xlwings) (π₯ 780K / month Β· π¦ 280 Β· β±οΈ 10.04.2026):
- ```
- pip install xlwings
- ```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 1.8M Β· β±οΈ 10.04.2026):
- ```
- conda install -c conda-forge xlwings
- ```
-xmltodict (π₯37 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» 57 Β· π 470 Β· π₯ 81 Β· π¦ 87K Β· π 270 - 0% open Β· β±οΈ 23.03.2026):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 57 Β· π 470 Β· π₯ 83 Β· π¦ 87K Β· π 270 - 0% open Β· β±οΈ 23.03.2026):
```
git clone https://github.com/martinblech/xmltodict
@@ -3117,19 +2883,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install xmltodict
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 6.5M Β· β±οΈ 22.02.2026):
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 6.6M Β· β±οΈ 22.02.2026):
```
conda install -c conda-forge xmltodict
```
gdown (π₯37 Β· β 5.2K) - Google Drive public file downloader when curl/wget fails. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 25 Β· π 410 Β· π¦ 59K Β· β±οΈ 12.04.2026):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 25 Β· π 400 Β· π¦ 59K Β· β±οΈ 12.04.2026):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 4.2M / month Β· π¦ 1.4K Β· β±οΈ 12.04.2026):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 3.9M / month):
```
pip install gdown
```
@@ -3149,41 +2915,41 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install tablib
```
-- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 280K Β· β±οΈ 15.10.2025):
+- [Conda](https://anaconda.org/conda-forge/tablib) (π₯ 290K Β· β±οΈ 15.10.2025):
```
conda install -c conda-forge tablib
```
smart-open (π₯35 Β· β 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+python-magic (π₯35 Β· β 2.9K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 130 Β· π 390 Β· π₯ 83 Β· π 420 - 3% open Β· β±οΈ 13.04.2026):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 66 Β· π 310 Β· π¦ 85K Β· π 230 - 11% open Β· β±οΈ 03.03.2026):
```
- git clone https://github.com/RaRe-Technologies/smart_open
+ git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 73M / month Β· π¦ 690 Β· β±οΈ 13.04.2026):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 27M / month Β· π¦ 1.5K Β· β±οΈ 07.06.2022):
```
- pip install smart-open
+ pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 4.4M Β· β±οΈ 13.04.2026):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 770K Β· β±οΈ 22.04.2025):
```
- conda install -c conda-forge smart_open
+ conda install -c conda-forge python-magic
```
python-magic (π₯35 Β· β 2.9K) - A python wrapper for libmagic. MIT
+smart-open (π₯34 Β· β 3.4K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 66 Β· π 310 Β· π¦ 85K Β· π 230 - 11% open Β· β±οΈ 03.03.2026):
+- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 130 Β· π 390 Β· π₯ 90 Β· π 420 - 3% open Β· β±οΈ 13.04.2026):
```
- git clone https://github.com/ahupp/python-magic
+ git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 27M / month Β· π¦ 1.5K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 72M / month Β· π¦ 690 Β· β±οΈ 13.04.2026):
```
- pip install python-magic
+ pip install smart-open
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 760K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 4.4M Β· β±οΈ 13.04.2026):
```
- conda install -c conda-forge python-magic
+ conda install -c conda-forge smart_open
```
Intake (π₯34 Β· β 1.1K) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
@@ -3193,7 +2959,7 @@ _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₯ 660K / month Β· π¦ 230 Β· β±οΈ 09.03.2026):
+- [PyPi](https://pypi.org/project/intake) (π₯ 700K / month Β· π¦ 230 Β· β±οΈ 09.03.2026):
```
pip install intake
```
@@ -3209,15 +2975,31 @@ _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₯ 350K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 340K / month Β· π¦ 49 Β· β±οΈ 15.12.2025):
```
pip install csvkit
```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 280K Β· β±οΈ 15.12.2025):
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 290K Β· β±οΈ 26.04.2026):
```
conda install -c conda-forge csvkit
```
textract (π₯33 Β· β 4.5K Β· π) - extract text from any document. no muss. no fuss. MIT
+
+- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 47 Β· π 670 Β· π¦ 4.9K Β· π 280 - 44% open Β· β±οΈ 27.04.2026):
+
+ ```
+ git clone https://github.com/deanmalmgren/textract
+ ```
+- [PyPi](https://pypi.org/project/textract) (π₯ 390K / month Β· π¦ 92 Β· β±οΈ 27.04.2026):
+ ```
+ pip install textract
+ ```
+- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 120K Β· β±οΈ 28.04.2026):
+ ```
+ conda install -c conda-forge textract
+ ```
+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):
@@ -3225,7 +3007,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/python-excel/xlrd
```
-- [PyPi](https://pypi.org/project/xlrd) (π₯ 64M / month Β· π¦ 3.5K Β· β±οΈ 14.06.2025):
+- [PyPi](https://pypi.org/project/xlrd) (π₯ 66M / month Β· π¦ 3.5K Β· β±οΈ 14.06.2025):
```
pip install xlrd
```
@@ -3234,18 +3016,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge xlrd
```
pandas-datareader (π₯32 Β· β 3.2K Β· π€) - Extract data from a wide range of Internet sources.. BSD-3
+pandas-datareader (π₯32 Β· β 3.2K Β· π€) - Extract data from a wide range of Internet sources.. BSD-3
- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 92 Β· π 680 Β· π¦ 31K Β· π 560 - 26% open Β· β±οΈ 03.04.2025):
```
git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 750K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 790K / month Β· π¦ 270 Β· β±οΈ 13.07.2021):
```
pip install pandas-datareader
```
-- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 620K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 630K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge pandas-datareader
```
@@ -3257,7 +3039,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 85K / month Β· π¦ 20 Β· β±οΈ 27.02.2024):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 82K / month Β· π¦ 20 Β· β±οΈ 27.02.2024):
```
pip install snorkel
```
@@ -3268,12 +3050,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
camelot (π₯29 Β· β 3.7K) - A Python library to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 74 Β· π 510 Β· π₯ 630 Β· π¦ 3.6K Β· π 390 - 57% open Β· β±οΈ 10.01.2026):
+- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 74 Β· π 510 Β· π₯ 700 Β· π¦ 3.6K Β· π 370 - 55% open Β· β±οΈ 10.01.2026):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 4.7K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 4.8K / month):
```
pip install camelot
```
@@ -3285,30 +3067,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/singer-io/getting-started
```
-- [PyPi](https://pypi.org/project/singer-python) (π₯ 6.4M / month Β· π¦ 310 Β· β±οΈ 27.02.2026):
+- [PyPi](https://pypi.org/project/singer-python) (π₯ 4.8M / month Β· π¦ 310 Β· β±οΈ 27.02.2026):
```
pip install singer-python
```
textract (π₯27 Β· β 4.5K) - extract text from any document. no muss. no fuss. MIT
+img2dataset (π₯27 Β· β 4.4K Β· π€) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 46 Β· π 640 Β· π 280 - 50% open Β· β±οΈ 04.02.2026):
-
- ```
- git clone https://github.com/deanmalmgren/textract
- ```
-- [PyPi](https://pypi.org/project/textract) (π₯ 380K / month Β· π¦ 63 Β· β±οΈ 10.03.2022):
- ```
- pip install textract
- ```
-- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 120K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge textract
- ```
-img2dataset (π₯24 Β· β 4.4K Β· π€) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 36 Β· π 370 Β· π₯ 2.7K Β· π 300 - 47% open Β· β±οΈ 16.08.2025):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 36 Β· π 370 Β· π₯ 2.7K Β· π¦ 280 Β· π 300 - 47% open Β· β±οΈ 16.08.2025):
```
git clone https://github.com/rom1504/img2dataset
@@ -3320,12 +3086,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
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₯ 93 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₯ 94 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₯ 980K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
+- [PyPi](https://pypi.org/project/pyexcel-xlsx) (π₯ 930K / month Β· π¦ 75 Β· β±οΈ 05.03.2025):
```
pip install pyexcel-xlsx
```
@@ -3334,14 +3100,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pyexcel-xlsx
```
rows (π₯21 Β· β 890) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
+rows (π₯22 Β· β 890) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
-- [GitHub](https://github.com/turicas/rows) (π¨βπ» 32 Β· π 140 Β· π₯ 45 Β· π¦ 180 Β· π 320 - 52% open Β· β±οΈ 07.03.2026):
+- [GitHub](https://github.com/turicas/rows) (π¨βπ» 32 Β· π 130 Β· π₯ 45 Β· π¦ 180 Β· π 300 - 47% open Β· β±οΈ 07.03.2026):
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 1K / month Β· π¦ 6 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 1.2K / month):
```
pip install rows
```
@@ -3353,7 +3119,7 @@ _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₯ 15K / month Β· β±οΈ 20.03.2026):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 17K / month Β· β±οΈ 20.03.2026):
```
pip install upgini
```
@@ -3365,24 +3131,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/simonw/csvs-to-sqlite
```
-- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 750 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
+- [PyPi](https://pypi.org/project/csvs-to-sqlite) (π₯ 760 / month Β· π¦ 2 Β· β±οΈ 10.04.2025):
```
pip install csvs-to-sqlite
```
Show 11 hidden projects...
+Show 12 hidden projects...
+- xlwings (π₯36 Β· β 3.3K) - xlwings is a Python library that makes it easy to call Python.. βUnlicensed
- SDV (π₯33 Β· β 3.5K) - Synthetic data generation for tabular data. βUnlicensed
- PDFMiner (π₯30 Β· β 5.3K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. 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
-- deepdish (π₯23 Β· β 270 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
+- borb (π₯25 Β· β 3.6K Β· π) - borb is a library for reading, creating and manipulating PDF.. βUnlicensed
- excalibur (π₯22 Β· β 1.8K Β· π) - A web interface to extract tabular data from PDFs. MIT
-- datatest (π₯22 Β· β 300 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
-- borb (π₯21 Β· β 3.6K Β· π) - borb is a library for reading, creating and manipulating PDF.. βUnlicensed
-- pdfmux (π₯16 Β· β 57 Β· π£) - PDF extraction that checks its own work. #2 reading order.. MIT python pdf markdown
-- Squirrel (π₯12 Β· β 280 Β· π) - A Python library that enables ML teams to share, load, and.. Apache-2
-- Wayback-Archive (π₯7 Β· β 8 Β· π£) - Download complete websites from the Wayback Machine with.. βοΈGPL-3.0
+- deepdish (π₯22 Β· β 270 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
+- messytables (π₯21 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now.. βUnlicensed
+- datatest (π₯20 Β· β 300 Β· π) - Tools for test driven data-wrangling and data validation. βUnlicensed
+- pdfmux (π₯15 Β· β 61 Β· π£) - PDF extraction that checks its own work. #2 reading order.. MIT python pdf markdown
+- Wayback-Archive (π₯9 Β· β 8 Β· π£) - Download complete websites from the Wayback Machine with.. βοΈGPL-3.0
+- Squirrel (π₯6 Β· π) - Apache-2
@@ -3392,9 +3159,9 @@ _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 46K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
+Airflow (π₯49 Β· β 46K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 4.3K Β· π 17K Β· π₯ 76K Β· π¦ 20K Β· π 15K - 11% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 4.3K Β· π 17K Β· π₯ 76K Β· π¦ 20K Β· π 15K - 11% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/apache/airflow
@@ -3414,7 +3181,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (π₯47 Β· β 28K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.5K Β· π 5K Β· π¦ 190K Β· π 5.4K - 14% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.5K Β· π 5K Β· π¦ 190K Β· π 5.4K - 14% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/celery/celery
@@ -3428,62 +3195,62 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge celery
```
Prefect (π₯45 Β· β 22K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
+Beam (π₯45 Β· β 8.6K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 680 Β· π 2.3K Β· π¦ 8.2K Β· π 6.9K - 13% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.9K Β· π 4.5K Β· π₯ 850K Β· π¦ 9.6K Β· π 8.4K - 48% open Β· β±οΈ 30.04.2026):
```
- git clone https://github.com/PrefectHQ/prefect
+ git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 10M / month Β· π¦ 480 Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 8.2M / month Β· π¦ 190 Β· β±οΈ 29.04.2026):
```
- pip install prefect
+ pip install apache-beam
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 27.03.2026):
+- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 320K Β· β±οΈ 25.01.2026):
```
- conda install -c conda-forge prefect
+ conda install -c conda-forge apache-beam-with-aws
```
Beam (π₯45 Β· β 8.6K) - Unified programming model to define and execute data processing.. Apache-2
+Prefect (π₯44 Β· β 22K) - Prefect is a workflow orchestration framework for building resilient.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.9K Β· π 4.5K Β· π₯ 780K Β· π¦ 9.6K Β· π 8.4K - 49% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 680 Β· π 2.3K Β· π¦ 8.2K Β· π 6.9K - 12% open Β· β±οΈ 30.04.2026):
```
- git clone https://github.com/apache/beam
+ git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 9.8M / month Β· π¦ 190 Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 11M / month Β· π¦ 480 Β· β±οΈ 29.04.2026):
```
- pip install apache-beam
+ pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 320K Β· β±οΈ 25.01.2026):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 1.1M Β· β±οΈ 27.03.2026):
```
- conda install -c conda-forge apache-beam-with-aws
+ conda install -c conda-forge prefect
```
Dagster (π₯44 Β· β 15K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 670 Β· π 2.1K Β· π₯ 4.1K Β· π¦ 4.7K Β· π 8.8K - 30% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 670 Β· π 2.1K Β· π₯ 4.1K Β· π¦ 4.7K Β· π 8.4K - 26% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 6.5M / month Β· π¦ 340 Β· β±οΈ 17.04.2026):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 6.6M / month):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.8M Β· β±οΈ 18.04.2026):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 2.8M Β· β±οΈ 23.04.2026):
```
conda install -c conda-forge dagster
```
joblib (π₯41 Β· β 4.3K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 150 Β· π 450 Β· π₯ 200 Β· π¦ 730K Β· π 1K - 42% open Β· β±οΈ 03.03.2026):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 150 Β· π 440 Β· π₯ 210 Β· π¦ 730K Β· π 940 - 39% open Β· β±οΈ 03.03.2026):
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 190M / month Β· π¦ 9.6K Β· β±οΈ 15.12.2025):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 190M / month):
```
pip install joblib
```
@@ -3492,64 +3259,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge joblib
```
Great Expectations (π₯40 Β· β 11K) - Always know what to expect from your data. Apache-2
+luigi (π₯38 Β· β 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 460 Β· π 1.7K Β· π 2.1K - 2% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 630 Β· π 2.4K Β· π¦ 2.8K Β· π 1K - 11% open Β· β±οΈ 10.04.2026):
```
- git clone https://github.com/great-expectations/great_expectations
+ git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 29M / month Β· π¦ 160 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 1.4M / month):
```
- pip install great_expectations
+ pip install luigi
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.5M Β· β±οΈ 15.04.2026):
+- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 23K Β· β±οΈ 05.03.2026):
```
- conda install -c conda-forge great-expectations
+ conda install -c anaconda luigi
```
rq (π₯40 Β· β 11K) - Simple job queues for Python. BSD-3
+Kedro (π₯38 Β· β 11K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 350 Β· π 1.5K Β· π¦ 21K Β· π 1.3K - 19% open Β· β±οΈ 15.04.2026):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 280 Β· π 1K Β· π¦ 3.2K Β· π 2.6K - 7% open Β· β±οΈ 29.04.2026):
```
- git clone https://github.com/rq/rq
- ```
-- [PyPi](https://pypi.org/project/rq) (π₯ 6.5M / month Β· π¦ 360 Β· β±οΈ 17.04.2026):
- ```
- pip install rq
+ git clone https://github.com/kedro-org/kedro
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 260K Β· β±οΈ 21.07.2025):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 810K / month Β· π¦ 150 Β· β±οΈ 07.04.2026):
```
- conda install -c conda-forge rq
+ pip install kedro
```
luigi (π₯38 Β· β 19K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
+Great Expectations (π₯37 Β· β 11K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 630 Β· π 2.5K Β· π¦ 2.8K Β· π 1.1K - 14% open Β· β±οΈ 10.04.2026):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 470 Β· π 1.7K Β· π 2.1K - 1% open Β· β±οΈ 30.04.2026):
```
- git clone https://github.com/spotify/luigi
- ```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 1.3M / month Β· π¦ 170 Β· β±οΈ 06.03.2026):
- ```
- pip install luigi
- ```
-- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 23K Β· π¦ 3 Β· β±οΈ 05.03.2026):
+ git clone https://github.com/great-expectations/great_expectations
```
- conda install -c anaconda luigi
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 31M / month):
```
-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» 280 Β· π 1K Β· π¦ 3.2K Β· π 2.6K - 7% open Β· β±οΈ 21.04.2026):
-
- ```
- git clone https://github.com/kedro-org/kedro
+ pip install great_expectations
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 780K / month Β· π¦ 150 Β· β±οΈ 07.04.2026):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 1.5M Β· β±οΈ 15.04.2026):
```
- pip install kedro
+ conda install -c conda-forge great-expectations
```
huey (π₯36 Β· β 5.9K) - a little task queue for python. MIT
@@ -3570,56 +3321,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (π₯35 Β· β 9.1K) - Deeplake is AI Data Runtime for Agents. It provides serverless.. Apache-2
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 140 Β· π 710 Β· π₯ 680 Β· π¦ 3.5K Β· π 480 - 11% open Β· β±οΈ 16.02.2026):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 140 Β· π 710 Β· π₯ 690 Β· π¦ 3.5K Β· π 480 - 11% open Β· β±οΈ 16.02.2026):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 13K / month Β· π¦ 4 Β· β±οΈ 02.02.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 12K / month):
```
pip install hub
```
zenml (π₯35 Β· β 5.4K) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 140 Β· π 600 Β· π¦ 1.4K Β· π 650 - 22% open Β· β±οΈ 08.04.2026):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 130 Β· π 600 Β· π¦ 1.4K Β· π 630 - 19% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 75K / month Β· π¦ 12 Β· β±οΈ 08.04.2026):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 84K / month):
```
pip install zenml
```
CocoIndex (π₯32 Β· β 7K) - Incremental engine for long horizon agents Star if you like it!. Apache-2
+CocoIndex (π₯32 Β· β 7.2K) - Incremental engine for long horizon agents Star if you like it!. Apache-2
-- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 64 Β· π 500 Β· π¦ 43 Β· π 310 - 19% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/cocoindex-io/cocoindex) (π¨βπ» 65 Β· π 510 Β· π¦ 47 Β· π 320 - 19% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/cocoindex-io/cocoindex
```
-- [PyPi](https://pypi.org/project/cocoindex) (π₯ 37K / month Β· π¦ 7 Β· β±οΈ 22.04.2026):
+- [PyPi](https://pypi.org/project/cocoindex) (π₯ 37K / month Β· π¦ 8 Β· β±οΈ 29.04.2026):
```
pip install cocoindex
```
arq (π₯32 Β· β 2.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT
-
-- [GitHub](https://github.com/python-arq/arq) (π¨βπ» 67 Β· π 210 Β· π¦ 1.2K Β· π 250 - 34% open Β· β±οΈ 16.04.2026):
-
- ```
- git clone https://github.com/samuelcolvin/arq
- ```
-- [PyPi](https://pypi.org/project/arq) (π₯ 2.1M / month Β· π¦ 82 Β· β±οΈ 16.04.2026):
- ```
- pip install arq
- ```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 23K Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge arq
- ```
-mleap (π₯32 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (π¨βπ» 87 Β· π 320 Β· π¦ 240 Β· π 480 - 22% open Β· β±οΈ 09.03.2026):
@@ -3627,7 +3362,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/combust/mleap
```
-- [PyPi](https://pypi.org/project/mleap) (π₯ 2.7M / month Β· π¦ 11 Β· β±οΈ 10.03.2026):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 2.8M / month Β· π¦ 11 Β· β±οΈ 10.03.2026):
```
pip install mleap
```
@@ -3643,7 +3378,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 970K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
+- [PyPi](https://pypi.org/project/petl) (π₯ 990K / month Β· π¦ 48 Β· β±οΈ 10.07.2025):
```
pip install petl
```
@@ -3652,14 +3387,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge petl
```
mrjob (π₯31 Β· β 2.6K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
+arq (π₯31 Β· β 2.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT
+
+- [GitHub](https://github.com/python-arq/arq) (π¨βπ» 67 Β· π 200 Β· π¦ 1.2K Β· π 250 - 34% open Β· β±οΈ 16.04.2026):
+
+ ```
+ git clone https://github.com/samuelcolvin/arq
+ ```
+- [PyPi](https://pypi.org/project/arq) (π₯ 2.3M / month):
+ ```
+ pip install arq
+ ```
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 23K Β· β±οΈ 22.04.2025):
+ ```
+ conda install -c conda-forge arq
+ ```
+mrjob (π₯30 Β· β 2.6K) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
-- [GitHub](https://github.com/Yelp/mrjob) (π¨βπ» 150 Β· π 590 Β· π¦ 1.7K Β· π 1.3K - 16% open Β· β±οΈ 02.04.2026):
+- [GitHub](https://github.com/Yelp/mrjob) (π¨βπ» 150 Β· π 560 Β· π¦ 1.7K Β· π 1.3K - 15% open Β· β±οΈ 02.04.2026):
```
git clone https://github.com/Yelp/mrjob
```
-- [PyPi](https://pypi.org/project/mrjob) (π₯ 73K / month Β· π¦ 3 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/mrjob) (π₯ 73K / month):
```
pip install mrjob
```
@@ -3668,18 +3419,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge mrjob
```
ploomber (π₯26 Β· β 3.6K Β· π€) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
+ploomber (π₯23 Β· β 3.6K Β· π€) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 240 Β· π 880 - 12% open Β· β±οΈ 29.05.2025):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 240 Β· π 870 - 12% open Β· β±οΈ 29.05.2025):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.5K / month Β· π¦ 13 Β· β±οΈ 18.09.2024):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 6K / month):
```
pip install ploomber
```
-- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 180K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 190K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge ploomber
```
@@ -3691,7 +3442,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 5K / month Β· π¦ 2 Β· β±οΈ 11.03.2026):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.6K / month Β· π¦ 2 Β· β±οΈ 11.03.2026):
```
pip install tasktiger
```
@@ -3703,7 +3454,7 @@ _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₯ 1K / month Β· π¦ 14 Β· β±οΈ 06.03.2026):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 980 / month):
```
pip install pdpipe
```
@@ -3712,26 +3463,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pdpipe
```
flupy (π₯23 Β· β 200 Β· π€) - Fluent data pipelines for python and your shell. MIT
-
-- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 8 Β· π 15 Β· π¦ 760 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₯ 1.4M / month Β· π¦ 4 Β· β±οΈ 15.07.2025):
- ```
- pip install flupy
- ```
-kale (π₯22 Β· β 680) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
-- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 26 Β· π 160 Β· π₯ 12 Β· π 290 - 12% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/kubeflow/kale) (π¨βπ» 27 Β· π 150 Β· π₯ 12 Β· π 290 - 12% open Β· β±οΈ 28.04.2026):
```
git clone https://github.com/kubeflow-kale/kale
```
-- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 860 / month Β· β±οΈ 06.04.2026):
+- [PyPi](https://pypi.org/project/kubeflow-kale) (π₯ 1.1K / month):
```
pip install kubeflow-kale
```
@@ -3743,7 +3482,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 440 / month Β· β±οΈ 16.04.2026):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 430 / month Β· β±οΈ 16.04.2026):
```
pip install batchflow
```
@@ -3755,31 +3494,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/kkyon/botflow
```
-- [PyPi](https://pypi.org/project/botflow) (π₯ 38 / month Β· β±οΈ 14.09.2018):
+- [PyPi](https://pypi.org/project/botflow) (π₯ 39 / month Β· β±οΈ 14.09.2018):
```
pip install botflow
```
Show 19 hidden projects...
+Show 21 hidden projects...
-- dbt (π₯34 Β· β 13K Β· π) - dbt enables data analysts and engineers to transform their data.. βUnlicensed
+- dbt (π₯38 Β· β 13K Β· π) - dbt enables data analysts and engineers to transform their data.. βUnlicensed
+- rq (π₯38 Β· β 11K) - Simple job queues for Python. βUnlicensed
- faust (π₯29 Β· β 6.8K Β· π) - Python Stream Processing. BSD-3
- PyFunctional (π₯28 Β· β 2.5K Β· π) - Python library for creating data pipelines with chain.. MIT
- whylogs (π₯27 Β· β 2.8K Β· π) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
- streamparse (π₯26 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- Pypeline (π₯25 Β· β 1.6K Β· π) - Concurrent data pipelines in Python . MIT
-- pysparkling (π₯24 Β· β 270 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
-- dbnd (π₯24 Β· β 270 Β· π) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
- Optimus (π₯23 Β· β 1.5K Β· π) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
+- pysparkling (π₯22 Β· β 270 Β· π) - A pure Python implementation of Apache Sparks RDD and.. βUnlicensed
- 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
+- dbnd (π₯19 Β· β 270 Β· π) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
+- flupy (π₯19 Β· β 200 Β· π€) - Fluent data pipelines for python and your shell. βUnlicensed
- Mara Pipelines (π₯16 Β· β 2.1K Β· π) - A lightweight opinionated ETL framework, halfway between.. MIT
-- bodywork-core (π₯14 Β· β 440 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
-- datajob (π₯14 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
+- riko (π₯16 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
+- Databolt Flow (π₯16 Β· β 950 Β· π) - Python library for building highly effective data science.. MIT
+- datajob (π₯15 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
+- bodywork-core (π₯12 Β· β 440 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
@@ -3790,28 +3531,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (π₯39 Β· β 2.9K Β· π€) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 570 Β· π¦ 1.8M Β· π 700 - 49% open Β· β±οΈ 25.09.2025):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 560 Β· π¦ 1.8M Β· π 600 - 39% open Β· β±οΈ 25.09.2025):
```
git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 930M / month Β· π¦ 55K Β· β±οΈ 25.09.2025):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 970M / month):
```
pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 79M Β· β±οΈ 04.02.2026):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 80M Β· β±οΈ 04.02.2026):
```
conda install -c conda-forge pyyaml
```
XlsxWriter (π₯37 Β· β 3.9K) - A Python module for creating Excel XLSX files. BSD-2
+XlsxWriter (π₯35 Β· β 3.9K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 58 Β· π 650 Β· π¦ 110K Β· π 1K - 1% open Β· β±οΈ 22.03.2026):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 74M / month Β· π¦ 470 Β· β±οΈ 16.09.2025):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 76M / month):
```
pip install xlsxwriter
```
@@ -3820,14 +3561,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge xlsxwriter
```
jmespath (π₯34 Β· β 2.4K) - JMESPath is a query language for JSON. MIT
+jmespath (π₯27 Β· β 2.4K Β· π) - JMESPath is a query language for JSON. MIT
-- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 32 Β· π 200 Β· π 150 - 39% open Β· β±οΈ 22.01.2026):
+- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 32 Β· π 200 Β· π 140 - 33% open Β· β±οΈ 22.01.2026):
```
git clone https://github.com/jmespath/jmespath.py
```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 540M / month Β· π¦ 2K Β· β±οΈ 22.01.2026):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 550M / month):
```
pip install jmespath
```
@@ -3842,30 +3583,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-deepdiff (π₯39 Β· β 2.5K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
-
-- [GitHub](https://github.com/qlustered/deepdiff) (π¨βπ» 100 Β· π 270 Β· π¦ 21K Β· π 360 - 26% open Β· β±οΈ 30.03.2026):
-
- ```
- git clone https://github.com/seperman/deepdiff
- ```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 80M / month Β· π¦ 1.4K Β· β±οΈ 30.03.2026):
- ```
- pip install deepdiff
- ```
-- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 840K Β· β±οΈ 30.03.2026):
- ```
- conda install -c conda-forge deepdiff
- ```
-typing_inspect (π₯26 Β· β 380) - Runtime inspection utilities for Python typing module. MIT
+typing_inspect (π₯26 Β· β 380) - Runtime inspection utilities for Python typing module. MIT
- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (π¨βπ» 21 Β· π 41 Β· π 61 - 39% open Β· β±οΈ 18.01.2026):
```
git clone https://github.com/ilevkivskyi/typing_inspect
```
-- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 99M / month Β· π¦ 720 Β· β±οΈ 24.05.2023):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 98M / month Β· π¦ 720 Β· β±οΈ 24.05.2023):
```
pip install typing_inspect
```
@@ -3874,10 +3599,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge typing_inspect
```
Show 2 hidden projects...
+Show 3 hidden projects...
-- importlib-resources (π₯31 Β· β 72) - Backport of the importlib.resources module. βUnlicensed
-- entrypoints (π₯24 Β· β 77 Β· π) - Discover and load entry points from installed packages. MIT
+- deepdiff (π₯37 Β· β 2.5K) - DeepDiff: Deep Difference and search of any Python object/data... βUnlicensed
+- importlib-resources (π₯25 Β· β 72) - Backport of the importlib.resources module. βUnlicensed
+- entrypoints (π₯19 Β· β 77 Β· π) - Discover and load entry points from installed packages. MIT
@@ -3892,7 +3618,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 350M / month Β· π¦ 6.3K Β· β±οΈ 07.02.2026):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 360M / month Β· π¦ 6.3K Β· β±οΈ 07.02.2026):
```
pip install tenacity
```
@@ -3903,12 +3629,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (π₯42 Β· β 5.8K) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 190 Β· π 430 Β· π¦ 1.4M Β· π 790 - 17% open Β· β±οΈ 16.04.2026):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 190 Β· π 430 Β· π¦ 1.4M Β· π 790 - 17% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/python-attrs/attrs
```
-- [PyPi](https://pypi.org/project/attrs) (π₯ 760M / month Β· π¦ 11K Β· β±οΈ 19.03.2026):
+- [PyPi](https://pypi.org/project/attrs) (π₯ 770M / month Β· π¦ 11K Β· β±οΈ 19.03.2026):
```
pip install attrs
```
@@ -3919,7 +3645,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (π₯41 Β· β 4.1K) - 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₯ 3.7K Β· π¦ 290K Β· π 420 - 2% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 140 Β· π 310 Β· π₯ 3.7K Β· π¦ 290K Β· π 420 - 2% open Β· β±οΈ 23.04.2026):
```
git clone https://github.com/more-itertools/more-itertools
@@ -3933,14 +3659,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge more-itertools
```
python-dependency-injector (π₯36 Β· β 4.8K) - Dependency injection framework for Python. BSD-3
+python-dependency-injector (π₯36 Β· β 4.9K) - Dependency injection framework for Python. BSD-3
-- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 45 Β· π 340 Β· π¦ 5.5K Β· π 650 - 32% open Β· β±οΈ 22.03.2026):
+- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 45 Β· π 330 Β· π¦ 5.5K Β· π 640 - 31% open Β· β±οΈ 22.03.2026):
```
git clone https://github.com/ets-labs/python-dependency-injector
```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 6.5M / month Β· π¦ 380 Β· β±οΈ 22.03.2026):
+- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 6.4M / month):
```
pip install dependency-injector
```
@@ -3951,7 +3677,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (π₯33 Β· β 6.9K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 100 Β· π 390 Β· π₯ 51 Β· π¦ 12K Β· π 190 - 36% open Β· β±οΈ 06.03.2026):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 100 Β· π 390 Β· π₯ 53 Β· π¦ 12K Β· π 190 - 36% open Β· β±οΈ 06.03.2026):
```
git clone https://github.com/mahmoud/boltons
@@ -3960,23 +3686,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install boltons
```
-- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 13M Β· β±οΈ 11.06.2025):
+- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 14M Β· β±οΈ 11.06.2025):
```
conda install -c conda-forge boltons
```
returns (π₯33 Β· β 4.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 68 Β· π 150 Β· π¦ 1K Β· π 450 - 18% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 65 Β· π 150 Β· π¦ 1K Β· π 440 - 15% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 1.1M / month Β· π¦ 230 Β· β±οΈ 14.04.2026):
+- [PyPi](https://pypi.org/project/returns) (π₯ 1.1M / month):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 61K Β· β±οΈ 14.04.2026):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 62K Β· β±οΈ 14.04.2026):
```
conda install -c conda-forge returns
```
@@ -3988,11 +3714,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 6M / month Β· π¦ 390 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 6.1M / month Β· π¦ 390 Β· β±οΈ 28.03.2023):
```
pip install funcy
```
-- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 880K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 890K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge funcy
```
@@ -4004,11 +3730,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 28M / month Β· π¦ 1.5K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 29M / month Β· π¦ 1.5K Β· β±οΈ 20.06.2023):
```
pip install natsort
```
-- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 2.6M Β· β±οΈ 12.02.2026):
+- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 2.7M Β· β±οΈ 12.02.2026):
```
conda install -c conda-forge natsort
```
@@ -4024,19 +3750,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install ratelimit
```
-- [Conda](https://anaconda.org/conda-forge/ratelimit) (π₯ 29K Β· β±οΈ 22.04.2025):
+- [Conda](https://anaconda.org/conda-forge/ratelimit) (π₯ 30K Β· β±οΈ 22.04.2025):
```
conda install -c conda-forge ratelimit
```
ubelt (π₯25 Β· β 740) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
-- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 5 Β· π 49 Β· π₯ 140 Β· π 27 - 40% open Β· β±οΈ 13.04.2026):
+- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 5 Β· π 50 Β· π₯ 150 Β· π 27 - 40% open Β· β±οΈ 13.04.2026):
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 66K / month Β· π¦ 130 Β· β±οΈ 13.04.2026):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 70K / month Β· π¦ 130 Β· β±οΈ 13.04.2026):
```
pip install ubelt
```
@@ -4049,9 +3775,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- toolz (π₯34 Β· β 5.1K) - A functional standard library for Python. βUnlicensed
- retrying (π₯28 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
+- pinject (π₯24 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
- pampy (π₯23 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
- CommonRegex (π₯23 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
-- pinject (π₯22 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
@@ -4059,14 +3785,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-cpython (π₯51 Β· β 72K Β· π) - The Python programming language. MIT
+cpython (π₯51 Β· β 73K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.8K Β· π 34K Β· π¦ 630K Β· π 78K - 11% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 3.8K Β· π 34K Β· π¦ 630K Β· π 78K - 12% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 13 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 10 / month Β· π¦ 21 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4081,7 +3807,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯36 Β· β 22K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 730 Β· π 8.8K Β· π₯ 110K Β· π¦ 16 Β· π 6.5K - 28% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 730 Β· π 8.8K Β· π₯ 110K Β· π¦ 16 Β· π 6.5K - 28% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/micropython/micropython
@@ -4104,34 +3830,34 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-Pygments (π₯44 Β· β 2.1K) - Pygments is a generic syntax highlighter written in Python. BSD-2
+Pygments (π₯44 Β· β 2.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 920 Β· π 790 Β· π¦ 1.1M Β· π 2.1K - 28% open Β· β±οΈ 07.04.2026):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 920 Β· π 790 Β· π¦ 1.1M Β· π 2.1K - 28% open Β· β±οΈ 27.04.2026):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 860M / month Β· π¦ 11K Β· β±οΈ 29.03.2026):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 920M / month Β· π¦ 11K Β· β±οΈ 29.03.2026):
```
pip install pygments
```
-- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 59M Β· β±οΈ 29.03.2026):
+- [Conda](https://anaconda.org/conda-forge/pygments) (π₯ 60M Β· β±οΈ 29.03.2026):
```
conda install -c conda-forge pygments
```
wrapt (π₯42 Β· β 2.3K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 37 Β· π 240 Β· π¦ 620K Β· π 240 - 1% open Β· β±οΈ 17.04.2026):
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 37 Β· π 240 Β· π¦ 620K Β· β±οΈ 24.04.2026):
```
git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 370M / month Β· π¦ 3.2K Β· β±οΈ 17.04.2026):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 380M / month):
```
pip install wrapt
```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 34M Β· β±οΈ 06.03.2026):
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 35M Β· β±οΈ 06.03.2026):
```
conda install -c conda-forge wrapt
```
@@ -4154,12 +3880,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (π₯41 Β· β 2.5K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 76 Β· π 300 Β· π₯ 16K Β· π¦ 1.3M Β· π 380 - 10% open Β· β±οΈ 10.04.2026):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 77 Β· π 300 Β· π₯ 16K Β· π¦ 1.3M Β· π 380 - 9% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 340M / month Β· π¦ 6.3K Β· β±οΈ 21.01.2026):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 350M / month):
```
pip install pyparsing
```
@@ -4175,7 +3901,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mingrammer/diagrams
```
-- [PyPi](https://pypi.org/project/diagrams) (π₯ 4.3M / month Β· π¦ 110 Β· β±οΈ 22.11.2025):
+- [PyPi](https://pypi.org/project/diagrams) (π₯ 4.6M / month Β· π¦ 110 Β· β±οΈ 22.11.2025):
```
pip install diagrams
```
@@ -4184,74 +3910,58 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge diagrams
```
pluggy (π₯36 Β· β 1.6K) - A minimalist production ready plugin system. MIT
+fastcore (π₯36 Β· β 1.1K) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 58 Β· π 140 Β· π¦ 790K Β· π 200 - 26% open Β· β±οΈ 20.04.2026):
+- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 83 Β· π 300 Β· π¦ 13K Β· π 520 - 4% open Β· β±οΈ 28.04.2026):
```
- git clone https://github.com/pytest-dev/pluggy
+ git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 780M / month Β· π¦ 2.6K Β· β±οΈ 15.05.2025):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 43M / month Β· π¦ 1.1K Β· β±οΈ 26.04.2026):
```
- pip install pluggy
+ pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 49M Β· β±οΈ 05.12.2025):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 260K Β· β±οΈ 26.04.2026):
```
- conda install -c conda-forge pluggy
+ conda install -c conda-forge fastcore
```
fastcore (π₯36 Β· β 1.1K) - Python supercharged for the fastai library. Apache-2
+pluggy (π₯35 Β· β 1.6K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/AnswerDotAI/fastcore) (π¨βπ» 83 Β· π 300 Β· π¦ 13K Β· π 520 - 4% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 59 Β· π 150 Β· π¦ 790K Β· π 190 - 20% open Β· β±οΈ 29.04.2026):
```
- git clone https://github.com/fastai/fastcore
+ git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 33M / month Β· π¦ 1.1K Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 810M / month):
```
- pip install fastcore
+ pip install pluggy
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 260K Β· β±οΈ 23.04.2026):
+- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 49M Β· β±οΈ 05.12.2025):
```
- conda install -c conda-forge fastcore
+ conda install -c conda-forge pluggy
```
Copier (π₯34 Β· β 3.3K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 120 Β· π 250 Β· π¦ 1.9K Β· π 670 - 22% open Β· β±οΈ 22.04.2026):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 120 Β· π 250 Β· π¦ 1.9K Β· π 660 - 21% open Β· β±οΈ 30.04.2026):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 1.4M / month Β· π¦ 330 Β· β±οΈ 10.04.2026):
+- [PyPi](https://pypi.org/project/copier) (π₯ 1.5M / month Β· π¦ 350 Β· β±οΈ 30.04.2026):
```
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¦ 55K Β· π 440 - 36% open Β· β±οΈ 11.12.2025):
-
- ```
- git clone https://github.com/bartdag/py4j
- ```
-- [PyPi](https://pypi.org/project/py4j) (π₯ 110M / month Β· π¦ 340 Β· β±οΈ 15.01.2025):
- ```
- pip install py4j
- ```
-- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 13M Β· β±οΈ 22.04.2025):
- ```
- conda install -c conda-forge py4j
- ```
-decorator (π₯34 Β· β 910) - Decorators for Humans. BSD-2
-- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 32 Β· π 110 Β· π¦ 760K Β· π 110 - 9% open Β· β±οΈ 12.12.2025):
+- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 32 Β· π 120 Β· π¦ 760K Β· π 110 - 9% open Β· β±οΈ 12.12.2025):
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 220M / month Β· π¦ 2.5K Β· β±οΈ 24.02.2025):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 230M / month):
```
pip install decorator
```
@@ -4260,30 +3970,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge decorator
```
python-mss (π₯31 Β· β 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
+python-mss (π₯32 Β· β 1.3K) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
-- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 28 Β· π 110 Β· π¦ 13K Β· π 170 - 26% open Β· β±οΈ 23.04.2026):
+- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 28 Β· π 110 Β· π¦ 13K Β· π 170 - 25% open Β· β±οΈ 29.04.2026):
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 2.3M / month Β· π¦ 650 Β· β±οΈ 23.04.2026):
+- [PyPi](https://pypi.org/project/mss) (π₯ 2.4M / month Β· π¦ 650 Β· β±οΈ 23.04.2026):
```
pip install mss
```
-- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 93K Β· β±οΈ 16.08.2025):
+- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 94K Β· β±οΈ 23.04.2026):
```
conda install -c conda-forge python-mss
```
Send2Trash (π₯31 Β· β 310) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
+Send2Trash (π₯32 Β· β 310) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
-- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 20 Β· π 48 Β· π¦ 320K Β· π 69 - 50% open Β· β±οΈ 27.01.2026):
+- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 20 Β· π 49 Β· π¦ 320K Β· π 69 - 50% open Β· β±οΈ 27.01.2026):
```
git clone https://github.com/arsenetar/send2trash
```
-- [PyPi](https://pypi.org/project/send2trash) (π₯ 45M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 47M / month Β· π¦ 710 Β· β±οΈ 14.01.2026):
```
pip install send2trash
```
@@ -4294,7 +4004,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (π₯26 Β· β 180) - Super lightweight function registries for your library. MIT
-- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 64K Β· π 14 - 42% open Β· β±οΈ 27.03.2026):
+- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 65K Β· π 14 - 42% open Β· β±οΈ 27.03.2026):
```
git clone https://github.com/explosion/catalogue
@@ -4308,16 +4018,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge catalogue
```
Show 8 hidden projects...
+Show 9 hidden projects...
- pycparser (π₯36 Β· β 3.5K) - Complete C99 parser in pure Python. βUnlicensed
+- py4j (π₯31 Β· β 1.3K) - Py4J enables Python programs to dynamically access arbitrary Java.. βUnlicensed
- keyboard (π₯29 Β· β 4K Β· π) - Hook and simulate global keyboard events on Windows and Linux. MIT
- pyscaffold (π₯29 Β· β 2.3K Β· π) - Python project template generator with batteries included. 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
- pluginbase (π₯25 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
-- openpyxl (π₯24 Β· β 14) - 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
+- openpyxl (π₯21 Β· β 14) - openpyxl is a Python library to read/write Excel 2010 xlsx/xlsm/xltx/xltm.. MIT
+- macropy (π₯19 Β· β 3.3K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. βUnlicensed
βUnlicensed
+- Motor (π₯34 Β· β 2.5K Β· π) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
+- textract (π₯33 Β· β 4.5K Β· π) - extract text from any document. no muss. no fuss. MIT
+- contextlib2 (π₯26 Β· β 38 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- borb (π₯25 Β· β 3.6K Β· π) - borb is a library for reading, creating and manipulating PDF.. βUnlicensed
+
+## 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._
+
+- redis (π₯38 Β· β 14K Β· π) - Redis Python client. MIT
+- awscli (π₯37 Β· β 17K Β· π) - Universal Command Line Interface for Amazon Web Services. βUnlicensed
+- jmespath (π₯27 Β· β 2.4K Β· π) - JMESPath is a query language for JSON. MIT
+- google-cloud-bigtable (π₯26 Β· β 76 Β· π) - This library has moved to.. Apache-2
+- Dynaconf (π₯16 Β· β 5 Β· π€) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
+
diff --git a/history/2026-04-30_projects.csv b/history/2026-04-30_projects.csv
new file mode 100644
index 0000000..45db1fb
--- /dev/null
+++ b/history/2026-04-30_projects.csv
@@ -0,0 +1,397 @@
+,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,brew_id,docs_url,gitlab_id,gitlab_url,conda_dependent_project_count
+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 19:41:36.000,2026-04-23 14:51:17.000,2026-03-22 08:44:47,628.0,1.0,3024.0,441.0,355.0,32.0,34.0,23453.0,2025-11-04 05:45:47.000,2025.10.30,100.0,57.0,0,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 13:09:27.000,2026-04-23 19:39:59.000,2026-04-09 17:48:38,421.0,20.0,197.0,55.0,247.0,,4.0,2711.0,2026-04-09 17:48:44.000,2026.04.09,100.0,17.0,0,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 14:46:24.000,2026-04-23 15:50:46.000,2026-04-09 16:19:55,411.0,17.0,66.0,24.0,240.0,7.0,5.0,1253.0,2026-04-09 16:21:18.000,2026.03.26,100.0,8.0,0,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 13:09:27.000,2026-04-23 19:39:59.000,2026-04-09 17:48:38,421.0,20.0,197.0,55.0,247.0,,4.0,2711.0,2026-04-09 17:48:44.000,2026.04.09,100.0,17.0,0,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 19:41:36.000,2026-04-23 14:51:17.000,2026-03-22 08:44:47,628.0,1.0,3024.0,441.0,355.0,32.0,34.0,23453.0,2025-11-04 05:45:47.000,2025.10.30,100.0,57.0,0,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 21:02:35.000,2026-03-13 17:04:16.000,2026-03-13 17:04:16,896.0,5.0,6817.0,1589.0,363.0,11.0,86.0,42727.0,,,,150.0,0,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 19:41:36.000,2026-04-23 14:51:17.000,2026-03-22 08:44:47,628.0,1.0,3024.0,441.0,355.0,32.0,34.0,23453.0,2025-11-04 05:45:47.000,2025.10.30,100.0,57.0,0,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 01:37:33.000,2026-04-30 09:20:26.000,2026-04-30 08:39:18,37866.0,729.0,19846.0,1113.0,37081.0,3482.0,25134.0,48626.0,2026-03-31 06:46:08.000,3.0.2,137.0,4191.0,54,True,2945721.0,2830045.0,pandas,conda-forge/pandas,['pandas'],3960262.0,664409487.0,https://pypi.org/project/pandas,2026-03-31 06:46:08.000,115676.0,663144974.0,https://anaconda.org/conda-forge/pandas,2026-03-31 01:02:53.337,81315434.0,1.0,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2026-04-30 13:47:45.000,2026-04-30 12:47:00,22957.0,588.0,15841.0,2022.0,20063.0,126.0,6711.0,71172.0,2026-03-25 22:25:49.000,25.9,101.0,1413.0,52,True,983647.0,979826.0,protobuf,conda-forge/protobuf,,92066623.0,803095679.0,https://pypi.org/project/protobuf,,,783407798.0,https://anaconda.org/conda-forge/protobuf,2026-03-11 22:21:31.467,30118796.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2026-02-24 10:57:24.592,3821.0,17071611.0,,,,,,,,,,,,
+9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,,MIT,2017-02-10 19:23:51.000,2026-04-30 13:27:57.000,2026-04-30 13:27:57,131142.0,1077.0,34489.0,1535.0,70709.0,9415.0,68925.0,72525.0,2020-07-22 03:00:52.000,0.0.6,11.0,3785.0,51,True,629731.0,629704.0,cpython,conda-forge/typing,,,56098.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,21.0,10.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3982271.0,1.0,@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 23:02:39.000,2026-04-30 13:48:10.000,2026-04-30 13:48:10,41155.0,483.0,12306.0,598.0,17390.0,2346.0,11797.0,31933.0,2026-03-29 13:38:41.000,2.4.4,189.0,2074.0,51,False,3800670.0,3623117.0,numpy,conda-forge/numpy,,1380160.0,901744886.0,https://pypi.org/project/numpy,2026-03-29 13:18:15.000,177553.0,899847633.0,https://anaconda.org/conda-forge/numpy,2026-03-18 15:17:54.195,131569180.0,1.0,,,,,,,,,,,,,,,,,
+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 18:04:58.000,2026-04-30 14:04:43.000,2026-04-30 12:19:07,37886.0,2264.0,16948.0,776.0,46165.0,1709.0,13096.0,45877.0,2026-04-24 20:54:43.000,helm-chart/1.21.0,289.0,4316.0,49,True,20380.0,19528.0,apache-airflow,conda-forge/airflow,,76459.0,32031302.0,https://pypi.org/project/apache-airflow,2026-04-22 08:00:18.000,852.0,20035219.0,https://anaconda.org/conda-forge/airflow,2026-04-16 14:01:49.673,1981172.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2026-04-22 08:55:58.481121,629.0,1579537821.0,,,,,,
+12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,,GPL-3.0,2012-03-06 14:58:02.000,2026-04-29 18:00:49.000,2026-04-28 18:30:32,55426.0,117.0,24154.0,1857.0,53220.0,795.0,32818.0,68446.0,2026-04-21 15:50:37.000,2.18.16,429.0,6937.0,48,True,42471.0,41888.0,ansible,conda-forge/ansible,,,11577271.0,https://pypi.org/project/ansible,2026-04-29 18:00:49.000,583.0,11551406.0,https://anaconda.org/conda-forge/ansible,2026-04-21 16:32:21.896,1836473.0,1.0,,,,,,,,,,,,,,,,,
+13,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 09:52:19.000,2026-04-29 23:53:14.000,2026-04-29 23:53:14,3096.0,115.0,1662.0,182.0,1488.0,144.0,1648.0,17448.0,2026-04-22 16:22:12.000,8.3.3,61.0,429.0,48,True,2419103.0,2353188.0,click,conda-forge/click,,4590.0,905803710.0,https://pypi.org/project/click,2026-04-22 15:11:25.000,65915.0,904762258.0,https://anaconda.org/conda-forge/click,2026-04-26 16:12:55.784,61442047.0,1.0,,,,,,,,,,,,,,,,,
+14,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 21:38:03.000,2026-04-30 03:25:00.000,2026-04-29 19:50:21,7575.0,202.0,1917.0,226.0,912.0,156.0,3464.0,9783.0,2015-04-09 19:29:21.000,0.0.14,1957.0,171.0,48,True,599537.0,599537.0,boto3,conda-forge/boto3,,,2596748746.0,https://pypi.org/project/boto3,,,2596313337.0,https://anaconda.org/conda-forge/boto3,2026-04-28 18:38:04.164,30914050.0,1.0,,,,,,,,,,,,,,,,,
+15,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,,MIT,2019-11-10 15:28:09.000,2026-04-12 11:02:00.080,2026-04-12 09:40:06,4458.0,69.0,2111.0,528.0,1450.0,214.0,1282.0,56224.0,2026-04-12 08:27:58.000,15.0.0,122.0,289.0,47,True,526230.0,526230.0,rich,conda-forge/rich,,,539419064.0,https://pypi.org/project/rich,,,539135218.0,https://anaconda.org/conda-forge/rich,2026-04-12 11:02:00.080,19585405.0,1.0,,,,,,,,,,,,,,,,,
+16,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 11:31:24.000,2026-04-29 14:03:56.000,2026-04-29 14:03:53,13083.0,114.0,4997.0,448.0,4097.0,768.0,4602.0,28419.0,2026-03-26 12:21:23.000,5.6.3,227.0,1503.0,47,True,189099.0,186458.0,celery,conda-forge/celery,,,49948519.0,https://pypi.org/project/celery,2026-03-26 12:14:49.000,2641.0,49912321.0,https://anaconda.org/conda-forge/celery,2025-06-04 06:13:50.569,2533887.0,1.0,,,,,,,,,,,,,,,,,
+17,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,,MIT,2020-05-13 19:45:33.000,2026-04-30 13:05:14.000,2026-04-29 15:30:53,14620.0,490.0,2774.0,216.0,14700.0,2484.0,10185.0,38342.0,2026-04-22 19:16:21.000,py-1.40.1,100.0,704.0,46,True,32682.0,32682.0,polars,,,21828.0,51527073.0,https://pypi.org/project/polars,,,51526124.0,,,,1.0,,,,,,,,,,,,,,,,,
+18,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 21:23:58.000,2026-04-30 13:36:10.000,2026-04-30 13:31:17,5489.0,123.0,2556.0,138.0,5062.0,523.0,5086.0,27632.0,2026-04-20 14:48:11.000,2.13.3,201.0,753.0,46,True,1065688.0,989960.0,pydantic,conda-forge/pydantic,,22.0,933331900.0,https://pypi.org/project/pydantic,2026-04-20 14:46:41.000,75728.0,933014252.0,https://anaconda.org/conda-forge/pydantic,2026-04-20 23:39:22.465,21917728.0,1.0,,,,,,,,,,,,,,,,,
+19,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,,MIT,2018-11-27 03:35:03.000,2026-04-29 19:57:29.000,2026-04-29 19:56:29,18028.0,93.0,1654.0,105.0,1065.0,195.0,8007.0,11813.0,2026-04-03 16:38:18.000,rel_2_0_49,148.0,828.0,46,True,1181645.0,1181645.0,SQLAlchemy,conda-forge/sqlalchemy,,6654.0,350328689.0,https://pypi.org/project/SQLAlchemy,,,349907174.0,https://anaconda.org/conda-forge/sqlalchemy,2026-04-03 18:45:15.390,26969798.0,1.0,,,,,,,,,,,,,,,,,
+20,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Libraries for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,,Apache-2.0,2014-01-28 15:51:47.000,2026-04-30 13:57:35.000,2026-04-30 13:57:34,62734.0,1724.0,1634.0,280.0,11246.0,988.0,4187.0,5273.0,2026-04-14 15:49:52.000,bigquery-magics-v0.14.0,100.0,1097.0,46,True,2607.0,2607.0,google-cloud-storage,conda-forge/google-cloud-storage,,,241578967.0,https://pypi.org/project/google-cloud-storage,,,241479599.0,https://anaconda.org/conda-forge/google-cloud-storage,2026-03-23 14:53:43.866,6856456.0,1.0,,,,,,,,,,,,,,,,,
+21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,,Apache-2.0,2014-05-19 18:33:01.000,2026-04-18 09:52:41.000,2026-04-18 00:30:06,3400.0,59.0,3447.0,629.0,2975.0,103.0,2520.0,25851.0,2026-02-06 22:26:18.000,25.12.19-2026-02-06-03fffb2,45.0,774.0,45,True,198739.0,198739.0,flatbuffers,conda-forge/flatbuffers,,1887324.0,101036311.0,https://pypi.org/project/flatbuffers,,,82209206.0,https://anaconda.org/conda-forge/flatbuffers,2025-12-22 07:41:54.888,2017670.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,,,18782773.0,,,,,,,,,,,,
+22,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 09:23:22.000,2026-04-30 10:56:37.000,2026-04-30 10:29:47,4261.0,70.0,3124.0,277.0,4671.0,896.0,2399.0,21470.0,2026-04-27 15:46:14.000,4.8.5,100.0,661.0,45,True,126656.0,126656.0,datasets,conda-forge/datasets,,,107269180.0,https://pypi.org/project/datasets,,,107223617.0,https://anaconda.org/conda-forge/datasets,2026-04-27 17:34:47.953,2916067.0,1.0,,,,,,,,,,,,,,,,,
+23,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,,MIT,2010-10-11 20:14:11.000,2026-04-24 19:58:10.000,2026-04-24 19:58:01,4967.0,268.0,1385.0,193.0,496.0,1.0,2537.0,11961.0,2026-04-23 21:18:18.000,4.0.5,204.0,163.0,45,True,53169.0,51877.0,peewee,conda-forge/peewee,,,32806660.0,https://pypi.org/project/peewee,2026-04-23 21:17:28.000,1292.0,32779428.0,https://anaconda.org/conda-forge/peewee,2026-04-24 11:35:17.006,1851778.0,1.0,,,,,,,,,,,,,,,,,
+24,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 08:00:06.000,2026-04-30 13:51:11.000,2026-04-30 12:14:40,46975.0,567.0,4543.0,258.0,30101.0,4043.0,4311.0,8558.0,2026-03-30 13:31:11.000,2.72.0,166.0,1888.0,45,True,9801.0,9612.0,apache-beam,conda-forge/apache-beam-with-aws,,849826.0,8213575.0,https://pypi.org/project/apache-beam,2026-04-29 12:57:40.000,189.0,8197186.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2026-01-25 11:51:11.448,317195.0,1.0,,,,,,,,,,,,,,,,,
+25,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 02:23:38.000,2026-04-30 12:26:34.000,2026-04-30 12:26:32,15118.0,465.0,1740.0,128.0,11894.0,44.0,2786.0,7565.0,2026-04-24 19:53:03.000,47.0.0,155.0,545.0,45,False,975299.0,955246.0,cryptography,conda-forge/cryptography,,,1098287067.0,https://pypi.org/project/cryptography,2026-04-24 19:53:03.000,20053.0,1097201513.0,https://anaconda.org/conda-forge/cryptography,2026-04-25 08:56:07.536,74903241.0,1.0,,,,,,,,,,,,,,,,,
+26,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 21:02:47.000,2026-04-30 13:40:53.000,2026-04-30 12:18:18,15085.0,604.0,1355.0,192.0,12166.0,2226.0,6867.0,25124.0,2026-04-23 02:56:27.000,3.232.0,100.0,371.0,44,True,10995.0,10995.0,pulumi,,,5336090.0,14653283.0,https://pypi.org/project/pulumi,,,6581900.0,,,,1.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,,,7774934.0,,,,,,,,,,,,
+27,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 21:59:26.000,2026-04-30 14:06:16.000,2026-04-30 02:14:36,21286.0,825.0,2283.0,191.0,13974.0,883.0,6056.0,22281.0,2026-04-24 17:40:39.000,3.6.28,783.0,684.0,44,True,8676.0,8195.0,prefect,conda-forge/prefect,,,11425611.0,https://pypi.org/project/prefect,2026-04-29 08:54:40.000,481.0,11409696.0,https://anaconda.org/conda-forge/prefect,2026-03-27 19:37:40.734,1129976.0,1.0,,,,,,,,,,,,,,,,,
+28,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 23:00:09.000,2026-04-18 13:09:09.458,2026-04-17 20:07:48,4195.0,80.0,2069.0,218.0,1534.0,20.0,817.0,19231.0,2026-04-17 20:05:31.000,40.15.0,476.0,663.0,44,True,298214.0,295070.0,Faker,conda-forge/faker,,,67214468.0,https://pypi.org/project/Faker,2026-04-17 20:05:25.000,3144.0,67187818.0,https://anaconda.org/conda-forge/faker,2026-04-18 13:09:09.458,1865537.0,1.0,,,,,,,,,,,,,,,,,
+29,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 16:30:04.000,2026-04-30 14:04:52.000,2026-04-30 14:04:48,27118.0,807.0,2091.0,157.0,23212.0,2199.0,6177.0,15415.0,2026-04-23 18:30:38.000,1.13.2,298.0,672.0,44,True,4688.0,4688.0,dagster,conda-forge/dagster,,4145.0,6655471.0,https://pypi.org/project/dagster,,,6615494.0,https://anaconda.org/conda-forge/dagster,2026-04-23 21:25:44.340,2825071.0,1.0,,,,,,,,,,,,,,,,,
+30,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 15:46:03.000,2026-04-27 13:03:02.000,2026-04-27 13:03:01,7145.0,67.0,791.0,38.0,1118.0,591.0,1472.0,2150.0,2026-03-29 13:30:46.000,2.20.0,69.0,917.0,44,True,1136185.0,1125679.0,pygments,conda-forge/pygments,,,923062203.0,https://pypi.org/project/pygments,2026-03-29 13:29:30.000,10506.0,922172110.0,https://anaconda.org/conda-forge/pygments,2026-03-29 15:07:36.556,59636266.0,1.0,,,,,,,,,,,,,,,,,
+31,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 12:24:11.000,2026-04-29 10:27:10.000,2026-04-28 11:38:47,1538.0,255.0,884.0,73.0,993.0,14.0,326.0,19314.0,2026-04-26 08:46:15.000,0.25.0,77.0,101.0,43,True,275476.0,251825.0,typer,conda-forge/typer,,,332747482.0,https://pypi.org/project/typer,2026-04-26 08:46:15.000,23651.0,332598881.0,https://anaconda.org/conda-forge/typer,2026-04-26 15:38:00.441,10402096.0,2.0,,,,,,,,,,,,,,,,,
+32,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 16:46:12.000,2026-04-30 12:47:08.000,2026-04-30 07:36:57,22275.0,685.0,3212.0,510.0,34334.0,829.0,11314.0,5530.0,2026-04-29 03:27:04.000,azure-postgresql-auth_1.0.2,100.0,917.0,43,True,2737.0,2737.0,azure-storage-blob,conda-forge/azure-storage-blob,,,118825437.0,https://pypi.org/project/azure-storage-blob,,,118801413.0,https://anaconda.org/conda-forge/azure-storage-blob,2026-01-07 15:09:41.814,1681711.0,1.0,,,,,,,,,,,,,,,,,
+33,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 00:40:02.000,2026-04-25 05:02:34.000,2026-04-25 04:59:53,5245.0,138.0,541.0,53.0,1215.0,286.0,1369.0,2224.0,2026-03-06 13:47:07.000,3.16.0,43.0,219.0,43,True,359136.0,359136.0,h5py,conda-forge/h5py,,6272.0,42922760.0,https://pypi.org/project/h5py,,,42562263.0,https://anaconda.org/conda-forge/h5py,2026-04-07 17:40:51.548,25230834.0,1.0,,,,,,,,,,,,,,,,,
+34,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 13:25:36.000,2026-04-29 21:56:38.000,2026-04-29 19:50:04,13085.0,258.0,1073.0,62.0,2460.0,108.0,1084.0,1614.0,,,1982.0,222.0,43,True,433707.0,433707.0,botocore,conda-forge/botocore,,,1316336633.0,https://pypi.org/project/botocore,,,1315670631.0,https://anaconda.org/conda-forge/botocore,2026-04-28 17:19:56.552,43290161.0,2.0,,,,,,,,,,,,,,,,,
+35,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 05:35:17.000,2026-04-19 19:39:11.000,2026-04-19 19:39:11,425.0,10.0,490.0,36.0,313.0,52.0,276.0,8750.0,2026-03-01 15:59:55.000,1.2.2,30.0,112.0,42,True,1700640.0,1700640.0,python-dotenv,conda-forge/python-dotenv,,,563110683.0,https://pypi.org/project/python-dotenv,,,562946872.0,https://anaconda.org/conda-forge/python-dotenv,2026-03-01 18:10:36.939,11303019.0,1.0,,,,,,,,,,,,,,,,,
+36,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,,Apache-2.0,2016-08-11 12:44:02.000,2026-03-23 17:21:20.000,2026-03-23 17:21:20,585.0,50.0,322.0,46.0,341.0,34.0,277.0,8572.0,2026-02-07 10:45:32.000,9.1.4,62.0,107.0,42,True,402454.0,396163.0,tenacity,conda-forge/tenacity,,,360036620.0,https://pypi.org/project/tenacity,2026-02-07 10:45:32.000,6291.0,359832260.0,https://anaconda.org/conda-forge/tenacity,2026-02-08 00:23:11.740,13487821.0,1.0,,,,,,,,,,,,,,,,,
+37,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 13:00:26.000,2026-04-30 13:17:06.000,2026-04-30 13:15:31,2773.0,250.0,1384.0,140.0,1405.0,32.0,1498.0,5889.0,2026-04-09 21:13:18.000,2.3.1,64.0,234.0,42,True,36625.0,36625.0,kafka-python,conda-forge/kafka-python,,1858.0,22408389.0,https://pypi.org/project/kafka-python,,,22400713.0,https://anaconda.org/conda-forge/kafka-python,2026-04-10 01:56:10.331,513429.0,1.0,,,,,,,,,,,,,,,,,
+38,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 15:01:01.000,2026-04-29 06:08:15.000,2026-04-29 06:08:12,1779.0,38.0,429.0,57.0,756.0,135.0,658.0,5774.0,2026-03-19 14:22:23.000,26.1.0,36.0,186.0,42,True,1449474.0,1438384.0,attrs,conda-forge/attrs,,,774136100.0,https://pypi.org/project/attrs,2026-03-19 14:22:23.000,11090.0,773178401.0,https://anaconda.org/conda-forge/attrs,2026-03-19 15:56:59.596,65123586.0,1.0,,,,,,,,,,,,,,,,,
+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 22:47:39.000,2026-04-28 14:02:03.000,2026-04-28 14:02:03,1891.0,32.0,1188.0,401.0,2204.0,59.0,1116.0,4368.0,2026-02-03 20:28:06.000,9.3.0,100.0,228.0,42,True,64576.0,64576.0,elasticsearch,conda-forge/elasticsearch,,5794.0,52113271.0,https://pypi.org/project/elasticsearch,,,52088853.0,https://anaconda.org/conda-forge/elasticsearch,2026-02-04 13:36:56.589,1727134.0,1.0,,,,,,,,,,,,,,,,,
+40,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 21:07:18.000,2026-04-30 10:39:40.000,2026-04-30 10:39:35,1288.0,46.0,200.0,24.0,620.0,83.0,375.0,2450.0,2026-03-24 12:59:09.000,4.13.0,67.0,75.0,42,True,644388.0,638750.0,anyio,conda-forge/anyio,,,778108254.0,https://pypi.org/project/anyio,2026-03-24 12:59:08.000,5638.0,777633338.0,https://anaconda.org/conda-forge/anyio,2026-03-24 13:40:44.061,33719064.0,1.0,,,,,,,,,,,,,,,,,
+41,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 10:22:45.000,2026-04-24 09:53:09.000,2026-04-24 09:28:23,1245.0,164.0,243.0,38.0,92.0,,244.0,2281.0,2026-03-06 02:53:22.000,2.1.2,23.0,37.0,42,True,622151.0,622151.0,wrapt,conda-forge/wrapt,,,376082680.0,https://pypi.org/project/wrapt,,,375559681.0,https://anaconda.org/conda-forge/wrapt,2026-03-06 11:16:53.037,34517975.0,1.0,,,,,,,,,,,,,,,,,
+42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,,Apache-2.0,2013-12-09 11:40:58.000,2026-04-28 12:22:49.000,2026-04-16 07:25:55,5710.0,84.0,5767.0,702.0,5215.0,88.0,8253.0,37331.0,2026-04-15 14:31:48.000,5.1.3,144.0,624.0,41,True,1697.0,1449.0,docker-compose,conda-forge/docker-compose,,17570933.0,1737347.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,248.0,1316964.0,https://anaconda.org/conda-forge/docker-compose,2026-03-20 10:03:27.852,823040.0,2.0,,,,,,,,,,,,,,,,,
+43,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 18:31:22.000,2026-04-01 17:46:44.000,2026-03-04 08:13:03,3143.0,37.0,2205.0,224.0,1258.0,267.0,667.0,24845.0,2026-03-04 04:16:14.000,2.7.1,44.0,333.0,41,True,38550.0,37371.0,cookiecutter,conda-forge/cookiecutter,,,9034468.0,https://pypi.org/project/cookiecutter,2026-03-04 04:06:01.000,1179.0,9002002.0,https://anaconda.org/conda-forge/cookiecutter,2026-03-04 13:25:22.620,1915497.0,1.0,,,,,,,,,,,,,,,,,
+44,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,,1679.0,190.0,1684.0,447.0,1251.0,7176.0,2024-05-23 11:21:23.000,7.1.0,89.0,463.0,41,True,123028.0,123028.0,docker,conda-forge/docker-py,,2026.0,210923281.0,https://pypi.org/project/docker,,,210827704.0,https://anaconda.org/conda-forge/docker-py,2025-04-22 14:56:25.765,6689423.0,2.0,,,,,,,,,,,,,,,,,
+45,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 03:37:43.000,2026-04-27 18:35:39.000,2026-04-26 11:39:48,3004.0,26.0,607.0,55.0,499.0,44.0,844.0,4947.0,2026-01-07 13:41:11.000,4.26.0,68.0,120.0,41,True,832144.0,832144.0,jsonschema,conda-forge/jsonschema,,1216.0,499091196.0,https://pypi.org/project/jsonschema,,,498392662.0,https://anaconda.org/conda-forge/jsonschema,2026-01-08 02:41:02.580,46101807.0,1.0,,,,,,,,,,,,,,,,,
+46,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 06:48:26.000,2026-04-01 21:53:37.000,2026-03-03 10:14:39,1611.0,5.0,437.0,58.0,848.0,369.0,572.0,4343.0,2025-12-15 08:42:11.000,1.5.3,33.0,151.0,41,True,731354.0,731354.0,joblib,conda-forge/joblib,,206.0,193538994.0,https://pypi.org/project/joblib,,,192883569.0,https://anaconda.org/conda-forge/joblib,2025-12-15 10:23:16.147,45223920.0,2.0,,,,,,,,,,,,,,,,,
+47,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 05:15:14.000,2026-04-23 20:30:59.000,2026-04-23 20:30:58,2335.0,70.0,314.0,37.0,743.0,12.0,409.0,4058.0,2026-04-09 15:01:32.000,11.0.2,54.0,143.0,41,True,295336.0,290446.0,more-itertools,conda-forge/more-itertools,,3707.0,298085812.0,https://pypi.org/project/more-itertools,2026-04-09 15:01:32.000,4890.0,297622806.0,https://anaconda.org/conda-forge/more-itertools,2026-04-09 19:21:50.274,32408161.0,2.0,,,,,,,,,,,,,,,,,
+48,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,,MIT,2017-05-14 18:07:01.000,2026-04-30 13:16:41.000,2026-04-30 13:14:05,1682.0,19.0,304.0,23.0,211.0,36.0,341.0,2466.0,2026-01-21 04:20:04.000,3.3.2,53.0,77.0,41,True,1278351.0,1278351.0,pyparsing,conda-forge/pyparsing,,15696.0,353249847.0,https://pypi.org/project/pyparsing,,,351984754.0,https://anaconda.org/conda-forge/pyparsing,2026-01-21 14:00:18.207,68305749.0,1.0,,,,,,,,,,,,,,,,,
+49,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 20:27:32.000,2026-04-30 06:56:14.000,2026-04-07 20:51:10,13143.0,24.0,3104.0,585.0,4020.0,748.0,4461.0,18923.0,2024-12-26 18:37:03.000,2.3.1,13.0,636.0,40,True,17716.0,17716.0,kivy,conda-forge/kivy,,44702.0,255221.0,https://pypi.org/project/kivy,,,245867.0,https://anaconda.org/conda-forge/kivy,2026-03-29 21:34:21.210,641207.0,1.0,,,,,,,,,,,,,,,,,
+50,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 14:26:53.000,2026-04-28 22:08:39.000,2026-04-28 11:16:05,1190.0,217.0,829.0,129.0,1004.0,57.0,291.0,17878.0,2026-04-02 21:03:56.000,0.0.38,41.0,112.0,40,True,32865.0,31318.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,15336474.0,https://pypi.org/project/sqlmodel,2026-04-02 21:03:56.000,1547.0,15333447.0,https://anaconda.org/conda-forge/sqlmodel,2026-04-03 14:51:58.065,169564.0,2.0,,,,,,,,,,,,,,,,,
+51,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,,Apache-2.0,2013-09-30 17:21:10.000,2026-04-29 06:17:32.000,2026-04-28 09:17:42,6423.0,99.0,1240.0,97.0,5291.0,1103.0,3943.0,4141.0,2026-04-13 19:44:11.000,2026.04.0,100.0,608.0,40,True,44038.0,44038.0,xarray,conda-forge/xarray,,,20334041.0,https://pypi.org/project/xarray,,,20117978.0,https://anaconda.org/conda-forge/xarray,2026-04-13 23:26:34.300,14908376.0,2.0,,,,,,,,,,,,,,,,,
+52,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,,MIT,2014-03-22 10:15:14.000,2026-04-22 18:56:44.000,2026-04-20 18:56:12,446.0,34.0,192.0,23.0,121.0,,270.0,2724.0,2026-04-20 19:02:21.000,7.0.6,72.0,22.0,40,True,697805.0,692992.0,cachetools,conda-forge/cachetools,,,306834205.0,https://pypi.org/project/cachetools,2026-04-20 19:02:21.000,4813.0,306552265.0,https://anaconda.org/conda-forge/cachetools,2026-04-20 21:06:17.070,20017783.0,1.0,,,,,,,,,,,,,,,,,
+53,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,,0BSD,2012-07-26 20:30:54.000,2026-04-14 04:27:15.326,2026-04-13 20:51:25,1047.0,534.0,296.0,44.0,180.0,,184.0,2617.0,2026-04-13 21:32:47.000,7.4.3,28.0,55.0,40,True,970166.0,963074.0,chardet,conda-forge/chardet,,,177597863.0,https://pypi.org/project/chardet,2026-04-13 21:32:47.000,7085.0,177117998.0,https://anaconda.org/conda-forge/chardet,2026-04-14 04:27:15.326,32140210.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,7.0,161.0,,,,,,,,,,,,
+54,holidays,vacanza/holidays,Open World Holidays Framework.,,date-time-utils,https://github.com/vacanza/holidays,https://github.com/vacanza/holidays,,MIT,2014-08-24 15:17:18.000,2026-04-29 22:45:06.000,2026-04-28 15:40:11,3820.0,205.0,684.0,22.0,2736.0,97.0,724.0,1882.0,2026-04-20 20:04:11.000,0.95,123.0,326.0,40,True,27525.0,26964.0,holidays,conda-forge/holidays,,342.0,26970061.0,https://pypi.org/project/holidays,2026-04-20 20:26:08.000,561.0,26904497.0,https://anaconda.org/conda-forge/holidays,2026-04-21 01:23:05.912,4523612.0,1.0,,,,,,,,,,,,,,,,,
+55,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,,,2011-12-17 21:12:01.000,2026-04-27 22:36:18.673,2026-04-27 12:18:35,1223.0,55.0,265.0,52.0,215.0,21.0,271.0,1826.0,2026-04-27 12:20:55.000,3.5.0,64.0,86.0,40,False,601727.0,599291.0,greenlet,conda-forge/greenlet,,,393946205.0,https://pypi.org/project/greenlet,2026-04-27 12:20:55.000,2436.0,393662900.0,https://anaconda.org/conda-forge/greenlet,2026-04-27 22:36:18.673,19831371.0,2.0,,,,,,,,,,,,,,,,,
+56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,,BSD-3-Clause,2018-04-23 16:45:08.000,2026-04-30 11:17:14.348,2026-04-29 20:40:34,2544.0,24.0,442.0,15.0,1157.0,345.0,511.0,1307.0,2026-04-29 20:42:36.000,2026.4.0,99.0,320.0,40,True,299831.0,296252.0,fsspec,conda-forge/fsspec,,,694383943.0,https://pypi.org/project/fsspec,2026-04-29 20:42:36.000,3579.0,693928953.0,https://anaconda.org/conda-forge/fsspec,2026-04-30 11:17:14.348,32304303.0,1.0,,,,,,,,,,,,,,,,,
+57,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 03:41:08.000,2026-03-29 23:31:57.000,2025-10-20 02:49:59,4039.0,,1954.0,316.0,854.0,885.0,852.0,9740.0,,,34.0,189.0,39,True,123653.0,123653.0,paramiko,conda-forge/paramiko,,,141369970.0,https://pypi.org/project/paramiko,,,141254517.0,https://anaconda.org/conda-forge/paramiko,2025-08-13 16:23:01.875,7966271.0,2.0,,,,,,,,,,,,,,,,,
+58,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 20:23:27.000,2026-04-30 08:13:11.000,2026-04-30 08:13:11,1449.0,3.0,732.0,131.0,753.0,133.0,413.0,9037.0,2025-10-24 23:42:44.000,1.4.0,65.0,288.0,39,True,183054.0,180770.0,arrow,conda-forge/arrow,,,74585815.0,https://pypi.org/project/arrow,2025-10-18 17:46:45.000,2284.0,74411838.0,https://anaconda.org/conda-forge/arrow,2025-10-18 23:46:59.986,12178441.0,2.0,,,,,,,,,,,,,,,,,
+59,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,,MIT,2011-07-27 17:38:47.000,2026-04-22 11:30:04.000,2026-04-22 11:30:01,1138.0,6.0,1388.0,222.0,528.0,17.0,658.0,7832.0,2025-08-24 12:56:20.000,1.1.2,14.0,131.0,39,True,290706.0,290706.0,PyMySQL,conda-forge/pymysql,,,84371236.0,https://pypi.org/project/PyMySQL,,,84339229.0,https://anaconda.org/conda-forge/pymysql,2025-08-25 01:53:42.974,2208512.0,2.0,,,,,,,,,,,,,,,,,
+60,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 21:32:24.000,2026-04-28 16:06:25.073,2026-04-27 14:28:38,3712.0,41.0,686.0,70.0,1323.0,120.0,1149.0,7233.0,,,82.0,227.0,39,True,227358.0,227358.0,marshmallow,conda-forge/marshmallow,,,134980641.0,https://pypi.org/project/marshmallow,,,134925226.0,https://anaconda.org/conda-forge/marshmallow,2026-04-28 16:06:25.073,3879067.0,2.0,,,,,,,,,,,,,,,,,
+61,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 20:43:46.000,2026-04-29 21:14:08.000,2026-03-29 05:30:57,10121.0,46.0,699.0,89.0,8151.0,445.0,3152.0,6521.0,2026-02-07 14:31:10.000,12.0.0,181.0,520.0,39,True,5389.0,5257.0,ibis-framework,conda-forge/ibis-framework,,485.0,1947211.0,https://pypi.org/project/ibis-framework,2026-02-07 14:31:10.000,132.0,1935077.0,https://anaconda.org/conda-forge/ibis-framework,2026-03-25 13:09:20.448,848787.0,2.0,,,,,,,,,,,,,,,,,
+62,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 15:18:06.000,2026-04-28 16:39:05.000,2026-04-27 23:45:36,6581.0,50.0,1139.0,228.0,2783.0,14.0,,4341.0,2026-04-20 16:45:35.000,4.17.0,171.0,245.0,39,True,6398.0,,pymongo,conda-forge/pymongo,,4779.0,95271189.0,https://pypi.org/project/pymongo,2026-04-20 16:37:20.000,6398.0,95181497.0,https://anaconda.org/conda-forge/pymongo,2026-04-21 10:54:52.503,6184781.0,2.0,,,,,,,,,,,,,,,,,
+63,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 21:42:52.000,2026-04-27 18:28:38.000,2026-04-27 18:28:37,3171.0,59.0,1374.0,194.0,1511.0,102.0,2099.0,4155.0,2025-06-26 19:39:15.000,4.6.0,46.0,274.0,39,True,5770.0,5553.0,netmiko,,,,981682.0,https://pypi.org/project/netmiko,2025-06-26 19:13:15.000,217.0,981682.0,,,,2.0,,,,,,,,,,,,,,,,,
+64,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,,MIT,2018-11-27 03:02:53.000,2026-04-24 21:28:44.000,2026-04-24 15:16:23,2046.0,15.0,325.0,23.0,218.0,108.0,1075.0,4104.0,2026-02-10 16:00:54.000,rel_1_18_4,100.0,223.0,39,True,340594.0,340594.0,alembic,conda-forge/alembic,,,176298628.0,https://pypi.org/project/alembic,,,176149486.0,https://anaconda.org/conda-forge/alembic,2026-02-11 10:47:32.989,9992549.0,2.0,,,,,,,,,,,,,,,,,
+65,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,,MIT,2011-11-03 05:09:49.000,2026-02-04 17:33:51.501,2025-09-25 18:13:58,326.0,,559.0,50.0,325.0,238.0,359.0,2885.0,2025-09-25 21:29:27.000,6.0.3,14.0,40.0,39,True,1799192.0,1799192.0,pyyaml,conda-forge/pyyaml,,,975147065.0,https://pypi.org/project/pyyaml,,,973954091.0,https://anaconda.org/conda-forge/pyyaml,2026-02-04 17:33:51.501,79929318.0,1.0,,,,,,,,,,,,,,,,,
+66,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 17:30:12.000,2026-04-29 19:16:44.000,2026-04-28 10:55:56,1559.0,21.0,489.0,124.0,615.0,349.0,413.0,2805.0,2026-03-26 09:56:08.000,1.4.0,34.0,152.0,39,True,39828.0,38272.0,dateparser,conda-forge/dateparser,,,36650044.0,https://pypi.org/project/dateparser,2026-03-26 09:56:08.000,1556.0,36632660.0,https://anaconda.org/conda-forge/dateparser,2026-03-26 11:37:43.596,1216945.0,2.0,,,,,,,,,,,,,,,,,
+67,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 02:03:55.000,2026-04-29 08:29:55.000,2026-04-29 08:29:47,993.0,50.0,208.0,24.0,1037.0,5.0,154.0,1472.0,,,15.0,40.0,39,True,352733.0,352733.0,bcrypt,conda-forge/bcrypt,,,185359823.0,https://pypi.org/project/bcrypt,,,185210356.0,https://anaconda.org/conda-forge/bcrypt,2025-11-07 06:47:35.791,10163766.0,2.0,,,,,,,,,,,,,,,,,
+68,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 15:06:38.000,2026-04-10 11:58:23.000,2026-04-10 11:58:23,4304.0,31.0,2386.0,450.0,2382.0,123.0,907.0,18708.0,2026-03-06 17:02:47.000,3.8.0,66.0,634.0,38,True,2832.0,2832.0,luigi,luigi,,,1400604.0,https://pypi.org/project/luigi,,,1400418.0,https://anaconda.org/anaconda/luigi,2026-03-05 17:42:50.183,22740.0,2.0,,,,,,,stable/luigi,,,,,,,,,,
+69,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 01:14:24.000,2026-04-10 13:53:02.000,2026-04-10 01:51:57,1622.0,15.0,1961.0,443.0,570.0,498.0,1342.0,15418.0,2026-04-06 00:00:10.000,3.2.3,131.0,136.0,38,True,473.0,21.0,fabric,conda-forge/fabric,,,13442735.0,https://pypi.org/project/fabric,2026-04-06 00:00:10.000,452.0,13436621.0,https://anaconda.org/conda-forge/fabric,2026-04-06 06:36:31.669,385231.0,2.0,,,,,,,,,,,,,,,,,
+70,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 17:12:57.000,2026-04-17 10:56:10.000,2026-04-06 17:49:18,3042.0,79.0,769.0,165.0,582.0,366.0,1126.0,15392.0,2026-04-17 10:56:11.000,2.3.0,40.0,76.0,38,True,4390.0,4390.0,dearpygui,,,,128531.0,https://pypi.org/project/dearpygui,,,128531.0,,,,2.0,,,,,,,,,,,,,,,,,
+71,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 10:22:26.000,2026-04-30 12:56:07.000,2026-04-27 16:10:14,2730.0,69.0,2593.0,314.0,2133.0,52.0,1848.0,13526.0,2026-03-24 09:14:09.000,7.4.0,100.0,542.0,38,True,,,redis,conda-forge/redis-py,,,224450223.0,https://pypi.org/project/redis,,,224422046.0,https://anaconda.org/conda-forge/redis-py,2026-03-24 12:47:56.189,1972436.0,2.0,,,,,,,,,,,,-6.0,,,,,
+72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,,,2016-03-10 02:38:00.000,2026-04-30 09:50:50.000,2026-04-30 08:23:07,7447.0,144.0,2355.0,154.0,5915.0,634.0,5612.0,12707.0,2026-04-08 19:00:59.000,1.11.8,100.0,370.0,38,False,9662.0,9662.0,dbt,conda-forge/dbt,,3166.0,212564.0,https://pypi.org/project/dbt,,,206755.0,https://anaconda.org/conda-forge/dbt,2025-04-22 14:56:29.479,642835.0,2.0,,,,,,,,,,,,4.0,dbt,,,,
+73,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 04:14:54.000,2026-04-28 20:38:57.000,2026-04-28 20:38:57,973.0,2.0,583.0,217.0,323.0,147.0,286.0,11776.0,2025-10-16 22:16:11.000,0.22.1,84.0,73.0,38,True,221765.0,219813.0,uvloop,conda-forge/uvloop,,645.0,179456210.0,https://pypi.org/project/uvloop,2025-10-16 22:16:11.000,1952.0,179405422.0,https://anaconda.org/conda-forge/uvloop,2025-11-07 00:03:03.823,3351699.0,2.0,,,,,,,,,,,,,,,,,
+74,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 10:29:56.000,2026-04-30 13:55:57.000,2026-04-29 19:25:01,4282.0,55.0,1030.0,100.0,2519.0,199.0,2400.0,10857.0,2026-04-07 12:55:09.000,1.3.1,71.0,278.0,38,True,3393.0,3240.0,kedro,,,,806131.0,https://pypi.org/project/kedro,2026-04-07 12:55:09.000,153.0,806131.0,,,,2.0,,,,,,,,,,,,,,,,,
+75,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,,,2011-11-14 10:53:48.000,2026-04-27 13:05:08.000,2026-04-15 02:25:17,2054.0,21.0,1443.0,197.0,1093.0,225.0,1010.0,10626.0,2026-04-17 00:22:21.000,2.8,44.0,349.0,38,False,21461.0,21461.0,rq,conda-forge/rq,,,6584879.0,https://pypi.org/project/rq,,,6580836.0,https://anaconda.org/conda-forge/rq,2025-07-21 06:25:31.854,262826.0,2.0,,,,,,,,,,,,,,,,,
+76,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 12:00:17.000,2026-04-14 18:50:07.000,2026-04-14 18:50:07,1560.0,5.0,732.0,124.0,468.0,210.0,490.0,7328.0,2024-11-01 14:09:55.000,6.0.0,41.0,173.0,38,True,263364.0,263364.0,watchdog,conda-forge/watchdog,,,95273825.0,https://pypi.org/project/watchdog,,,95195527.0,https://anaconda.org/conda-forge/watchdog,2026-03-04 07:34:00.440,5480872.0,2.0,,,,,,,,,,,,,,,,,
+77,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 12:10:20.000,2026-03-10 19:06:13.810,2025-09-02 20:46:15,4355.0,,1162.0,132.0,1179.0,306.0,1420.0,4351.0,2026-03-10 15:14:11.000,0.29.3,48.0,402.0,38,True,27969.0,27969.0,mongoengine,conda-forge/mongoengine,,,2268003.0,https://pypi.org/project/mongoengine,,,2258755.0,https://anaconda.org/conda-forge/mongoengine,2026-03-10 19:06:13.810,610392.0,2.0,,,,,,,,,,,,,,,,,
+78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2026-04-30 09:54:04.000,2026-04-30 09:54:02,2721.0,23.0,714.0,55.0,1960.0,30.0,1223.0,4107.0,2026-04-08 12:41:10.000,3.16.0,115.0,177.0,38,True,2530.0,2530.0,awswrangler,conda-forge/awswrangler,['pandas'],437989.0,86280334.0,https://pypi.org/project/awswrangler,,,86262786.0,https://anaconda.org/conda-forge/awswrangler,2026-04-09 12:08:29.012,831357.0,2.0,,,,,,,,,,,,,,,,,
+79,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 14:49:40.000,2026-04-30 04:39:31.000,2026-04-29 18:13:11,2848.0,94.0,396.0,39.0,2277.0,552.0,1025.0,1970.0,2026-03-23 17:25:17.000,3.1.6,116.0,165.0,38,True,10095.0,8115.0,zarr,conda-forge/zarr,,,12533047.0,https://pypi.org/project/zarr,2026-03-23 17:25:17.000,1980.0,12454402.0,https://anaconda.org/conda-forge/zarr,2026-04-09 14:28:19.457,5426565.0,2.0,,,,,,,,,,,,,,,,,
+80,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,,MIT,2017-01-02 23:30:47.000,2026-02-23 02:19:45.000,2026-02-23 02:19:43,551.0,3.0,274.0,27.0,123.0,107.0,190.0,1019.0,2024-12-04 17:35:26.000,1.17.0,29.0,68.0,38,True,2783216.0,2757959.0,six,conda-forge/six,,,1011407845.0,https://pypi.org/project/six,2024-12-04 17:35:26.000,25257.0,1010108031.0,https://anaconda.org/conda-forge/six,2025-07-22 15:47:12.245,92286840.0,1.0,,,,,,,,,,,,,,,,,
+81,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,,,2012-11-20 16:07:36.000,2026-04-30 13:18:20.000,2026-04-30 13:17:49,13836.0,232.0,4355.0,560.0,4841.0,469.0,4456.0,16914.0,,,2519.0,496.0,37,False,5.0,5.0,awscli,conda-forge/awscli,,11280.0,395542487.0,https://pypi.org/project/awscli,,,394748284.0,https://anaconda.org/conda-forge/awscli,2026-04-28 19:50:44.890,54791316.0,3.0,,,,,,,,,,,,-7.0,,,,,
+82,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 00:18:46.000,2026-04-30 12:52:53.000,2026-04-30 12:26:35,13627.0,154.0,1727.0,101.0,9594.0,33.0,2023.0,11454.0,2026-04-15 19:24:37.000,1.16.1,292.0,466.0,37,True,,,great_expectations,conda-forge/great-expectations,,,31380815.0,https://pypi.org/project/great_expectations,,,31359903.0,https://anaconda.org/conda-forge/great-expectations,2026-04-15 20:28:25.758,1484781.0,2.0,,,,,,,,,,,,,,,,,
+83,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 00:48:48.000,2026-02-27 16:21:02.213,2025-12-21 21:03:11,2482.0,,1261.0,227.0,504.0,168.0,1067.0,9037.0,2025-08-23 18:25:00.000,4.3.0,52.0,183.0,37,True,13717.0,13557.0,supervisor,conda-forge/supervisor,,,11482251.0,https://pypi.org/project/supervisor,2025-08-23 18:25:00.000,160.0,11472227.0,https://anaconda.org/conda-forge/supervisor,2026-02-27 16:21:02.213,661629.0,1.0,,,,,,,,,,,,,,,,,
+84,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 14:38:21.000,2026-03-23 17:48:21.000,2026-03-23 17:47:46,319.0,8.0,469.0,98.0,145.0,1.0,265.0,5734.0,2026-02-22 02:21:21.000,1.0.4,39.0,57.0,37,True,90666.0,86746.0,xmltodict,conda-forge/xmltodict,,83.0,117359758.0,https://pypi.org/project/xmltodict,2026-02-22 02:21:21.000,3920.0,117220237.0,https://anaconda.org/conda-forge/xmltodict,2026-02-22 14:25:14.045,6556979.0,1.0,,,,,,,,,,,,,,,,,
+85,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 16:52:10.000,2026-04-20 14:18:05.000,2026-04-20 14:18:03,1485.0,64.0,476.0,41.0,824.0,462.0,787.0,5561.0,2026-03-21 20:03:05.000,1.1.7,100.0,169.0,37,True,10522.0,10522.0,tortoise-orm,conda-forge/tortoise-orm,,18.0,547348.0,https://pypi.org/project/tortoise-orm,,,546327.0,https://anaconda.org/conda-forge/tortoise-orm,2026-03-22 19:10:06.130,59246.0,2.0,,,,,,,,,,,,,,,,,
+86,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 03:01:23.000,2026-04-12 09:17:25.670,2026-04-12 05:36:23,632.0,109.0,405.0,22.0,196.0,,190.0,5229.0,2026-04-12 06:38:15.000,6.0.0,42.0,25.0,37,True,59083.0,59083.0,gdown,conda-forge/gdown,,,3938033.0,https://pypi.org/project/gdown,,,3930548.0,https://anaconda.org/conda-forge/gdown,2026-04-12 09:17:25.670,524002.0,1.0,,,,,,,,,,,,,,,,,
+87,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 02:18:34.000,2026-04-29 19:44:08.000,2026-04-29 19:44:07,1118.0,106.0,393.0,21.0,1054.0,417.0,654.0,4317.0,2026-04-15 03:18:06.000,0.31.1,100.0,189.0,37,True,3534.0,3534.0,pandera,conda-forge/pandera-core,['pandas'],,8511536.0,https://pypi.org/project/pandera,,,8509913.0,https://anaconda.org/conda-forge/pandera-core,2026-04-15 04:30:06.600,107174.0,2.0,,,,,,,,,,,,,,,,,
+88,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,,,2013-01-21 11:05:11.000,2026-04-21 09:42:13.000,2026-04-20 22:39:44,3178.0,11.0,524.0,69.0,343.0,19.0,1361.0,3629.0,,,13.0,144.0,37,False,863967.0,863967.0,psycopg2,psycopg2,,,41174178.0,https://pypi.org/project/psycopg2,,,41170906.0,https://anaconda.org/anaconda/psycopg2,2025-12-19 17:27:30.555,409044.0,2.0,,,,,,,,,,,,,,,,,
+89,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/qlustered/deepdiff,https://github.com/qlustered/deepdiff,qlustered/deepdiff,,2014-09-26 03:21:47.000,2026-04-27 22:45:27.000,2026-03-30 18:30:50,1411.0,63.0,265.0,27.0,231.0,95.0,268.0,2502.0,2026-03-30 06:28:13.000,9.0.0,46.0,105.0,37,False,20917.0,20917.0,deepdiff,conda-forge/deepdiff,,,80320805.0,https://pypi.org/project/deepdiff,,,80308791.0,https://anaconda.org/conda-forge/deepdiff,2026-03-30 11:59:23.589,841028.0,1.0,,,,,,,,,,,,,,,,,
+90,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 14:59:01.000,2026-04-30 09:07:47.000,2026-04-30 05:39:03,1201.0,129.0,150.0,18.0,643.0,88.0,509.0,2383.0,2022-12-08 20:58:15.000,2.3.0,17.0,40.0,37,True,61679.0,61679.0,omegaconf,conda-forge/omegaconf,,,35795137.0,https://pypi.org/project/omegaconf,,,35762150.0,https://anaconda.org/conda-forge/omegaconf,2025-04-22 14:57:19.651,2342121.0,2.0,,,,,,,,,,,,,,,,,
+91,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,,,2015-02-24 14:10:21.000,2026-04-13 23:34:18.000,2026-04-13 23:34:17,2304.0,7.0,180.0,22.0,202.0,78.0,468.0,1456.0,2025-11-16 16:26:14.000,25.7.0,70.0,130.0,37,False,159257.0,159257.0,keyring,conda-forge/keyring,,,200815802.0,https://pypi.org/project/keyring,,,200578159.0,https://anaconda.org/conda-forge/keyring,2025-11-16 19:29:59.624,16397417.0,2.0,,,,,,,,,,,,,,,,,
+92,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,,MIT,2013-07-14 13:57:47.000,2025-05-19 20:20:19.000,2024-07-16 00:40:21,1949.0,,294.0,32.0,251.0,189.0,212.0,1191.0,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,37,False,385710.0,379733.0,future,conda-forge/future,,,70251201.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5977.0,69989519.0,https://anaconda.org/conda-forge/future,2025-04-22 14:56:25.097,17271047.0,2.0,,,,,,,,,,,,,,,,,
+93,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,,BSD-3-Clause,2016-03-16 00:19:32.000,2026-04-29 20:52:50.000,2026-04-29 20:51:56,1099.0,9.0,290.0,16.0,481.0,174.0,367.0,1024.0,2026-04-29 20:52:50.000,2026.4.0,89.0,156.0,37,True,29351.0,27475.0,s3fs,conda-forge/s3fs,,,626820779.0,https://pypi.org/project/s3fs,2026-04-29 20:52:50.000,1876.0,626672658.0,https://anaconda.org/conda-forge/s3fs,2026-03-28 16:41:15.851,10072242.0,2.0,,,,,,,,,,,,,,,,,
+94,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,MIT,2014-02-23 00:29:27.000,2026-04-27 17:16:03.000,2026-04-27 17:16:00,495.0,77.0,127.0,14.0,385.0,,144.0,952.0,2026-04-19 15:39:12.000,3.29.0,73.0,60.0,37,True,716817.0,716817.0,filelock,conda-forge/filelock,,,537410718.0,https://pypi.org/project/filelock,,,536834068.0,https://anaconda.org/conda-forge/filelock,2026-04-19 17:59:01.776,40942164.0,2.0,,,,,,,,,,,,,,,,,
+95,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,,,2016-04-14 07:40:41.000,2026-04-30 10:56:22.000,2026-04-28 18:01:00,1103.0,28.0,936.0,187.0,910.0,127.0,1140.0,472.0,2026-04-02 12:11:15.000,2.14.0,47.0,143.0,37,False,17292.0,17292.0,confluent-kafka,conda-forge/python-confluent-kafka,,,55051397.0,https://pypi.org/project/confluent-kafka,,,55022917.0,https://anaconda.org/conda-forge/python-confluent-kafka,2026-04-03 00:28:13.440,1879731.0,2.0,,,,,,,,,,,,,,,,,
+96,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 23:19:42.000,2026-04-30 11:17:30.968,2026-04-29 19:50:37,743.0,23.0,152.0,18.0,311.0,66.0,42.0,233.0,2026-04-29 22:07:34.000,0.17.0,58.0,47.0,37,True,380149.0,379231.0,s3transfer,conda-forge/s3transfer,,,783572354.0,https://pypi.org/project/s3transfer,2026-04-29 22:07:34.000,918.0,783162212.0,https://anaconda.org/conda-forge/s3transfer,2026-04-30 11:17:30.968,27069400.0,2.0,,,,,,,,,,,,,,,,,
+97,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 15:23:24.000,2026-04-13 08:07:16.000,2026-02-07 11:02:06,655.0,1.0,2693.0,402.0,621.0,378.0,225.0,42233.0,2025-11-22 02:30:19.000,0.25.1,51.0,176.0,36,True,2530.0,2416.0,diagrams,conda-forge/diagrams,,,4637618.0,https://pypi.org/project/diagrams,2025-11-22 02:27:15.000,114.0,4632793.0,https://anaconda.org/conda-forge/diagrams,2025-11-24 15:46:24.848,342602.0,2.0,,,,,,,,,,,,,,,,,
+98,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,,,2017-02-21 21:35:07.000,2026-04-01 09:05:35.000,2025-08-16 21:26:04,355.0,,1463.0,358.0,302.0,129.0,209.0,28186.0,2025-08-16 20:25:34.000,0.7.1,12.0,67.0,36,False,52729.0,52729.0,fire,conda-forge/fire,,,27902936.0,https://pypi.org/project/fire,,,27879179.0,https://anaconda.org/conda-forge/fire,2025-09-12 20:33:44.970,1496724.0,2.0,,,,,,,,,,,,,,,,,
+99,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 11:47:07.000,2026-04-30 13:41:30.000,2026-04-30 13:39:42,18381.0,297.0,8780.0,714.0,7760.0,1873.0,4654.0,21664.0,2026-04-06 13:41:40.000,1.28.0,26.0,729.0,36,True,16.0,16.0,micropython-_markupbase,,,112718.0,1083.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,
+100,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,,Apache-2.0,2018-11-21 23:43:14.000,2026-04-17 15:22:04.000,2026-03-31 15:25:41,771.0,10.0,299.0,37.0,,,,8047.0,2026-03-31 16:16:46.000,3.11.8,150.0,24.0,36,True,221131.0,215225.0,orjson,conda-forge/orjson,,,176706472.0,https://pypi.org/project/orjson,2026-03-31 16:14:30.000,5906.0,176631287.0,https://anaconda.org/conda-forge/orjson,2026-03-31 22:45:36.997,5338188.0,2.0,,,,,,,,,,,,,,,,,
+101,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 23:37:53.000,2026-03-30 08:01:01.000,2026-03-30 08:01:01,903.0,3.0,420.0,66.0,371.0,206.0,368.0,6661.0,2026-01-30 11:20:36.000,3.2.0,57.0,126.0,36,True,41272.0,39690.0,pendulum,conda-forge/pendulum,,4448.0,70864476.0,https://pypi.org/project/pendulum,2026-01-30 11:20:36.000,1582.0,70835212.0,https://anaconda.org/conda-forge/pendulum,2026-01-31 13:51:27.647,2016654.0,2.0,,,,,,,,,,,,,,,,,
+102,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 16:39:43.000,2026-04-17 02:50:27.000,2026-04-17 02:50:15,1115.0,81.0,393.0,84.0,200.0,,693.0,5940.0,2026-04-14 20:08:47.000,3.0.0,74.0,71.0,36,True,2689.0,2547.0,huey,conda-forge/huey,,,14014954.0,https://pypi.org/project/huey,2026-04-14 20:04:16.000,142.0,14007576.0,https://anaconda.org/conda-forge/huey,2026-04-15 01:49:12.640,110670.0,2.0,,,,,,,,,,,,,,,,,
+103,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 13:23:05.000,2026-04-26 08:52:20.000,2026-03-22 21:07:16,2157.0,16.0,332.0,50.0,265.0,202.0,443.0,4857.0,2026-03-22 21:22:07.000,4.49.0,12.0,45.0,36,True,5515.0,5515.0,dependency-injector,conda-forge/dependency_injector,,,6355899.0,https://pypi.org/project/dependency-injector,,,6353639.0,https://anaconda.org/conda-forge/dependency_injector,2025-12-04 22:04:09.846,124324.0,2.0,,,,,,,,,,,,,,,,,
+104,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,,,2013-06-09 22:01:56.000,2026-04-29 12:40:27.000,2026-04-29 12:40:17,656.0,5.0,634.0,87.0,209.0,30.0,357.0,3539.0,2026-01-21 14:31:44.000,release_v3.00,7.0,92.0,36,False,1130049.0,1130049.0,pycparser,conda-forge/pycparser,,,865917550.0,https://pypi.org/project/pycparser,,,864868297.0,https://anaconda.org/conda-forge/pycparser,2025-04-22 14:56:26.647,73447779.0,2.0,,,,,,,,,,,,,,,,,
+105,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,,,2014-03-17 13:03:20.000,2026-04-27 12:45:24.420,2026-04-27 07:43:19,2950.0,56.0,527.0,117.0,679.0,398.0,1595.0,3343.0,2026-04-27 07:44:06.000,0.35.2,151.0,67.0,36,False,34239.0,34239.0,xlwings,conda-forge/xlwings,,13093.0,792199.0,https://pypi.org/project/xlwings,,,766334.0,https://anaconda.org/conda-forge/xlwings,2026-04-27 12:45:24.420,1820198.0,2.0,,,,,,,,,,,,,,,,,
+106,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,,,2014-05-02 15:11:38.000,2026-03-29 07:51:10.000,2026-03-29 07:51:10,3045.0,10.0,545.0,63.0,259.0,52.0,565.0,3223.0,2025-05-17 17:27:28.000,3.23.0x,38.0,162.0,36,False,141531.0,141531.0,pycryptodomex,conda-forge/pycryptodomex,,2627.0,59709149.0,https://pypi.org/project/pycryptodomex,,,59669894.0,https://anaconda.org/conda-forge/pycryptodomex,2025-09-13 06:28:04.340,2707376.0,3.0,,,,,,,,,,,,,,,,,
+107,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 18:56:16.000,2026-03-03 05:40:58.000,2026-03-03 05:40:58,1610.0,13.0,540.0,40.0,714.0,433.0,433.0,2614.0,2024-03-01 18:35:11.000,2.9.0.post0,34.0,133.0,36,True,11585.0,,python-dateutil,conda-forge/python-dateutil,,35763.0,1040247510.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,11585.0,1038593065.0,https://anaconda.org/conda-forge/python-dateutil,2025-06-28 09:49:03.395,94288105.0,2.0,,,,,,,,,,,,,,,,,
+108,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 05:09:06.000,2026-03-03 16:43:52.172,2026-02-12 06:06:31,1118.0,6.0,446.0,51.0,338.0,10.0,333.0,2526.0,2026-02-10 10:59:15.000,2.2.8,44.0,90.0,36,True,210495.0,209411.0,mysqlclient,conda-forge/mysqlclient,,5390.0,23113163.0,https://pypi.org/project/mysqlclient,2026-02-10 10:58:40.000,1084.0,23100554.0,https://anaconda.org/conda-forge/mysqlclient,2026-03-03 16:43:52.172,866883.0,2.0,,,,,,,,,,,,,,,,,
+109,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,,BSD-3-Clause,2013-06-28 16:42:27.000,2026-04-07 23:39:35.000,2026-04-07 23:39:29,1062.0,2.0,188.0,21.0,219.0,198.0,358.0,2440.0,2026-01-19 02:41:18.000,0.4.1,30.0,47.0,36,True,248899.0,244661.0,dill,conda-forge/dill,,294516.0,174100738.0,https://pypi.org/project/dill,2026-01-19 02:36:55.000,4238.0,173837776.0,https://anaconda.org/conda-forge/dill,2026-01-19 23:02:44.504,18269943.0,2.0,,,,,,,,,,,,,,,,,
+110,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,,,2011-02-06 05:47:45.000,2026-04-25 10:26:40.931,2026-04-24 18:06:00,699.0,25.0,345.0,58.0,156.0,14.0,206.0,1710.0,2026-04-24 18:53:16.000,4.1.1,37.0,49.0,36,False,150647.0,150647.0,simplejson,conda-forge/simplejson,,8051.0,68441371.0,https://pypi.org/project/simplejson,,,68371074.0,https://anaconda.org/conda-forge/simplejson,2026-04-25 10:26:40.931,4986487.0,2.0,,,,,,,,,,,,,,,,,
+111,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 20:16:53.000,2026-04-28 19:51:16.000,2026-04-28 19:49:07,2019.0,123.0,295.0,19.0,286.0,24.0,498.0,1093.0,2026-04-26 03:18:21.000,1.12.43,286.0,83.0,36,True,14181.0,13055.0,fastcore,conda-forge/fastcore,,,43203391.0,https://pypi.org/project/fastcore,2026-04-26 03:18:21.000,1126.0,43198382.0,https://anaconda.org/conda-forge/fastcore,2026-04-26 12:59:30.178,260514.0,2.0,,,,,,,,,,,,,,,,,
+112,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 20:45:45.000,2026-03-02 09:34:18.000,2026-03-02 09:34:18,2027.0,5.0,205.0,19.0,632.0,104.0,203.0,651.0,2024-04-19 11:11:54.000,5.14.3,34.0,114.0,36,True,607259.0,607259.0,traitlets,conda-forge/traitlets,,823.0,138439168.0,https://pypi.org/project/traitlets,,,137701163.0,https://anaconda.org/conda-forge/traitlets,2025-04-22 14:56:21.861,49445249.0,2.0,,,,,,,,,,,,,,,,,
+113,Activeloop,activeloopai/Hub,"Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,activeloopai/deeplake,Apache-2.0,2019-08-09 06:17:59.000,2026-02-16 00:37:11.000,2026-02-16 00:16:39,9409.0,48.0,706.0,96.0,2617.0,54.0,430.0,9107.0,2026-02-11 02:06:12.000,4.5.2,100.0,141.0,35,True,3466.0,3466.0,hub,,,692.0,12265.0,https://pypi.org/project/hub,,,12241.0,,,,2.0,,,,,,,,,,,,,,,,,
+114,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,,563.0,156.0,117.0,265.0,188.0,8011.0,2014-06-16 11:18:57.000,0.6.2,11.0,34.0,35,True,150507.0,147140.0,docopt,conda-forge/docopt,,,17534278.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3367.0,17362372.0,https://anaconda.org/conda-forge/docopt,2025-04-22 14:56:22.100,2750498.0,2.0,,,,,,,,,,,,,,,,,
+115,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 20:08:03.000,2026-04-29 19:03:24.000,2026-04-29 19:03:24,2058.0,76.0,3431.0,139.0,1096.0,74.0,1372.0,7555.0,2026-01-16 01:06:57.000,35.0.0,100.0,239.0,35,True,,,kubernetes,conda-forge/kubernetes,,,167482538.0,https://pypi.org/project/kubernetes,,,167471541.0,https://anaconda.org/conda-forge/kubernetes,2025-12-11 01:35:47.118,780802.0,3.0,,,,,,,,,,,,,,,,,
+116,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 09:25:46.000,2026-04-30 09:30:54.000,2026-04-27 14:34:55,8650.0,182.0,604.0,40.0,4130.0,120.0,510.0,5376.0,2026-04-24 13:55:54.000,0.94.3,100.0,129.0,35,True,1438.0,1438.0,zenml,,,,84089.0,https://pypi.org/project/zenml,,,84089.0,,,,2.0,,,,,,,,,,,,,,,,,
+117,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 02:36:50.000,2026-04-06 18:34:40.000,2026-04-06 18:34:38,1228.0,2.0,594.0,128.0,375.0,35.0,237.0,4751.0,2025-10-15 18:21:44.000,3.9.0,50.0,134.0,35,True,132245.0,132036.0,tablib,conda-forge/tablib,,,4518386.0,https://pypi.org/project/tablib,2025-10-15 18:21:44.000,209.0,4513870.0,https://anaconda.org/conda-forge/tablib,2025-10-15 20:08:53.249,289039.0,2.0,,,,,,,,,,,,,,,,,
+118,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,,BSD-3-Clause,2011-02-27 20:00:51.000,2026-04-26 13:27:19.000,2026-04-26 13:27:19,1027.0,16.0,379.0,78.0,353.0,34.0,330.0,4482.0,2026-03-11 22:17:49.000,5.12.0,40.0,95.0,35,True,2768.0,,ujson,conda-forge/ujson,,,68963320.0,https://pypi.org/project/ujson,2026-03-11 22:17:49.000,2768.0,68851038.0,https://anaconda.org/conda-forge/ujson,2026-03-12 03:48:32.815,7859765.0,2.0,,,,,,,,,,,,,,,,,
+119,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,,BSD-2-Clause,2013-01-04 01:07:06.000,2026-03-22 15:38:27.000,2026-03-22 15:35:32,1487.0,1.0,654.0,109.0,153.0,20.0,1006.0,3936.0,,,68.0,58.0,35,True,111752.0,111752.0,xlsxwriter,conda-forge/xlsxwriter,,,75921917.0,https://pypi.org/project/xlsxwriter,,,75856153.0,https://anaconda.org/conda-forge/xlsxwriter,2025-10-12 21:28:27.859,4669270.0,3.0,,,,,,,,,,,,,,,,,
+120,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,,768.0,415.0,579.0,41.0,1302.0,3875.0,2025-04-16 11:55:25.000,8.18.0,19.0,144.0,35,True,12379.0,12379.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,327.0,9531127.0,https://pypi.org/project/elasticsearch-dsl,,,9530986.0,https://anaconda.org/anaconda/elasticsearch-dsl,2025-04-22 15:32:23.871,14123.0,2.0,,,,,,,,,,,,,,,,,
+121,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,,267.0,42.0,164.0,108.0,142.0,3777.0,,,8.0,52.0,35,True,1429024.0,1429024.0,colorama,conda-forge/colorama,,,411910747.0,https://pypi.org/project/colorama,,,410925449.0,https://anaconda.org/conda-forge/colorama,2025-04-22 14:56:22.542,65029672.0,2.0,,,,,,,,,,,,,,,,,
+122,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,,240.0,47.0,274.0,14.0,344.0,3276.0,2025-11-06 18:29:38.000,1.3.8,30.0,67.0,35,True,19064.0,18297.0,cerberus,conda-forge/cerberus,,,8353769.0,https://pypi.org/project/cerberus,2025-11-06 18:29:38.000,767.0,8339004.0,https://anaconda.org/conda-forge/cerberus,2025-04-22 14:56:26.623,767796.0,2.0,,,,,,,,,,,,,,,,,
+123,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,,MIT,2012-04-27 08:51:34.000,2026-04-21 14:12:22.000,2026-04-20 20:43:00,1364.0,22.0,196.0,44.0,430.0,143.0,236.0,3039.0,2025-10-31 05:02:47.000,1.10.0,31.0,120.0,35,True,9776.0,9414.0,plumbum,conda-forge/plumbum,,,4244890.0,https://pypi.org/project/plumbum,2025-10-31 05:02:47.000,362.0,4222160.0,https://anaconda.org/conda-forge/plumbum,2025-10-31 11:51:55.022,1409261.0,3.0,,,,,,,,,,,,,,,,,
+124,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 22:40:33.000,2026-03-03 18:27:52.000,2026-03-03 18:27:52,357.0,1.0,307.0,44.0,138.0,26.0,200.0,2908.0,2022-06-07 20:16:57.000,0.4.27,28.0,66.0,35,True,86987.0,85445.0,python-magic,conda-forge/python-magic,,,27069314.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1542.0,27057673.0,https://anaconda.org/conda-forge/python-magic,2025-04-22 14:56:34.147,768341.0,2.0,,,,,,,,,,,,,,,,,
+125,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 14:08:50.000,2026-02-04 11:27:09.000,2026-02-04 11:26:42,1064.0,4.0,313.0,32.0,413.0,190.0,266.0,2903.0,2026-02-04 11:27:09.000,0.51.1,6.0,119.0,35,True,45663.0,45663.0,pypika,conda-forge/pypika,,,12002045.0,https://pypi.org/project/pypika,,,12000169.0,https://anaconda.org/conda-forge/pypika,2026-02-02 19:08:16.299,101313.0,2.0,,,,,,,,,,,,,,,,,
+126,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,,,2013-09-17 17:36:44.000,2025-04-22 14:56:22.014,2025-04-11 06:56:24,1638.0,,484.0,86.0,323.0,151.0,345.0,2835.0,2023-11-25 05:27:46.000,4.9,12.0,109.0,35,False,517899.0,517899.0,pexpect,conda-forge/pexpect,,4460.0,223725943.0,https://pypi.org/project/pexpect,,,223157561.0,https://anaconda.org/conda-forge/pexpect,2025-04-22 14:56:22.014,37511354.0,2.0,,,,,,,,,,,,,,,,,
+127,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 22:33:48.000,2026-04-27 19:34:35.000,2026-03-02 16:37:39,1086.0,8.0,218.0,55.0,149.0,1.0,403.0,2415.0,2025-10-13 15:38:53.000,2.14.1,25.0,86.0,35,True,99954.0,99954.0,numexpr,conda-forge/numexpr,,3679.0,15002726.0,https://pypi.org/project/numexpr,,,14816936.0,https://anaconda.org/conda-forge/numexpr,2025-12-03 13:04:32.003,13002991.0,2.0,,,,,,,,,,,,,,,,,
+128,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 14:11:13.000,2026-01-31 05:46:07.000,2026-01-31 05:46:04,759.0,1.0,160.0,34.0,139.0,29.0,156.0,2179.0,2023-10-25 21:06:04.000,0.20.0,75.0,77.0,35,True,368117.0,367077.0,pyrsistent,conda-forge/pyrsistent,,,43139593.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1040.0,42820507.0,https://anaconda.org/conda-forge/pyrsistent,2025-10-04 17:03:24.308,22016991.0,1.0,,,,,,,,,,,,,,,,,
+129,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 09:55:10.000,2026-03-01 08:38:52.000,2025-12-18 19:00:01,503.0,,219.0,32.0,283.0,37.0,215.0,1848.0,2025-12-18 19:07:42.000,0.16.0,19.0,103.0,35,True,20883.0,20883.0,voluptuous,conda-forge/voluptuous,,,7202133.0,https://pypi.org/project/voluptuous,,,7189972.0,https://anaconda.org/conda-forge/voluptuous,2025-12-19 01:44:28.729,790496.0,2.0,,,,,,,,,,,,,,,,,
+130,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 15:32:26.000,2026-04-29 16:05:33.000,2026-04-29 16:05:33,944.0,18.0,146.0,20.0,468.0,39.0,148.0,1612.0,,,21.0,59.0,35,True,794422.0,794422.0,pluggy,conda-forge/pluggy,,,814335745.0,https://pypi.org/project/pluggy,,,813590024.0,https://anaconda.org/conda-forge/pluggy,2025-12-05 01:07:44.457,49217639.0,2.0,,,,,,,,,,,,,,,,,
+131,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 19:02:31.000,2026-04-16 05:01:56.000,2026-04-02 16:50:56,6107.0,11.0,576.0,73.0,1210.0,,,1428.0,2026-04-16 05:01:56.000,3.30.0,80.0,213.0,35,True,10829.0,10520.0,cassandra-driver,conda-forge/cassandra-driver,,,8148163.0,https://pypi.org/project/cassandra-driver,2026-04-16 05:01:56.000,309.0,8139700.0,https://anaconda.org/conda-forge/cassandra-driver,2025-10-22 17:10:11.394,575487.0,2.0,,,,,,,,,,,,,,,,,
+132,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 19:44:46.000,2026-04-09 06:02:15.000,2026-04-09 06:02:08,5465.0,52.0,282.0,57.0,551.0,154.0,600.0,1361.0,2026-03-07 11:51:55.000,3.11.1,51.0,144.0,35,True,1835.0,,tables,conda-forge/pytables,,212.0,2625235.0,https://pypi.org/project/tables,2026-03-01 11:42:48.000,1835.0,2453533.0,https://anaconda.org/conda-forge/pytables,2026-03-24 06:52:56.924,11847372.0,2.0,,,,,,,,,,,,,,,,,
+133,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 16:48:22.000,2026-03-30 19:20:07.000,2026-01-30 11:48:58,1467.0,,328.0,28.0,377.0,227.0,246.0,1337.0,2025-12-13 03:14:28.000,0.42.1,217.0,127.0,35,False,42098.0,40997.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,27018051.0,https://pypi.org/project/sqlalchemy-utils,2025-12-13 03:14:15.000,1101.0,27003511.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2025-12-13 08:07:05.024,1032373.0,2.0,,,,,,,,,,,,,,,,,
+134,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 23:21:22.000,2026-04-26 05:06:46.000,2026-04-26 05:06:40,1376.0,40.0,112.0,31.0,274.0,49.0,225.0,1178.0,2025-09-08 16:29:35.000,1.6.0,53.0,41.0,35,True,60132.0,59517.0,Bottleneck,conda-forge/bottleneck,,,8804790.0,https://pypi.org/project/Bottleneck,2025-09-08 16:29:35.000,615.0,8703282.0,https://anaconda.org/conda-forge/bottleneck,2025-11-10 12:18:19.870,6699556.0,2.0,,,,,,,,,,,,,,,,,
+135,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 08:16:32.000,2026-03-14 07:39:52.000,2026-03-14 07:39:46,500.0,3.0,169.0,13.0,260.0,4.0,190.0,1113.0,2025-05-01 05:42:33.000,0.35.0,60.0,64.0,35,True,158610.0,151042.0,validators,conda-forge/validators,,200.0,29104870.0,https://pypi.org/project/validators,2025-05-01 05:42:04.000,7568.0,29084733.0,https://anaconda.org/conda-forge/validators,2025-05-03 10:14:30.474,1389163.0,2.0,,,,,,,,,,,,,,,,,
+136,python-bigquery,googleapis/python-bigquery,This library has moved to https://github.com/googleapis/google-cloud-python/tree/main/packages/google-cloud-bigquery.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,,Apache-2.0,2019-12-10 00:09:04.000,2026-03-31 13:20:14.101,2026-03-06 17:43:50,2075.0,4.0,326.0,48.0,1615.0,,683.0,798.0,2026-03-30 22:48:45.000,3.41.0,186.0,177.0,35,True,1558.0,,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,144327919.0,https://pypi.org/project/google-cloud-bigquery,2026-03-30 22:48:45.000,1558.0,144272962.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2026-03-31 13:20:14.101,3792040.0,2.0,,,,,,,,,,,,,,,,,
+137,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 12:22:30.000,2026-04-10 23:40:04.000,2026-04-10 23:40:04,689.0,9.0,103.0,14.0,42.0,41.0,63.0,389.0,2026-03-03 07:47:43.000,release_2026.1.post1,120.0,23.0,35,True,2499311.0,2483920.0,pytz,conda-forge/pytz,,797.0,487147868.0,https://pypi.org/project/pytz,2026-03-03 07:47:49.000,15391.0,485809252.0,https://anaconda.org/conda-forge/pytz,2026-03-16 16:49:20.612,87008107.0,3.0,,,,,,,,,,,,,,,,,
+138,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 18:28:58.000,2026-04-16 01:36:01.000,2026-04-16 01:35:57,189.0,14.0,1826.0,230.0,3086.0,714.0,2974.0,13705.0,2026-04-07 18:08:06.000,6.0,46.0,19.0,34,False,13637.0,13635.0,pysimplegui,conda-forge/pysimplegui,,,67846.0,https://pypi.org/project/pysimplegui,2026-04-14 16:16:23.000,2.0,64380.0,https://anaconda.org/conda-forge/pysimplegui,2025-04-22 14:57:10.170,242624.0,2.0,,,,,,,,,,,,,,,,,
+139,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 16:21:09.000,2024-04-17 11:08:35.000,2024-04-17 10:22:21,7864.0,,1162.0,327.0,248.0,,469.0,13541.0,2022-08-10 07:02:49.000,1.7.0,21.0,118.0,34,False,1566.0,1566.0,tink,,,1379.0,2825510.0,https://pypi.org/project/tink,,,2824435.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,,,1062.0,,,,,,,,,,,,
+140,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,,911.0,202.0,200.0,146.0,305.0,12246.0,,,6.0,60.0,34,False,58653.0,58653.0,schedule,conda-forge/schedule,,,9853080.0,https://pypi.org/project/schedule,,,9850793.0,https://anaconda.org/conda-forge/schedule,2025-04-22 14:57:18.289,144095.0,3.0,,,,,,,,,,,,,,,,,
+141,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,,MIT,2019-06-12 19:33:15.000,2026-04-29 10:41:01.000,2026-04-29 10:41:01,1952.0,4.0,823.0,130.0,1415.0,307.0,1158.0,10339.0,2023-02-23 18:30:37.000,1.3.2,22.0,125.0,34,True,43073.0,43073.0,hydra,conda-forge/hydra-core,,,37270.0,https://pypi.org/project/hydra,,,12634.0,https://anaconda.org/conda-forge/hydra-core,2025-04-22 14:57:21.850,1601343.0,2.0,,,,,,,,,,,,,,,,,
+142,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,,495.0,125.0,258.0,11.0,487.0,7233.0,2025-02-24 07:16:11.000,2.2.2,16.0,108.0,34,True,18409.0,18409.0,sh,conda-forge/sh,,111.0,16444358.0,https://pypi.org/project/sh,,,16437934.0,https://anaconda.org/conda-forge/sh,2025-04-22 14:56:27.750,423844.0,3.0,,,,,,,,,,,,,,,,,
+143,pandas-gbq,googleapis/python-bigquery-pandas,This library has moved to https://github.com/googleapis/google-cloud-python/tree/main/packages/pandas-gbq.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,,BSD-3-Clause,2017-02-08 13:07:19.000,2026-04-10 00:40:59.000,2026-03-13 20:13:30,524.0,6.0,1663.0,57.0,574.0,,399.0,5264.0,2026-04-10 00:40:59.000,0.35.0,67.0,60.0,34,True,283.0,,pandas-gbq,conda-forge/pandas-gbq,,596.0,33719534.0,https://pypi.org/project/pandas-gbq,2026-04-10 00:40:59.000,283.0,33683339.0,https://anaconda.org/conda-forge/pandas-gbq,2025-05-01 18:48:18.992,2388520.0,3.0,,,,,,,,,,,,,,,,,
+144,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,,270.0,76.0,381.0,122.0,154.0,5139.0,2025-10-17 04:03:20.000,1.1.0,31.0,82.0,34,False,209729.0,208039.0,toolz,conda-forge/toolz,,,58132364.0,https://pypi.org/project/toolz,2025-10-17 04:03:20.000,1690.0,57674227.0,https://anaconda.org/conda-forge/toolz,2025-10-17 13:30:58.070,30695189.0,2.0,,,,,,,,,,,,,,,,,
+145,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 14:57:55.000,2026-04-12 10:06:50.000,2026-04-12 10:06:47,746.0,32.0,297.0,96.0,145.0,21.0,279.0,4862.0,2026-04-12 10:00:01.000,2.0.0,58.0,81.0,34,True,5268.0,5118.0,dataset,conda-forge/dataset,,,1781565.0,https://pypi.org/project/dataset,2026-04-12 09:59:36.000,150.0,1781266.0,https://anaconda.org/conda-forge/dataset,2025-09-17 20:26:50.685,18286.0,3.0,,,,,,,,,,,,,,,,,
+146,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 13:05:52.000,2026-04-13 14:48:33.172,2026-04-13 09:46:31,1184.0,9.0,386.0,43.0,462.0,13.0,407.0,3443.0,2026-04-13 09:48:02.000,7.6.0,74.0,131.0,34,True,694.0,,smart-open,conda-forge/smart_open,,90.0,71657314.0,https://pypi.org/project/smart-open,2026-04-13 09:48:02.000,694.0,71593730.0,https://anaconda.org/conda-forge/smart_open,2026-04-13 14:48:33.172,4387310.0,2.0,,,,,,,,,,,,,,,,,
+147,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 19:22:44.000,2026-04-30 12:52:54.000,2026-04-30 12:48:20,2189.0,138.0,254.0,17.0,1746.0,141.0,522.0,3323.0,2026-04-30 12:55:24.000,9.15.0,88.0,120.0,34,True,2246.0,1898.0,copier,,,,1494375.0,https://pypi.org/project/copier,2026-04-30 12:52:54.000,348.0,1494375.0,,,,2.0,,,,,,,,,,,,,,,,,
+148,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,,162.0,35.0,88.0,51.0,84.0,3245.0,2025-10-09 20:50:23.000,25.1.0,12.0,42.0,34,True,246074.0,246074.0,aiofiles,conda-forge/aiofiles,,,125845803.0,https://pypi.org/project/aiofiles,,,125810008.0,https://anaconda.org/conda-forge/aiofiles,2026-01-01 18:02:19.764,2362486.0,2.0,,,,,,,,,,,,,,,,,
+149,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,,MIT-0,2008-10-03 15:19:37.000,2026-02-15 17:04:47.000,2026-02-15 17:04:45,574.0,7.0,573.0,119.0,262.0,71.0,1053.0,3075.0,2025-10-17 18:10:58.000,5.3.0,66.0,64.0,34,False,75595.0,74077.0,pyodbc,conda-forge/pyodbc,,,40133605.0,https://pypi.org/project/pyodbc,2025-10-17 18:02:58.000,1518.0,40098652.0,https://anaconda.org/conda-forge/pyodbc,2025-10-27 20:06:02.925,2306908.0,3.0,,,,,,,,,,,,,,,,,
+150,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 21:34:44.000,2026-04-29 20:14:26.000,2026-04-27 23:44:47,1903.0,5.0,211.0,83.0,377.0,1.0,,2526.0,2025-05-14 19:00:46.000,3.7.1,58.0,65.0,34,True,129250.0,128496.0,motor,conda-forge/motor,,128.0,8741150.0,https://pypi.org/project/motor,2025-05-14 18:56:31.000,754.0,8739129.0,https://anaconda.org/conda-forge/motor,2025-05-15 13:30:49.535,133376.0,3.0,,,,,,,,,,,,4.0,,,,,
+151,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 16:54:42.000,2026-04-28 17:20:47.000,2026-04-28 17:20:46,1056.0,67.0,295.0,58.0,814.0,214.0,705.0,1751.0,2019-06-19 22:31:20.000,3.7.4,16.0,146.0,34,True,3277.0,,typing,conda-forge/typing,,,5227242.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3277.0,5171154.0,https://anaconda.org/conda-forge/typing,2025-04-22 14:56:21.050,3982258.0,2.0,,,,,,,,,,,,,,,,,
+152,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 01:44:50.000,2026-04-27 11:17:17.000,2026-01-07 16:28:09,289.0,,118.0,30.0,93.0,8.0,77.0,1606.0,2024-02-08 18:32:43.000,8.0.4,48.0,40.0,34,True,119558.0,118092.0,python-slugify,conda-forge/python-slugify,,,71860384.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1466.0,71808511.0,https://anaconda.org/conda-forge/python-slugify,2025-04-22 14:56:28.010,3579282.0,1.0,,,,,,,,,,,,,,,,,
+153,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 03:59:23.000,2026-02-01 23:14:29.000,2026-02-01 23:14:29,1773.0,2.0,168.0,30.0,254.0,28.0,313.0,1316.0,2025-06-02 20:36:40.000,4.1.1,24.0,83.0,34,True,49697.0,49697.0,jsonpickle,conda-forge/jsonpickle,,,19507348.0,https://pypi.org/project/jsonpickle,,,19468868.0,https://anaconda.org/conda-forge/jsonpickle,2025-06-03 14:03:42.627,2308832.0,3.0,,,,,,,,,,,,,,,,,
+154,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 20:44:22.000,2026-03-23 17:46:55.000,2026-03-23 17:46:54,2325.0,12.0,151.0,38.0,481.0,114.0,288.0,1075.0,2026-03-09 13:41:43.000,2.0.9,39.0,94.0,34,True,3866.0,3638.0,intake,conda-forge/intake,,,717185.0,https://pypi.org/project/intake,2026-03-09 13:41:43.000,228.0,704733.0,https://anaconda.org/conda-forge/intake,2026-03-09 16:27:13.233,871676.0,2.0,,,,,,,,,,,,,,,,,
+155,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 03:51:15.000,2026-04-10 17:54:52.000,2026-04-10 17:54:50,1240.0,3.0,370.0,29.0,936.0,4.0,613.0,1049.0,2025-11-27 00:41:15.000,7.2.20,127.0,145.0,34,True,16616.0,15793.0,minio,conda-forge/minio,,,9533185.0,https://pypi.org/project/minio,2025-11-27 00:37:13.000,823.0,9528147.0,https://anaconda.org/conda-forge/minio,2025-11-27 01:42:18.090,342594.0,3.0,,,,,,,,,,,,,,,,,
+156,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,,115.0,25.0,66.0,11.0,103.0,906.0,2020-03-04 18:17:28.000,4.4.2,21.0,32.0,34,True,764379.0,764379.0,decorator,conda-forge/decorator,,,229461746.0,https://pypi.org/project/decorator,,,228695865.0,https://anaconda.org/conda-forge/decorator,2025-04-22 14:56:24.977,45952914.0,2.0,,,,,,,,,,,,,,,,,
+157,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 14:52:32.000,2026-04-28 23:34:24.000,2026-04-28 23:34:23,1665.0,27.0,122.0,14.0,1148.0,23.0,166.0,490.0,2026-01-26 02:42:59.000,6.7.1,151.0,63.0,34,True,2144.0,,multidict,conda-forge/multidict,,2022.0,477551294.0,https://pypi.org/project/multidict,2026-01-26 02:42:59.000,2144.0,477188620.0,https://anaconda.org/conda-forge/multidict,2026-02-20 18:22:52.542,23935398.0,1.0,,,,,,,,,,,,,,,,,
+158,wcwidth,jquast/wcwidth,Python library that measures the width of strings in a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,,,2014-04-05 09:57:11.000,2026-04-30 09:08:48.000,2026-04-30 05:03:04,477.0,11.0,66.0,11.0,146.0,4.0,65.0,454.0,2026-02-06 19:19:39.000,0.6.0,37.0,23.0,34,False,763452.0,761011.0,wcwidth,conda-forge/wcwidth,,,237430401.0,https://pypi.org/project/wcwidth,2026-02-06 19:19:39.000,2441.0,236793668.0,https://anaconda.org/conda-forge/wcwidth,2026-02-09 10:57:54.253,44571343.0,2.0,,,,,,,,,,,,,,,,,
+159,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,,BSD-2-Clause,2016-02-24 22:30:54.000,2026-03-17 06:36:48.022,2020-03-21 18:06:04,970.0,,97.0,31.0,105.0,54.0,71.0,254.0,2019-11-16 17:14:24.000,0.4.8,23.0,16.0,34,False,698597.0,698597.0,pyasn1,conda-forge/pyasn1,,,480038435.0,https://pypi.org/project/pyasn1,,,479374734.0,https://anaconda.org/conda-forge/pyasn1,2026-03-17 06:36:48.022,20574753.0,3.0,,,,,,,,,,,,,,,,,
+160,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 22:32:08.000,2026-03-13 20:58:07.000,2026-03-13 20:58:07,1025.0,51.0,4711.0,615.0,806.0,1.0,183.0,25433.0,2026-02-18 00:50:03.000,1.0.1,7.0,217.0,33,True,147.0,142.0,algorithms,conda-forge/algorithms,,,3759.0,https://pypi.org/project/algorithms,2026-02-18 00:50:03.000,5.0,3684.0,https://anaconda.org/conda-forge/algorithms,2025-04-22 14:57:51.136,4531.0,1.0,,,,,,,,,,,,,,,,,
+161,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 21:35:05.000,2026-02-10 20:52:42.000,2026-02-10 20:52:42,3091.0,1.0,667.0,109.0,3342.0,703.0,3661.0,10383.0,2025-10-02 19:20:27.000,0.37.1,112.0,144.0,33,True,2375.0,2309.0,modin,conda-forge/modin-core,['pandas'],201259.0,1849976.0,https://pypi.org/project/modin,2025-10-02 19:20:27.000,66.0,1831657.0,https://anaconda.org/conda-forge/modin-core,2025-04-22 14:57:57.663,920838.0,2.0,,,,,,,,,,,,,,,,,
+162,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,,BSD-3-Clause,2013-02-20 06:17:12.000,2026-03-06 22:18:37.000,2026-03-06 22:18:37,1611.0,5.0,392.0,133.0,228.0,71.0,121.0,6880.0,2025-02-05 05:43:37.000,25.0.0,56.0,100.0,33,True,12091.0,11709.0,boltons,conda-forge/boltons,,53.0,17503651.0,https://pypi.org/project/boltons,2025-02-03 05:57:56.000,382.0,17309997.0,https://anaconda.org/conda-forge/boltons,2025-06-11 23:59:06.073,13555795.0,2.0,,,,,,,,,,,,,,,,,
+163,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,,MIT,2011-04-01 03:00:30.000,2026-04-26 18:13:38.136,2026-03-26 23:53:32,2064.0,10.0,674.0,127.0,385.0,34.0,914.0,6368.0,2025-12-15 18:52:58.000,2.2.0,45.0,113.0,33,True,2071.0,2022.0,csvkit,conda-forge/csvkit,,,342386.0,https://pypi.org/project/csvkit,2025-12-15 18:52:58.000,49.0,337546.0,https://anaconda.org/conda-forge/csvkit,2026-04-26 18:13:38.136,285588.0,2.0,,,,,,,,,,,,,,,,,
+164,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 19:37:45.000,2026-04-30 13:20:04.000,2026-04-26 18:40:41,4407.0,96.0,485.0,36.0,703.0,162.0,761.0,4970.0,2026-03-12 10:55:41.000,3.7,100.0,192.0,33,True,221.0,221.0,pyinfra,,,,307939.0,https://pypi.org/project/pyinfra,,,307939.0,,,,3.0,,,,,,,,,,,,,,,,,
+165,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 20:36:59.000,2026-04-28 10:44:36.000,2026-04-27 20:43:07,598.0,10.0,672.0,88.0,296.0,123.0,152.0,4541.0,2026-04-27 21:10:13.000,2.0.0,19.0,47.0,33,True,4983.0,4891.0,textract,conda-forge/textract,,,388764.0,https://pypi.org/project/textract,2026-04-27 20:50:08.000,92.0,386730.0,https://anaconda.org/conda-forge/textract,2026-04-28 04:31:21.446,120039.0,2.0,,,,,,,,,,,,6.0,,,,,
+166,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 13:08:38.000,2026-04-29 14:30:17.000,2026-04-29 14:30:14,2247.0,38.0,147.0,42.0,1952.0,67.0,368.0,4273.0,2026-04-14 07:15:42.000,0.27.0,30.0,65.0,33,True,1017.0,1017.0,returns,conda-forge/returns,,,1140218.0,https://pypi.org/project/returns,,,1139160.0,https://anaconda.org/conda-forge/returns,2026-04-14 14:28:45.341,62463.0,2.0,,,,,,,,,,,,,,,,,
+167,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,,225.0,34.0,56.0,35.0,167.0,3934.0,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,33,False,1257.0,,sortedcontainers,conda-forge/sortedcontainers,,,214118126.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1257.0,213757368.0,https://anaconda.org/conda-forge/sortedcontainers,2025-04-22 14:56:25.064,25253114.0,2.0,,,,,,,,,,,,,,,,,
+168,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,,,2018-05-11 15:56:50.000,2026-04-27 14:15:03.059,2026-04-24 19:36:41,2215.0,92.0,416.0,42.0,1235.0,149.0,1431.0,3477.0,2026-04-24 19:41:57.000,1.36.1,216.0,50.0,33,False,976.0,889.0,sdv,conda-forge/sdv,,,138473.0,https://pypi.org/project/sdv,2026-04-24 19:41:57.000,87.0,136859.0,https://anaconda.org/conda-forge/sdv,2026-04-27 14:15:03.059,83974.0,2.0,,,,,,,,,,,,,,,,,
+169,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 01:21:46.000,2026-04-18 23:33:55.000,2026-04-18 23:33:25,286.0,10.0,313.0,46.0,140.0,51.0,126.0,2912.0,2026-04-17 23:05:30.000,1.10.0,36.0,36.0,33,True,2453.0,2453.0,datasketch,,,40.0,6634379.0,https://pypi.org/project/datasketch,,,6634379.0,,,,2.0,,,,,,,,,,,,,,,,,
+170,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 21:14:39.000,2026-04-30 12:09:47.000,2026-04-28 15:56:20,772.0,203.0,86.0,13.0,551.0,1.0,5.0,2422.0,2026-02-21 16:35:55.000,0.0.17,20.0,23.0,33,True,8215.0,7935.0,asyncer,conda-forge/asyncer,,,6577924.0,https://pypi.org/project/asyncer,2026-02-21 16:35:55.000,280.0,6577252.0,https://anaconda.org/conda-forge/asyncer,2026-02-21 19:29:00.892,34285.0,3.0,,,,,,,,,,,,,,,,,
+171,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,,437.0,93.0,165.0,3.0,,2207.0,2025-06-14 08:46:37.000,2.0.2,25.0,52.0,33,True,255699.0,252190.0,xlrd,conda-forge/xlrd,,,65645311.0,https://pypi.org/project/xlrd,2025-06-14 08:46:37.000,3509.0,65568837.0,https://anaconda.org/conda-forge/xlrd,2025-08-26 01:03:05.873,5276715.0,2.0,,,,,,,,,,,,,,,,,
+172,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 15:37:34.000,2026-04-02 04:22:04.000,2026-04-02 04:20:48,843.0,1.0,140.0,30.0,244.0,68.0,235.0,1562.0,2025-10-20 03:33:12.000,3.6.3,58.0,83.0,33,True,72677.0,72677.0,argcomplete,conda-forge/argcomplete,,1436.0,73647183.0,https://pypi.org/project/argcomplete,,,73599227.0,https://anaconda.org/conda-forge/argcomplete,2025-10-20 15:44:32.465,3308174.0,2.0,,,,,,,,,,,,,,,,,
+173,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 00:27:02.000,2026-03-11 12:48:53.106,2026-03-11 02:16:19,424.0,14.0,118.0,15.0,137.0,1.0,214.0,759.0,2026-03-11 02:21:05.000,1.7.5,26.0,56.0,33,True,25039.0,25039.0,configargparse,conda-forge/configargparse,,,20759768.0,https://pypi.org/project/configargparse,,,20730313.0,https://anaconda.org/conda-forge/configargparse,2026-03-11 12:48:53.106,1826252.0,2.0,,,,,,,,,,,,,,,,,
+174,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,,143.0,23.0,106.0,52.0,149.0,359.0,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,False,126658.0,126058.0,asn1crypto,conda-forge/asn1crypto,,,148720379.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,600.0,148579117.0,https://anaconda.org/conda-forge/asn1crypto,2025-04-22 14:56:37.840,9747088.0,3.0,,,,,,,,,,,,,,,,,
+175,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 22:12:08.000,2026-03-17 12:10:47.000,2026-03-17 12:10:47,2812.0,3.0,771.0,148.0,856.0,611.0,580.0,10430.0,2025-08-27 15:26:41.000,3.0.52,40.0,242.0,32,True,,,prompt_toolkit,conda-forge/prompt-toolkit,,,193518296.0,https://pypi.org/project/prompt_toolkit,,,192892175.0,https://anaconda.org/conda-forge/prompt-toolkit,2025-08-27 19:12:04.639,42576242.0,3.0,,,,,,,,,,,,,,,,,
+176,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 23:31:13.000,2026-04-14 02:38:51.000,2026-01-17 21:42:58,728.0,,599.0,103.0,188.0,10.0,321.0,7500.0,2024-10-12 15:24:03.000,4.8.2,70.0,95.0,32,True,16796.0,16105.0,tinydb,conda-forge/tinydb,,,3090499.0,https://pypi.org/project/tinydb,2024-10-12 15:23:59.000,691.0,3077379.0,https://anaconda.org/conda-forge/tinydb,2025-04-22 14:56:24.330,865927.0,2.0,,,,,,,,,,,,,,,,,
+177,CocoIndex,cocoindex-io/cocoindex,Incremental engine for long horizon agents 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 23:03:09.000,2026-04-29 06:57:50.000,2026-04-29 06:57:48,1721.0,280.0,512.0,41.0,1588.0,61.0,256.0,7181.0,2026-04-29 06:29:18.000,1.0.2,214.0,65.0,32,True,55.0,47.0,cocoindex,,,,37177.0,https://pypi.org/project/cocoindex,2026-04-29 06:39:19.000,8.0,37177.0,,,,2.0,,,,,,,,,,,,,,,,,
+178,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,,553.0,100.0,219.0,12.0,478.0,6500.0,2025-07-02 10:41:09.000,0.9.3,33.0,82.0,32,True,4304.0,4304.0,transitions,conda-forge/transitions,,,2761119.0,https://pypi.org/project/transitions,,,2748702.0,https://anaconda.org/conda-forge/transitions,2025-07-02 16:00:07.332,869208.0,3.0,,,,,,,,,,,,,,,,,
+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,,367.0,182.0,945.0,252.0,502.0,3195.0,2016-07-19 20:40:03.000,0.11.0,14.0,69.0,32,False,9398.0,9398.0,blaze,conda-forge/blaze,,,76157.0,https://pypi.org/project/blaze,,,72744.0,https://anaconda.org/conda-forge/blaze,2025-04-22 14:56:39.802,355042.0,2.0,,,,,,,,,,,,,,,,,
+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,,680.0,140.0,465.0,147.0,411.0,3193.0,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,31514.0,31240.0,pandas-datareader,conda-forge/pandas-datareader,,,801683.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,274.0,791419.0,https://anaconda.org/conda-forge/pandas-datareader,2025-04-22 14:56:34.786,626163.0,3.0,,,,,,,,,,,,,,,,,
+181,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,,214.0,32.0,82.0,12.0,91.0,3032.0,2023-03-01 19:38:11.000,3.8,8.0,36.0,32,False,170766.0,170766.0,python-decouple,conda-forge/python-decouple,,20.0,9204605.0,https://pypi.org/project/python-decouple,,,9202462.0,https://anaconda.org/conda-forge/python-decouple,2025-04-22 14:56:41.760,145732.0,3.0,,,,,,,,,,,,,,,,,
+182,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,,MIT,2012-08-19 18:56:20.000,2026-03-04 20:33:24.000,2026-03-04 20:33:24,472.0,2.0,216.0,49.0,169.0,83.0,93.0,2944.0,2024-03-26 14:38:51.000,0.7.6,12.0,73.0,32,True,16365.0,16365.0,schema,conda-forge/schema,,,27208342.0,https://pypi.org/project/schema,,,27199353.0,https://anaconda.org/conda-forge/schema,2025-04-22 14:57:08.955,620279.0,2.0,,,,,,,,,,,,,,,,,
+183,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 06:55:25.000,2026-03-24 07:10:55.000,2021-01-05 07:16:38,229.0,,132.0,51.0,75.0,22.0,64.0,2549.0,2020-11-21 16:21:29.000,2.4.0,31.0,34.0,32,False,17586.0,17135.0,addict,conda-forge/addict,,27.0,7178885.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,451.0,7165410.0,https://anaconda.org/conda-forge/addict,2025-12-02 13:18:06.785,902849.0,2.0,,,,,,,,,,,,,,,,,
+184,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,,,2014-08-18 02:55:59.000,2025-09-21 16:23:07.951,2025-09-21 10:12:53,600.0,,283.0,23.0,146.0,19.0,160.0,2028.0,2025-09-21 12:12:16.000,2.15.0,42.0,70.0,32,False,91970.0,91970.0,emoji,conda-forge/emoji,,,18289842.0,https://pypi.org/project/emoji,,,18286357.0,https://anaconda.org/conda-forge/emoji,2025-09-21 16:23:07.951,237035.0,2.0,,,,,,,,,,,,,,,,,
+185,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,,149.0,22.0,184.0,,80.0,1705.0,2025-12-20 20:16:11.000,4.15.0,57.0,63.0,32,False,1712.0,,humanize,conda-forge/humanize,,,52600245.0,https://pypi.org/project/humanize,2025-12-20 20:16:11.000,1712.0,52581742.0,https://anaconda.org/conda-forge/humanize,2025-12-20 21:56:40.135,1295213.0,2.0,,,,,,,,,,,,,,,,,
+186,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 14:00:27.000,2026-04-11 15:26:18.000,2026-04-11 15:25:17,777.0,15.0,65.0,12.0,288.0,,63.0,1578.0,2024-02-18 19:11:22.000,0.23.1,43.0,24.0,32,True,44587.0,44104.0,bidict,conda-forge/bidict,,146.0,23801909.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,483.0,23790873.0,https://anaconda.org/conda-forge/bidict,2025-04-22 14:56:27.833,761460.0,2.0,,,,,,,,,,,,,,,,,
+187,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 03:51:03.000,2026-03-10 21:30:53.363,2026-03-09 20:50:47,1080.0,19.0,316.0,65.0,418.0,109.0,375.0,1535.0,2026-03-10 14:18:02.000,0.24.0,19.0,87.0,32,True,255.0,244.0,mleap,conda-forge/mleap,,,2812829.0,https://pypi.org/project/mleap,2026-03-10 14:18:02.000,11.0,2811271.0,https://anaconda.org/conda-forge/mleap,2026-03-10 21:30:53.363,110666.0,2.0,,,,,,,,,,,,,,,,,
+188,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 09:25:51.000,2026-02-01 18:52:30.000,2025-11-28 18:08:48,805.0,,173.0,16.0,754.0,63.0,277.0,1429.0,2024-09-25 13:20:25.000,0.12.3,45.0,51.0,32,True,5006.0,4859.0,aiocache,,,81.0,6898762.0,https://pypi.org/project/aiocache,2024-09-25 13:20:22.000,147.0,6898762.0,,,,2.0,,,,,,,,,,,,,,,,,
+189,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 16:01:42.000,2026-04-06 21:45:41.000,2026-03-30 11:38:40,596.0,1.0,87.0,24.0,411.0,35.0,80.0,1345.0,2023-10-30 18:54:14.000,2.1.0,28.0,38.0,32,True,29202.0,29202.0,cleo,conda-forge/cleo,,,71790646.0,https://pypi.org/project/cleo,,,71689445.0,https://anaconda.org/conda-forge/cleo,2025-04-22 14:56:53.740,6679271.0,3.0,,,,,,,,,,,,,,,,,
+190,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,,202.0,48.0,229.0,89.0,380.0,1311.0,2025-07-10 20:47:12.000,1.7.17,92.0,67.0,32,True,4307.0,4259.0,petl,conda-forge/petl,,,996394.0,https://pypi.org/project/petl,2025-07-10 20:47:12.000,48.0,989914.0,https://anaconda.org/conda-forge/petl,2025-07-11 11:24:27.947,453612.0,2.0,,,,,,,,,,,,,,http://petl.readthedocs.org,,,
+191,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,,MIT,2014-06-11 21:14:05.000,2025-08-27 14:29:08.000,2025-08-27 14:29:08,447.0,,193.0,28.0,108.0,64.0,145.0,1286.0,2021-01-11 13:28:44.000,0.4.0,28.0,27.0,32,True,10105.0,9755.0,sshtunnel,conda-forge/sshtunnel,,,29607747.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,350.0,29601659.0,https://anaconda.org/conda-forge/sshtunnel,2025-04-22 14:56:28.186,401852.0,3.0,,,,,,,,,,,,,,,,,
+192,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 16:14:08.000,2026-04-29 12:57:56.000,2026-04-29 12:57:55,1004.0,44.0,111.0,12.0,348.0,44.0,126.0,1259.0,2026-04-23 10:48:39.000,10.2.0,44.0,28.0,32,True,13629.0,12982.0,mss,conda-forge/python-mss,,,2423062.0,https://pypi.org/project/mss,2026-04-23 10:44:56.000,647.0,2421724.0,https://anaconda.org/conda-forge/python-mss,2026-04-23 15:39:13.473,93682.0,3.0,,,,,,,,,,,,,,,,,
+193,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 09:42:38.000,2026-04-25 08:14:24.819,2025-04-08 21:01:34,527.0,,136.0,21.0,80.0,35.0,165.0,1083.0,2025-04-08 21:06:29.000,2.13.0,37.0,30.0,32,True,24278.0,23695.0,anytree,conda-forge/anytree,,,6064565.0,https://pypi.org/project/anytree,2025-04-08 21:06:29.000,583.0,6060761.0,https://anaconda.org/conda-forge/anytree,2026-04-25 08:14:24.819,79885.0,2.0,,,,,,,,,,,,,,,,,
+194,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,,97.0,61.0,94.0,30.0,60.0,1077.0,2020-05-11 08:18:45.000,1.4.4,4.0,34.0,32,False,335893.0,335893.0,appdirs,conda-forge/appdirs,,,39342580.0,https://pypi.org/project/appdirs,,,39100878.0,https://anaconda.org/conda-forge/appdirs,2025-04-22 14:56:20.880,15952368.0,3.0,,,,,,,,,,,,,,,,,
+195,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 11:51:08.000,2026-04-30 10:26:12.000,2026-04-23 13:34:34,1004.0,24.0,82.0,17.0,625.0,155.0,352.0,515.0,2026-04-02 07:29:25.000,2.3.3,35.0,44.0,32,True,17935.0,17935.0,param,conda-forge/param,,10.0,2209436.0,https://pypi.org/project/param,,,2170111.0,https://anaconda.org/conda-forge/param,2026-04-09 07:52:32.557,2595473.0,2.0,,,,,,,,,,,,,,,,,
+196,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 22:13:14.000,2026-02-12 23:08:17.723,2026-01-27 06:57:55,196.0,,49.0,6.0,39.0,35.0,34.0,308.0,2026-01-14 06:27:35.000,2.1.0,22.0,20.0,32,True,320638.0,319927.0,send2trash,conda-forge/send2trash,,,47147537.0,https://pypi.org/project/send2trash,2026-01-14 06:27:35.000,711.0,46788635.0,https://anaconda.org/conda-forge/send2trash,2026-02-12 23:08:17.723,20816321.0,3.0,,,,,,,,,,,,,,,,,
+197,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 09:44:42.000,2026-04-01 03:56:14.000,2026-02-05 19:25:06,3727.0,15.0,596.0,136.0,1003.0,448.0,784.0,8503.0,2018-03-29 14:50:46.000,aexpaper_1,32.0,76.0,31,True,1021.0,1021.0,vaex,conda-forge/vaex,,335.0,25539.0,https://pypi.org/project/vaex,,,21238.0,https://anaconda.org/conda-forge/vaex,2025-04-22 14:56:28.679,490161.0,3.0,,,,,,,,,,,,,,,,,
+198,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 21:44:10.000,2026-04-29 04:52:27.000,2026-04-29 04:52:27,10809.0,154.0,795.0,86.0,2712.0,274.0,1011.0,5341.0,2025-12-03 06:49:43.000,0.5.3,19.0,337.0,31,True,3.0,3.0,toga,,,9967.0,15918.0,https://pypi.org/project/toga,,,15621.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,,,60.0,,,,,,,,,,,,
+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,,255.0,82.0,93.0,360.0,339.0,3826.0,2024-08-27 12:33:41.000,0.7.19,54.0,33.0,31,True,4760.0,4589.0,pony,conda-forge/pony,,243.0,265558.0,https://pypi.org/project/pony,2024-08-27 12:29:28.000,171.0,262014.0,https://anaconda.org/conda-forge/pony,2025-04-22 14:56:31.117,230351.0,3.0,,,,,,,,,,,,,,,,,
+200,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 00:44:57.000,2026-04-19 01:47:04.000,2026-02-14 02:44:27,1005.0,2.0,151.0,63.0,81.0,13.0,77.0,3500.0,2018-06-30 04:16:20.000,1.10.3,51.0,34.0,31,True,16036.0,15650.0,funcy,conda-forge/funcy,,,6159247.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,386.0,6146004.0,https://anaconda.org/conda-forge/funcy,2025-04-22 14:56:31.417,887330.0,3.0,,,,,,,,,,,,,,,,,
+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,,363.0,312.0,1630.0,99.0,491.0,3373.0,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,False,393.0,393.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1025.0,1464985.0,https://pypi.org/project/koalas,,,1459387.0,https://anaconda.org/conda-forge/koalas,2025-04-22 14:57:05.444,463716.0,3.0,,,,,,,,,,,,,,,,,
+202,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 18:24:42.000,2026-04-16 10:43:57.000,2026-04-16 10:39:58,413.0,2.0,203.0,31.0,276.0,85.0,162.0,2903.0,2026-04-16 10:59:36.000,0.28.0,62.0,67.0,31,True,1176.0,1176.0,arq,conda-forge/arq,,,2317285.0,https://pypi.org/project/arq,,,2316896.0,https://anaconda.org/conda-forge/arq,2025-04-22 14:57:50.444,23383.0,2.0,,,,,,,,,,,,,,,,,
+203,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,,MIT,2014-01-20 02:18:35.000,2026-04-24 10:54:08.000,2026-04-24 10:54:07,850.0,1.0,432.0,36.0,664.0,317.0,385.0,2648.0,2025-06-02 17:32:57.000,6.1.0,96.0,115.0,31,True,2093.0,2007.0,pynamodb,conda-forge/pynamodb,,,5297003.0,https://pypi.org/project/pynamodb,2025-06-02 17:32:57.000,86.0,5248852.0,https://anaconda.org/conda-forge/pynamodb,2025-06-02 20:29:30.739,3274307.0,3.0,,,,,,,,,,,,,,,,,
+204,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,,2010-11-02 20:58:18.000,2025-12-11 00:04:38.000,2025-12-11 00:03:58,798.0,,225.0,41.0,135.0,161.0,279.0,1288.0,,,16.0,43.0,31,False,55078.0,55078.0,py4j,conda-forge/py4j,,,110447177.0,https://pypi.org/project/py4j,,,110200997.0,https://anaconda.org/conda-forge/py4j,2025-04-22 14:56:26.456,13293730.0,3.0,,,,,,,,,,,,,,,,,
+205,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 19:55:46.000,2026-04-27 15:57:04.000,2026-04-27 15:55:46,562.0,4.0,139.0,19.0,78.0,26.0,114.0,1100.0,2026-04-27 16:09:49.000,2.3.1,10.0,33.0,31,True,4226.0,4226.0,pyahocorasick,conda-forge/pyahocorasick,,846.0,4754035.0,https://pypi.org/project/pyahocorasick,,,4746404.0,https://anaconda.org/conda-forge/pyahocorasick,2025-12-18 09:03:44.961,502313.0,2.0,,,,,,,,,,,,,,,,,
+206,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,,,2010-06-20 13:43:13.000,2026-04-13 23:35:18.000,2026-04-13 23:35:17,1147.0,7.0,106.0,21.0,105.0,39.0,94.0,1073.0,2024-12-28 17:11:25.000,7.5.0,29.0,60.0,31,False,35833.0,35833.0,inflect,conda-forge/inflect,,,25480521.0,https://pypi.org/project/inflect,,,25469951.0,https://anaconda.org/conda-forge/inflect,2025-04-22 14:56:34.231,739941.0,2.0,,,,,,,,,,,,,,,,,
+207,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 02:58:47.000,2026-02-12 14:08:15.931,2025-08-01 15:18:58,1059.0,,59.0,14.0,79.0,3.0,97.0,1011.0,2023-06-20 04:19:05.975,8.4.0,59.0,24.0,31,True,49354.0,47893.0,natsort,conda-forge/natsort,,,29482314.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1461.0,29441422.0,https://anaconda.org/conda-forge/natsort,2026-02-12 14:08:15.931,2657988.0,3.0,,,,,,,,,,,,,,,,,
+208,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 17:54:08.000,2026-04-27 20:01:00.000,2026-04-27 20:01:00,700.0,22.0,315.0,32.0,401.0,20.0,135.0,698.0,2025-11-18 10:25:15.000,3.11.0,6.0,76.0,31,True,3925.0,3925.0,pysolr,conda-forge/pysolr,,,361153.0,https://pypi.org/project/pysolr,,,356536.0,https://anaconda.org/conda-forge/pysolr,2025-11-18 13:40:33.893,87737.0,3.0,,,,,,,,,,,,,,,,,
+209,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,,64.0,5.0,84.0,1.0,89.0,218.0,2025-03-05 21:17:39.000,5.3.1,49.0,31.0,31,True,221324.0,219443.0,tzlocal,conda-forge/tzlocal,,,165030350.0,https://pypi.org/project/tzlocal,2025-03-05 21:17:39.000,1881.0,164935699.0,https://anaconda.org/conda-forge/tzlocal,2025-08-26 16:54:21.657,5300462.0,3.0,,,,,,,,,,,,,,,,,
+210,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,,62.0,8.0,50.0,24.0,27.0,174.0,,,5.0,24.0,31,False,123919.0,123919.0,isodate,conda-forge/isodate,,,198998041.0,https://pypi.org/project/isodate,,,198823923.0,https://anaconda.org/conda-forge/isodate,2025-04-22 14:56:20.901,9054152.0,3.0,,,,,,,,,,,,,,,,,
+211,zipp,jaraco/zipp,A pathlib-compatible Zipfile object wrapper.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,,,2018-11-15 21:24:48.000,2026-04-14 01:51:16.387,2026-04-13 23:25:31,908.0,8.0,61.0,2.0,59.0,6.0,87.0,67.0,2026-04-13 23:21:50.000,3.23.1,50.0,33.0,31,False,897393.0,897393.0,zipp,conda-forge/zipp,,,518776585.0,https://pypi.org/project/zipp,,,517667680.0,https://anaconda.org/conda-forge/zipp,2026-04-14 01:51:16.387,74296679.0,3.0,,,,,,,,,,,,,,,,,
+212,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 21:06:05.000,2026-03-26 17:49:53.950,2026-03-12 04:32:43,745.0,2.0,1029.0,282.0,311.0,168.0,473.0,21913.0,2021-12-15 16:29:29.533,0.8.7,58.0,105.0,30,True,1190.0,1085.0,gooey,conda-forge/gooey,,961.0,9498.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,105.0,7513.0,https://anaconda.org/conda-forge/gooey,2026-03-26 17:49:53.950,138161.0,3.0,,,,,,,,,,,,,,,,,
+213,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,,ISC,2014-12-24 15:20:23.000,2026-02-09 03:57:09.000,2026-02-09 03:57:09,378.0,6.0,562.0,180.0,97.0,41.0,92.0,7223.0,2024-03-29 23:53:56.000,0.6.0,4.0,52.0,30,True,1294.0,1294.0,records,conda-forge/records,,,306391.0,https://pypi.org/project/records,,,304946.0,https://anaconda.org/conda-forge/records,2025-04-22 14:56:35.319,85311.0,3.0,,,,,,,,,,,,,,,,,
+214,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 05:52:45.000,2026-04-10 17:37:34.000,2026-04-10 17:37:33,2694.0,1.0,858.0,161.0,746.0,17.0,964.0,5957.0,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,30,True,692.0,672.0,snorkel,conda-forge/snorkel,,1278.0,83218.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,20.0,82046.0,https://anaconda.org/conda-forge/snorkel,2025-04-22 14:57:07.929,70844.0,3.0,,,,,,,,,,,,,,,,,
+215,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,,1127.0,216.0,90.0,243.0,43.0,5296.0,,,41.0,28.0,30,False,11213.0,11047.0,pdfminer,conda-forge/pdfminer,,,196471.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,166.0,195821.0,https://anaconda.org/conda-forge/pdfminer,2025-04-22 14:56:26.384,75403.0,3.0,,,,,,,,,,,,,,,,,
+216,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 22:47:25.000,2026-04-24 21:10:21.000,2026-04-24 21:10:21,626.0,8.0,845.0,66.0,509.0,104.0,474.0,4310.0,2026-04-09 19:54:38.000,0.25.0,51.0,177.0,30,True,,,prometheus_client,conda-forge/prometheus_client,,,154288570.0,https://pypi.org/project/prometheus_client,,,153942974.0,https://anaconda.org/conda-forge/prometheus_client,2026-04-09 22:05:24.117,24537382.0,3.0,,,,,,,,,,,,,,,,,
+217,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,,264.0,62.0,97.0,17.0,285.0,4276.0,2023-10-25 15:29:54.000,1.15.0,11.0,45.0,30,True,1165.0,1165.0,asciimatics,conda-forge/asciimatics,,,98235.0,https://pypi.org/project/asciimatics,,,94359.0,https://anaconda.org/conda-forge/asciimatics,2025-04-22 14:56:50.205,255851.0,3.0,,,,,,,,,,,,,,,,,
+218,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 18:35:21.000,2026-04-02 17:05:58.000,2026-04-02 17:05:58,8623.0,1.0,562.0,100.0,924.0,207.0,1093.0,2616.0,,,13.0,146.0,30,True,1710.0,1710.0,mrjob,conda-forge/mrjob,,,84017.0,https://pypi.org/project/mrjob,,,72790.0,https://anaconda.org/conda-forge/mrjob,2025-04-22 14:56:27.508,774671.0,3.0,,,,,,,,,,,,,,,,,
+219,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,,72.0,21.0,117.0,119.0,82.0,2147.0,2025-12-29 06:29:06.000,25.12.0,28.0,23.0,30,True,3508.0,3257.0,glom,conda-forge/glom,,,15333001.0,https://pypi.org/project/glom,2025-12-29 06:29:06.000,251.0,15332079.0,https://anaconda.org/conda-forge/glom,2025-12-29 17:31:58.501,62727.0,3.0,,,,,,,,,,,,,,,,,
+220,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 20:53:26.000,2026-04-28 17:08:03.000,2026-04-28 17:08:03,1960.0,21.0,103.0,16.0,610.0,40.0,507.0,1896.0,2026-03-06 17:13:04.000,1.33.0,292.0,53.0,30,True,545.0,528.0,piccolo,,,,236244.0,https://pypi.org/project/piccolo,2026-03-06 17:13:04.000,17.0,236244.0,,,,3.0,,,,,,,,,,,,,,,,,
+221,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 02:59:29.000,2026-04-13 23:34:27.000,2026-04-13 23:34:25,1439.0,7.0,147.0,32.0,96.0,4.0,144.0,1125.0,2025-07-27 20:40:28.000,17.1.1,30.0,57.0,30,False,17347.0,17347.0,path,conda-forge/path,,,1601312.0,https://pypi.org/project/path,,,1585359.0,https://anaconda.org/conda-forge/path,2025-08-03 11:18:26.016,1132704.0,3.0,,,,,,,,,,,,,,,,,
+222,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,,317.0,49.0,211.0,31.0,269.0,1093.0,2021-05-30 09:23:19.000,2.1.3,19.0,73.0,30,False,2571.0,2439.0,redis-py-cluster,,,4992.0,4471983.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,132.0,4471947.0,,,,3.0,,,,,,,,,,,,,,,,,
+223,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,,79.0,14.0,311.0,40.0,27.0,706.0,2024-10-25 15:49:17.000,2.0.1,19.0,25.0,30,False,58799.0,57235.0,cached-property,conda-forge/cached-property,,,24428056.0,https://pypi.org/project/cached-property,2024-10-25 15:43:54.000,1564.0,24237177.0,https://anaconda.org/conda-forge/cached-property,2025-04-22 14:56:32.836,20805847.0,2.0,,,,,,,,,,,,,,,,,
+224,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,,50.0,27.0,57.0,10.0,38.0,229.0,,,10.0,21.0,30,False,32407.0,32407.0,ordered-set,conda-forge/ordered-set,,,39216043.0,https://pypi.org/project/ordered-set,,,39202514.0,https://anaconda.org/conda-forge/ordered-set,2025-04-22 14:56:22.596,947057.0,3.0,,,,,,,,,,,,,,,,,
+225,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,,535.0,136.0,295.0,277.0,245.0,6823.0,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,2178.0,2154.0,faust,,,,17806.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,17806.0,,,,3.0,,,,,,,,,,,,,,,,,
+226,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,,445.0,74.0,73.0,408.0,199.0,3970.0,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,29,False,725.0,,keyboard,conda-forge/keyboard,,,929752.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,725.0,928457.0,https://anaconda.org/conda-forge/keyboard,2025-11-03 14:50:16.222,75131.0,3.0,,,,,,,,,,,,,,,,,
+227,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,,Apache-2.0,2011-04-21 03:06:38.000,2026-04-29 15:40:42.748,2026-04-25 05:30:39,1811.0,19.0,422.0,83.0,122.0,10.0,188.0,3733.0,,,151.0,33.0,29,True,,,phonenumbers,conda-forge/phonenumbers,,,32289120.0,https://pypi.org/project/phonenumbers,,,32254266.0,https://anaconda.org/conda-forge/phonenumbers,2026-04-29 15:40:42.748,2056441.0,3.0,,,,,,,,,,,,,,,,,
+228,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 13:39:33.000,2026-04-15 21:33:45.000,2026-01-10 17:47:24,1305.0,,509.0,47.0,332.0,205.0,165.0,3685.0,2025-08-10 18:14:40.000,1.0.9,9.0,74.0,29,True,3591.0,3591.0,camelot,,,695.0,4837.0,https://pypi.org/project/camelot,,,4794.0,,,,3.0,,,,,,,,,,,,,,,,,
+229,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,,MIT,2014-04-02 07:01:57.000,2026-04-27 17:07:55.000,2024-10-08 09:49:54,2324.0,,185.0,36.0,380.0,37.0,267.0,2261.0,2024-09-23 15:42:08.000,4.6,182.0,59.0,29,False,46.0,,pyscaffold,conda-forge/pyscaffold,,,2425248.0,https://pypi.org/project/pyscaffold,2024-09-23 15:42:38.000,46.0,2416300.0,https://anaconda.org/conda-forge/pyscaffold,2025-04-22 14:56:22.133,572713.0,3.0,,,,,,,,,,,,,,,,,
+230,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,,MIT,2018-12-01 17:55:17.000,2026-04-22 10:53:48.000,2026-02-12 12:49:01,638.0,1.0,105.0,18.0,330.0,47.0,117.0,2072.0,,,7.0,53.0,29,True,22430.0,22430.0,questionary,conda-forge/questionary,,,19270563.0,https://pypi.org/project/questionary,,,19265379.0,https://anaconda.org/conda-forge/questionary,2025-09-08 18:35:18.765,331802.0,3.0,,,,,,,,,,,,,,,,,
+231,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,,66.0,24.0,43.0,93.0,73.0,1614.0,,,33.0,20.0,29,False,5518.0,5518.0,strictyaml,conda-forge/strictyaml,,,26064313.0,https://pypi.org/project/strictyaml,,,26057583.0,https://anaconda.org/conda-forge/strictyaml,2025-08-16 22:49:32.433,457652.0,3.0,,,,,,,,,,,,,,,,,
+232,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 11:13:40.000,2026-04-27 22:56:30.000,2026-04-27 22:56:22,973.0,33.0,46.0,12.0,441.0,11.0,110.0,1603.0,2026-04-12 14:09:17.000,0.36.0,69.0,12.0,29,True,2121.0,2010.0,python-benedict,conda-forge/python-benedict,,14.0,1493909.0,https://pypi.org/project/python-benedict,2026-04-12 14:09:17.000,111.0,1489939.0,https://anaconda.org/conda-forge/python-benedict,2025-04-22 14:57:40.942,258093.0,3.0,,,,,,,,,,,,,,,,,
+233,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,,,2016-06-06 17:20:44.000,2025-06-10 05:13:49.000,2025-06-10 05:13:48,1123.0,,216.0,45.0,193.0,65.0,339.0,1542.0,2022-11-30 17:34:49.000,2.0.6,13.0,97.0,29,False,3117.0,3117.0,pygsheets,,,,2461850.0,https://pypi.org/project/pygsheets,,,2461850.0,,,,3.0,,,,,,,,,,,,,,,,,
+234,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,,,2017-03-07 04:03:36.000,2026-01-15 21:15:00.327,2025-05-26 23:53:00,1185.0,,360.0,71.0,24.0,20.0,631.0,890.0,2021-11-04 22:07:30.000,8.3.0,32.0,17.0,29,False,9166.0,9166.0,cx-Oracle,conda-forge/cx_oracle,,,4314973.0,https://pypi.org/project/cx-Oracle,,,4299910.0,https://anaconda.org/conda-forge/cx_oracle,2026-01-15 21:15:00.327,1039404.0,3.0,,,,,,,,,,,,,,,,,
+235,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,,108.0,23.0,130.0,66.0,97.0,710.0,2020-05-31 23:52:03.000,2.6,17.0,57.0,29,False,14608.0,14440.0,parsedatetime,conda-forge/parsedatetime,,,28899687.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,168.0,28892094.0,https://anaconda.org/conda-forge/parsedatetime,2025-04-22 14:56:27.871,531569.0,3.0,,,,,,,,,,,,,,,,,
+236,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 04:02:42.000,2026-02-03 21:05:25.588,2025-12-07 06:14:13,816.0,,53.0,9.0,109.0,16.0,107.0,532.0,2020-11-16 12:53:09.000,0.9.4,71.0,25.0,29,True,7993.0,7726.0,python-rapidjson,conda-forge/python-rapidjson,,,5352501.0,https://pypi.org/project/python-rapidjson,2025-12-07 06:14:27.000,267.0,5282781.0,https://anaconda.org/conda-forge/python-rapidjson,2026-02-03 21:05:25.588,4601547.0,3.0,,,,,,,,,,,,,,,,,
+237,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,,123.0,11.0,123.0,28.0,107.0,495.0,2025-04-16 09:51:17.000,4.9.1,37.0,43.0,29,True,1913.0,,rsa,conda-forge/rsa,,,308219570.0,https://pypi.org/project/rsa,2025-04-16 09:51:17.000,1913.0,307952998.0,https://anaconda.org/conda-forge/rsa,2025-04-22 14:56:25.103,18660099.0,3.0,,,,,,,,,,,,,,,,,
+238,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 03:21:56.000,2026-03-27 08:49:53.000,2026-03-23 09:55:47,330.0,2.0,38.0,6.0,87.0,6.0,31.0,481.0,2026-03-23 11:55:34.000,2.5.3,46.0,16.0,29,True,68621.0,68353.0,srsly,conda-forge/srsly,,1252.0,21228089.0,https://pypi.org/project/srsly,2026-03-23 11:55:34.000,268.0,21192230.0,https://anaconda.org/conda-forge/srsly,2026-03-24 22:26:30.280,2509178.0,3.0,,,,,,,,,,,,,,,,,
+239,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 15:07:52.000,2026-04-28 21:31:41.426,2026-04-28 18:23:24,8908.0,235.0,37.0,8.0,405.0,35.0,707.0,480.0,2026-04-28 18:52:43.000,4.0.1,240.0,29.0,29,True,37.0,31.0,static-frame,conda-forge/static-frame,,,26001.0,https://pypi.org/project/static-frame,2026-04-28 18:52:43.000,6.0,17605.0,https://anaconda.org/conda-forge/static-frame,2026-04-28 21:31:41.426,596157.0,3.0,,,,,,,,,,,,,,,,,
+240,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,,BSD-2-Clause,2015-11-06 18:07:11.000,2026-04-23 06:04:49.000,2026-04-23 05:49:38,264.0,70.0,16.0,4.0,21.0,1.0,11.0,179.0,2026-04-23 06:04:49.000,5.0.0,14.0,7.0,29,True,4325.0,4153.0,coolname,conda-forge/coolname,,,5370252.0,https://pypi.org/project/coolname,2026-04-23 06:04:49.000,172.0,5367029.0,https://anaconda.org/conda-forge/coolname,2026-03-31 04:00:32.296,206290.0,3.0,,,,,,,,,,,,,,,,,
+241,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,,263.0,49.0,211.0,133.0,204.0,4006.0,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,28,False,161.0,,databases,conda-forge/databases,,,1435755.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,161.0,1430200.0,https://anaconda.org/conda-forge/databases,2026-01-01 19:03:38.844,361084.0,3.0,,,,,,,,,,,,,,,,,
+242,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 13:37:30.000,2026-02-04 04:32:17.328,2024-04-08 16:35:28,1185.0,,554.0,168.0,470.0,79.0,477.0,3091.0,2024-02-05 17:58:54.000,1.82.2,11.0,86.0,28,False,286.0,286.0,arctic,conda-forge/arctic,,246.0,3852.0,https://pypi.org/project/arctic,,,2877.0,https://anaconda.org/conda-forge/arctic,2026-02-04 04:32:17.328,45819.0,3.0,,,,,,,,,,,,,,,,,
+243,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,,395.0,91.0,113.0,30.0,127.0,2853.0,2021-05-08 08:32:08.000,2.1.0,4.0,39.0,28,False,11754.0,11754.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,226904.0,https://pypi.org/project/sklearn-pandas,,,225482.0,https://anaconda.org/conda-forge/sklearn-pandas,2025-04-22 14:57:40.956,92469.0,3.0,,,,,,,,,,,,,,,,,
+244,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,,130.0,44.0,79.0,9.0,129.0,2489.0,2021-01-12 19:21:07.000,1.4.3,11.0,33.0,28,False,977.0,977.0,pyfunctional,,,,456018.0,https://pypi.org/project/pyfunctional,,,456018.0,,,,3.0,,,,,,,,,,,,,,,,,
+245,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 20:21:12.000,2026-04-22 12:34:21.000,2026-04-22 12:34:14,164.0,1.0,118.0,18.0,123.0,60.0,42.0,2151.0,2021-11-03 09:30:11.939,0.5.0,12.0,26.0,28,True,13155.0,13080.0,gin-config,conda-forge/gin-config,,,568288.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,75.0,567813.0,https://anaconda.org/conda-forge/gin-config,2025-04-22 14:57:26.496,33754.0,3.0,,,,,,,,,,,,,,,,,
+246,libcloud,apache/libcloud,Apache Libcloud is a Python library that hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,,Apache-2.0,2009-12-11 09:00:14.000,2026-04-27 21:39:56.000,2026-04-23 10:41:52,10358.0,58.0,859.0,79.0,1911.0,91.0,136.0,2115.0,,,,495.0,28,True,,,apache-libcloud,,,,545518.0,https://pypi.org/project/apache-libcloud,,,545518.0,,,,3.0,,,,,,,,,,,,,,,,,
+247,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,,156.0,28.0,48.0,49.0,15.0,1925.0,2025-08-03 03:35:23.000,1.4.2,18.0,15.0,28,False,1064.0,,retrying,conda-forge/retrying,,,33996527.0,https://pypi.org/project/retrying,2025-08-03 03:35:23.000,1064.0,33860343.0,https://anaconda.org/conda-forge/retrying,2025-08-03 11:12:59.594,2859869.0,3.0,,,,,,,,,,,,,,,,,
+248,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,,181.0,31.0,320.0,91.0,179.0,1919.0,2025-11-03 09:25:52.000,3.1.2,33.0,64.0,28,True,,,cloudpickle,conda-forge/cloudpickle,,152.0,132590983.0,https://pypi.org/project/cloudpickle,,,132121184.0,https://anaconda.org/conda-forge/cloudpickle,2025-12-09 18:04:41.140,32416077.0,3.0,,,,,,,,,,,,,,,,,
+249,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,,474.0,93.0,186.0,263.0,507.0,1878.0,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,239.0,230.0,mongo-connector,,,,40161.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,40161.0,,,,3.0,,,,,,,,,,,,,,,,,
+250,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 16:53:56.000,2026-02-27 17:28:30.000,2025-08-08 15:58:41,191.0,,146.0,38.0,54.0,29.0,19.0,1338.0,2026-02-27 17:15:11.000,6.8.0,131.0,32.0,28,True,306.0,,singer-python,,,,4822441.0,https://pypi.org/project/singer-python,2026-02-27 17:28:30.000,306.0,4822441.0,,,,3.0,,,,,,,,,,,,,,,,,
+251,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,,ISC,2020-05-01 13:59:45.000,2026-04-01 04:31:42.000,2026-01-25 11:23:24,601.0,,95.0,17.0,350.0,117.0,91.0,1170.0,2026-01-24 18:02:42.000,1.1.0,23.0,23.0,28,True,3617.0,3593.0,odmantic,,,,84934.0,https://pypi.org/project/odmantic,2026-01-24 18:02:02.000,24.0,84934.0,,,,3.0,,,,,,,,,,,,,,,,,
+252,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,,MIT,2012-05-28 09:04:16.000,2026-04-30 05:50:57.000,2026-04-30 05:50:32,545.0,24.0,70.0,21.0,81.0,6.0,111.0,503.0,2024-03-31 15:34:24.000,5.0.3,40.0,28.0,28,True,1105.0,1066.0,hickle,conda-forge/hickle,,,70351.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,68841.0,https://anaconda.org/conda-forge/hickle,2025-04-22 14:57:00.315,39278.0,3.0,,,,,,,,,,,,,,,,,
+253,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,,83.0,16.0,107.0,58.0,108.0,339.0,2024-09-21 13:08:07.000,5.0.9,4.0,12.0,28,True,49545.0,49545.0,configobj,conda-forge/configobj,,2331.0,7136604.0,https://pypi.org/project/configobj,,,7106953.0,https://anaconda.org/conda-forge/configobj,2025-04-22 14:56:53.636,1155767.0,3.0,,,,,,,,,,,,,,,,,
+254,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,,744.0,140.0,301.0,119.0,178.0,6292.0,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,137.0,133.0,powerline-shell,,,,161085.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,161085.0,,,,3.0,,,,,,,,,,,,,,,,,
+255,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,,368.0,35.0,189.0,144.0,157.0,4413.0,2025-08-09 22:07:21.000,1.47.0,90.0,36.0,27,True,290.0,284.0,img2dataset,,,2685.0,46103.0,https://pypi.org/project/img2dataset,2025-08-09 22:07:21.000,6.0,46056.0,,,,3.0,,,,,,,,,,,,,,,,,
+256,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 04:46:51.000,2026-04-29 15:47:00.525,2026-02-21 16:19:51,57.0,2.0,121.0,30.0,118.0,35.0,151.0,2819.0,2026-02-21 16:21:14.000,7.4.1,69.0,1.0,27,True,593.0,,python-box,conda-forge/python-box,,54.0,7739849.0,https://pypi.org/project/python-box,2026-02-21 16:21:14.000,593.0,7723515.0,https://anaconda.org/conda-forge/python-box,2026-04-29 15:47:00.525,1127092.0,3.0,,,,,,,,,,,,,,,,,
+257,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,,139.0,32.0,1169.0,1.0,433.0,2816.0,2024-12-03 23:53:13.000,1.6.4,361.0,35.0,27,False,399.0,391.0,whylogs,,,,165688.0,https://pypi.org/project/whylogs,2024-12-03 23:54:37.000,8.0,165688.0,,,,3.0,,,,,,,,,,,,,,,,,
+258,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,,104.0,28.0,85.0,24.0,128.0,2641.0,,,28.0,19.0,27,False,2053.0,2053.0,swifter,conda-forge/swifter,['pandas'],,8567738.0,https://pypi.org/project/swifter,,,8559737.0,https://anaconda.org/conda-forge/swifter,2025-04-22 14:57:04.018,560132.0,3.0,,,,,,,,,,,,,,,,,
+259,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,,,2010-12-27 02:25:29.000,2025-04-22 14:57:08.152,2021-08-17 21:08:10,1420.0,,270.0,57.0,308.0,90.0,239.0,2590.0,,,1.0,119.0,27,False,1736.0,1736.0,schematics,conda-forge/schematics,,,622354.0,https://pypi.org/project/schematics,,,622009.0,https://anaconda.org/conda-forge/schematics,2025-04-22 14:57:08.152,27954.0,3.0,,,,,,,,,,,,,,,,,
+260,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,,MIT,2013-02-19 22:16:36.000,2026-04-20 23:12:00.000,2026-01-22 16:29:18,578.0,,196.0,31.0,185.0,45.0,91.0,2432.0,,,10.0,32.0,27,True,,,jmespath,conda-forge/jmespath,,,549374270.0,https://pypi.org/project/jmespath,,,548759552.0,https://anaconda.org/conda-forge/jmespath,2026-01-23 09:50:19.103,30121208.0,3.0,,,,,,,,,,,,-7.0,,,,,
+261,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 08:24:41.000,2026-04-27 08:02:54.000,2026-04-27 08:02:52,916.0,9.0,241.0,42.0,347.0,3.0,306.0,2082.0,2025-10-08 08:58:18.000,1.1.2,25.0,86.0,27,False,,,msgpack,conda-forge/msgpack-python,,2342.0,237385606.0,https://pypi.org/project/msgpack,,,236857357.0,https://anaconda.org/conda-forge/msgpack-python,2025-11-07 08:39:42.682,34862960.0,3.0,,,,,,,,,,,,,,,,,
+262,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,,2013-03-06 21:29:01.000,2026-04-22 14:03:58.000,2026-04-22 14:03:57,2833.0,14.0,132.0,47.0,357.0,55.0,206.0,1575.0,2025-10-06 16:10:06.000,0.19.0,32.0,42.0,27,False,271.0,249.0,enaml,conda-forge/enaml,,4552.0,17565.0,https://pypi.org/project/enaml,2025-10-06 16:08:39.000,22.0,11606.0,https://anaconda.org/conda-forge/enaml,2025-10-27 16:55:18.289,414031.0,3.0,,,,,,,,,,,,,,,,,
+263,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,,66.0,29.0,82.0,29.0,57.0,1475.0,,,3.0,17.0,27,True,10706.0,10706.0,blessings,conda-forge/blessings,,,1082820.0,https://pypi.org/project/blessings,,,1076328.0,https://anaconda.org/conda-forge/blessings,2025-08-26 14:55:20.960,454495.0,3.0,,,,,,,,,,,,,,,,,
+264,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,,134.0,28.0,76.0,33.0,72.0,1247.0,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,27,False,262.0,,sqlitedict,conda-forge/sqlitedict,,,1633464.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,262.0,1630388.0,https://anaconda.org/conda-forge/sqlitedict,2025-04-22 14:56:57.223,206144.0,3.0,,,,,,,,,,,,,,,,,
+265,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,,149.0,57.0,177.0,132.0,122.0,960.0,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2122.0,2079.0,bcolz,conda-forge/bcolz,,,12170.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,7570.0,https://anaconda.org/conda-forge/bcolz,2025-04-22 14:56:31.857,506071.0,3.0,,,,,,,,,,,,,,,,,
+266,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,,MIT,2015-08-26 10:39:52.000,2026-04-13 16:43:51.000,2025-05-31 11:17:07,38.0,,159.0,11.0,24.0,29.0,19.0,830.0,2018-12-17 18:55:49.000,2.2.1,11.0,9.0,27,True,6426.0,6068.0,ratelimit,conda-forge/ratelimit,,,11744807.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,358.0,11744338.0,https://anaconda.org/conda-forge/ratelimit,2025-04-22 14:57:44.778,29576.0,3.0,,,,,,,,,,,,,,,,,
+267,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,,86.0,23.0,55.0,14.0,40.0,783.0,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,False,576.0,,munch,conda-forge/munch,,,4093369.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,576.0,3965124.0,https://anaconda.org/conda-forge/munch,2025-04-22 14:56:20.788,4488592.0,3.0,,,,,,,,,,,,,,,,,
+268,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 13:34:12.000,2026-04-16 21:59:30.000,2026-04-16 21:59:27,441.0,21.0,73.0,8.0,267.0,14.0,90.0,654.0,2026-03-26 09:47:43.000,4.2.0,69.0,28.0,27,True,656.0,598.0,cachier,,,145.0,314713.0,https://pypi.org/project/cachier,2026-03-26 09:47:43.000,58.0,314712.0,,,,3.0,,,,,,,,,,,,,,,,,
+269,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,,51.0,11.0,52.0,8.0,117.0,594.0,,,8.0,12.0,27,False,76038.0,72573.0,dataclasses,conda-forge/dataclasses,,,10036288.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3465.0,9893286.0,https://anaconda.org/conda-forge/dataclasses,2025-04-22 14:56:50.362,13585263.0,3.0,,,,,,,,,,,,,,,,,
+270,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,,29.0,5.0,47.0,7.0,36.0,84.0,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,65462.0,64709.0,pathlib2,conda-forge/pathlib2,,,4147831.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,753.0,4094318.0,https://anaconda.org/conda-forge/pathlib2,2025-09-23 12:54:59.329,3478370.0,3.0,,,,,,,,,,,,,,,,,
+271,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,,260.0,134.0,292.0,94.0,367.0,3340.0,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,160.0,153.0,flexx,conda-forge/flexx,,,5178.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,1705.0,https://anaconda.org/conda-forge/flexx,2025-04-22 14:56:24.897,232693.0,3.0,,,,,,,,,,,,,,,,,
+272,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 15:26:24.000,2026-03-27 16:19:09.000,2025-03-21 08:34:45,1467.0,,238.0,46.0,1278.0,68.0,573.0,3118.0,2025-03-21 08:41:24.000,0.40.1,101.0,81.0,26,False,,,docarray,conda-forge/docarray,,,140376.0,https://pypi.org/project/docarray,,,135175.0,https://anaconda.org/conda-forge/docarray,2025-04-22 14:58:08.417,265299.0,3.0,,,,,,,,,,,,,,,,,
+273,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,,,2012-07-17 06:22:25.000,2026-04-23 12:51:31.000,2026-04-23 12:51:31,6057.0,37.0,546.0,98.0,1106.0,610.0,1152.0,2604.0,2026-02-08 20:40:57.000,wxPython-4.2.5,18.0,158.0,26,False,,,wx,conda-forge/wxpython,,7326.0,29006.0,https://pypi.org/project/wx,,,,https://anaconda.org/conda-forge/wxpython,2026-02-23 12:10:41.149,1909482.0,3.0,,,,,,,,,,,,,,,,,
+274,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,,186.0,40.0,229.0,91.0,276.0,2099.0,2022-05-02 09:26:12.000,2.4.16,50.0,47.0,26,True,,,fs,conda-forge/fs,,,6778829.0,https://pypi.org/project/fs,,,6765489.0,https://anaconda.org/conda-forge/fs,2025-04-22 14:56:42.067,1374122.0,3.0,,,,,,,,,,,,,,,,,
+275,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 20:33:50.000,2026-04-22 17:12:33.000,2024-08-09 15:10:10,1096.0,,215.0,98.0,183.0,59.0,271.0,1507.0,2024-08-09 15:19:45.000,5.0.1,46.0,47.0,26,False,76.0,76.0,streamparse,,,,1310.0,https://pypi.org/project/streamparse,,,1310.0,,,,3.0,,,,,,,,,,,,,,,,,
+276,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 02:46:34.000,2026-04-14 01:23:31.000,2026-04-14 01:22:10,247.0,3.0,133.0,23.0,58.0,12.0,95.0,1396.0,2025-08-26 13:04:38.000,2.3.0,14.0,27.0,26,True,,,email-validator,conda-forge/email-validator,,,166687120.0,https://pypi.org/project/email-validator,,,166651978.0,https://anaconda.org/conda-forge/email-validator,2025-08-26 15:19:04.108,2424829.0,3.0,,,,,,,,,,,,,,,,,
+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,,151.0,39.0,143.0,9.0,232.0,1278.0,2025-10-14 12:23:51.000,2.16.0.post1,100.0,22.0,26,False,277.0,277.0,parallel-ssh,,,488.0,151488.0,https://pypi.org/project/parallel-ssh,,,151485.0,,,,3.0,,,,,,,,,,,,,,,,,
+278,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,,58.0,19.0,74.0,10.0,38.0,1203.0,2024-10-10 00:53:53.000,0.21,21.0,17.0,26,False,7962.0,7827.0,immutables,conda-forge/immutables,,,3875898.0,https://pypi.org/project/immutables,2024-10-10 00:53:56.000,135.0,3851900.0,https://anaconda.org/conda-forge/immutables,2025-09-12 14:05:35.158,1703907.0,3.0,,,,,,,,,,,,,,,,,
+279,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 15:45:28.000,2026-04-29 04:07:57.000,2026-04-29 04:07:55,959.0,10.0,53.0,17.0,805.0,11.0,41.0,960.0,2024-12-13 12:59:06.000,2.0.0,21.0,30.0,26,True,133.0,,janus,conda-forge/janus,,37.0,2041356.0,https://pypi.org/project/janus,2024-12-13 12:59:06.000,133.0,2040792.0,https://anaconda.org/conda-forge/janus,2025-04-22 14:57:06.889,36720.0,3.0,,,,,,,,,,,,,,,,,
+280,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,,89.0,13.0,27.0,4.0,67.0,510.0,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,5939.0,5847.0,pyscreenshot,,,,132991.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,92.0,132991.0,,,,3.0,,,,,,,,,,,,,,,,,
+281,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,,MIT,2017-04-29 15:49:25.000,2026-01-18 16:05:37.000,2026-01-18 16:05:37,86.0,,41.0,11.0,60.0,24.0,37.0,377.0,2023-05-24 20:27:04.117,0.9.0,12.0,21.0,26,True,719.0,,typing_inspect,conda-forge/typing_inspect,,,97935652.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,719.0,97880459.0,https://anaconda.org/conda-forge/typing_inspect,2025-04-22 14:57:03.639,3201241.0,2.0,,,,,,,,,,,,,,,,,
+282,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,,40.0,18.0,162.0,,178.0,237.0,2021-03-21 07:42:12.000,1.53.5,100.0,27.0,26,False,1500.0,1500.0,tabulator,conda-forge/tabulator-py,,,137060.0,https://pypi.org/project/tabulator,,,135166.0,https://anaconda.org/conda-forge/tabulator-py,2025-04-22 14:56:37.611,200793.0,3.0,,,,,,,,,,,,,,,,,
+283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,,Python-2.0,2015-03-13 23:36:07.000,2025-04-22 14:56:26.652,2022-10-31 21:33:46,128.0,,46.0,9.0,28.0,5.0,68.0,236.0,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,26,False,43076.0,42107.0,futures,conda-forge/futures,,,3091700.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,969.0,3079998.0,https://anaconda.org/conda-forge/futures,2025-04-22 14:56:26.652,1357462.0,3.0,,,,,,,,,,,,,,,,,
+284,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 14:09:09.000,2026-03-27 08:50:25.000,2026-03-27 07:49:54,126.0,2.0,21.0,4.0,63.0,6.0,8.0,181.0,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,64658.0,64517.0,catalogue,conda-forge/catalogue,,,20201115.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,141.0,20169225.0,https://anaconda.org/conda-forge/catalogue,2025-08-27 13:47:23.446,2200425.0,3.0,,,,,,,,,,,,,,,,,
+285,google-cloud-bigtable,googleapis/python-bigtable,This library has moved to https://github.com/googleapis/google-cloud-python/tree/main/packages/google-cloud-bigtable.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,,Apache-2.0,2019-12-10 00:09:10.000,2026-04-03 10:05:09.061,2026-04-01 00:00:28,927.0,8.0,63.0,43.0,937.0,,322.0,76.0,2025-12-17 15:08:33.000,2.35.0,65.0,75.0,26,False,,,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,67105123.0,https://pypi.org/project/google-cloud-bigtable,,,67101517.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2026-04-03 10:05:09.061,223613.0,3.0,,,,,,,,,,,,-8.0,,,,,
+286,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,,12.0,6.0,33.0,3.0,26.0,38.0,2021-06-27 06:54:20.000,21.6.0,14.0,17.0,26,False,86589.0,86171.0,contextlib2,conda-forge/contextlib2,,,13132341.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,418.0,13093608.0,https://anaconda.org/conda-forge/contextlib2,2025-04-22 14:56:20.337,2246559.0,3.0,,,,,,,,,,,,4.0,,,,,
+287,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 14:04:37.000,2026-04-19 16:32:35.000,2026-04-19 16:32:25,271.0,34.0,158.0,32.0,19.0,7.0,202.0,3567.0,2026-03-16 21:49:06.000,3.0.7,78.0,2.0,25,False,360.0,360.0,ptext-joris-schellekens,conda-forge/borb,,,2269.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2026-03-24 13:16:42.455,127113.0,3.0,,,,,,,,,,,,4.0,,,,,
+288,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,,164.0,99.0,1940.0,172.0,1339.0,1880.0,2023-12-01 22:24:23.000,1.1.0,17.0,41.0,25,False,,,datatable,conda-forge/datatable,,3661.0,52045.0,https://pypi.org/project/datatable,,,51189.0,https://anaconda.org/conda-forge/datatable,2025-04-22 14:57:43.658,52555.0,3.0,,,,,,,,,,,,,,,,,
+289,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,,508.0,82.0,405.0,143.0,379.0,1693.0,,,2.0,143.0,25,False,,,influxdb,conda-forge/influxdb,,,4079379.0,https://pypi.org/project/influxdb,,,4076188.0,https://anaconda.org/conda-forge/influxdb,2025-04-22 14:57:24.275,229772.0,3.0,,,,,,,,,,,,,,,,,
+290,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,,145.0,56.0,248.0,107.0,109.0,1613.0,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,195.0,186.0,bonobo,,,,21983.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,21983.0,,,,3.0,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,,
+291,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,,97.0,38.0,42.0,28.0,49.0,1597.0,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,25,False,177.0,166.0,pypeln,conda-forge/pypeln,,,981687.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,981373.0,https://anaconda.org/conda-forge/pypeln,2025-04-22 14:57:31.976,21683.0,3.0,,,,,,,,,,,,,,,,,
+292,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,,BSD-3-Clause,2014-06-30 20:51:42.000,2025-04-22 14:56:45.424,2021-05-16 16:12:48,56.0,,142.0,40.0,10.0,4.0,13.0,1138.0,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,3093.0,3025.0,pluginbase,conda-forge/pluginbase,,,784298.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,68.0,766254.0,https://anaconda.org/conda-forge/pluginbase,2025-04-22 14:56:45.424,342853.0,3.0,,,,,,,,,,,,,,,,,
+293,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,,,2015-05-05 13:08:20.000,2026-04-30 13:34:05.000,2026-04-30 12:25:54,1737.0,16.0,204.0,93.0,1012.0,1.0,264.0,1042.0,2026-01-12 12:08:50.000,6.1.0,100.0,44.0,25,False,,,neo4j-driver,conda-forge/neo4j-python-driver,,,142605.0,https://pypi.org/project/neo4j-driver,,,136334.0,https://anaconda.org/conda-forge/neo4j-python-driver,2026-01-13 08:19:34.465,438980.0,3.0,,,,,,,,,,,,,,,,,
+294,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,,45.0,9.0,84.0,15.0,29.0,984.0,2025-11-17 01:45:33.000,0.11.0,19.0,20.0,25,True,880.0,880.0,dirty-equals,conda-forge/dirty-equals,,,2694474.0,https://pypi.org/project/dirty-equals,,,2691861.0,https://anaconda.org/conda-forge/dirty-equals,2025-11-18 11:10:57.068,128083.0,3.0,,,,,,,,,,,,,,,,,
+295,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 21:14:57.000,2026-04-28 22:26:03.000,2026-04-13 02:30:12,1632.0,14.0,50.0,14.0,173.0,11.0,16.0,742.0,2026-04-13 13:07:53.000,1.4.2,79.0,5.0,25,True,132.0,,ubelt,conda-forge/ubelt,,148.0,77219.0,https://pypi.org/project/ubelt,2026-04-13 02:38:13.000,132.0,70141.0,https://anaconda.org/conda-forge/ubelt,2026-04-13 06:04:22.754,389281.0,3.0,,,,,,,,,,,,,,,,,
+296,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,,,2012-05-20 20:06:10.000,2026-03-16 15:58:18.000,2026-03-16 15:58:17,291.0,2.0,156.0,33.0,53.0,25.0,185.0,611.0,,,4.0,22.0,25,False,1021.0,1021.0,happybase,conda-forge/happybase,,,119624.0,https://pypi.org/project/happybase,,,117017.0,https://anaconda.org/conda-forge/happybase,2025-04-22 14:56:24.390,307652.0,3.0,,,,,,,,,,,,,,,,,
+297,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,,,2011-10-16 17:48:39.000,2025-12-03 18:25:50.000,2025-12-03 18:25:50,837.0,,142.0,22.0,117.0,69.0,71.0,545.0,2024-04-11 20:53:40.000,1.13.0,9.0,93.0,25,False,6171.0,6171.0,beaker,conda-forge/beaker,,,144549.0,https://pypi.org/project/beaker,,,140893.0,https://anaconda.org/conda-forge/beaker,2025-04-22 14:56:33.061,146268.0,3.0,,,,,,,,,,,,,,,,,
+298,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,,MIT,2018-04-13 14:33:37.000,2026-04-02 13:56:56.000,2026-03-23 16:47:24,1061.0,19.0,27.0,15.0,224.0,9.0,19.0,423.0,2026-03-23 16:47:38.000,18.0.19,308.0,21.0,25,True,504.0,444.0,aiomisc,,,,46090.0,https://pypi.org/project/aiomisc,2026-03-23 16:47:38.000,60.0,46090.0,,,,3.0,,,,,,,,,,,,,,,,,
+299,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,,,2020-05-18 12:28:24.318,2026-04-13 23:37:11.000,2026-04-13 23:37:10,1102.0,22.0,48.0,10.0,77.0,5.0,254.0,72.0,2026-04-12 16:36:13.000,7.1.0,61.0,51.0,25,False,,,importlib-resources,conda-forge/importlib_resources,,,109912795.0,https://pypi.org/project/importlib-resources,,,109265059.0,https://anaconda.org/conda-forge/importlib_resources,2026-04-13 08:28:35.665,45989273.0,3.0,,,,,,,,,,,,,,,,,
+300,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,,590.0,140.0,214.0,192.0,359.0,6752.0,2025-06-22 18:21:11.000,0.18.2,26.0,49.0,24,True,,,eel,,,,87532.0,https://pypi.org/project/eel,,,87532.0,,,,3.0,,,,,,,,,,,,,,,,,
+301,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,,209.0,27.0,57.0,87.0,135.0,3807.0,2023-05-02 20:42:18.000,1.6.5,41.0,26.0,24,False,,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,542640.0,https://pypi.org/project/pandarallel,,,540330.0,https://anaconda.org/conda-forge/pandarallel,2025-04-22 14:57:53.953,133994.0,3.0,,,,,,,,,,,,,,,,,
+302,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,,,2017-07-21 04:27:01.000,2022-02-12 20:35:18.000,2022-02-12 20:29:45,1128.0,,148.0,44.0,475.0,45.0,263.0,2808.0,,,,45.0,24,False,2502.0,2502.0,gino,,,,25917.0,https://pypi.org/project/gino,,,25917.0,,,,3.0,,,,,,,,,,,,,,,,,
+303,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,,87.0,28.0,24.0,28.0,10.0,1348.0,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,236.0,222.0,pinject,conda-forge/pinject,,,74234.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,74065.0,https://anaconda.org/conda-forge/pinject,2025-04-22 14:58:01.367,9319.0,3.0,,,,,,,,,,,,,,,,,
+304,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,,132.0,18.0,38.0,18.0,71.0,1071.0,2025-12-10 21:30:53.000,1.4.1,5.0,17.0,24,True,3382.0,3380.0,pickledb,,,,25726.0,https://pypi.org/project/pickledb,2026-01-05 04:52:06.000,2.0,25726.0,,,,3.0,,,,,,,,,,,,,,,,,
+305,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,,,2019-02-22 03:26:04.000,2026-04-26 13:22:01.000,2025-06-28 20:04:45,295.0,,61.0,7.0,41.0,10.0,84.0,764.0,2025-06-28 20:09:28.000,7.0.2,39.0,15.0,24,False,1656.0,1598.0,pysimdjson,conda-forge/pysimdjson,,,1131221.0,https://pypi.org/project/pysimdjson,2025-06-28 20:36:06.000,58.0,1127151.0,https://anaconda.org/conda-forge/pysimdjson,2025-08-31 00:14:30.298,268654.0,3.0,,,,,,,,,,,,,,,,,
+306,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,,133.0,52.0,60.0,,90.0,315.0,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,268.0,257.0,pyhdb,,,124.0,69035.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,69035.0,,,,3.0,,,,,,,,,,,,,,,,,
+307,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,,26.0,7.0,38.0,13.0,19.0,220.0,2023-05-30 20:50:42.000,0.9.0,3.0,53.0,24,False,724.0,724.0,docopt-ng,,,,805266.0,https://pypi.org/project/docopt-ng,,,805266.0,,,,3.0,,,,,,,,,,,,,,,,,
+308,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 10:27:12.000,2026-03-25 16:13:29.000,2026-03-25 03:25:28,307.0,1.0,41.0,6.0,42.0,9.0,41.0,164.0,2024-02-22 21:35:09.000,0.11.0,7.0,21.0,24,True,1472.0,1472.0,filedepot,,,,14595.0,https://pypi.org/project/filedepot,,,14595.0,,,,3.0,,,,,,,,,,,,,,,,,
+309,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,,33.0,6.0,19.0,9.0,34.0,121.0,2025-03-05 07:35:39.000,0.6.1,31.0,6.0,24,True,3323.0,3248.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,94.0,926206.0,https://pypi.org/project/pyexcel-xlsx,2025-03-05 07:35:39.000,75.0,925466.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2025-04-22 14:56:42.748,48866.0,3.0,,,,,,,,,,,,,,,,,
+310,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,,642.0,376.0,276.0,80.0,80.0,10539.0,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,23.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,23.0,,,,2.0,,,,,,,,,,,,,,,,,
+311,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,,238.0,27.0,301.0,106.0,765.0,3626.0,,,73.0,80.0,23,True,,,ploomber,conda-forge/ploomber,,,9168.0,https://pypi.org/project/ploomber,,,5970.0,https://anaconda.org/conda-forge/ploomber,2025-04-22 14:57:55.792,185513.0,3.0,,,,,,,,,,,,,,,,,
+312,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,,125.0,58.0,19.0,23.0,15.0,3526.0,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,23,False,528.0,491.0,pampy,,,,68098.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,68098.0,,,,3.0,,,,,,,,,,,,,,,,,
+313,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,,91.0,15.0,563.0,213.0,205.0,2106.0,2024-08-16 02:54:35.000,0.15.0,37.0,31.0,23,False,,,prisma,,,,875695.0,https://pypi.org/project/prisma,,,875695.0,,,,3.0,,,,,,,,,,,,,,,,,
+314,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,,141.0,35.0,22.0,22.0,11.0,1582.0,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,218.0,210.0,commonregex,,,,171805.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,8.0,171805.0,,,,3.0,,,,,,,,,,,,,,,,,
+315,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,,232.0,35.0,1068.0,30.0,209.0,1540.0,2020-07-19 03:22:09.765,2.2.32,87.0,25.0,23,False,,,optimuspyspark,,['spark'],,2807.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,2807.0,,,,3.0,,,,,,,,,,,,,,,,,
+316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,,MIT,2015-05-14 00:26:32.000,2026-03-11 11:51:35.000,2026-03-11 11:41:48,369.0,2.0,92.0,44.0,303.0,44.0,43.0,1463.0,2026-03-11 11:51:35.000,0.25.0,45.0,34.0,23,True,35.0,33.0,tasktiger,,,,4599.0,https://pypi.org/project/tasktiger,2026-03-11 11:51:35.000,2.0,4599.0,,,,3.0,,,,,,,,,,,,,,,,,
+317,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,,MIT,2017-01-24 20:37:22.000,2026-04-06 20:01:43.000,2026-03-06 20:14:37,479.0,16.0,46.0,11.0,86.0,12.0,46.0,724.0,2026-03-06 20:16:30.000,1.1.1,50.0,14.0,23,True,67.0,67.0,pdpipe,conda-forge/pdpipe,['pandas'],13.0,1891.0,https://pypi.org/project/pdpipe,,,981.0,https://anaconda.org/conda-forge/pdpipe,2026-03-06 22:38:46.450,59211.0,3.0,,,,,,,,,,,,,,,,,
+318,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,,MIT,2016-03-09 16:34:42.000,2026-04-06 19:49:32.000,2026-03-01 13:17:32,907.0,6.0,68.0,10.0,218.0,50.0,162.0,449.0,2026-03-01 13:19:13.000,4.0.0,59.0,19.0,23,True,10.0,,umongo,conda-forge/umongo,,,39467.0,https://pypi.org/project/umongo,2026-03-01 13:19:13.000,10.0,39218.0,https://anaconda.org/conda-forge/umongo,2025-04-22 14:58:00.868,13748.0,3.0,,,,,,,,,,,,,,,,,
+319,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,,MIT,2020-01-07 22:30:25.000,2025-10-19 04:57:52.000,2025-10-19 04:50:54,103.0,,30.0,5.0,70.0,10.0,17.0,400.0,2025-10-19 04:57:52.000,0.13.0,17.0,16.0,23,True,1075.0,910.0,rtoml,,,,996805.0,https://pypi.org/project/rtoml,2025-10-19 04:57:52.000,165.0,996805.0,,,,3.0,,,,,,,,,,,,,,,,,
+320,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 18:27:30.000,2026-03-19 11:33:22.000,2026-03-19 11:32:46,124.0,3.0,54.0,14.0,43.0,26.0,16.0,346.0,2026-03-19 11:33:22.000,0.5.1,15.0,19.0,23,True,584.0,544.0,price-parser,,,,327471.0,https://pypi.org/project/price-parser,2026-03-19 11:33:22.000,40.0,327471.0,,,,3.0,,,,,,,,,,,,,,,,,
+321,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 16:22:49.000,2026-04-29 15:40:52.997,2024-08-30 16:36:34,836.0,,54.0,99.0,266.0,,248.0,162.0,2021-08-26 11:18:59.000,2.15.0,16.0,33.0,23,False,,,cloudant,conda-forge/cloudant,,,306629.0,https://pypi.org/project/cloudant,,,301383.0,https://anaconda.org/conda-forge/cloudant,2026-04-29 15:40:52.997,309548.0,3.0,,,,,,,,,,,,,,,,,
+322,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,,19.0,2.0,113.0,33.0,41.0,97.0,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,23,False,5811.0,5424.0,clint,conda-forge/clint,,133.0,255983.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,387.0,255030.0,https://anaconda.org/conda-forge/clint,2025-04-22 14:56:23.827,113446.0,3.0,,,,,,,,,,,,,,,,,
+323,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,,530.0,263.0,30.0,1.0,60.0,2680.0,2018-07-27 04:11:36.000,0.5.0,19.0,36.0,22,False,8.0,8.0,dpark,,['spark'],,45.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,45.0,,,,3.0,,,,,,,,,,,,,,,,,
+324,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,,96.0,35.0,215.0,49.0,59.0,2509.0,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,37271.0,631.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+325,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 15:50:51.000,2025-01-03 15:50:32,257.0,,235.0,38.0,65.0,95.0,41.0,1795.0,2025-01-03 15:51:55.000,1.0.1,7.0,13.0,22,False,93.0,93.0,excalibur-py,,,13962.0,876.0,https://pypi.org/project/excalibur-py,,,721.0,,,,3.0,,,,,,,,,,,,,,,,,
+326,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,,188.0,41.0,231.0,78.0,64.0,1251.0,,,,88.0,22,False,315.0,315.0,fabtools,,,,832.0,https://pypi.org/project/fabtools,,,832.0,,,,3.0,,,,,,,,,,,,,,,,,
+327,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,,54.0,19.0,20.0,3.0,29.0,902.0,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,303.0,270.0,unsync,conda-forge/unsync,,,81000.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,33.0,80563.0,https://anaconda.org/conda-forge/unsync,2025-04-22 14:57:27.673,30618.0,3.0,,,,,,,,,,,,,,,,,
+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 05:43:11.000,2026-03-11 15:50:43.000,2026-03-07 17:40:26,1087.0,2.0,133.0,56.0,78.0,139.0,156.0,886.0,2019-02-14 21:20:15.000,0.4.1,7.0,32.0,22,True,181.0,181.0,rows,,,45.0,1160.0,https://pypi.org/project/rows,,,1160.0,,,,3.0,,,,,,,,,,,,,,,,,
+329,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,,30.0,7.0,38.0,20.0,28.0,773.0,2025-12-04 18:39:08.000,0.3.7,6.0,14.0,22,True,84.0,84.0,pugsql,,,42.0,27784.0,https://pypi.org/project/pugsql,,,27781.0,,,,3.0,,,,,,,,,,,,,,,,,
+330,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 17:58:44.000,2026-04-28 18:37:00.000,2026-04-28 18:37:00,769.0,92.0,154.0,17.0,481.0,35.0,254.0,684.0,2021-05-19 12:53:14.000,0.7.0,11.0,27.0,22,True,,,kubeflow-kale,,['jupyter'],12.0,1081.0,https://pypi.org/project/kubeflow-kale,,,1081.0,,,,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,,57.0,18.0,20.0,16.0,24.0,273.0,,,3.0,11.0,22,False,985.0,985.0,deepdish,conda-forge/deepdish,,,18444.0,https://pypi.org/project/deepdish,,,15354.0,https://anaconda.org/conda-forge/deepdish,2025-04-22 14:56:29.245,213211.0,3.0,,,,,,,,,,,,,,,,,
+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,,,2015-05-09 19:23:20.000,2025-04-22 14:57:49.185,2022-11-13 18:39:01,1534.0,,41.0,6.0,141.0,7.0,21.0,271.0,2022-11-13 18:39:51.000,0.6.2,27.0,10.0,22,False,248.0,248.0,pysparkling,conda-forge/pysparkling,,,94869.0,https://pypi.org/project/pysparkling,,,94770.0,https://anaconda.org/conda-forge/pysparkling,2025-04-22 14:57:49.185,6079.0,3.0,,,,,,,,,,,,,,,,,
+333,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 14:22:53.000,2026-04-21 18:13:28.000,2026-04-16 14:25:21,5619.0,8.0,45.0,13.0,713.0,33.0,90.0,205.0,2026-04-16 14:26:38.000,0.10.1,32.0,40.0,22,True,15.0,15.0,batchflow,,,,433.0,https://pypi.org/project/batchflow,2026-04-16 14:26:38.000,,433.0,,,,3.0,,,,,,,,,,,,,,,,,
+334,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,,22.0,5.0,66.0,14.0,24.0,190.0,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,False,564.0,548.0,aioprometheus,,,,136572.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,16.0,136572.0,,,,3.0,,,,,,,,,,,,,,,,,
+335,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 15:40:01.000,2026-02-09 23:38:04.785,2024-01-09 14:39:36,34.0,,25.0,4.0,16.0,10.0,15.0,127.0,,,2.0,7.0,22,False,3264.0,3264.0,stopit,conda-forge/stopit,,,462051.0,https://pypi.org/project/stopit,,,242835.0,https://anaconda.org/conda-forge/stopit,2026-02-09 23:38:04.785,3507470.0,3.0,,,,,,,,,,,,,,,,,
+336,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,168.0,79.0,81.0,21.0,82.0,3920.0,2018-08-24 22:08:05.000,0.7.0,6.0,30.0,21,False,,,storm,,,,2857.0,https://pypi.org/project/storm,,,2857.0,,,,3.0,,,,,,,,,,,,,,,,,
+337,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,,29.0,14.0,183.0,16.0,122.0,643.0,2023-09-22 03:13:53.000,5.9.1,83.0,8.0,21,False,139.0,139.0,pypyr,conda-forge/pypyr,,,24628.0,https://pypi.org/project/pypyr,,,23907.0,https://anaconda.org/conda-forge/pypyr,2025-04-22 14:58:08.234,36819.0,3.0,,,,,,,,,,,,,,,,,
+338,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,,68.0,18.0,49.0,,97.0,538.0,2019-03-09 18:00:51.000,1.10.0,12.0,23.0,21,True,,,scandir,conda-forge/scandir,,,2489498.0,https://pypi.org/project/scandir,,,2460879.0,https://anaconda.org/conda-forge/scandir,2025-08-22 08:03:39.390,1888896.0,3.0,,,,,,,,,,,,,,,,,
+339,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2026-04-26 15:08:45.000,2026-04-26 15:08:38,10001.0,14.0,46.0,9.0,12.0,6.0,9.0,530.0,,,,100.0,21,True,,,pandas-summary,,['pandas'],,109892.0,https://pypi.org/project/pandas-summary,,,109892.0,,,,3.0,,,,,,,,,,,,,,,,,
+340,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,,130.0,8.0,101.0,30.0,172.0,493.0,2022-08-26 08:40:12.000,1.6.3,6.0,56.0,21,True,,,pylibmc,conda-forge/pylibmc,,1496.0,402463.0,https://pypi.org/project/pylibmc,,,396044.0,https://anaconda.org/conda-forge/pylibmc,2025-08-28 13:29:21.336,421440.0,3.0,,,,,,,,,,,,,,,,,
+341,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,,45.0,9.0,20.0,18.0,11.0,491.0,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,3628.0,3505.0,awesome-slugify,conda-forge/awesome-slugify,,,67895.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,66352.0,https://anaconda.org/conda-forge/awesome-slugify,2025-04-22 14:56:21.449,185211.0,3.0,,,,,,,,,,,,,,,,,
+342,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,,,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,103.0,40.0,113.0,31.0,59.0,394.0,2016-09-29 14:15:14.000,0.15.1,1.0,44.0,21,False,341.0,341.0,messytables,,,,21974.0,https://pypi.org/project/messytables,,,21974.0,,,,3.0,,,,,,,,,,,,,,,,,
+343,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 21:53:58.000,2026-03-28 15:11:35.000,2026-03-28 15:11:33,966.0,3.0,27.0,8.0,346.0,4.0,,348.0,2026-03-20 07:43:22.000,1.2.153,1209.0,14.0,21,True,11.0,11.0,upgini,,,,16744.0,https://pypi.org/project/upgini,2026-03-20 07:43:22.000,,16744.0,,,,3.0,,,,,,,,,,,,,,,,,
+344,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 12:33:39.000,2026-03-25 07:24:20.000,2026-03-25 07:24:19,99.0,8.0,27.0,48.0,16.0,4.0,11.0,263.0,2015-12-20 08:56:50.000,0.4.2,8.0,10.0,21,True,83.0,80.0,valideer,conda-forge/valideer,,,10114.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,9480.0,https://anaconda.org/conda-forge/valideer,2025-04-22 14:56:21.736,76177.0,3.0,,,,,,,,,,,,,,,,,
+345,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,,,2014-10-02 16:52:41.000,2025-07-17 11:34:46.000,2025-07-17 11:34:45,154.0,,72.0,16.0,46.0,16.0,20.0,238.0,2020-12-28 15:17:57.000,0.7.0,4.0,21.0,21,False,,,ptyprocess,conda-forge/ptyprocess,,,226277780.0,https://pypi.org/project/ptyprocess,,,225741911.0,https://anaconda.org/conda-forge/ptyprocess,2025-04-22 14:56:22.021,34295667.0,3.0,,,,,,,,,,,,,,,,,
+346,openpyxl,,openpyxl is a Python library to read/write Excel 2010 xlsx/xlsm/xltx/xltm files.,,others,,https://foss.heptapod.net/openpyxl/openpyxl,,MIT,2015-11-03 00:22:17.154,2025-10-16 11:20:29.914,,,,0.0,,,373.0,1910.0,14.0,2024-07-23 16:46:09.000,3.1.5,44.0,,21,False,58.0,,openpyxl,openpyxl,,,261994926.0,https://pypi.org/project/openpyxl,,,261992354.0,https://anaconda.org/anaconda/openpyxl,2025-10-16 11:20:29.914,320207.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1455.0,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl,58.0
+347,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,,156.0,63.0,4.0,,41.0,2342.0,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,56.0,56.0,pypattyrn,,,,851.0,https://pypi.org/project/pypattyrn,,,851.0,,,,3.0,,,,,,,,,,,,,,,,,
+348,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,,453.0,153.0,142.0,79.0,27.0,1993.0,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,57.0,57.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+349,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,,87.0,42.0,35.0,19.0,11.0,1918.0,,,,20.0,20,False,192.0,192.0,bashplotlib,,,,2495.0,https://pypi.org/project/bashplotlib,,,2495.0,,,,3.0,,,,,,,,,,,,,,,,,
+350,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,,175.0,46.0,37.0,50.0,25.0,1349.0,,,1.0,15.0,20,False,,,pandasql,conda-forge/pandasql,['pandas'],,2265491.0,https://pypi.org/project/pandasql,,,2255488.0,https://anaconda.org/conda-forge/pandasql,2025-04-22 14:57:54.808,580223.0,3.0,,,,,,,,,,,,,,,,,
+351,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,,111.0,46.0,49.0,33.0,22.0,1216.0,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,20,False,2.0,,db.py,,,,2691.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,2691.0,,,,3.0,,,,,,,,,,,,,,,,,
+352,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,,114.0,57.0,77.0,52.0,120.0,895.0,2018-08-31 13:59:56.000,0.9.10,5.0,40.0,20,False,36.0,36.0,mrq,,,,220.0,https://pypi.org/project/mrq,,,220.0,,,,3.0,,,,,,,,,,,,,,,,,
+353,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,,,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13.0,11.0,5.0,15.0,43.0,295.0,2021-01-04 03:43:58.000,0.11.1,16.0,7.0,20,False,203.0,203.0,datatest,,,,22569.0,https://pypi.org/project/datatest,,,22569.0,,,,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,,31.0,8.0,25.0,4.0,14.0,255.0,2018-01-29 19:13:34.000,2.0.0,1.0,12.0,20,False,150.0,150.0,queries,,,,231303.0,https://pypi.org/project/queries,,,231303.0,,,,3.0,,,,,,,,,,,,,,,,,
+355,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,,33.0,15.0,147.0,,74.0,232.0,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,False,13.0,11.0,fletcher,conda-forge/fletcher,['pandas'],28.0,1259.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,245.0,https://anaconda.org/conda-forge/fletcher,2025-04-22 14:56:52.754,94304.0,3.0,,,,,,,,,,,,,,,,,
+356,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,,,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,162.0,93.0,31.0,19.0,58.0,3306.0,,,,19.0,19,False,601.0,601.0,macropy3,,,,430.0,https://pypi.org/project/macropy3,,,430.0,,,,3.0,,,,,,,,,,,,,,,,,
+357,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,,LGPL-3.0,2020-03-15 04:15:53.000,2026-04-24 16:07:28.000,2026-04-24 16:07:27,3739.0,21.0,232.0,28.0,439.0,37.0,638.0,2373.0,,,,97.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+358,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,,57.0,34.0,45.0,14.0,59.0,1163.0,2022-05-12 11:29:27.000,1.0,6.0,29.0,19,False,9.0,9.0,colout,,,,1393.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1393.0,,,,3.0,,,,,,,,,,,,,,,,,
+359,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,,,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,40.0,16.0,12.0,6.0,11.0,510.0,,,,6.0,19,False,10306.0,10306.0,unipath,,,,96384.0,https://pypi.org/project/unipath,,,96384.0,,,,3.0,,,,,,,,,,,,,,,,,
+360,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 10:42:47.000,2026-03-04 12:29:08.000,2025-03-04 08:58:05,3680.0,,33.0,16.0,83.0,2.0,4.0,267.0,,,,93.0,19,False,,,dbnd,,,,113090.0,https://pypi.org/project/dbnd,,,113090.0,,,,3.0,,,,,,,,,,,,,,,,,
+361,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,,,2018-01-06 16:46:04.000,2026-02-12 21:26:33.000,2025-07-18 10:44:50,234.0,,15.0,7.0,27.0,3.0,17.0,195.0,,,,8.0,19,False,764.0,764.0,flupy,,,,1245895.0,https://pypi.org/project/flupy,,,1245895.0,,,,3.0,,,,,,,,,,,,,,,,,
+362,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 08:02:27.000,2026-04-30 12:08:05.000,2026-04-30 12:05:51,3557.0,553.0,8.0,1.0,1568.0,15.0,106.0,115.0,2026-04-26 21:22:25.000,7.14.1,127.0,14.0,19,True,164.0,122.0,click-extra,,,433.0,10.0,https://pypi.org/project/click-extra,2026-04-26 20:34:56.000,42.0,,,,,3.0,,,,,,,,,,,,,,,,,
+363,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,,30.0,5.0,26.0,3.0,22.0,77.0,,,6.0,12.0,19,False,,,entrypoints,conda-forge/entrypoints,,,31662601.0,https://pypi.org/project/entrypoints,,,31263055.0,https://anaconda.org/conda-forge/entrypoints,2025-04-22 14:56:21.731,26370042.0,3.0,,,,,,,,,,,,,,,,,
+364,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 09:27:29.000,2026-04-30 11:48:33.000,2026-04-29 21:51:34,875.0,241.0,5.0,8.0,275.0,1.0,2.0,58.0,2026-03-02 06:29:47.000,2.8.0,31.0,9.0,19,False,6.0,6.0,daffy,,['pandas'],188.0,2923.0,https://pypi.org/project/daffy,,,2892.0,,,,3.0,,,,,,,,,,,,,,,,,
+365,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,,12.0,1.0,182.0,25.0,760.0,32.0,2023-10-20 15:15:52.000,2021.2.4,23.0,37.0,19,False,,,py2neo,conda-forge/py2neo,,,70476.0,https://pypi.org/project/py2neo,,,68778.0,https://anaconda.org/conda-forge/py2neo,2025-04-22 14:56:37.891,180043.0,3.0,,,,,,,,,,,,,,,,,
+366,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,,64.0,43.0,71.0,2.0,,351.0,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,18,False,10.0,,pymodm,conda-forge/pymodm,,,7890.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,7784.0,https://anaconda.org/conda-forge/pymodm,2025-04-22 14:57:21.446,7900.0,3.0,,,,,,,,,,,,,,,,,
+367,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,,14.0,5.0,176.0,4.0,92.0,149.0,,,8.0,9.0,18,True,,,everett,conda-forge/everett,,,915062.0,https://pypi.org/project/everett,,,913442.0,https://anaconda.org/conda-forge/everett,2025-04-22 14:57:11.114,106983.0,3.0,,,,,,,,,,,,,,,,,
+368,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,,275.0,84.0,15.0,26.0,5.0,1370.0,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,13.0,13.0,wssh,,,,76.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,76.0,,,,3.0,,,,,,,,,,,,,,,,,
+369,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,,63.0,35.0,40.0,12.0,256.0,1052.0,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+370,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,,12.0,8.0,47.0,8.0,22.0,222.0,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,False,6.0,,validr,,,,2415.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,2415.0,,,,3.0,,,,,,,,,,,,,,,,,
+371,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,,99.0,53.0,74.0,18.0,16.0,2085.0,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,16,False,,,mara-pipelines,,,,60.0,https://pypi.org/project/mara-pipelines,,,60.0,,,,3.0,,,,,,,,,,,,,,,,,
+372,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 23:01:39.000,2021-12-28 23:01:31,1269.0,,74.0,47.0,23.0,21.0,9.0,1601.0,,,,18.0,16,False,,,riko,,,,294.0,https://pypi.org/project/riko,,,294.0,,,,3.0,,,,,,,,,,,,,,,,,
+373,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 03:13:31.000,2026-02-03 02:17:56.000,2026-02-03 02:17:56,193.0,1.0,101.0,50.0,28.0,3.0,2.0,1197.0,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,16,True,4.0,4.0,botflow,,,,39.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,39.0,,,,3.0,,,,,,,,,,,,,,,,,
+374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,72.0,22.0,19.0,10.0,12.0,948.0,,,,13.0,16,False,32.0,32.0,d6tflow,,,,177.0,https://pypi.org/project/d6tflow,,,177.0,,,,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,,46.0,20.0,28.0,19.0,10.0,933.0,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,16,False,42.0,38.0,bounter,,,,112.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,4.0,112.0,,,,3.0,,,,,,,,,,,,,,,,,
+376,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,,9.0,3.0,110.0,,99.0,180.0,2024-09-09 14:39:21.000,2.9.0,73.0,9.0,16,False,,,typical,conda-forge/typical,,,2036.0,https://pypi.org/project/typical,,,818.0,https://anaconda.org/conda-forge/typical,2025-04-22 14:57:52.419,71869.0,3.0,,,,,,,,,,,,,,,,,
+377,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,,14.0,2.0,6.0,12.0,,112.0,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1654.0,1639.0,millify,,,,143687.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,15.0,143687.0,,,,3.0,,,,,,,,,,,,,,,,,
+378,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 15:25:33.245,2026-03-17 21:38:54.948,2025-05-07 13:18:20,820.0,,2.0,1.0,,,,5.0,,,21.0,128.0,16,False,,,dynaconf,conda-forge/dynaconf,,,6070214.0,https://pypi.org/project/dynaconf,,,6067429.0,https://anaconda.org/conda-forge/dynaconf,2026-03-17 21:38:54.948,183853.0,3.0,,,,,,,,,,,,-12.0,,,,,
+379,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,,70.0,16.0,29.0,41.0,33.0,927.0,2025-04-10 17:01:58.000,1.3.1,17.0,8.0,15,True,2.0,,csvs-to-sqlite,,,,757.0,https://pypi.org/project/csvs-to-sqlite,2025-04-10 17:01:58.000,2.0,757.0,,,,3.0,,,,,,,,,,,,,,,,,
+380,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,,52.0,5.0,109.0,17.0,22.0,849.0,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,15,False,2.0,,pipeless-ai,,,1939.0,128.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,68.0,,,,1.0,,,,,,,,,,,,,,,,,
+381,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,,24.0,11.0,3.0,8.0,1.0,719.0,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,16.0,13.0,supersqlite,,,,330.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,330.0,,,,3.0,,,,,,,,,,,,,,,,,
+382,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,,22.0,17.0,9.0,7.0,6.0,619.0,2018-09-18 21:24:41.000,1.0.19,1.0,6.0,15,False,11.0,11.0,lazydata,,,,23.0,https://pypi.org/project/lazydata,,,23.0,,,,3.0,,,,,,,,,,,,,,,,,
+383,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,,19.0,4.0,77.0,17.0,40.0,111.0,2022-11-22 19:05:29.000,0.11.0,12.0,7.0,15,False,3.0,3.0,datajob,,,,161.0,https://pypi.org/project/datajob,,,161.0,,,,3.0,,,,,,,,,,,,,,,,,
+384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9.0,1.0,20.0,13.0,12.0,103.0,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,53.0,48.0,cleverdict,,,,626.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,626.0,,,,3.0,,,,,,,,,,,,,,,,,
+385,pdfmux,NameetP/pdfmux,"PDF extraction that checks its own work. #2 reading order accuracy zero AI, zero GPU, zero cost.",,data-loading,https://github.com/NameetP/pdfmux,https://github.com/NameetP/pdfmux,,MIT,2026-03-03 16:32:24.000,2026-04-29 10:34:23.000,2026-04-29 10:34:21,95.0,95.0,6.0,,11.0,1.0,,61.0,2026-04-16 19:37:04.000,1.5.1,8.0,5.0,15,False,,,pdfmux,,"['python', 'pdf', 'markdown']",,757.0,https://pypi.org/project/pdfmux,,,757.0,,,,3.0,,,,,,,,,,,,,,,,,
+386,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 02:58:21.000,2026-04-29 07:32:39.000,2026-04-29 07:31:56,104.0,37.0,8.0,4.0,3.0,1.0,34.0,57.0,2026-04-17 16:14:17.000,0.1.1,13.0,2.0,15,False,,,onecite,,,,364.0,https://pypi.org/project/onecite,2026-04-17 16:14:17.000,,364.0,,,,3.0,,,,,,,,,,,,,,,,,
+387,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,,16.0,5.0,9.0,16.0,6.0,224.0,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,14,False,1.0,,gsheetsdb,,,,5848.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,5848.0,,,,3.0,,,,,,,,,,,,,,,,,
+388,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,,22.0,9.0,120.0,21.0,57.0,436.0,,,,4.0,12,False,,,bodywork,,,,101.0,https://pypi.org/project/bodywork,,,101.0,,,,3.0,,,,,,,,,,,,,,,,,
+389,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 16:54:56.000,2022-07-05 16:53:20,231.0,,12.0,8.0,68.0,6.0,15.0,268.0,2022-07-05 16:54:56.000,1.6.4,7.0,10.0,12,False,,,rasgoql,,,,106.0,https://pypi.org/project/rasgoql,,,106.0,,,,3.0,,,,,,,,,,,,,,,,,
+390,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,,35.0,27.0,10.0,3.0,16.0,395.0,,,,12.0,11,False,,,,,,,,,,,,,,,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 16:16:22.000,2026-01-30 20:28:25.000,2025-04-01 19:47:54,1085.0,,20.0,2.0,1026.0,5.0,19.0,314.0,2024-10-18 00:38:29.000,0.1.76,49.0,15.0,11,False,,,the-guide,,,,14.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,14.0,,,,3.0,,,,,,,,,,,,,,,,,
+392,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,,,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63.0,19.0,2.0,2.0,1.0,548.0,2020-11-12 16:12:54.000,zen,1.0,3.0,9,False,9.0,9.0,pandapy,,['pandas'],,107.0,https://pypi.org/project/pandapy,,,107.0,,,,3.0,,,,,,,,,,,,,,,,,
+393,Wayback-Archive,GeiserX/Wayback-Archive,Download complete websites from the Wayback Machine with full asset preservation for offline viewing.,,data-loading,https://github.com/GeiserX/Wayback-Archive,https://github.com/GeiserX/Wayback-Archive,,GPL-3.0,2025-12-11 20:01:44.000,2026-04-28 08:35:06.000,2026-04-28 08:35:06,70.0,43.0,3.0,1.0,19.0,,1.0,8.0,2026-04-08 14:59:40.000,1.4.0,6.0,,9,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+394,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,,32.0,19.0,5.0,1.0,3.0,809.0,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,
+395,Squirrel,merantix-momentum/squirrel-core,,,data-loading,,https://pypi.org/project/squirrel-core/,,Apache-2.0,,2022-11-18 08:24:02.000,,,,,,,,,,2022-10-10 11:17:39.000,0.17.7,10.0,,6,False,1.0,,squirrel-core,squirrel-core,,,624.0,https://pypi.org/project/squirrel-core,,,624.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,,,1.0
diff --git a/latest-changes.md b/latest-changes.md
index 438ef18..9f0006b 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,25 +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._
-- cpython (π₯51 Β· β 72K Β· π) - The Python programming language. MIT
-- greenlet (π₯40 Β· β 1.8K Β· π) - Lightweight in-process concurrent programming. βUnlicensed
-- dill (π₯37 Β· β 2.4K Β· π) - serialize all of Python. BSD-3
-- s3transfer (π₯37 Β· β 230 Β· π) - Amazon S3 Transfer Manager for Python. Apache-2
-- Dynaconf (π₯28 Β· β 4.3K Β· π€) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
+- dbt (π₯38 Β· β 13K Β· π) - dbt enables data analysts and engineers to transform their data.. βUnlicensed
+- Motor (π₯34 Β· β 2.5K Β· π) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
+- textract (π₯33 Β· β 4.5K Β· π) - extract text from any document. no muss. no fuss. MIT
+- contextlib2 (π₯26 Β· β 38 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
+- borb (π₯25 Β· β 3.6K Β· π) - borb is a library for reading, creating and manipulating PDF.. βUnlicensed
## 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._
-- dbt (π₯34 Β· β 13K Β· π) - dbt enables data analysts and engineers to transform their data.. βUnlicensed
-- Pony (π₯28 Β· β 3.8K Β· π€) - Pony Object Relational Mapper. Apache-2
-- img2dataset (π₯24 Β· β 4.4K Β· π€) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- contextlib2 (π₯22 Β· β 38 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
-- borb (π₯21 Β· β 3.6K Β· π) - borb is a library for reading, creating and manipulating PDF.. βUnlicensed
-
-## β Added Projects
-
-_Projects that were recently added to this best-of list._
-
-- pdfmux (π₯16 Β· β 57 Β· π£) - PDF extraction that checks its own work. #2 reading order.. MIT python pdf markdown
+- redis (π₯38 Β· β 14K Β· π) - Redis Python client. MIT
+- awscli (π₯37 Β· β 17K Β· π) - Universal Command Line Interface for Amazon Web Services. βUnlicensed
+- jmespath (π₯27 Β· β 2.4K Β· π) - JMESPath is a query language for JSON. MIT
+- google-cloud-bigtable (π₯26 Β· β 76 Β· π) - This library has moved to.. Apache-2
+- Dynaconf (π₯16 Β· β 5 Β· π€) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT