diff --git a/README.md b/README.md
index 0af94e4..e8eaf03 100644
--- a/README.md
+++ b/README.md
@@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
-protobuf (π₯52 Β· β 61K) - Protocol Buffers - Googles data interchange format. BSD-3
+protobuf (π₯52 Β· β 62K) - Protocol Buffers - Googles data interchange format. BSD-3
-- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.2K Β· π 15K Β· π₯ 36M Β· π¦ 510K Β· π 5.9K - 15% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.2K Β· π 15K Β· π₯ 35M Β· π¦ 510K Β· π 5.9K - 15% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/protocolbuffers/protobuf
```
-- [PyPi](https://pypi.org/project/protobuf) (π₯ 150M / month Β· π¦ 16K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/protobuf) (π₯ 150M / month Β· π¦ 16K Β· β±οΈ 18.10.2023):
```
pip install protobuf
```
@@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
conda install -c conda-forge protobuf
```
-- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 6.1M / month Β· π¦ 3.5K Β· β±οΈ 10.10.2022):
+- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 6.2M / month Β· π¦ 3.5K Β· β±οΈ 10.10.2022):
```
npm install google-protobuf
```
flatbuffers (π₯42 Β· β 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 660 Β· π 3.2K Β· π₯ 280K Β· π¦ 75K Β· π 2.3K - 6% open Β· β±οΈ 07.10.2023):
+- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 660 Β· π 3.2K Β· π₯ 280K Β· π¦ 76K Β· π 2.3K - 6% open Β· β±οΈ 07.10.2023):
```
git clone https://github.com/google/flatbuffers
@@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install flatbuffers
```
-- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 870K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 880K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge flatbuffers
```
@@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
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 10.10.2023):
+- [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 19.10.2023):
```
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¦ 110K 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₯ 1.2K 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₯ 48M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 53M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
@@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
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 180 Β· π¦ 60K Β· π 350 - 0% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 180 Β· π¦ 61K Β· π 350 - 0% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 14M / month Β· π¦ 1.1K Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 15M / month Β· π¦ 1.1K Β· β±οΈ 12.10.2023):
```
pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 950K Β· β±οΈ 10.10.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 960K Β· β±οΈ 10.10.2023):
```
conda install -c conda-forge orjson
```
@@ -183,35 +183,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.3M Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.4M Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge dill
```
cloudpickle (π₯36 Β· β 1.4K) - Extended pickling support for Python objects. BSD-3
+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/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/cloudpipe/cloudpickle
- ```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 29M / month Β· π¦ 2.9K Β· β±οΈ 19.01.2023):
- ```
- pip install cloudpickle
- ```
-- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 15M Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge cloudpickle
- ```
-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/ultrajson/ultrajson) (π¨βπ» 85 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 86 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 8.3M / month Β· π¦ 4.4K Β· β±οΈ 11.06.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 8.4M / month Β· π¦ 4.4K Β· β±οΈ 11.06.2023):
```
pip install ujson
```
@@ -220,7 +204,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge ujson
```
simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
+simplejson (π₯35 Β· β 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
- [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):
@@ -236,18 +220,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge simplejson
```
jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
+cloudpickle (π₯35 Β· β 1.5K Β· π) - Extended pickling support for Python objects. 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):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 58 Β· π 160 Β· π₯ 27 Β· π 250 - 32% open Β· β±οΈ 17.10.2023):
+
+ ```
+ git clone https://github.com/cloudpipe/cloudpickle
+ ```
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 29M / month Β· π¦ 2.9K Β· β±οΈ 16.10.2023):
+ ```
+ pip install cloudpickle
+ ```
+- [Conda](https://anaconda.org/conda-forge/cloudpickle) (π₯ 15M Β· β±οΈ 16.10.2023):
+ ```
+ conda install -c conda-forge cloudpickle
+ ```
+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 - 23% open Β· β±οΈ 20.08.2023):
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.3M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.5M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
```
pip install jsonpickle
```
-- [Conda](https://anaconda.org/conda-forge/jsonpickle) (π₯ 1.5M Β· β±οΈ 13.08.2023):
+- [Conda](https://anaconda.org/conda-forge/jsonpickle) (π₯ 1.5M Β· β±οΈ 18.10.2023):
```
conda install -c conda-forge jsonpickle
```
@@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.4M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.5M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
@@ -270,12 +270,12 @@ 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 07.10.2023):
+- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (π¨βπ» 22 Β· π 44 Β· π¦ 4.6K 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 07.10.2023):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.6M / month Β· π¦ 270 Β· β±οΈ 07.10.2023):
```
pip install python-rapidjson
```
@@ -300,18 +300,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge pysimdjson
```
hickle (π₯23 Β· β 470) - a HDF5-based python pickle replacement. MIT
+hickle (π₯24 Β· β 470) - a HDF5-based python pickle replacement. MIT
- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 24 Β· π 70 Β· π¦ 600 Β· π 110 - 10% open Β· β±οΈ 20.07.2023):
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 34K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 32K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
-- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 23K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hickle) (π₯ 24K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge hickle
```
@@ -342,23 +342,23 @@ _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₯ 850K Β· π¦ 1.9M Β· π 12K - 18% open Β· β±οΈ 11.10.2023):
+- [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 19.10.2023):
```
git clone https://github.com/numpy/numpy
```
-- [PyPi](https://pypi.org/project/numpy) (π₯ 180M / month Β· π¦ 140K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/numpy) (π₯ 190M / month Β· π¦ 140K Β· β±οΈ 14.10.2023):
```
pip install numpy
```
-- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 65M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 66M Β· β±οΈ 21.09.2023):
```
conda install -c conda-forge numpy
```
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 11.10.2023):
+- [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 19.10.2023):
```
git clone https://github.com/pandas-dev/pandas
@@ -372,53 +372,53 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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
+h5py (π₯41 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [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):
+- [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 17.10.2023):
```
- git clone https://github.com/pola-rs/polars
+ git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 2.3M / month Β· π¦ 280 Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 16M / month Β· π¦ 15K Β· β±οΈ 09.10.2023):
```
- pip install polars
+ pip install h5py
+ ```
+- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 09.10.2023):
+ ```
+ conda install -c conda-forge h5py
```
xarray (π₯40 Β· β 3.2K) - N-D labeled arrays and datasets in Python. Apache-2
+polars (π₯40 Β· β 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT
-- [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):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 300 Β· π 1.2K Β· π₯ 16 Β· π¦ 4.3K Β· π 5.2K - 20% open Β· β±οΈ 19.10.2023):
```
- git clone https://github.com/pydata/xarray
- ```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 3.7M / month Β· π¦ 2K Β· β±οΈ 26.09.2023):
- ```
- pip install xarray
+ git clone https://github.com/pola-rs/polars
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.1M Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 2.5M / month Β· π¦ 290 Β· β±οΈ 17.10.2023):
```
- conda install -c conda-forge xarray
+ pip install polars
```
h5py (π₯40 Β· β 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+xarray (π₯40 Β· β 3.2K) - N-D labeled arrays and datasets in Python. Apache-2
-- [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):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 450 Β· π 970 Β· π¦ 21K Β· π 4.1K - 28% open Β· β±οΈ 19.10.2023):
```
- git clone https://github.com/h5py/h5py
+ git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 15M / month Β· π¦ 15K Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 3.7M / month Β· π¦ 2K Β· β±οΈ 26.09.2023):
```
- pip install h5py
+ pip install xarray
```
-- [Conda](https://anaconda.org/conda-forge/h5py) (π₯ 13M Β· β±οΈ 09.10.2023):
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.2M Β· β±οΈ 26.09.2023):
```
- conda install -c conda-forge h5py
+ conda install -c conda-forge xarray
```
Modin (π₯37 Β· β 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2
-- [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):
+- [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 19.10.2023):
```
git clone https://github.com/modin-project/modin
@@ -439,11 +439,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 680K / month Β· π¦ 2.6K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/tables) (π₯ 710K / month Β· π¦ 2.6K Β· β±οΈ 06.10.2023):
```
pip install tables
```
-- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.5M Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.6M Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge pytables
```
@@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 120K / month Β· π¦ 24 Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 110K / month Β· π¦ 24 Β· β±οΈ 02.10.2023):
```
pip install docarray
```
@@ -466,16 +466,16 @@ _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₯ 440 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₯ 490 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₯ 6.6M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.2M / 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 11.10.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.3M Β· β±οΈ 18.10.2023):
```
conda install -c conda-forge numexpr
```
@@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 410K / month Β· π¦ 420 Β· β±οΈ 18.08.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 440K / month Β· π¦ 420 Β· β±οΈ 18.08.2023):
```
pip install zarr
```
@@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 480K / month Β· π¦ 890 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 490K / month Β· π¦ 900 Β· β±οΈ 12.06.2023):
```
pip install tinydb
```
@@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (π₯32 Β· β 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 100 Β· π 220 Β· π¦ 1.1K Β· π 670 - 38% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 100 Β· π 220 Β· π¦ 1.1K Β· π 680 - 38% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/pandera-dev/pandera
@@ -544,26 +544,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pandera-core
```
datasketch (π₯32 Β· β 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
+datasketch (π₯32 Β· β 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 28 Β· π 280 Β· π₯ 19 Β· π¦ 930 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¦ 940 Β· π 160 - 30% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/ekzhu/datasketch
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.2M / month Β· π¦ 64 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.3M / month Β· π¦ 64 Β· β±οΈ 03.10.2023):
```
pip install datasketch
```
Bottleneck (π₯32 Β· β 940) - Fast NumPy array functions written in C. BSD-2
+Bottleneck (π₯32 Β· β 950) - Fast NumPy array functions written in C. BSD-2
- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 97 Β· π¦ 43K Β· π 240 - 19% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 560K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 570K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
```
pip install Bottleneck
```
@@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 600 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₯ 44K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 45K / 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₯ 88K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 84K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
```
pip install datatable
```
@@ -604,22 +604,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge datatable
```
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):
-
- ```
- git clone https://github.com/jmcarpenter2/swifter
- ```
-- [PyPi](https://pypi.org/project/swifter) (π₯ 370K / month Β· π¦ 41 Β· β±οΈ 31.07.2023):
- ```
- pip install swifter
- ```
-- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 260K Β· β±οΈ 31.07.2023):
- ```
- conda install -c conda-forge swifter
- ```
-StaticFrame (π₯28 Β· β 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT
- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 21 Β· π 30 Β· π¦ 19 Β· π 590 - 6% open Β· β±οΈ 22.09.2023):
@@ -627,7 +611,7 @@ _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₯ 3.2K / month Β· π¦ 2 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 2.6K / month Β· π¦ 2 Β· β±οΈ 22.09.2023):
```
pip install static-frame
```
@@ -636,30 +620,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge static-frame
```
PandaralΒ·lel (π₯26 Β· β 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+PandaralΒ·lel (π₯27 Β· β 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 190 Β· π 200 - 37% open Β· β±οΈ 02.05.2023):
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 440K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 480K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 44K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 45K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
swifter (π₯27 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 - 10% open Β· β±οΈ 31.07.2023):
+
+ ```
+ git clone https://github.com/jmcarpenter2/swifter
+ ```
+- [PyPi](https://pypi.org/project/swifter) (π₯ 370K / month Β· π¦ 41 Β· β±οΈ 31.07.2023):
+ ```
+ pip install swifter
+ ```
+- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 260K Β· β±οΈ 31.07.2023):
+ ```
+ conda install -c conda-forge swifter
+ ```
+Pandas Summary (π₯26 Β· β 490) - Engine for ML/Data tracking, visualization,.. Apache-2
-- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 77K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 74K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
@@ -678,7 +678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bounter (π₯18 Β· β 940 Β· π€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT
-- [GitHub](https://github.com/RaRe-Technologies/bounter) (π¨βπ» 9 Β· π 49 Β· π¦ 31 Β· π 25 - 60% open Β· β±οΈ 20.11.2022):
+- [GitHub](https://github.com/RaRe-Technologies/bounter) (π¨βπ» 9 Β· π 49 Β· π¦ 32 Β· π 25 - 60% open Β· β±οΈ 20.11.2022):
```
git clone https://github.com/RaRe-Technologies/bounter
@@ -695,11 +695,11 @@ _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₯ 50 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 47 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
-- [Conda](https://anaconda.org/conda-forge/fletcher) (π₯ 63K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fletcher) (π₯ 64K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fletcher
```
@@ -707,7 +707,7 @@ _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
+- Arctic (π₯29 Β· β 3K) - 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 MIT BSD-3
@@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/grantjenks/python-sortedcontainers
```
-- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 26M / month Β· π¦ 2.2K Β· β±οΈ 16.05.2021):
+- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 27M / month Β· π¦ 2.2K Β· β±οΈ 16.05.2021):
```
pip install sortedcontainers
```
@@ -735,36 +735,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge sortedcontainers
```
anytree (π₯34 Β· β 840 Β· π) - Python tree data library. Apache-2
+pyrsistent (π₯36 Β· β 1.9K Β· π) - Persistent/Immutable/Functional data structures for Python. MIT
-- [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):
+- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 73 Β· π 140 Β· π¦ 320K Β· π 180 - 14% open Β· β±οΈ 18.10.2023):
```
- git clone https://github.com/c0fec0de/anytree
+ git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 840K / month Β· π¦ 330 Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 36M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
```
- pip install anytree
+ pip install pyrsistent
```
-- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 34K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pyrsistent) (π₯ 20M Β· β±οΈ 23.09.2023):
```
- conda install -c conda-forge anytree
+ conda install -c conda-forge pyrsistent
```
pyrsistent (π₯31 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
+anytree (π₯33 Β· β 840 Β· π) - Python tree data library. Apache-2
-- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 69 Β· π 140 Β· π 170 - 15% open Β· β±οΈ 29.12.2022):
+- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 26 Β· π 120 Β· π¦ 17K Β· π 180 - 16% open Β· β±οΈ 18.10.2023):
```
- git clone https://github.com/tobgu/pyrsistent
+ git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 35M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 870K / month Β· π¦ 330 Β· β±οΈ 11.10.2023):
```
- pip install pyrsistent
+ pip install anytree
```
-- [Conda](https://anaconda.org/conda-forge/pyrsistent) (π₯ 20M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/anytree) (π₯ 35K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pyrsistent
+ conda install -c conda-forge anytree
```
multidict (π₯31 Β· β 360) - The multidict implementation. Apache-2
@@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 69M / month Β· π¦ 3.3K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 70M / month Β· π¦ 3.3K Β· β±οΈ 24.12.2022):
```
pip install multidict
```
@@ -785,7 +785,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 08.10.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 59 Β· π¦ 19K Β· π 59 - 8% open Β· β±οΈ 14.10.2023):
```
git clone https://github.com/jab/bidict
@@ -794,19 +794,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 350K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 360K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge bidict
```
python-benedict (π₯29 Β· β 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 43 Β· π¦ 1.5K Β· π 96 - 11% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 43 Β· π¦ 1.5K Β· π 96 - 11% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 760K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 690K / month Β· π¦ 34 Β· β±οΈ 18.09.2023):
```
pip install python-benedict
```
@@ -817,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (π₯28 Β· β 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.2K Β· π 180 - 62% open Β· β±οΈ 02.09.2023):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.2K Β· π 180 - 61% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.2M / month Β· π¦ 110 Β· β±οΈ 31.03.2023):
+- [PyPi](https://pypi.org/project/glom) (π₯ 1.3M / month Β· π¦ 110 Β· β±οΈ 31.03.2023):
```
pip install glom
```
@@ -842,7 +842,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install immutables
```
-- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 940K Β· β±οΈ 25.09.2023):
+- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 950K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge immutables
```
@@ -854,11 +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₯ 280K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 300K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
```
pip install sqlitedict
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 90K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 91K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge sqlitedict
```
@@ -874,19 +874,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install munch
```
-- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.7M Β· β±οΈ 02.07.2023):
+- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.8M Β· β±οΈ 02.07.2023):
```
conda install -c conda-forge munch
```
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 11.10.2023):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 350K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 360K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -897,7 +897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (π₯25 Β· β 2.3K) - Python dictionaries with advanced dot notation access. MIT
-- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 100 Β· π₯ 39 Β· π 160 - 10% open Β· β±οΈ 26.08.2023):
+- [GitHub](https://github.com/cdgriffith/Box) (π¨βπ» 1 Β· π 100 Β· π₯ 39 Β· π 160 - 11% open Β· β±οΈ 26.08.2023):
```
git clone https://github.com/cdgriffith/Box
@@ -906,15 +906,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-box
```
-- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 470K Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 480K Β· β±οΈ 01.10.2023):
```
conda install -c conda-forge python-box
```
Show 3 hidden projects...
-- 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
+- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- ordered-set (π₯28 Β· β 200 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
- cleverdict (π₯14 Β· β 96 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -925,12 +925,12 @@ _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¦ 270K Β· π 3.2K - 10% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 420 Β· π 1.4K Β· π¦ 270K Β· π 3.3K - 10% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 120M / month Β· π¦ 8.5K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 130M / month Β· π¦ 8.5K Β· β±οΈ 28.09.2023):
```
pip install pydantic
```
@@ -941,12 +941,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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₯ 87 Β· π¦ 460K Β· π 790 - 4% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 95 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₯ 97M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 98M / month Β· π¦ 19K Β· β±οΈ 20.09.2023):
```
pip install jsonschema
```
@@ -962,7 +962,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 4.3M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 5M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
```
pip install cerberus
```
@@ -973,28 +973,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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₯ 8 Β· π¦ 86K Β· π 150 - 9% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 50 Β· π 140 Β· π₯ 9 Β· π¦ 87K Β· π 150 - 10% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 6M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/validators) (π₯ 6.1M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
```
pip install validators
```
-- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 510K Β· β±οΈ 02.09.2023):
+- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 520K Β· β±οΈ 02.09.2023):
```
conda install -c conda-forge validators
```
schema (π₯32 Β· β 2.8K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 63 Β· π 200 Β· π¦ 7.3K Β· π 170 - 56% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 63 Β· π 200 Β· π¦ 7.4K Β· π 170 - 56% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/schema) (π₯ 6.2M / month Β· π¦ 910 Β· β±οΈ 01.12.2021):
+- [PyPi](https://pypi.org/project/schema) (π₯ 6.4M / month Β· π¦ 910 Β· β±οΈ 01.12.2021):
```
pip install schema
```
@@ -1010,23 +1010,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.6M / month Β· π¦ 1.4K Β· β±οΈ 07.04.2022):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.5M / month Β· π¦ 1.4K Β· β±οΈ 07.04.2022):
```
pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 320K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 330K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge voluptuous
```
param (π₯30 Β· β 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
+param (π₯31 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¦ 8.3K Β· π 420 - 33% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 61 Β· π¦ 8.4K 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₯ 390K / month Β· π¦ 150 Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/param) (π₯ 520K / month Β· π¦ 150 Β· β±οΈ 10.10.2023):
```
pip install param
```
@@ -1042,7 +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₯ 790K / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 850K / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -1053,7 +1053,7 @@ _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 33 Β· π¦ 210 Β· π 29 - 51% open Β· β±οΈ 15.09.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 13 Β· π 34 Β· π¦ 210 Β· π 30 - 50% open Β· β±οΈ 15.09.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
@@ -1090,7 +1090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/seandstewart/typical
```
-- [PyPi](https://pypi.org/project/typical) (π₯ 1.5K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.4K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1102,7 +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 870) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
+- python-email-validator (π₯26 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
python-dateutil (π₯39 Β· β 2.1K) - Useful extensions to the standard Python datetime features. Apache-2
+arrow (π₯39 Β· β 8.4K Β· π) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 130 Β· π 440 Β· π₯ 35K Β· π¦ 1.2M Β· π 740 - 46% open Β· β±οΈ 06.06.2023):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 73K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
```
- git clone https://github.com/dateutil/dateutil
+ git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 220M / month Β· π¦ 4.3K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 20M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
```
- pip install python-dateutil
+ pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 50M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.9M Β· β±οΈ 01.10.2023):
```
- conda install -c conda-forge python-dateutil
+ conda install -c conda-forge arrow
```
arrow (π₯38 Β· β 8.4K) - Better dates & times for Python. Apache-2
+python-dateutil (π₯39 Β· β 2.1K) - Useful extensions to the standard Python datetime features. Apache-2
-- [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):
+- [GitHub](https://github.com/dateutil/dateutil) (π¨βπ» 130 Β· π 440 Β· π₯ 35K Β· π¦ 1.2M Β· π 740 - 46% open Β· β±οΈ 06.06.2023):
```
- git clone https://github.com/arrow-py/arrow
+ git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 20M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 220M / month Β· π¦ 4.3K Β· β±οΈ 14.07.2021):
```
- pip install arrow
+ pip install python-dateutil
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 2.8M Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 50M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge arrow
+ conda install -c conda-forge python-dateutil
```
pendulum (π₯35 Β· β 5.7K) - Python datetimes made easy. MIT
+pendulum (π₯35 Β· β 5.8K) - Python datetimes made easy. MIT
-- [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):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 93 Β· π 360 Β· π₯ 250 Β· π¦ 23K Β· π 520 - 44% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/sdispater/pendulum
@@ -1206,16 +1206,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 11.10.2023):
+- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 430 Β· π₯ 190 Β· π¦ 13K Β· π 470 - 21% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 6M / month Β· π¦ 450 Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6.1M / month Β· π¦ 450 Β· β±οΈ 16.10.2023):
```
pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.7M Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.7M Β· β±οΈ 16.10.2023):
```
conda install -c conda-forge holidays
```
@@ -1227,7 +1227,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 190M / month Β· π¦ 83K Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 180M / month Β· π¦ 83K Β· β±οΈ 05.09.2023):
```
pip install pytz
```
@@ -1238,7 +1238,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 130 Β· π 440 Β· π¦ 24K Β· π 670 - 44% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/scrapinghub/dateparser
@@ -1252,14 +1252,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dateparser
```
tzlocal (π₯34 Β· β 170 Β· π) - A Python module that tries to figure out what your local timezone is. MIT
+tzlocal (π₯34 Β· β 170) - 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¦ 130K Β· π 86 - 6% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/regebro/tzlocal) (π¨βπ» 30 Β· π 57 Β· π¦ 130K Β· π 87 - 6% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 85M / month Β· π¦ 3.8K Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 75M / month Β· π¦ 3.8K Β· β±οΈ 04.10.2023):
```
pip install tzlocal
```
@@ -1279,9 +1279,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-filesystem_spec (π₯38 Β· β 660 Β· π) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯38 Β· β 660) - 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¦ 67K Β· π 590 - 33% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 200 Β· π 280 Β· π¦ 68K Β· π 590 - 33% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/fsspec/filesystem_spec
@@ -1318,23 +1318,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 54M / month Β· π¦ 2K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 42M / month Β· π¦ 2K Β· β±οΈ 09.08.2023):
```
pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 860K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 870K 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
+filelock (π₯34 Β· β 590) - A platform-independent file lock for Python. Unlicense
- [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₯ 99M / month Β· π¦ 2.8K Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 100M / month Β· π¦ 2.8K Β· β±οΈ 13.09.2023):
```
pip install filelock
```
@@ -1350,11 +1350,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyfilesystem/pyfilesystem2
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 1.8M / month Β· π¦ 610 Β· β±οΈ 02.05.2022):
+- [PyPi](https://pypi.org/project/fs) (π₯ 1.9M / month Β· π¦ 610 Β· β±οΈ 02.05.2022):
```
pip install fs
```
-- [Conda](https://anaconda.org/conda-forge/fs) (π₯ 670K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fs) (π₯ 680K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fs
```
@@ -1366,7 +1366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ActiveState/appdirs
```
-- [PyPi](https://pypi.org/project/appdirs) (π₯ 17M / month Β· π¦ 15K Β· β±οΈ 11.05.2020):
+- [PyPi](https://pypi.org/project/appdirs) (π₯ 18M / month Β· π¦ 15K Β· β±οΈ 11.05.2020):
```
pip install appdirs
```
@@ -1375,42 +1375,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge appdirs
```
path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
+scandir (π₯30 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 08.10.2023):
+- [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₯ 3.6M / 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
```
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₯ 1.4M 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
```
Show 2 hidden projects...
- 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
+- Unipath (π₯22 Β· β 520 Β· π) - An object-oriented approach to Python file/directory operations. MIT
@@ -1418,7 +1418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-future (π₯37 Β· β 1.2K Β· π€) - Easy, clean, reliable Python 2/3 compatibility. MIT
+future (π₯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¦ 300K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
@@ -1441,7 +1441,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/python/typing
```
-- [PyPi](https://pypi.org/project/typing) (π₯ 8.4M / month Β· π¦ 6K Β· β±οΈ 01.05.2021):
+- [PyPi](https://pypi.org/project/typing) (π₯ 8.5M / month Β· π¦ 6K Β· β±οΈ 01.05.2021):
```
pip install typing
```
@@ -1457,7 +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₯ 8.7M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
+- [PyPi](https://pypi.org/project/futures) (π₯ 8.6M / month Β· π¦ 8K Β· β±οΈ 31.10.2022):
```
pip install futures
```
@@ -1468,7 +1468,7 @@ _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
+- six (π₯38 Β· β 950 Β· π) - Python 2 and 3 compatibility library. 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
@@ -1481,12 +1481,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 12.10.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 560K Β· π 2.3K - 1% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 240M / month Β· π¦ 21K Β· β±οΈ 19.09.2023):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 230M / month Β· π¦ 21K Β· β±οΈ 19.09.2023):
```
pip install cryptography
```
@@ -1497,12 +1497,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (π₯38 Β· β 2.5K) - A self-contained cryptographic library for Python. BSD-3
-- [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):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 150 Β· π¦ 79K Β· π 570 - 11% open Β· β±οΈ 07.10.2023):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 36M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 37M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
```
pip install pycryptodomex
```
@@ -1518,18 +1518,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 150K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 190K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 350 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 460 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
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 08.10.2023):
+- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 500 - 12% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/jaraco/keyring
@@ -1545,12 +1545,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 12.10.2023):
+- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 100K Β· π 190 - 27% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 52M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 55M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1561,12 +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 12.10.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 120 - 4% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 44M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 43M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
```
pip install bcrypt
```
@@ -1577,7 +1577,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (π₯32 Β· β 450) - Python-RSA is a pure-Python RSA implementation. Apache-2
-- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π¦ 340K Β· π 120 - 17% open Β· β±οΈ 16.08.2023):
+- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π¦ 350K Β· π 120 - 17% open Β· β±οΈ 16.08.2023):
```
git clone https://github.com/sybrenstuvel/python-rsa
@@ -1599,12 +1599,12 @@ _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 12.10.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 30K Β· π 32K - 2% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.5M / month Β· π¦ 4.1K Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 4.5M / month Β· π¦ 4.1K Β· β±οΈ 17.10.2023):
```
pip install ansible
```
@@ -1615,60 +1615,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 11.10.2023):
+- [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 18.10.2023):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 130M / month Β· π¦ 3.1K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 18.10.2023):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 21M Β· β±οΈ 19.10.2023):
```
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 10.10.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 280K Β· π 1K - 13% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 350M / month Β· π¦ 8.5K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 360M / month Β· π¦ 8.5K Β· β±οΈ 18.10.2023):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 18.10.2023):
```
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₯ 1.1M Β· π¦ 6.6K Β· π 6.5K - 28% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 240 Β· π 950 Β· π₯ 1.2M Β· π¦ 6.7K Β· π 6.5K - 28% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 840K / month Β· π¦ 160 Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 840K / month Β· π¦ 160 Β· β±οΈ 17.10.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.3M / month Β· π¦ 880 Β· β±οΈ 12.10.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.3M / month Β· π¦ 880 Β· β±οΈ 17.10.2023):
```
npm install @pulumi/pulumi
```
paramiko (π₯42 Β· β 8.5K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
-- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 1.9K Β· π¦ 84K Β· π 1.8K - 55% open Β· β±οΈ 24.09.2023):
+- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 1.9K Β· π¦ 85K Β· π 1.8K - 55% open Β· β±οΈ 24.09.2023):
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 47M / month Β· π¦ 13K Β· β±οΈ 28.07.2023):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 46M / month Β· π¦ 13K Β· β±οΈ 28.07.2023):
```
pip install paramiko
```
@@ -1679,12 +1679,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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₯ 690 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₯ 720 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₯ 37M / month Β· π¦ 3.8K Β· β±οΈ 01.06.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 36M / month Β· π¦ 3.8K Β· β±οΈ 01.06.2023):
```
pip install docker
```
@@ -1695,12 +1695,12 @@ _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 11.10.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 5K Β· π₯ 110M Β· π¦ 290 Β· π 7.1K - 2% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.6M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.5M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
```
pip install docker-compose
```
@@ -1709,48 +1709,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge docker-compose
```
kubernetes (π₯38 Β· β 6K) - Official Python client library for kubernetes. Apache-2
+kubernetes (π₯38 Β· β 6.1K) - 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 09.10.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 8% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 18M / month Β· π¦ 1.4K Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 17M / month Β· π¦ 1.4K Β· β±οΈ 18.09.2023):
```
pip install kubernetes
```
-- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 450K Β· β±οΈ 19.06.2023):
+- [Conda](https://anaconda.org/conda-forge/kubernetes) (π₯ 460K Β· β±οΈ 19.06.2023):
```
conda install -c conda-forge kubernetes
```
fabric (π₯37 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
+netmiko (π₯38 Β· β 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [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):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 230 Β· π 1.2K Β· π¦ 3.9K Β· π 2K - 8% open Β· β±οΈ 18.10.2023):
```
- git clone https://github.com/fabric/fabric
- ```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 4.5M / month Β· π¦ 120 Β· β±οΈ 31.08.2023):
- ```
- pip install fabric
+ git clone https://github.com/ktbyers/netmiko
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 71K Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 180K / month Β· π¦ 260 Β· β±οΈ 09.08.2022):
```
- conda install -c conda-forge fabric
+ pip install netmiko
```
netmiko (π₯37 Β· β 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
+fabric (π₯37 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
-- [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):
+- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 19 Β· π 1.8K - 26% open Β· β±οΈ 23.09.2023):
```
- git clone https://github.com/ktbyers/netmiko
+ git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 180K / month Β· π¦ 260 Β· β±οΈ 09.08.2022):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 4.5M / month Β· π¦ 120 Β· β±οΈ 31.08.2023):
```
- pip install netmiko
+ pip install fabric
+ ```
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 73K Β· β±οΈ 31.08.2023):
+ ```
+ conda install -c conda-forge fabric
```
schedule (π₯36 Β· β 11K) - Python job scheduling for humans. MIT
@@ -1760,23 +1760,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dbader/schedule
```
-- [PyPi](https://pypi.org/project/schedule) (π₯ 1.7M / month Β· π¦ 1.4K Β· β±οΈ 01.10.2023):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 1.8M / month Β· π¦ 1.4K Β· β±οΈ 01.10.2023):
```
pip install schedule
```
-- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 43K Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 44K 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¦ 5K 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¦ 5.1K 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₯ 2.5M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.6M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1796,7 +1796,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install sshtunnel
```
-- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 120K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 130K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sshtunnel
```
@@ -1808,7 +1808,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 36K / month Β· π¦ 11 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 35K / month Β· π¦ 11 Β· β±οΈ 14.10.2023):
```
pip install pyinfra
```
@@ -1820,7 +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₯ 2.8K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 3.1K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
@@ -1835,7 +1835,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- parallel-ssh (π₯25 Β· β 1.1K Β· π) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
- storm (π₯24 Β· β 3.9K Β· π) - Manage your SSH like a boss. MIT
- wssh (π₯17 Β· β 1.3K Β· π) - SSH to WebSockets Bridge. MIT
-- Grai (π₯14 Β· β 230) - Platform to programmatically manage, test, and debug data.. βοΈMulanPSL-2.0
+- Grai (π₯14 Β· β 240) - Platform to programmatically manage, test, and debug data.. βοΈMulanPSL-2.0
@@ -1866,23 +1866,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 5.7M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/sh) (π₯ 5.9M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
```
pip install sh
```
-- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 180K Β· β±οΈ 10.08.2023):
+- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 190K Β· β±οΈ 10.08.2023):
```
conda install -c conda-forge sh
```
supervisor (π₯35 Β· β 7.9K) - Supervisor process control system for Unix.. βοΈRepoze Public License
+supervisor (π₯35 Β· β 8K) - 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 06.10.2023):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 2.8M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 2.6M / month Β· π¦ 2K Β· β±οΈ 24.12.2022):
```
pip install supervisor
```
@@ -1898,7 +1898,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pexpect/ptyprocess
```
-- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 39M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 40M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
```
pip install ptyprocess
```
@@ -1915,32 +1915,32 @@ _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):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 60 Β· π 570 Β· π₯ 420 Β· π¦ 99K Β· π 350 - 27% open Β· β±οΈ 15.10.2023):
```
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):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 7.7M / month Β· π¦ 1.9K Β· β±οΈ 13.10.2023):
```
pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 650K Β· β±οΈ 24.09.2023):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 650K Β· β±οΈ 14.10.2023):
```
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):
+- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 67 Β· π 230 Β· π¦ 300K Β· π 220 - 8% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 71M / month Β· π¦ 10K Β· β±οΈ 02.10.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 75M / month Β· π¦ 10K Β· β±οΈ 02.10.2023):
```
pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8.1M Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8.2M Β· β±οΈ 06.10.2023):
```
conda install -c conda-forge greenlet
```
@@ -1963,12 +1963,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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):
+- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 10 Β· π 41 Β· π¦ 2.7K Β· π 10 - 60% open Β· β±οΈ 31.07.2023):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 77K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 79K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
```
pip install asyncer
```
@@ -1977,7 +1977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asyncer
```
aiomisc (π₯24 Β· β 340) - aiomisc - miscellaneous utils for asyncio. MIT
+aiomisc (π₯23 Β· β 340) - aiomisc - miscellaneous utils for asyncio. MIT
- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 18 Β· π 23 Β· π¦ 330 Β· π 24 - 37% open Β· β±οΈ 28.09.2023):
@@ -2002,12 +2002,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯39 Β· β 580) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 220 Β· π¦ 360K Β· π 290 - 31% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 240 Β· π¦ 360K Β· π 290 - 31% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 34M / month Β· π¦ 15K Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 35M / month Β· π¦ 15K Β· β±οΈ 03.10.2023):
```
pip install traitlets
```
@@ -2018,12 +2018,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (π₯37 Β· β 6.5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 93 Β· π 370 Β· π¦ 570K Β· π 270 - 15% open Β· β±οΈ 07.07.2023):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 93 Β· π 370 Β· π¦ 580K Β· π 270 - 14% open Β· β±οΈ 07.07.2023):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 32M / month Β· π¦ 9K Β· β±οΈ 24.02.2023):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 33M / month Β· π¦ 9K Β· β±οΈ 24.02.2023):
```
pip install python-dotenv
```
@@ -2032,30 +2032,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-dotenv
```
Dynaconf (π₯34 Β· β 3.2K) - Configuration Management for Python. MIT
+Dynaconf (π₯34 Β· β 3.3K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 300 Β· π¦ 7.2K Β· π 470 - 22% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 300 Β· π¦ 7.3K Β· π 470 - 22% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.2M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.3M / month Β· π¦ 270 Β· β±οΈ 13.09.2023):
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 59K Β· β±οΈ 25.09.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 60K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge dynaconf
```
python-decouple (π₯32 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 92 - 8% open Β· β±οΈ 17.04.2023):
+
+ ```
+ git clone https://github.com/henriquebastos/python-decouple
+ ```
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 1.7M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
+ ```
+ pip install python-decouple
+ ```
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 71K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge python-decouple
+ ```
+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¦ 19K Β· π 530 - 17% open Β· β±οΈ 22.09.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 88 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₯ 4.7M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.6M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
```
pip install omegaconf
```
@@ -2071,34 +2087,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 9.2K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 10K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 810K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 820K 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 92 - 8% open Β· β±οΈ 17.04.2023):
-
- ```
- git clone https://github.com/henriquebastos/python-decouple
- ```
-- [PyPi](https://pypi.org/project/python-decouple) (π₯ 1.7M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
- ```
- pip install python-decouple
- ```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 71K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge python-decouple
- ```
-gin-config (π₯28 Β· β 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2
-- [GitHub](https://github.com/google/gin-config) (π¨βπ» 24 Β· π 120 Β· π¦ 6.9K Β· π 92 - 54% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/google/gin-config) (π¨βπ» 24 Β· π 120 Β· π¦ 7K Β· π 92 - 54% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/google/gin-config
@@ -2107,19 +2107,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install gin-config
```
-- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 21K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 22K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge gin-config
```
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 71 Β· π₯ 240 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₯ 260 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₯ 2.6M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 2.5M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
```
pip install configobj
```
@@ -2135,11 +2135,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 100K / month Β· π¦ 45 Β· β±οΈ 21.03.2023):
+- [PyPi](https://pypi.org/project/everett) (π₯ 110K / month Β· π¦ 45 Β· β±οΈ 21.03.2023):
```
pip install everett
```
-- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 48K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 50K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge everett
```
@@ -2150,7 +2150,7 @@ _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
+click (π₯45 Β· β 14K Β· π) - Python composable command line interface toolkit. BSD-3
- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 110 Β· π¦ 1.4M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
@@ -2161,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install click
```
-- [Conda](https://anaconda.org/conda-forge/click) (π₯ 31M Β· β±οΈ 17.08.2023):
+- [Conda](https://anaconda.org/conda-forge/click) (π₯ 32M Β· β±οΈ 17.08.2023):
```
conda install -c conda-forge click
```
@@ -2173,11 +2173,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 32M / month Β· π¦ 5.2K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/rich) (π₯ 33M / month Β· π¦ 5.2K Β· β±οΈ 30.09.2023):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5.3M Β· β±οΈ 30.09.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 5.4M Β· β±οΈ 30.09.2023):
```
conda install -c conda-forge rich
```
@@ -2189,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 36M / month Β· π¦ 1.5K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 37M / month Β· π¦ 1.5K Β· β±οΈ 04.07.2023):
```
pip install prompt_toolkit
```
@@ -2205,34 +2205,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.7M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.8M / month Β· π¦ 1.8K Β· β±οΈ 12.12.2022):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 770K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 780K 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¦ 18 Β· π 380 - 55% open Β· β±οΈ 01.08.2023):
+- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 490 Β· π¦ 19 Β· π 380 - 55% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 12M / month Β· π¦ 2.3K Β· β±οΈ 02.05.2023):
+- [PyPi](https://pypi.org/project/typer) (π₯ 13M / month Β· π¦ 2.3K Β· β±οΈ 02.05.2023):
```
pip install typer
```
-- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 1.7M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/typer) (π₯ 1.8M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge typer
```
colorama (π₯35 Β· β 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3
-- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 230 Β· π¦ 760K Β· π 250 - 44% open Β· β±οΈ 23.08.2023):
+- [GitHub](https://github.com/tartley/colorama) (π¨βπ» 51 Β· π 230 Β· π¦ 770K Β· π 250 - 44% open Β· β±οΈ 23.08.2023):
```
git clone https://github.com/tartley/colorama
@@ -2248,12 +2248,12 @@ _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¦ 47K Β· π 240 - 21% open Β· β±οΈ 23.09.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 68 Β· π 120 Β· π₯ 310 Β· π¦ 47K Β· π 240 - 21% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 19M / month Β· π¦ 2.2K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 20M / month Β· π¦ 2.2K Β· β±οΈ 16.09.2023):
```
pip install argcomplete
```
@@ -2264,12 +2264,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (π₯34 Β· β 340) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 15 Β· π 51 Β· π¦ 450K Β· π 38 - 31% open Β· β±οΈ 05.10.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 15 Β· π 51 Β· π¦ 460K Β· π 38 - 31% open Β· β±οΈ 05.10.2023):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 44M / month Β· π¦ 14K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 47M / month Β· π¦ 14K Β· β±οΈ 30.09.2023):
```
pip install wcwidth
```
@@ -2289,19 +2289,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 580K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 590K 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 11.10.2023):
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 44 Β· π 240 Β· π¦ 930 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₯ 92K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 100K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
```
pip install asciimatics
```
@@ -2310,9 +2310,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asciimatics
```
questionary (π₯31 Β· β 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT
+questionary (π₯31 Β· β 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [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):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 74 Β· π¦ 10K Β· π 130 - 26% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/tmbo/questionary
@@ -2321,7 +2321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 58K Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 59K Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge questionary
```
@@ -2337,24 +2337,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 720K Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 730K Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge configargparse
```
docopt-ng (π₯23 Β· β 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
+docopt-ng (π₯23 Β· β 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
-- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 14 Β· π¦ 200 Β· π 28 - 50% open Β· β±οΈ 01.06.2023):
+- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 14 Β· π¦ 200 Β· π 29 - 51% open Β· β±οΈ 01.06.2023):
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 87K / month Β· π¦ 32 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 95K / month Β· π¦ 34 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
colout (π₯19 Β· β 1.1K Β· π) - Color text streams with a polished command line interface. βοΈGPL-3.0
+colout (π₯20 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 30 Β· π 56 Β· π¦ 5 Β· π 72 - 19% open Β· β±οΈ 10.07.2023):
@@ -2372,7 +2372,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- blessings (π₯29 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
- clint (π₯25 Β· β 91 Β· π) - Python Command-line Application Tools. ISC
- bashplotlib (π₯22 Β· β 1.8K Β· π) - plotting in the terminal. MIT
-- Click Extra (π₯22 Β· β 43) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
+- Click Extra (π₯22 Β· β 45) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
@@ -2395,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 100M / month Β· π¦ 3.4K Β· β±οΈ 27.05.2023):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 100M / month Β· π¦ 3.5K Β· β±οΈ 27.05.2023):
```
pip install cachetools
```
@@ -2404,14 +2404,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cachetools
```
aiocache (π₯30 Β· β 920) - Asyncio cache manager for redis, memcached and memory. BSD-3
+aiocache (π₯30 Β· β 930) - 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 09.10.2023):
+- [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 18.10.2023):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 320K / month Β· π¦ 120 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 330K / month Β· π¦ 120 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
@@ -2434,12 +2434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
beaker (π₯27 Β· β 510) - WSGI middleware for sessions and caching. 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/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 4.9K Β· π 120 - 52% open Β· β±οΈ 03.05.2023):
```
git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 280K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 290K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
```
pip install beaker
```
@@ -2450,7 +2450,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (π₯23 Β· β 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 16 Β· π 54 Β· π¦ 410 Β· π 66 - 22% open Β· β±οΈ 02.07.2023):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 16 Β· π 54 Β· π¦ 420 Β· π 66 - 22% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/shaypal5/cachier
@@ -2462,7 +2462,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects...
-- cached-property (π₯30 Β· β 670 Β· π) - A decorator for caching properties in classes. BSD-3
+- cached-property (π₯30 Β· β 680 Β· π) - A decorator for caching properties in classes. BSD-3
@@ -2474,7 +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» 600 Β· π 3K Β· π₯ 33K Β· π¦ 11K Β· π 4.9K - 19% open Β· β±οΈ 10.10.2023):
+- [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 16.10.2023):
```
git clone https://github.com/kivy/kivy
@@ -2490,12 +2490,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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¦ 9.9K Β· π 3.4K - 20% open Β· β±οΈ 05.10.2023):
+- [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 16.10.2023):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 350K / month Β· π¦ 320 Β· β±οΈ 10.10.2022):
+- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 360K / month Β· π¦ 320 Β· β±οΈ 10.10.2022):
```
pip install pysimplegui
```
@@ -2511,35 +2511,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 40K / month Β· π¦ 47 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 38K / month Β· π¦ 47 Β· β±οΈ 09.10.2023):
```
pip install dearpygui
```
Eel (π₯31 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 5.9K 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 520 - 34% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 61K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/eel) (π₯ 62K / 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
-- [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):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 610 Β· π₯ 1.7K Β· π¦ 2 Β· π 780 - 17% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 1.6K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
+- [PyPi](https://pypi.org/project/toga) (π₯ 1.7K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 150 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 170 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2559,14 +2559,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-ml-python - Computer Vision ( β 15K) - Collection of computer vision and image processing..
-Pipeless (π₯17 Β· β 130 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
+Pipeless (π₯17 Β· β 150 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):
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 11 Β· π 7 - 14% open Β· β±οΈ 17.10.2023):
```
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):
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 700 / month Β· π¦ 2 Β· β±οΈ 13.10.2023):
```
pip install pipeless-ai
```
@@ -2589,16 +2589,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (π₯35 Β· β 3.3K) - Python port of Googles libphonenumber. Apache-2
-- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 29 Β· π 420 Β· π 170 - 4% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 29 Β· π 420 Β· π 170 - 4% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.8M / 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 17.10.2023):
```
pip install phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 830K Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 830K Β· β±οΈ 17.10.2023):
```
conda install -c conda-forge phonenumbers
```
@@ -2614,7 +2614,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install emoji
```
-- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 61K Β· β±οΈ 16.08.2023):
+- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 62K Β· β±οΈ 16.08.2023):
```
conda install -c conda-forge emoji
```
@@ -2634,19 +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₯ 240 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 280 / 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
+inflect (π₯31 Β· β 870) - 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 08.10.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.7M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 4.8M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2657,12 +2657,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (π₯30 Β· β 1.4K) - Returns unicode slugs. MIT
-- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 34 Β· π 100 Β· π 68 - 4% open Β· β±οΈ 09.10.2023):
+- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 35 Β· π 100 Β· π 68 - 4% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 11M / month Β· π¦ 2.9K Β· β±οΈ 24.02.2023):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 12M / month Β· π¦ 2.9K Β· β±οΈ 24.02.2023):
```
pip install python-slugify
```
@@ -2678,7 +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₯ 640K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 650K / month Β· π¦ 120 Β· β±οΈ 14.01.2023):
```
pip install pyahocorasick
```
@@ -2687,14 +2687,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyahocorasick
```
price-parser (π₯22 Β· β 280 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
+price-parser (π₯21 Β· β 280) - Extract price amount and currency symbol from a raw text string. BSD-3
-- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 13 Β· π 47 Β· π¦ 380 Β· π 35 - 71% open Β· β±οΈ 22.11.2022):
+- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 14 Β· π 47 Β· π¦ 380 Β· π 36 - 69% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 97K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 92K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
@@ -2706,7 +2706,7 @@ _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₯ 350K / month Β· π¦ 54 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 350K / month Β· π¦ 55 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
@@ -2739,28 +2739,28 @@ _Libraries for connecting to, operating, and querying databases._
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¦ 370K Β· π 3.1K - 5% open Β· β±οΈ 06.10.2023):
+- [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 18.10.2023):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 880M / month Β· π¦ 18K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 900M / month Β· π¦ 18K Β· β±οΈ 18.10.2023):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 17M Β· β±οΈ 18.10.2023):
```
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 1.6K - 11% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 420 Β· π 2.4K Β· π 1.6K - 11% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 30M / month Β· π¦ 28K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/redis) (π₯ 31M / month Β· π¦ 28K Β· β±οΈ 26.09.2023):
```
pip install redis
```
@@ -2769,46 +2769,46 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge redis-py
```
SQLAlchemy (π₯44 Β· β 7.8K) - The Database Toolkit for Python. MIT
+SQLAlchemy (π₯44 Β· β 7.9K) - The Database Toolkit for Python. MIT
-- [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):
+- [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 17.10.2023):
```
git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 93M / month Β· π¦ 48K Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 95M / month Β· π¦ 48K Β· β±οΈ 12.10.2023):
```
pip install SQLAlchemy
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 13M Β· β±οΈ 11.10.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 13M Β· β±οΈ 13.10.2023):
```
conda install -c conda-forge sqlalchemy
```
google-cloud-storage (π₯42 Β· β 4.3K) - Google Cloud Client Library for Python. Apache-2
+google-cloud-storage (π₯42 Β· β 4.4K) - Google Cloud Client Library for Python. Apache-2
-- [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):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 450 Β· π 1.5K Β· π 3.7K - 4% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 55M / 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 12.10.2023):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.9M Β· β±οΈ 20.09.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.9M Β· β±οΈ 13.10.2023):
```
conda install -c conda-forge google-cloud-storage
```
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 12.10.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 640 Β· π 2.5K Β· π¦ 2.3K Β· π 8.7K - 11% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 43M / month Β· π¦ 690 Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 44M / month Β· π¦ 700 Β· β±οΈ 17.10.2023):
```
pip install azure-storage-blob
```
@@ -2819,28 +2819,28 @@ _Libraries for connecting to, operating, and querying databases._
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¦ 24K Β· π 2.3K - 0% open Β· β±οΈ 08.10.2023):
+- [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 19.10.2023):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.3M / month Β· π¦ 3.7K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 1.4M / month Β· π¦ 3.7K Β· β±οΈ 13.10.2023):
```
pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 560K Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 560K Β· β±οΈ 13.10.2023):
```
conda install -c conda-forge peewee
```
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 1.1K - 5% open Β· β±οΈ 06.10.2023):
+- [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 13.10.2023):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 15M / 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 13.10.2023):
```
pip install elasticsearch
```
@@ -2856,7 +2856,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 41M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 43M / month Β· π¦ 390 Β· β±οΈ 26.06.2023):
```
pip install PyMySQL
```
@@ -2872,7 +2872,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.8M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.9M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2883,7 +2883,7 @@ _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 11.10.2023):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.1K Β· β±οΈ 17.10.2023):
```
git clone https://github.com/mongodb/mongo-python-driver
@@ -2897,9 +2897,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pymongo
```
alembic (π₯38 Β· β 2.1K) - A database migrations tool for SQLAlchemy. MIT
+alembic (π₯38 Β· β 2.2K) - A database migrations tool for SQLAlchemy. MIT
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 170 Β· π 200 Β· π¦ 180K Β· π 1K - 10% open Β· β±οΈ 16.09.2023):
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 170 Β· π 200 Β· π¦ 180K Β· π 1K - 10% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/sqlalchemy/alembic
@@ -2920,7 +2920,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 940K / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 950K / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
pip install mongoengine
```
@@ -2936,23 +2936,23 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.8M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.9M / month Β· π¦ 980 Β· β±οΈ 07.09.2023):
```
pip install elasticsearch-dsl
```
-- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 8.1K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 8.2K Β· β±οΈ 16.06.2023):
```
conda install -c anaconda elasticsearch-dsl
```
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 1K - 3% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 630 Β· π₯ 210K Β· π¦ 1.3K Β· π 1K - 2% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 29M / month Β· π¦ 57 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 31M / month Β· π¦ 57 Β· β±οΈ 11.09.2023):
```
pip install awswrangler
```
@@ -2961,36 +2961,36 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge awswrangler
```
python-bigquery (π₯37 Β· β 650) - Google BigQuery API client library. Apache-2
+Ibis (π₯37 Β· β 3.2K) - The flexibility of Python with the scale and performance of modern SQL. 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 10.10.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 200 Β· π 450 Β· π₯ 100 Β· π¦ 610 Β· π 2.3K - 4% open Β· β±οΈ 19.10.2023):
```
- git clone https://github.com/googleapis/python-bigquery
+ git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 32M / month Β· π¦ 1.1K Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 98K / month Β· π¦ 51 Β· β±οΈ 15.10.2023):
```
- pip install google-cloud-bigquery
+ pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.7M Β· β±οΈ 05.10.2023):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 310K Β· β±οΈ 03.10.2023):
```
- conda install -c conda-forge google-cloud-bigquery
+ conda install -c conda-forge ibis-framework
```
Ibis (π₯36 Β· β 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
+python-bigquery (π₯37 Β· β 650) - Google BigQuery API client library. 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 12.10.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 260 Β· π¦ 23K Β· π 610 - 13% open Β· β±οΈ 18.10.2023):
```
- git clone https://github.com/ibis-project/ibis
+ git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 100K / month Β· π¦ 50 Β· β±οΈ 08.10.2023):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 33M / month Β· π¦ 1.1K Β· β±οΈ 03.10.2023):
```
- pip install ibis-framework
+ pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 310K Β· β±οΈ 03.10.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.7M Β· β±οΈ 05.10.2023):
```
- conda install -c conda-forge ibis-framework
+ conda install -c conda-forge google-cloud-bigquery
```
libcloud (π₯36 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
@@ -3023,12 +3023,12 @@ _Libraries for connecting to, operating, and querying databases._
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):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 36 Β· π 120 Β· π¦ 250K Β· π 81 - 56% open Β· β±οΈ 26.09.2023):
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 260M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 270M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
```
pip install s3transfer
```
@@ -3037,41 +3037,41 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3transfer
```
tortoise-orm (π₯34 Β· β 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+sqlmodel (π₯34 Β· β 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [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):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 460 Β· π¦ 7.7K Β· π 380 - 61% open Β· β±οΈ 01.08.2023):
```
- git clone https://github.com/tortoise/tortoise-orm
+ git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 95K / month Β· π¦ 93 Β· β±οΈ 11.08.2023):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 540K / month Β· π¦ 120 Β· β±οΈ 30.08.2022):
```
- pip install tortoise-orm
+ pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 15K Β· β±οΈ 11.08.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 21K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge tortoise-orm
+ conda install -c conda-forge sqlmodel
```
confluent-kafka-python (π₯34 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¦ 7.4K Β· π 1.1K - 24% open Β· β±οΈ 24.07.2023):
+- [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 19.10.2023):
```
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):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.7M / month Β· π¦ 450 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](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 790K Β· β±οΈ 25.09.2023):
```
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₯ 68 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₯ 74 Β· π¦ 3.7K Β· π 640 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
@@ -3092,7 +3092,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.1M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.3M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
```
pip install mysqlclient
```
@@ -3108,23 +3108,23 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 1.1M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/motor) (π₯ 1.2M / month Β· π¦ 1.2K Β· β±οΈ 31.08.2023):
```
pip install motor
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 61K Β· β±οΈ 01.09.2023):
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 62K Β· β±οΈ 01.09.2023):
```
conda install -c conda-forge motor
```
s3fs (π₯34 Β· β 740) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 240 Β· π¦ 15K Β· π 420 - 28% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 250 Β· π¦ 15K Β· π 420 - 28% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 120M / month Β· π¦ 680 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 120M / month Β· π¦ 690 Β· β±οΈ 22.09.2023):
```
pip install s3fs
```
@@ -3135,12 +3135,12 @@ _Libraries for connecting to, operating, and querying databases._
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 520 - 1% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.5K 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₯ 1.5M / month Β· π¦ 450 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.6M / month Β· π¦ 450 Β· β±οΈ 25.09.2023):
```
pip install minio
```
@@ -3149,25 +3149,25 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
sqlmodel (π₯33 Β· β 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
+tortoise-orm (π₯33 Β· β 3.9K Β· π) - Familiar asyncio ORM for python, built with relations in.. Apache-2
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 460 Β· π¦ 7.6K Β· π 380 - 61% open Β· β±οΈ 01.08.2023):
+- [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 13.10.2023):
```
- git clone https://github.com/tiangolo/sqlmodel
+ git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 530K / month Β· π¦ 120 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 96K / month Β· π¦ 93 Β· β±οΈ 11.08.2023):
```
- pip install sqlmodel
+ pip install tortoise-orm
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 20K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 16K Β· β±οΈ 11.08.2023):
```
- conda install -c conda-forge sqlmodel
+ conda install -c conda-forge tortoise-orm
```
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):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 750 Β· π 500 - 18% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/prometheus/client_python
@@ -3181,7 +3181,7 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge prometheus_client
```
Databases (π₯33 Β· β 3.5K) - Async database support for Python. BSD-3
+Databases (π₯33 Β· β 3.6K) - 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):
@@ -3199,32 +3199,32 @@ _Libraries for connecting to, operating, and querying databases._
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/kayak/pypika) (π¨βπ» 97 Β· π 260 Β· π¦ 15K Β· π 400 - 37% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 98 Β· π 260 Β· π¦ 15K Β· π 400 - 37% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2.5M / month Β· π¦ 93 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.5M / month Β· π¦ 94 Β· β±οΈ 15.03.2022):
```
pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 4.2K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 4.4K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pypika
```
Cassandra Driver (π₯33 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
-- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 550 Β· π¦ 5.6K Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 550 Β· π¦ 5.6K Β· β±οΈ 13.10.2023):
```
git clone https://github.com/datastax/python-driver
```
-- [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/cassandra-driver) (π₯ 1.4M / month Β· π¦ 700 Β· β±οΈ 06.06.2023):
```
pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 180K Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 190K Β· β±οΈ 07.10.2023):
```
conda install -c conda-forge cassandra-driver
```
@@ -3245,22 +3245,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge neo4j-python-driver
```
pandas-gbq (π₯33 Β· β 390) - Google BigQuery connector for pandas. BSD-3
-
-- [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/googleapis/python-bigquery-pandas
- ```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 6.2M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
- ```
- 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
- ```
-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/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.3K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
@@ -3268,16 +3252,16 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pudo/dataset
```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 120K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
+- [PyPi](https://pypi.org/project/dataset) (π₯ 140K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
```
pip install dataset
```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.1K Β· β±οΈ 12.07.2023):
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.2K Β· β±οΈ 12.07.2023):
```
conda install -c conda-forge dataset
```
pygsheets (π₯32 Β· β 1.4K) - Google Sheets Python API v4. MIT
+pygsheets (π₯32 Β· β 1.5K) - Google Sheets Python API v4. MIT
- [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):
@@ -3289,39 +3273,39 @@ _Libraries for connecting to, operating, and querying databases._
pip install pygsheets
```
PynamoDB (π₯31 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
+pandas-gbq (π₯32 Β· β 390 Β· π) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 420 Β· π¦ 1.5K Β· π 620 - 41% open Β· β±οΈ 30.09.2023):
+- [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/pynamodb/PynamoDB
+ git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 26.04.2023):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 6.6M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
```
- pip install pynamodb
+ pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 380K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 29.06.2023):
```
- conda install -c conda-forge pynamodb
+ conda install -c conda-forge pandas-gbq
```
cx-Oracle (π₯31 Β· β 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
+PynamoDB (π₯31 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
-- [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):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 100 Β· π 420 Β· π¦ 1.5K Β· π 620 - 41% open Β· β±οΈ 30.09.2023):
```
- git clone https://github.com/oracle/python-cx_Oracle
+ git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.6M / month Β· π¦ 320 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 26.04.2023):
```
- pip install cx-Oracle
+ pip install pynamodb
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 480K Β· β±οΈ 24.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 380K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge cx_oracle
+ conda install -c conda-forge pynamodb
```
influxdb (π₯30 Β· β 1.7K) - Python client for InfluxDB. MIT
+influxdb (π₯31 Β· β 1.7K) - Python client for InfluxDB. MIT
- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 510 Β· π¦ 7.6K Β· π 550 - 30% open Β· β±οΈ 18.07.2023):
@@ -3337,6 +3321,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge influxdb
```
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¦ 7.7K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
+
+ ```
+ git clone https://github.com/oracle/python-cx_Oracle
+ ```
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.7M / month Β· π¦ 320 Β· β±οΈ 15.12.2021):
+ ```
+ pip install cx-Oracle
+ ```
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 490K Β· β±οΈ 24.09.2023):
+ ```
+ conda install -c conda-forge cx_oracle
+ ```
+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):
@@ -3344,19 +3344,19 @@ _Libraries for connecting to, operating, and querying databases._
```
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):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 63K / 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¦ 3.2K Β· π 150 - 17% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 71 Β· π 360 Β· π¦ 3.2K Β· π 150 - 17% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 310K / 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 13.10.2023):
```
pip install pysolr
```
@@ -3383,44 +3383,28 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (π₯29 Β· β 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [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):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 76 Β· π¦ 290 Β· π 340 - 30% open Β· β±οΈ 16.09.2023):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 18K / month Β· π¦ 10 Β· β±οΈ 11.09.2023):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 19K / month Β· π¦ 10 Β· β±οΈ 11.09.2023):
```
pip install piccolo
```
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):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 910 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
```
git clone https://github.com/amol-/depot
```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 24K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 21K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
```
pip install filedepot
```
py2neo (π₯22 Β· β 1K Β· π) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
-
-- [GitHub](https://github.com/py2neo-org/py2neo) (π¨βπ» 22 Β· π 220):
-
- ```
- git clone https://github.com/py2neo-org/py2neo
- ```
-- [PyPi](https://pypi.org/project/py2neo) (π₯ 180K / month Β· π¦ 640 Β· β±οΈ 14.10.2021):
- ```
- pip install py2neo
- ```
-- [Conda](https://anaconda.org/conda-forge/py2neo) (π₯ 62K Β· β±οΈ 16.06.2023):
- ```
- 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
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 77 Β· π 150 - 47% open Β· β±οΈ 03.01.2023):
@@ -3433,9 +3417,9 @@ _Libraries for connecting to, operating, and querying databases._
pip install odmantic
```
psycopg3 (π₯19 Β· β 1.2K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
+psycopg3 (π₯20 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 11.10.2023):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 46 Β· π 130 Β· π 370 - 11% open Β· β±οΈ 14.10.2023):
```
git clone https://github.com/psycopg/psycopg
@@ -3443,23 +3427,23 @@ _Libraries for connecting to, operating, and querying databases._
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):
+- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 18 Β· π¦ 150 Β· π 31 - 25% open Β· β±οΈ 14.03.2023):
```
git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 58K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 56K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
```
pip install aioprometheus
```
Show 17 hidden projects...
+Show 18 hidden projects...
- psycopg2 (π₯39 Β· β 3K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
-- 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
+- pyodbc (π₯36 Β· β 2.7K) - Python ODBC bridge. βοΈMIT-0
+- google-cloud-bigtable (π₯31 Β· β 58) - 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₯28 Β· β 2.6K Β· π) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3
+- gino (π₯29 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
@@ -3467,6 +3451,7 @@ _Libraries for connecting to, operating, and querying databases._
- pyhdb (π₯25 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- PyMODM (π₯21 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
+- py2neo (π₯21 Β· β 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. 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 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
@@ -3483,39 +3468,39 @@ _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 12.10.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 530 Β· π 2.3K Β· π¦ 27K Β· π 2.5K - 23% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 7.8M / month Β· π¦ 680 Β· β±οΈ 06.09.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 7.9M / month Β· π¦ 690 Β· β±οΈ 06.09.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 490K Β· β±οΈ 12.09.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 510K 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¦ 180K Β· π 670 - 2% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 540 Β· π 1.8K Β· π¦ 180K Β· π 680 - 3% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 10M / month Β· π¦ 3.2K Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 11M / month Β· π¦ 3.2K Β· β±οΈ 18.10.2023):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 860K Β· β±οΈ 11.10.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 860K Β· β±οΈ 18.10.2023):
```
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¦ 79K Β· π 250 - 13% open Β· β±οΈ 03.10.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 590 Β· π¦ 80K Β· π 250 - 12% open Β· β±οΈ 03.10.2023):
```
git clone https://github.com/jazzband/tablib
@@ -3540,12 +3525,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install xlwings
```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 670K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 680K Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge xlwings
```
xmltodict (π₯35 Β· β 5.2K Β· π€) - Python module that makes working with XML feel like you are.. MIT
+xmltodict (π₯35 Β· β 5.3K Β· π€) - Python module that makes working with XML feel like you are.. MIT
- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 59K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
@@ -3561,36 +3546,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge xmltodict
```
python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. MIT
+csvkit (π₯34 Β· β 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-- [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):
+- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.4K Β· π 890 - 3% open Β· β±οΈ 18.10.2023):
```
- git clone https://github.com/ahupp/python-magic
+ git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 6M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 180K / month Β· π¦ 370 Β· β±οΈ 18.10.2023):
```
- pip install python-magic
+ pip install csvkit
```
-- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 230K Β· β±οΈ 25.09.2023):
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 100K Β· β±οΈ 18.10.2023):
```
- conda install -c conda-forge python-magic
+ conda install -c conda-forge csvkit
```
csvkit (π₯33 Β· β 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
+python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. 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 10.10.2023):
+- [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/wireservice/csvkit
+ git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 180K / month Β· π¦ 370 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 6M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
```
- pip install csvkit
+ pip install python-magic
```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 99K Β· β±οΈ 04.10.2023):
+- [Conda](https://anaconda.org/conda-forge/python-magic) (π₯ 230K Β· β±οΈ 25.09.2023):
```
- conda install -c conda-forge csvkit
+ conda install -c conda-forge python-magic
```
smart-open (π₯33 Β· β 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
@@ -3600,16 +3585,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 16M / month Β· π¦ 610 Β· β±οΈ 07.09.2023):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 17M / month Β· π¦ 610 Β· β±οΈ 07.09.2023):
```
pip install smart-open
```
-- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 2.1M Β· β±οΈ 07.09.2023):
+- [Conda](https://anaconda.org/conda-forge/smart_open) (π₯ 2.2M Β· β±οΈ 07.09.2023):
```
conda install -c conda-forge smart_open
```
gdown (π₯31 Β· β 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
+gdown (π₯31 Β· β 3.4K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 290 Β· π¦ 21K Β· π 140 - 10% open Β· β±οΈ 22.04.2023):
@@ -3625,14 +3610,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge gdown
```
Intake (π₯31 Β· β 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+Intake (π₯31 Β· β 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [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/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 69K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
+- [PyPi](https://pypi.org/project/intake) (π₯ 71K / month Β· π¦ 120 Β· β±οΈ 29.05.2023):
```
pip install intake
```
@@ -3641,14 +3626,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge intake
```
snorkel (π₯30 Β· β 5.6K Β· π€) - A system for quickly generating training data with weak.. Apache-2
+snorkel (π₯29 Β· β 5.6K) - A system for quickly generating training data with weak supervision. Apache-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/snorkel-team/snorkel) (π¨βπ» 79 Β· π 850 Β· π₯ 1K Β· π¦ 380 Β· π 980 - 2% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 29K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 28K / month Β· π¦ 12 Β· β±οΈ 29.07.2022):
```
pip install snorkel
```
@@ -3680,19 +3665,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 43K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 48K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
```
pip install img2dataset
```
camelot (π₯25 Β· β 2.3K) - A Python library to extract tabular data from PDFs. MIT
-- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 45 Β· π 380 Β· π 290 - 63% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 45 Β· π 380 Β· π 300 - 63% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 4.9K / month Β· π¦ 10 Β· β±οΈ 11.04.2013):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 5.2K / month Β· π¦ 10 Β· β±οΈ 11.04.2013):
```
pip install camelot
```
@@ -3704,43 +3689,43 @@ _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₯ 620 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 660 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
```
pip install rows
```
Upgini (π₯20 Β· β 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+excalibur (π₯20 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 10.10.2023):
+- [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₯ 5K / month Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 1.1K / month Β· β±οΈ 21.03.2020):
```
- pip install upgini
+ pip install excalibur-py
```
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 18.10.2023):
```
- 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₯ 4.7K / month Β· β±οΈ 17.10.2023):
```
- pip install excalibur-py
+ pip install upgini
```
Squirrel (π₯16 Β· β 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
+Squirrel (π₯15 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 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₯ 370 / month Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 320 / month Β· β±οΈ 28.08.2023):
```
pip install squirrel-core
```
@@ -3760,8 +3745,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
- messytables (π₯24 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
- deepdish (π₯24 Β· β 260 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- pyexcel-xlsx (π₯23 Β· β 110 Β· π) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
+- borb (π₯21 Β· β 3.1K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- datatest (π₯21 Β· β 280 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
-- borb (π₯20 Β· β 3.1K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- csvs-to-sqlite (π₯16 Β· β 780 Β· π) - Convert CSV files into a SQLite database. Apache-2
@@ -3774,100 +3759,100 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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₯ 550K Β· π¦ 8.2K Β· π 8.2K - 10% open Β· β±οΈ 12.10.2023):
+- [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 19.10.2023):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 10M / month Β· π¦ 300 Β· β±οΈ 12.10.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 13M / month Β· π¦ 300 Β· β±οΈ 12.10.2023):
```
pip install apache-airflow
```
-- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 950K Β· β±οΈ 11.09.2023):
+- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 960K Β· β±οΈ 19.10.2023):
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 170M Β· β 480 Β· β±οΈ 12.10.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 190M 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 10.10.2023):
+- [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 18.10.2023):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 7.6M / month Β· π¦ 15K Β· β±οΈ 03.09.2023):
+- [PyPi](https://pypi.org/project/celery) (π₯ 7.7M / month Β· π¦ 15K Β· β±οΈ 03.09.2023):
```
pip install celery
```
-- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.4M Β· β±οΈ 05.09.2023):
+- [Conda](https://anaconda.org/conda-forge/celery) (π₯ 1.5M Β· β±οΈ 05.09.2023):
```
conda install -c conda-forge celery
```
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 11.10.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.9K Β· π 4.2K - 13% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 640K / month Β· π¦ 140 Β· β±οΈ 05.10.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 650K / month Β· π¦ 150 Β· β±οΈ 13.10.2023):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 540K Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 540K Β· β±οΈ 13.10.2023):
```
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 12.10.2023):
+- [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 19.10.2023):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 7M / month Β· π¦ 180 Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 7.2M / month Β· π¦ 180 Β· β±οΈ 11.10.2023):
```
pip install apache-beam
```
-- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 54K Β· β±οΈ 07.09.2023):
+- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 55K Β· β±οΈ 12.10.2023):
```
conda install -c conda-forge apache-beam-with-aws
```
Dagster (π₯41 Β· β 8.6K) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯41 Β· β 8.7K) - 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¦ 1.6K Β· π 6.2K - 30% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 350 Β· π 1.1K Β· π¦ 1.6K Β· π 6.3K - 30% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 670K / month Β· π¦ 130 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 680K / month Β· π¦ 130 Β· β±οΈ 12.10.2023):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 10.10.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1M Β· β±οΈ 13.10.2023):
```
conda install -c conda-forge dagster
```
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 11.10.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 410 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 43 Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 44 Β· β±οΈ 12.10.2023):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 720K Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 720K Β· β±οΈ 12.10.2023):
```
conda install -c conda-forge great-expectations
```
@@ -3879,18 +3864,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 38M / month Β· π¦ 6.3K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 39M / month Β· π¦ 6.3K Β· β±οΈ 09.08.2023):
```
pip install joblib
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 22M Β· β±οΈ 09.08.2023):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 23M Β· β±οΈ 09.08.2023):
```
conda install -c conda-forge joblib
```
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 07.10.2023):
+- [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 18.10.2023):
```
git clone https://github.com/rq/rq
@@ -3899,7 +3884,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install rq
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 97K Β· β±οΈ 04.09.2023):
+- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 98K Β· β±οΈ 04.09.2023):
```
conda install -c conda-forge rq
```
@@ -3911,7 +3896,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 540K / month Β· π¦ 410 Β· β±οΈ 05.10.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 560K / month Β· π¦ 410 Β· β±οΈ 05.10.2023):
```
pip install luigi
```
@@ -3922,24 +3907,24 @@ _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 820 Β· π¦ 1.9K Β· π 1.5K - 22% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 210 Β· π 840 Β· π¦ 1.9K Β· π 1.6K - 22% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 400K / month Β· π¦ 65 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 410K / month Β· π¦ 69 Β· β±οΈ 18.10.2023):
```
pip install kedro
```
dbt (π₯37 Β· β 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
+dbt (π₯37 Β· β 7.7K) - 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¦ 3.4K Β· π 4.6K - 10% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.3K Β· π₯ 2.7K Β· π¦ 3.4K Β· π 4.6K - 10% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 120K / month Β· π¦ 30 Β· β±οΈ 11.10.2023):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 120K / month Β· π¦ 30 Β· β±οΈ 18.10.2023):
```
pip install dbt
```
@@ -3950,12 +3935,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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 09.10.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 530 Β· π¦ 2.4K Β· π 440 - 11% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 3.2K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
+- [PyPi](https://pypi.org/project/hub) (π₯ 3.5K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
```
pip install hub
```
@@ -3967,7 +3952,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 1.2M / month Β· π¦ 85 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1.3M / month Β· π¦ 85 Β· β±οΈ 22.08.2023):
```
pip install petl
```
@@ -3978,24 +3963,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (π₯32 Β· β 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [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):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 78 Β· π 330 Β· π₯ 1 Β· π¦ 200 Β· π 230 - 13% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 9K / month Β· π¦ 2 Β· β±οΈ 12.10.2023):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 10K / month Β· π¦ 2 Β· β±οΈ 18.10.2023):
```
pip install zenml
```
huey (π₯31 Β· β 4.6K) - a little task queue for python. MIT
+huey (π₯31 Β· β 4.7K) - a little task queue for python. MIT
-- [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/coleifer/huey) (π¨βπ» 67 Β· π 380 Β· π¦ 1.3K Β· β±οΈ 13.10.2023):
```
git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 90K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/huey) (π₯ 94K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
```
pip install huey
```
@@ -4006,12 +3991,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (π₯31 Β· β 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 23 Β· π 100 Β· π₯ 43 Β· π¦ 190 Β· π 400 - 5% open Β· β±οΈ 10.10.2023):
+- [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 17.10.2023):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 5 Β· β±οΈ 10.10.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 110K / month Β· π¦ 5 Β· β±οΈ 17.10.2023):
```
pip install whylogs
```
@@ -4023,11 +4008,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/combust/mleap
```
-- [PyPi](https://pypi.org/project/mleap) (π₯ 270K / month Β· π¦ 25 Β· β±οΈ 23.06.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 280K / month Β· π¦ 25 Β· β±οΈ 23.06.2023):
```
pip install mleap
```
-- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 76K Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 77K Β· β±οΈ 26.06.2023):
```
conda install -c conda-forge mleap
```
@@ -4051,11 +4036,11 @@ _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₯ 4.2K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.3K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
```
pip install ploomber
```
-- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 76K Β· β±οΈ 30.08.2023):
+- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 77K Β· β±οΈ 30.08.2023):
```
conda install -c conda-forge ploomber
```
@@ -4074,16 +4059,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
arq (π₯26 Β· β 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT
-- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 54 Β· π 140 Β· π¦ 450 Β· π 200 - 31% open Β· β±οΈ 20.05.2023):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 54 Β· π 140 Β· π¦ 460 Β· π 200 - 31% open Β· β±οΈ 20.05.2023):
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 71K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 72K / month Β· π¦ 19 Β· β±οΈ 02.12.2022):
```
pip install arq
```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 8.8K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 8.9K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge arq
```
@@ -4095,7 +4080,7 @@ _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₯ 8.9K / month Β· β±οΈ 30.05.2019):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 8.6K / month Β· β±οΈ 30.05.2019):
```
pip install optimuspyspark
```
@@ -4107,7 +4092,7 @@ _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₯ 2.8K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 2.7K / month Β· π¦ 10 Β· β±οΈ 24.08.2023):
```
pip install tasktiger
```
@@ -4119,7 +4104,7 @@ _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₯ 140K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 160K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
```
pip install dbnd
```
@@ -4131,7 +4116,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 26K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 29K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4147,7 +4132,7 @@ _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₯ 10K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
+- [PyPi](https://pypi.org/project/pysparkling) (π₯ 9.7K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
```
pip install pysparkling
```
@@ -4158,54 +4143,54 @@ _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 10.10.2023):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 35 Β· π 44 Β· π¦ 7 Β· π 110 - 29% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 130 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 110 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
pdpipe (π₯20 Β· β 710 Β· π€) - Easy pipelines for pandas DataFrames. MIT
+pdpipe (π₯20 Β· β 720 Β· π€) - Easy pipelines for pandas DataFrames. MIT
- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 56 Β· π 53 - 28% open Β· β±οΈ 24.12.2022):
```
git clone https://github.com/pdpipe/pdpipe
```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 960 / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 950 / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
```
pip install pdpipe
```
-- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 27K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 28K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pdpipe
```
Mara Pipelines (π₯17 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
+Databolt Flow (π₯18 Β· β 950) - Python library for building highly effective data science workflows. MIT
-- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 40 - 60% open Β· β±οΈ 21.09.2023):
+- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 74 Β· π¦ 26 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
```
- git clone https://github.com/mara/mara-pipelines
+ git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 47 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 150 / month Β· β±οΈ 22.01.2019):
```
- pip install mara-pipelines
+ pip install d6tflow
```
Databolt Flow (π₯17 Β· β 950) - Python library for building highly effective data science workflows. MIT
+Mara Pipelines (π₯17 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
-- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 74 Β· π¦ 26 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
+- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 40 - 60% open Β· β±οΈ 21.09.2023):
```
- git clone https://github.com/d6t/d6tflow
+ git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 140 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 40 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
```
- pip install d6tflow
+ pip install mara-pipelines
```
flupy (π₯17 Β· β 180) - Fluent data pipelines for python and your shell. MIT
@@ -4227,7 +4212,7 @@ _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₯ 35 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/datajob) (π₯ 46 / month Β· β±οΈ 22.11.2022):
```
pip install datajob
```
@@ -4259,23 +4244,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 230M / month Β· π¦ 76K Β· β±οΈ 18.07.2023):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 230M / month Β· π¦ 77K Β· β±οΈ 18.07.2023):
```
pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 39M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 40M Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pyyaml
```
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 09.10.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 50 Β· π 620 Β· π¦ 67K Β· π 900 - 1% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 13M / month Β· π¦ 4K Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 14M / month Β· π¦ 4K Β· β±οΈ 19.10.2023):
```
pip install xlsxwriter
```
@@ -4286,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
jmespath (π₯33 Β· β 1.9K Β· π€) - JMESPath is a query language for JSON. MIT
-- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 31 Β· π 170 Β· π 130 - 35% open Β· β±οΈ 31.03.2023):
+- [GitHub](https://github.com/jmespath/jmespath.py) (π¨βπ» 31 Β· π 170 Β· π 130 - 34% open Β· β±οΈ 31.03.2023):
```
git clone https://github.com/jmespath/jmespath.py
@@ -4308,16 +4293,16 @@ _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¦ 8.3K 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 270 - 25% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 11M / month Β· π¦ 810 Β· β±οΈ 04.10.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 11M / month Β· π¦ 820 Β· β±οΈ 17.10.2023):
```
pip install deepdiff
```
-- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 350K Β· β±οΈ 05.10.2023):
+- [Conda](https://anaconda.org/conda-forge/deepdiff) (π₯ 350K Β· β±οΈ 18.10.2023):
```
conda install -c conda-forge deepdiff
```
@@ -4340,7 +4325,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects...
-- importlib-resources (π₯31 Β· β 52) - Backport of the importlib.resources module. Apache-2
+- importlib-resources (π₯31 Β· β 53) - Backport of the importlib.resources module. Apache-2
- entrypoints (π₯24 Β· β 72 Β· π) - Discover and load entry points from installed packages. MIT
@@ -4351,12 +4336,12 @@ _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¦ 200K 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 17.10.2023):
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 55M / month Β· π¦ 8.9K Β· β±οΈ 03.08.2023):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 56M / month Β· π¦ 8.9K Β· β±οΈ 03.08.2023):
```
pip install more-itertools
```
@@ -4367,7 +4352,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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 09.10.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 850K Β· π 660 - 18% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/python-attrs/attrs
@@ -4388,7 +4373,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pytoolz/toolz
```
-- [PyPi](https://pypi.org/project/toolz) (π₯ 21M / month Β· π¦ 3.5K Β· β±οΈ 10.07.2022):
+- [PyPi](https://pypi.org/project/toolz) (π₯ 20M / month Β· π¦ 3.5K Β· β±οΈ 10.07.2022):
```
pip install toolz
```
@@ -4404,7 +4389,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 34M / month Β· π¦ 1.5K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 35M / month Β· π¦ 1.5K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
@@ -4413,50 +4398,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge tenacity
```
python-dependency-injector (π₯32 Β· β 3.2K Β· π€) - Dependency injection framework for Python. BSD-3
+boltons (π₯32 Β· β 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [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):
+- [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/ets-labs/python-dependency-injector
+ git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 1M / month Β· π¦ 100 Β· β±οΈ 30.03.2022):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 2.8M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
```
- pip install dependency-injector
+ pip install boltons
```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 33K 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 dependency_injector
+ conda install -c conda-forge boltons
```
boltons (π₯31 Β· β 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
+python-dependency-injector (π₯32 Β· β 3.3K Β· π€) - Dependency injection framework for Python. BSD-3
-- [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):
+- [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/mahmoud/boltons
+ git clone https://github.com/ets-labs/python-dependency-injector
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 2.8M / month Β· π¦ 430 Β· β±οΈ 20.02.2023):
+- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 1M / month Β· π¦ 100 Β· β±οΈ 30.03.2022):
```
- pip install boltons
+ pip install dependency-injector
```
-- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 3.5M 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 boltons
+ conda install -c conda-forge dependency_injector
```
returns (π₯31 Β· β 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2
+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¦ 430 Β· π 420 - 15% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 98 Β· π¦ 440 Β· π 420 - 15% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 130K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/returns) (π₯ 140K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 7.2K Β· β±οΈ 28.08.2023):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 7.3K Β· β±οΈ 28.08.2023):
```
conda install -c conda-forge returns
```
@@ -4468,7 +4453,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 3.7M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 3.8M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
pip install natsort
```
@@ -4479,7 +4464,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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¦ 8.8K 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¦ 8.9K Β· π 80 - 11% open Β· β±οΈ 11.05.2023):
```
git clone https://github.com/Suor/funcy
@@ -4500,11 +4485,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 17K / month Β· π¦ 61 Β· β±οΈ 10.07.2023):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 18K / month Β· π¦ 61 Β· β±οΈ 10.07.2023):
```
pip install ubelt
```
-- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 63K Β· β±οΈ 26.09.2023):
+- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 64K Β· β±οΈ 26.09.2023):
```
conda install -c conda-forge ubelt
```
@@ -4515,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- ratelimit (π₯24 Β· β 660 Β· π) - API Rate Limit Decorator. MIT
- pinject (π₯23 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
- pampy (π₯22 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
-- CommonRegex (π₯22 Β· β 1.5K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
+- CommonRegex (π₯22 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4525,12 +4510,12 @@ _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 67K - 12% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.6K Β· π 28K Β· π¦ 3 Β· π 67K - 12% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 97K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 100K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4545,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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 12.10.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 600 Β· π 6.7K Β· π₯ 68K Β· π 5.3K - 31% open Β· β±οΈ 19.10.2023):
```
git clone https://github.com/micropython/micropython
@@ -4555,7 +4540,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install micropython-_markupbase
```
pyston (π₯22 Β· β 2.4K Β· π€) - A faster and highly-compatible implementation of the Python.. Apache-2
+pyston (π₯22 Β· β 2.5K Β· π€) - A faster and highly-compatible implementation of the Python.. Apache-2
- [GitHub](https://github.com/pyston/pyston) (π¨βπ» 1K Β· π 89 Β· π₯ 21K Β· π 100 - 45% open Β· β±οΈ 28.02.2023):
@@ -4577,12 +4562,12 @@ _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» 810 Β· π 550 Β· π¦ 590K Β· π 1.8K - 22% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 810 Β· π 550 Β· π¦ 600K Β· π 1.8K - 22% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 69M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 71M / month Β· π¦ 37K Β· β±οΈ 06.08.2023):
```
pip install pygments
```
@@ -4598,23 +4583,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/cookiecutter/cookiecutter
```
-- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 2.8M / month Β· π¦ 1.6K Β· β±οΈ 29.09.2023):
+- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 3M / month Β· π¦ 1.6K Β· β±οΈ 29.09.2023):
```
pip install cookiecutter
```
-- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 870K Β· β±οΈ 29.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 880K Β· β±οΈ 29.09.2023):
```
conda install -c conda-forge cookiecutter
```
pyparsing (π₯40 Β· β 2K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 60 Β· π 260 Β· π₯ 8.3K Β· π¦ 860K Β· π 320 - 9% open Β· β±οΈ 02.10.2023):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 60 Β· π 260 Β· π₯ 8.3K Β· π¦ 870K Β· π 320 - 9% open Β· β±οΈ 02.10.2023):
```
git clone https://github.com/pyparsing/pyparsing
```
-- [PyPi](https://pypi.org/project/pyparsing) (π₯ 91M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
+- [PyPi](https://pypi.org/project/pyparsing) (π₯ 93M / month Β· π¦ 32K Β· β±οΈ 30.07.2023):
```
pip install pyparsing
```
@@ -4625,7 +4610,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (π₯35 Β· β 3K) - Complete C99 parser in pure Python. BSD-3
-- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 580 Β· π¦ 670K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
+- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 580 Β· π¦ 680K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
```
git clone https://github.com/eliben/pycparser
@@ -4646,7 +4631,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 79M / month Β· π¦ 12K Β· β±οΈ 07.10.2023):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 80M / month Β· π¦ 12K Β· β±οΈ 07.10.2023):
```
pip install wrapt
```
@@ -4662,11 +4647,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/bartdag/py4j
```
-- [PyPi](https://pypi.org/project/py4j) (π₯ 31M / month Β· π¦ 690 Β· β±οΈ 12.08.2022):
+- [PyPi](https://pypi.org/project/py4j) (π₯ 32M / month Β· π¦ 700 Β· β±οΈ 12.08.2022):
```
pip install py4j
```
-- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.4M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.5M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge py4j
```
@@ -4705,12 +4690,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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 10.10.2023):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 48 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 17.10.2023):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 95M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 99M / month Β· π¦ 10K Β· β±οΈ 26.08.2023):
```
pip install pluggy
```
@@ -4721,12 +4706,12 @@ _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¦ 610 Β· π 410 - 14% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 63 Β· π 140 Β· π¦ 640 Β· π 410 - 14% open Β· β±οΈ 18.10.2023):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 200K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
+- [PyPi](https://pypi.org/project/copier) (π₯ 190K / month Β· π¦ 33 Β· β±οΈ 05.09.2023):
```
pip install copier
```
@@ -4738,7 +4723,7 @@ _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¦ 490 Β· β±οΈ 27.03.2018):
+- [PyPi](https://pypi.org/project/keyboard) (π₯ 210K / month Β· π¦ 500 Β· β±οΈ 27.03.2018):
```
pip install keyboard
```
@@ -4749,20 +4734,36 @@ _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 250 Β· π¦ 4.5K Β· π 320 - 7% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 4.5K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 540K / month):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 570K / month Β· π¦ 300 Β· β±οΈ 28.03.2023):
```
pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 59K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 60K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fastcore
```
pyscaffold (π₯29 Β· β 1.9K Β· π) - Python project template generator with batteries included. MIT
+
+- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 180 Β· π 290 - 10% open Β· β±οΈ 20.06.2023):
+
+ ```
+ git clone https://github.com/pyscaffold/pyscaffold
+ ```
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 230K / month Β· π¦ 60 Β· β±οΈ 17.06.2022):
+ ```
+ pip install pyscaffold
+ ```
+- [Conda](https://anaconda.org/conda-forge/pyscaffold) (π₯ 180K Β· β±οΈ 26.06.2023):
+ ```
+ conda install -c conda-forge pyscaffold
+ ```
+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¦ 3.1K Β· β±οΈ 12.03.2023):
@@ -4782,7 +4783,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.1M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.2M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4791,14 +4792,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge catalogue
```
python-mss (π₯26 Β· β 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
+python-mss (π₯26 Β· β 890) - 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):
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 650K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
+- [PyPi](https://pypi.org/project/mss) (π₯ 640K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
```
pip install mss
```
@@ -4823,13 +4824,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge send2trash
```
Show 5 hidden projects...
+Show 4 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 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₯22 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
+- macropy (π₯21 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
BSD-3
+- arrow (π₯39 Β· β 8.4K Β· π) - Better dates & times for Python. Apache-2
+- pyrsistent (π₯36 Β· β 1.9K Β· π) - Persistent/Immutable/Functional data structures for Python. MIT
+- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- pyscaffold (π₯29 Β· β 1.9K Β· π) - Python project template generator with batteries included. MIT
+
+## π Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- click (π₯45 Β· β 14K Β· π) - Python composable command line interface toolkit. BSD-3
+- cloudpickle (π₯35 Β· β 1.5K Β· π) - Extended pickling support for Python objects. BSD-3
+- tortoise-orm (π₯33 Β· β 3.9K Β· π) - Familiar asyncio ORM for python, built with relations in.. Apache-2
+- anytree (π₯33 Β· β 840 Β· π) - Python tree data library. Apache-2
+- pandas-gbq (π₯32 Β· β 390 Β· π) - Google BigQuery connector for pandas. BSD-3
+
diff --git a/history/2023-10-19_projects.csv b/history/2023-10-19_projects.csv
new file mode 100644
index 0000000..8cbad07
--- /dev/null
+++ b/history/2023-10-19_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,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url
+0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,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 13:09:27.000,2023-10-13 13:37:54.000,2023-10-13 13:37:52,273.0,22.0,151.0,52.0,163.0,1.0,2.0,2036,2023-10-05 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 14:46:24.000,2023-10-13 13:36:31.000,2023-10-13 13:36:30,273.0,24.0,40.0,24.0,161.0,3.0,5.0,821,2023-10-13 13:36:39.000,2023.10.12,100.0,7.0,0,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 13:09:27.000,2023-10-13 13:37:54.000,2023-10-13 13:37:52,273.0,22.0,151.0,52.0,163.0,1.0,2.0,2036,2023-10-05 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 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,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,,6876.0,1660.0,322.0,13.0,73.0,38272,,,,128.0,0,True,19.0,19.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+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 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,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 23:02:39.000,2023-10-19 13:22:39.000,2023-10-19 06:24:48,33827.0,772.0,8386.0,594.0,13050.0,2178.0,9879.0,24749,2023-10-14 20:22:16.000,1.26.1,153.0,1684.0,53,True,2026262.0,1888524.0,numpy,conda-forge/numpy,854627.0,192215675.0,https://pypi.org/project/numpy,2023-10-14 19:39:25.000,137738.0,190559301.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,65822241.0,1.0,,,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2023-10-19 10:45:38.000,2023-10-19 01:48:36,16062.0,834.0,15170.0,2065.0,8502.0,883.0,4976.0,61620,2023-10-04 17:07:54.000,4.24.4,150.0,1175.0,52,True,533009.0,513324.0,protobuf,conda-forge/protobuf,34917252.0,157144702.0,https://pypi.org/project/protobuf,2023-10-18 19:41:12.000,16197.0,149725918.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,15980742.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3488.0,6235437.0,,,,,,,,,,,,,,
+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 01:37:33.000,2023-10-19 12:45:41.000,2023-10-19 01:15:29,33462.0,578.0,16710.0,1120.0,30180.0,3593.0,21821.0,40062,2023-09-20 21:03:54.000,2.1.1,119.0,3472.0,52,True,1412955.0,1340062.0,pandas,conda-forge/pandas,224225.0,142158149.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72893.0,140911223.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,44819810.0,1.0,,,,,,['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 14:58:02.000,2023-10-19 07:15:02.000,2023-10-18 23:33:11,54065.0,195.0,23788.0,1936.0,49956.0,869.0,31217.0,58901,2023-10-11 14:42:08.000,8.5.0,337.0,6789.0,48,True,34234.0,30161.0,ansible,conda-forge/ansible,,4507007.0,https://pypi.org/project/ansible,2023-10-17 15:10:16.000,4073.0,4483556.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,961530.0,1.0,,,,,,,,,,,,,,,,,,,
+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 21:38:03.000,2023-10-18 23:02:49.181,2023-10-18 18:13:27,5474.0,194.0,1775.0,241.0,697.0,165.0,2915.0,8363,2023-10-17 19:41:48.000,1.28.65,1407.0,149.0,48,True,387666.0,369779.0,boto3,conda-forge/boto3,,896672516.0,https://pypi.org/project/boto3,2023-10-18 19:28:50.000,17887.0,896248064.0,https://anaconda.org/conda-forge/boto3,2023-10-18 23:02:49.181,17402558.0,1.0,,,,,,,,,,,,,,,,,,,
+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 18:04:58.000,2023-10-19 13:57:25.000,2023-10-19 11:58:48,21744.0,1260.0,12741.0,757.0,23305.0,847.0,7373.0,32602,2023-10-12 10:58:32.000,2.7.2,166.0,3030.0,47,True,8538.0,8237.0,apache-airflow,conda-forge/airflow,551675.0,14417785.0,https://pypi.org/project/apache-airflow,2023-10-12 09:07:56.000,301.0,12549648.0,https://anaconda.org/conda-forge/airflow,2023-10-19 12:30:29.120,957082.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-10-12 09:39:51.822547,477.0,187472818.0,,,,,,,
+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 02:23:38.000,2023-10-19 11:15:40.000,2023-10-19 11:15:33,11005.0,364.0,1674.0,124.0,7405.0,38.0,2279.0,5839,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,580413.0,558919.0,cryptography,conda-forge/cryptography,,233067189.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21494.0,231945443.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43748130.0,1.0,,,,,,,,,,,,,,,,,,,
+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 11:31:24.000,2023-10-18 13:30:01.000,2023-10-18 13:29:23,12342.0,80.0,4549.0,474.0,3090.0,634.0,4348.0,22380,2023-09-03 20:16:15.000,5.3.4,201.0,1312.0,46,True,128769.0,113706.0,celery,conda-forge/celery,,7753888.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15063.0,7717573.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1452630.0,1.0,,,,,,,,,,,,,,,,,,,
+15,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 21:23:58.000,2023-10-19 08:08:57.000,2023-10-19 08:04:57,2546.0,267.0,1437.0,101.0,3120.0,352.0,2907.0,16031,2023-09-28 07:08:34.000,2.4.2,123.0,422.0,45,True,277810.0,269340.0,pydantic,conda-forge/pydantic,,126459866.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,126297262.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6341578.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,,
+16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-08 23:15:10.000,2023-09-01 21:20:27,2402.0,42.0,1358.0,184.0,1071.0,91.0,1422.0,14377,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1488584.0,1413723.0,click,conda-forge/click,111.0,174340241.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74861.0,173252478.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31545075.0,1.0,,,,,,,,,,,,,,-1.0,,,,,
+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 15:28:09.000,2023-10-16 17:18:06.000,2023-09-30 14:09:52,3849.0,57.0,1659.0,542.0,1028.0,190.0,1040.0,45113,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,136236.0,131044.0,rich,conda-forge/rich,,33519913.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,33382244.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5369112.0,1.0,,,,,,,,,,,,,,,,,,,
+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 16:07:36.000,2023-10-19 06:13:32.000,2023-10-18 18:13:18,11559.0,224.0,3858.0,576.0,3521.0,523.0,3956.0,14362,2023-10-17 19:41:42.000,1.29.65,1814.0,425.0,44,True,3060.0,3.0,awscli,conda-forge/awscli,1497.0,139445652.0,https://pypi.org/project/awscli,2023-10-18 19:28:43.000,3057.0,138900184.0,https://anaconda.org/conda-forge/awscli,2023-10-19 00:44:02.037,21272278.0,1.0,,,,,,,,,,,,,,,,,,,
+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 10:22:26.000,2023-10-18 13:15:51.000,2023-10-16 14:16:37,2258.0,56.0,2406.0,323.0,1468.0,183.0,1372.0,11823,2023-09-26 06:51:15.000,5.0.1,118.0,415.0,44,True,27643.0,,redis,conda-forge/redis-py,,30622703.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27643.0,30595049.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1106176.0,1.0,,,,,,,,,,,,,,,,,,,
+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 03:35:03.000,2023-10-19 07:44:52.000,2023-10-17 13:30:54,16611.0,157.0,1204.0,89.0,689.0,178.0,7327.0,7858,2023-10-12 20:52:08.000,rel_2_0_22,292.0,659.0,44,True,697693.0,650139.0,SQLAlchemy,conda-forge/sqlalchemy,46051.0,95414320.0,https://pypi.org/project/SQLAlchemy,2023-10-12 20:51:57.000,47554.0,95018392.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-13 13:28:23.732,13429638.0,1.0,,,,,,,,,,,,,,,,,,,
+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 13:25:36.000,2023-10-19 13:05:10.000,2023-10-18 18:13:05,10338.0,276.0,1018.0,64.0,2010.0,141.0,907.0,1338,2023-10-18 19:28:31.000,1.31.66,1805.0,200.0,44,True,288024.0,279483.0,botocore,conda-forge/botocore,,360335340.0,https://pypi.org/project/botocore,2023-10-18 19:28:31.000,8541.0,359653845.0,https://anaconda.org/conda-forge/botocore,2023-10-18 21:41:12.522,23852347.0,1.0,,,,,,,,,,,,,,,,,,,
+22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-19 13:36:06.000,2023-10-19 08:29:45,119269.0,1398.0,27877.0,1503.0,45350.0,8612.0,58080.0,56247,2020-07-22 03:00:52.000,0.0.6,11.0,2649.0,43,True,11.0,3.0,cpython,conda-forge/typing,,132946.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,101063.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2901384.0,1.0,@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 09:23:22.000,2023-10-19 12:19:14.000,2023-10-18 13:50:34,3581.0,85.0,2294.0,276.0,3745.0,594.0,1927.0,17354,2023-09-06 15:38:14.000,2.14.5,76.0,528.0,43,True,27584.0,26898.0,datasets,conda-forge/datasets,,7910815.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,686.0,7895864.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,508359.0,1.0,,,,,,,,,,,,,,,,,,,
+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 23:00:09.000,2023-10-18 19:31:37.644,2023-10-18 17:31:32,3452.0,61.0,1818.0,223.0,1258.0,21.0,654.0,16365,2023-10-18 17:32:04.000,19.11.0,313.0,545.0,43,True,181287.0,178103.0,Faker,conda-forge/faker,,10668440.0,https://pypi.org/project/Faker,2023-10-18 17:31:51.000,3184.0,10646956.0,https://anaconda.org/conda-forge/faker,2023-10-18 19:31:37.644,859397.0,1.0,,,,,,,,,,,,,,,,,,,
+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 21:59:26.000,2023-10-19 13:46:55.000,2023-10-19 13:14:06,15226.0,368.0,1324.0,156.0,6229.0,551.0,3656.0,13047,2023-10-13 20:51:01.000,2.13.7,238.0,321.0,43,True,4024.0,3874.0,prefect,conda-forge/prefect,,659276.0,https://pypi.org/project/prefect,2023-10-13 20:51:01.000,150.0,646045.0,https://anaconda.org/conda-forge/prefect,2023-10-13 22:55:52.414,542500.0,1.0,,,,,,,,,,,,,,,,,,,
+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 15:46:03.000,2023-10-16 17:27:45.000,2023-10-16 17:27:45,6529.0,91.0,548.0,31.0,789.0,401.0,1365.0,1415,2023-08-06 15:15:44.000,2.16.1,61.0,808.0,43,True,634848.0,597708.0,pygments,conda-forge/pygments,,71498342.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37140.0,70794292.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26049851.0,1.0,,,,,,,,,,,,,,,,,,,
+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 18:33:01.000,2023-10-17 08:48:53.000,2023-10-07 19:28:52,3017.0,27.0,3150.0,640.0,2403.0,161.0,2167.0,21237,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,76177.0,75587.0,flatbuffers,conda-forge/flatbuffers,284160.0,15285943.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,317.0,14250389.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,878571.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,273.0,1023146.0,,,,,,,,,,,,,,
+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 21:02:47.000,2023-10-19 07:13:35.000,2023-10-18 17:16:16,10864.0,356.0,947.0,176.0,6902.0,1878.0,4641.0,17869,2023-10-17 04:46:49.000,3.89.0,3914.0,239.0,42,True,7691.0,6652.0,pulumi,,1196005.0,2230533.0,https://pypi.org/project/pulumi,2023-10-17 04:48:11.000,162.0,841647.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-17 04:47:46.501,877.0,1322442.0,,,,,,,,,,,,,,
+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 03:41:08.000,2023-10-17 08:32:06.000,2023-09-24 00:00:44,3958.0,17.0,1943.0,317.0,766.0,986.0,780.0,8543,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,97634.0,84691.0,paramiko,conda-forge/paramiko,,46076427.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12943.0,45976106.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3912531.0,2.0,,,,,,,,,,,,,,,,,,,
+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 08:00:06.000,2023-10-19 13:59:56.000,2023-10-19 13:59:56,40764.0,1047.0,4029.0,259.0,22890.0,4224.0,1975.0,7186,2023-10-12 02:30:12.000,2.51.0,97.0,1567.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7236027.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,178.0,7233828.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,54985.0,1.0,,,,,,,,,,,,,,,,,,,
+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 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,29.0,1661.0,196.0,1573.0,440.0,1213.0,6411,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,73121.0,69301.0,docker,conda-forge/docker-py,721.0,36447911.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36352870.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3801428.0,2.0,,,,,,,,,,,,,,,,,,,
+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 15:51:47.000,2023-10-19 06:05:58.000,2023-10-19 06:02:03,29612.0,595.0,1479.0,298.0,7835.0,151.0,3538.0,4354,2023-10-13 00:39:14.000,google-cloud-securesourcemanager-v0.1.0,100.0,446.0,42,True,1970.0,,google-cloud-storage,conda-forge/google-cloud-storage,,55514362.0,https://pypi.org/project/google-cloud-storage,2023-10-12 20:08:29.000,1970.0,55413229.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-10-13 09:23:26.152,3944206.0,1.0,,,,,,,,,,,,,,,,,,,
+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 16:46:12.000,2023-10-19 12:59:36.000,2023-10-19 01:42:22,15723.0,724.0,2482.0,372.0,23866.0,1026.0,7688.0,3880,2023-10-18 10:16:02.000,azure-mgmt-keyvault_10.3.0,100.0,639.0,42,True,3023.0,2327.0,azure-storage-blob,conda-forge/azure-storage-blob,,43537630.0,https://pypi.org/project/azure-storage-blob,2023-10-17 22:32:49.000,696.0,43511632.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1039959.0,1.0,,,,,,,,,,,,,,,,,,,
+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 11:40:58.000,2023-10-19 08:04:32.000,2023-10-19 08:04:32,4438.0,131.0,4995.0,717.0,3839.0,194.0,6919.0,30683,2023-10-18 15:52:16.000,2.23.0,144.0,472.0,41,True,1538.0,291.0,docker-compose,conda-forge/docker-compose,109064827.0,3530593.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1538347.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,370020.0,2.0,,,,,,,,,,,,,,,,,,,
+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 20:14:11.000,2023-10-19 12:49:47.000,2023-10-19 12:49:22,4553.0,23.0,1370.0,199.0,469.0,1.0,2321.0,10362,2023-10-13 15:46:19.000,3.17.0,185.0,152.0,41,True,27486.0,23770.0,peewee,conda-forge/peewee,,1456748.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3716.0,1441910.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,563864.0,1.0,,,,,,,,,,,,,,,,,,,
+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 16:30:04.000,2023-10-19 13:18:09.000,2023-10-19 00:59:43,16183.0,1094.0,1055.0,102.0,10506.0,1922.0,4342.0,8668,2023-10-12 21:28:08.000,1.5.3,577.0,350.0,41,True,1726.0,1597.0,dagster,conda-forge/dagster,,704942.0,https://pypi.org/project/dagster,2023-10-12 20:49:37.000,129.0,680059.0,https://anaconda.org/conda-forge/dagster,2023-10-13 22:09:32.812,1020207.0,1.0,,,,,,,,,,,,,,,,,,,
+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 20:56:31,2574.0,51.0,571.0,60.0,335.0,32.0,758.0,4259,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,480722.0,461910.0,jsonschema,conda-forge/jsonschema,95.0,98888633.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18812.0,98213818.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,24293263.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,
+38,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 00:40:02.000,2023-10-18 21:57:52.000,2023-10-17 09:01:07,4318.0,50.0,530.0,57.0,893.0,257.0,1204.0,1934,2023-10-09 14:43:38.000,3.10.0,38.0,196.0,41,True,251304.0,236390.0,h5py,conda-forge/h5py,2873.0,15887536.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14914.0,15551939.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13422468.0,1.0,,,,,,,,,,,,,,1.0,,,,,
+39,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 19:45:33.000,2023-10-19 13:51:28.000,2023-10-19 13:02:29,7688.0,828.0,1201.0,138.0,6539.0,1052.0,4195.0,20974,2023-10-17 19:22:44.000,py-0.19.9,316.0,295.0,40,True,4575.0,4286.0,polars,,16.0,2520933.0,https://pypi.org/project/polars,2023-10-17 15:58:11.000,289.0,2520932.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-18 15:04:13.000,2023-09-29 12:49:57,3027.0,23.0,1917.0,225.0,1110.0,210.0,630.0,20439,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24536.0,22941.0,cookiecutter,conda-forge/cookiecutter,,2994236.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1595.0,2963864.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,880794.0,1.0,,,,,,,,,,,,,,,,,,,
+41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-19 09:09:22.000,2023-10-16 19:03:31,12822.0,17.0,3028.0,608.0,3530.0,978.0,3915.0,16337,2023-06-17 17:37:56.000,2.2.1,44.0,596.0,40,True,11719.0,11110.0,kivy,conda-forge/kivy,33499.0,131283.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,609.0,123022.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,325996.0,1.0,,,,,,,,,,,,,,,,,,,
+42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-19 13:51:04.000,2023-10-18 20:26:49,11649.0,357.0,1388.0,78.0,6966.0,149.0,1627.0,8908,2023-10-12 18:10:37.000,0.17.22,250.0,411.0,40,True,44.0,,great_expectations,conda-forge/great-expectations,,13093892.0,https://pypi.org/project/great_expectations,2023-10-12 14:39:23.000,44.0,13076247.0,https://anaconda.org/conda-forge/great-expectations,2023-10-12 19:36:47.451,723482.0,2.0,,,,,,,,,,,,,,,,,,,
+43,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 21:32:24.000,2023-10-19 08:52:23.000,2023-10-19 08:52:23,3251.0,33.0,628.0,81.0,1012.0,160.0,1035.0,6693,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,112227.0,101923.0,marshmallow,conda-forge/marshmallow,,30297262.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10304.0,30244128.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2125391.0,2.0,,,,,,,,,,,,,,,,,,,
+44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-13 13:15:47.000,2023-10-13 11:34:07,1559.0,33.0,1192.0,403.0,1292.0,57.0,996.0,4041,2023-10-13 13:10:21.000,8.10.1,135.0,198.0,40,True,47487.0,41371.0,elasticsearch,conda-forge/elasticsearch,3518.0,15128216.0,https://pypi.org/project/elasticsearch,2023-10-13 13:10:21.000,6116.0,15105407.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,931231.0,1.0,,,,,,,,,,,,,,,,,,,
+45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-17 08:54:01.000,2023-10-12 12:16:19,1490.0,12.0,384.0,61.0,705.0,400.0,463.0,3458,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,349566.0,343241.0,joblib,conda-forge/joblib,,39375209.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6325.0,38797096.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22546437.0,2.0,,,,,,,,,,,,,,,,,,,
+46,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 05:15:14.000,2023-10-17 17:29:34.000,2023-10-17 17:29:26,1544.0,65.0,256.0,40.0,493.0,25.0,260.0,3221,2023-08-04 13:37:51.000,10.1.0,44.0,109.0,40,True,205149.0,196229.0,more-itertools,conda-forge/more-itertools,2802.0,56694008.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8920.0,56368076.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13035932.0,1.0,,,,,,,,,,,,,,,,,,,
+47,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 17:21:10.000,2023-10-19 12:47:34.000,2023-10-19 12:47:34,4805.0,135.0,972.0,108.0,3691.0,1169.0,2922.0,3198,2023-09-26 09:23:31.000,2023.9.0,83.0,454.0,40,True,23097.0,21108.0,xarray,conda-forge/xarray,,3921304.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1989.0,3685764.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9186069.0,2.0,,,,,,,,,,,,,,,,,,,
+48,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,18.0,260.0,25.0,168.0,31.0,286.0,1967,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,899661.0,867444.0,pyparsing,conda-forge/pyparsing,8329.0,94450483.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32217.0,92792519.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39787880.0,1.0,,,,,,,,,,,,,,,,,,,
+49,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 22:03:06,1402.0,6.0,667.0,137.0,672.0,97.0,399.0,8393,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,77689.0,72902.0,arrow,conda-forge/arrow,,20498498.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4787.0,20424881.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,2944707.0,1.0,,,,,,,,,,,,,,1.0,,,,,
+50,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 21:55:02,1084.0,3.0,1425.0,228.0,482.0,15.0,627.0,7402,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,188256.0,187864.0,PyMySQL,conda-forge/pymysql,,43495262.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,43463642.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1233218.0,2.0,,,,,,,,,,,,,,,,,,,
+51,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 13:00:26.000,2023-10-16 09:24:46.000,2023-08-09 16:44:53,2166.0,9.0,1359.0,150.0,964.0,297.0,1188.0,5338,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21382.0,19963.0,kafka-python,conda-forge/kafka-python,1832.0,6908518.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1419.0,6903061.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,419014.0,2.0,,,,,,,,,,,,,,,,,,,
+52,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 15:01:01.000,2023-10-18 06:39:28.000,2023-10-18 06:39:24,1367.0,33.0,365.0,66.0,536.0,119.0,542.0,4912,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,869098.0,850936.0,attrs,conda-forge/attrs,,124999062.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18162.0,124588138.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32463014.0,1.0,,,,,,,,,,,,,,,,,,,
+53,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 15:18:06.000,2023-10-18 23:52:59.000,2023-10-17 19:15:04,5436.0,77.0,1135.0,239.0,1395.0,9.0,,3938,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20102.0,,pymongo,conda-forge/pymongo,,22786059.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20102.0,22752968.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1290549.0,2.0,,,,,,,,,,,,,,,,,,,
+54,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 21:35:40,3071.0,24.0,491.0,72.0,292.0,19.0,1244.0,3048,2023-10-03 12:45:27.000,2.9.9,62.0,134.0,39,False,724183.0,662663.0,psycopg2,psycopg2,,15129832.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61500.0,15127297.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,240885.0,2.0,,,,,,,,,,,,,,,20.0,,,,
+55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-12 20:14:46.000,2023-08-29 22:07:06,320.0,4.0,469.0,54.0,258.0,265.0,307.0,2291,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1040149.0,963628.0,pyyaml,conda-forge/pyyaml,,234284158.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76521.0,233216015.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,39521312.0,1.0,,,,,,,,,,,,,,,,,,,
+56,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,,443.0,45.0,627.0,341.0,400.0,2140,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1211232.0,1206959.0,python-dateutil,conda-forge/python-dateutil,35048.0,222020068.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,221457680.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,50022324.0,1.0,,,,,,,,,,,,,,,,,,,
+57,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 20:45:45.000,2023-10-19 07:37:46.000,2023-10-17 01:27:32,1983.0,20.0,194.0,26.0,595.0,91.0,197.0,579,2023-10-03 20:20:12.000,5.11.2,47.0,110.0,39,True,378455.0,363738.0,traitlets,conda-forge/traitlets,242.0,35366730.0,https://pypi.org/project/traitlets,2023-10-03 20:20:06.000,14717.0,34723561.0,https://anaconda.org/conda-forge/traitlets,2023-10-04 00:05:19.532,23796740.0,1.0,,,,,,,,,,,,,,,,,,,
+58,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 04:14:54.000,2023-10-16 21:08:18.000,2023-10-15 19:14:06,934.0,9.0,567.0,229.0,246.0,97.0,255.0,9624,2023-10-13 20:24:57.000,0.18.0,79.0,60.0,38,True,101351.0,99443.0,uvloop,conda-forge/uvloop,422.0,7719940.0,https://pypi.org/project/uvloop,2023-10-13 20:24:57.000,1908.0,7701788.0,https://anaconda.org/conda-forge/uvloop,2023-10-14 01:58:55.041,653337.0,1.0,,,,,,,,,,,,,,,,,,,
+59,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 10:53:48.000,2023-10-18 18:33:04.000,2023-10-18 15:56:26,1800.0,8.0,1361.0,208.0,855.0,163.0,928.0,9164,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16532.0,14753.0,rq,conda-forge/rq,,1355992.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1779.0,1353200.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97732.0,2.0,,,,,,,,,,,,,,,,,,,
+60,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 22:12:08.000,2023-10-18 04:39:02.000,2023-07-04 10:52:46,2705.0,,687.0,149.0,724.0,569.0,550.0,8604,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37409850.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36902266.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19288218.0,2.0,,,,,,,,,,,,,,,,,,,
+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 20:08:03.000,2023-10-16 20:26:42.000,2023-10-16 20:26:42,1711.0,36.0,3262.0,139.0,869.0,110.0,1164.0,6055,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1423.0,,kubernetes,conda-forge/kubernetes,,17442801.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1423.0,17431671.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,456358.0,2.0,,,,,,,,,,,,,,,,,,,
+62,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 21:42:52.000,2023-10-18 00:59:46.000,2023-10-18 00:59:45,2722.0,12.0,1186.0,199.0,1214.0,170.0,1793.0,3243,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,38,True,4174.0,3910.0,netmiko,,,180114.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,180114.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+63,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 07:19:00,2851.0,36.0,454.0,64.0,206.0,64.0,503.0,2504,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,80605.0,78969.0,pycryptodomex,conda-forge/pycryptodomex,151.0,36828680.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1636.0,36790302.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1496721.0,2.0,,,,,,,,,,,,,,,,,,,
+64,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 19:42:31,1627.0,13.0,463.0,95.0,305.0,183.0,324.0,2442,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,334414.0,318239.0,pexpect,conda-forge/pexpect,4364.0,38628631.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16175.0,38448636.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16196344.0,1.0,,,,,,,,,,,,,,,,,,,
+65,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 03:02:53.000,2023-10-17 23:35:56.000,2023-10-17 23:18:20,1744.0,36.0,197.0,19.0,127.0,101.0,901.0,2156,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,195737.0,184209.0,alembic,conda-forge/alembic,,32454648.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11528.0,32352099.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3794335.0,2.0,,,,,,,,,,,,,,,,,,,
+66,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 08:31:52,866.0,12.0,250.0,48.0,289.0,7.0,270.0,1787,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,109307.0,106999.0,msgpack,conda-forge/msgpack-python,1166.0,53152566.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,52760175.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14125500.0,2.0,,,,,,,,,,,,,,,,,,,
+67,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 19:18:27,963.0,34.0,230.0,53.0,154.0,20.0,203.0,1532,2023-10-02 19:23:07.000,3.0.0,48.0,67.0,38,True,306308.0,295884.0,greenlet,conda-forge/greenlet,,75552844.0,https://pypi.org/project/greenlet,2023-10-02 19:23:07.000,10424.0,75348341.0,https://anaconda.org/conda-forge/greenlet,2023-10-06 13:15:59.754,8180139.0,1.0,,,,,,,,,,,,,,,,,,,
+68,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 21:07:18.000,2023-10-16 17:48:36.000,2023-10-09 19:36:26,898.0,48.0,108.0,27.0,281.0,58.0,267.0,1407,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,184595.0,184087.0,anyio,conda-forge/anyio,,46624783.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,46363846.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10698452.0,1.0,,,,,,,,,,,,,,,,,,,
+69,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-18 23:17:46.000,2022-07-26 21:04:04,529.0,,264.0,29.0,106.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,2006955.0,1871334.0,six,conda-forge/six,,198621214.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135621.0,198076161.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,48509777.0,1.0,,,,,,,,,,,,,,,,,,,
+70,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 16:45:08.000,2023-10-19 08:26:12.000,2023-10-11 19:18:56,2216.0,44.0,275.0,20.0,795.0,200.0,389.0,664,2023-09-22 18:31:44.000,2023.9.2,72.0,199.0,38,True,68424.0,67689.0,fsspec,conda-forge/fsspec,,133642562.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,133286044.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14617239.0,1.0,,,,,,,,,,,,,,,,,,,
+71,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 15:06:38.000,2023-10-17 13:11:38.000,2023-10-05 11:06:13,4086.0,8.0,2379.0,479.0,2279.0,121.0,879.0,16858,2023-10-05 11:21:35.000,3.4.0,80.0,605.0,37,True,2638.0,2223.0,luigi,luigi,,555202.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,555050.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14026.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,,
+72,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 23:05:56,1604.0,25.0,1950.0,465.0,551.0,461.0,1307.0,14265,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,136.0,19.0,fabric,conda-forge/fabric,,4492635.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4490436.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,72573.0,3.0,,,,,,,,,,,,,,,,,,,
+73,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 16:21:09.000,2023-10-18 00:46:36.000,2023-08-29 10:07:13,6966.0,157.0,1225.0,344.0,241.0,39.0,445.0,13343,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,944.0,939.0,tink,,1097.0,186894.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,186423.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,456.0,,,,,,,,,,,,,,
+74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-19 13:27:51.000,2023-10-19 13:27:50,2651.0,118.0,620.0,113.0,2846.0,794.0,3116.0,9043,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1205.0,1172.0,modin,conda-forge/modin-core,196725.0,1319502.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1306239.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,273810.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,
+75,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-19 13:39:13.000,2023-10-18 14:24:44,2441.0,118.0,837.0,107.0,1413.0,358.0,1204.0,8908,2023-10-18 14:58:27.000,0.18.14,46.0,211.0,37,True,1992.0,1923.0,kedro,,,413172.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,413172.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+76,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 02:38:00.000,2023-10-19 09:08:47.000,2023-10-12 15:46:37,6437.0,154.0,1330.0,135.0,3975.0,491.0,4082.0,7663,2023-10-11 19:07:56.000,1.4.9,185.0,299.0,37,True,3462.0,3432.0,dbt,conda-forge/dbt,2679.0,126164.0,https://pypi.org/project/dbt,2023-10-18 20:14:12.000,30.0,123015.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,249085.0,2.0,,,,,,,,,,,,,,,,dbt,,,
+77,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,,374.0,35.0,227.0,40.0,227.0,6508,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,586786.0,577764.0,python-dotenv,conda-forge/python-dotenv,,32620665.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9022.0,32549536.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2774048.0,2.0,,,,,,,,,,,,,,,,,,,
+78,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 18:33:40,1448.0,7.0,682.0,134.0,388.0,173.0,455.0,6001,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,37,True,119629.0,111508.0,watchdog,conda-forge/watchdog,,12234097.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8121.0,12170796.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2532045.0,2.0,,,,,,,,,,,,,,,,,,,
+79,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 06:58:22,4085.0,3.0,1225.0,139.0,1105.0,377.0,1322.0,4068,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25312.0,21719.0,mongoengine,conda-forge/mongoengine,,953484.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,947205.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,226059.0,2.0,,,,,,,,,,,,,,,,,,,
+80,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 06:34:29,1033.0,10.0,818.0,422.0,383.0,159.0,1151.0,3712,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10567.0,9584.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3854092.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3853976.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8166.0,2.0,,,,,,,,,,,,,,,,,,,
+81,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 01:39:02.000,2023-10-18 14:43:59.000,2023-10-18 14:43:54,2261.0,44.0,634.0,61.0,1416.0,26.0,972.0,3608,2023-09-11 18:35:05.000,3.4.0,141.0,138.0,37,True,1309.0,1252.0,awswrangler,conda-forge/awswrangler,210769.0,30899455.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,30884739.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,423333.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,,
+82,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 01:07:06.000,2023-10-19 12:40:02.000,2023-10-19 12:39:54,1356.0,25.0,615.0,118.0,123.0,10.0,888.0,3344,2023-10-19 08:03:12.000,3.1.9,166.0,50.0,37,True,71419.0,67460.0,xlsxwriter,conda-forge/xlsxwriter,,13886272.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3959.0,13813729.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,2974276.0,3.0,,,,,,,,,,,,,,,,,,,
+83,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 20:43:46.000,2023-10-19 13:38:25.000,2023-10-19 13:38:24,6613.0,890.0,449.0,80.0,4957.0,106.0,2238.0,3195,2023-10-02 17:04:07.000,7.0.0,59.0,205.0,37,True,663.0,612.0,ibis-framework,conda-forge/ibis-framework,100.0,105617.0,https://pypi.org/project/ibis-framework,2023-10-15 00:04:13.000,51.0,97871.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,309693.0,2.0,,,,,,,,,,,,,,,,,,,
+84,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 12:13:32,1139.0,46.0,238.0,51.0,265.0,13.0,330.0,3045,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15302.0,14168.0,cerberus,conda-forge/cerberus,,4994533.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1134.0,4978566.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,351290.0,2.0,,,,,,,,,,,,,,,,,,,
+85,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 19:44:46.000,2023-10-19 12:10:52.000,2023-10-11 15:49:00,4731.0,172.0,259.0,60.0,361.0,159.0,544.0,1231,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,37,True,51901.0,49329.0,tables,conda-forge/pytables,177.0,873764.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2572.0,705368.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6567370.0,2.0,,,,,,,,,,,,,,,,,,,
+86,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,,278.0,38.0,240.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,313774.0,296489.0,future,conda-forge/future,,33123551.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17285.0,32980177.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12473619.0,2.0,,,,,,,,,,,,,,,,,,,
+87,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 00:09:04.000,2023-10-18 23:15:51.000,2023-10-18 16:56:17,1698.0,23.0,258.0,53.0,1084.0,84.0,530.0,653,2023-10-03 15:16:10.000,3.12.0,149.0,133.0,37,True,23995.0,22870.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32857889.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1125.0,32787749.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-05 13:36:31.492,2735465.0,2.0,,,,,,,,,,,,,,,,,,,
+88,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 15:39:58,288.0,1.0,1407.0,378.0,164.0,144.0,175.0,25378,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,27602.0,25768.0,fire,conda-forge/fire,,6771776.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1834.0,6761567.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,775931.0,2.0,,,,,,,,,,,,,,,,,,,
+89,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 18:28:58.000,2023-10-16 15:18:54.000,2023-10-16 12:58:12,6838.0,39.0,1752.0,230.0,3061.0,707.0,2737.0,12129,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10238.0,9923.0,pysimplegui,conda-forge/pysimplegui,,357682.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,355156.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,126346.0,2.0,,,,,,,,,,,,,,,,,,,
+90,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 14:16:00,392.0,3.0,965.0,212.0,182.0,156.0,293.0,11150,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30583.0,29146.0,schedule,conda-forge/schedule,,1752353.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1437.0,1751028.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,43737.0,3.0,,,,,,,,,,,,,,,,,,,
+91,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,,567.0,163.0,110.0,260.0,186.0,7846,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,115493.0,103069.0,docopt,conda-forge/docopt,,10748392.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12424.0,10726634.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1958222.0,2.0,,,,,,,,,,,,,,,,,,,
+92,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 01:24:28,1462.0,23.0,505.0,136.0,234.0,4.0,457.0,6723,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15943.0,13308.0,sh,conda-forge/sh,,5913553.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2635.0,5908402.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,185461.0,2.0,,,,,,,,,,,,,,,,,,,
+93,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 23:43:14.000,2023-10-12 22:54:53.000,2023-10-12 22:51:03,612.0,29.0,175.0,32.0,84.0,2.0,348.0,4975,2023-10-12 22:51:37.000,3.9.9,116.0,22.0,36,True,62154.0,61032.0,orjson,conda-forge/orjson,,14695058.0,https://pypi.org/project/orjson,2023-10-12 22:54:53.000,1122.0,14671646.0,https://anaconda.org/conda-forge/orjson,2023-10-10 21:53:51.778,959928.0,2.0,,,,,,,,,,,,,,,,,,,
+94,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 10:10:50,1177.0,6.0,586.0,136.0,318.0,32.0,220.0,4289,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,81143.0,79865.0,tablib,conda-forge/tablib,,1784262.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1783151.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92233.0,1.0,,,,,,,,,,,,,,,,,,,
+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,,190.0,34.0,51.0,25.0,158.0,3070,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,136185.0,133978.0,sortedcontainers,conda-forge/sortedcontainers,,27337103.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2207.0,27207449.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11279977.0,1.0,,,,,,,,,,,,,,,,,,,
+96,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-10-13 19:05:25.669,2023-10-13 16:49:02,504.0,50.0,571.0,125.0,221.0,57.0,963.0,2749,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,53175.0,51010.0,pyodbc,conda-forge/pyodbc,,23789430.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2165.0,23756997.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1167614.0,2.0,,,,,,,,,,,,,,,,,,,
+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 13:03:20.000,2023-10-19 00:52:57.000,2023-10-05 10:08:02,2654.0,25.0,474.0,123.0,551.0,297.0,1493.0,2713,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30307.0,29668.0,xlwings,conda-forge/xlwings,18878.0,150421.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,133574.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,675275.0,1.0,,,,,,,,,,,,,,,,,,,
+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 19:25:44,249.0,28.0,144.0,36.0,65.0,49.0,64.0,2391,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,114724.0,112693.0,aiofiles,conda-forge/aiofiles,,42061596.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2031.0,42049453.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,874325.0,2.0,,,,,,,,,,,,,,,,,,,
+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 02:16:10,997.0,8.0,172.0,23.0,150.0,169.0,326.0,2005,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,125682.0,121767.0,dill,conda-forge/dill,291001.0,37306762.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3915.0,37169066.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5410844.0,2.0,,,,,,,,,,,,,,,,,,,
+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 09:00:14.000,2023-10-18 11:29:30.000,2023-10-10 08:48:43,9923.0,228.0,931.0,85.0,1767.0,74.0,123.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,194174.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,194174.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+101,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 14:11:13.000,2023-10-18 19:45:24.000,2023-10-18 19:44:55,719.0,20.0,141.0,43.0,112.0,26.0,149.0,1920,2022-12-29 08:00:53.165,0.19.3,74.0,73.0,36,True,319127.0,316812.0,pyrsistent,conda-forge/pyrsistent,,36355608.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2315.0,35836090.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20261211.0,1.0,,,,,,,,,,,,,,5.0,,,,,
+102,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 03:21:47.000,2023-10-18 05:21:44.000,2023-10-18 05:21:23,1060.0,53.0,202.0,25.0,160.0,68.0,199.0,1762,2023-10-17 22:50:43.000,6.6.1,74.0,78.0,36,True,9164.0,8347.0,deepdiff,conda-forge/deepdiff,,10903247.0,https://pypi.org/project/deepdiff,2023-10-17 22:50:43.000,817.0,10894389.0,https://anaconda.org/conda-forge/deepdiff,2023-10-18 00:49:44.540,354320.0,1.0,,,,,,,,,,,,,,,,,,,
+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,,313.0,31.0,327.0,183.0,237.0,1148,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27419.0,25285.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4720218.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2134.0,4714076.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,522126.0,2.0,,,,,,,,,,,,,,,,,,,
+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 11:47:07.000,2023-10-19 13:44:04.000,2023-10-19 07:21:09,15250.0,287.0,6741.0,729.0,5627.0,1673.0,3629.0,17334,2023-10-06 00:09:41.000,1.21.0,15.0,601.0,35,True,14.0,,micropython-_markupbase,,67521.0,912.0,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 12:24:11.000,2023-10-19 05:53:25.000,2023-08-01 09:36:09,471.0,14.0,488.0,69.0,279.0,208.0,167.0,12248,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2352.0,19.0,typer,conda-forge/typer,,12568661.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12526878.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1754926.0,2.0,,,,,,,,,,,,,,,,,,,
+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 16:36:49,2431.0,7.0,1222.0,232.0,475.0,145.0,1002.0,7956,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11703.0,9747.0,supervisor,conda-forge/supervisor,,2593604.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2585851.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,279138.0,3.0,,,,,,,,,,,,,,,,,,,
+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 23:24:34,824.0,26.0,362.0,70.0,266.0,230.0,292.0,5750,2020-07-24 18:17:05.000,2.1.2,54.0,93.0,35,True,24030.0,22799.0,pendulum,conda-forge/pendulum,253.0,14848753.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1231.0,14826898.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,852278.0,2.0,,,,,,,,,,,,,,,,,,,
+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,,469.0,106.0,95.0,87.0,162.0,5253,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64543.0,58938.0,xmltodict,conda-forge/xmltodict,,28872623.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5605.0,28832878.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3418085.0,2.0,,,,,,,,,,,,,,,,,,,
+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,,251.0,83.0,350.0,118.0,142.0,4355,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,118434.0,114969.0,toolz,conda-forge/toolz,,20623156.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,20413349.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18463077.0,2.0,,,,,,,,,,,,,,,,,,,
+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 20:00:51.000,2023-10-17 17:45:44.000,2023-10-17 17:45:44,893.0,12.0,368.0,88.0,267.0,26.0,316.0,4147,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4442.0,,ujson,conda-forge/ujson,,8528562.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4442.0,8419988.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4342990.0,2.0,,,,,,,,,,,,,,,,,,,
+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 03:06:38.000,2023-10-17 10:35:44.311,2023-10-17 05:52:33,1606.0,25.0,418.0,87.0,111.0,8.0,165.0,3319,2023-10-17 06:06:12.000,8.13.23,232.0,29.0,35,True,1438.0,,phonenumbers,conda-forge/phonenumbers,,4845678.0,https://pypi.org/project/phonenumbers,2023-10-17 06:06:12.000,1438.0,4817014.0,https://anaconda.org/conda-forge/phonenumbers,2023-10-17 10:35:44.311,831269.0,1.0,,,,,,,,,,,,,,,,,,,
+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 19:48:01,371.0,1.0,232.0,45.0,142.0,110.0,138.0,3265,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,791828.0,770387.0,colorama,conda-forge/colorama,,120498815.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21441.0,120205771.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26374038.0,2.0,,,,,,,,,,,,,,,,,,,
+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 13:39:25,552.0,1.0,584.0,96.0,178.0,30.0,310.0,2997,,,21.0,83.0,35,True,693445.0,676229.0,pycparser,conda-forge/pycparser,,114215472.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17216.0,113805290.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35275682.0,2.0,,,,,,,,,,,,,,,,,,,
+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 19:56:36,652.0,2.0,331.0,66.0,123.0,20.0,176.0,1595,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,134518.0,113574.0,simplejson,conda-forge/simplejson,6368.0,18311723.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20944.0,18240006.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2937603.0,2.0,,,,,,,,,,,,,,,,,,,
+115,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 16:33:00.000,2023-10-17 08:43:56.000,2023-10-17 08:43:56,436.0,13.0,160.0,29.0,281.0,81.0,166.0,1452,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2912.0,,cloudpickle,conda-forge/cloudpickle,27.0,29661874.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2912.0,29280105.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,14889003.0,2.0,,,,,,,,,,,,,,-1.0,,,,,
+116,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 03:59:23.000,2023-10-18 22:21:59.292,2023-08-20 21:14:53,1376.0,18.0,160.0,34.0,164.0,70.0,234.0,1160,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2416.0,,jsonpickle,conda-forge/jsonpickle,,9503091.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2416.0,9451711.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1541426.0,2.0,,,,,,,,,,,,,,,,,,,
+117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-19 00:16:37.000,2023-10-08 20:47:28,2036.0,11.0,141.0,19.0,161.0,60.0,435.0,1114,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4169.0,,keyring,conda-forge/keyring,,38500212.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4169.0,38402477.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3811699.0,3.0,,,,,,,,,,,,,,,,,,,
+118,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 15:17:18.000,2023-10-19 02:36:45.000,2023-10-19 01:57:34,2132.0,132.0,428.0,18.0,1036.0,99.0,372.0,1047,2023-10-16 16:52:25.000,0.35,63.0,219.0,35,True,13640.0,13191.0,holidays,conda-forge/holidays,189.0,6204950.0,https://pypi.org/project/holidays,2023-10-16 17:02:35.000,449.0,6110274.0,https://anaconda.org/conda-forge/holidays,2023-10-16 19:36:45.206,3692363.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,,
+119,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 01:50:58,656.0,7.0,78.0,15.0,35.0,35.0,46.0,285,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1771594.0,1688343.0,pytz,conda-forge/pytz,,180956517.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83251.0,179633868.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46292735.0,2.0,,,,,,,,,,,,,,,,,,,
+120,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 23:19:42.000,2023-10-18 16:10:09.000,2023-09-26 19:58:05,564.0,13.0,125.0,18.0,219.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,249904.0,245549.0,s3transfer,conda-forge/s3transfer,,268255362.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4355.0,267782601.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17019408.0,2.0,,,,,,,,,,,,,,,,,,,
+121,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 20:15:50.000,2023-08-01 09:19:41,246.0,10.0,459.0,149.0,255.0,236.0,147.0,10908,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,34,True,7862.0,7743.0,sqlmodel,conda-forge/sqlmodel,,536477.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,535683.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,20667.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,,
+122,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 06:17:59.000,2023-10-19 14:10:30.000,2023-10-17 16:34:47,8376.0,459.0,528.0,83.0,2184.0,51.0,387.0,6989,2023-10-17 16:31:08.000,3.8.2,154.0,119.0,34,True,2474.0,2420.0,hub,,,3509.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3509.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,,
+123,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 03:00:30.000,2023-10-18 07:05:42.131,2023-10-18 04:37:57,1902.0,49.0,597.0,129.0,331.0,35.0,851.0,5597,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1818.0,1448.0,csvkit,conda-forge/csvkit,,180228.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,176786.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,99846.0,2.0,,,,,,,,,,,,,,,,,,,
+124,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 07:40:41.000,2023-10-19 13:43:06.000,2023-10-19 07:42:44,849.0,2.0,864.0,334.0,540.0,271.0,844.0,3434,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,34,True,7860.0,7414.0,confluent-kafka,conda-forge/python-confluent-kafka,,9675762.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,446.0,9653945.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,785418.0,2.0,,,,,,,,,,,,,,,,,,,
+125,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 09:31:59,4024.0,37.0,233.0,87.0,78.0,313.0,332.0,3329,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4053.0,3690.0,pony,conda-forge/pony,74.0,132439.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,129669.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96971.0,2.0,,,,,,,,,,,,,,,,,,,
+126,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 19:56:33,719.0,16.0,296.0,34.0,497.0,105.0,364.0,3256,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7556.0,7285.0,dynaconf,conda-forge/dynaconf,,2316723.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,271.0,2315058.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,59955.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,,
+127,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 13:59:07,1264.0,3.0,185.0,50.0,311.0,127.0,221.0,2682,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5549.0,5079.0,plumbum,conda-forge/plumbum,,2622149.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,470.0,2610105.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,987639.0,3.0,,,,,,,,,,,,,,,,,,,
+128,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 15:26:24.000,2023-10-18 13:07:14.000,2023-10-04 06:51:42,1422.0,66.0,192.0,47.0,1188.0,62.0,559.0,2513,2023-10-02 13:06:43.000,0.39.0,725.0,68.0,34,True,3065.0,3041.0,docarray,conda-forge/docarray,,116709.0,https://pypi.org/project/docarray,2023-10-02 13:06:05.000,24.0,111000.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,119894.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,,
+129,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 21:18:20,331.0,7.0,299.0,46.0,111.0,14.0,186.0,2416,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51401.0,48107.0,python-magic,conda-forge/python-magic,,6052953.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3294.0,6046472.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,233345.0,2.0,,,,,,,,,,,,,,,,,,,
+130,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 17:30:12.000,2023-10-17 16:49:49.000,2023-10-17 16:49:49,1498.0,2.0,443.0,133.0,557.0,301.0,373.0,2357,2023-03-23 14:03:04.308,1.1.8,29.0,130.0,34,True,25620.0,24356.0,dateparser,conda-forge/dateparser,,4049658.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1264.0,4047447.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,179105.0,3.0,,,,,,,,,,,,,,,,,,,
+131,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 18:15:46,1072.0,2.0,439.0,55.0,288.0,11.0,317.0,2323,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,147244.0,140018.0,mysqlclient,conda-forge/mysqlclient,5271.0,4311570.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7226.0,4303742.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,302909.0,2.0,,,,,,,,,,,,,,,,,,,
+132,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 16:58:54,1745.0,12.0,204.0,89.0,225.0,,,2225,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,73259.0,72081.0,motor,conda-forge/motor,,1158325.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1178.0,1156612.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61669.0,2.0,,,,,,,,,,,,,,,,,,,
+133,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 22:33:48.000,2023-10-18 14:06:54.606,2023-09-26 12:30:29,817.0,39.0,200.0,63.0,97.0,63.0,292.0,2035,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3174.0,,numexpr,conda-forge/numexpr,490.0,6356651.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3174.0,6174905.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7269632.0,2.0,,,,,,,,,,,,,,,,,,,
+134,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 07:02:37,717.0,10.0,218.0,43.0,69.0,45.0,137.0,1899,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,34,True,11859.0,,wrapt,conda-forge/wrapt,,80041771.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11859.0,79678296.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13085107.0,2.0,,,,,,,,,,,,,,,,,,,
+135,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,11.0,264.0,25.0,116.0,10.0,147.0,1730,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62830.0,61342.0,emoji,conda-forge/emoji,,2798087.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1488.0,2796464.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,61685.0,1.0,,,,,,,,,,,,,,,,,,,
+136,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 15:37:34.000,2023-10-16 06:31:25.000,2023-10-16 06:31:25,740.0,5.0,115.0,35.0,210.0,53.0,192.0,1273,2023-09-16 20:40:25.000,3.1.2,118.0,68.0,34,True,48940.0,46752.0,argcomplete,conda-forge/argcomplete,311.0,20170047.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2188.0,20134723.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1377546.0,2.0,,,,,,,,,,,,,,,,,,,
+137,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 14:49:40.000,2023-10-16 18:59:15.000,2023-10-03 17:24:40,1823.0,13.0,225.0,45.0,842.0,278.0,372.0,1232,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,34,True,3214.0,2790.0,zarr,conda-forge/zarr,,509704.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,424.0,440166.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2711999.0,2.0,,,,,,,,,,,,,,,,,,,
+138,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,,203.0,41.0,114.0,146.0,270.0,1106,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,31048.0,30353.0,py4j,conda-forge/py4j,,31982453.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,695.0,31930686.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4451984.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,,
+139,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 16:34:33,392.0,6.0,101.0,24.0,56.0,13.0,93.0,781,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,508958.0,484586.0,decorator,conda-forge/decorator,,55005269.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24372.0,54726351.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24265912.0,2.0,,,,,,,,,,,,,,,,,,,
+140,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-18 20:32:15.000,2023-10-18 13:28:35,1011.0,17.0,247.0,20.0,383.0,119.0,301.0,743,2023-09-22 18:38:08.000,2023.9.2,62.0,128.0,34,True,15723.0,15034.0,s3fs,conda-forge/s3fs,,121869239.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,689.0,121703630.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6293168.0,2.0,,,,,,,,,,,,,,,,,,,
+141,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 05:57:34,1119.0,11.0,287.0,32.0,797.0,7.0,512.0,689,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5939.0,5488.0,minio,conda-forge/minio,,1636065.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,451.0,1632183.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,147528.0,2.0,,,,,,,,,,,,,,,,,,,
+142,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 18:08:09,274.0,18.0,89.0,14.0,175.0,10.0,90.0,586,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,335534.0,332768.0,filelock,conda-forge/filelock,,100519423.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2766.0,100142147.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15468351.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,,
+143,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 09:57:11.000,2023-10-18 19:43:16.000,2023-10-05 11:06:03,329.0,41.0,51.0,15.0,53.0,12.0,26.0,340,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,469513.0,456001.0,wcwidth,conda-forge/wcwidth,,48001184.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13512.0,47467903.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,21331268.0,2.0,,,,,,,,,,,,,,,,,,,
+144,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 11:55:59,808.0,18.0,131.0,23.0,92.0,53.0,137.0,300,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111245.0,104177.0,asn1crypto,conda-forge/asn1crypto,,55252913.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7068.0,55143922.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8283355.0,3.0,,,,,,,,,,,,,,,,,,,
+145,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 12:34:21.000,2023-10-18 13:07:26.000,2023-10-18 13:07:26,312.0,12.0,57.0,7.0,75.0,6.0,81.0,174,2023-06-21 14:09:09.912,4.3.1,46.0,30.0,34,True,133199.0,129403.0,tzlocal,conda-forge/tzlocal,,74777764.0,https://pypi.org/project/tzlocal,2023-10-04 18:13:10.000,3796.0,74684266.0,https://anaconda.org/conda-forge/tzlocal,2023-10-05 03:13:04.646,2430964.0,3.0,,,,,,,,,,,,,,,,,,,
+146,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 15:23:24.000,2023-10-13 11:44:59.000,2023-05-22 23:51:10,520.0,,2013.0,376.0,457.0,343.0,181.0,31694,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1237.0,1202.0,diagrams,conda-forge/diagrams,,104136.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,99935.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,172249.0,2.0,,,,,,,,,,,,,,,,,,,
+147,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 18:16:28,2774.0,10.0,606.0,148.0,484.0,240.0,993.0,11254,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2323.0,2276.0,dearpygui,,,37737.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,37737.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+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 23:31:13.000,2023-10-17 20:45:32.000,2023-07-24 18:53:19,697.0,3.0,512.0,106.0,157.0,12.0,291.0,6170,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12624.0,11726.0,tinydb,conda-forge/tinydb,,495160.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,898.0,491176.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,350639.0,2.0,,,,,,,,,,,,,,,,,,,
+149,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 07:09:39,474.0,4.0,247.0,48.0,193.0,91.0,145.0,5328,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1521.0,,tenacity,conda-forge/tenacity,,35081104.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1521.0,34927426.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5532436.0,2.0,,,,,,,,,,,,,,,,,,,
+150,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 16:52:10.000,2023-10-15 03:27:38.000,2023-10-13 01:32:04,1189.0,9.0,333.0,41.0,483.0,486.0,499.0,3870,2023-08-11 03:44:09.000,0.20.0,151.0,123.0,33,True,6532.0,6439.0,tortoise-orm,conda-forge/tortoise-orm,13.0,96237.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95680.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15614.0,3.0,,,,,,,,,,,,,,-1.0,,,,,
+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 22:47:25.000,2023-10-19 10:14:36.000,2023-10-11 17:13:20,535.0,4.0,747.0,69.0,407.0,92.0,410.0,3576,2023-07-10 21:21:10.669,0.17.1,47.0,135.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25596827.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25251915.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,14141429.0,3.0,,,,,,,,,,,,,,,,,,,
+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 20:15:39,329.0,6.0,253.0,51.0,200.0,125.0,195.0,3557,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20563.0,20443.0,databases,conda-forge/databases,,411322.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,407929.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,190035.0,3.0,,,,,,,,,,,,,,,,,,,
+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 02:59:25,1023.0,11.0,365.0,50.0,377.0,82.0,310.0,2956,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16599047.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16543908.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2150422.0,2.0,,,,,,,,,,,,,,,,,,,
+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 14:08:50.000,2023-10-18 04:22:47.000,2023-10-16 15:26:04,1031.0,11.0,256.0,35.0,364.0,149.0,253.0,2173,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,14839.0,14745.0,pypika,conda-forge/pypika,,2508925.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,94.0,2508744.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4362.0,3.0,,,,,,,,,,,,,,,,,,,
+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 19:17:09,382.0,2.0,250.0,49.0,149.0,56.0,85.0,1977,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39357.0,5.0,chardet,conda-forge/chardet,,55124493.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39349.0,54532458.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21895016.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,278.0,,,,,,,,,,,,,,
+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,,170.0,35.0,161.0,46.0,86.0,1937,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7010.0,,jmespath,conda-forge/jmespath,,127816709.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7010.0,127622682.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16880404.0,3.0,,,,,,,,,,,,,,,,,,,
+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 10:10:25,281.0,12.0,145.0,27.0,57.0,8.0,225.0,1792,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3454.0,,cachetools,conda-forge/cachetools,,102044685.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3454.0,101800129.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,10026803.0,1.0,,,,,,,,,,,,,,,,,,,
+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 19:02:31.000,2023-10-16 19:52:24.000,2023-10-13 22:15:03,6029.0,5.0,553.0,79.0,1102.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6287.0,5585.0,cassandra-driver,conda-forge/cassandra-driver,,1387101.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1382223.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,185400.0,3.0,,,,,,,,,,,,,,,,,,,
+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 15:22:53,1280.0,6.0,190.0,49.0,202.0,85.0,371.0,1161,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3562.0,3477.0,petl,conda-forge/petl,,1305253.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1299951.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,212106.0,2.0,,,,,,,,,,,,,,,,,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 09:36:57,510.0,16.0,82.0,24.0,270.0,34.0,70.0,1133,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,18486.0,18233.0,cleo,conda-forge/cleo,,15005479.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,253.0,14996030.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,585841.0,3.0,,,,,,,,,,,,,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 15:32:26.000,2023-10-17 12:05:09.000,2023-10-17 12:05:09,697.0,37.0,125.0,21.0,274.0,41.0,127.0,1021,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10492.0,,pluggy,conda-forge/pluggy,,99583553.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10492.0,98946850.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22921323.0,2.0,,,,,,,,,,,,,,,,,,,
+162,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 09:42:38.000,2023-10-18 20:01:49.000,2023-10-18 20:00:33,473.0,37.0,123.0,23.0,61.0,29.0,150.0,845,2023-10-11 21:59:56.000,2.10.0,30.0,26.0,33,True,17806.0,17475.0,anytree,conda-forge/anytree,,871005.0,https://pypi.org/project/anytree,2023-10-11 21:59:47.000,331.0,870179.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,34733.0,2.0,,,,,,,,,,,,,,-1.0,,,,,
+163,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 08:16:32.000,2023-10-17 21:06:42.000,2023-10-05 01:07:51,341.0,24.0,141.0,15.0,158.0,16.0,135.0,840,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,88817.0,87043.0,validators,conda-forge/validators,9.0,6100478.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1774.0,6087213.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,517329.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,,
+164,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 08:08:29,1485.0,22.0,195.0,98.0,726.0,4.0,229.0,832,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7438.0,7212.0,neo4j-driver,conda-forge/neo4j-python-driver,,140431.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,135580.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,194046.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,98.0,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,427704.0,412645.0,pyasn1,conda-forge/pyasn1,,144587129.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15059.0,131309338.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13277791.0,3.0,,,,,,,,,,,,,,,,,,,
+166,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 06:17:12.000,2023-10-13 22:10:12.000,2023-05-06 17:25:38,1519.0,,346.0,145.0,194.0,67.0,102.0,6276,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5826.0,5396.0,boltons,conda-forge/boltons,25.0,2804406.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,430.0,2764839.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3521500.0,2.0,,,,,,,,,,,,,,,,,,,
+167,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 06:18:21,1023.0,25.0,512.0,92.0,184.0,15.0,426.0,5069,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3450.0,3182.0,transitions,conda-forge/transitions,,475742.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,465175.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,549494.0,1.0,,,,,,,,,,,,,,,,,,,
+168,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,,296.0,103.0,139.0,34.0,261.0,4647,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3903.0,3323.0,dataset,conda-forge/dataset,,140036.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,139804.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7222.0,3.0,,,,,,,,,,,,,,,,,,,
+169,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 21:43:49,1112.0,20.0,242.0,64.0,88.0,24.0,270.0,3407,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1045.0,927.0,asciimatics,conda-forge/asciimatics,,102707.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,100552.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,142262.0,3.0,,,,,,,,,,,,,,,,,,,
+170,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 03:12:16,1555.0,7.0,349.0,283.0,1629.0,112.0,486.0,3299,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,332.0,318.0,koalas,conda-forge/koalas,1019.0,1480551.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1474560.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,316573.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,
+171,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,,243.0,48.0,197.0,171.0,356.0,3251,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2588.0,2486.0,dependency-injector,conda-forge/dependency_injector,,1043886.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1042570.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,32910.0,2.0,,,,,,,,,,,,,,,,,,,
+172,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,,388.0,196.0,944.0,264.0,501.0,3167,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9964.0,9146.0,blaze,conda-forge/blaze,,11493.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8762.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202134.0,2.0,,,,,,,,,,,,,,,,,,,
+173,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 09:25:46.000,2023-10-19 13:56:26.000,2023-10-18 18:08:54,5967.0,163.0,330.0,39.0,1736.0,30.0,200.0,3101,2023-10-19 04:09:43.000,0.45.3,108.0,78.0,32,True,202.0,200.0,zenml,,1.0,10366.0,https://pypi.org/project/zenml,2023-10-18 20:32:24.000,2.0,10366.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+174,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 08:05:17,404.0,4.0,197.0,58.0,150.0,95.0,73.0,2783,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8288.0,7377.0,schema,conda-forge/schema,,6409200.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,911.0,6406766.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,124166.0,2.0,,,,,,,,,,,,,,,,,,,
+175,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 02:18:34.000,2023-10-18 19:30:18.000,2023-10-18 14:59:25,599.0,25.0,219.0,17.0,580.0,264.0,414.0,2629,2023-09-30 04:00:26.000,0.17.2,77.0,101.0,32,True,1169.0,1086.0,pandera,conda-forge/pandera-core,,1211912.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1211106.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,29019.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,,
+176,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 04:16:08.000,2023-10-18 20:14:42.000,2023-04-17 23:37:12,196.0,,183.0,28.0,74.0,8.0,84.0,2548,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,115108.0,111745.0,python-decouple,conda-forge/python-decouple,12.0,1690253.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3363.0,1689278.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,71193.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,
+177,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 23:00:49,232.0,14.0,276.0,49.0,73.0,50.0,113.0,2154,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1001.0,937.0,datasketch,,19.0,1308675.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1308675.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+178,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,,444.0,96.0,160.0,3.0,,2095,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,198616.0,190108.0,xlrd,conda-forge/xlrd,,20797191.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8508.0,20752279.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3548094.0,2.0,,,,,,,,,,,,,,,,,,,
+179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156.0,26.0,184.0,,80.0,1666,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2032.0,,humanize,conda-forge/humanize,,4877076.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2032.0,4865184.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,475708.0,2.0,,,,,,,,,,,,,,,,,,,
+180,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 12:24:05,1051.0,4.0,88.0,17.0,570.0,92.0,438.0,1625,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19322.0,18951.0,omegaconf,conda-forge/omegaconf,,4600726.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4574627.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1174474.0,2.0,,,,,,,,,,,,,,,,,,,
+181,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 02:34:11,683.0,2.0,223.0,60.0,399.0,132.0,606.0,1459,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5979.0,,typing,conda-forge/typing,,8511095.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5979.0,8479212.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2901365.0,2.0,,,,,,,,,,,,,,,,,,,
+182,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 01:02:19,1097.0,5.0,214.0,47.0,179.0,56.0,336.0,1451,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2191.0,2098.0,pygsheets,,,1305995.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1305995.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+183,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 02:03:55.000,2023-10-18 03:22:27.000,2023-10-18 03:13:16,533.0,33.0,144.0,28.0,533.0,5.0,116.0,1055,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8078.0,,bcrypt,conda-forge/bcrypt,,43427157.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8078.0,43318283.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4137234.0,3.0,,,,,,,,,,,,,,,,,,,
+184,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,,97.0,32.0,205.0,46.0,192.0,948,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45010.0,43350.0,Bottleneck,conda-forge/bottleneck,,671518.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1660.0,567378.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3749042.0,2.0,,,,,,,,,,,,,,,,,,,
+185,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 12:53:34.000,2023-10-18 00:24:54.000,2023-08-16 09:51:45,583.0,2.0,106.0,12.0,114.0,22.0,101.0,450,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,352631.0,345515.0,rsa,conda-forge/rsa,,129672462.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7116.0,129524763.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12849830.0,3.0,,,,,,,,,,,,,,,,,,,
+186,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 13:07:19.000,2023-10-18 20:30:57.000,2023-10-10 14:16:05,365.0,8.0,119.0,59.0,363.0,55.0,281.0,390,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,32,True,8452.0,8121.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6638978.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,331.0,6587402.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1856574.0,3.0,,,,,,,,,,,,,,-1.0,,,,,
+187,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 00:21:09,1869.0,4.0,598.0,127.0,1286.0,215.0,1078.0,7589,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,16260.0,16252.0,hydra,conda-forge/hydra-core,,28944.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,10263.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,822007.0,3.0,,,,,,,,,,,,,,,,,,,
+188,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,,565.0,131.0,189.0,177.0,340.0,5858,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6312.0,6226.0,eel,,,62234.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,62234.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,,
+189,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 16:39:43.000,2023-10-13 12:38:44.000,2023-10-13 12:38:32,982.0,5.0,380.0,83.0,172.0,,600.0,4652,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1454.0,1279.0,huey,conda-forge/huey,,94422.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,93928.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32647.0,2.0,,,,,,,,,,,,,,,,,,,
+190,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,,287.0,21.0,112.0,14.0,125.0,3360,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,21894.0,21493.0,gdown,conda-forge/gdown,,1343018.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,401.0,1338353.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,228605.0,2.0,,,,,,,,,,,,,,,,,,,
+191,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 13:08:38.000,2023-10-19 04:39:19.000,2023-10-17 21:13:56,1706.0,39.0,98.0,42.0,1301.0,66.0,352.0,2936,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,495.0,436.0,returns,conda-forge/returns,,140264.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,140011.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7338.0,3.0,,,,,,,,,,,,,,,,,,,
+192,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,,608.0,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1469.0,1355.0,mrjob,conda-forge/mrjob,,97202.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,91107.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518143.0,2.0,,,,,,,,,,,,,,,,,,,
+193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-18 23:41:16.000,2023-10-17 18:44:44,778.0,63.0,104.0,32.0,1015.0,21.0,381.0,2369,2023-10-17 18:29:21.000,1.3.10,296.0,23.0,31,True,197.0,192.0,whylogs,,43.0,111771.0,https://pypi.org/project/whylogs,2023-10-17 20:27:28.000,5.0,111769.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+194,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 03:45:06,826.0,5.0,424.0,40.0,621.0,259.0,364.0,2286,2023-04-26 00:04:01.470,5.5.0,89.0,105.0,31,True,1707.0,1546.0,pynamodb,conda-forge/pynamodb,,1482326.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1474800.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376314.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,176.0,44.0,218.0,104.0,272.0,1897,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,609.0,,fs,conda-forge/fs,,1875557.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,609.0,1866286.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,676814.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,208.0,39.0,241.0,42.0,201.0,1785,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15586.0,14219.0,voluptuous,conda-forge/voluptuous,,2527211.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1367.0,2523458.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,326515.0,2.0,,,,,,,,,,,,,,,,,,,
+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 15:56:50.000,2023-10-18 20:46:38.000,2023-10-16 14:36:08,1398.0,60.0,247.0,42.0,616.0,142.0,834.0,1667,2023-10-13 17:30:13.000,1.5.0,111.0,44.0,31,False,298.0,280.0,sdv,conda-forge/sdv,,47175.0,https://pypi.org/project/sdv,2023-10-13 17:28:52.000,18.0,46537.0,https://anaconda.org/conda-forge/sdv,2023-10-13 20:33:53.396,14043.0,2.0,,,,,,,,,,,,,,,,,,,
+198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511.0,101.0,402.0,167.0,379.0,1665,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8875.0,7618.0,influxdb,conda-forge/influxdb,,2559733.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2556641.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,129891.0,3.0,,,,,,,,,,,,,,,,,,,
+199,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 19:22:44.000,2023-10-18 12:39:20.000,2023-10-18 12:39:18,1313.0,78.0,137.0,20.0,835.0,57.0,350.0,1300,2023-09-05 09:35:35.000,8.3.0,57.0,63.0,31,True,669.0,636.0,copier,,,194814.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,194814.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+200,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 17:55:17.000,2023-10-19 09:02:07.000,2023-10-16 00:08:39,536.0,15.0,74.0,19.0,205.0,34.0,94.0,1251,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10454.0,10084.0,questionary,conda-forge/questionary,,1312029.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1310301.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,58775.0,3.0,,,,,,,,,,,,,,,,,,,
+201,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,,183.0,28.0,94.0,61.0,141.0,1133,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6402.0,6084.0,sshtunnel,conda-forge/sshtunnel,,5748633.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,318.0,5747161.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,125124.0,3.0,,,,,,,,,,,,,,,,,,,
+202,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,,97.0,68.0,94.0,50.0,59.0,1001,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,272840.0,257723.0,appdirs,conda-forge/appdirs,,17609490.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15117.0,17502749.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9713434.0,3.0,,,,,,,,,,,,,,,,,,,
+203,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 14:12:37,1994.0,25.0,134.0,43.0,419.0,107.0,251.0,935,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,31,True,1720.0,1601.0,intake,conda-forge/intake,,79366.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,70836.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,503273.0,2.0,,,,,,,,,,,,,,,,,,,
+204,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 20:49:22,962.0,21.0,100.0,23.0,93.0,26.0,83.0,867,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1011.0,,inflect,conda-forge/inflect,,4816755.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1011.0,4808031.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,348970.0,2.0,,,,,,,,,,,,,,,,,,,
+205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,1.0,362.0,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8017.0,7693.0,cx-Oracle,conda-forge/cx_oracle,,2716851.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2704367.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,486914.0,3.0,,,,,,,,,,,,,,,,,,,
+206,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 06:02:37,307.0,11.0,32.0,11.0,76.0,3.0,26.0,389,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35238.0,34941.0,srsly,conda-forge/srsly,,5559690.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5526045.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1345819.0,3.0,,,,,,,,,,,,,,,,,,,
+207,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 14:52:32.000,2023-10-18 23:47:05.000,2023-09-28 23:25:31,1160.0,7.0,84.0,17.0,755.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3280.0,,multidict,conda-forge/multidict,4469.0,70315880.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3280.0,70014151.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,10860423.0,2.0,,,,,,,,,,,,,,,,,,,
+208,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 11:51:08.000,2023-10-12 17:40:06.000,2023-10-10 14:30:43,856.0,55.0,61.0,19.0,454.0,141.0,280.0,354,2023-03-14 09:22:38.000,1.13.0,83.0,34.0,31,True,8534.0,8385.0,param,conda-forge/param,,536847.0,https://pypi.org/project/param,2023-10-10 14:32:54.000,149.0,519130.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1381998.0,2.0,,,,,,,,,,,,,,,,,,,
+209,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 00:09:10.000,2023-10-18 21:08:57.000,2023-10-09 15:05:02,771.0,12.0,46.0,43.0,668.0,46.0,172.0,58,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3144.0,3132.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3649425.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3646348.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,98483.0,3.0,,,,,,,,,,,,,,,,,,,
+210,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 18:00:30,844.0,29.0,36.0,12.0,53.0,,237.0,53,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,63729651.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,63326331.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16536131.0,2.0,,,,,,,,,,,,,,,,,,,
+211,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 15:06:54,675.0,14.0,38.0,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,166186216.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165285753.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33317140.0,3.0,,,,,,,,,,,,,,,,,,,
+212,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945.0,273.0,295.0,152.0,462.0,17884,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,900.0,820.0,gooey,conda-forge/gooey,518.0,5592.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4228.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71812.0,3.0,,,,,,,,,,,,,,,,,,,
+213,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-19 06:29:38.000,2023-07-21 10:40:58,3636.0,,592.0,145.0,967.0,500.0,773.0,8036,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,629.0,598.0,vaex,conda-forge/vaex,279.0,46697.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,44602.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,175884.0,3.0,,,,,,,,,,,,,,,,,,,
+214,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 21:44:10.000,2023-10-19 13:13:19.000,2023-10-18 02:54:40,7370.0,506.0,612.0,85.0,1259.0,138.0,640.0,3636,2023-04-12 02:29:00.815,0.3.1,63.0,251.0,30,True,38.0,2.0,toga,,1740.0,2041.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1724.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,172.0,,,,,,,,,,,,,,
+215,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,,404.0,80.0,69.0,365.0,193.0,3514,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13532.0,13037.0,keyboard,conda-forge/keyboard,,211083.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,495.0,210257.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23145.0,3.0,,,,,,,,,,,,,,,,,,,
+216,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,,290.0,62.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1946.0,1559.0,schematics,conda-forge/schematics,,227452.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,226944.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25956.0,3.0,,,,,,,,,,,,,,,,,,,
+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 03:51:03.000,2023-10-18 01:22:15.000,2023-10-03 19:56:16,1032.0,4.0,314.0,70.0,401.0,109.0,366.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,241.0,216.0,mleap,conda-forge/mleap,,280823.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,278957.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76524.0,3.0,,,,,,,,,,,,,,,,,,,
+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 14:20:54,267.0,3.0,101.0,34.0,71.0,3.0,65.0,1388,2023-02-24 16:23:02.934,8.0.1,45.0,35.0,30,True,2886.0,,python-slugify,conda-forge/python-slugify,,11685848.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2886.0,11639212.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1818804.0,3.0,,,,,,,,,,,,,,,,,,,
+219,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 04:29:28.000,2023-10-15 19:39:56.000,2023-10-04 21:51:20,775.0,12.0,61.0,16.0,433.0,180.0,169.0,1347,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,30,True,2445.0,2435.0,prisma,,,63214.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,63214.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+220,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 14:00:27.000,2023-10-14 17:08:42.000,2023-10-14 17:08:20,638.0,17.0,59.0,16.0,230.0,5.0,54.0,1345,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19136.0,18628.0,bidict,conda-forge/bidict,,1727141.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,508.0,1722937.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,357387.0,2.0,,,,,,,,,,,,,,,,,,,
+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,,323.0,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1974.0,1756.0,redis-py-cluster,,3903.0,1810508.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1810472.0,,,,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 09:25:51.000,2023-10-18 18:32:06.000,2023-10-18 18:32:04,602.0,17.0,135.0,21.0,492.0,39.0,251.0,926,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2065.0,1940.0,aiocache,,9.0,333418.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,333418.0,,,,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,,256.0,18.0,212.0,31.0,302.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4850.0,4549.0,fastcore,conda-forge/fastcore,,568075.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,565348.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,60013.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,46.0,17.0,75.0,1.0,86.0,797,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24728.0,23468.0,natsort,conda-forge/natsort,,3859788.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1260.0,3818447.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1446966.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,77.0,15.0,263.0,46.0,25.0,675,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43947.0,41863.0,cached-property,conda-forge/cached-property,,12313045.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2084.0,12223914.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7041424.0,2.0,,,,,,,,,,,,,,,,,,,
+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 17:54:08.000,2023-10-18 00:23:05.000,2023-10-18 00:23:04,550.0,37.0,358.0,36.0,284.0,27.0,125.0,651,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4445.0,3165.0,pysolr,conda-forge/pysolr,,314989.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,314719.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21657.0,3.0,,,,,,,,,,,,,,,,,,,
+227,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 09:32:19,456.0,2.0,66.0,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17167.0,14982.0,scandir,conda-forge/scandir,,3633437.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2185.0,3595839.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1353560.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,51.0,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,53263.0,51028.0,isodate,conda-forge/isodate,,74289419.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2235.0,74238919.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4595577.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,4527.0,639.0,749.0,198.0,100.0,23035,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,6990.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6931.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1778.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,578.0,188.0,90.0,64.0,82.0,7010,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1264.0,1086.0,records,conda-forge/records,,265086.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,264770.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24658.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,552.0,142.0,293.0,282.0,242.0,6615,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1692.0,1662.0,faust,,,18788.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18788.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+232,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 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847.0,170.0,741.0,21.0,961.0,5582,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,389.0,377.0,snorkel,conda-forge/snorkel,1047.0,29389.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28480.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45767.0,3.0,,,,,,,,,,,,,,,,,,,
+233,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,,1078.0,222.0,90.0,231.0,43.0,5101,,,26.0,28.0,29,False,8137.0,7326.0,pdfminer,conda-forge/pdfminer,,184246.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,811.0,183844.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34623.0,3.0,,,,,,,,,,,,,,,,,,,
+234,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 20:19:15,3036.0,15.0,218.0,28.0,283.0,99.0,753.0,3220,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,117.0,111.0,ploomber,conda-forge/ploomber,,7028.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4275.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,77107.0,3.0,,,,,,,,,,,,,,,,,,,
+235,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,,141.0,74.0,52.0,9.0,71.0,3153,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9508.0,8880.0,funcy,conda-forge/funcy,,1574849.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,628.0,1570035.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,389986.0,3.0,,,,,,,,,,,,,,,,,,,
+236,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 16:19:55,1158.0,3.0,587.0,175.0,462.0,94.0,476.0,2999,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,29,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4602.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,4036.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29899.0,3.0,,,,,,,,,,,,,,,,,,,
+237,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,,658.0,142.0,448.0,143.0,398.0,2731,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,402824.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,398626.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,327521.0,3.0,,,,,,,,,,,,,,,,,,,
+238,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148.0,49.0,472.0,58.0,262.0,2604,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2317.0,2272.0,gino,,,61713.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,61713.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+239,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 19:37:45.000,2023-10-14 20:40:02.000,2023-10-09 18:04:50,3848.0,12.0,316.0,36.0,328.0,137.0,537.0,2412,2023-10-09 19:54:22.000,2.8,210.0,98.0,29,True,96.0,85.0,pyinfra,,,35365.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,35365.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,,
+240,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,,132.0,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7379.0,6986.0,addict,conda-forge/addict,20.0,2391235.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,393.0,2386407.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,420084.0,2.0,,,,,,,,,,,,,,2.0,,,,,
+241,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-10-09 17:03:30.000,2023-06-20 15:54:36,2284.0,,176.0,39.0,370.0,30.0,263.0,1882,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,234859.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,229650.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,177138.0,3.0,,,,,,,,,,,,,,5.0,,,,,
+242,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,,152.0,94.0,1931.0,163.0,1335.0,1755,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2177.0,84369.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,83669.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22842.0,3.0,,,,,,,,,,,,,,,,,,,
+243,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,,134.0,32.0,80.0,34.0,54.0,1406,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10721.0,9212.0,blessings,conda-forge/blessings,,862600.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,855656.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,277767.0,3.0,,,,,,,,,,,,,,,,,,,
+244,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 11:13:40.000,2023-10-17 19:18:33.000,2023-10-17 12:05:26,801.0,26.0,43.0,14.0,235.0,11.0,85.0,1171,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1541.0,1507.0,python-benedict,conda-forge/python-benedict,,697376.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,693290.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,143013.0,2.0,,,,,,,,,,,,,,,,,,,
+245,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 08:25:42,1717.0,10.0,76.0,14.0,415.0,106.0,237.0,1125,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,303.0,293.0,piccolo,,,18542.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,18542.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+246,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141.0,39.0,83.0,4.0,130.0,1062,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,142.0,,path,conda-forge/path,,1658938.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,142.0,1647664.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,462272.0,3.0,,,,,,,,,,,,,,,,,,,
+247,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 14:40:17,372.0,4.0,114.0,16.0,93.0,66.0,127.0,668,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14836.0,13360.0,configargparse,conda-forge/configargparse,,3549964.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1476.0,3527214.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,728020.0,3.0,,,,,,,,,,,,,,,,,,,
+248,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 08:32:02,710.0,16.0,44.0,11.0,83.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,60.0,22.0,29,True,4830.0,4559.0,python-rapidjson,conda-forge/python-rapidjson,,1594471.0,https://pypi.org/project/python-rapidjson,2023-10-07 08:32:10.000,271.0,1557750.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-07 09:55:12.348,1321987.0,3.0,,,,,,,,,,,,,,,,,,,
+249,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,,410.0,96.0,110.0,31.0,127.0,2755,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6602.0,6445.0,sklearn-pandas,conda-forge/sklearn-pandas,,212892.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,211005.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66075.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,
+250,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 04:58:22,537.0,11.0,130.0,50.0,61.0,14.0,123.0,2249,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,712.0,690.0,pyfunctional,,,330190.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,330190.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+251,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 06:22:25.000,2023-10-19 04:46:55.000,2023-08-31 05:38:01,5626.0,10.0,507.0,108.0,933.0,590.0,944.0,2064,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3469.0,20117.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,722400.0,3.0,,,,,,,,,,,,,,,,,,,
+252,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 17:30:37,156.0,2.0,117.0,23.0,111.0,50.0,42.0,1906,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7076.0,6987.0,gin-config,conda-forge/gin-config,,194524.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,193996.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21654.0,3.0,,,,,,,,,,,,,,,,,,,
+253,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 06:03:24.000,2023-10-18 19:01:57.000,2023-10-18 19:01:51,1005.0,4.0,59.0,22.0,101.0,113.0,71.0,1739,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1325.0,1218.0,glom,conda-forge/glom,,1272626.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1272077.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26917.0,3.0,,,,,,,,,,,,,,,,,,,
+254,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,11.0,54.0,22.0,70.0,9.0,37.0,1075,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6267.0,6147.0,immutables,conda-forge/immutables,,780839.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,757737.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,947205.0,3.0,,,,,,,,,,,,,,,,,,,
+255,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,,128.0,31.0,74.0,35.0,69.0,1070,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4052.0,3827.0,sqlitedict,conda-forge/sqlitedict,,299849.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,297402.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,90559.0,3.0,,,,,,,,,,,,,,,,,,,
+256,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,,119.0,21.0,62.0,25.0,104.0,841,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2332.0,2212.0,pyahocorasick,conda-forge/pyahocorasick,,654773.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,120.0,649136.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,202942.0,3.0,,,,,,,,,,,,,,,,,,,
+257,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,,105.0,26.0,126.0,66.0,96.0,679,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10222.0,8984.0,parsedatetime,conda-forge/parsedatetime,,7826975.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7824913.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,175308.0,3.0,,,,,,,,,,,,,,,,,,,
+258,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 13:20:31,625.0,4.0,134.0,13.0,94.0,22.0,172.0,473,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7168.0,4784.0,pylibmc,conda-forge/pylibmc,362.0,188728.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,182748.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214402.0,3.0,,,,,,,,,,,,,,,,,,,
+259,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 15:07:52.000,2023-10-19 00:17:18.000,2023-09-22 21:49:56,6463.0,267.0,30.0,10.0,257.0,39.0,549.0,352,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9968.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,2555.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,303945.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,,
+260,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,,71.0,18.0,88.0,71.0,96.0,299,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34297.0,30898.0,configobj,conda-forge/configobj,256.0,2556533.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3399.0,2544900.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,732772.0,3.0,,,,,,,,,,,,,,,,,,,
+261,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,,45.0,29.0,53.0,9.0,35.0,196,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10777.0,10386.0,ordered-set,conda-forge/ordered-set,,9552730.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,391.0,9548083.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,418269.0,3.0,,,,,,,,,,,,,,,,,,,
+262,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,,28.0,6.0,47.0,6.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62209.0,57887.0,pathlib2,conda-forge/pathlib2,,6930533.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4322.0,6856488.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2591599.0,3.0,,,,,,,,,,,,,,,,,,,
+263,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,,744.0,149.0,295.0,119.0,175.0,6116,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1665.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1665.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+264,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 20:36:59.000,2023-10-17 11:08:31.000,2022-03-10 10:33:50,585.0,,521.0,84.0,254.0,102.0,129.0,3635,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,117848.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,117589.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22057.0,3.0,,,,,,,,,,,,,,,,,,,
+265,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,,192.0,30.0,52.0,75.0,127.0,3270,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,477661.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,476065.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,44693.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,
+266,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 13:30:56,291.0,7.0,261.0,30.0,138.0,102.0,118.0,2691,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,79.0,77.0,img2dataset,,1396.0,48404.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,48351.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+267,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 18:44:09,493.0,8.0,101.0,31.0,82.0,15.0,127.0,2358,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1146.0,1105.0,swifter,conda-forge/swifter,,376270.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,369658.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,264488.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+268,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,,157.0,31.0,48.0,51.0,13.0,1894,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2243.0,,retrying,conda-forge/retrying,,9856011.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2243.0,9837963.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1534127.0,3.0,,,,,,,,,,,,,,,,,,,
+269,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,,484.0,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5625.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5625.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+270,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,,58.0,26.0,40.0,85.0,73.0,1330,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2161.0,1903.0,strictyaml,conda-forge/strictyaml,,854135.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,258.0,850942.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,210753.0,3.0,,,,,,,,,,,,,,,,,,,
+271,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,,175.0,49.0,33.0,59.0,25.0,1271,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2487.0,2401.0,pandasql,conda-forge/pandasql,,1637276.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,86.0,1622345.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,418070.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+272,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,,82.0,25.0,51.0,6.0,39.0,713,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,850.0,,munch,conda-forge/munch,,2495778.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,850.0,1744003.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3758878.0,3.0,,,,,,,,,,,,,,,,,,,
+273,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,,160.0,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1016.0,784.0,happybase,conda-forge/happybase,,70347.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,68531.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159867.0,3.0,,,,,,,,,,,,,,,,,,,
+274,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,,53.0,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,59487.0,57204.0,dataclasses,conda-forge/dataclasses,,12740187.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12566959.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11259827.0,3.0,,,,,,,,,,,,,,,,,,,
+275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135.0,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6214.0,4863.0,beaker,conda-forge/beaker,,291689.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,290779.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71967.0,3.0,,,,,,,,,,,,,,,,,,,
+276,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,,91.0,15.0,26.0,,67.0,472,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3406.0,3141.0,pyscreenshot,,,502062.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,265.0,502062.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+277,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,,44.0,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1233.0,1160.0,tabulator,conda-forge/tabulator-py,,181702.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,180991.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54101.0,3.0,,,,,,,,,,,,,,,,,,,
+278,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,,51.0,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46648.0,38660.0,futures,conda-forge/futures,,8584260.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7988.0,8569606.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1260323.0,3.0,,,,,,,,,,,,,,,,,,,
+279,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 06:00:50,126.0,2.0,21.0,9.0,56.0,4.0,7.0,165,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31308.0,31228.0,catalogue,conda-forge/catalogue,,5240754.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5210780.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1169016.0,3.0,,,,,,,,,,,,,,,,,,,
+280,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,,55.0,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2458.0,2168.0,cloudant,conda-forge/cloudant,,117558.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,116275.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109089.0,3.0,,,,,,,,,,,,,,,,,,,
+281,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,,260.0,144.0,290.0,89.0,359.0,3160,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1642.0,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 13:18:01.276,102507.0,3.0,,,,,,,,,,,,,,,,,,,
+282,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,,140.0,31.0,224.0,64.0,140.0,1702,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,476.0,457.0,arq,conda-forge/arq,,72711.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,72415.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8882.0,3.0,,,,,,,,,,,,,,,,,,,
+283,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,,221.0,103.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5168.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5168.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+284,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,,142.0,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2455.0,1947.0,bcolz,conda-forge/bcolz,,10625.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6379.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339699.0,3.0,,,,,,,,,,,,,,,,,,,
+285,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,,80.0,14.0,131.0,37.0,99.0,887,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,636913.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,636079.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,33361.0,3.0,,,,,,,,,,,,,,,,,,,
+286,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 02:46:34.000,2023-10-19 11:55:57.000,2023-10-19 11:53:15,174.0,7.0,90.0,27.0,41.0,7.0,70.0,873,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,8015171.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,8012001.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,123635.0,3.0,,,,,,,,,,,,,,,,,,,
+287,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 15:45:28.000,2023-10-19 04:54:16.000,2023-10-19 04:54:14,694.0,22.0,44.0,21.0,533.0,8.0,33.0,742,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,358990.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,358702.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15017.0,3.0,,,,,,,,,,,,,,,,,,,
+288,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 21:59:32.000,2023-10-18 08:34:10.000,2023-10-18 08:34:01,9942.0,30.0,43.0,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,74444.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74444.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,,
+289,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,,28.0,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22988549.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22958141.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1642036.0,3.0,,,,,,,,,,,,,,,,,,,
+290,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,,37.0,9.0,28.0,28.0,30.0,245,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2782.0,,send2trash,conda-forge/send2trash,,13860759.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2782.0,13685991.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12059007.0,3.0,,,,,,,,,,,,,,,,,,,
+291,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 11:28:53,144.0,2.0,62.0,19.0,43.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13051.0,,ptyprocess,conda-forge/ptyprocess,,39817150.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13051.0,39647400.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15277515.0,3.0,,,,,,,,,,,,,,,,,,,
+292,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 13:39:33.000,2023-10-17 21:15:39.000,2023-10-02 06:28:26,631.0,28.0,377.0,45.0,155.0,187.0,108.0,2341,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5156.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5156.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+293,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 14:44:06,51.0,2.0,104.0,36.0,101.0,18.0,141.0,2278,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,347.0,,python-box,conda-forge/python-box,39.0,1827514.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,347.0,1815300.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,476352.0,3.0,,,,,,,,,,,,,,,,,,,
+294,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,,139.0,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9780.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9780.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+295,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 13:06:49,2703.0,2.0,132.0,50.0,298.0,46.0,193.0,1489,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4299.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2084.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156696.0,3.0,,,,,,,,,,,,,,,,,,,
+296,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 02:31:18.000,2023-10-16 14:09:20.000,2023-05-19 04:32:00,6411.0,,226.0,39.0,1040.0,7.0,209.0,1409,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8610.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8610.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+297,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,,218.0,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,1855.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1855.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+298,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,,143.0,45.0,53.0,20.0,19.0,1175,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,859284.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,859284.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+299,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 19:45:56,123.0,25.0,41.0,16.0,84.0,6.0,4.0,1161,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2754.0,2737.0,asyncer,conda-forge/asyncer,,79371.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,79104.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5620.0,3.0,,,,,,,,,,,,,,,,,,,
+300,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,,147.0,40.0,126.0,28.0,202.0,1144,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,259.0,225.0,parallel-ssh,,376.0,108312.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,108309.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+301,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,,48.0,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,25,True,3137.0,3076.0,ubelt,conda-forge/ubelt,,20715.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18170.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,63632.0,3.0,,,,,,,,,,,,,,,,,,,
+302,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 01:02:24,284.0,1.0,50.0,10.0,29.0,14.0,77.0,603,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1203.0,1179.0,pysimdjson,conda-forge/pysimdjson,,504182.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,502009.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,78260.0,3.0,,,,,,,,,,,,,,,,,,,
+303,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,,64.0,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16373.0,16357.0,umongo,conda-forge/umongo,,30020.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29799.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5545.0,3.0,,,,,,,,,,,,,,,,,,,
+304,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,,136.0,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,201.0,179.0,pyhdb,,98.0,628362.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,628361.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+305,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,,19.0,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5841.0,4508.0,clint,conda-forge/clint,114.0,112206.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1333.0,111582.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55567.0,3.0,,,,,,,,,,,,,,,,,,,
+306,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,,,,0.0,,,289.0,1795.0,61,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8158.0,,openpyxl,openpyxl,,57694605.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8128.0,57692526.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,196392.0,3.0,,,,,,,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
+307,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,,13.0,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74391.0,71677.0,contextlib2,conda-forge/contextlib2,,12467222.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12454603.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1161030.0,3.0,,,,,,,,,,,,,,,,,,,
+308,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,,173.0,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4199.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4199.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+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 00:26:32.000,2023-10-16 10:34:13.000,2023-09-05 13:24:26,323.0,4.0,76.0,44.0,236.0,42.0,40.0,1313,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2742.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2742.0,,,,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,,146.0,43.0,10.0,2.0,12.0,1069,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2217.0,2047.0,pluginbase,conda-forge/pluginbase,,667042.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,662678.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,301166.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,138.0,10.0,22.0,29.0,19.0,662,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3101.0,2873.0,ratelimit,conda-forge/ratelimit,,3924344.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,228.0,3923970.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12344.0,3.0,,,,,,,,,,,,,,,,,,,
+312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70.0,22.0,66.0,11.0,99.0,471,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,693.0,602.0,hickle,conda-forge/hickle,,32832.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,32420.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23517.0,3.0,,,,,,,,,,,,,,,,,,,
+313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106.0,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,27393.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,27393.0,,,,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,,57.0,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,886.0,799.0,deepdish,conda-forge/deepdish,,12884.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11797.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90299.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,32.0,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,155882.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,155882.0,,,,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,,40.0,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,955.0,908.0,filedepot,,,20653.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,20653.0,,,,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 23:32:30,363.0,9.0,30.0,6.0,130.0,2.0,79.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,24,True,936.0,891.0,everett,conda-forge/everett,,112143.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,111150.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,49668.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,25.0,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8017.0,,entrypoints,conda-forge/entrypoints,,14657255.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8017.0,14466557.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17162845.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,657.0,393.0,276.0,81.0,80.0,10563,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,20.0,19.0,grumpy-tools,,,28.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,28.0,,,,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,,90.0,42.0,42.0,21.0,47.0,1476,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,29106.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,28737.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14417.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,95.0,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,79802.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,79621.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4549.0,3.0,,,,,,,,,,,,,,,,,,,
+322,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,,54.0,7.0,58.0,15.0,51.0,466,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,444.0,417.0,cachier,,,27141.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27141.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,,
+323,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-17 20:44:09.000,2023-09-28 13:50:55,927.0,7.0,23.0,18.0,173.0,9.0,15.0,341,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,23,True,370.0,333.0,aiomisc,,,14111.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,14111.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+324,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,,14.0,8.0,32.0,15.0,14.0,136,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,238.0,204.0,docopt-ng,,,95041.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,95041.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+325,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,,26.0,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2783.0,2587.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,116513.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,116141.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26816.0,3.0,,,,,,,,,,,,,,,,,,,
+326,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,,126.0,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,422.0,389.0,pampy,,,29712.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29712.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+327,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,,89.0,38.0,214.0,46.0,56.0,2452,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21369.0,736.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+328,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,,83.0,45.0,34.0,18.0,11.0,1777,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,201.0,170.0,bashplotlib,,,3290.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3290.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+329,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,,142.0,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,132257.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,132257.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+330,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,,122.0,13.0,32.0,31.0,42.0,807,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1364.0,1265.0,pickledb,,,19757.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19757.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+331,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 16:10:05.000,2023-10-17 14:48:36.000,2023-09-15 17:44:05,113.0,6.0,34.0,11.0,57.0,15.0,15.0,719,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,218.0,207.0,dirty-equals,conda-forge/dirty-equals,,42724.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,40726.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37972.0,3.0,,,,,,,,,,,,,,,,,,,
+332,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 03:08:36,714.0,6.0,26.0,15.0,177.0,16.0,121.0,542,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3677.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3098.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12173.0,3.0,,,,,,,,,,,,,,,,,,,
+333,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,,39.0,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11217.0,9170.0,unipath,,,57052.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,57052.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+334,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,,43.0,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4516.0,3330.0,awesome-slugify,conda-forge/awesome-slugify,,62057.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1186.0,61294.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68739.0,3.0,,,,,,,,,,,,,,,,,,,
+335,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,,48.0,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,186.0,178.0,pysparkling,conda-forge/pysparkling,,9800.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9656.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4493.0,3.0,,,,,,,,,,,,,,,,,,,
+336,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 14:22:53.000,2023-10-18 01:33:49.000,2023-10-16 08:38:09,5442.0,75.0,44.0,14.0,619.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,110.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,110.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+337,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 08:02:27.000,2023-10-18 12:19:44.000,2023-10-16 20:49:33,1728.0,124.0,5.0,3.0,753.0,18.0,35.0,45,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,3071.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,3061.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+338,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,,164.0,99.0,31.0,18.0,58.0,3238,,,4.0,19.0,21,False,598.0,568.0,macropy3,,,139.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,139.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+339,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 14:04:37.000,2023-10-17 20:28:16.809,2023-10-16 21:11:44,82.0,3.0,128.0,33.0,11.0,8.0,160.0,3146,2023-10-16 21:15:05.000,2.1.18,63.0,1.0,21,False,190.0,190.0,ptext-joris-schellekens,conda-forge/borb,,1681.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-10-17 20:28:16.809,43726.0,3.0,,,,,,,,,,,,,,,,,,,
+340,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554.0,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,12.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,12.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+341,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,,113.0,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,766.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,766.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+342,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,,51.0,20.0,20.0,3.0,27.0,853,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,222.0,203.0,unsync,conda-forge/unsync,,22927.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22636.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11645.0,3.0,,,,,,,,,,,,,,,,,,,
+343,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,,135.0,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,655.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,655.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+344,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,,77.0,21.0,215.0,72.0,81.0,847,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15008.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15008.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+345,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,,64.0,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,698.0,615.0,pymodm,conda-forge/pymodm,,15547.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,15432.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5061.0,3.0,,,,,,,,,,,,,,,,,,,
+346,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,,15.0,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,155.0,149.0,datatest,,,15576.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15576.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47.0,15.0,34.0,25.0,11.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,395.0,383.0,price-parser,,,92441.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,92441.0,,,,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,,27.0,8.0,48.0,10.0,10.0,260,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,332.0,294.0,rtoml,,,103718.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,103718.0,,,,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,,12.0,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1950.0,1895.0,coolname,conda-forge/coolname,,353438.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,55.0,351224.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,75296.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,19.0,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2094.0,1967.0,stopit,conda-forge/stopit,,805030.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,794566.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,722073.0,3.0,,,,,,,,,,,,,,,,,,,
+351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-19 08:15:10.000,2023-05-19 06:52:31,2934.0,,,1.0,179.0,23.0,760.0,2,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,21,False,643.0,,py2neo,conda-forge/py2neo,,133051.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,643.0,132232.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62295.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,,
+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,,140.0,69.0,4.0,1.0,40.0,2070,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1957.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1957.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+353,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,,210.0,40.0,56.0,81.0,39.0,1364,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11110.0,1268.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1083.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+354,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 04:15:53.000,2023-10-18 10:13:14.000,2023-10-14 07:59:57,2882.0,224.0,126.0,28.0,205.0,42.0,330.0,1226,,,,46.0,20,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+355,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56.0,36.0,46.0,14.0,58.0,1100,2022-05-12 11:29:27.000,1.0,6.0,30.0,20,True,5.0,5.0,colout,,,1396.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1396.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+356,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,,44.0,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1733.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,947.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27539.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+357,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,,23.0,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11283.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11050.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21058.0,3.0,,,,,,,,,,,,,,,,,,,
+358,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 21:53:58.000,2023-10-18 17:31:48.000,2023-10-18 17:31:39,634.0,50.0,21.0,4.0,245.0,4.0,,253,2023-10-17 06:25:01.000,1.1.211,502.0,9.0,20,True,2.0,2.0,upgini,,,4702.0,https://pypi.org/project/upgini,2023-10-17 06:25:01.000,,4702.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+359,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16.0,7.0,9.0,14.0,5.0,201,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,863.0,859.0,gsheetsdb,,,54109.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,54109.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+360,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,,459.0,156.0,142.0,78.0,27.0,1979,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,
+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,,121.0,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,44.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,44.0,,,,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,,20.0,10.0,31.0,22.0,20.0,639,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,64.0,61.0,pugsql,,,8639.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8639.0,,,,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,,34.0,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4360.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4360.0,,,,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,,9.0,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2597.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1444.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33443.0,3.0,,,,,,,,,,,,,,,,,,,
+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 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18.0,6.0,63.0,8.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,160.0,148.0,aioprometheus,,,56250.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,56250.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+366,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,,74.0,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,151.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,151.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+367,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,,49.0,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,497.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,497.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+368,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,,33.0,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1055.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,47.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,63514.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,
+369,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,,12.0,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10394.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10394.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+370,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 05:49:57,164.0,1.0,105.0,57.0,68.0,24.0,16.0,2026,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,40.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,40.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76.0,52.0,23.0,22.0,8.0,1596,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,77.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,77.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275.0,87.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,48.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+373,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,,60.0,39.0,39.0,11.0,256.0,958,,,,1000.0,17,False,,,,,,,,,,,,,,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,,13.0,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,171587.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,171587.0,,,,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 17:22:24.000,2023-10-17 23:21:13.000,2023-10-17 23:21:09,387.0,368.0,11.0,3.0,48.0,1.0,6.0,148,2023-10-13 10:30:34.000,0.1.18,38.0,7.0,17,True,2.0,,pipeless-ai,,,697.0,https://pypi.org/project/pipeless-ai,2023-10-13 10:30:34.000,2.0,697.0,,,,1.0,,,,,,,,,,,,,,,,,,,
+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,,60.0,19.0,27.0,42.0,29.0,782,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1387.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1387.0,,,,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,,20.0,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,31.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23.0,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,6.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,6.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124.0,16.0,278.0,127.0,78.0,610,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,140.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,140.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,
+380,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 08:15:36.000,2023-10-18 00:01:28.000,2023-08-28 17:19:32,117.0,2.0,6.0,13.0,144.0,8.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,322.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,322.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,,
+381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12.0,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,580.0,571.0,millify,,,36720.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,36720.0,,,,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,,101.0,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,15.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,15.0,,,,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,,24.0,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,88.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,88.0,,,,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 16:16:22.000,2023-10-19 13:28:41.000,2023-10-19 13:28:38,836.0,165.0,19.0,2.0,695.0,8.0,13.0,235,2023-10-18 18:55:47.000,0.1.47,30.0,12.0,14,False,,,the-guide,,,12.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,12.0,,,,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,,9.0,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,717.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,717.0,,,,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,,63.0,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,42.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,42.0,,,,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,,18.0,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,46.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,46.0,,,,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,,10.0,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,31.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,31.0,,,,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,,35.0,29.0,10.0,3.0,16.0,357,,,,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,,28.0,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 673bc71..026963d 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,25 +2,19 @@
_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
-- 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
+- h5py (π₯41 Β· β 1.9K Β· π) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+- arrow (π₯39 Β· β 8.4K Β· π) - Better dates & times for Python. Apache-2
+- pyrsistent (π₯36 Β· β 1.9K Β· π) - Persistent/Immutable/Functional data structures for Python. MIT
+- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
+- pyscaffold (π₯29 Β· β 1.9K Β· π) - Python project template generator with batteries included. MIT
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- 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
+- click (π₯45 Β· β 14K Β· π) - Python composable command line interface toolkit. BSD-3
+- cloudpickle (π₯35 Β· β 1.5K Β· π) - Extended pickling support for Python objects. BSD-3
+- tortoise-orm (π₯33 Β· β 3.9K Β· π) - Familiar asyncio ORM for python, built with relations in.. Apache-2
+- anytree (π₯33 Β· β 840 Β· π) - Python tree data library. Apache-2
+- pandas-gbq (π₯32 Β· β 390 Β· π) - Google BigQuery connector for pandas. BSD-3