marshmallow (π₯40 Β· β 6.7K Β· π) - A lightweight library for converting complex objects to and from.. MIT
+marshmallow (π₯40 Β· β 6.7K) - A lightweight library for converting complex objects to and from.. MIT
-- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 630 Β· π¦ 100K Β· π 1.2K - 13% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 630 Β· π¦ 100K Β· π 1.2K - 13% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/marshmallow-code/marshmallow
@@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (π₯38 Β· β 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2
-- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 78 Β· π 250 Β· π₯ 1.1K Β· π¦ 100K Β· π 280 - 2% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/msgpack/msgpack-python) (π¨βπ» 78 Β· π 250 Β· π₯ 1.1K Β· π¦ 110K Β· π 280 - 2% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/msgpack/msgpack-python
```
-- [PyPi](https://pypi.org/project/msgpack) (π₯ 44M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 48M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
@@ -156,23 +156,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge msgpack-python
```
orjson (π₯36 Β· β 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+orjson (π₯36 Β· β 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 170 Β· π¦ 60K Β· π 340 - 0% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 180 Β· π¦ 60K Β· π 350 - 0% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 15M / month Β· π¦ 1.1K Β· β±οΈ 08.09.2023):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 14M / month Β· π¦ 1.1K Β· β±οΈ 10.10.2023):
```
pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 940K Β· β±οΈ 26.09.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 950K Β· β±οΈ 10.10.2023):
```
conda install -c conda-forge orjson
```
dill (π₯36 Β· β 2K Β· π) - serialize all of Python. BSD-3
+dill (π₯36 Β· β 2K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 43 Β· π 170 Β· π₯ 290K Β· π¦ 120K Β· π 500 - 34% open Β· β±οΈ 13.09.2023):
@@ -188,55 +188,55 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge dill
```
ultrajson (π₯35 Β· β 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
+cloudpickle (π₯36 Β· β 1.4K) - Extended pickling support for Python objects. BSD-3
-- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 85 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 58 Β· π 150 Β· π₯ 27 Β· π¦ 89K Β· π 250 - 34% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/ultrajson/ultrajson
+ git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 8.6M / month Β· π¦ 4.4K Β· β±οΈ 11.06.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 29M / month Β· π¦ 2.9K Β· β±οΈ 19.01.2023):
```
- pip install ujson
+ pip install cloudpickle
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.3M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 15M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge ujson
+ conda install -c conda-forge cloudpickle
```
simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+ultrajson (π₯35 Β· β 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
-- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 42 Β· π 330 Β· π₯ 6.4K Β· π¦ 110K Β· π 190 - 9% open Β· β±οΈ 06.04.2023):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 85 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 02.10.2023):
```
- git clone https://github.com/simplejson/simplejson
+ git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 17M / month Β· π¦ 21K Β· β±οΈ 06.04.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 8.3M / month Β· π¦ 4.4K Β· β±οΈ 11.06.2023):
```
- pip install simplejson
+ pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 2.9M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.3M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge simplejson
+ conda install -c conda-forge ujson
```
cloudpickle (π₯35 Β· β 1.4K) - Extended pickling support for Python objects. BSD-3
+simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
-- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 57 Β· π 150 Β· π₯ 27 Β· π¦ 89K Β· π 250 - 34% open Β· β±οΈ 04.08.2023):
+- [GitHub](https://github.com/simplejson/simplejson) (π¨βπ» 42 Β· π 330 Β· π₯ 6.4K Β· π¦ 110K Β· π 200 - 10% open Β· β±οΈ 05.10.2023):
```
- git clone https://github.com/cloudpipe/cloudpickle
+ git clone https://github.com/simplejson/simplejson
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 29M / month Β· π¦ 2.9K Β· β±οΈ 19.01.2023):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 18M / month Β· π¦ 21K Β· β±οΈ 06.10.2023):
```
- pip install cloudpickle
+ pip install simplejson
```
-- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 15M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/simplejson) (π₯ 2.9M Β· β±οΈ 06.10.2023):
```
- conda install -c conda-forge cloudpickle
+ conda install -c conda-forge simplejson
```
jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
+jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 71 Β· π 160 Β· π 300 - 22% open Β· β±οΈ 20.08.2023):
@@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (π₯31 Β· β 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 34K Β· π 29 - 10% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 35K Β· π 29 - 10% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.3M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.4M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
@@ -270,23 +270,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (π₯29 Β· β 480) - Python wrapper around rapidjson. MIT
-- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 22 Β· π 44 Β· π¦ 4.5K Β· π 110 - 12% open Β· β±οΈ 26.09.2023):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 22 Β· π 44 Β· π¦ 4.5K Β· π 110 - 12% open Β· β±οΈ 07.10.2023):
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.5M / month Β· π¦ 270 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.5M / month Β· π¦ 270 Β· β±οΈ 07.10.2023):
```
pip install python-rapidjson
```
-- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.3M Β· β±οΈ 25.09.2023):
+- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (π₯ 1.3M Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge python-rapidjson
```
pysimdjson (π₯25 Β· β 600) - Python bindings for the simdjson project. MIT
-- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 49 Β· π¦ 1.2K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
+- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 50 Β· π¦ 1.2K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
```
git clone https://github.com/TkTech/pysimdjson
@@ -295,7 +295,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install pysimdjson
```
-- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 77K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 78K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pysimdjson
```
@@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 35K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 34K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (π₯21 Β· β 260 Β· π€) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 13 Β· π 27 Β· π¦ 280 Β· π 20 - 50% open Β· β±οΈ 27.03.2023):
+- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 13 Β· π 27 Β· π¦ 290 Β· π 20 - 50% open Β· β±οΈ 27.03.2023):
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 66K / month Β· π¦ 38 Β· β±οΈ 10.11.2022):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 100K / month Β· π¦ 38 Β· β±οΈ 10.11.2022):
```
pip install rtoml
```
@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (π₯53 Β· β 25K) - The fundamental package for scientific computing with Python. BSD-3
-- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.4K Β· π₯ 840K Β· π¦ 1.9M Β· π 12K - 18% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.4K Β· π₯ 850K Β· π¦ 1.9M Β· π 12K - 18% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/numpy/numpy
@@ -358,35 +358,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯52 Β· β 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 220K Β· π¦ 1.3M Β· π 25K - 14% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 220K Β· π¦ 1.3M Β· π 25K - 14% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 140M / month Β· π¦ 72K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 140M / month Β· π¦ 73K Β· β±οΈ 20.09.2023):
```
pip install pandas
```
-- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 44M Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas) (π₯ 45M Β· β±οΈ 02.10.2023):
```
conda install -c conda-forge pandas
```
polars (π₯40 Β· β 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 280 Β· π 1.2K Β· π¦ 4K Β· π 5.1K - 20% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 290 Β· π 1.2K Β· π₯ 9 Β· π¦ 4.2K Β· π 5.2K - 20% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 2.4M / month Β· π¦ 280 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 2.3M / month Β· π¦ 280 Β· β±οΈ 10.10.2023):
```
pip install polars
```
xarray (π₯40 Β· β 3.2K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 450 Β· π 970 Β· π¦ 21K Β· π 4.1K - 28% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 450 Β· π 970 Β· π¦ 21K Β· π 4.1K - 28% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/pydata/xarray
@@ -400,62 +400,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge xarray
```
h5py (π₯40 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+h5py (π₯40 Β· β 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 500 Β· π₯ 2.8K Β· π¦ 230K Β· π 1.5K - 17% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 2.9K Β· π¦ 240K Β· π 1.5K - 17% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 09.10.2023):
```
pip install h5py
```
-- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 24.09.2023):
+- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 09.10.2023):
```
conda install -c conda-forge h5py
```
PyTables (π₯38 Β· β 1.2K Β· π) - A Python package to manage extremely large amounts of data. BSD-3
+Modin (π₯37 Β· β 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 250 Β· π₯ 180 Β· π¦ 49K Β· π 690 - 22% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.2K Β· π 3.9K - 20% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/PyTables/PyTables
+ git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 640K / month Β· π¦ 2.6K Β· β±οΈ 23.12.2022):
+- [PyPi](https://pypi.org/project/modin) (π₯ 1.3M / month Β· π¦ 33 Β· β±οΈ 28.09.2023):
```
- pip install tables
+ pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.5M Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 270K Β· β±οΈ 28.09.2023):
```
- conda install -c conda-forge pytables
+ conda install -c conda-forge modin-core
```
Modin (π₯37 Β· β 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2
+PyTables (π₯37 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.2K Β· π 3.9K - 20% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 260 Β· π₯ 180 Β· π¦ 49K Β· π 700 - 22% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/modin-project/modin
+ git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 1.2M / month Β· π¦ 33 Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/tables) (π₯ 680K / month Β· π¦ 2.6K Β· β±οΈ 06.10.2023):
```
- pip install modin
+ pip install tables
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 270K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.5M Β· β±οΈ 07.10.2023):
```
- conda install -c conda-forge modin-core
+ conda install -c conda-forge pytables
```
docarray (π₯34 Β· β 2.5K) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 67 Β· π 190 Β· π¦ 2.9K Β· π 620 - 9% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 68 Β· π 190 Β· π¦ 3K Β· π 620 - 9% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 140K / month Β· π¦ 24 Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 120K / month Β· π¦ 24 Β· β±οΈ 02.10.2023):
```
pip install docarray
```
@@ -466,50 +466,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (π₯34 Β· β 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 70 Β· π 200 Β· π₯ 430 Β· π 360 - 17% open Β· β±οΈ 26.09.2023):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 70 Β· π 200 Β· π₯ 440 Β· π 360 - 17% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 7M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.6M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
```
pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.2M Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.2M Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge numexpr
```
TinyDB (π₯33 Β· β 6.1K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
+zarr (π₯34 Β· β 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 12K Β· π 300 - 3% open Β· β±οΈ 24.07.2023):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 92 Β· π 220 Β· π¦ 2.8K Β· π 650 - 42% open Β· β±οΈ 03.10.2023):
```
- git clone https://github.com/msiemens/tinydb
+ git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 480K / month Β· π¦ 890 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 410K / month Β· π¦ 420 Β· β±οΈ 18.08.2023):
```
- pip install tinydb
+ pip install zarr
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 350K Β· β±οΈ 12.06.2023):
+- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.7M Β· β±οΈ 21.08.2023):
```
- conda install -c conda-forge tinydb
+ conda install -c conda-forge zarr
```
zarr (π₯33 Β· β 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+TinyDB (π₯33 Β· β 6.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 92 Β· π 220 Β· π¦ 2.7K Β· π 650 - 42% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 12K Β· π 300 - 3% open Β· β±οΈ 24.07.2023):
```
- git clone https://github.com/zarr-developers/zarr-python
+ git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 370K / month Β· π¦ 420 Β· β±οΈ 18.08.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 480K / month Β· π¦ 890 Β· β±οΈ 12.06.2023):
```
- pip install zarr
+ pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.7M Β· β±οΈ 21.08.2023):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 350K Β· β±οΈ 12.06.2023):
```
- conda install -c conda-forge zarr
+ conda install -c conda-forge tinydb
```
Koalas (π₯32 Β· β 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark
@@ -523,7 +523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install koalas
```
-- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 310K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 320K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge koalas
```
@@ -546,7 +546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (π₯32 Β· β 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 28 Β· π 280 Β· π₯ 19 Β· π¦ 910 Β· π 160 - 30% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 28 Β· π 280 Β· π₯ 19 Β· π¦ 930 Β· π 160 - 30% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/ekzhu/datasketch
@@ -563,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 540K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 560K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
```
pip install Bottleneck
```
@@ -572,14 +572,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge bottleneck
```
Vaex (π₯31 Β· β 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
+Vaex (π₯30 Β· β 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 590 Β· π 1.3K - 39% open Β· β±οΈ 21.07.2023):
```
git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 48K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 44K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
```
pip install vaex
```
@@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 93K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 88K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
```
pip install datatable
```
@@ -604,7 +604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge datatable
```
swifter (π₯28 Β· β 2.3K) - A package which efficiently applies any function to a pandas.. MIT
+swifter (π₯28 Β· β 2.4K) - A package which efficiently applies any function to a pandas.. MIT
- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 100 Β· π¦ 1.1K Β· π 140 - 9% open Β· β±οΈ 31.07.2023):
@@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 3.4K / month Β· π¦ 2 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 3.2K / month Β· π¦ 2 Β· β±οΈ 22.09.2023):
```
pip install static-frame
```
@@ -643,11 +643,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 430K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 440K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 39K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 44K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
@@ -659,19 +659,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 80K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 77K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
pickleDB (π₯22 Β· β 810) - pickleDB is an open source key-value store using Pythons json module. BSD-3
-- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 15 Β· π 120 Β· π¦ 1.2K Β· π 73 - 42% open Β· β±οΈ 19.04.2023):
+- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 15 Β· π 120 Β· π¦ 1.3K Β· π 73 - 42% open Β· β±οΈ 19.04.2023):
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 19K / month Β· π¦ 99 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 20K / month Β· π¦ 99 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
@@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/RaRe-Technologies/bounter
```
-- [PyPi](https://pypi.org/project/bounter) (π₯ 480 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
+- [PyPi](https://pypi.org/project/bounter) (π₯ 500 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
```
pip install bounter
```
@@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 76 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 50 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
@@ -707,8 +707,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects...
- Blaze (π₯32 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data.BSD-3
+- Arctic (π₯29 Β· β 3K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
- sklearn-pandas (π₯28 Β· β 2.8K Β· π) - Pandas integration with sklearn. βοΈZlib sklearn βοΈLGPL-2.1
- pandasql (π₯27 Β· β 1.3K Β· π) - sqldf for pandas. MIT BSD-3
- PandaPy (π₯13 Β· β 540 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT pyrsistent (π₯34 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
+anytree (π₯34 Β· β 840 Β· π) - Python tree data library. Apache-2
+
+- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 26 Β· π 120 Β· π¦ 17K Β· π 180 - 16% open Β· β±οΈ 11.10.2023):
+
+ ```
+ git clone https://github.com/c0fec0de/anytree
+ ```
+- [PyPi](https://pypi.org/project/anytree) (π₯ 840K / month Β· π¦ 330 Β· β±οΈ 11.10.2023):
+ ```
+ pip install anytree
+ ```
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 34K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge anytree
+ ```
+pyrsistent (π₯31 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
-- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 69 Β· π 140 Β· π¦ 310K Β· π 170 - 15% open Β· β±οΈ 29.12.2022):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 69 Β· π 140 Β· π 170 - 15% open Β· β±οΈ 29.12.2022):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 36M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 35M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
```
pip install pyrsistent
```
@@ -751,7 +767,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyrsistent
```
multidict (π₯32 Β· β 360) - The multidict implementation. Apache-2
+multidict (π₯31 Β· β 360) - The multidict implementation. Apache-2
- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 84 Β· π₯ 4.5K Β· π 140 - 15% open Β· β±οΈ 28.09.2023):
@@ -762,19 +778,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install multidict
```
-- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 11M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 11M Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge multidict
```
bidict (π₯30 Β· β 1.3K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 59 Β· π¦ 18K Β· π 58 - 8% open Β· β±οΈ 01.10.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 59 Β· π¦ 18K Β· π 58 - 8% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.8M / month Β· π¦ 500 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 1.7M / month Β· π¦ 510 Β· β±οΈ 02.01.2023):
```
pip install bidict
```
@@ -790,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 730K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 760K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
```
pip install python-benedict
```
@@ -810,7 +826,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install glom
```
-- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 26K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 27K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge glom
```
@@ -822,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 780K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 760K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
@@ -838,11 +854,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/RaRe-Technologies/sqlitedict
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 260K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 280K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
```
pip install sqlitedict
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 89K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 90K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge sqlitedict
```
@@ -865,12 +881,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (π₯26 Β· β 740) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 340K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 350K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -886,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 1.7M / month Β· π¦ 340 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 1.8M / month Β· π¦ 350 Β· β±οΈ 26.08.2023):
```
pip install python-box
```
@@ -895,11 +911,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-box
```
Show 4 hidden projects...
+Show 3 hidden projects...
-- anytree (π₯31 Β· β 840 Β· π) - Python tree data library.Apache-2
-- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
- ordered-set (π₯28 Β· β 190 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
+- addict (π₯27 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
- cleverdict (π₯14 Β· β 96 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -910,7 +925,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯45 Β· β 16K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 420 Β· π 1.4K Β· π¦ 260K Β· π 3.2K - 10% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 420 Β· π 1.4K Β· π¦ 270K Β· π 3.2K - 10% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/samuelcolvin/pydantic
@@ -919,19 +934,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.2M Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.3M Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge pydantic
```
jsonschema (π₯41 Β· β 4.2K) - An implementation of the JSON Schema specification for Python. MIT
+jsonschema (π₯41 Β· β 4.3K) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 74 Β· π¦ 450K Β· π 790 - 4% open Β· β±οΈ 26.09.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 87 Β· π¦ 460K Β· π 790 - 4% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 98M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 97M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
```
pip install jsonschema
```
@@ -947,23 +962,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.2M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.3M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
```
pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 350K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 350K Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge cerberus
```
validators (π₯33 Β· β 830) - Python Data Validation for Humans. MIT
+validators (π₯33 Β· β 840) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 50 Β· π 140 Β· π₯ 7 Β· π¦ 85K Β· π 150 - 8% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 50 Β· π 140 Β· π₯ 8 Β· π¦ 86K Β· π 150 - 9% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 6.2M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/validators) (π₯ 6M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
```
pip install validators
```
@@ -1006,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (π₯30 Β· β 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 61 Β· π¦ 8.2K Β· π 420 - 33% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 61 Β· π¦ 8.3K Β· π 420 - 33% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 380K / month Β· π¦ 150 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/param) (π₯ 390K / month Β· π¦ 150 Β· β±οΈ 10.10.2023):
```
pip install param
```
@@ -1027,7 +1042,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/crdoconnor/strictyaml
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 760K / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 790K / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -1038,12 +1053,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯22 Β· β 720) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 13 Β· π 32 Β· π¦ 200 Β· π 29 - 51% open Β· β±οΈ 15.09.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 13 Β· π 33 Β· π¦ 210 Β· π 29 - 51% open Β· β±οΈ 15.09.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 44K / month Β· π¦ 11 Β· β±οΈ 28.04.2023):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 41K / month Β· π¦ 11 Β· β±οΈ 28.04.2023):
```
pip install dirty-equals
```
@@ -1068,14 +1083,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge valideer
```
typical (π₯19 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
+typical (π₯19 Β· β 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
- [GitHub](https://github.com/seandstewart/typical) (π¨βπ» 9 Β· π 9 Β· π¦ 74 Β· π 100 - 17% open Β· β±οΈ 26.04.2023):
```
git clone https://github.com/seandstewart/typical
```
-- [PyPi](https://pypi.org/project/typical) (π₯ 1.7K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.5K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1087,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
- schematics (π₯30 Β· β 2.6K Β· π) - Python Data Structures for Humans.BSD-3
-- python-email-validator (π₯25 Β· β 860) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
+- python-email-validator (π₯25 Β· β 870) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
- validr (π₯18 Β· β 210 Β· π) - A simple, fast, extensible python library for data validation. MIT
- dataklasses (π₯7 Β· β 770 Β· π) - A different spin on dataclasses. βUnlicensed
algorithms (π₯29 Β· β 23K) - Minimal examples of data structures and algorithms in Python. MIT
-- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.5K Β· π¦ 93 Β· π 300 - 66% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.5K Β· π¦ 94 Β· π 300 - 66% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.6K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.1K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1152,30 +1167,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-dateutil
```
-- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 49M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 50M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-dateutil
```
arrow (π₯38 Β· β 8.4K Β· π) - Better dates & times for Python. Apache-2
+arrow (π₯38 Β· β 8.4K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 71K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 72K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 19M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 20M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
```
pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.7M Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.8M Β· β±οΈ 01.10.2023):
```
conda install -c conda-forge arrow
```
pendulum (π₯35 Β· β 5.7K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 93 Β· π 360 Β· π₯ 170 Β· π¦ 23K Β· π 520 - 44% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 93 Β· π 360 Β· π₯ 190 Β· π¦ 23K Β· π 520 - 44% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/sdispater/pendulum
@@ -1184,19 +1199,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 840K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 850K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pendulum
```
holidays (π₯35 Β· β 1K) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 420 Β· π₯ 190 Β· π¦ 13K Β· π 470 - 21% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 420 Β· π₯ 190 Β· π¦ 13K Β· π 470 - 21% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 5.9M / month Β· π¦ 450 Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6M / month Β· π¦ 450 Β· β±οΈ 02.10.2023):
```
pip install holidays
```
@@ -1221,14 +1236,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pytz
```
dateparser (π₯34 Β· β 2.3K) - python parser for human readable dates. BSD-3
+dateparser (π₯34 Β· β 2.4K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 130 Β· π 440 Β· π¦ 24K Β· π 670 - 44% open Β· β±οΈ 21.08.2023):
```
git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 3.9M / month Β· π¦ 1.3K Β· β±οΈ 23.03.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 4M / month Β· π¦ 1.3K Β· β±οΈ 23.03.2023):
```
pip install dateparser
```
@@ -1237,14 +1252,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dateparser
```
tzlocal (π₯30 Β· β 170) - A Python module that tries to figure out what your local timezone is. MIT
+tzlocal (π₯34 Β· β 170 Β· π) - A Python module that tries to figure out what your local timezone is. MIT
-- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 29 Β· π 57 Β· π 84 - 7% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 29 Β· π 57 Β· π¦ 130K Β· π 86 - 6% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 82M / month Β· π¦ 3.8K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 85M / month Β· π¦ 3.8K Β· β±οΈ 04.10.2023):
```
pip install tzlocal
```
@@ -1264,25 +1279,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯39 Β· β 660) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯38 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 200 Β· π 270 Β· π¦ 65K Β· π 590 - 33% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 200 Β· π 270 Β· π¦ 67K Β· π 590 - 33% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 120M / month Β· π¦ 740 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 130M / month Β· π¦ 740 Β· β±οΈ 22.09.2023):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 14M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 15M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge fsspec
```
watchdog (π₯36 Β· β 6K) - Python library and shell utilities to monitor filesystem events. Apache-2
+watchdog (π₯37 Β· β 6K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 110K Β· π 630 - 27% open Β· β±οΈ 28.07.2023):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 110K Β· π 630 - 27% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/gorakhargosh/watchdog
@@ -1307,19 +1322,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 850K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 860K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge aiofiles
```
filelock (π₯34 Β· β 580) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 39 Β· π 89 Β· π¦ 320K Β· π 100 - 10% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 39 Β· π 89 Β· π¦ 330K Β· π 100 - 10% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 100M / month Β· π¦ 2.7K Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 99M / month Β· π¦ 2.8K Β· β±οΈ 13.09.2023):
```
pip install filelock
```
@@ -1355,46 +1370,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install appdirs
```
-- [Conda](https://anaconda.org/conda-forge/appdirs) (π₯ 9.6M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/appdirs) (π₯ 9.7M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge appdirs
```
scandir (π₯29 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
+path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
-- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 66 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/jaraco/path) (π¨βπ» 49 Β· π 140 Β· π 130 - 2% open Β· β±οΈ 08.10.2023):
```
- git clone https://github.com/benhoyt/scandir
+ git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/scandir) (π₯ 3.5M / month Β· π¦ 2.2K Β· β±οΈ 09.03.2019):
+- [PyPi](https://pypi.org/project/path) (π₯ 1.6M / month Β· π¦ 140 Β· β±οΈ 07.07.2023):
```
- pip install scandir
+ pip install path
```
-- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.3M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 460K Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge scandir
+ conda install -c conda-forge path
```
path (π₯28 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
+scandir (π₯29 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
-- [GitHub](https://github.com/jaraco/path) (π¨βπ» 49 Β· π 140 Β· π 130 - 2% open Β· β±οΈ 06.08.2023):
+- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 66 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
```
- git clone https://github.com/jaraco/path
+ git clone https://github.com/benhoyt/scandir
```
-- [PyPi](https://pypi.org/project/path) (π₯ 1.6M / month Β· π¦ 140 Β· β±οΈ 07.07.2023):
+- [PyPi](https://pypi.org/project/scandir) (π₯ 3.5M / month Β· π¦ 2.2K Β· β±οΈ 09.03.2019):
```
- pip install path
+ pip install scandir
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 460K Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/scandir) (π₯ 1.4M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge path
+ conda install -c conda-forge scandir
```
Show 2 hidden projects...
-- zipp (π₯32 Β· β 42) - Backport of pathlib-compatible object wrapper for zip files.MIT
+- zipp (π₯31 Β· β 42) - Backport of pathlib-compatible object wrapper for zip files. MIT
- Unipath (π₯23 Β· β 520 Β· π) - An object-oriented approach to Python file/directory operations. MIT
@@ -1405,12 +1420,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (π₯37 Β· β 1.2K Β· π€) - Easy, clean, reliable Python 2/3 compatibility. MIT
-- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 290K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
+- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 300K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
```
git clone https://github.com/PythonCharmers/python-future
```
-- [PyPi](https://pypi.org/project/future) (π₯ 32M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/future) (π₯ 33M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
```
pip install future
```
@@ -1442,7 +1457,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/agronholm/pythonfutures
```
-- [PyPi](https://pypi.org/project/futures) (π₯ 8.8M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
+- [PyPi](https://pypi.org/project/futures) (π₯ 8.7M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
```
pip install futures
```
@@ -1454,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
- six (π₯37 Β· β 950 Β· π) - Python 2 and 3 compatibility library.MIT
-- pathlib2 (π₯28 Β· β 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT
+- pathlib2 (π₯28 Β· β 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- dataclasses (π₯27 Β· β 570 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
- contextlib2 (π₯25 Β· β 36 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
cryptography (π₯47 Β· β 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2
-- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 550K Β· π 2.3K - 1% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 550K Β· π 2.3K - 1% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/pyca/cryptography
@@ -1475,67 +1490,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install cryptography
```
-- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 43M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 44M Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge cryptography
```
tink (π₯38 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
+pycryptodomex (π₯38 Β· β 2.5K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/google/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 930 Β· π 480 - 8% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 140 Β· π¦ 78K Β· π 570 - 11% open Β· β±οΈ 07.10.2023):
```
- git clone https://github.com/google/tink
+ git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 140K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 36M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
```
- pip install tink
+ pip install pycryptodomex
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 470 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.5M Β· β±οΈ 23.09.2023):
```
- npm install tink-crypto
+ conda install -c conda-forge pycryptodomex
```
pycryptodomex (π₯38 Β· β 2.5K) - A self-contained cryptographic library for Python. BSD-3
+tink (π₯37 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 130 Β· π¦ 78K Β· π 560 - 11% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/google/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 940 Β· π 480 - 8% open Β· β±οΈ 29.08.2023):
```
- git clone https://github.com/Legrandin/pycryptodome
+ git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 35M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 150K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
```
- pip install pycryptodomex
+ pip install tink
```
-- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.5M Β· β±οΈ 23.09.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 350 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
- conda install -c conda-forge pycryptodomex
+ npm install tink-crypto
```
keyring (π₯34 Β· β 1.1K) - Store and access your passwords safely. MIT
+keyring (π₯35 Β· β 1.1K) - Store and access your passwords safely. MIT
-- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 490 - 11% open Β· β±οΈ 23.07.2023):
+- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 490 - 11% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/jaraco/keyring
```
-- [PyPi](https://pypi.org/project/keyring) (π₯ 38M / month Β· π¦ 4.1K Β· β±οΈ 24.06.2023):
+- [PyPi](https://pypi.org/project/keyring) (π₯ 38M / month Β· π¦ 4.2K Β· β±οΈ 24.06.2023):
```
pip install keyring
```
-- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 3.7M Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 3.8M Β· β±οΈ 29.09.2023):
```
conda install -c conda-forge keyring
```
asn1crypto (π₯34 Β· β 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
-- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 100K Β· π 190 - 28% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 100K Β· π 190 - 28% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 51M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 52M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1546,12 +1561,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (π₯32 Β· β 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 120 - 4% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 120 - 4% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 43M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 44M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
```
pip install bcrypt
```
@@ -1584,64 +1599,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 59K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 30K Β· π 32K - 2% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 30K Β· π 32K - 2% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.4M / month Β· π¦ 4.1K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 4.5M / month Β· π¦ 4.1K Β· β±οΈ 11.10.2023):
```
pip install ansible
```
-- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 960K Β· β±οΈ 12.09.2023):
+- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 960K Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge ansible
```
awscli (π₯44 Β· β 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.9K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.9K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 130M / month Β· π¦ 3.1K Β· β±οΈ 06.10.2023):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 05.10.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge awscli
```
botocore (π₯44 Β· β 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 280K Β· π 1K - 13% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 280K Β· π 1K - 13% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 360M / month Β· π¦ 8.5K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 350M / month Β· π¦ 8.5K Β· β±οΈ 06.10.2023):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 04.10.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge botocore
```
pulumi (π₯42 Β· β 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 240 Β· π 950 Β· π₯ 1M Β· π¦ 6.5K Β· π 6.5K - 28% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 240 Β· π 950 Β· π₯ 1.1M Β· π¦ 6.6K Β· π 6.5K - 28% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 820K / month Β· π¦ 140 Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 840K / month Β· π¦ 160 Β· β±οΈ 11.10.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.2M / month Β· π¦ 820 Β· β±οΈ 26.09.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.3M / month Β· π¦ 880 Β· β±οΈ 12.10.2023):
```
npm install @pulumi/pulumi
```
@@ -1657,19 +1672,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install paramiko
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 3.8M Β· β±οΈ 30.07.2023):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 3.9M Β· β±οΈ 30.07.2023):
```
conda install -c conda-forge paramiko
```
docker (π₯42 Β· β 6.4K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 440 Β· π 1.7K Β· π₯ 680 Β· π¦ 69K Β· π 1.7K - 26% open Β· β±οΈ 21.08.2023):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 440 Β· π 1.7K Β· π₯ 690 Β· π¦ 69K Β· π 1.7K - 26% open Β· β±οΈ 21.08.2023):
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 36M / month Β· π¦ 3.8K Β· β±οΈ 01.06.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 37M / month Β· π¦ 3.8K Β· β±οΈ 01.06.2023):
```
pip install docker
```
@@ -1680,7 +1695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯41 Β· β 31K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 5K Β· π₯ 110M Β· π¦ 280 Β· π 7.1K - 2% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 5K Β· π₯ 110M Β· π¦ 280 Β· π 7.1K - 2% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/docker/compose
@@ -1696,7 +1711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (π₯38 Β· β 6K) - Official Python client library for kubernetes. Apache-2
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 8% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 8% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/kubernetes-client/python
@@ -1712,12 +1727,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (π₯37 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
-- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 16 Β· π 1.8K - 26% open Β· β±οΈ 23.09.2023):
+- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 18 Β· π 1.8K - 26% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 4.3M / month Β· π¦ 120 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 4.5M / month Β· π¦ 120 Β· β±οΈ 31.08.2023):
```
pip install fabric
```
@@ -1728,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (π₯37 Β· β 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 220 Β· π 1.2K Β· π¦ 3.9K Β· π 2K - 8% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 220 Β· π 1.2K Β· π¦ 3.9K Β· π 2K - 8% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/ktbyers/netmiko
@@ -1749,19 +1764,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install schedule
```
-- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 42K Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 43K Β· β±οΈ 02.10.2023):
```
conda install -c conda-forge schedule
```
plumbum (π₯34 Β· β 2.7K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 4.9K Β· π 350 - 36% open Β· β±οΈ 05.09.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 5K Β· π 350 - 36% open Β· β±οΈ 05.09.2023):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.4M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.5M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1772,7 +1787,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (π₯31 Β· β 1.1K) - SSH tunnels to remote server. MIT
-- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 26 Β· π 180 Β· π¦ 6K Β· π 200 - 30% open Β· β±οΈ 14.05.2023):
+- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 26 Β· π 180 Β· π¦ 6.1K Β· π 200 - 30% open Β· β±οΈ 14.05.2023):
```
git clone https://github.com/pahaz/sshtunnel
@@ -1786,14 +1801,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sshtunnel
```
pyinfra (π₯29 Β· β 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT
+pyinfra (π₯29 Β· β 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT
-- [GitHub](https://github.com/Fizzadar/pyinfra) (π¨βπ» 98 Β· π 310 Β· π¦ 85 Β· π 670 - 20% open Β· β±οΈ 01.10.2023):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 98 Β· π 320 Β· π¦ 85 Β· π 670 - 20% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 36K / month Β· π¦ 11 Β· β±οΈ 31.08.2021):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 36K / month Β· π¦ 11 Β· β±οΈ 09.10.2023):
```
pip install pyinfra
```
@@ -1805,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.7K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.8K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
@@ -1828,9 +1843,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (π₯38 Β· β 2.4K Β· π) - A Python module for controlling interactive programs in a pseudo-.. ISC
+pexpect (π₯38 Β· β 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
-- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 460 Β· π₯ 4.4K Β· π¦ 310K Β· π 510 - 36% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 460 Β· π₯ 4.4K Β· π¦ 320K Β· π 510 - 36% open Β· β±οΈ 29.09.2023):
```
git clone https://github.com/pexpect/pexpect
@@ -1851,7 +1866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 5.4M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/sh) (π₯ 5.7M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
```
pip install sh
```
@@ -1862,12 +1877,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (π₯35 Β· β 7.9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
-- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 9.7K Β· π 1.1K - 12% open Β· β±οΈ 19.09.2023):
+- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 9.7K Β· π 1.1K - 12% open Β· β±οΈ 06.10.2023):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 3M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 2.8M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
```
pip install supervisor
```
@@ -1898,6 +1913,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (π₯38 Β· β 9.6K) - Ultra fast asyncio event loop. Apache-2
+
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 58 Β· π 560 Β· π₯ 420 Β· π¦ 99K Β· π 340 - 25% open Β· β±οΈ 10.10.2023):
+
+ ```
+ git clone https://github.com/MagicStack/uvloop
+ ```
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 6.6M / month Β· π¦ 1.9K Β· β±οΈ 19.09.2022):
+ ```
+ pip install uvloop
+ ```
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 650K Β· β±οΈ 24.09.2023):
+ ```
+ conda install -c conda-forge uvloop
+ ```
+greenlet (π₯38 Β· β 1.5K) - Lightweight in-process concurrent programming. MIT
- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 67 Β· π 230 Β· π¦ 290K Β· π 220 - 8% open Β· β±οΈ 02.10.2023):
@@ -1905,18 +1936,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 68M / month Β· π¦ 10K Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 71M / month Β· π¦ 10K Β· β±οΈ 02.10.2023):
```
pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8.1M Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge greenlet
```
anyio (π₯38 Β· β 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 42 Β· π 110 Β· π¦ 180K Β· π 320 - 17% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 42 Β· π 110 Β· π¦ 180K Β· π 320 - 17% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/agronholm/anyio
@@ -1925,27 +1956,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 10M Β· β±οΈ 31.08.2023):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 11M Β· β±οΈ 31.08.2023):
```
conda install -c conda-forge anyio
```
uvloop (π₯37 Β· β 9.6K) - Ultra fast asyncio event loop. Apache-2
-
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 57 Β· π 560 Β· π₯ 420 Β· π¦ 98K Β· π 340 - 25% open Β· β±οΈ 11.08.2023):
-
- ```
- git clone https://github.com/MagicStack/uvloop
- ```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 6.6M / month Β· π¦ 1.9K Β· β±οΈ 19.09.2022):
- ```
- pip install uvloop
- ```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 650K Β· β±οΈ 24.09.2023):
- ```
- conda install -c conda-forge uvloop
- ```
-asyncer (π₯25 Β· β 1.2K) - Asyncer, async and await, focused on developer experience. MIT
- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 10 Β· π 40 Β· π¦ 2.7K Β· π 10 - 60% open Β· β±οΈ 31.07.2023):
@@ -1953,11 +1968,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 76K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 77K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
```
pip install asyncer
```
-- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 5.5K Β· β±οΈ 18.06.2023):
+- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 5.6K Β· β±οΈ 18.06.2023):
```
conda install -c conda-forge asyncer
```
@@ -1992,11 +2007,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 33M / month Β· π¦ 15K Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 34M / month Β· π¦ 15K Β· β±οΈ 03.10.2023):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 23M Β· β±οΈ 04.10.2023):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 24M Β· β±οΈ 04.10.2023):
```
conda install -c conda-forge traitlets
```
@@ -2008,11 +2023,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 32M / month Β· π¦ 8.9K Β· β±οΈ 24.02.2023):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 32M / month Β· π¦ 9K Β· β±οΈ 24.02.2023):
```
pip install python-dotenv
```
-- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 2.7M Β· β±οΈ 04.09.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dotenv) (π₯ 2.8M Β· β±οΈ 04.09.2023):
```
conda install -c conda-forge python-dotenv
```
@@ -2024,7 +2039,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.1M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.2M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
```
pip install dynaconf
```
@@ -2035,12 +2050,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (π₯32 Β· β 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 87 Β· π¦ 18K Β· π 530 - 17% open Β· β±οΈ 22.09.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 87 Β· π¦ 19K Β· π 530 - 17% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.8M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.7M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
```
pip install omegaconf
```
@@ -2049,25 +2064,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge omegaconf
```
hydra (π₯31 Β· β 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT
+hydra (π₯31 Β· β 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT
- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 600 Β· π¦ 16K Β· π 1.3K - 16% open Β· β±οΈ 17.09.2023):
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 8.9K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 9.2K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 800K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 810K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge hydra-core
```
python-decouple (π₯31 Β· β 2.5K) - Strict separation of config from code. MIT
-- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 35 Β· π 180 Β· π₯ 12 Β· π¦ 110K Β· π 90 - 6% open Β· β±οΈ 17.04.2023):
+- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 35 Β· π 180 Β· π₯ 12 Β· π¦ 110K Β· π 92 - 8% open Β· β±οΈ 17.04.2023):
```
git clone https://github.com/henriquebastos/python-decouple
@@ -2076,7 +2091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 70K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 71K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-decouple
```
@@ -2088,7 +2103,7 @@ _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₯ 180K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 190K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2097,25 +2112,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge gin-config
```
configobj (π₯27 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
+configobj (π₯28 Β· β 300 Β· π€) - Python 3+ compatible port of the configobj library. BSD-3
-- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 70 Β· π₯ 230 Β· π¦ 31K Β· π 170 - 42% open Β· β±οΈ 18.01.2023):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 71 Β· π₯ 240 Β· π¦ 31K Β· π 170 - 42% open Β· β±οΈ 18.01.2023):
```
git clone https://github.com/DiffSK/configobj
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 2.5M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 2.6M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
```
pip install configobj
```
-- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 720K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 730K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge configobj
```
everett (π₯24 Β· β 140) - configuration library for python projects. MPL-2.0
-- [GitHub](https://github.com/willkg/everett) (π¨βπ» 6 Β· π 30 Β· π¦ 880 Β· π 81 - 2% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/willkg/everett) (π¨βπ» 7 Β· π 30 Β· π¦ 890 Β· π 81 - 2% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/willkg/everett
@@ -2137,12 +2152,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (π₯46 Β· β 14K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 100 Β· π¦ 1.4M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 110 Β· π¦ 1.4M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 160M / month Β· π¦ 75K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 170M / month Β· π¦ 75K Β· β±οΈ 17.08.2023):
```
pip install click
```
@@ -2162,7 +2177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5.2M Β· β±οΈ 30.09.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5.3M Β· β±οΈ 30.09.2023):
```
conda install -c conda-forge rich
```
@@ -2183,25 +2198,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge prompt-toolkit
```
python-fire (π₯37 Β· β 25K Β· π€) - Python Fire is a library for automatically generating.. Apache-2
+python-fire (π₯36 Β· β 25K) - Python Fire is a library for automatically generating command.. Apache-2
-- [GitHub](https://github.com/google/python-fire) (π¨βπ» 59 Β· π 1.4K Β· π¦ 25K Β· π 320 - 45% open Β· β±οΈ 13.02.2023):
+- [GitHub](https://github.com/google/python-fire) (π¨βπ» 60 Β· π 1.4K Β· π¦ 26K Β· π 320 - 45% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.8M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.7M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 760K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 770K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fire
```
Typer (π₯35 Β· β 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 480 Β· π¦ 16 Β· π 380 - 55% open Β· β±οΈ 01.08.2023):
+- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 480 Β· π¦ 18 Β· π 380 - 55% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/tiangolo/typer
@@ -2233,7 +2248,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (π₯34 Β· β 1.3K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 67 Β· π 120 Β· π₯ 310 Β· π¦ 46K Β· π 240 - 21% open Β· β±οΈ 23.09.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 67 Β· π 120 Β· π₯ 310 Β· π¦ 47K Β· π 240 - 21% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/kislyuk/argcomplete
@@ -2254,7 +2269,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 42M / month Β· π¦ 14K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 44M / month Β· π¦ 14K Β· β±οΈ 30.09.2023):
```
pip install wcwidth
```
@@ -2265,7 +2280,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (π₯33 Β· β 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 82 Β· π¦ 17K Β· π 100 - 32% open Β· β±οΈ 26.09.2023):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 82 Β· π¦ 18K Β· π 100 - 32% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/sdispater/cleo
@@ -2274,19 +2289,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 570K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 580K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge cleo
```
asciimatics (π₯32 Β· β 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2
-- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 44 Β· π 240 Β· π¦ 920 Β· π 290 - 8% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 44 Β· π 240 Β· π¦ 920 Β· π 290 - 8% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 81K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 92K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
```
pip install asciimatics
```
@@ -2297,23 +2312,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (π₯31 Β· β 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 72 Β· π¦ 10K Β· π 130 - 26% open Β· β±οΈ 08.09.2023):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 73 Β· π¦ 10K Β· π 130 - 26% open Β· β±οΈ 08.09.2023):
```
git clone https://github.com/tmbo/questionary
```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 1.2M / month Β· π¦ 370 Β· β±οΈ 08.09.2023):
+- [PyPi](https://pypi.org/project/questionary) (π₯ 1.3M / month Β· π¦ 370 Β· β±οΈ 08.09.2023):
```
pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 57K Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 58K Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge questionary
```
ConfigArgParse (π₯29 Β· β 660) - A drop-in replacement for argparse that allows options to also be.. MIT
+ConfigArgParse (π₯29 Β· β 670) - A drop-in replacement for argparse that allows options to also be.. MIT
-- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 53 Β· π 110 Β· π¦ 13K Β· π 190 - 33% open Β· β±οΈ 23.07.2023):
+- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 53 Β· π 110 Β· π¦ 13K Β· π 190 - 34% open Β· β±οΈ 23.07.2023):
```
git clone https://github.com/bw2/ConfigArgParse
@@ -2322,7 +2337,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 710K Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 720K Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge configargparse
```
@@ -2334,19 +2349,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 80K / month Β· π¦ 32 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 87K / month Β· π¦ 32 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
colout (π₯17 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
+colout (π₯19 Β· β 1.1K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 30 Β· π 56 Β· π¦ 5 Β· π 72 - 19% open Β· β±οΈ 10.07.2023):
```
git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 1.3K / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 1.4K / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2365,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
@@ -2384,14 +2399,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 9.9M Β· β±οΈ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 10M Β· β±οΈ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (π₯30 Β· β 920) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 9 Β· π¦ 1.9K Β· π 290 - 13% open Β· β±οΈ 01.10.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 9 Β· π¦ 1.9K Β· π 290 - 13% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/aio-libs/aiocache
@@ -2401,36 +2416,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pip install aiocache
```
beaker (π₯27 Β· β 510) - WSGI middleware for sessions and caching. BSD-3
+pylibmc (π₯28 Β· β 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 4.8K Β· π 120 - 52% open Β· β±οΈ 03.05.2023):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 360 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/bbangert/beaker
+ git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 280K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 180K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
```
- pip install beaker
+ pip install pylibmc
```
-- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 72K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 210K Β· β±οΈ 26.09.2023):
```
- conda install -c conda-forge beaker
+ conda install -c conda-forge pylibmc
```
pylibmc (π₯27 Β· β 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
+beaker (π₯27 Β· β 510) - WSGI middleware for sessions and caching. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 53 Β· π 130 Β· π₯ 300 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 21.08.2023):
+- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 4.8K Β· π 120 - 52% open Β· β±οΈ 03.05.2023):
```
- git clone https://github.com/lericson/pylibmc
+ git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 180K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 280K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
```
- pip install pylibmc
+ pip install beaker
```
-- [Conda](https://anaconda.org/conda-forge/pylibmc) (π₯ 210K Β· β±οΈ 26.09.2023):
+- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 72K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pylibmc
+ conda install -c conda-forge beaker
```
cachier (π₯23 Β· β 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
@@ -2440,7 +2455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 29K / month Β· π¦ 27 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 27K / month Β· π¦ 27 Β· β±οΈ 25.11.2021):
```
pip install cachier
```
@@ -2459,7 +2474,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (π₯40 Β· β 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 590 Β· π 3K Β· π₯ 33K Β· π¦ 11K Β· π 4.9K - 20% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 600 Β· π 3K Β· π₯ 33K Β· π¦ 11K Β· π 4.9K - 19% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/kivy/kivy
@@ -2468,14 +2483,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install kivy
```
-- [Conda](https://anaconda.org/conda-forge/kivy) (π₯ 320K Β· β±οΈ 19.09.2023):
+- [Conda](https://anaconda.org/conda-forge/kivy) (π₯ 330K Β· β±οΈ 19.09.2023):
```
conda install -c conda-forge kivy
```
PySimpleGUI (π₯36 Β· β 12K) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 9.8K Β· π 3.4K - 20% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 9.9K Β· π 3.4K - 20% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
@@ -2484,54 +2499,54 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pysimplegui
```
-- [Conda](https://anaconda.org/conda-forge/pysimplegui) (π₯ 120K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pysimplegui) (π₯ 130K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pysimplegui
```
DearPyGui (π₯34 Β· β 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
+DearPyGui (π₯33 Β· β 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
-- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 63 Β· π 600 Β· π¦ 2.2K Β· π 1.2K - 18% open Β· β±οΈ 13.09.2023):
+- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 63 Β· π 610 Β· π¦ 2.3K Β· π 1.2K - 19% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 37K / month Β· π¦ 46 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 40K / month Β· π¦ 47 Β· β±οΈ 09.10.2023):
```
pip install dearpygui
```
Eel (π₯30 Β· β 5.8K Β· π€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
+Eel (π₯31 Β· β 5.8K 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» 46 Β· π 560 Β· π¦ 6.2K Β· π 510 - 34% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 6.2K Β· π 520 - 34% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 60K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/eel) (π₯ 61K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
```
pip install eel
```
toga (π₯30 Β· β 3.6K) - A Python native, OS native GUI toolkit. BSD-3
+toga (π₯30 Β· β 3.6K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 610 Β· π₯ 1.7K Β· π¦ 2 Β· π 770 - 17% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 610 Β· π₯ 1.7K Β· π¦ 2 Β· π 770 - 17% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 1.4K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
+- [PyPi](https://pypi.org/project/toga) (π₯ 1.6K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 84 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 150 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
Show 4 hidden projects...
-- Gooey (π₯30 Β· β 18K Β· π) - Turn (almost) any Python command line program into a full GUI..MIT
+- Gooey (π₯30 Β· β 18K Β· π) - Turn (almost) any Python command line program into a full GUI.. MIT
- Phoenix (π₯28 Β· β 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
- flexx (π₯26 Β· β 3.2K Β· π) - Write desktop and web apps in pure Python. BSD-2
- enaml (π₯25 Β· β 1.5K) - Declarative User Interfaces for Python. βUnlicensed
@@ -2544,6 +2559,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-ml-python - Computer Vision ( β 15K) - Collection of computer vision and image processing..
+Pipeless (π₯17 Β· β 130 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
+
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 11 Β· π 8 - 25% open Β· β±οΈ 11.10.2023):
+
+ ```
+ git clone https://github.com/pipeless-ai/pipeless
+ ```
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 710 / month Β· π¦ 2 Β· β±οΈ 06.10.2023):
+ ```
+ pip install pipeless-ai
+ ```
+## Machine Learning & Data Engineering @@ -2567,11 +2594,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.9M / month Β· π¦ 1.4K Β· β±οΈ 29.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.8M / month Β· π¦ 1.4K Β· β±οΈ 29.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 820K Β· β±οΈ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 830K Β· β±οΈ 29.09.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2583,7 +2610,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (π₯ 2.7M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (π₯ 2.8M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023): ``` pip install emoji ``` @@ -2607,19 +2634,19 @@ _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₯ 120 / month Β· π¦ 3 Β· β±οΈ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 240 / month Β· π¦ 3 Β· β±οΈ 20.08.2017): ``` npm install @pypi/chardet ```
inflect (π₯31 Β· β 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
-- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 52 Β· π 100 Β· π 110 - 23% open Β· β±οΈ 21.08.2023):
+- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 52 Β· π 100 Β· π 110 - 23% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.6M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 4.7M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2628,9 +2655,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge inflect
```
python-slugify (π₯30 Β· β 1.4K Β· π€) - Returns unicode slugs. MIT
+python-slugify (π₯30 Β· β 1.4K) - Returns unicode slugs. MIT
-- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 33 Β· π 100 Β· π 67 - 4% open Β· β±οΈ 24.02.2023):
+- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 34 Β· π 100 Β· π 68 - 4% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/un33k/python-slugify
@@ -2651,7 +2678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 610K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 640K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
```
pip install pyahocorasick
```
@@ -2667,7 +2694,7 @@ _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₯ 110K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 97K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
@@ -2679,11 +2706,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/alexanderlukanin13/coolname
```
-- [PyPi](https://pypi.org/project/coolname) (π₯ 360K / month Β· π¦ 54 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 350K / month Β· π¦ 54 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
-- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 74K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 75K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge coolname
```
@@ -2691,7 +2718,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects...
- humanize (π₯32 Β· β 1.7K Β· π) - python humanize functions.MIT
-- awesome-slugify (π₯21 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
+- awesome-slugify (π₯22 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯15 Β· β 78 Β· π) - Convert long numbers into a human-readable format in Python. MIT
@@ -2710,25 +2737,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (π₯48 Β· β 8.3K) - AWS SDK for Python. Apache-2
+boto3 (π₯48 Β· β 8.4K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 360K Β· π 3.1K - 5% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 370K Β· π 3.1K - 5% open Β· β±οΈ 06.10.2023):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 860M / month Β· π¦ 18K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 880M / month Β· π¦ 18K Β· β±οΈ 06.10.2023):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 05.10.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge boto3
```
redis (π₯44 Β· β 12K) - Redis Python Client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 410 Β· π 2.4K Β· π 1.5K - 11% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 410 Β· π 2.4K Β· π 1.6K - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/redis/redis-py
@@ -2744,28 +2771,28 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy (π₯44 Β· β 7.8K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 660 Β· π 1.2K Β· π₯ 46K Β· π¦ 640K Β· π 7.5K - 2% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 660 Β· π 1.2K Β· π₯ 46K Β· π¦ 650K Β· π 7.5K - 2% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 92M / month Β· π¦ 47K Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 93M / month Β· π¦ 48K Β· β±οΈ 18.09.2023):
```
pip install SQLAlchemy
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 13M Β· β±οΈ 19.09.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 13M Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge sqlalchemy
```
google-cloud-storage (π₯42 Β· β 4.3K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 440 Β· π 1.5K Β· π 3.7K - 4% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 450 Β· π 1.5K Β· π 3.7K - 4% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 54M / month Β· π¦ 2K Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 55M / month Β· π¦ 2K Β· β±οΈ 19.09.2023):
```
pip install google-cloud-storage
```
@@ -2774,30 +2801,30 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge google-cloud-storage
```
azure-storage-blob (π₯42 Β· β 3.8K) - This repository is for active development of the Azure SDK.. MIT
+azure-storage-blob (π₯42 Β· β 3.9K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 630 Β· π 2.5K Β· π¦ 2.3K Β· π 8.7K - 11% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 630 Β· π 2.5K Β· π¦ 2.3K Β· π 8.7K - 11% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 42M / month Β· π¦ 680 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 43M / month Β· π¦ 690 Β· β±οΈ 10.10.2023):
```
pip install azure-storage-blob
```
-- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 1M Β· β±οΈ 26.09.2023):
+- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 1M Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge azure-storage-blob
```
peewee (π₯41 Β· β 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 23K Β· π 2.3K - 0% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 24K Β· π 2.3K - 0% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.2M / month Β· π¦ 3.7K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 1.3M / month Β· π¦ 3.7K Β· β±οΈ 14.08.2023):
```
pip install peewee
```
@@ -2808,16 +2835,16 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (π₯40 Β· β 4K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.5K Β· π¦ 41K Β· π 1K - 5% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.5K Β· π¦ 41K Β· π 1.1K - 5% open Β· β±οΈ 06.10.2023):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 14M / month Β· π¦ 6.1K Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 15M / month Β· π¦ 6.1K Β· β±οΈ 22.09.2023):
```
pip install elasticsearch
```
-- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 920K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 930K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge elasticsearch
```
@@ -2829,7 +2856,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 44M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 41M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
```
pip install PyMySQL
```
@@ -2856,12 +2883,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (π₯39 Β· β 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.1K Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.1K Β· β±οΈ 11.10.2023):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 22M / month Β· π¦ 20K Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 23M / month Β· π¦ 20K Β· β±οΈ 22.08.2023):
```
pip install pymongo
```
@@ -2881,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install alembic
```
-- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 3.7M Β· β±οΈ 14.09.2023):
+- [Conda](https://anaconda.org/conda-forge/alembic) (π₯ 3.8M Β· β±οΈ 14.09.2023):
```
conda install -c conda-forge alembic
```
@@ -2893,23 +2920,23 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 970K / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 940K / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 220K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 230K Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge mongoengine
```
Elasticsearch DSL (π₯37 Β· β 3.7K) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 820 Β· π₯ 200 Β· π¦ 9.5K Β· π 1.3K - 12% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 820 Β· π₯ 200 Β· π¦ 9.6K Β· π 1.3K - 12% open Β· β±οΈ 18.09.2023):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.5M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.8M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
```
pip install elasticsearch-dsl
```
@@ -2920,7 +2947,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (π₯37 Β· β 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 630 Β· π₯ 210K Β· π¦ 1.2K Β· π 990 - 3% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 630 Β· π₯ 210K Β· π¦ 1.2K Β· π 1K - 3% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/awslabs/aws-data-wrangler
@@ -2936,7 +2963,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (π₯37 Β· β 650) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 260 Β· π¦ 23K Β· π 610 - 13% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 260 Β· π¦ 23K Β· π 610 - 13% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/googleapis/python-bigquery
@@ -2945,19 +2972,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.7M Β· β±οΈ 20.07.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.7M Β· β±οΈ 05.10.2023):
```
conda install -c conda-forge google-cloud-bigquery
```
Ibis (π₯36 Β· β 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 200 Β· π 450 Β· π₯ 98 Β· π¦ 600 Β· π 2.3K - 4% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 200 Β· π 450 Β· π₯ 98 Β· π¦ 600 Β· π 2.3K - 4% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 100K / month Β· π¦ 49 Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 100K / month Β· π¦ 50 Β· β±οΈ 08.10.2023):
```
pip install ibis-framework
```
@@ -2968,7 +2995,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (π₯36 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 470 Β· π 930 Β· π 200 - 37% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 470 Β· π 930 Β· π 200 - 37% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/apache/libcloud
@@ -2994,22 +3021,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge sqlalchemy-utils
```
confluent-kafka-python (π₯35 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
-
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 860 Β· π¦ 7.3K Β· π 1.1K - 24% open Β· β±οΈ 24.07.2023):
-
- ```
- git clone https://github.com/confluentinc/confluent-kafka-python
- ```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.6M / month Β· π¦ 440 Β· β±οΈ 12.07.2023):
- ```
- pip install confluent-kafka
- ```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 780K Β· β±οΈ 25.09.2023):
- ```
- conda install -c conda-forge python-confluent-kafka
- ```
-s3transfer (π₯35 Β· β 180) - Amazon S3 Transfer Manager for Python. Apache-2
- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 36 Β· π 120 Β· π¦ 240K Β· π 81 - 56% open Β· β±οΈ 26.09.2023):
@@ -3017,7 +3028,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 250M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 260M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
```
pip install s3transfer
```
@@ -3026,14 +3037,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3transfer
```
tortoise-orm (π₯34 Β· β 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+tortoise-orm (π₯34 Β· β 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 330 Β· π₯ 13 Β· π¦ 6.4K Β· π 980 - 49% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 330 Β· π₯ 13 Β· π¦ 6.4K Β· π 980 - 49% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 97K / month Β· π¦ 93 Β· β±οΈ 11.08.2023):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 95K / month Β· π¦ 93 Β· β±οΈ 11.08.2023):
```
pip install tortoise-orm
```
@@ -3042,30 +3053,30 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge tortoise-orm
```
Prometheus Client (π₯34 Β· β 3.6K) - Prometheus instrumentation library for Python.. Apache-2
+confluent-kafka-python (π₯34 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 130 Β· π 740 Β· π 500 - 18% open Β· β±οΈ 18.09.2023):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 860 Β· π¦ 7.4K Β· π 1.1K - 24% open Β· β±οΈ 24.07.2023):
```
- git clone https://github.com/prometheus/client_python
+ git clone https://github.com/confluentinc/confluent-kafka-python
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 26M / month Β· π¦ 750 Β· β±οΈ 10.07.2023):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.6M / month Β· π¦ 440 Β· β±οΈ 12.07.2023):
```
- pip install prometheus_client
+ pip install confluent-kafka
```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 14M Β· β±οΈ 10.07.2023):
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 780K Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge prometheus_client
+ conda install -c conda-forge python-confluent-kafka
```
Pony (π₯34 Β· β 3.3K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 230 Β· π₯ 67 Β· π¦ 3.7K Β· π 640 - 48% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 230 Β· π₯ 68 Β· π¦ 3.7K Β· π 640 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 120K / month Β· π¦ 360 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/pony) (π₯ 130K / month Β· π¦ 360 Β· β±οΈ 25.09.2023):
```
pip install pony
```
@@ -3081,7 +3092,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.1M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
```
pip install mysqlclient
```
@@ -3092,12 +3103,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (π₯34 Β· β 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 45 Β· π 200 Β· π¦ 71K Β· β±οΈ 05.09.2023):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 45 Β· π 200 Β· π¦ 72K Β· β±οΈ 05.09.2023):
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 1.2M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/motor) (π₯ 1.1M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
```
pip install motor
```
@@ -3117,19 +3128,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install s3fs
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.2M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.3M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge s3fs
```
minio (π₯34 Β· β 680) - MinIO Client SDK for Python. Apache-2
+minio (π₯34 Β· β 690) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.4K Β· π 510 - 1% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.4K Β· π 520 - 1% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.4M / month Β· π¦ 450 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.5M / month Β· π¦ 450 Β· β±οΈ 25.09.2023):
```
pip install minio
```
@@ -3145,7 +3156,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 540K / month Β· π¦ 120 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 530K / month Β· π¦ 120 Β· β±οΈ 30.08.2022):
```
pip install sqlmodel
```
@@ -3154,6 +3165,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge sqlmodel
```
Prometheus Client (π₯33 Β· β 3.6K) - Prometheus instrumentation library for Python.. Apache-2
+
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 740 Β· π 500 - 18% open Β· β±οΈ 11.10.2023):
+
+ ```
+ git clone https://github.com/prometheus/client_python
+ ```
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 25M / month Β· π¦ 750 Β· β±οΈ 10.07.2023):
+ ```
+ pip install prometheus_client
+ ```
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 14M Β· β±οΈ 10.07.2023):
+ ```
+ conda install -c conda-forge prometheus_client
+ ```
+Databases (π₯33 Β· β 3.5K) - Async database support for Python. BSD-3
- [GitHub](https://github.com/encode/databases) (π¨βπ» 56 Β· π 250 Β· π¦ 20K Β· π 320 - 39% open Β· β±οΈ 09.09.2023):
@@ -3170,96 +3197,96 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge databases
```
neo4j-driver (π₯33 Β· β 830) - Neo4j Bolt driver for Python. Apache-2
+PyPika (π₯33 Β· β 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 200 Β· π¦ 7.1K Β· π 230 - 1% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 97 Β· π 260 Β· π¦ 15K Β· π 400 - 37% open Β· β±οΈ 10.10.2023):
```
- git clone https://github.com/neo4j/neo4j-python-driver
+ git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 140K / month Β· π¦ 230 Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.5M / month Β· π¦ 93 Β· β±οΈ 15.03.2022):
```
- pip install neo4j-driver
+ pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 190K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 4.2K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge neo4j-python-driver
+ conda install -c conda-forge pypika
```
dataset (π₯32 Β· β 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
+Cassandra Driver (π₯33 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
-- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.3K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
+- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 550 Β· π¦ 5.6K Β· β±οΈ 12.10.2023):
```
- git clone https://github.com/pudo/dataset
+ git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 120K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.3M / month Β· π¦ 700 Β· β±οΈ 06.06.2023):
```
- pip install dataset
+ pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.1K Β· β±οΈ 12.07.2023):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 180K Β· β±οΈ 07.10.2023):
```
- conda install -c conda-forge dataset
+ conda install -c conda-forge cassandra-driver
```
PyPika (π₯32 Β· β 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+neo4j-driver (π₯33 Β· β 830) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 96 Β· π 260 Β· π¦ 14K Β· π 400 - 36% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 200 Β· π¦ 7.2K Β· π 230 - 1% open Β· β±οΈ 11.10.2023):
```
- git clone https://github.com/kayak/pypika
+ git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2.5M / month Β· π¦ 92 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 140K / month Β· π¦ 230 Β· β±οΈ 28.09.2023):
```
- pip install pypika
+ pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 3.9K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 190K Β· β±οΈ 28.09.2023):
```
- conda install -c conda-forge pypika
+ conda install -c conda-forge neo4j-python-driver
```
pygsheets (π₯32 Β· β 1.4K) - Google Sheets Python API v4. MIT
+pandas-gbq (π₯33 Β· β 390) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 90 Β· π 210 Β· π¦ 2.1K Β· π 390 - 14% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 43 Β· π 120 Β· π₯ 350 Β· π¦ 8.1K Β· π 340 - 16% open Β· β±οΈ 10.10.2023):
```
- git clone https://github.com/nithinmurali/pygsheets
+ git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.3M / month Β· π¦ 93 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 6.2M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
```
- pip install pygsheets
+ pip install pandas-gbq
+ ```
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 29.06.2023):
+ ```
+ conda install -c conda-forge pandas-gbq
```
Cassandra Driver (π₯32 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
+dataset (π₯32 Β· β 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
-- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 550 Β· π¦ 5.5K Β· β±οΈ 22.09.2023):
+- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.3K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
```
- git clone https://github.com/datastax/python-driver
+ git clone https://github.com/pudo/dataset
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.3M / month Β· π¦ 700 Β· β±οΈ 06.06.2023):
+- [PyPi](https://pypi.org/project/dataset) (π₯ 120K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
```
- pip install cassandra-driver
+ pip install dataset
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 180K Β· β±οΈ 08.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.1K Β· β±οΈ 12.07.2023):
```
- conda install -c conda-forge cassandra-driver
+ conda install -c conda-forge dataset
```
pandas-gbq (π₯32 Β· β 390) - Google BigQuery connector for pandas. BSD-3
+pygsheets (π₯32 Β· β 1.4K) - Google Sheets Python API v4. MIT
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 43 Β· π 120 Β· π₯ 350 Β· π¦ 8K Β· π 330 - 16% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 90 Β· π 210 Β· π¦ 2.1K Β· π 390 - 14% open Β· β±οΈ 28.09.2023):
```
- git clone https://github.com/googleapis/python-bigquery-pandas
- ```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 5.8M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
- ```
- pip install pandas-gbq
+ git clone https://github.com/nithinmurali/pygsheets
```
-- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 29.06.2023):
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.3M / month Β· π¦ 93 Β· β±οΈ 30.11.2022):
```
- conda install -c conda-forge pandas-gbq
+ pip install pygsheets
```
PynamoDB (π₯31 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
@@ -3269,7 +3296,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.6M / month Β· π¦ 160 Β· β±οΈ 26.04.2023):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 26.04.2023):
```
pip install pynamodb
```
@@ -3280,7 +3307,7 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (π₯31 Β· β 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
-- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 7.6K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
+- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 7.7K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
```
git clone https://github.com/oracle/python-cx_Oracle
@@ -3301,7 +3328,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/influxdata/influxdb-python
```
-- [PyPi](https://pypi.org/project/influxdb) (π₯ 2.2M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
+- [PyPi](https://pypi.org/project/influxdb) (π₯ 2.6M / month Β· π¦ 1.3K Β· β±οΈ 11.11.2020):
```
pip install influxdb
```
@@ -3310,14 +3337,26 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge influxdb
```
prisma (π₯30 Β· β 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
+
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 25 Β· π 61 Β· π¦ 2.4K Β· π 350 - 51% open Β· β±οΈ 04.10.2023):
+
+ ```
+ git clone https://github.com/RobertCraigie/prisma-client-py
+ ```
+- [PyPi](https://pypi.org/project/prisma) (π₯ 60K / month Β· π¦ 10 Β· β±οΈ 28.08.2023):
+ ```
+ pip install prisma
+ ```
+pysolr (π₯30 Β· β 650) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 70 Β· π 340 Β· π¦ 3.1K Β· π 150 - 17% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 70 Β· π 340 Β· π¦ 3.2K Β· π 150 - 17% open Β· β±οΈ 03.10.2023):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 300K / month Β· π¦ 1.3K Β· β±οΈ 01.06.2022):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 310K / month Β· π¦ 1.3K Β· β±οΈ 01.06.2022):
```
pip install pysolr
```
@@ -3333,7 +3372,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 250K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
+- [PyPi](https://pypi.org/project/records) (π₯ 260K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
```
pip install records
```
@@ -3342,56 +3381,44 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge records
```
prisma (π₯29 Β· β 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
+piccolos (π₯29 Β· β 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 25 Β· π 61 Β· π¦ 2.4K Β· π 350 - 51% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 75 Β· π¦ 290 Β· π 340 - 30% open Β· β±οΈ 16.09.2023):
```
- git clone https://github.com/RobertCraigie/prisma-client-py
+ git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 58K / month Β· π¦ 10 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 18K / month Β· π¦ 10 Β· β±οΈ 11.09.2023):
```
- pip install prisma
+ pip install piccolo
```
py2neo (π₯29 Β· β 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2
+filedepot (π₯24 Β· β 150) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/py2neo-org/py2neo) (π¨βπ» 33 Β· π 220 Β· π 780 - 2% open Β· β±οΈ 19.05.2023):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 900 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
```
- git clone https://github.com/py2neo-org/py2neo
- ```
-- [PyPi](https://pypi.org/project/py2neo) (π₯ 190K / month Β· π¦ 640 Β· β±οΈ 14.10.2021):
- ```
- pip install py2neo
+ git clone https://github.com/amol-/depot
```
-- [Conda](https://anaconda.org/conda-forge/py2neo) (π₯ 62K Β· β±οΈ 16.06.2023):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 24K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
```
- conda install -c conda-forge py2neo
+ pip install filedepot
```
piccolos (π₯29 Β· β 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
+py2neo (π₯22 Β· β 1K Β· π) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 74 Β· π¦ 290 Β· π 340 - 30% open Β· β±οΈ 16.09.2023):
+- [GitHub](https://github.com/py2neo-org/py2neo) (π¨βπ» 22 Β· π 220):
```
- git clone https://github.com/piccolo-orm/piccolo
- ```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 16K / month Β· π¦ 10 Β· β±οΈ 11.09.2023):
- ```
- pip install piccolo
+ git clone https://github.com/py2neo-org/py2neo
```
-filedepot (π₯24 Β· β 150) - Toolkit for storing files and attachments in web applications. MIT
-
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 900 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
-
+- [PyPi](https://pypi.org/project/py2neo) (π₯ 180K / month Β· π¦ 640 Β· β±οΈ 14.10.2021):
```
- git clone https://github.com/amol-/depot
+ pip install py2neo
```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 26K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
+- [Conda](https://anaconda.org/conda-forge/py2neo) (π₯ 62K Β· β±οΈ 16.06.2023):
```
- pip install filedepot
+ conda install -c conda-forge py2neo
```
ODMantic (π₯21 Β· β 850 Β· π€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
@@ -3408,20 +3435,20 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (π₯19 Β· β 1.2K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 46 Β· π 130 Β· π 370 - 11% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 46 Β· π 130 Β· π 370 - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/psycopg/psycopg
```
aioprometheus (π₯18 Β· β 150 Β· π€) - A Prometheus Python client library for asyncio-based.. MIT
+aioprometheus (π₯19 Β· β 150 Β· π€) - A Prometheus Python client library for asyncio-based.. MIT
- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 17 Β· π¦ 150 Β· π 30 - 23% open Β· β±οΈ 14.03.2023):
```
git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 56K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 58K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
```
pip install aioprometheus
```
@@ -3429,10 +3456,10 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects...
- psycopg2 (π₯39 Β· β 3K) - PostgreSQL database adapter for the Python..βοΈBSD-3-Clause-Attribution
-- pyodbc (π₯34 Β· β 2.7K) - Python ODBC bridge. βοΈMIT-0
-- google-cloud-bigtable (π₯31 Β· β 56) - Google Cloud Bigtable API client library. Apache-2
+- pyodbc (π₯36 Β· β 2.7K Β· π) - Python ODBC bridge. βοΈMIT-0
+- google-cloud-bigtable (π₯31 Β· β 57) - Google Cloud Bigtable API client library. Apache-2
- redis-py-cluster (π₯30 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
-- gino (π₯29 Β· β 2.6K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
+- gino (π₯28 Β· β 2.6K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
- mongo-connector (π₯27 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- HappyBase (π₯27 Β· β 600 Β· π) - A developer-friendly Python library to interact with Apache HBase. MIT
- cloudant (π₯27 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
@@ -3441,10 +3468,10 @@ _Libraries for connecting to, operating, and querying databases._
- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- PyMODM (π₯21 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- gsheets-db-api (π₯20 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
-- PugSQL (π₯19 Β· β 630 Β· π) - A HugSQL-inspired database library for Python. Apache-2
+- PugSQL (π₯19 Β· β 640 Β· π) - A HugSQL-inspired database library for Python. Apache-2
- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
-- SuperSQLite (π₯15 Β· β 710 Β· π) - A supercharged SQLite library for Python. MIT
- lazydata (π₯15 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
+- SuperSQLite (π₯14 Β· β 710 Β· π) - A supercharged SQLite library for Python. MIT
@@ -3456,39 +3483,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯43 Β· β 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 530 Β· π 2.3K Β· π¦ 26K Β· π 2.5K - 23% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 530 Β· π 2.3K Β· π¦ 26K Β· π 2.5K - 23% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 7.1M / month Β· π¦ 670 Β· β±οΈ 06.09.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 7.8M / month Β· π¦ 680 Β· β±οΈ 06.09.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 480K Β· β±οΈ 12.09.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 490K Β· β±οΈ 12.09.2023):
```
conda install -c conda-forge datasets
```
Faker (π₯43 Β· β 16K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 540 Β· π 1.8K Β· π¦ 170K Β· π 670 - 2% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 540 Β· π 1.8K Β· π¦ 180K Β· π 670 - 2% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 10M / month Β· π¦ 3.2K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 10M / month Β· π¦ 3.2K Β· β±οΈ 11.10.2023):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 850K Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 860K Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge faker
```
Tablib (π₯36 Β· β 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 77K Β· π 250 - 13% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 79K Β· π 250 - 13% open Β· β±οΈ 03.10.2023):
```
git clone https://github.com/jazzband/tablib
@@ -3520,12 +3547,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (π₯35 Β· β 5.2K Β· π€) - Python module that makes working with XML feel like you are.. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 58K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 59K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
```
git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 28M / month Β· π¦ 5.6K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 29M / month Β· π¦ 5.6K Β· β±οΈ 08.05.2022):
```
pip install xmltodict
```
@@ -3536,7 +3563,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 60 Β· π 300 Β· π¦ 48K Β· π 200 - 9% open Β· β±οΈ 25.08.2023):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 61 Β· π 300 Β· π¦ 48K Β· π 200 - 7% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/ahupp/python-magic
@@ -3550,14 +3577,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge python-magic
```
csvkit (π₯33 Β· β 5.6K Β· π) - A suite of utilities for converting to and working with CSV, the king.. MIT
+csvkit (π₯33 Β· β 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.4K Β· π 890 - 7% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.4K Β· π 890 - 7% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 170K / month Β· π¦ 370 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 180K / month Β· π¦ 370 Β· β±οΈ 04.10.2023):
```
pip install csvkit
```
@@ -3582,52 +3609,52 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge smart_open
```
Intake (π₯31 Β· β 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+gdown (π₯31 Β· β 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
-- [GitHub](https://github.com/intake/intake) (π¨βπ» 85 Β· π 130 Β· π¦ 1.6K Β· π 360 - 29% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 21K Β· π 140 - 10% open Β· β±οΈ 22.04.2023):
```
- git clone https://github.com/intake/intake
+ git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 61K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.3M / month Β· π¦ 400 Β· β±οΈ 18.10.2022):
```
- pip install intake
+ pip install gdown
```
-- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 490K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 230K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge intake
+ conda install -c conda-forge gdown
```
snorkel (π₯30 Β· β 5.6K Β· π€) - A system for quickly generating training data with weak.. Apache-2
+Intake (π₯31 Β· β 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 79 Β· π 850 Β· π₯ 1K Β· π¦ 370 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
+- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 130 Β· π¦ 1.6K Β· π 360 - 29% open Β· β±οΈ 10.10.2023):
```
- git clone https://github.com/snorkel-team/snorkel
+ git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 29K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/intake) (π₯ 69K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
```
- pip install snorkel
+ pip install intake
```
-- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 45K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 500K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge snorkel
+ conda install -c conda-forge intake
```
gdown (π₯30 Β· β 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
+snorkel (π₯30 Β· β 5.6K Β· π€) - A system for quickly generating training data with weak.. Apache-2
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 21K Β· π 140 - 9% open Β· β±οΈ 22.04.2023):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 79 Β· π 850 Β· π₯ 1K Β· π¦ 370 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
```
- git clone https://github.com/wkentaro/gdown
+ git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.4M / month Β· π¦ 390 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 29K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
```
- pip install gdown
+ pip install snorkel
```
-- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 220K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 46K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge gdown
+ conda install -c conda-forge snorkel
```
pandas-datareader (π₯29 Β· β 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3
@@ -3641,19 +3668,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install pandas-datareader
```
-- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 320K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 330K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandas-datareader
```
img2dataset (π₯27 Β· β 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
+img2dataset (π₯27 Β· β 2.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 28 Β· π 260 Β· π₯ 1.4K Β· π¦ 70 Β· π 220 - 46% open Β· β±οΈ 27.08.2023):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 29 Β· π 260 Β· π₯ 1.4K Β· π¦ 77 Β· π 220 - 46% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 38K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 43K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
```
pip install img2dataset
```
@@ -3677,43 +3704,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 600 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 620 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
```
pip install rows
```
excalibur (π₯19 Β· β 1.4K) - A web interface to extract tabular data from PDFs. MIT
+Upgini (π₯20 Β· β 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/camelot-dev/excalibur) (π¨βπ» 13 Β· π 210 Β· π₯ 11K Β· π 120 - 67% open Β· β±οΈ 15.07.2023):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 21 Β· π¦ 2 Β· β±οΈ 10.10.2023):
```
- git clone https://github.com/camelot-dev/excalibur
+ git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 1K / month Β· β±οΈ 21.03.2020):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 5K / month Β· β±οΈ 10.10.2023):
```
- pip install excalibur-py
+ pip install upgini
```
Upgini (π₯19 Β· β 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+excalibur (π₯19 Β· β 1.4K) - A web interface to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 21 Β· π¦ 2 Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/camelot-dev/excalibur) (π¨βπ» 13 Β· π 210 Β· π₯ 11K Β· π 120 - 67% open Β· β±οΈ 15.07.2023):
```
- git clone https://github.com/upgini/upgini
+ git clone https://github.com/camelot-dev/excalibur
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 4.2K / month Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 1K / month Β· β±οΈ 21.03.2020):
```
- pip install upgini
+ pip install excalibur-py
```
Squirrel (π₯16 Β· β 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
-- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 14 Β· π 6 Β· π¦ 2 Β· π 11 - 72% open Β· β±οΈ 28.08.2023):
+- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 14 Β· π 6 Β· π¦ 2 Β· π 12 - 66% open Β· β±οΈ 28.08.2023):
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 360 / month Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 370 / month Β· β±οΈ 28.08.2023):
```
pip install squirrel-core
```
@@ -3725,7 +3752,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects...
- xlrd (π₯32 Β· β 2.1K Β· π) - Please use openpyxl where you can...BSD-3
-- SDV (π₯31 Β· β 1.6K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
+- SDV (π₯31 Β· β 1.7K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
- PDFMiner (π₯29 Β· β 5.1K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- textract (π₯27 Β· β 3.6K Β· π) - extract text from any document. no muss. no fuss. MIT
- tabulator-py (π₯27 Β· β 230 Β· π) - Python library for reading and writing tabular data via streams. MIT
@@ -3745,14 +3772,14 @@ _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₯46 Β· β 32K Β· π) - Platform to programmatically author, schedule, and monitor.. Apache-2
+Airflow (π₯47 Β· β 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3K Β· π 13K Β· π₯ 540K Β· π¦ 8.1K Β· π 8.2K - 10% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3K Β· π 13K Β· π₯ 550K Β· π¦ 8.2K Β· π 8.2K - 10% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 10M / month Β· π¦ 290 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 10M / month Β· π¦ 300 Β· β±οΈ 12.10.2023):
```
pip install apache-airflow
```
@@ -3760,14 +3787,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 160M Β· β 470 Β· β±οΈ 07.09.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 170M Β· β 480 Β· β±οΈ 12.10.2023):
```
docker pull apache/airflow
```
Celery (π₯46 Β· β 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 5K - 12% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 5K - 12% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/celery/celery
@@ -3783,28 +3810,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (π₯43 Β· β 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.8K Β· π 4.2K - 13% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.8K Β· π 4.2K - 13% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 640K / month Β· π¦ 140 Β· β±οΈ 29.09.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 640K / month Β· π¦ 140 Β· β±οΈ 05.10.2023):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 530K Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 540K Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge prefect
```
Beam (π₯42 Β· β 7.2K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4K Β· π¦ 2 Β· π 6.2K - 68% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4K Β· π¦ 2 Β· π 6.2K - 68% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.8M / month Β· π¦ 180 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 7M / month Β· π¦ 180 Β· β±οΈ 11.10.2023):
```
pip install apache-beam
```
@@ -3815,39 +3842,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (π₯41 Β· β 8.6K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 350 Β· π 1K Β· π¦ 1.5K Β· π 6.2K - 30% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 350 Β· π 1K Β· π¦ 1.6K Β· π 6.2K - 30% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 640K / month Β· π¦ 130 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 670K / month Β· π¦ 130 Β· β±οΈ 09.10.2023):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 03.10.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 10.10.2023):
```
conda install -c conda-forge dagster
```
Great Expectations (π₯39 Β· β 8.9K) - Always know what to expect from your data. Apache-2
+Great Expectations (π₯40 Β· β 8.9K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 410 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 410 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 42 Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 43 Β· β±οΈ 06.10.2023):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 720K Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 720K Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge great-expectations
```
joblib (π₯39 Β· β 3.4K) - Computing with Python functions. BSD-3
+joblib (π₯40 Β· β 3.5K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 340K Β· π 860 - 46% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 340K Β· π 860 - 46% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/joblib/joblib
@@ -3863,7 +3890,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (π₯38 Β· β 9.2K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 15K Β· π 1.1K - 14% open Β· β±οΈ 23.09.2023):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 15K Β· π 1.1K - 14% open Β· β±οΈ 07.10.2023):
```
git clone https://github.com/rq/rq
@@ -3879,12 +3906,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (π₯37 Β· β 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.2K Β· π 1K - 11% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.2K Β· π 1K - 12% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 510K / month Β· π¦ 410 Β· β±οΈ 04.05.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 540K / month Β· π¦ 410 Β· β±οΈ 05.10.2023):
```
pip install luigi
```
@@ -3895,24 +3922,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯37 Β· β 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 210 Β· π 810 Β· π¦ 1.9K Β· π 1.5K - 22% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 210 Β· π 820 Β· π¦ 1.9K Β· π 1.5K - 22% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 390K / month Β· π¦ 65 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 400K / month Β· π¦ 65 Β· β±οΈ 31.08.2023):
```
pip install kedro
```
dbt (π₯37 Β· β 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.3K Β· π₯ 2.5K Β· π¦ 3.3K Β· π 4.5K - 10% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.3K Β· π₯ 2.5K Β· π¦ 3.4K Β· π 4.6K - 10% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 130K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 120K / month Β· π¦ 30 Β· β±οΈ 11.10.2023):
```
pip install dbt
```
@@ -3921,14 +3948,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge dbt
```
Activeloop (π₯34 Β· β 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
+Activeloop (π₯34 Β· β 7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 520 Β· π¦ 2.4K Β· π 440 - 11% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 520 Β· π¦ 2.4K Β· π 440 - 11% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 3K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
+- [PyPi](https://pypi.org/project/hub) (π₯ 3.2K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
```
pip install hub
```
@@ -3949,47 +3976,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge petl
```
huey (π₯31 Β· β 4.6K) - a little task queue for python. MIT
+zenml (π₯32 Β· β 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 380 Β· π¦ 1.3K Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 76 Β· π 330 Β· π₯ 1 Β· π¦ 190 Β· π 230 - 13% open Β· β±οΈ 26.09.2023):
```
- git clone https://github.com/coleifer/huey
- ```
-- [PyPi](https://pypi.org/project/huey) (π₯ 89K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
- ```
- pip install huey
+ git clone https://github.com/zenml-io/zenml
```
-- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 32K Β· β±οΈ 16.06.2023):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 9K / month Β· π¦ 2 Β· β±οΈ 12.10.2023):
```
- conda install -c conda-forge huey
+ pip install zenml
```
zenml (π₯31 Β· β 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
+huey (π₯31 Β· β 4.6K) - a little task queue for python. MIT
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 76 Β· π 330 Β· π₯ 1 Β· π¦ 190 Β· π 230 - 14% open Β· β±οΈ 26.09.2023):
+- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 380 Β· π¦ 1.3K Β· β±οΈ 20.09.2023):
```
- git clone https://github.com/zenml-io/zenml
+ git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 8.1K / month Β· π¦ 2 Β· β±οΈ 27.09.2023):
+- [PyPi](https://pypi.org/project/huey) (π₯ 90K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
```
- pip install zenml
+ pip install huey
+ ```
+- [Conda](https://anaconda.org/conda-forge/huey) (π₯ 33K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge huey
```
whylogs (π₯30 Β· β 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
+whylogs (π₯31 Β· β 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 23 Β· π 100 Β· π₯ 43 Β· π¦ 180 Β· π 400 - 5% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 23 Β· π 100 Β· π₯ 43 Β· π¦ 190 Β· π 400 - 5% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 5 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 5 Β· β±οΈ 10.10.2023):
```
pip install whylogs
```
mleap (π₯30 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
+mleap (π₯30 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (π¨βπ» 85 Β· π 310 Β· π¦ 220 Β· π 480 - 22% open Β· β±οΈ 03.10.2023):
@@ -4024,7 +4051,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.5K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.2K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
```
pip install ploomber
```
@@ -4035,7 +4062,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (π₯28 Β· β 2.2K) - Python library for creating data pipelines with chain functional.. MIT
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 680 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 690 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/EntilZha/PyFunctional
@@ -4052,7 +4079,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 74K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 71K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
```
pip install arq
```
@@ -4068,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/hi-primus/optimus
```
-- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 9K / month Β· β±οΈ 30.05.2019):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 8.9K / month Β· β±οΈ 30.05.2019):
```
pip install optimuspyspark
```
@@ -4080,7 +4107,7 @@ _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₯ 3K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 2.8K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
```
pip install tasktiger
```
@@ -4092,7 +4119,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 120K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 140K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
```
pip install dbnd
```
@@ -4120,7 +4147,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/svenkreiss/pysparkling
```
-- [PyPi](https://pypi.org/project/pysparkling) (π₯ 9.8K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
+- [PyPi](https://pypi.org/project/pysparkling) (π₯ 10K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
```
pip install pysparkling
```
@@ -4131,12 +4158,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (π₯22 Β· β 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 35 Β· π 44 Β· π¦ 7 Β· π 110 - 29% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 35 Β· π 44 Β· π¦ 7 Β· π 110 - 29% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 100 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 130 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
@@ -4148,7 +4175,7 @@ _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₯ 990 / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 960 / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
```
pip install pdpipe
```
@@ -4164,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 52 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 47 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
```
pip install mara-pipelines
```
@@ -4176,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 120 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 140 / month Β· β±οΈ 22.01.2019):
```
pip install d6tflow
```
@@ -4200,7 +4227,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/vincentclaes/datajob
```
-- [PyPi](https://pypi.org/project/datajob) (π₯ 34 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/datajob) (π₯ 35 / month Β· β±οΈ 22.11.2022):
```
pip install datajob
```
@@ -4210,7 +4237,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
- streamparse (π₯26 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
-- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
+- dpark (π₯21 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
- spark-deep-learning (π₯19 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- mrq (π₯19 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (π₯17 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
@@ -4227,12 +4254,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (π₯39 Β· β 2.3K) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 470 Β· π¦ 950K Β· π 570 - 46% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 470 Β· π¦ 960K Β· π 570 - 46% open Β· β±οΈ 29.08.2023):
```
git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 220M / month Β· π¦ 76K Β· β±οΈ 18.07.2023):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 230M / month Β· π¦ 76K Β· β±οΈ 18.07.2023):
```
pip install pyyaml
```
@@ -4243,16 +4270,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (π₯37 Β· β 3.3K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 48 Β· π 610 Β· π¦ 67K Β· π 900 - 1% open Β· β±οΈ 01.10.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 48 Β· π 610 Β· π¦ 67K Β· π 900 - 1% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 13M / month Β· π¦ 4K Β· β±οΈ 01.10.2023):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 13M / month Β· π¦ 4K Β· β±οΈ 09.10.2023):
```
pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.9M Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 3M Β· β±οΈ 10.10.2023):
```
conda install -c conda-forge xlsxwriter
```
@@ -4281,12 +4308,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯36 Β· β 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
-- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 78 Β· π 200 Β· π¦ 8.2K Β· π 260 - 25% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 78 Β· π 200 Β· π¦ 8.3K Β· π 260 - 25% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 12M / month Β· π¦ 810 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 11M / month Β· π¦ 810 Β· β±οΈ 04.10.2023):
```
pip install deepdiff
```
@@ -4324,7 +4351,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (π₯40 Β· β 3.2K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 110 Β· π 260 Β· π₯ 2.8K Β· π¦ 190K Β· π 280 - 8% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 110 Β· π 260 Β· π₯ 2.8K Β· π¦ 200K Β· π 280 - 8% open Β· β±οΈ 28.09.2023):
```
git clone https://github.com/more-itertools/more-itertools
@@ -4338,9 +4365,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge more-itertools
```
attrs (π₯39 Β· β 4.9K Β· π) - Python Classes Without Boilerplate. MIT
+attrs (π₯39 Β· β 4.9K) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 840K Β· π 660 - 18% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 840K Β· π 660 - 18% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/python-attrs/attrs
@@ -4354,7 +4381,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge attrs
```
toolz (π₯35 Β· β 4.3K Β· π€) - A functional standard library for Python. BSD-3
+toolz (π₯35 Β· β 4.4K Β· π€) - A functional standard library for Python. BSD-3
- [GitHub](https://github.com/pytoolz/toolz) (π¨βπ» 75 Β· π 250 Β· π¦ 110K Β· π 260 - 45% open Β· β±οΈ 03.11.2022):
@@ -4377,18 +4404,18 @@ _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₯ 35M / month Β· π¦ 1.5K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 34M / month Β· π¦ 1.5K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
-- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.4M Β· β±οΈ 14.08.2023):
+- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.5M Β· β±οΈ 14.08.2023):
```
conda install -c conda-forge tenacity
```
python-dependency-injector (π₯32 Β· β 3.2K Β· π€) - Dependency injection framework for Python. BSD-3
-- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 240 Β· π¦ 2.4K Β· π 530 - 32% open Β· β±οΈ 19.12.2022):
+- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 240 Β· π¦ 2.5K Β· π 530 - 32% open Β· β±οΈ 19.12.2022):
```
git clone https://github.com/ets-labs/python-dependency-injector
@@ -4397,30 +4424,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install dependency-injector
```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 32K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 33K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge dependency_injector
```
boltons (π₯31 Β· β 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 350 Β· π₯ 25 Β· π¦ 5.3K Β· π 170 - 39% open Β· β±οΈ 06.05.2023):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 350 Β· π₯ 25 Β· π¦ 5.4K Β· π 170 - 39% open Β· β±οΈ 06.05.2023):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 2.9M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 2.8M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
```
pip install boltons
```
-- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 3.4M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 3.5M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge boltons
```
returns (π₯31 Β· β 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 98 Β· π¦ 420 Β· π 420 - 15% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 98 Β· π¦ 430 Β· π 420 - 15% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/dry-python/returns
@@ -4434,7 +4461,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge returns
```
natsort (π₯30 Β· β 790) - Simple yet flexible natural sorting in Python. MIT
+natsort (π₯30 Β· β 800) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 46 Β· π¦ 23K Β· π 87 - 1% open Β· β±οΈ 20.06.2023):
@@ -4450,9 +4477,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge natsort
```
funcy (π₯29 Β· β 3.1K) - A fancy and practical functional tools. BSD-3
+funcy (π₯29 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
-- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 31 Β· π 140 Β· π¦ 8.7K Β· π 80 - 11% open Β· β±οΈ 11.05.2023):
+- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 31 Β· π 140 Β· π¦ 8.8K Β· π 80 - 11% open Β· β±οΈ 11.05.2023):
```
git clone https://github.com/Suor/funcy
@@ -4466,9 +4493,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge funcy
```
ubelt (π₯26 Β· β 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
+ubelt (π₯25 Β· β 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
-- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 4 Β· π 48 Β· π¦ 3K Β· π 16 - 18% open Β· β±οΈ 10.07.2023):
+- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 4 Β· π 48 Β· π¦ 3.1K Β· π 16 - 18% open Β· β±οΈ 10.07.2023):
```
git clone https://github.com/Erotemic/ubelt
@@ -4498,12 +4525,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯43 Β· β 56K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.6K Β· π 28K Β· π¦ 3 Β· π 66K - 12% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.6K Β· π 28K Β· π¦ 3 Β· π 67K - 12% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 94K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 97K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4516,9 +4543,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
npm install @buckpkg/python
```
micropython (π₯34 Β· β 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
+micropython (π₯35 Β· β 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 600 Β· π 6.7K Β· π₯ 67K Β· π 5.3K - 31% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 600 Β· π 6.7K Β· π₯ 67K Β· π 5.3K - 31% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/micropython/micropython
@@ -4550,12 +4577,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (π₯43 Β· β 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 800 Β· π 550 Β· π¦ 590K Β· π 1.8K - 22% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 810 Β· π 550 Β· π¦ 590K Β· π 1.8K - 22% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 70M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 69M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
```
pip install pygments
```
@@ -4575,7 +4602,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install cookiecutter
```
-- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 860K Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 870K Β· β±οΈ 29.09.2023):
```
conda install -c conda-forge cookiecutter
```
@@ -4587,11 +4614,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 90M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 91M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
```
pip install pyparsing
```
-- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 39M Β· β±οΈ 30.07.2023):
+- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 40M Β· β±οΈ 30.07.2023):
```
conda install -c conda-forge pyparsing
```
@@ -4612,6 +4639,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pycparser
```
wrapt (π₯34 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
+
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 180 - 24% open Β· β±οΈ 07.10.2023):
+
+ ```
+ git clone https://github.com/GrahamDumpleton/wrapt
+ ```
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 79M / month Β· π¦ 12K Β· β±οΈ 07.10.2023):
+ ```
+ pip install wrapt
+ ```
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 13M Β· β±οΈ 22.09.2023):
+ ```
+ conda install -c conda-forge wrapt
+ ```
+py4j (π₯34 Β· β 1.1K Β· π€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3
- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 38 Β· π 200 Β· π¦ 30K Β· π 420 - 35% open Β· β±οΈ 12.02.2023):
@@ -4623,7 +4666,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install py4j
```
-- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.3M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.4M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge py4j
```
@@ -4635,7 +4678,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 58M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 55M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4660,30 +4703,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge diagrams
```
wrapt (π₯33 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 180 - 23% open Β· β±οΈ 25.07.2023):
-
- ```
- git clone https://github.com/GrahamDumpleton/wrapt
- ```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 79M / month Β· π¦ 12K Β· β±οΈ 27.02.2023):
- ```
- pip install wrapt
- ```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 13M Β· β±οΈ 22.09.2023):
- ```
- conda install -c conda-forge wrapt
- ```
-pluggy (π₯33 Β· β 1K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 48 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 48 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 92M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 95M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
```
pip install pluggy
```
@@ -4694,12 +4721,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (π₯31 Β· β 1.3K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 64 Β· π 140 Β· π¦ 590 Β· π 410 - 14% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 64 Β· π 140 Β· π¦ 610 Β· π 410 - 14% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 190K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/copier) (π₯ 200K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
```
pip install copier
```
@@ -4711,7 +4738,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/boppreh/keyboard
```
-- [PyPi](https://pypi.org/project/keyboard) (π₯ 220K / month Β· π¦ 480 Β· β±οΈ 27.03.2018):
+- [PyPi](https://pypi.org/project/keyboard) (π₯ 220K / month Β· π¦ 490 Β· β±οΈ 27.03.2018):
```
pip install keyboard
```
@@ -4722,44 +4749,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (π₯30 Β· β 860) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 4.4K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 250 Β· π¦ 4.5K Β· π 320 - 7% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 540K / month Β· π¦ 300 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 540K / month):
```
pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 58K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 59K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fastcore
```
pyscaffold (π₯29 Β· β 1.9K) - Python project template generator with batteries included. MIT
+pyscreenshot (π₯27 Β· β 470 Β· π€) - Python screenshot library, replacement for the Pillow.. BSD-2
-- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 180 Β· π 290 - 10% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/ponty/pyscreenshot) (π¨βπ» 25 Β· π 91 Β· π¦ 3.1K Β· β±οΈ 12.03.2023):
```
- git clone https://github.com/pyscaffold/pyscaffold
- ```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 220K / month Β· π¦ 60 Β· β±οΈ 17.06.2022):
- ```
- pip install pyscaffold
+ git clone https://github.com/ponty/pyscreenshot
```
-- [Conda](https://anaconda.org/conda-forge/pyscaffold) (π₯ 180K Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 500K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
```
- conda install -c conda-forge pyscaffold
+ pip install pyscreenshot
```
catalogue (π₯28 Β· β 160) - Super lightweight function registries for your library. MIT
+catalogue (π₯27 Β· β 160) - Super lightweight function registries for your library. MIT
- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 31K Β· π 11 - 36% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.1M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4768,18 +4791,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge catalogue
```
pyscreenshot (π₯27 Β· β 470 Β· π€) - Python screenshot library, replacement for the Pillow.. BSD-2
-
-- [GitHub](https://github.com/ponty/pyscreenshot) (π¨βπ» 25 Β· π 91 Β· π¦ 3K Β· β±οΈ 12.03.2023):
-
- ```
- git clone https://github.com/ponty/pyscreenshot
- ```
-- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 510K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
- ```
- pip install pyscreenshot
- ```
-python-mss (π₯26 Β· β 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 21 Β· π 80 Β· π 140 - 27% open Β· β±οΈ 27.04.2023):
@@ -4787,7 +4798,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 660K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
+- [PyPi](https://pypi.org/project/mss) (π₯ 650K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
```
pip install mss
```
@@ -4798,7 +4809,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (π₯26 Β· β 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3
-- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 15 Β· π 37 Β· π 56 - 46% open Β· β±οΈ 03.05.2023):
+- [GitHub](https://github.com/arsenetar/send2trash) (π¨βπ» 15 Β· π 37 Β· π 58 - 48% open Β· β±οΈ 03.05.2023):
```
git clone https://github.com/arsenetar/send2trash
@@ -4812,12 +4823,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge send2trash
```
Show 4 hidden projects...
+Show 5 hidden projects...
- powerline-shell (π₯27 Β· β 6.1K Β· π) - A beautiful and useful prompt for your shell.MIT
-- openpyxl (π₯25 Β· β 60) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- openpyxl (π₯25 Β· β 61) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- pyscaffold (π₯24 Β· β 1.9K Β· π) - Python project template generator with batteries included. βUnlicensed
- pluginbase (π₯24 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
-- macropy (π₯21 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
+- macropy (π₯22 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
βοΈMIT-0
+- anytree (π₯34 Β· β 840 Β· π) - Python tree data library. Apache-2
+- tzlocal (π₯34 Β· β 170 Β· π) - A Python module that tries to figure out what your local timezone is. MIT
+- Arctic (π₯29 Β· β 3K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
+- colout (π₯19 Β· β 1.1K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
+
+## 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._
+
+- filesystem_spec (π₯38 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- pyrsistent (π₯31 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
+- addict (π₯27 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- pyscaffold (π₯24 Β· β 1.9K Β· π) - Python project template generator with batteries included. βUnlicensed
+- py2neo (π₯22 Β· β 1K Β· π) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+
+## β Added Projects
+
+_Projects that were recently added to this best-of list._
+
+- Pipeless (π₯17 Β· β 130 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
+
diff --git a/history/2023-10-12_projects.csv b/history/2023-10-12_projects.csv
new file mode 100644
index 0000000..1340fca
--- /dev/null
+++ b/history/2023-10-12_projects.csv
@@ -0,0 +1,392 @@
+,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,trending,brew_id,docs_url,gitlab_id,gitlab_url,new_addition
+0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-05 17:09:42.000,2023-10-05 17:09:41,271.0,22.0,150,52.0,162.0,1.0,2.0,2031,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-10-05 15:34:05.000,2023-10-05 15:34:04,271.0,24.0,40,24.0,160.0,3.0,5.0,817,2023-10-05 15:34:12.000,2023.10.05,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-05 17:09:42.000,2023-10-05 17:09:41,271.0,22.0,150,52.0,162.0,1.0,2.0,2031,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1660.0,322.0,13.0,73.0,38238,,,,128.0,0,True,18.0,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-10-12 13:27:36.000,2023-10-11 17:58:37,33758.0,787.0,8386,597.0,13012.0,2178.0,9862.0,24713,2023-09-16 20:33:28.000,1.26.0,152.0,1678.0,53,True,2013341.0,1875952.0,numpy,conda-forge/numpy,848294.0,185931327.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,137389.0,184285855.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,65389409.0,1.0,,,,,,,,,,,,,,,,,,,,
+8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-10-12 13:11:29.000,2023-10-12 13:11:23,15984.0,809.0,15170,2066.0,8404.0,883.0,4971.0,61043,2023-10-04 17:07:54.000,4.24.4,148.0,1169.0,52,True,528548.0,508899.0,protobuf,conda-forge/protobuf,36106328.0,155485282.0,https://pypi.org/project/protobuf,2023-10-04 17:07:54.000,16166.0,148258304.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,15890122.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3483.0,6054495.0,,,,,,,,,,,,,,,
+9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-10-12 13:02:01.000,2023-10-11 17:55:10,33430.0,610.0,16710,1121.0,30123.0,3593.0,21806.0,39984,2023-09-20 21:03:54.000,2.1.1,119.0,3468.0,52,True,1403083.0,1330432.0,pandas,conda-forge/pandas,221488.0,139364410.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72651.0,138124403.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,44571531.0,1.0,,,,,,['pandas'],,,,,,,,,,,,,,
+10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-10-12 02:04:30.000,2023-10-12 02:04:30,54059.0,208.0,23742,1935.0,49923.0,850.0,31201.0,58841,2023-10-09 15:56:50.000,2.13.13,336.0,6786.0,48,True,34123.0,30050.0,ansible,conda-forge/ansible,,4479723.0,https://pypi.org/project/ansible,2023-10-11 14:42:08.000,4073.0,4456329.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,959191.0,1.0,,,,,,,,,,,,,,,,,,,,
+11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-10-06 23:52:13.114,2023-10-06 18:13:45,5462.0,200.0,1775,240.0,696.0,165.0,2910.0,8350,2023-10-06 19:37:23.000,1.28.62,1403.0,149.0,48,True,384964.0,367126.0,boto3,conda-forge/boto3,,877015591.0,https://pypi.org/project/boto3,2023-10-06 19:37:23.000,17838.0,876593036.0,https://anaconda.org/conda-forge/boto3,2023-10-06 23:52:13.114,17324759.0,1.0,,,,,,,,,,,,,,,,,,,,
+12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-10-12 13:33:39.000,2023-10-12 12:27:06,21670.0,1258.0,12741,761.0,23203.0,847.0,7345.0,32513,2023-10-12 10:58:32.000,2.7.2,166.0,3023.0,47,True,8466.0,8165.0,apache-airflow,conda-forge/airflow,548247.0,12054224.0,https://pypi.org/project/apache-airflow,2023-10-12 09:07:56.000,301.0,10313552.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,953438.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-10-12 09:39:51.822547,476.0,174484428.0,,,,,,,,
+13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-10-12 12:44:59.000,2023-10-12 12:44:52,10990.0,379.0,1674,124.0,7387.0,38.0,2277.0,5828,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,576068.0,554601.0,cryptography,conda-forge/cryptography,,242596898.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21467.0,241480696.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43531899.0,1.0,,,,,,,,,,,,,,,,,,,,
+14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-10-12 13:27:12.000,2023-10-10 17:18:57,12336.0,77.0,4549,474.0,3085.0,634.0,4347.0,22331,2023-09-03 20:16:15.000,5.3.4,201.0,1311.0,46,True,128205.0,113146.0,celery,conda-forge/celery,,7633581.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15059.0,7597549.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1441282.0,1.0,,,,,,,,,,,,,,,,,,,,
+15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-08 23:15:10.000,2023-09-01 21:20:27,2402.0,48.0,1358,184.0,1071.0,91.0,1422.0,14354,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1479875.0,1405111.0,click,conda-forge/click,108.0,170906966.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74764.0,169826099.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31345086.0,1.0,,,,,,,,,,,,,,,,,,,,
+16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-10-12 13:07:39.000,2023-10-12 13:03:09,2533.0,278.0,1437,101.0,3106.0,341.0,2884.0,15962,2023-09-28 07:08:34.000,2.4.2,123.0,417.0,45,True,274269.0,265799.0,pydantic,conda-forge/pydantic,,121800315.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,121639413.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6275192.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,,,
+17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-10-11 15:59:18.000,2023-09-30 14:09:52,3849.0,61.0,1659,542.0,1028.0,190.0,1040.0,45021,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,134314.0,129122.0,rich,conda-forge/rich,,32627471.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,32492115.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5278888.0,1.0,,,,,,,,,,,,,,,,,,,,
+18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-10-11 21:36:12.000,2023-10-11 18:18:04,11545.0,234.0,3858,575.0,3514.0,523.0,3951.0,14329,2023-10-06 19:37:17.000,1.29.62,1810.0,425.0,44,True,3059.0,3.0,awscli,conda-forge/awscli,1490.0,132227872.0,https://pypi.org/project/awscli,2023-10-06 19:37:17.000,3056.0,131683812.0,https://anaconda.org/conda-forge/awscli,2023-10-07 01:09:07.268,21217377.0,1.0,,,,,,,,,,,,,,,,,,,,
+19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-10-12 05:27:58.000,2023-10-11 12:45:01,2253.0,52.0,2406,323.0,1458.0,183.0,1368.0,11813,2023-09-26 06:51:15.000,5.0.1,118.0,413.0,44,True,27625.0,,redis,conda-forge/redis-py,,30028585.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27625.0,30001097.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1099551.0,1.0,,,,,,,,,,,,,,,,,,,,
+20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-10-12 07:19:42.000,2023-10-11 15:54:26,16592.0,144.0,1202,90.0,686.0,178.0,7313.0,7833,2023-09-18 21:15:03.000,rel_2_0_21,291.0,657.0,44,True,693844.0,646329.0,SQLAlchemy,conda-forge/sqlalchemy,45870.0,93560609.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47515.0,93166815.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-11 10:44:37.580,13357198.0,1.0,,,,,,,,,,,,,,,,,,,,
+21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-10-11 20:55:03.000,2023-10-10 20:49:47,10322.0,285.0,1018,64.0,2008.0,141.0,906.0,1335,2023-10-06 19:37:08.000,1.31.62,1801.0,200.0,44,True,285836.0,277312.0,botocore,conda-forge/botocore,,351419037.0,https://pypi.org/project/botocore,2023-10-06 19:37:08.000,8524.0,350740763.0,https://anaconda.org/conda-forge/botocore,2023-10-06 22:35:48.359,23739602.0,1.0,,,,,,,,,,,,,,,,,,,,
+22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-12 13:05:24.000,2023-10-12 13:05:23,119170.0,1372.0,27800,1501.0,45148.0,8617.0,57998.0,56142,2020-07-22 03:00:52.000,0.0.6,11.0,2646.0,43,True,11.0,3.0,cpython,conda-forge/typing,,128607.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,96831.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2891645.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,,,
+23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-10-12 12:38:20.000,2023-10-12 12:38:18,3574.0,85.0,2294,277.0,3734.0,594.0,1914.0,17306,2023-09-06 15:38:14.000,2.14.5,76.0,527.0,43,True,27103.0,26426.0,datasets,conda-forge/datasets,,7840365.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,677.0,7825836.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,493993.0,1.0,,,,,,,,,,,,,,,,,,,,
+24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-10-11 21:47:39.193,2023-10-11 19:09:08,3444.0,56.0,1816,222.0,1252.0,19.0,654.0,16342,2023-10-11 19:10:08.000,19.10.0,312.0,544.0,43,True,179541.0,176363.0,Faker,conda-forge/faker,,10461430.0,https://pypi.org/project/Faker,2023-10-11 19:09:57.000,3178.0,10440035.0,https://anaconda.org/conda-forge/faker,2023-10-11 21:47:39.193,855831.0,1.0,,,,,,,,,,,,,,,,,,,,
+25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-10-12 03:18:18.000,2023-10-11 16:41:08,15196.0,370.0,1322,156.0,6193.0,546.0,3646.0,13004,2023-10-05 21:32:19.000,2.13.5,236.0,321.0,43,True,3994.0,3849.0,prefect,conda-forge/prefect,,654503.0,https://pypi.org/project/prefect,2023-10-05 21:32:19.000,145.0,641349.0,https://anaconda.org/conda-forge/prefect,2023-10-06 02:26:10.536,539326.0,1.0,,,,,,,,,,,,,,,,,,,,
+26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-10-11 06:35:51.000,2023-10-10 21:43:29,6527.0,95.0,548,31.0,787.0,401.0,1364.0,1415,2023-08-06 15:15:44.000,2.16.1,61.0,807.0,43,True,631104.0,593981.0,pygments,conda-forge/pygments,,70142375.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37123.0,69444300.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25828781.0,1.0,,,,,,,,,,,,,,,,,,,,
+27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-10-11 02:43:19.000,2023-10-07 19:28:52,3017.0,27.0,3150,640.0,2399.0,161.0,2164.0,21212,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,75354.0,74767.0,flatbuffers,conda-forge/flatbuffers,279686.0,14943101.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,315.0,13911455.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,870655.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,272.0,1019367.0,,,,,,,,,,,,,,,
+28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-10-12 03:16:56.000,2023-10-12 01:26:11,10840.0,370.0,947,175.0,6879.0,1878.0,4620.0,17793,2023-10-11 21:20:50.000,3.88.1,3913.0,238.0,42,True,7641.0,6602.0,pulumi,,1108334.0,2167909.0,https://pypi.org/project/pulumi,2023-10-11 21:22:39.000,162.0,838600.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-12 00:40:04.555,877.0,1267735.0,,,,,,,,,,,,,,,
+29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-01 22:39:48.000,2023-09-24 00:00:44,3958.0,18.0,1943,317.0,765.0,986.0,778.0,8541,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,97285.0,84349.0,paramiko,conda-forge/paramiko,,47111475.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12936.0,47011937.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3881983.0,2.0,,,,,,,,,,,,,,,,,,,,
+30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-10-12 13:27:18.000,2023-10-12 13:27:14,40679.0,1009.0,4029,259.0,22799.0,4224.0,1961.0,7177,2023-10-12 02:30:12.000,2.51.0,97.0,1566.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7023428.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,178.0,7021250.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,54453.0,1.0,,,,,,,,,,,,,,,,,,,,
+31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-03 01:43:03.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1572.0,440.0,1213.0,6402,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,72779.0,68959.0,docker,conda-forge/docker-py,687.0,36613819.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36519272.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3781651.0,2.0,,,,,,,,,,,,,,,,,,,,
+32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-10-10 20:57:54.000,2023-10-10 20:57:38,29596.0,648.0,1479,299.0,7789.0,151.0,3536.0,4348,2023-10-10 20:57:54.000,google-cloud-documentai-v2.20.1,100.0,446.0,42,True,1968.0,,google-cloud-storage,conda-forge/google-cloud-storage,,54722956.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1968.0,54622494.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3918020.0,1.0,,,,,,,,,,,,,,,,,,,,
+33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-10-12 09:59:05.000,2023-10-12 00:42:35,15655.0,725.0,2482,373.0,23785.0,1026.0,7665.0,3873,2023-10-11 21:24:27.000,azure-servicebus_7.11.3,100.0,634.0,42,True,3018.0,2324.0,azure-storage-blob,conda-forge/azure-storage-blob,,42601785.0,https://pypi.org/project/azure-storage-blob,2023-10-10 22:59:55.000,694.0,42575935.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1034017.0,1.0,,,,,,,,,,,,,,,,,,,,
+34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-10-12 01:33:42.000,2023-10-11 12:19:56,4420.0,138.0,4995,713.0,3832.0,194.0,6905.0,30630,2023-09-21 15:55:50.000,2.22.0,144.0,472.0,41,True,1530.0,283.0,docker-compose,conda-forge/docker-compose,108389385.0,3511096.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1600318.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,368402.0,2.0,,,,,,,,,,,,,,,,,,,,
+35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-10-08 18:33:22.000,2023-10-08 18:33:03,4548.0,19.0,1370,198.0,469.0,1.0,2317.0,10352,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,27336.0,23622.0,peewee,conda-forge/peewee,,1331418.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3714.0,1316687.0,https://anaconda.org/conda-forge/peewee,2023-09-23 12:49:13.334,559788.0,1.0,,,,,,,,,,,,,,,,,,,,
+36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-10-12 09:49:38.000,2023-10-12 06:06:58,16102.0,1110.0,1047,102.0,10407.0,1922.0,4323.0,8622,2023-10-09 23:12:14.000,1.5.2,576.0,350.0,41,True,1698.0,1570.0,dagster,conda-forge/dagster,,694766.0,https://pypi.org/project/dagster,2023-10-09 22:15:21.000,128.0,669981.0,https://anaconda.org/conda-forge/dagster,2023-10-10 02:07:55.196,1016202.0,1.0,,,,,,,,,,,,,,,,,,,,
+37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-11 20:56:38.000,2023-10-11 20:56:31,2574.0,55.0,571,60.0,335.0,32.0,757.0,4254,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,477147.0,458345.0,jsonschema,conda-forge/jsonschema,87.0,97850216.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18802.0,97181484.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,24074279.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,,
+38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-10-12 13:19:14.000,2023-10-12 13:15:57,7617.0,822.0,1184,138.0,6452.0,1049.0,4124.0,20847,2023-10-10 16:38:25.000,py-0.19.8,315.0,287.0,40,True,4453.0,4171.0,polars,,9.0,2344611.0,https://pypi.org/project/polars,2023-10-10 16:37:10.000,282.0,2344611.0,,,,1.0,,,,,,,,,,,,,,,,,,,,
+39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-09 21:07:31.000,2023-09-29 12:49:57,3027.0,23.0,1917,226.0,1106.0,210.0,630.0,20397,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24423.0,22828.0,cookiecutter,conda-forge/cookiecutter,,2879346.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1595.0,2849255.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,872646.0,1.0,,,,,,,,,,,,,,,,,,,,
+40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-10 18:16:25.000,2023-10-10 18:16:25,12817.0,15.0,3028,609.0,3525.0,978.0,3914.0,16313,2023-06-17 17:37:56.000,2.2.1,44.0,595.0,40,True,11660.0,11052.0,kivy,conda-forge/kivy,33373.0,127594.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,608.0,119355.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,325141.0,1.0,,,,,,,,,,,,,,,,,,,,
+41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-12 13:32:38.000,2023-10-11 19:28:59,11631.0,383.0,1379,77.0,6952.0,149.0,1620.0,8890,2023-10-06 15:00:42.000,0.17.21,249.0,410.0,40,True,43.0,,great_expectations,conda-forge/great-expectations,,13284563.0,https://pypi.org/project/great_expectations,2023-10-06 14:11:33.000,43.0,13266988.0,https://anaconda.org/conda-forge/great-expectations,2023-10-07 19:40:22.053,720596.0,2.0,,,,,,,,,,,,,,,,,,,,
+42,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-10 19:21:59.000,2023-10-10 07:16:10,3247.0,39.0,628,81.0,1009.0,160.0,1035.0,6688,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,40,True,111169.0,100872.0,marshmallow,conda-forge/marshmallow,,30133085.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10297.0,30080396.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2107595.0,2.0,,,,,,,,,,,,,,,,,,,,
+43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-12 08:10:46.000,2023-10-06 07:30:31,1556.0,31.0,1181,404.0,1284.0,59.0,996.0,4039,2023-09-22 10:43:57.000,8.10.0,134.0,198.0,40,True,47341.0,41228.0,elasticsearch,conda-forge/elasticsearch,3514.0,14952866.0,https://pypi.org/project/elasticsearch,2023-09-22 10:25:10.000,6113.0,14930164.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,926838.0,1.0,,,,,,,,,,,,,,,,,,,,
+44,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-12 12:16:20.000,2023-10-12 12:16:19,1490.0,12.0,384,61.0,704.0,400.0,463.0,3451,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,346918.0,340605.0,joblib,conda-forge/joblib,,38570452.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6313.0,37996952.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22366521.0,2.0,,,,,,,,,,,,,,,,,,,,
+45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-10-12 12:44:52.000,2023-09-28 19:19:08,1541.0,72.0,256,40.0,492.0,25.0,259.0,3218,2023-08-04 13:37:51.000,10.1.0,44.0,108.0,40,True,204016.0,195107.0,more-itertools,conda-forge/more-itertools,2802.0,55621869.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8909.0,55297954.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12955260.0,1.0,,,,,,,,,,,,,,,,,,,,
+46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-10-12 06:59:56.000,2023-10-10 06:37:19,4783.0,126.0,972,108.0,3666.0,1169.0,2909.0,3184,2023-09-26 09:23:31.000,2023.9.0,83.0,452.0,40,True,22929.0,20950.0,xarray,conda-forge/xarray,,3899691.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1979.0,3665190.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9145564.0,1.0,,,,,,,,,,,,,,,,,,,,
+47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,19.0,260,25.0,168.0,31.0,285.0,1959,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,895645.0,863444.0,pyparsing,conda-forge/pyparsing,8319.0,92397017.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32201.0,90746662.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39605276.0,1.0,,,,,,,,,,,,,,,,,,,,
+48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-10 19:14:06.000,2023-10-10 19:11:21,4309.0,41.0,530,57.0,886.0,257.0,1202.0,1935,2023-10-09 14:43:38.000,3.10.0,38.0,196.0,40,True,250333.0,235432.0,h5py,conda-forge/h5py,2853.0,15599888.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14901.0,15266482.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13334824.0,1.0,,,,,,,,,,,,,,,,,,,,
+49,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,228.0,482.0,15.0,627.0,7394,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,187345.0,186953.0,PyMySQL,conda-forge/pymysql,,41084665.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,41053178.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1228013.0,2.0,,,,,,,,,,,,,,,,,,,,
+50,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-28 11:30:49.000,2023-08-09 16:44:53,2166.0,9.0,1359,150.0,963.0,297.0,1188.0,5333,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21280.0,19863.0,kafka-python,conda-forge/kafka-python,1832.0,6790906.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1417.0,6785463.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,417954.0,2.0,,,,,,,,,,,,,,,,,,,,
+51,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-10-09 13:13:22.000,2023-10-09 13:13:17,1364.0,30.0,365,66.0,534.0,119.0,540.0,4908,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,863111.0,844973.0,attrs,conda-forge/attrs,,123043142.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18138.0,122634677.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32268743.0,1.0,,,,,,,,,,,,,,,,,,,,
+52,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-10-11 17:25:10.000,2023-10-11 17:25:10,5426.0,73.0,1135,241.0,1383.0,9.0,,3937,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20092.0,,pymongo,conda-forge/pymongo,,22611242.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20092.0,22578318.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1284059.0,2.0,,,,,,,,,,,,,,,,,,,,
+53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-10-10 21:39:28.000,2023-10-10 21:35:40,3071.0,24.0,491,73.0,292.0,19.0,1243.0,3044,2023-10-03 12:45:27.000,2.9.9,62.0,134.0,39,False,721304.0,659792.0,psycopg2,psycopg2,,15035009.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61492.0,15032493.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,239100.0,2.0,,,,,,,,,,,,,,20.0,,,,,,
+54,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-07 23:12:07.000,2023-08-29 22:07:06,320.0,4.0,469,55.0,257.0,265.0,306.0,2286,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1032782.0,956374.0,pyyaml,conda-forge/pyyaml,,231774579.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76408.0,230713426.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,39262694.0,1.0,,,,,,,,,,,,,,,,,,,,
+55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-04 22:21:05.000,2023-06-06 19:08:37,1575.0,,443,45.0,627.0,341.0,400.0,2134,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1203675.0,1199402.0,python-dateutil,conda-forge/python-dateutil,35046.0,221055013.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,220495795.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,49740221.0,1.0,,,,,,,,,,,,,,,,,,,,
+56,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-04 00:05:19.532,2023-10-03 20:19:56,1982.0,19.0,194,26.0,591.0,91.0,196.0,578,2023-10-03 20:20:12.000,5.11.2,47.0,110.0,39,True,376240.0,361530.0,traitlets,conda-forge/traitlets,221.0,34624599.0,https://pypi.org/project/traitlets,2023-10-03 20:20:06.000,14710.0,33986131.0,https://anaconda.org/conda-forge/traitlets,2023-10-04 00:05:19.532,23622835.0,1.0,,,,,,,,,,,,,,,,,,,,
+57,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-11 23:08:27.000,2023-10-10 00:28:47,928.0,3.0,555,230.0,241.0,86.0,253.0,9606,2023-07-20 16:25:44.046,0.4.0,78.0,58.0,38,True,100452.0,98547.0,uvloop,conda-forge/uvloop,422.0,6616268.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1905.0,6598238.0,https://anaconda.org/conda-forge/uvloop,2023-09-24 09:43:01.408,648940.0,1.0,,,,,,,,,,,,,,,,,,,,
+58,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-09 09:16:30.000,2023-10-07 00:09:32,1799.0,9.0,1361,208.0,855.0,163.0,928.0,9157,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16459.0,14682.0,rq,conda-forge/rq,,1356902.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1777.0,1354118.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97453.0,2.0,,,,,,,,,,,,,,,,,,,,
+59,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,,687,150.0,723.0,569.0,550.0,8593,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,36674266.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36171679.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19098311.0,2.0,,,,,,,,,,,,,,,,,,,,
+60,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667,137.0,672.0,97.0,399.0,8391,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,76712.0,71929.0,arrow,conda-forge/arrow,,19935389.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4783.0,19864581.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,2832321.0,2.0,,,,,,,,,,,,,,,,,,,,
+61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-10 04:57:37.000,2023-10-09 16:41:34,1707.0,33.0,3262,139.0,869.0,110.0,1164.0,6043,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1418.0,,kubernetes,conda-forge/kubernetes,,17772639.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1418.0,17761549.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,454717.0,2.0,,,,,,,,,,,,,,,,,,,,
+62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-10-09 00:39:22.000,2023-10-07 07:19:00,2851.0,36.0,454,64.0,206.0,64.0,502.0,2492,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,80080.0,78448.0,pycryptodomex,conda-forge/pycryptodomex,140.0,35979892.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1632.0,35941803.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1485455.0,2.0,,,,,,,,,,,,,,,,,,,,
+63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,13.0,463,95.0,305.0,183.0,324.0,2431,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,332120.0,315950.0,pexpect,conda-forge/pexpect,4364.0,37947127.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16170.0,37768347.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16087002.0,1.0,,,,,,,,,,,,,,,,,,,,
+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 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,33.0,197,19.0,127.0,101.0,897.0,2146,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,194598.0,183076.0,alembic,conda-forge/alembic,,32200216.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11522.0,32098342.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3769344.0,2.0,,,,,,,,,,,,,,,,,,,,
+65,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,14.0,250,48.0,289.0,7.0,270.0,1787,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,108297.0,105989.0,msgpack,conda-forge/msgpack-python,1136.0,48786221.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,48396083.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14044409.0,2.0,,,,,,,,,,,,,,,,,,,,
+66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-06 13:15:59.754,2023-10-02 19:18:27,963.0,34.0,230,53.0,154.0,19.0,203.0,1528,2023-10-02 19:23:07.000,3.0.0,48.0,67.0,38,True,303790.0,293370.0,greenlet,conda-forge/greenlet,,71358877.0,https://pypi.org/project/greenlet,2023-10-02 19:23:07.000,10420.0,71156012.0,https://anaconda.org/conda-forge/greenlet,2023-10-06 13:15:59.754,8114635.0,1.0,,,,,,,,,,,,,,,,,,,,
+67,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-10-09 19:36:27.000,2023-10-09 19:36:26,898.0,51.0,109,27.0,280.0,58.0,266.0,1402,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,181656.0,181148.0,anyio,conda-forge/anyio,,45801745.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45545338.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10512723.0,1.0,,,,,,,,,,,,,,,,,,,,
+68,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-10-11 19:18:56.000,2023-10-11 19:18:56,2216.0,46.0,273,20.0,793.0,200.0,389.0,658,2023-09-22 18:31:44.000,2023.9.2,72.0,199.0,38,True,67250.0,66515.0,fsspec,conda-forge/fsspec,,128006279.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,127652199.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14517307.0,1.0,,,,,,,,,,,,,,,-1.0,,,,,
+69,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-06 08:59:57.000,2023-10-05 11:06:13,4086.0,8.0,2379,480.0,2278.0,121.0,879.0,16845,2023-10-05 11:21:35.000,3.4.0,80.0,605.0,37,True,2633.0,2219.0,luigi,luigi,,539386.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,412.0,539234.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14019.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,,,,
+70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,25.0,1950,465.0,551.0,461.0,1307.0,14256,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,135.0,18.0,fabric,conda-forge/fabric,,4454900.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4452746.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,71085.0,3.0,,,,,,,,,,,,,,,,,,,,
+71,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-11 22:30:59.000,2023-08-29 10:07:13,6966.0,186.0,1225,344.0,239.0,39.0,445.0,13341,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,940.0,935.0,tink,,1097.0,150679.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,150313.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,351.0,,,,,,,,,,,,,,,
+72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-11 20:34:45.000,2023-10-11 20:34:45,2643.0,120.0,620,114.0,2835.0,794.0,3088.0,9023,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1194.0,1161.0,modin,conda-forge/modin-core,196716.0,1277476.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1264257.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,272640.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,,
+73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-12 12:34:38.000,2023-10-12 12:02:38,2433.0,114.0,815,107.0,1393.0,344.0,1183.0,8894,2023-08-31 10:35:56.000,0.18.13,45.0,210.0,37,True,1973.0,1908.0,kedro,,,401674.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,401674.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-10-12 12:53:28.000,2023-10-11 23:46:26,6434.0,166.0,1324,135.0,3967.0,491.0,4073.0,7628,2023-10-11 19:07:56.000,1.4.9,174.0,299.0,37,True,3421.0,3391.0,dbt,conda-forge/dbt,2533.0,122420.0,https://pypi.org/project/dbt,2023-10-11 22:09:23.000,30.0,119283.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,248754.0,2.0,,,,,,,,,,,,,,,,dbt,,,,
+75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374,35.0,227.0,40.0,226.0,6482,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,581300.0,572336.0,python-dotenv,conda-forge/python-dotenv,,31983851.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8964.0,31913290.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2751886.0,2.0,,,,,,,,,,,,,,,,,,,,
+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 12:00:17.000,2023-10-12 08:33:07.000,2023-10-10 18:33:40,1448.0,7.0,682,135.0,388.0,173.0,454.0,5996,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,37,True,118737.0,110622.0,watchdog,conda-forge/watchdog,,12211895.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8115.0,12149126.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2510797.0,2.0,,,,,,,,,,,,,,,,,,,,
+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 12:10:20.000,2023-10-07 15:27:00.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1105.0,377.0,1322.0,4065,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25254.0,21661.0,mongoengine,conda-forge/mongoengine,,950813.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,944555.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,225306.0,2.0,,,,,,,,,,,,,,,,,,,,
+78,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,425.0,383.0,159.0,1151.0,3707,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10552.0,9569.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3831315.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3831199.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8139.0,2.0,,,,,,,,,,,,,,,,,,,,
+79,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-10-11 15:10:44.000,2023-10-11 15:10:44,2258.0,44.0,634,61.0,1413.0,33.0,963.0,3597,2023-09-11 18:35:05.000,3.4.0,141.0,137.0,37,True,1303.0,1246.0,awswrangler,conda-forge/awswrangler,209476.0,29313114.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29298488.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,420770.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,,,
+80,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-10-10 21:33:23.840,2023-10-09 21:31:54,1346.0,15.0,613,118.0,121.0,14.0,883.0,3341,2023-10-09 19:20:55.000,3.1.7,164.0,48.0,37,True,71116.0,67164.0,xlsxwriter,conda-forge/xlsxwriter,,13460204.0,https://pypi.org/project/xlsxwriter,2023-10-09 19:20:55.000,3952.0,13388030.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,2959141.0,3.0,,,,,,,,,,,,,,,,,,,,
+81,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-10-12 03:23:04.000,2023-10-12 03:23:04,2715.0,7.0,1184,200.0,1208.0,169.0,1792.0,3239,2023-05-05 16:39:25.000,4.2.0,42.0,224.0,37,True,4156.0,3892.0,netmiko,,,179575.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,179575.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+82,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-06 12:57:48.461,2023-09-24 12:13:32,1139.0,46.0,238,51.0,265.0,13.0,330.0,3042,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15272.0,14139.0,cerberus,conda-forge/cerberus,,4330547.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1133.0,4314654.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,349667.0,2.0,,,,,,,,,,,,,,,,,,,,
+83,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-10-11 15:49:00.000,2023-10-11 15:49:00,4731.0,188.0,259,60.0,360.0,159.0,544.0,1230,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,37,True,51747.0,49181.0,tables,conda-forge/pytables,176.0,845335.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2566.0,677731.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6536486.0,2.0,,,,,,,,,,,,,,,,,,,,
+84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,312855.0,295577.0,future,conda-forge/future,,32647498.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17278.0,32504659.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12427001.0,1.0,,,,,,,,,,,,,,,,,,,,
+85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1997568.0,1861982.0,six,conda-forge/six,,198308385.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135586.0,197766559.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,48222583.0,1.0,,,,,,,,,,,,,,,,,,,,
+86,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-10-11 23:29:47.000,2023-10-10 14:07:23,1696.0,25.0,258,53.0,1076.0,84.0,530.0,650,2023-10-03 15:16:10.000,3.12.0,149.0,132.0,37,True,23793.0,22671.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32372324.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1122.0,32302328.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-05 13:36:31.492,2729870.0,2.0,,,,,,,,,,,,,,,,,,,,
+87,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407,378.0,164.0,144.0,175.0,25341,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,27377.0,25548.0,fire,conda-forge/fire,,6730479.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1829.0,6720386.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,767136.0,2.0,,,,,,,,,,,,,,,,,,,,
+88,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-05 20:26:37.000,2023-10-05 20:26:37,6836.0,37.0,1752,230.0,3060.0,718.0,2719.0,12117,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10174.0,9859.0,pysimplegui,conda-forge/pysimplegui,,354637.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,352129.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,125400.0,2.0,,,,,,,,,,,,,,,,,,,,
+89,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-02 12:55:42.807,2023-10-01 14:16:00,392.0,3.0,965,212.0,182.0,156.0,293.0,11134,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30430.0,28994.0,schedule,conda-forge/schedule,,1693359.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1436.0,1692053.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,43102.0,3.0,,,,,,,,,,,,,,,,,,,,
+90,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7845,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,115093.0,102672.0,docopt,conda-forge/docopt,,10605749.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12421.0,10584103.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1948173.0,2.0,,,,,,,,,,,,,,,,,,,,
+91,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,23.0,505,136.0,234.0,4.0,457.0,6722,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15897.0,13262.0,sh,conda-forge/sh,,5719924.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2635.0,5714792.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,184782.0,2.0,,,,,,,,,,,,,,,,,,,,
+92,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-10-10 21:53:51.778,2023-10-10 14:30:27,610.0,27.0,176,32.0,84.0,2.0,347.0,4962,2023-10-10 14:46:19.000,3.9.8,115.0,22.0,36,True,61384.0,60265.0,orjson,conda-forge/orjson,,14522056.0,https://pypi.org/project/orjson,2023-10-10 14:49:51.000,1119.0,14498916.0,https://anaconda.org/conda-forge/orjson,2023-10-10 21:53:51.778,948741.0,2.0,,,,,,,,,,,,,,,,,,,,
+93,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-03 10:10:59.000,2023-10-03 10:10:50,1177.0,6.0,582,136.0,318.0,33.0,220.0,4285,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,79898.0,78620.0,tablib,conda-forge/tablib,,1791859.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1790752.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91904.0,1.0,,,,,,,,,,,,,,,,,,,,
+94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-10-12 13:21:22.000,2023-10-12 12:44:32,6528.0,842.0,446,80.0,4909.0,105.0,2229.0,3182,2023-10-02 17:04:07.000,7.0.0,58.0,203.0,36,True,654.0,604.0,ibis-framework,conda-forge/ibis-framework,98.0,110253.0,https://pypi.org/project/ibis-framework,2023-10-08 00:04:19.000,50.0,102533.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,308663.0,2.0,,,,,,,,,,,,,,,,,,,,
+95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3062,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,135151.0,132948.0,sortedcontainers,conda-forge/sortedcontainers,,26537512.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2203.0,26408606.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11214881.0,1.0,,,,,,,,,,,,,,,,,,,,
+96,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-10-11 04:19:56.219,2023-10-10 14:43:35,500.0,46.0,569,125.0,221.0,58.0,960.0,2744,2023-10-10 15:06:12.000,5.0.0,62.0,56.0,36,False,52975.0,50812.0,pyodbc,conda-forge/pyodbc,,23464427.0,https://pypi.org/project/pyodbc,2023-10-10 15:01:53.000,2163.0,23432265.0,https://anaconda.org/conda-forge/pyodbc,2023-10-11 04:19:56.219,1157835.0,2.0,,,,,,,,,,,,,,,2.0,,,,,
+97,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-05 14:00:33.000,2023-10-05 10:08:02,2654.0,26.0,474,123.0,550.0,297.0,1493.0,2709,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30253.0,29614.0,xlwings,conda-forge/xlwings,18847.0,146863.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,130119.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,671127.0,1.0,,,,,,,,,,,,,,,,,,,,
+98,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144,36.0,65.0,49.0,64.0,2390,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,113783.0,111768.0,aiofiles,conda-forge/aiofiles,,53865592.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2015.0,53853596.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,863741.0,2.0,,,,,,,,,,,,,,,,,,,,
+99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,8.0,172,23.0,150.0,169.0,326.0,1999,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,124627.0,120723.0,dill,conda-forge/dill,290957.0,37456793.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3904.0,37320747.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5344903.0,2.0,,,,,,,,,,,,,,,,,,,,
+100,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-10 08:49:58.000,2023-10-10 08:48:43,9923.0,229.0,931,85.0,1765.0,74.0,123.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,193314.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,193314.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-11 00:10:04.000,2023-10-04 22:43:49,1054.0,48.0,202,25.0,159.0,68.0,197.0,1755,2023-10-04 22:45:27.000,6.6.0,73.0,78.0,36,True,9096.0,8284.0,deepdiff,conda-forge/deepdiff,,11391685.0,https://pypi.org/project/deepdiff,2023-10-04 22:36:09.000,812.0,11382938.0,https://anaconda.org/conda-forge/deepdiff,2023-10-05 03:09:26.839,349919.0,1.0,,,,,,,,,,,,,,,,,,,,
+102,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-12 13:18:29.000,2023-10-11 17:41:37,426.0,3.0,152,29.0,279.0,86.0,165.0,1447,2023-01-19 09:28:09.524,2.2.1,38.0,58.0,36,True,92227.0,89319.0,cloudpickle,conda-forge/cloudpickle,27.0,28912981.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2908.0,28750350.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14799482.0,2.0,,,,,,,,,,,,,,,,,,,,
+103,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1144,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27283.0,25154.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4674394.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2129.0,4668289.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,518955.0,2.0,,,,,,,,,,,,,,,,,,,,
+104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-10-12 10:22:16.000,2023-10-12 04:47:15,15226.0,291.0,6741,727.0,5594.0,1673.0,3620.0,17310,2023-10-06 00:09:41.000,1.21.0,15.0,600.0,35,True,14.0,,micropython-_markupbase,,67076.0,906.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,,
+105,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-12 08:25:22.000,2023-08-01 09:36:09,471.0,14.0,485,68.0,279.0,208.0,167.0,12214,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2351.0,18.0,typer,conda-forge/typer,,12405294.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12364000.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1734369.0,2.0,,,,,,,,,,,,,,,,,,,,
+106,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,7.0,1222,232.0,475.0,145.0,1002.0,7947,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11683.0,9727.0,supervisor,conda-forge/supervisor,,2843005.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2835282.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,278035.0,3.0,,,,,,,,,,,,,,,,,,,,
+107,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-10-07 00:11:08.000,2023-09-30 23:24:34,824.0,28.0,362,70.0,266.0,230.0,291.0,5735,2020-07-24 18:17:05.000,2.1.2,54.0,93.0,35,True,23898.0,22671.0,pendulum,conda-forge/pendulum,189.0,14905484.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1227.0,14883786.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,846166.0,2.0,,,,,,,,,,,,,,,,,,,,
+108,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5244,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64243.0,58648.0,xmltodict,conda-forge/xmltodict,,28736450.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5595.0,28697031.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3390114.0,2.0,,,,,,,,,,,,,,,,,,,,
+109,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4350,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,117473.0,114008.0,toolz,conda-forge/toolz,,20992518.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,20783750.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18371612.0,2.0,,,,,,,,,,,,,,,,,,,,
+110,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-10-02 22:48:08.000,2023-10-02 22:48:07,892.0,11.0,368,88.0,266.0,26.0,316.0,4141,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4438.0,,ujson,conda-forge/ujson,,8451955.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4438.0,8344014.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4317676.0,3.0,,,,,,,,,,,,,,,,,,,,
+111,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-29 17:57:18.840,2023-09-29 15:40:42,1603.0,25.0,418,88.0,111.0,7.0,165.0,3314,2023-09-29 15:44:15.000,8.13.22,231.0,29.0,35,True,1435.0,,phonenumbers,conda-forge/phonenumbers,,4877031.0,https://pypi.org/project/phonenumbers,2023-09-29 15:44:15.000,1435.0,4848514.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-29 17:57:18.840,826999.0,1.0,,,,,,,,,,,,,,,,,,,,
+112,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3260,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,786187.0,764771.0,colorama,conda-forge/colorama,,120610960.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21416.0,120320069.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26180277.0,2.0,,,,,,,,,,,,,,,,,,,,
+113,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2991,,,21.0,83.0,35,True,688332.0,671123.0,pycparser,conda-forge/pycparser,,113117734.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17209.0,112709880.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35075514.0,2.0,,,,,,,,,,,,,,,,,,,,
+114,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1594,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,134175.0,113233.0,simplejson,conda-forge/simplejson,6364.0,17646074.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20942.0,17574813.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2918890.0,3.0,,,,,,,,,,,,,,,,,,,,
+115,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,34.0,164.0,69.0,234.0,1160,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2414.0,,jsonpickle,conda-forge/jsonpickle,,9393279.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2414.0,9342263.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1530507.0,3.0,,,,,,,,,,,,,,,,,,,,
+116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-10 08:04:25.000,2023-10-08 20:47:28,2036.0,11.0,141,19.0,160.0,59.0,435.0,1113,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4154.0,,keyring,conda-forge/keyring,,37808297.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4154.0,37711350.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3780952.0,3.0,,,,,,,,,,,,,,,,,,,,
+117,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-10-12 02:28:42.000,2023-10-11 02:32:25,2119.0,135.0,420,18.0,1026.0,100.0,370.0,1042,2023-10-02 18:46:39.000,0.34,62.0,219.0,35,True,13566.0,13118.0,holidays,conda-forge/holidays,189.0,6079570.0,https://pypi.org/project/holidays,2023-10-02 18:56:36.000,448.0,5985201.0,https://anaconda.org/conda-forge/holidays,2023-10-02 21:37:16.554,3680377.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,,,
+118,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,282,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1763137.0,1679917.0,pytz,conda-forge/pytz,,190831664.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83220.0,189517052.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46011447.0,2.0,,,,,,,,,,,,,,,,,,,,
+119,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-09-26 23:34:33.362,2023-09-26 19:58:05,564.0,13.0,125,18.0,218.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,247882.0,243531.0,s3transfer,conda-forge/s3transfer,,260394703.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4351.0,259923822.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,16951717.0,2.0,,,,,,,,,,,,,,,,,,,,
+120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-10-12 11:13:30.000,2023-10-09 22:05:55,8334.0,477.0,524,84.0,2175.0,51.0,386.0,6956,2023-10-09 23:27:00.000,3.8.0,154.0,119.0,34,True,2465.0,2411.0,hub,,,3194.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3194.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,,,
+121,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-11 19:30:58.000,2023-10-11 08:31:09,1187.0,12.0,329,41.0,482.0,486.0,496.0,3857,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,34,True,6495.0,6402.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95898.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95346.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15477.0,2.0,,,,,,,,,,,,,,,,,,,,
+122,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-12 11:49:28.000,2023-07-24 18:25:47,848.0,1.0,864,335.0,537.0,271.0,844.0,3424,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,34,True,7795.0,7350.0,confluent-kafka,conda-forge/python-confluent-kafka,,9648847.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,445.0,9627124.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,782056.0,2.0,,,,,,,,,,,,,,,,,,,,
+123,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3323,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4043.0,3680.0,pony,conda-forge/pony,68.0,128813.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,126047.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96810.0,2.0,,,,,,,,,,,,,,,,,,,,
+124,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-10-04 19:56:33.000,2023-10-04 19:56:33,719.0,19.0,296,34.0,497.0,105.0,364.0,3248,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7517.0,7249.0,dynaconf,conda-forge/dynaconf,,2236076.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,268.0,2234428.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,59345.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,,,
+125,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,3.0,185,50.0,311.0,127.0,221.0,2681,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5479.0,5009.0,plumbum,conda-forge/plumbum,,2503122.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,470.0,2491089.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,986786.0,3.0,,,,,,,,,,,,,,,,,,,,
+126,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-04 06:51:44.000,2023-10-04 06:51:42,1422.0,78.0,192,47.0,1187.0,62.0,559.0,2510,2023-10-02 13:06:43.000,0.39.0,725.0,68.0,34,True,3023.0,2999.0,docarray,conda-forge/docarray,,123437.0,https://pypi.org/project/docarray,2023-10-02 13:06:05.000,24.0,117774.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,118930.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,,,
+127,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,7.0,299,46.0,111.0,14.0,185.0,2410,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51134.0,47846.0,python-magic,conda-forge/python-magic,,5989926.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3288.0,5983476.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,232228.0,2.0,,,,,,,,,,,,,,,,,,,,
+128,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-10 10:11:56.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,557.0,301.0,372.0,2350,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25505.0,24243.0,dateparser,conda-forge/dateparser,,3991274.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1262.0,3989087.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,177190.0,3.0,,,,,,,,,,,,,,,,,,,,
+129,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439,55.0,288.0,11.0,317.0,2320,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,146606.0,139383.0,mysqlclient,conda-forge/mysqlclient,5270.0,4086532.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7223.0,4078749.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,301123.0,2.0,,,,,,,,,,,,,,,,,,,,
+130,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,89.0,225.0,,,2224,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,72720.0,71545.0,motor,conda-forge/motor,,1142327.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1175.0,1140620.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61467.0,2.0,,,,,,,,,,,,,,,,,,,,
+131,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-11 13:00:51.270,2023-09-26 12:30:29,817.0,39.0,200,63.0,97.0,63.0,292.0,2032,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3170.0,,numexpr,conda-forge/numexpr,440.0,6805462.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3170.0,6624748.0,https://anaconda.org/conda-forge/numexpr,2023-10-11 13:00:51.270,7228391.0,2.0,,,,,,,,,,,,,,,,,,,,
+132,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-10-07 07:59:33.000,2023-10-07 07:02:37,717.0,10.0,218,43.0,69.0,45.0,137.0,1898,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,34,True,11855.0,,wrapt,conda-forge/wrapt,,79218468.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11855.0,78856998.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13012944.0,2.0,,,,,,,,,,,,,,,,,,,,
+133,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,14.0,264,25.0,116.0,10.0,147.0,1727,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62595.0,61112.0,emoji,conda-forge/emoji,,2752155.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1483.0,2750544.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,61240.0,1.0,,,,,,,,,,,,,,,,,,,,
+134,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-23 21:21:39.000,2023-09-23 21:21:39,739.0,4.0,115,35.0,209.0,53.0,191.0,1270,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48759.0,46572.0,argcomplete,conda-forge/argcomplete,309.0,19083949.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2187.0,19048940.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1365259.0,2.0,,,,,,,,,,,,,,,,,,,,
+135,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-10-11 04:44:03.000,2023-10-03 17:24:40,1823.0,21.0,225,46.0,841.0,278.0,372.0,1231,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,34,True,3193.0,2772.0,zarr,conda-forge/zarr,,474330.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,421.0,405307.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2691898.0,2.0,,,,,,,,,,,,,,,,,,,,
+136,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1104,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,30668.0,29974.0,py4j,conda-forge/py4j,,31482451.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,694.0,31431528.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4379449.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,,,
+137,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-10-11 21:59:47.000,2023-10-11 21:36:07,498.0,55.0,123,23.0,61.0,29.0,149.0,845,2023-10-11 21:59:56.000,2.10.0,30.0,26.0,34,True,17752.0,17423.0,anytree,conda-forge/anytree,,844462.0,https://pypi.org/project/anytree,2023-10-11 21:59:47.000,329.0,843644.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,34381.0,1.0,,,,,,,,,,,,,,,3.0,,,,,
+138,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,781,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,506380.0,482012.0,decorator,conda-forge/decorator,,54859897.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24368.0,54583089.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24082349.0,2.0,,,,,,,,,,,,,,,,,,,,
+139,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-09 22:00:56.000,2023-09-28 13:53:16,1010.0,16.0,244,20.0,382.0,119.0,300.0,740,2023-09-22 18:38:08.000,2023.9.2,62.0,127.0,34,True,15652.0,14967.0,s3fs,conda-forge/s3fs,,117610559.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,685.0,117445787.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6261367.0,2.0,,,,,,,,,,,,,,,,,,,,
+140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-10-06 06:07:07.000,2023-09-25 05:57:34,1119.0,11.0,287,32.0,797.0,7.0,510.0,686,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5893.0,5442.0,minio,conda-forge/minio,,1512160.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,451.0,1508309.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,146338.0,2.0,,,,,,,,,,,,,,,,,,,,
+141,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-09 16:51:35.000,2023-10-02 18:08:09,274.0,19.0,89,14.0,175.0,10.0,90.0,584,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,331414.0,328660.0,filelock,conda-forge/filelock,,99770465.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2754.0,99396189.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15345317.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,,,
+142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-05 11:06:14.000,2023-10-05 11:06:03,329.0,41.0,51,15.0,51.0,12.0,26.0,340,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,466728.0,453222.0,wcwidth,conda-forge/wcwidth,,44793853.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13506.0,44265319.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,21141377.0,2.0,,,,,,,,,,,,,,,,,,,,
+143,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-10-12 11:56:00.000,2023-10-12 11:55:59,808.0,18.0,131,23.0,92.0,53.0,135.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111062.0,103994.0,asn1crypto,conda-forge/asn1crypto,,52538574.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7068.0,52429717.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8273164.0,3.0,,,,,,,,,,,,,,,,,,,,
+144,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-11 03:49:59.000,2023-10-11 03:49:59,310.0,10.0,57,7.0,73.0,6.0,80.0,174,2023-06-21 14:09:09.912,4.3.1,46.0,29.0,34,True,132144.0,128352.0,tzlocal,conda-forge/tzlocal,,84994428.0,https://pypi.org/project/tzlocal,2023-10-04 18:13:10.000,3792.0,84901466.0,https://anaconda.org/conda-forge/tzlocal,2023-10-05 03:13:04.646,2417017.0,3.0,,,,,,,,,,,,,,,4.0,,,,,
+145,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-11 09:07:12.000,2023-05-22 23:51:10,520.0,,2008,376.0,453.0,343.0,181.0,31636,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1234.0,1199.0,diagrams,conda-forge/diagrams,,105122.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,100929.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171945.0,2.0,,,,,,,,,,,,,,,,,,,,
+146,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-10-09 18:31:30.000,2023-10-09 18:16:28,2774.0,13.0,606,147.0,484.0,240.0,993.0,11227,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2305.0,2258.0,dearpygui,,,40174.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,40174.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+147,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-10-12 07:16:23.000,2023-08-01 09:19:41,246.0,10.0,460,147.0,255.0,236.0,147.0,10869,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7769.0,7650.0,sqlmodel,conda-forge/sqlmodel,,531520.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,530742.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,20228.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,,,
+148,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-03 16:30:00.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,156.0,12.0,291.0,6155,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12588.0,11694.0,tinydb,conda-forge/tinydb,,486656.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,894.0,482695.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,348653.0,2.0,,,,,,,,,,,,,,,,,,,,
+149,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-10 16:47:00.000,2023-10-10 16:46:59,1873.0,27.0,597,130.0,331.0,68.0,822.0,5587,2023-10-04 15:16:46.000,1.2.0,38.0,107.0,33,True,1816.0,1446.0,csvkit,conda-forge/csvkit,,181960.0,https://pypi.org/project/csvkit,2023-10-04 15:16:46.000,370.0,178539.0,https://anaconda.org/conda-forge/csvkit,2023-10-04 17:09:08.827,99234.0,2.0,,,,,,,,,,,,,,,,,,,,
+150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,4.0,247,48.0,193.0,91.0,145.0,5306,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1506.0,,tenacity,conda-forge/tenacity,,34580096.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1506.0,34427730.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5485202.0,2.0,,,,,,,,,,,,,,,,,,,,
+151,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-10-11 17:13:20.000,2023-10-11 17:13:20,535.0,8.0,743,68.0,405.0,92.0,408.0,3568,2023-07-10 21:21:10.669,0.17.1,47.0,135.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25630695.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25289231.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,14000060.0,3.0,,,,,,,,,,,,,,,,,,,,
+152,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,6.0,253,51.0,200.0,125.0,195.0,3549,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20454.0,20334.0,databases,conda-forge/databases,,409721.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,406334.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,189718.0,3.0,,,,,,,,,,,,,,,,,,,,
+153,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-05 05:44:08.000,2023-09-07 02:59:25,1023.0,11.0,365,50.0,377.0,82.0,310.0,2955,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16403906.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16349230.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2132389.0,2.0,,,,,,,,,,,,,,,,,,,,
+154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-12 01:13:54.000,2023-10-10 18:15:00,1030.0,10.0,255,37.0,363.0,148.0,251.0,2168,2022-03-15 11:22:57.000,0.48.9,213.0,97.0,33,True,14693.0,14600.0,pypika,conda-forge/pypika,,2487782.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,93.0,2487607.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4213.0,3.0,,,,,,,,,,,,,,,,,,,,
+155,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1974,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39347.0,5.0,chardet,conda-forge/chardet,,55507050.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39339.0,54916810.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21830056.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,239.0,,,,,,,,,,,,,,,
+156,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1933,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7003.0,,jmespath,conda-forge/jmespath,,128129307.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7003.0,127936051.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16813325.0,3.0,,,,,,,,,,,,,,,,,,,,
+157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-10-03 13:05:15.000,2023-09-22 10:10:25,281.0,12.0,145,27.0,57.0,8.0,225.0,1792,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3445.0,,cachetools,conda-forge/cachetools,,101725369.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3445.0,101482252.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9967835.0,1.0,,,,,,,,,,,,,,,,,,,,
+158,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-10-12 04:31:53.000,2023-10-12 04:10:51,6028.0,4.0,553,80.0,1102.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6255.0,5553.0,cassandra-driver,conda-forge/cassandra-driver,,1348736.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1343875.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,184739.0,3.0,,,,,,,,,,,,,,,,,,,,
+159,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1159,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3556.0,3471.0,petl,conda-forge/petl,,1249685.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1244409.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,211042.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,,
+160,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-03 10:57:43.000,2023-09-26 09:36:57,510.0,23.0,82,24.0,270.0,34.0,70.0,1128,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,18050.0,17799.0,cleo,conda-forge/cleo,,14661761.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,251.0,14652408.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,579922.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,,,
+161,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-10 11:11:50.000,2023-10-10 11:11:50,696.0,38.0,125,21.0,273.0,41.0,127.0,1018,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10485.0,,pluggy,conda-forge/pluggy,,96095302.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10485.0,95462801.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22770068.0,2.0,,,,,,,,,,,,,,,,,,,,
+162,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-05 01:07:51.000,2023-10-05 01:07:51,341.0,25.0,141,15.0,156.0,14.0,135.0,837,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,88023.0,86255.0,validators,conda-forge/validators,8.0,6045030.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1768.0,6031901.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,512029.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,,,
+163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-10-11 08:08:30.000,2023-10-11 08:08:29,1485.0,24.0,195,98.0,726.0,4.0,228.0,831,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7393.0,7167.0,neo4j-driver,conda-forge/neo4j-python-driver,,142139.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,137303.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,193446.0,3.0,,,,,,,,,,,,,,,,,,,,
+164,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-10-10 14:17:50.000,2023-10-10 14:16:05,365.0,10.0,119,60.0,361.0,55.0,280.0,389,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8394.0,8065.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6210082.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,329.0,6158563.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1854536.0,3.0,,,,,,,,,,,,,,,,,,,,
+165,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,424446.0,409389.0,pyasn1,conda-forge/pyasn1,,144444749.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15057.0,131229914.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13214835.0,3.0,,,,,,,,,,,,,,,,,,,,
+166,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,15.0,425.0,5058,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3441.0,3174.0,transitions,conda-forge/transitions,,474187.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,463742.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,543182.0,1.0,,,,,,,,,,,,,,,,,,,,
+167,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4643,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3890.0,3310.0,dataset,conda-forge/dataset,,122541.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,122311.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7141.0,3.0,,,,,,,,,,,,,,,,,,,,
+168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-11 21:44:24.000,2023-10-11 21:43:49,1112.0,27.0,242,64.0,88.0,24.0,270.0,3405,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1042.0,924.0,asciimatics,conda-forge/asciimatics,,94266.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,92115.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,142013.0,3.0,,,,,,,,,,,,,,,,,,,,
+169,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3298,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,331.0,317.0,koalas,conda-forge/koalas,1019.0,1498547.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1492581.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,315291.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,,
+170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-05 08:27:52.000,2022-12-19 03:14:24,1998.0,,243,48.0,197.0,171.0,356.0,3233,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2560.0,2458.0,dependency-injector,conda-forge/dependency_injector,,1022411.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1021107.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,32601.0,2.0,,,,,,,,,,,,,,,,,,,,
+171,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3167,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9961.0,9143.0,blaze,conda-forge/blaze,,11485.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8754.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202104.0,2.0,,,,,,,,,,,,,,,,,,,,
+172,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-10-12 13:03:12.000,2023-09-26 21:51:23,5908.0,122.0,328,39.0,1710.0,31.0,199.0,3077,2023-10-12 13:03:12.000,0.45.0,105.0,76.0,32,True,196.0,194.0,zenml,,1.0,9005.0,https://pypi.org/project/zenml,2023-10-12 13:03:12.000,2.0,9005.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+173,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197,58.0,150.0,95.0,73.0,2783,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8243.0,7332.0,schema,conda-forge/schema,,6229979.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,911.0,6227575.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,122615.0,2.0,,,,,,,,,,,,,,,,,,,,
+174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-10-07 05:00:12.000,2023-09-30 03:43:14,595.0,25.0,215,17.0,571.0,261.0,412.0,2617,2023-09-30 04:00:26.000,0.17.2,77.0,102.0,32,True,1157.0,1074.0,pandera,conda-forge/pandera-core,,1176317.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1175519.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,28740.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,,,
+175,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,14.0,276,49.0,73.0,50.0,113.0,2145,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,991.0,927.0,datasketch,,19.0,1243774.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1243774.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+176,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2093,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,197014.0,188512.0,xlrd,conda-forge/xlrd,,20633243.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8502.0,20588484.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3536007.0,2.0,,,,,,,,,,,,,,,,,,,,
+177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1665,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2029.0,,humanize,conda-forge/humanize,,4874878.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2029.0,4863076.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,472080.0,2.0,,,,,,,,,,,,,,,,,,,,
+178,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-10-11 14:28:55.000,2023-09-22 12:24:05,1051.0,4.0,87,17.0,570.0,92.0,438.0,1621,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19023.0,18652.0,omegaconf,conda-forge/omegaconf,,4695211.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4669397.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1161633.0,2.0,,,,,,,,,,,,,,,,,,,,
+179,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,60.0,399.0,131.0,606.0,1460,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5975.0,,typing,conda-forge/typing,,8465844.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5975.0,8434068.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2891621.0,2.0,,,,,,,,,,,,,,,,,,,,
+180,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,47.0,179.0,56.0,336.0,1450,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2179.0,2086.0,pygsheets,,,1306088.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1306088.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+181,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-12 04:41:48.000,2023-10-12 04:41:44,531.0,37.0,144,28.0,530.0,5.0,114.0,1054,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8072.0,,bcrypt,conda-forge/bcrypt,,44125741.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8072.0,44017884.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4098585.0,3.0,,,,,,,,,,,,,,,,,,,,
+182,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,944,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44875.0,43216.0,Bottleneck,conda-forge/bottleneck,,660978.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1659.0,557235.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3734763.0,2.0,,,,,,,,,,,,,,,,,,,,
+183,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-10-03 03:21:14.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,113.0,22.0,101.0,448,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,349621.0,342507.0,rsa,conda-forge/rsa,,129301997.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7114.0,129154951.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12793008.0,3.0,,,,,,,,,,,,,,,,,,,,
+184,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-08 05:01:21.000,2023-09-17 00:21:09,1869.0,5.0,598,126.0,1286.0,215.0,1078.0,7570,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,16024.0,16016.0,hydra,conda-forge/hydra-core,,27695.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,9234.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,812292.0,3.0,,,,,,,,,,,,,,,,,,,,
+185,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6276,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,31,True,5790.0,5362.0,boltons,conda-forge/boltons,25.0,2860195.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,428.0,2821292.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3462371.0,2.0,,,,,,,,,,,,,,,,,,,,
+186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,176.0,340.0,5847,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6282.0,6196.0,eel,,,60734.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,60734.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,,,
+187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-10-05 00:43:59.000,2023-09-20 12:48:19,981.0,8.0,380,83.0,171.0,,600.0,4642,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1449.0,1274.0,huey,conda-forge/huey,,90803.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,90310.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32560.0,2.0,,,,,,,,,,,,,,,,,,,,
+188,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,21.0,112.0,14.0,125.0,3345,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,21609.0,21211.0,gdown,conda-forge/gdown,,1347024.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,398.0,1342408.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,226192.0,2.0,,,,,,,,,,,,,,,,,,,,
+189,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-12 06:20:07.000,2023-10-10 21:04:43,1700.0,34.0,98,41.0,1293.0,66.0,352.0,2924,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,485.0,426.0,returns,conda-forge/returns,,129583.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,129334.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7245.0,2.0,,,,,,,,,,,,,,,,,,,,
+190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1467.0,1353.0,mrjob,conda-forge/mrjob,,95500.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,89407.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517921.0,2.0,,,,,,,,,,,,,,,,,,,,
+191,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,8.0,84.0,2544,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,114481.0,111120.0,python-decouple,conda-forge/python-decouple,12.0,1693350.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3361.0,1692382.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,70705.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,,
+192,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-11 19:40:01.000,2023-10-10 18:39:35,772.0,65.0,103,32.0,1008.0,21.0,379.0,2364,2023-10-10 20:59:49.000,1.3.9,293.0,23.0,31,True,194.0,189.0,whylogs,,43.0,112039.0,https://pypi.org/project/whylogs,2023-10-10 21:00:51.000,5.0,112037.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+193,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-30 03:45:07.000,2023-09-30 03:45:06,826.0,6.0,424,41.0,625.0,259.0,365.0,2285,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1699.0,1538.0,pynamodb,conda-forge/pynamodb,,1535703.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1528182.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376083.0,3.0,,,,,,,,,,,,,,,,,,,,
+194,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-05 20:53:15.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1911,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,31,True,2314.0,,pyrsistent,conda-forge/pyrsistent,,35991979.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2314.0,35473749.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20210987.0,2.0,,,,,,,,,,,,,,,-3.0,,,,,
+195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1895,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,609.0,,fs,conda-forge/fs,,1827977.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,609.0,1818742.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,674161.0,3.0,,,,,,,,,,,,,,,,,,,,
+196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15533.0,14168.0,voluptuous,conda-forge/voluptuous,,2570046.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1365.0,2566319.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,324280.0,2.0,,,,,,,,,,,,,,,,,,,,
+197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-10-12 02:45:13.000,2023-10-11 02:01:32,1393.0,57.0,246,42.0,608.0,141.0,828.0,1658,2023-08-23 19:44:09.000,1.4.0,110.0,44.0,31,False,294.0,276.0,sdv,conda-forge/sdv,,42911.0,https://pypi.org/project/sdv,2023-10-11 02:01:26.000,18.0,42283.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13817.0,2.0,,,,,,,,,,,,,,,,,,,,
+198,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-11 12:59:39.000,2023-10-10 12:32:53,1308.0,89.0,138,20.0,829.0,57.0,350.0,1290,2023-09-05 09:35:35.000,8.3.0,57.0,64.0,31,True,641.0,608.0,copier,,,195136.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,195136.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-10-11 10:23:05.000,2023-09-08 12:12:19,535.0,14.0,73,19.0,201.0,34.0,94.0,1247,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10394.0,10024.0,questionary,conda-forge/questionary,,1292421.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1290721.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,57822.0,3.0,,,,,,,,,,,,,,,,,,,,
+200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,141.0,1131,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6370.0,6054.0,sshtunnel,conda-forge/sshtunnel,,5653289.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,316.0,5651833.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,123844.0,3.0,,,,,,,,,,,,,,,,,,,,
+201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,998,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,271956.0,256849.0,appdirs,conda-forge/appdirs,,17510804.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15107.0,17404498.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9673879.0,3.0,,,,,,,,,,,,,,,,,,,,
+202,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-10-11 15:13:12.000,2023-10-10 14:12:37,1994.0,25.0,134,43.0,419.0,107.0,251.0,934,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,31,True,1703.0,1584.0,intake,conda-forge/intake,,76948.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,68503.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,498274.0,2.0,,,,,,,,,,,,,,,,,,,,
+203,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,21.0,100,23.0,93.0,26.0,83.0,865,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1006.0,,inflect,conda-forge/inflect,,4750905.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1006.0,4742218.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,347507.0,2.0,,,,,,,,,,,,,,,,,,,,
+204,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-09-24 12:56:34.597,2023-08-17 00:33:24,1178.0,1.0,362,75.0,21.0,32.0,607.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7989.0,7665.0,cx-Oracle,conda-forge/cx_oracle,,2622647.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2610253.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,483396.0,3.0,,,,,,,,,,,,,,,,,,,,
+205,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,3.0,26.0,389,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35009.0,34712.0,srsly,conda-forge/srsly,,5455304.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5421863.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1337671.0,3.0,,,,,,,,,,,,,,,,,,,,
+206,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-10 23:29:06.000,2023-09-28 23:25:31,1160.0,8.0,84,17.0,753.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3273.0,,multidict,conda-forge/multidict,4468.0,69138941.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3273.0,68839564.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,10775750.0,2.0,,,,,,,,,,,,,,,,,,,,
+207,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-09 15:07:07.000,2023-10-09 15:05:02,771.0,15.0,46,44.0,664.0,46.0,170.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3134.0,3122.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3562227.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3559169.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,97878.0,3.0,,,,,,,,,,,,,,,,,,,,
+208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,29.0,36,12.0,53.0,,237.0,52,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62388834.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,61990383.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16336494.0,2.0,,,,,,,,,,,,,,,,,,,,
+209,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,16.0,38,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,165917888.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165024885.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33041146.0,3.0,,,,,,,,,,,,,,,,,,,,
+210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17871,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,897.0,818.0,gooey,conda-forge/gooey,514.0,5802.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,79.0,4441.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71621.0,3.0,,,,,,,,,,,,,,,,,,,,
+211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,9.0,592,145.0,967.0,500.0,773.0,8028,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,624.0,593.0,vaex,conda-forge/vaex,279.0,46277.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,44187.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,175466.0,3.0,,,,,,,,,,,,,,,,,,,,
+212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,170.0,740.0,21.0,961.0,5576,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,383.0,371.0,snorkel,conda-forge/snorkel,1047.0,29885.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28980.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45572.0,3.0,,,,,,,,,,,,,,,,,,,,
+213,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-10-12 07:28:36.000,2023-10-12 07:28:35,7298.0,463.0,612,85.0,1255.0,138.0,634.0,3631,2023-04-12 02:29:00.815,0.3.1,63.0,251.0,30,True,38.0,2.0,toga,,1740.0,1915.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1618.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,152.0,,,,,,,,,,,,,,,
+214,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,79.0,69.0,365.0,192.0,3508,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13422.0,12935.0,keyboard,conda-forge/keyboard,,221731.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,487.0,220912.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22944.0,3.0,,,,,,,,,,,,,,,,,,,,
+215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1946.0,1559.0,schematics,conda-forge/schematics,,211944.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,211436.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25937.0,3.0,,,,,,,,,,,,,,,,,,,,
+216,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,100.0,402.0,167.0,379.0,1664,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,30,True,8839.0,7582.0,influxdb,conda-forge/influxdb,,2569694.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2566612.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,129466.0,3.0,,,,,,,,,,,,,,,,,,,,
+217,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-03 19:56:20.000,2023-10-03 19:56:16,1032.0,4.0,314,70.0,400.0,109.0,366.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,274719.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,272860.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76225.0,3.0,,,,,,,,,,,,,,,,,,,,
+218,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-09 14:20:54.000,2023-10-09 14:20:54,267.0,3.0,101,34.0,71.0,3.0,65.0,1386,2023-02-24 16:23:02.934,8.0.1,45.0,34.0,30,True,2884.0,,python-slugify,conda-forge/python-slugify,,11262006.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2884.0,11215719.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1805222.0,3.0,,,,,,,,,,,,,,,,,,,,
+219,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-10-08 16:46:58.000,2023-10-08 16:42:20,636.0,15.0,59,16.0,230.0,5.0,53.0,1344,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19003.0,18496.0,bidict,conda-forge/bidict,,1752774.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,507.0,1748612.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,353852.0,2.0,,,,,,,,,,,,,,,,,,,,
+220,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-10 19:21:20.000,2023-10-04 21:51:20,775.0,13.0,61,16.0,433.0,180.0,169.0,1340,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,30,True,2422.0,2412.0,prisma,,,60086.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,60086.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1961.0,1743.0,redis-py-cluster,,3895.0,1827692.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1827656.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-10 18:15:20.000,2023-10-09 19:02:38,600.0,18.0,135,21.0,491.0,39.0,251.0,923,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2054.0,1931.0,aiocache,,9.0,321857.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,123.0,321857.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+223,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,250,18.0,212.0,23.0,302.0,861,2023-03-28 20:05:01.000,1.5.29,74.0,56.0,30,True,4494.0,4494.0,fastcore,conda-forge/fastcore,,545316.0,https://pypi.org/project/fastcore,,,542624.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,59226.0,3.0,,,,,,,,,,,,,,,,,,,,
+224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,795,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24565.0,23308.0,natsort,conda-forge/natsort,,3790539.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1257.0,3749443.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1438385.0,3.0,,,,,,,,,,,,,,,,,,,,
+225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-03 11:40:29.000,2020-10-21 17:48:31,219.0,,77,15.0,263.0,46.0,25.0,672,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43813.0,41733.0,cached-property,conda-forge/cached-property,,12226041.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2080.0,12138844.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6888635.0,2.0,,,,,,,,,,,,,,,,,,,,
+226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-10 02:08:22.000,2023-10-03 12:59:45,529.0,17.0,335,36.0,279.0,27.0,125.0,651,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4437.0,3157.0,pysolr,conda-forge/pysolr,,311241.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,310972.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21554.0,3.0,,,,,,,,,,,,,,,,,,,,
+227,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-10 14:32:54.000,2023-10-10 14:30:43,856.0,58.0,61,20.0,454.0,141.0,280.0,354,2023-03-14 09:22:38.000,1.13.0,83.0,34.0,30,True,8463.0,8314.0,param,conda-forge/param,,404103.0,https://pypi.org/project/param,2023-10-10 14:32:54.000,149.0,386537.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1370183.0,3.0,,,,,,,,,,,,,,,,,,,,
+228,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,52812.0,50578.0,isodate,conda-forge/isodate,,71760783.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2234.0,71710420.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4583079.0,3.0,,,,,,,,,,,,,,,,,,,,
+229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-10-06 07:31:37.000,2023-04-04 13:18:36,954.0,,4527,640.0,749.0,198.0,100.0,23016,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,7154.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7096.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1763.0,3.0,,,,,,,,,,,,,,,,,,,,
+230,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7012,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1261.0,1083.0,records,conda-forge/records,,256628.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,256313.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24612.0,3.0,,,,,,,,,,,,,,,,,,,,
+231,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,242.0,6608,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1689.0,1659.0,faust,,,19386.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,19386.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+232,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5096,,,26.0,28.0,29,False,8097.0,7286.0,pdfminer,conda-forge/pdfminer,,167110.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,811.0,166710.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34440.0,3.0,,,,,,,,,,,,,,,,,,,,
+233,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,15.0,218,28.0,283.0,99.0,753.0,3211,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,117.0,111.0,ploomber,conda-forge/ploomber,,6896.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4165.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,76471.0,3.0,,,,,,,,,,,,,,,,,,,,
+234,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3151,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9428.0,8800.0,funcy,conda-forge/funcy,,1603870.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,628.0,1599087.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,387494.0,3.0,,,,,,,,,,,,,,,,,,,,
+235,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-09 16:58:32.000,2023-10-09 16:19:55,1158.0,3.0,587,175.0,462.0,94.0,476.0,2996,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,29,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4495.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3932.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29737.0,3.0,,,,,,,,,,,,,,,2.0,,,,,
+236,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658,142.0,448.0,143.0,398.0,2728,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,403085.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,398915.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,325296.0,3.0,,,,,,,,,,,,,,,,,,,,
+237,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-09 18:29:15.000,2023-10-09 18:04:50,3848.0,13.0,316,35.0,328.0,137.0,537.0,2407,2023-10-09 19:54:22.000,2.8,209.0,98.0,29,True,96.0,85.0,pyinfra,,,36165.0,https://pypi.org/project/pyinfra,2023-10-09 18:29:15.000,11.0,36165.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,,,
+238,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-01 11:08:06.000,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1756,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2177.0,88275.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,87576.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22787.0,3.0,,,,,,,,,,,,,,,,,,,,
+239,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1405,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10697.0,9188.0,blessings,conda-forge/blessings,,825523.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,818592.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,277253.0,3.0,,,,,,,,,,,,,,,,,,,,
+240,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-10-09 17:05:34.000,2023-10-02 20:14:49,798.0,35.0,43,14.0,235.0,11.0,85.0,1165,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1530.0,1496.0,python-benedict,conda-forge/python-benedict,,765003.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,760935.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,142414.0,2.0,,,,,,,,,,,,,,,,,,,,
+241,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-10-04 21:31:49.000,2023-09-16 08:25:42,1717.0,13.0,75,14.0,415.0,106.0,236.0,1122,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,301.0,291.0,piccolo,,,18320.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,18320.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+242,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141,39.0,83.0,4.0,130.0,1062,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,142.0,,path,conda-forge/path,,1635821.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,142.0,1624621.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,459202.0,3.0,,,,,,,,,,,,,,,,,,,,
+243,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,4.0,114,16.0,93.0,66.0,127.0,667,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14727.0,13256.0,configargparse,conda-forge/configargparse,,3537206.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1471.0,3514688.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,720595.0,3.0,,,,,,,,,,,,,,,,,,,,
+244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17148.0,14963.0,scandir,conda-forge/scandir,,3510737.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2185.0,3473188.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1351768.0,3.0,,,,,,,,,,,,,,,,,,,,
+245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-07 09:55:12.348,2023-10-07 08:32:02,710.0,16.0,44,11.0,83.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,60.0,22.0,29,True,4813.0,4543.0,python-rapidjson,conda-forge/python-rapidjson,,1576889.0,https://pypi.org/project/python-rapidjson,2023-10-07 08:32:10.000,270.0,1540225.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-07 09:55:12.348,1319936.0,3.0,,,,,,,,,,,,,,,,,,,,
+246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,96.0,110.0,31.0,127.0,2754,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6570.0,6413.0,sklearn-pandas,conda-forge/sklearn-pandas,,212906.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,211028.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,65763.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,,
+247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2605,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2313.0,2268.0,gino,,,56403.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,56403.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+248,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2353,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1139.0,1098.0,swifter,conda-forge/swifter,,379727.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,373160.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,262691.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,,
+249,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,12.0,130,50.0,61.0,14.0,122.0,2246,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,710.0,688.0,pyfunctional,,,329043.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,329043.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+250,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-10-08 00:19:27.000,2023-08-31 05:38:01,5626.0,14.0,507,109.0,932.0,590.0,944.0,2063,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3449.0,20000.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,718173.0,3.0,,,,,,,,,,,,,,,,,,,,
+251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,2.0,117,23.0,111.0,50.0,42.0,1899,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7037.0,6948.0,gin-config,conda-forge/gin-config,,189611.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,189089.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21412.0,3.0,,,,,,,,,,,,,,,,,,,,
+252,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,68.0,1738,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1314.0,1207.0,glom,conda-forge/glom,,1232914.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1232371.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26634.0,3.0,,,,,,,,,,,,,,,,,,,,
+253,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-09-25 13:12:03.475,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1073,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6256.0,6136.0,immutables,conda-forge/immutables,,779946.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,756921.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,944027.0,3.0,,,,,,,,,,,,,,,,,,,,
+254,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1069,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4026.0,3801.0,sqlitedict,conda-forge/sqlitedict,,286102.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,283680.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,89620.0,3.0,,,,,,,,,,,,,,,,,,,,
+255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,842,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2300.0,2181.0,pyahocorasick,conda-forge/pyahocorasick,,648221.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,642602.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,202314.0,3.0,,,,,,,,,,,,,,,,,,,,
+256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,678,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10182.0,8944.0,parsedatetime,conda-forge/parsedatetime,,8029689.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,8027639.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,174291.0,3.0,,,,,,,,,,,,,,,,,,,,
+257,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134,13.0,94.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7157.0,4773.0,pylibmc,conda-forge/pylibmc,357.0,183964.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,177994.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214026.0,3.0,,,,,,,,,,,,,,,,,,,,
+258,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-10-11 23:56:44.000,2023-09-22 21:49:56,6463.0,295.0,30,10.0,256.0,39.0,549.0,351,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10529.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,3153.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,302424.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,,,
+259,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71,18.0,88.0,71.0,96.0,298,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34142.0,30743.0,configobj,conda-forge/configobj,241.0,2568156.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3399.0,2556596.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,728192.0,3.0,,,,,,,,,,,,,,,,,,,,
+260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,194,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10659.0,10269.0,ordered-set,conda-forge/ordered-set,,9247345.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,390.0,9242753.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,413337.0,3.0,,,,,,,,,,,,,,,,,,,,
+261,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28,6.0,47.0,5.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62140.0,57821.0,pathlib2,conda-forge/pathlib2,,6988121.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4319.0,6914273.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2584709.0,3.0,,,,,,,,,,,,,,,,,,,,
+262,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-01 19:10:38.000,2022-09-22 18:12:11,588.0,,744,150.0,295.0,119.0,175.0,6112,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1728.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1728.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-02 14:04:15.000,2022-03-10 10:33:50,585.0,,520,84.0,252.0,101.0,129.0,3633,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,124842.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,124584.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21996.0,3.0,,,,,,,,,,,,,,,,,,,,
+264,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,8.0,261,30.0,138.0,102.0,118.0,2662,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,79.0,77.0,img2dataset,,1394.0,43195.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,43142.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+265,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,27,False,391.0,,addict,conda-forge/addict,20.0,2450730.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,391.0,2445912.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,419189.0,3.0,,,,,,,,,,,,,,,-2.0,,,,,
+266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1894,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2240.0,,retrying,conda-forge/retrying,,9824159.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2240.0,9806208.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1525902.0,3.0,,,,,,,,,,,,,,,,,,,,
+267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5314.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5314.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+268,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1326,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2140.0,1884.0,strictyaml,conda-forge/strictyaml,,797533.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,256.0,794348.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,210257.0,3.0,,,,,,,,,,,,,,,,,,,,
+269,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1267,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2471.0,2386.0,pandasql,conda-forge/pandasql,,1622492.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1607692.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,414408.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,,
+270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,6.0,39.0,711,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,848.0,,munch,conda-forge/munch,,2413162.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,848.0,1665064.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3740494.0,3.0,,,,,,,,,,,,,,,,,,,,
+271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1014.0,782.0,happybase,conda-forge/happybase,,73091.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,71276.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159805.0,3.0,,,,,,,,,,,,,,,,,,,,
+272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,59298.0,57015.0,dataclasses,conda-forge/dataclasses,,12124252.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,11952078.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11191351.0,3.0,,,,,,,,,,,,,,,,,,,,
+273,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6190.0,4839.0,beaker,conda-forge/beaker,,278703.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,277795.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71782.0,3.0,,,,,,,,,,,,,,,,,,,,
+274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,470,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3345.0,3080.0,pyscreenshot,,,501985.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,265.0,501985.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1225.0,1152.0,tabulator,conda-forge/tabulator-py,,182742.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,182032.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53997.0,3.0,,,,,,,,,,,,,,,,,,,,
+276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46600.0,38613.0,futures,conda-forge/futures,,8693325.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7987.0,8678679.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1259567.0,3.0,,,,,,,,,,,,,,,,,,,,
+277,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,2.0,21,9.0,56.0,4.0,7.0,164,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31078.0,30998.0,catalogue,conda-forge/catalogue,,5157756.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5127992.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1160833.0,3.0,,,,,,,,,,,,,,,,,,,,
+278,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2455.0,2165.0,cloudant,conda-forge/cloudant,,113620.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,112339.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108918.0,3.0,,,,,,,,,,,,,,,,,,,,
+279,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,126.0,3261,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,438940.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,437362.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,44192.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,,
+280,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3157,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1640.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102341.0,3.0,,,,,,,,,,,,,,,,,,,,
+281,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1688,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,468.0,449.0,arq,conda-forge/arq,,71453.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,71160.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8809.0,3.0,,,,,,,,,,,,,,,,,,,,
+282,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5327.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5327.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+283,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2454.0,1946.0,bcolz,conda-forge/bcolz,,10371.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6129.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339402.0,3.0,,,,,,,,,,,,,,,,,,,,
+284,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,38.0,98.0,882,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,649763.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,648941.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,32916.0,3.0,,,,,,,,,,,,,,,,,,,,
+285,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-11 04:15:22.000,2023-10-11 04:15:21,692.0,20.0,44,21.0,531.0,8.0,33.0,742,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,348025.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,347738.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14948.0,3.0,,,,,,,,,,,,,,,,,,,,
+286,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-10-05 12:32:42.000,2023-10-05 12:32:13,9939.0,27.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,77342.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77342.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,,,
+287,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22649601.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22619344.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1633916.0,3.0,,,,,,,,,,,,,,,,,,,,
+288,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,30.0,245,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2781.0,,send2trash,conda-forge/send2trash,,14129245.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,13956374.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11928139.0,3.0,,,,,,,,,,,,,,,,,,,,
+289,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,192,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13048.0,,ptyprocess,conda-forge/ptyprocess,,39165224.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13048.0,38996658.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15171003.0,3.0,,,,,,,,,,,,,,,,,,,,
+290,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-10-03 20:51:40.000,2023-10-02 06:28:26,631.0,29.0,377,46.0,151.0,186.0,108.0,2330,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,4907.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4907.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+291,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,17.0,141.0,2275,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,346.0,,python-box,conda-forge/python-box,39.0,1765198.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,346.0,1753089.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,472283.0,3.0,,,,,,,,,,,,,,,,,,,,
+292,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9712.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9712.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,,
+293,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,50.0,298.0,46.0,193.0,1488,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4309.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2097.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156418.0,3.0,,,,,,,,,,,,,,,,,,,,
+294,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-02 14:09:21.000,2023-05-19 04:32:00,6411.0,,226,39.0,1039.0,7.0,209.0,1409,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8949.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8949.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,,
+295,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,1730.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1730.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+296,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1171,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,845320.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,845320.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+297,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-09 19:31:00.000,2023-07-31 19:45:56,123.0,25.0,40,16.0,84.0,6.0,4.0,1156,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2742.0,2725.0,asyncer,conda-forge/asyncer,,76984.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,76719.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5565.0,3.0,,,,,,,,,,,,,,,,,,,,
+298,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1144,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,259.0,225.0,parallel-ssh,,376.0,108920.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,108917.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+299,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-27 08:23:33.000,2023-09-26 11:24:44,168.0,1.0,90,27.0,41.0,7.0,69.0,866,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,25,False,385.0,,email-validator,conda-forge/email-validator,,7858983.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7855895.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,120442.0,3.0,,,,,,,,,,,,,,,,,,,,
+300,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-04 19:41:58.000,2023-07-10 14:03:05,1386.0,,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,25,True,3116.0,3055.0,ubelt,conda-forge/ubelt,,19853.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,17335.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,62971.0,3.0,,,,,,,,,,,,,,,,,,,,
+301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,603,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1198.0,1174.0,pysimdjson,conda-forge/pysimdjson,,506005.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,503847.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,77723.0,3.0,,,,,,,,,,,,,,,,,,,,
+302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16201.0,16185.0,umongo,conda-forge/umongo,,29552.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29333.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5491.0,3.0,,,,,,,,,,,,,,,,,,,,
+303,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,201.0,179.0,pyhdb,,98.0,623253.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,623252.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+304,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5837.0,4504.0,clint,conda-forge/clint,114.0,112148.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1333.0,111525.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55487.0,3.0,,,,,,,,,,,,,,,,,,,,
+305,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,284.0,1795.0,61,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8128.0,,openpyxl,openpyxl,,55110768.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8098.0,55108707.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,194735.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1223.0,,30.0,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl,
+306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74221.0,71507.0,contextlib2,conda-forge/contextlib2,,12296974.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12284393.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1157474.0,3.0,,,,,,,,,,,,,,,,,,,,
+307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3946,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4307.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4307.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+308,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,,2014-04-02 07:01:57.000,2023-10-09 17:03:30.000,2023-06-20 15:54:36,2284.0,,172,39.0,370.0,27.0,263.0,1881,2023-06-20 16:24:20.000,4.5,34.0,58.0,24,False,,,pyscaffold,conda-forge/pyscaffold,,235224.0,https://pypi.org/project/pyscaffold,,,230025.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,176771.0,3.0,,,,,,,,,,,,,,,-5.0,,,,,
+309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-02 10:54:52.000,2023-09-05 13:24:26,323.0,5.0,76,44.0,234.0,42.0,40.0,1311,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2774.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2774.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1068,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2202.0,2032.0,pluginbase,conda-forge/pluginbase,,650298.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,645945.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,300373.0,3.0,,,,,,,,,,,,,,,,,,,,
+311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,660,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3078.0,2850.0,ratelimit,conda-forge/ratelimit,,3982850.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,228.0,3982480.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12214.0,3.0,,,,,,,,,,,,,,,,,,,,
+312,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,28032.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,28032.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+313,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-03 00:00:42.000,2023-09-28 13:50:55,927.0,14.0,23,18.0,172.0,9.0,15.0,339,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,24,True,370.0,333.0,aiomisc,,,13751.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13751.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+314,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,886.0,799.0,deepdish,conda-forge/deepdish,,13659.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,12575.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90043.0,3.0,,,,,,,,,,,,,,,,,,,,
+315,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,243,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,139078.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,139078.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+316,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,949.0,902.0,filedepot,,,23678.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,23678.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+317,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-10-05 23:34:18.000,2023-10-05 23:32:30,363.0,9.0,30,6.0,130.0,2.0,79.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,24,True,932.0,887.0,everett,conda-forge/everett,,102493.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,101529.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,48236.0,3.0,,,,,,,,,,,,,,,,,,,,
+318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8016.0,,entrypoints,conda-forge/entrypoints,,14959966.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8016.0,14770810.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17024087.0,3.0,,,,,,,,,,,,,,,,,,,,
+319,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10565,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,19.0,18.0,grumpy-tools,,,30.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,30.0,,,,2.0,,,,,,,,,,,,,,,,,,,,
+320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1475,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,26081.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,25713.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14368.0,3.0,,,,,,,,,,,,,,,,,,,,
+321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,80375.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,80195.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4507.0,3.0,,,,,,,,,,,,,,,,,,,,
+322,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11207.0,9160.0,unipath,,,61007.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,61007.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+323,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,23,True,691.0,600.0,hickle,conda-forge/hickle,,34316.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,33905.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23443.0,3.0,,,,,,,,,,,,,,,,,,,,
+324,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54,7.0,58.0,15.0,51.0,466,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,441.0,414.0,cachier,,,27128.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27128.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,,,
+325,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-02 20:49:13.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,132,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,231.0,199.0,docopt-ng,,,87383.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,87383.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+326,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2776.0,2580.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,108552.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,108181.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26713.0,3.0,,,,,,,,,,,,,,,,,,,,
+327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,421.0,388.0,pampy,,,27947.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,27947.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,22,False,597.0,567.0,macropy3,,,151.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,151.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+329,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2449,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21269.0,733.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,
+330,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1775,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,201.0,170.0,bashplotlib,,,3671.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3671.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+331,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1549,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,142762.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,142762.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+332,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,,,,218,,,8.0,,1039,2021-10-14 07:46:17.000,2021.2.3,114.0,22.0,22,True,643.0,,py2neo,conda-forge/py2neo,,180292.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,643.0,179476.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62020.0,3.0,,,,,,,,,,,,,,,-7.0,,,,,
+333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,807,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1353.0,1254.0,pickledb,,,19611.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19611.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-05 14:11:51.000,2023-09-15 17:44:05,113.0,6.0,33,11.0,56.0,15.0,14.0,717,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,217.0,206.0,dirty-equals,conda-forge/dirty-equals,,43477.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,41491.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37746.0,3.0,,,,,,,,,,,,,,,,,,,,
+335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-10 03:55:46.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,177.0,16.0,121.0,541,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3421.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2847.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12062.0,3.0,,,,,,,,,,,,,,,,,,,,
+336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4515.0,3330.0,awesome-slugify,conda-forge/awesome-slugify,,61241.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,60479.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68664.0,3.0,,,,,,,,,,,,,,,,,,,,
+337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-27 12:41:41.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,10.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,394.0,382.0,price-parser,,,97450.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,97450.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,186.0,178.0,pysparkling,conda-forge/pysparkling,,10166.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10022.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4478.0,3.0,,,,,,,,,,,,,,,,,,,,
+339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-10 16:33:39.000,2023-10-10 16:33:38,5438.0,71.0,44,14.0,617.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,131.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,131.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+340,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-10-12 12:31:01.000,2023-10-11 06:06:37,1727.0,139.0,5,3.0,748.0,18.0,34.0,43,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,2903.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,2893.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+341,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,14.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,14.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,,
+342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,781.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,781.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,853,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,222.0,203.0,unsync,conda-forge/unsync,,23542.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,23253.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11565.0,3.0,,,,,,,,,,,,,,,,,,,,
+344,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,624.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,624.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+345,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,81.0,848,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15353.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15353.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,697.0,614.0,pymodm,conda-forge/pymodm,,13937.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,13823.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5030.0,3.0,,,,,,,,,,,,,,,,,,,,
+347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,150.0,144.0,datatest,,,15324.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15324.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,331.0,293.0,rtoml,,,100921.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,100921.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1942.0,1888.0,coolname,conda-forge/coolname,,352367.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,350173.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,74613.0,3.0,,,,,,,,,,,,,,,,,,,,
+350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2082.0,1955.0,stopit,conda-forge/stopit,,815050.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,804671.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,716164.0,3.0,,,,,,,,,,,,,,,,,,,,
+351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,159.0,3146,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,188.0,188.0,ptext-joris-schellekens,conda-forge/borb,,1664.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,43269.0,3.0,,,,,,,,,,,,,,,,,,,,
+352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,140,69.0,4.0,1.0,40.0,2067,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2053.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2053.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1735.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,955.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27331.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,,
+354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11492.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11259.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21028.0,3.0,,,,,,,,,,,,,,,,,,,,
+355,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-10 05:09:51.000,2023-10-10 05:09:38,628.0,46.0,21,4.0,244.0,4.0,,251,2023-10-10 05:09:51.000,1.1.207,497.0,9.0,20,True,2.0,2.0,upgini,,,5046.0,https://pypi.org/project/upgini,2023-10-10 05:09:51.000,,5046.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+356,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,201,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,859.0,855.0,gsheetsdb,,,56264.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56264.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+357,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,156.0,142.0,78.0,27.0,1978,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,,
+358,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1364,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11071.0,1224.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1040.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-10-11 21:45:51.000,2023-10-11 21:45:19,2798.0,142.0,126,28.0,203.0,42.0,328.0,1216,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,
+360,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,,56,36.0,45.0,14.0,58.0,1098,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1430.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1430.0,,,,3.0,,,,,,,,,,,,,,,2.0,,,,,
+361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,68.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,68.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,636,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,61.0,58.0,pugsql,,,8805.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8805.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4063.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4063.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+364,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2622.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1478.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33204.0,3.0,,,,,,,,,,,,,,,,,,,,
+365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,149,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,158.0,146.0,aioprometheus,,,58162.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,58162.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,500.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,500.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1053.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,50.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,63249.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,,
+368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10444.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10444.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2025,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,47.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,47.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,82.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,82.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,54.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,54.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,957,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,
+373,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,26.0,26.0,d6tflow,,,143.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,143.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,168610.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,168610.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+375,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 17:22:24.000,2023-10-11 09:51:44.000,2023-10-11 09:51:40,379.0,379.0,11,3.0,45.0,2.0,6.0,130,2023-10-06 12:58:48.000,0.1.16,36.0,7.0,17,True,2.0,,pipeless-ai,,,710.0,https://pypi.org/project/pipeless-ai,2023-10-06 12:58:48.000,2.0,710.0,,,,1.0,,,,,,,,,,,,,,,,,,,,True
+376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,781,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1406.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1406.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+377,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,32.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,32.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+378,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-10 20:32:25.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,143.0,8.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,369.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,369.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,,,,
+379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,9.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,609,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,148.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,148.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,,
+381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,574.0,565.0,millify,,,34801.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34801.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,16.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,119.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,119.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-10-12 12:43:18.000,2023-10-11 17:34:14,813.0,161.0,19,2.0,673.0,8.0,12.0,234,2023-10-10 15:07:13.000,0.1.46,29.0,11.0,14,False,,,the-guide,,,16.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,580.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,580.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,66.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,66.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,,,
+387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,35.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,35.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,63.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,63.0,,,,3.0,,,,,,,,,,,,,,,,,,,,
+389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,357,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,
+390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 31bacea..673bc71 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,19 +2,25 @@
_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._
-- h5py (π₯40 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- arrow (π₯38 Β· β 8.4K Β· π) - Better dates & times for Python. Apache-2
-- pexpect (π₯38 Β· β 2.4K Β· π) - A Python module for controlling interactive programs in a pseudo-.. ISC
-- PyTables (π₯38 Β· β 1.2K Β· π) - A Python package to manage extremely large amounts of data. BSD-3
-- csvkit (π₯33 Β· β 5.6K Β· π) - A suite of utilities for converting to and working with CSV, the king.. MIT
+- pyodbc (π₯36 Β· β 2.7K Β· π) - Python ODBC bridge. βοΈMIT-0
+- anytree (π₯34 Β· β 840 Β· π) - Python tree data library. Apache-2
+- tzlocal (π₯34 Β· β 170 Β· π) - A Python module that tries to figure out what your local timezone is. MIT
+- Arctic (π₯29 Β· β 3K Β· π) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
+- colout (π₯19 Β· β 1.1K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- Airflow (π₯46 Β· β 32K Β· π) - Platform to programmatically author, schedule, and monitor.. Apache-2
-- marshmallow (π₯40 Β· β 6.7K Β· π) - A lightweight library for converting complex objects to and from.. MIT
-- attrs (π₯39 Β· β 4.9K Β· π) - Python Classes Without Boilerplate. MIT
-- dill (π₯36 Β· β 2K Β· π) - serialize all of Python. BSD-3
-- typical (π₯19 Β· β 180 Β· π) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT
+- filesystem_spec (π₯38 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
+- pyrsistent (π₯31 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
+- addict (π₯27 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- pyscaffold (π₯24 Β· β 1.9K Β· π) - Python project template generator with batteries included. βUnlicensed
+- py2neo (π₯22 Β· β 1K Β· π) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+
+## β Added Projects
+
+_Projects that were recently added to this best-of list._
+
+- Pipeless (π₯17 Β· β 130 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2