diff --git a/README.md b/README.md
index 3a76006..99d7e6e 100644
--- a/README.md
+++ b/README.md
@@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
-protobuf (π₯52 Β· β 62K Β· π) - 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¦ 540K Β· π 6K - 15% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/protocolbuffers/protobuf) (π¨βπ» 1.2K Β· π 15K Β· π₯ 36M Β· π¦ 550K Β· π 6K - 14% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/protocolbuffers/protobuf
@@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
conda install -c conda-forge protobuf
```
-- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 6.3M / month Β· π¦ 3.5K Β· β±οΈ 10.10.2022):
+- [npm](https://www.npmjs.com/package/google-protobuf) (π₯ 6M / month Β· π¦ 3.5K Β· β±οΈ 10.10.2022):
```
npm install google-protobuf
```
flatbuffers (π₯43 Β· β 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 670 Β· π 3.2K Β· π₯ 300K Β· π¦ 80K Β· π 2.3K - 6% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 670 Β· π 3.2K Β· π₯ 310K Β· π¦ 81K Β· π 2.3K - 6% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/google/flatbuffers
@@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
pip install flatbuffers
```
-- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 910K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 920K 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 1.7M
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¦ 110K Β· π 1.2K - 13% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 630 Β· π¦ 110K Β· π 1.2K - 13% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/marshmallow-code/marshmallow
@@ -147,18 +147,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/msgpack/msgpack-python
```
-- [PyPi](https://pypi.org/project/msgpack) (π₯ 56M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 55M / month Β· π¦ 2.3K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
-- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 14M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/msgpack-python) (π₯ 15M Β· β±οΈ 25.11.2023):
```
conda install -c conda-forge msgpack-python
```
orjson (π₯36 Β· β 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 180 Β· π¦ 65K Β· π 350 - 0% open Β· β±οΈ 26.10.2023):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 180 Β· π¦ 65K Β· π 360 - 0% open Β· β±οΈ 26.10.2023):
```
git clone https://github.com/ijl/orjson
@@ -190,16 +190,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
ultrajson (π₯35 Β· β 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3
-- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 86 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 01.11.2023):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 87 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 8.8M / month Β· π¦ 4.5K Β· β±οΈ 11.06.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 8.6M / month Β· π¦ 4.5K Β· β±οΈ 11.06.2023):
```
pip install ujson
```
-- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.4M Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/ujson) (π₯ 4.5M Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge ujson
```
@@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (π₯35 Β· β 1.5K) - Extended pickling support for Python objects. BSD-3
-- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 58 Β· π 160 Β· π₯ 27 Β· π 250 - 33% open Β· β±οΈ 17.10.2023):
+- [GitHub](https://github.com/cloudpipe/cloudpickle) (π¨βπ» 58 Β· π 160 Β· π₯ 27 Β· π 250 - 33% open Β· β±οΈ 23.11.2023):
```
git clone https://github.com/cloudpipe/cloudpickle
@@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 10M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 9.7M / month Β· π¦ 2.4K Β· β±οΈ 13.08.2023):
```
pip install jsonpickle
```
@@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (π₯31 Β· β 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 36K Β· π 29 - 10% open Β· β±οΈ 03.11.2023):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 15 Β· π 32 Β· π¦ 37K Β· π 29 - 10% open Β· β±οΈ 03.11.2023):
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.3M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.5M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
@@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
pysimdjson (π₯25 Β· β 610) - Python bindings for the simdjson project. MIT
-- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 50 Β· π¦ 1.2K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
+- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 51 Β· π¦ 1.2K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 590K / month Β· π¦ 24 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 540K / month Β· π¦ 24 Β· β±οΈ 19.09.2022):
```
pip install pysimdjson
```
@@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
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¦ 620 Β· π 110 - 10% open Β· β±οΈ 20.07.2023):
+- [GitHub](https://github.com/telegraphic/hickle) (π¨βπ» 24 Β· π 70 Β· π¦ 630 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₯ 31K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 29K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -316,7 +316,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge hickle
```
rtoml (π₯21 Β· β 260 Β· π€) - A fast TOML library for python implemented in rust. MIT
+rtoml (π₯21 Β· β 270 Β· π€) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 13 Β· π 27 Β· π¦ 310 Β· π 24 - 54% open Β· β±οΈ 27.03.2023):
@@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
_General-purpose data containers as well as utilities & extensions for pandas._
-numpy (π₯54 Β· β 25K) - The fundamental package for scientific computing with Python. BSD-3
+numpy (π₯53 Β· β 25K Β· π) - The fundamental package for scientific computing with Python. BSD-3
-- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.5K Β· π₯ 890K Β· π¦ 2M Β· π 12K - 17% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.7K Β· π 8.6K Β· π₯ 890K Β· π¦ 2M Β· π 12K - 17% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/numpy/numpy
@@ -351,19 +351,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install numpy
```
-- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 68M Β· β±οΈ 21.09.2023):
+- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 68M Β· β±οΈ 25.11.2023):
```
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₯ 230K Β· π¦ 1.4M Β· π 26K - 14% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 240K Β· π¦ 1.4M Β· π 26K - 14% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/pandas-dev/pandas
```
-- [PyPi](https://pypi.org/project/pandas) (π₯ 150M / month Β· π¦ 74K Β· β±οΈ 10.11.2023):
+- [PyPi](https://pypi.org/project/pandas) (π₯ 140M / month Β· π¦ 75K Β· β±οΈ 10.11.2023):
```
pip install pandas
```
@@ -374,7 +374,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (π₯41 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 2.9K Β· π¦ 240K Β· π 1.5K - 17% open Β· β±οΈ 25.10.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 3K Β· π¦ 240K Β· π 1.5K - 17% open Β· β±οΈ 25.10.2023):
```
git clone https://github.com/h5py/h5py
@@ -388,58 +388,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 460 Β· π 990 Β· π¦ 22K Β· π 4.1K - 27% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 320 Β· π 1.3K Β· π₯ 73 Β· π¦ 2 Β· π 5.8K - 21% open Β· β±οΈ 30.11.2023):
```
- git clone https://github.com/pydata/xarray
- ```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 3.5M / month Β· π¦ 2.1K Β· β±οΈ 17.11.2023):
- ```
- pip install xarray
+ git clone https://github.com/pola-rs/polars
```
-- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.3M Β· β±οΈ 18.11.2023):
+- [PyPi](https://pypi.org/project/polars) (π₯ 2.7M / month Β· π¦ 340 Β· β±οΈ 29.11.2023):
```
- conda install -c conda-forge xarray
+ pip install polars
```
polars (π₯39 Β· β 22K Β· π) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
+xarray (π₯40 Β· β 3.2K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 310 Β· π 1.3K Β· π₯ 65 Β· π¦ 2 Β· π 5.7K - 21% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 460 Β· π 990 Β· π¦ 22K Β· π 4.1K - 27% open Β· β±οΈ 29.11.2023):
```
- git clone https://github.com/pola-rs/polars
+ git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 2.7M / month Β· π¦ 340 Β· β±οΈ 20.11.2023):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 3.4M / month Β· π¦ 2.1K Β· β±οΈ 17.11.2023):
```
- pip install polars
+ pip install xarray
+ ```
+- [Conda](https://anaconda.org/conda-forge/xarray) (π₯ 9.4M Β· β±οΈ 18.11.2023):
+ ```
+ conda install -c conda-forge xarray
```
PyTables (π₯37 Β· β 1.2K Β· π) - A Python package to manage extremely large amounts of data. BSD-3
+PyTables (π₯38 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 260 Β· π₯ 180 Β· π¦ 50K Β· π 710 - 22% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 260 Β· π₯ 180 Β· π¦ 50K Β· π 710 - 23% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 760K / month Β· π¦ 2.6K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/tables) (π₯ 760K / month Β· π¦ 2.6K Β· β±οΈ 27.11.2023):
```
pip install tables
```
-- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.7M Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/pytables) (π₯ 6.7M Β· β±οΈ 28.11.2023):
```
conda install -c conda-forge pytables
```
Modin (π₯36 Β· β 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
+Modin (π₯36 Β· β 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. 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 - 18% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.2K Β· π 3.9K - 18% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 940K / month Β· π¦ 34 Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/modin) (π₯ 900K / month Β· π¦ 34 Β· β±οΈ 17.11.2023):
```
pip install modin
```
@@ -448,25 +448,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge modin-core
```
numexpr (π₯34 Β· β 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
+numexpr (π₯34 Β· β 2.1K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 71 Β· π 200 Β· π₯ 500 Β· π 360 - 18% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 71 Β· π 200 Β· π₯ 510 Β· π 360 - 18% open Β· β±οΈ 22.11.2023):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 5.3M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 5.2M / month Β· π¦ 3.2K Β· β±οΈ 26.09.2023):
```
pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.4M Β· β±οΈ 18.10.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.5M Β· β±οΈ 18.10.2023):
```
conda install -c conda-forge numexpr
```
zarr (π₯34 Β· β 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+zarr (π₯34 Β· β 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 94 Β· π 220 Β· π¦ 3K Β· π 660 - 42% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 94 Β· π 220 Β· π¦ 3K Β· π 660 - 42% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/zarr-developers/zarr-python
@@ -503,7 +503,7 @@ _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₯ 100K / month Β· π¦ 29 Β· β±οΈ 24.10.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 90K / month Β· π¦ 29 Β· β±οΈ 24.10.2023):
```
pip install docarray
```
@@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/databricks/koalas
```
-- [PyPi](https://pypi.org/project/koalas) (π₯ 1.4M / month Β· π¦ 14 Β· β±οΈ 19.10.2021):
+- [PyPi](https://pypi.org/project/koalas) (π₯ 1.5M / month Β· π¦ 14 Β· β±οΈ 19.10.2021):
```
pip install koalas
```
@@ -530,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (π₯32 Β· β 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 110 Β· π 230 Β· π¦ 1.1K Β· π 700 - 39% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 110 Β· π 230 Β· π¦ 1.2K Β· π 700 - 40% open Β· β±οΈ 21.11.2023):
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 1.3M / month Β· π¦ 83 Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.2M / month Β· π¦ 83 Β· β±οΈ 30.09.2023):
```
pip install pandera
```
@@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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¦ 990 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¦ 1K 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₯ 1.6M / month Β· π¦ 64 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.4M / month Β· π¦ 64 Β· β±οΈ 03.10.2023):
```
pip install datasketch
```
@@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (π₯30 Β· β 8.1K) - 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¦ 610 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¦ 620 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₯ 37K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 36K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
```
pip install vaex
```
@@ -588,14 +588,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge vaex
```
datatable (π₯29 Β· β 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
+datatable (π₯28 Β· β 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
-- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2.2K Β· π 1.5K - 10% open Β· β±οΈ 31.05.2023):
+- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2.2K Β· π 1.5K - 10% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 65K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 61K / month Β· π¦ 23 Β· β±οΈ 01.07.2021):
```
pip install datatable
```
@@ -606,12 +606,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (π₯28 Β· β 370) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 22 Β· π 31 Β· π¦ 19 Β· π 600 - 6% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 22 Β· π 31 Β· π¦ 19 Β· π 600 - 6% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 2.5K / month Β· π¦ 2 Β· β±οΈ 12.11.2023):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 2.6K / month Β· π¦ 2 Β· β±οΈ 12.11.2023):
```
pip install static-frame
```
@@ -622,7 +622,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 210 - 38% open Β· β±οΈ 02.05.2023):
+- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 200 Β· π 210 - 38% open Β· β±οΈ 02.05.2023):
```
git clone https://github.com/nalepae/pandarallel
@@ -631,14 +631,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 53K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 54K 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 - 11% open Β· β±οΈ 31.07.2023):
+- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 100 Β· π¦ 1.2K Β· π 140 - 11% open Β· β±οΈ 31.07.2023):
```
git clone https://github.com/jmcarpenter2/swifter
@@ -647,19 +647,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install swifter
```
-- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 280K Β· β±οΈ 31.07.2023):
+- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 300K 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 01.11.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 29.11.2023):
```
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₯ 78K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
@@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 14K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 13K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
@@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 140 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 120 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
@@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/RaRe-Technologies/bounter
```
-- [PyPi](https://pypi.org/project/bounter) (π₯ 450 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
+- [PyPi](https://pypi.org/project/bounter) (π₯ 480 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
```
pip install bounter
```
@@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 41M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 38M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
@@ -742,7 +742,7 @@ _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₯ 30M / month Β· π¦ 2.2K Β· β±οΈ 16.05.2021):
+- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 29M / month Β· π¦ 2.2K Β· β±οΈ 16.05.2021):
```
pip install sortedcontainers
```
@@ -767,36 +767,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge anytree
```
multidict (π₯31 Β· β 360) - The multidict implementation. Apache-2
+glom (π₯31 Β· β 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 84 Β· π₯ 4.5K Β· π 140 - 15% open Β· β±οΈ 28.09.2023):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 22 Β· π 59 Β· π¦ 1.3K Β· π 190 - 59% open Β· β±οΈ 28.11.2023):
```
- git clone https://github.com/aio-libs/multidict
+ git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 78M / month Β· π¦ 3.3K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/glom) (π₯ 1.4M / month Β· π¦ 120 Β· β±οΈ 27.11.2023):
```
- pip install multidict
+ pip install glom
```
-- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 11M Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 28K Β· β±οΈ 27.11.2023):
```
- conda install -c conda-forge multidict
+ conda install -c conda-forge glom
```
glom (π₯30 Β· β 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
+multidict (π₯31 Β· β 360) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 21 Β· π 58 Β· π¦ 1.3K Β· π 190 - 60% open Β· β±οΈ 10.11.2023):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 47 Β· π 84 Β· π₯ 4.5K Β· π 140 - 15% open Β· β±οΈ 28.09.2023):
```
- git clone https://github.com/mahmoud/glom
+ git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.4M / month Β· π¦ 120 Β· β±οΈ 08.11.2023):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 79M / month Β· π¦ 3.3K Β· β±οΈ 24.12.2022):
```
- pip install glom
+ pip install multidict
```
-- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 28K Β· β±οΈ 08.11.2023):
+- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 11M Β· β±οΈ 07.10.2023):
```
- conda install -c conda-forge glom
+ conda install -c conda-forge multidict
```
bidict (π₯30 Β· β 1.4K) - The bidirectional mapping library for Python. MPL-2.0
@@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.5M / month Β· π¦ 510 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 1.5M / month Β· π¦ 520 Β· β±οΈ 02.01.2023):
```
pip install bidict
```
@@ -822,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 710K / month Β· π¦ 34 Β· β±οΈ 08.11.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 670K / month Β· π¦ 34 Β· β±οΈ 08.11.2023):
```
pip install python-benedict
```
@@ -831,14 +831,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-benedict
```
sqlitedict (π₯28 Β· β 1.1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
+sqlitedict (π₯29 Β· β 1.1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
-- [GitHub](https://github.com/piskvorky/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 4K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
+- [GitHub](https://github.com/piskvorky/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 4.1K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
```
git clone https://github.com/RaRe-Technologies/sqlitedict
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 420K / month Β· π¦ 230 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 460K / month Β· π¦ 230 Β· β±οΈ 03.12.2022):
```
pip install sqlitedict
```
@@ -865,50 +865,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (π₯27 Β· β 1.1K) - A high-performance immutable mapping type for Python. Apache-2
-- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 16 Β· π 54 Β· π¦ 6.2K Β· π 46 - 19% open Β· β±οΈ 15.08.2023):
+- [GitHub](https://github.com/MagicStack/immutables) (π¨βπ» 16 Β· π 54 Β· π¦ 6.3K Β· π 46 - 19% open Β· β±οΈ 15.08.2023):
```
git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 700K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 720K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
-- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 950K Β· β±οΈ 25.09.2023):
+- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 960K Β· β±οΈ 25.09.2023):
```
conda install -c conda-forge immutables
```
janus (π₯26 Β· β 740) - Thread-safe asyncio-aware queue for Python. Apache-2
+python-box (π₯26 Β· β 2.3K) - Python dictionaries with advanced dot notation access. MIT
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 13.11.2023):
+- [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/aio-libs/janus
+ git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 400K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 2M / month Β· π¦ 350 Β· β±οΈ 26.08.2023):
```
- pip install janus
+ pip install python-box
```
-- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 16K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 490K Β· β±οΈ 01.10.2023):
```
- conda install -c conda-forge janus
+ conda install -c conda-forge python-box
```
python-box (π₯25 Β· β 2.3K) - Python dictionaries with advanced dot notation access. MIT
+janus (π₯26 Β· β 750) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [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):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 23 Β· π 44 Β· π 41 - 19% open Β· β±οΈ 29.11.2023):
```
- git clone https://github.com/cdgriffith/Box
+ git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 2M / month Β· π¦ 350 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/janus) (π₯ 430K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
```
- pip install python-box
+ pip install janus
```
-- [Conda](https://anaconda.org/conda-forge/python-box) (π₯ 490K Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/janus) (π₯ 16K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge python-box
+ conda install -c conda-forge janus
```
Show 3 hidden projects...
@@ -925,12 +925,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯45 Β· β 17K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 440 Β· π 1.5K Β· π¦ 290K Β· π 3.4K - 10% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 450 Β· π 1.5K Β· π¦ 290K Β· π 3.4K - 10% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 120M / month Β· π¦ 9.4K Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 130M / month Β· π¦ 9.4K Β· β±οΈ 22.11.2023):
```
pip install pydantic
```
@@ -941,7 +941,7 @@ _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₯ 110 Β· π¦ 480K Β· π 800 - 3% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 570 Β· π₯ 120 Β· π¦ 490K Β· π 800 - 3% open Β· β±οΈ 24.11.2023):
```
git clone https://github.com/Julian/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₯ 5.5M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 5.4M / month Β· π¦ 1.1K Β· β±οΈ 09.08.2023):
```
pip install cerberus
```
@@ -978,7 +978,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.3M / month Β· π¦ 1.4K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.5M / month Β· π¦ 1.4K Β· β±οΈ 17.11.2023):
```
pip install voluptuous
```
@@ -989,12 +989,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (π₯33 Β· β 2.8K) - Schema validation just got Pythonic. MIT
-- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 66 Β· π 200 Β· π¦ 7.6K Β· π 170 - 56% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/keleshev/schema) (π¨βπ» 66 Β· π 200 Β· π¦ 7.7K Β· π 170 - 56% open Β· β±οΈ 23.11.2023):
```
git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/schema) (π₯ 7.5M / month Β· π¦ 920 Β· β±οΈ 01.12.2021):
+- [PyPi](https://pypi.org/project/schema) (π₯ 7.6M / month Β· π¦ 930 Β· β±οΈ 01.12.2021):
```
pip install schema
```
@@ -1005,12 +1005,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (π₯33 Β· β 850) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 12 Β· π¦ 92K Β· π 160 - 11% open Β· β±οΈ 07.11.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 12 Β· π¦ 93K Β· π 160 - 11% open Β· β±οΈ 07.11.2023):
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 6.3M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/validators) (π₯ 6.2M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
```
pip install validators
```
@@ -1021,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (π₯32 Β· β 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 35 Β· π 63 Β· π¦ 8.8K Β· π 420 - 32% open Β· β±οΈ 08.11.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 35 Β· π 63 Β· π¦ 8.9K Β· π 420 - 32% open Β· β±οΈ 08.11.2023):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 530K / month Β· π¦ 150 Β· β±οΈ 08.11.2023):
+- [PyPi](https://pypi.org/project/param) (π₯ 540K / month Β· π¦ 150 Β· β±οΈ 08.11.2023):
```
pip install param
```
@@ -1037,12 +1037,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (π₯27 Β· β 1.4K) - Type-safe YAML parser and validator. MIT
-- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 58 Β· π¦ 2K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
+- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 59 Β· π¦ 2K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
```
git clone https://github.com/crdoconnor/strictyaml
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 1M / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 990K / month Β· π¦ 260 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -1058,7 +1058,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 68K / month Β· π¦ 27 Β· β±οΈ 15.11.2023):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 67K / month Β· π¦ 27 Β· β±οΈ 15.11.2023):
```
pip install dirty-equals
```
@@ -1121,11 +1121,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 500K / month Β· π¦ 270 Β· β±οΈ 24.02.2022):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 490K / month Β· π¦ 270 Β· β±οΈ 24.02.2022):
```
pip install transitions
```
-- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 570K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 580K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge transitions
```
@@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 4.1K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 3.2K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1158,7 +1158,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯39 Β· β 8.4K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 78K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 79K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/arrow-py/arrow
@@ -1179,7 +1179,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 230M / month Β· π¦ 5.4K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 220M / month Β· π¦ 5.4K Β· β±οΈ 14.07.2021):
```
pip install python-dateutil
```
@@ -1188,14 +1188,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-dateutil
```
dateparser (π₯37 Β· β 2.4K Β· π) - python parser for human readable dates. BSD-3
+dateparser (π₯37 Β· β 2.4K) - python parser for human readable dates. BSD-3
- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 130 Β· π 460 Β· π¦ 25K Β· π 690 - 46% open Β· β±οΈ 22.11.2023):
```
git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.2M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.4M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
```
pip install dateparser
```
@@ -1206,12 +1206,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (π₯36 Β· β 1.2K) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 460 Β· π₯ 190 Β· π¦ 14K Β· π 480 - 19% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/vacanza/python-holidays) (π¨βπ» 220 Β· π 460 Β· π₯ 190 Β· π¦ 14K Β· π 480 - 20% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 6.4M / month Β· π¦ 460 Β· β±οΈ 20.11.2023):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6.3M / month Β· π¦ 460 Β· β±οΈ 20.11.2023):
```
pip install holidays
```
@@ -1222,7 +1222,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (π₯34 Β· β 5.8K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 95 Β· π 360 Β· π₯ 260 Β· π¦ 24K Β· π 520 - 44% open Β· β±οΈ 24.10.2023):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 95 Β· π 360 Β· π₯ 260 Β· π¦ 24K Β· π 520 - 43% open Β· β±οΈ 24.10.2023):
```
git clone https://github.com/sdispater/pendulum
@@ -1243,7 +1243,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 44M / month Β· π¦ 3.8K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 42M / month Β· π¦ 3.8K Β· β±οΈ 22.10.2023):
```
pip install tzlocal
```
@@ -1279,14 +1279,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-filesystem_spec (π₯38 Β· β 690 Β· π) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯39 Β· β 690) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 210 Β· π 290 Β· π¦ 75K Β· π 610 - 33% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 210 Β· π 290 Β· π¦ 76K Β· π 620 - 34% open Β· β±οΈ 24.11.2023):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 150M / month Β· π¦ 760 Β· β±οΈ 21.10.2023):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 150M / month Β· π¦ 840 Β· β±οΈ 21.10.2023):
```
pip install fsspec
```
@@ -1295,14 +1295,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fsspec
```
watchdog (π₯37 Β· β 6K) - Python library and shell utilities to monitor filesystem events. Apache-2
+watchdog (π₯37 Β· β 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 150 Β· π 680 Β· π¦ 120K Β· π 630 - 27% open Β· β±οΈ 10.10.2023):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 14M / month Β· π¦ 8.2K Β· β±οΈ 20.03.2023):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 15M / month Β· π¦ 8.2K Β· β±οΈ 20.03.2023):
```
pip install watchdog
```
@@ -1311,9 +1311,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge watchdog
```
filelock (π₯35 Β· β 600) - A platform-independent file lock for Python. Unlicense
+filelock (π₯35 Β· β 610) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 41 Β· π 91 Β· π¦ 350K Β· π 100 - 10% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 41 Β· π 91 Β· π¦ 360K Β· π 100 - 10% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/tox-dev/py-filelock
@@ -1359,7 +1359,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge appdirs
```
scandir (π₯30 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
+scandir (π₯31 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
- [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):
@@ -1382,11 +1382,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/path) (π₯ 1.7M / month Β· π¦ 150 Β· β±οΈ 07.07.2023):
+- [PyPi](https://pypi.org/project/path) (π₯ 1.6M / month Β· π¦ 150 Β· β±οΈ 07.07.2023):
```
pip install path
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 470K Β· β±οΈ 23.09.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 480K Β· β±οΈ 23.09.2023):
```
conda install -c conda-forge path
```
@@ -1410,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/PythonCharmers/python-future
```
-- [PyPi](https://pypi.org/project/future) (π₯ 34M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/future) (π₯ 33M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
```
pip install future
```
@@ -1435,9 +1435,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge six
```
typing (π₯32 Β· β 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
+typing (π₯33 Β· β 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 91 Β· π 220 Β· π 740 - 17% open Β· β±οΈ 04.10.2023):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 92 Β· π 220 Β· π 740 - 17% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/python/typing
@@ -1454,7 +1454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
- pathlib2 (π₯28 Β· β 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT
-- dataclasses (π₯27 Β· β 580 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
+- dataclasses (π₯27 Β· β 570 Β· π) - A backport of the dataclasses module for Python 3.6. Apache-2
- futures (π₯27 Β· β 230 Β· π) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0
- contextlib2 (π₯25 Β· β 36 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
cryptography (π₯47 Β· β 5.9K) - 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¦ 580K Β· π 2.3K - 1% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 590K Β· π 2.3K - 1% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 210M / month Β· π¦ 22K Β· β±οΈ 24.10.2023):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 210M / month Β· π¦ 22K Β· β±οΈ 28.11.2023):
```
pip install cryptography
```
-- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 45M Β· β±οΈ 15.11.2023):
+- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 45M Β· β±οΈ 28.11.2023):
```
conda install -c conda-forge cryptography
```
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₯ 210 Β· π¦ 82K Β· π 570 - 11% open Β· β±οΈ 28.10.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 450 Β· π₯ 220 Β· π¦ 82K Β· π 570 - 11% open Β· β±οΈ 28.10.2023):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 33M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 30M / month Β· π¦ 1.6K Β· β±οΈ 16.09.2023):
```
pip install pycryptodomex
```
@@ -1496,18 +1496,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pycryptodomex
```
tink (π₯36 Β· β 13K Β· π) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
+bcrypt (π₯37 Β· β 1.1K Β· π) - Modern(-ish) password hashing for your software and your servers. Apache-2
+
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 190 Β· π¦ 190K Β· π 130 - 5% open Β· β±οΈ 28.11.2023):
+
+ ```
+ git clone https://github.com/pyca/bcrypt
+ ```
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 42M / month Β· π¦ 8.1K Β· β±οΈ 28.11.2023):
+ ```
+ pip install bcrypt
+ ```
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4.3M Β· β±οΈ 28.11.2023):
+ ```
+ conda install -c conda-forge bcrypt
+ ```
+tink (π₯35 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
- [GitHub](https://github.com/google/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 970 Β· π 480 - 8% open Β· β±οΈ 29.08.2023):
```
git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 230K / month Β· π¦ 4 Β· β±οΈ 28.08.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 250K / month Β· π¦ 4 Β· β±οΈ 27.11.2023):
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 270 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 340 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
@@ -1530,7 +1546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (π₯34 Β· β 460) - 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¦ 360K Β· π 120 - 17% open Β· β±οΈ 01.11.2023):
+- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π¦ 370K Β· π 120 - 17% open Β· β±οΈ 01.11.2023):
```
git clone https://github.com/sybrenstuvel/python-rsa
@@ -1560,22 +1576,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asn1crypto
```
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 17.11.2023):
-
- ```
- git clone https://github.com/pyca/bcrypt
- ```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 42M / month Β· π¦ 8.1K Β· β±οΈ 09.10.2022):
- ```
- pip install bcrypt
- ```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4.3M Β· β±οΈ 22.09.2023):
- ```
- conda install -c conda-forge bcrypt
- ```
-
## Infrastructure & DevOps
@@ -1584,7 +1584,7 @@ _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¦ 31K Β· π 32K - 2% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 31K Β· π 32K - 2% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/ansible/ansible
@@ -1593,67 +1593,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install ansible
```
-- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 970K Β· β±οΈ 11.10.2023):
+- [Conda](https://anaconda.org/conda-forge/ansible) (π₯ 980K Β· β±οΈ 11.10.2023):
```
conda install -c conda-forge ansible
```
awscli (π₯44 Β· β 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 430 Β· π 4K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 430 Β· π 4K Β· π₯ 1.5K Β· π¦ 3 Β· π 4.5K - 11% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 170M / month Β· π¦ 3.1K Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 160M / month Β· π¦ 3.1K Β· β±οΈ 30.11.2023):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 23.11.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 30.11.2023):
```
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
+botocore (π₯44 Β· β 1.4K) - 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¦ 290K Β· π 1.1K - 13% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 290K Β· π 1.1K - 14% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 390M / month Β· π¦ 8.6K Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 380M / month Β· π¦ 8.6K Β· β±οΈ 30.11.2023):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 22.11.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 24M Β· β±οΈ 30.11.2023):
```
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 1K Β· π₯ 1.5M Β· π¦ 6.9K Β· π 6.7K - 29% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 250 Β· π 1K Β· π₯ 1.6M Β· π¦ 6.9K Β· π 6.7K - 29% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 930K / month Β· π¦ 170 Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 900K / month Β· π¦ 170 Β· β±οΈ 17.11.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.7M / month Β· π¦ 900 Β· β±οΈ 17.11.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.8M / month Β· π¦ 900 Β· β±οΈ 17.11.2023):
```
npm install @pulumi/pulumi
```
docker (π₯42 Β· β 6.5K Β· π) - A Python library for the Docker Engine API. Apache-2
+docker (π₯42 Β· β 6.5K) - 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₯ 730 Β· π¦ 71K Β· π 1.7K - 26% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 440 Β· π 1.7K Β· π₯ 740 Β· π¦ 72K Β· π 1.7K - 26% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 35M / month Β· π¦ 3.9K Β· β±οΈ 01.06.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 34M / month Β· π¦ 3.9K Β· β±οΈ 27.11.2023):
```
pip install docker
```
@@ -1664,7 +1664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯41 Β· β 31K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 520 Β· π 5.1K Β· π₯ 100M Β· π¦ 320 Β· π 7.2K - 3% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 520 Β· π 5.1K Β· π₯ 100M Β· π¦ 320 Β· π 7.2K - 2% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/docker/compose
@@ -1678,7 +1678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge docker-compose
```
paramiko (π₯41 Β· β 8.6K Β· π) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
+paramiko (π₯41 Β· β 8.6K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (π¨βπ» 190 Β· π 2K Β· π¦ 87K Β· π 1.8K - 56% open Β· β±οΈ 24.09.2023):
@@ -1689,14 +1689,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install paramiko
```
-- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 4M Β· β±οΈ 30.07.2023):
+- [Conda](https://anaconda.org/conda-forge/paramiko) (π₯ 4.1M Β· β±οΈ 30.07.2023):
```
conda install -c conda-forge paramiko
```
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 16.10.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 8% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/kubernetes-client/python
@@ -1712,7 +1712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (π₯38 Β· β 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
-- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 230 Β· π 1.2K Β· π¦ 4K Β· π 2K - 9% open Β· β±οΈ 17.11.2023):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 230 Β· π 1.2K Β· π¦ 4K Β· π 2K - 9% open Β· β±οΈ 25.11.2023):
```
git clone https://github.com/ktbyers/netmiko
@@ -1722,14 +1722,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pip install netmiko
```
fabric (π₯37 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
+fabric (π₯36 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 2K Β· π¦ 21 Β· π 1.8K - 26% open Β· β±οΈ 23.09.2023):
```
git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 5.3M / month Β· π¦ 140 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 5.2M / month Β· π¦ 140 Β· β±οΈ 31.08.2023):
```
pip install fabric
```
@@ -1745,7 +1745,7 @@ _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₯ 1.8M / month Β· π¦ 1.4K Β· β±οΈ 01.10.2023):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 1.7M / month Β· π¦ 1.4K Β· β±οΈ 01.10.2023):
```
pip install schedule
```
@@ -1756,12 +1756,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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¦ 5.3K Β· π 350 - 36% open Β· β±οΈ 01.11.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 5.4K Β· π 350 - 36% open Β· β±οΈ 01.11.2023):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.7M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.5M / month Β· π¦ 470 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1788,12 +1788,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (π₯29 Β· β 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT
-- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 100 Β· π 320 Β· π¦ 93 Β· π 680 - 21% open Β· β±οΈ 18.11.2023):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 100 Β· π 320 Β· π¦ 94 Β· π 690 - 20% open Β· β±οΈ 26.11.2023):
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 36K / month Β· π¦ 11 Β· β±οΈ 14.10.2023):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 32K / month Β· π¦ 12 Β· β±οΈ 14.10.2023):
```
pip install pyinfra
```
@@ -1805,7 +1805,7 @@ _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₯ 2.6K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.3K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
@@ -1828,14 +1828,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-pexpect (π₯39 Β· β 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
+pexpect (π₯40 Β· β 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
-- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 460 Β· π₯ 4.4K Β· π¦ 330K Β· π 510 - 36% open Β· β±οΈ 29.09.2023):
+- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 110 Β· π 460 Β· π₯ 4.4K Β· π¦ 330K Β· π 510 - 35% open Β· β±οΈ 25.11.2023):
```
git clone https://github.com/pexpect/pexpect
```
-- [PyPi](https://pypi.org/project/pexpect) (π₯ 39M / month Β· π¦ 16K Β· β±οΈ 21.01.2020):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 42M / month Β· π¦ 16K Β· β±οΈ 25.11.2023):
```
pip install pexpect
```
@@ -1862,12 +1862,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (π₯34 Β· β 6.7K) - Python process launching. MIT
-- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 97 Β· π 500 Β· π¦ 14K Β· π 460 - 1% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 97 Β· π 500 Β· π¦ 14K Β· π 470 - 1% open Β· β±οΈ 20.11.2023):
```
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₯ 5.5M / month Β· π¦ 2.6K Β· β±οΈ 10.08.2023):
```
pip install sh
```
@@ -1883,7 +1883,7 @@ _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₯ 41M / 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
```
@@ -1921,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 87M / month Β· π¦ 10K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 86M / month Β· π¦ 10K Β· β±οΈ 25.10.2023):
```
pip install greenlet
```
@@ -1932,16 +1932,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (π₯37 Β· β 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 43 Β· π 110 Β· π¦ 200K Β· π 330 - 17% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 44 Β· π 110 Β· π¦ 200K Β· π 330 - 17% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 49M / month Β· π¦ 660 Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 51M / month Β· π¦ 660 Β· β±οΈ 22.11.2023):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 11M Β· β±οΈ 31.08.2023):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 11M Β· β±οΈ 24.11.2023):
```
conda install -c conda-forge anyio
```
@@ -1987,28 +1987,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯39 Β· β 590) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 110 Β· π 190 Β· π₯ 270 Β· π¦ 380K Β· π 290 - 32% open Β· β±οΈ 13.11.2023):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 280 Β· π¦ 380K Β· π 300 - 33% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 34M / month Β· π¦ 15K Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 34M / month Β· π¦ 15K Β· β±οΈ 27.11.2023):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 24M Β· β±οΈ 30.10.2023):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 25M Β· β±οΈ 27.11.2023):
```
conda install -c conda-forge traitlets
```
python-dotenv (π₯37 Β· β 6.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯37 Β· β 6.7K) - 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¦ 610K Β· π 270 - 14% open Β· β±οΈ 07.07.2023):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 93 Β· π 370 Β· π¦ 620K 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₯ 34M / month Β· π¦ 9.3K Β· β±οΈ 24.02.2023):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 33M / month Β· π¦ 9.4K Β· β±οΈ 24.02.2023):
```
pip install python-dotenv
```
@@ -2035,12 +2035,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (π₯32 Β· β 2.6K Β· π€) - 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¦ 120K Β· π 92 - 8% open Β· β±οΈ 17.04.2023):
+- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 35 Β· π 180 Β· π₯ 12 Β· π¦ 120K Β· π 93 - 9% open Β· β±οΈ 17.04.2023):
```
git clone https://github.com/henriquebastos/python-decouple
```
-- [PyPi](https://pypi.org/project/python-decouple) (π₯ 1.8M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
+- [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
```
@@ -2051,12 +2051,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (π₯32 Β· β 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 90 Β· π¦ 21K Β· π 540 - 17% open Β· β±οΈ 18.11.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 90 Β· π¦ 21K Β· π 540 - 18% open Β· β±οΈ 18.11.2023):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 5.6M / month Β· π¦ 370 Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 5.8M / month Β· π¦ 440 Β· β±οΈ 29.11.2023):
```
pip install omegaconf
```
@@ -2067,12 +2067,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (π₯31 Β· β 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 600 Β· π¦ 17K Β· π 1.3K - 16% open Β· β±οΈ 17.09.2023):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 600 Β· π¦ 18K Β· π 1.3K - 16% open Β· β±οΈ 17.09.2023):
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 12K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 12K / month Β· π¦ 9 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
@@ -2083,28 +2083,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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¦ 7.2K 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¦ 7.3K Β· π 92 - 54% open Β· β±οΈ 04.10.2023):
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 240K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 210K / month Β· π¦ 89 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
-- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 22K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/gin-config) (π₯ 23K 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 72 Β· π₯ 300 Β· π¦ 32K Β· π 170 - 42% open Β· β±οΈ 18.01.2023):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 72 Β· π₯ 320 Β· π¦ 32K 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₯ 2.9M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 3M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
```
pip install configobj
```
@@ -2135,14 +2135,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
-click (π₯45 Β· β 15K) - Python composable command line interface toolkit. BSD-3
+click (π₯44 Β· β 15K 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₯ 140 Β· π¦ 1.5M Β· π 1.5K - 6% open Β· β±οΈ 01.09.2023):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 180M / month Β· π¦ 75K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 170M / month Β· π¦ 75K Β· β±οΈ 17.08.2023):
```
pip install click
```
@@ -2190,7 +2190,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.9M / month Β· π¦ 1.9K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.8M / month Β· π¦ 1.9K Β· β±οΈ 12.12.2022):
```
pip install fire
```
@@ -2199,9 +2199,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fire
```
colorama (π₯35 Β· β 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3
+colorama (π₯36 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¦ 800K 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¦ 810K Β· π 250 - 44% open Β· β±οΈ 23.08.2023):
```
git clone https://github.com/tartley/colorama
@@ -2217,12 +2217,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (π₯35 Β· β 1.3K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 69 Β· π 120 Β· π₯ 320 Β· π¦ 48K Β· π 250 - 22% open Β· β±οΈ 16.11.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 70 Β· π 120 Β· π₯ 320 Β· π¦ 48K Β· π 250 - 21% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 23M / month Β· π¦ 2.2K Β· β±οΈ 12.11.2023):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 22M / month Β· π¦ 2.2K Β· β±οΈ 12.11.2023):
```
pip install argcomplete
```
@@ -2233,12 +2233,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (π₯35 Β· β 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 81 Β· π¦ 19K Β· π 100 - 28% open Β· β±οΈ 17.11.2023):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 34 Β· π 80 Β· π¦ 19K Β· π 100 - 28% open Β· β±οΈ 17.11.2023):
```
git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 25M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 28M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
```
pip install cleo
```
@@ -2247,9 +2247,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cleo
```
wcwidth (π₯35 Β· β 340) - Python library that measures the width of unicode strings rendered to a.. MIT
+wcwidth (π₯35 Β· β 350) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 18 Β· π 50 Β· π¦ 470K Β· π 46 - 17% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 50 Β· π¦ 470K Β· π 46 - 17% open Β· β±οΈ 26.11.2023):
```
git clone https://github.com/jquast/wcwidth
@@ -2281,12 +2281,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (π₯33 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¦ 940 Β· π 300 - 7% open Β· β±οΈ 27.10.2023):
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 240 Β· π¦ 940 Β· π 300 - 7% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 93K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 80K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
@@ -2297,7 +2297,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (π₯30 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 75 Β· π¦ 10K Β· π 130 - 26% open Β· β±οΈ 16.10.2023):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 75 Β· π¦ 11K Β· π 130 - 26% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/tmbo/questionary
@@ -2322,14 +2322,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 750K Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 760K Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge configargparse
```
docopt-ng (π₯22 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 15 Β· π¦ 230 Β· π 29 - 48% open Β· β±οΈ 01.06.2023):
+- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 16 Β· π¦ 240 Β· π 29 - 48% open Β· β±οΈ 01.06.2023):
```
git clone https://github.com/jazzband/docopt-ng
@@ -2346,7 +2346,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 140 / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 120 / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2355,7 +2355,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- docopt (π₯35 Β· β 7.9K Β· π) - Pythonic command line arguments parser, that will make you smile. MIT
- 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
+- clint (π₯25 Β· β 92 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 49) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
aiocache (π₯30 Β· β 950) - 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₯ 13 Β· π¦ 2K Β· π 290 - 13% open Β· β±οΈ 08.11.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 43 Β· π 140 Β· π₯ 13 Β· π¦ 2K Β· π 290 - 13% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 440K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 420K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
pylibmc (π₯28 Β· β 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
+pylibmc (π₯28 Β· β 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 400 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 420 Β· π¦ 4.8K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/lericson/pylibmc
@@ -2424,7 +2424,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/bbangert/beaker
```
-- [PyPi](https://pypi.org/project/beaker) (π₯ 290K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
+- [PyPi](https://pypi.org/project/beaker) (π₯ 280K / month Β· π¦ 1.4K Β· β±οΈ 04.02.2023):
```
pip install beaker
```
@@ -2435,12 +2435,12 @@ _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 55 Β· π¦ 420 Β· π 66 - 22% open Β· β±οΈ 02.07.2023):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 16 Β· π 55 Β· π¦ 430 Β· π 67 - 23% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 27K / month Β· π¦ 27 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 28K / month Β· π¦ 27 Β· β±οΈ 25.11.2021):
```
pip install cachier
```
@@ -2459,7 +2459,7 @@ _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₯ 34K Β· π¦ 11K Β· π 5.2K - 18% open Β· β±οΈ 18.11.2023):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 600 Β· π 3K Β· π₯ 34K Β· π¦ 11K Β· π 5.2K - 18% open Β· β±οΈ 25.11.2023):
```
git clone https://github.com/kivy/kivy
@@ -2473,14 +2473,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge kivy
```
PySimpleGUI (π₯36 Β· β 12K) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
+PySimpleGUI (π₯38 Β· β 12K Β· π) - 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¦ 10K Β· π 3.5K - 20% open Β· β±οΈ 19.11.2023):
+- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 10K Β· π 3.5K - 20% open Β· β±οΈ 26.11.2023):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 430K / month Β· π¦ 320 Β· β±οΈ 10.10.2022):
+- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 440K / month Β· π¦ 320 Β· β±οΈ 10.10.2022):
```
pip install pysimplegui
```
@@ -2489,21 +2489,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pysimplegui
```
DearPyGui (π₯32 Β· β 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
+DearPyGui (π₯33 Β· β 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 63 Β· π 610 Β· π¦ 2.4K Β· π 1.2K - 19% open Β· β±οΈ 02.11.2023):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 59K / month Β· π¦ 47 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 58K / month Β· π¦ 47 Β· β±οΈ 09.10.2023):
```
pip install dearpygui
```
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¦ 6.4K Β· π 520 - 33% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 6.4K Β· π 520 - 34% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
@@ -2513,18 +2513,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pip install eel
```
toga (π₯31 Β· β 3.8K) - A Python native, OS native GUI toolkit. BSD-3
+toga (π₯31 Β· β 3.9K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 250 Β· π 650 Β· π₯ 2.1K Β· π¦ 2 Β· π 770 - 14% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 650 Β· π₯ 2.1K Β· π¦ 2 Β· π 780 - 15% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 3.7K / month Β· π¦ 34 Β· β±οΈ 03.11.2023):
+- [PyPi](https://pypi.org/project/toga) (π₯ 4.3K / month Β· π¦ 34 Β· β±οΈ 03.11.2023):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 18 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 21 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2544,14 +2544,14 @@ _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₯19 Β· β 470 Β· π£) - An open-source framework to create and deploy computer vision.. Apache-2
+Pipeless (π₯19 Β· β 480 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 21 Β· π₯ 140 Β· π 18 - 38% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 22 Β· π₯ 150 Β· π 19 - 31% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/pipeless-ai/pipeless
```
-- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 180 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 220 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
```
pip install pipeless-ai
```
@@ -2595,7 +2595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 57M / month Β· π¦ 39K Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 56M / month Β· π¦ 39K Β· β±οΈ 01.08.2023):
```
pip install chardet
```
@@ -2603,19 +2603,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 120 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 130 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
emoji (π₯32 Β· β 1.8K) - emoji terminal output for Python. BSD-3
+emoji (π₯33 Β· β 1.8K) - emoji terminal output for Python. BSD-3
- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 64 Β· π 260 Β· π¦ 63K Β· π 160 - 6% open Β· β±οΈ 16.08.2023):
```
git clone https://github.com/carpedm20/emoji
```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 2.6M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 2.7M / month Β· π¦ 1.5K Β· β±οΈ 16.08.2023):
```
pip install emoji
```
@@ -2640,14 +2640,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-slugify
```
inflect (π₯30 Β· β 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
+inflect (π₯30 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):
+- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 52 Β· π 100 Β· π 110 - 24% open Β· β±οΈ 08.10.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 5.1M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 5M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2679,7 +2679,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 65K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 64K / month Β· π¦ 12 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
@@ -2691,7 +2691,7 @@ _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₯ 370K / month Β· π¦ 59 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 390K / month Β· π¦ 60 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
@@ -2722,25 +2722,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
_Libraries for connecting to, operating, and querying databases._
-boto3 (π₯48 Β· β 8.4K) - AWS SDK for Python. Apache-2
+boto3 (π₯48 Β· β 8.5K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 390K Β· π 3.1K - 6% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 390K Β· π 3.1K - 6% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 880M / month Β· π¦ 18K Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 850M / month Β· π¦ 18K Β· β±οΈ 30.11.2023):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 23.11.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 30.11.2023):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯44 Β· β 8K) - The Database Toolkit for Python. MIT
+SQLAlchemy (π₯44 Β· β 8.1K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 670 Β· π 1.3K Β· π₯ 46K Β· π¦ 670K Β· π 7.6K - 2% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 670 Β· π 1.3K Β· π₯ 47K Β· π¦ 670K Β· π 7.6K - 2% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/sqlalchemy/sqlalchemy
@@ -2756,12 +2756,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (π₯43 Β· β 12K) - Redis Python Client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 420 Β· π 2.5K Β· π 1.6K - 14% open Β· β±οΈ 16.11.2023):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 420 Β· π 2.5K Β· π 1.6K - 14% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 37M / month Β· π¦ 28K Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/redis) (π₯ 38M / month Β· π¦ 28K Β· β±οΈ 16.11.2023):
```
pip install redis
```
@@ -2772,7 +2772,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (π₯43 Β· β 4.4K) - Google Cloud Client Library for Python. Apache-2
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.6K Β· π 3.7K - 1% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.5K Β· π 3.7K - 1% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/googleapis/google-cloud-python
@@ -2788,12 +2788,12 @@ _Libraries for connecting to, operating, and querying databases._
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» 660 Β· π 2.6K Β· π¦ 2.4K Β· π 8.9K - 12% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 660 Β· π 2.6K Β· π¦ 2.4K Β· π 9K - 12% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/Azure/azure-sdk-for-python
```
-- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 45M / month Β· π¦ 710 Β· β±οΈ 07.11.2023):
+- [PyPi](https://pypi.org/project/azure-storage-blob) (π₯ 45M / month Β· π¦ 720 Β· β±οΈ 07.11.2023):
```
pip install azure-storage-blob
```
@@ -2818,14 +2818,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge peewee
```
PyMySQL (π₯40 Β· β 7.4K) - MySQL client library for Python. MIT
+PyMySQL (π₯41 Β· β 7.4K Β· π) - MySQL client library for Python. MIT
-- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.5K Β· π¦ 190K Β· π 640 - 2% open Β· β±οΈ 16.11.2023):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.5K Β· π¦ 200K Β· π 650 - 2% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 39M / month Β· π¦ 550 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 38M / month Β· π¦ 560 Β· β±οΈ 26.06.2023):
```
pip install PyMySQL
```
@@ -2834,9 +2834,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pymysql
```
elasticsearch (π₯40 Β· β 4K Β· π) - Official Python client for Elasticsearch. Apache-2
+elasticsearch (π₯41 Β· β 4K Β· π) - 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¦ 43K Β· π 1.1K - 5% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.5K Β· π¦ 44K Β· π 1.1K - 5% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/elastic/elasticsearch-py
@@ -2857,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 7.3M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 7.5M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2868,28 +2868,28 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (π₯39 Β· β 4K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.2K Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.2K Β· β±οΈ 27.11.2023):
```
git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 24M / month Β· π¦ 20K Β· β±οΈ 01.11.2023):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 24M / month Β· π¦ 20K Β· β±οΈ 29.11.2023):
```
pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.4M Β· β±οΈ 02.11.2023):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.4M Β· β±οΈ 29.11.2023):
```
conda install -c conda-forge pymongo
```
alembic (π₯39 Β· β 2.2K) - 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» 180 Β· π 210 Β· π¦ 190K Β· π 1K - 10% open Β· β±οΈ 22.11.2023):
```
git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 35M / month Β· π¦ 12K Β· β±οΈ 26.10.2023):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 34M / month Β· π¦ 12K Β· β±οΈ 26.10.2023):
```
pip install alembic
```
@@ -2898,6 +2898,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge alembic
```
sqlmodel (π₯37 Β· β 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
+
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 520 Β· π¦ 8.4K Β· π 350 - 56% open Β· β±οΈ 29.11.2023):
+
+ ```
+ git clone https://github.com/tiangolo/sqlmodel
+ ```
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 650K / month Β· π¦ 170 Β· β±οΈ 18.11.2023):
+ ```
+ pip install sqlmodel
+ ```
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 23K Β· β±οΈ 18.11.2023):
+ ```
+ conda install -c conda-forge sqlmodel
+ ```
+MongoEngine (π₯37 Β· β 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 22K Β· π 1.7K - 22% open Β· β±οΈ 21.11.2023):
@@ -2905,7 +2921,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.1M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
pip install mongoengine
```
@@ -2916,12 +2932,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (π₯37 Β· β 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 650 Β· π₯ 220K Β· π¦ 1.3K Β· π 1K - 3% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 650 Β· π₯ 220K Β· π¦ 1.3K Β· π 1K - 2% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 35M / month Β· π¦ 62 Β· β±οΈ 13.11.2023):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 35M / month Β· π¦ 65 Β· β±οΈ 13.11.2023):
```
pip install awswrangler
```
@@ -2932,12 +2948,12 @@ _Libraries for connecting to, operating, and querying databases._
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/ibis-project/ibis) (π¨βπ» 220 Β· π 460 Β· π₯ 110 Β· π¦ 740 Β· π 2.4K - 4% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 220 Β· π 460 Β· π₯ 110 Β· π¦ 780 Β· π 2.4K - 4% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 110K / month Β· π¦ 53 Β· β±οΈ 19.11.2023):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 120K / month Β· π¦ 53 Β· β±οΈ 26.11.2023):
```
pip install ibis-framework
```
@@ -2946,14 +2962,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge ibis-framework
```
python-bigquery (π₯37 Β· β 660) - Google BigQuery API client library. Apache-2
+python-bigquery (π₯37 Β· β 670) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 140 Β· π 260 Β· π¦ 24K Β· π 630 - 13% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 140 Β· π 260 Β· π¦ 24K Β· π 640 - 13% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 36M / month Β· π¦ 1.1K Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 37M / month Β· π¦ 1.1K Β· β±οΈ 30.10.2023):
```
pip install google-cloud-bigquery
```
@@ -2962,25 +2978,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge google-cloud-bigquery
```
sqlmodel (π₯36 Β· β 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 520 Β· π¦ 8.3K Β· π 350 - 56% open Β· β±οΈ 18.11.2023):
-
- ```
- git clone https://github.com/tiangolo/sqlmodel
- ```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 650K / month Β· π¦ 170 Β· β±οΈ 18.11.2023):
- ```
- pip install sqlmodel
- ```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 23K Β· β±οΈ 18.11.2023):
- ```
- conda install -c conda-forge sqlmodel
- ```
-Elasticsearch DSL (π₯36 Β· β 3.7K) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 9.7K Β· π 1.3K - 11% open Β· β±οΈ 13.11.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 9.7K Β· π 1.3K - 11% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
@@ -2996,7 +2996,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (π₯36 Β· β 3.5K) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 900 Β· π¦ 7.8K Β· π 1.1K - 24% open Β· β±οΈ 25.10.2023):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 900 Β· π¦ 7.9K Β· π 1.1K - 24% open Β· β±οΈ 25.10.2023):
```
git clone https://github.com/confluentinc/confluent-kafka-python
@@ -3012,12 +3012,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (π₯35 Β· β 2.3K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
-- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 84 Β· π 470 Β· π₯ 5.3K Β· π¦ 140K Β· π 330 - 3% open Β· β±οΈ 15.11.2023):
+- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 84 Β· π 470 Β· π₯ 5.3K Β· π¦ 150K Β· π 330 - 3% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 5M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.9M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2023):
```
pip install mysqlclient
```
@@ -3045,15 +3045,31 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kvesteri/sqlalchemy-utils
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 5.2M / month Β· π¦ 2.1K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 5.1M / month Β· π¦ 2.1K Β· β±οΈ 27.04.2023):
```
pip install sqlalchemy-utils
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 530K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 540K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sqlalchemy-utils
```
s3transfer (π₯35 Β· β 190) - Amazon S3 Transfer Manager for Python. Apache-2
+
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 38 Β· π 130 Β· π¦ 260K Β· π 84 - 58% open Β· β±οΈ 29.11.2023):
+
+ ```
+ git clone https://github.com/boto/s3transfer
+ ```
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 280M / month Β· π¦ 4.4K Β· β±οΈ 29.11.2023):
+ ```
+ pip install s3transfer
+ ```
+- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 29.11.2023):
+ ```
+ conda install -c conda-forge s3transfer
+ ```
+Prometheus Client (π₯34 Β· β 3.6K) - Prometheus instrumentation library for Python.. Apache-2
- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 800 Β· π 510 - 18% open Β· β±οΈ 21.11.2023):
@@ -3061,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 26M / month Β· π¦ 840 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 25M / month Β· π¦ 840 Β· β±οΈ 21.11.2023):
```
pip install prometheus_client
```
@@ -3072,7 +3088,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (π₯34 Β· β 3.4K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 230 Β· π₯ 76 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₯ 76 Β· π¦ 3.8K Β· π 640 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
@@ -3088,7 +3104,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (π₯34 Β· β 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 46 Β· π 210 Β· π¦ 75K Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 47 Β· π 210 Β· π¦ 76K Β· β±οΈ 29.11.2023):
```
git clone https://github.com/mongodb/motor
@@ -3118,9 +3134,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge cassandra-driver
```
s3fs (π₯34 Β· β 760) - S3 Filesystem. BSD-3
+s3fs (π₯34 Β· β 750) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 250 Β· π¦ 16K Β· π 430 - 28% open Β· β±οΈ 15.11.2023):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 250 Β· π¦ 16K Β· π 440 - 29% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/fsspec/s3fs
@@ -3136,7 +3152,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (π₯34 Β· β 710) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.8K Β· π 530 - 2% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 290 Β· π¦ 5.8K Β· π 540 - 2% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/minio/minio-py
@@ -3150,25 +3166,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
s3transfer (π₯34 Β· β 190) - Amazon S3 Transfer Manager for Python. Apache-2
-
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 37 Β· π 120 Β· π¦ 260K Β· π 81 - 56% open Β· β±οΈ 20.10.2023):
-
- ```
- git clone https://github.com/boto/s3transfer
- ```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 280M / month Β· π¦ 4.4K Β· β±οΈ 26.09.2023):
- ```
- pip install s3transfer
- ```
-- [Conda](https://anaconda.org/conda-forge/s3transfer) (π₯ 17M Β· β±οΈ 26.09.2023):
- ```
- conda install -c conda-forge s3transfer
- ```
-tortoise-orm (π₯33 Β· β 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+tortoise-orm (π₯33 Β· β 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 340 Β· π₯ 13 Β· π¦ 6.6K Β· π 990 - 49% open Β· β±οΈ 05.11.2023):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 340 Β· π₯ 13 Β· π¦ 6.7K Β· π 990 - 49% open Β· β±οΈ 05.11.2023):
```
git clone https://github.com/tortoise/tortoise-orm
@@ -3182,50 +3182,34 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge tortoise-orm
```
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¦ 21K Β· π 320 - 38% open Β· β±οΈ 09.09.2023):
-
- ```
- git clone https://github.com/encode/databases
- ```
-- [PyPi](https://pypi.org/project/databases) (π₯ 330K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
- ```
- pip install databases
- ```
-- [Conda](https://anaconda.org/conda-forge/databases) (π₯ 190K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge 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» 98 Β· π 260 Β· π¦ 15K Β· π 400 - 37% open Β· β±οΈ 16.10.2023):
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 98 Β· π 260 Β· π¦ 16K Β· π 410 - 37% open Β· β±οΈ 16.10.2023):
```
git clone https://github.com/kayak/pypika
```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2.3M / month Β· π¦ 100 Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.2M / month Β· π¦ 100 Β· β±οΈ 15.03.2022):
```
pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 5.4K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 5.6K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pypika
```
neo4j-driver (π₯33 Β· β 840) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 200 Β· π¦ 7.5K Β· π 230 - 1% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 210 Β· π¦ 7.6K Β· π 230 - 2% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/neo4j/neo4j-python-driver
```
-- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 130K / month Β· π¦ 230 Β· β±οΈ 03.11.2023):
+- [PyPi](https://pypi.org/project/neo4j-driver) (π₯ 130K / month Β· π¦ 230 Β· β±οΈ 28.11.2023):
```
pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 200K Β· β±οΈ 03.11.2023):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 200K Β· β±οΈ 28.11.2023):
```
conda install -c conda-forge neo4j-python-driver
```
@@ -3241,11 +3225,43 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install dataset
```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.5K Β· β±οΈ 12.07.2023):
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.6K Β· β±οΈ 12.07.2023):
```
conda install -c conda-forge dataset
```
Databases (π₯32 Β· β 3.6K) - Async database support for Python. BSD-3
+
+- [GitHub](https://github.com/encode/databases) (π¨βπ» 57 Β· π 250 Β· π¦ 21K Β· π 320 - 38% open Β· β±οΈ 28.11.2023):
+
+ ```
+ git clone https://github.com/encode/databases
+ ```
+- [PyPi](https://pypi.org/project/databases) (π₯ 330K / month Β· π¦ 120 Β· β±οΈ 28.08.2023):
+ ```
+ pip install databases
+ ```
+- [Conda](https://anaconda.org/conda-forge/databases) (π₯ 190K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge databases
+ ```
+PynamoDB (π₯32 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
+
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 420 Β· π¦ 1.6K Β· π 630 - 41% open Β· β±οΈ 29.11.2023):
+
+ ```
+ git clone https://github.com/pynamodb/PynamoDB
+ ```
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.4M / month Β· π¦ 160 Β· β±οΈ 29.11.2023):
+ ```
+ pip install pynamodb
+ ```
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 380K Β· β±οΈ 29.11.2023):
+ ```
+ conda install -c conda-forge pynamodb
+ ```
+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¦ 2.2K Β· π 390 - 14% open Β· β±οΈ 28.09.2023):
@@ -3253,23 +3269,23 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/nithinmurali/pygsheets
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.6M / month Β· π¦ 97 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.5M / month Β· π¦ 97 Β· β±οΈ 30.11.2022):
```
pip install pygsheets
```
cx-Oracle (π₯32 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¦ 7.8K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
+- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 360 Β· π¦ 7.9K 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₯ 3M / month Β· π¦ 320 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.9M / month Β· π¦ 320 Β· β±οΈ 15.12.2021):
```
pip install cx-Oracle
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 500K Β· β±οΈ 24.09.2023):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 510K Β· β±οΈ 24.09.2023):
```
conda install -c conda-forge cx_oracle
```
@@ -3281,7 +3297,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 7.4M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 7.3M / month Β· π¦ 330 Β· β±οΈ 10.05.2023):
```
pip install pandas-gbq
```
@@ -3290,25 +3306,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pandas-gbq
```
PynamoDB (π₯31 Β· β 2.3K) - A pythonic interface to Amazons DynamoDB. MIT
-
-- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 420 Β· π¦ 1.6K Β· π 620 - 41% open Β· β±οΈ 30.09.2023):
-
- ```
- git clone https://github.com/pynamodb/PynamoDB
- ```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.4M / month Β· π¦ 160 Β· β±οΈ 26.04.2023):
- ```
- pip install pynamodb
- ```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 380K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge pynamodb
- ```
-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¦ 7.7K Β· π 550 - 30% open Β· β±οΈ 18.07.2023):
+- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 510 Β· π¦ 7.8K Β· π 550 - 30% open Β· β±οΈ 18.07.2023):
```
git clone https://github.com/influxdata/influxdb-python
@@ -3324,12 +3324,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (π₯30 Β· β 1.4K) - 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 62 Β· π¦ 2.6K Β· π 360 - 51% open Β· β±οΈ 19.11.2023):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 25 Β· π 62 Β· π¦ 2.6K Β· π 360 - 51% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 68K / month Β· π¦ 15 Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 61K / month Β· π¦ 15 Β· β±οΈ 22.10.2023):
```
pip install prisma
```
@@ -3368,12 +3368,12 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (π₯29 Β· β 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 77 Β· π¦ 300 Β· π 350 - 30% open Β· β±οΈ 10.11.2023):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 77 Β· π¦ 300 Β· π 350 - 30% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 24K / month Β· π¦ 10 Β· β±οΈ 10.11.2023):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 23K / month Β· π¦ 10 Β· β±οΈ 10.11.2023):
```
pip install piccolo
```
@@ -3385,7 +3385,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 53K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 52K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
```
pip install happybase
```
@@ -3394,7 +3394,7 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge happybase
```
ODMantic (π₯25 Β· β 860) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
+ODMantic (π₯25 Β· β 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 78 Β· π¦ 3.1K Β· π 150 - 47% open Β· β±οΈ 03.11.2023):
@@ -3408,12 +3408,12 @@ _Libraries for connecting to, operating, and querying databases._
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¦ 940 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¦ 950 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₯ 13K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 12K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
```
pip install filedepot
```
@@ -3425,7 +3425,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 74K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 80K / month Β· π¦ 12 Β· β±οΈ 24.05.2022):
```
pip install aioprometheus
```
@@ -3441,22 +3441,22 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects...
- psycopg2 (π₯39 Β· β 3.1K) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
-- pyodbc (π₯37 Β· β 2.8K) - Python ODBC bridge. βοΈMIT-0
-- google-cloud-bigtable (π₯30 Β· β 57) - Google Cloud Bigtable API client library. Apache-2
+- pyodbc (π₯36 Β· β 2.8K) - Python ODBC bridge. βοΈMIT-0
+- google-cloud-bigtable (π₯31 Β· β 57) - Google Cloud Bigtable API client library. Apache-2
- redis-py-cluster (π₯29 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
- mongo-connector (π₯27 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
- cloudant (π₯27 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
-- umongo (π₯25 Β· β 440 Β· π) - sync/async MongoDB ODM, yes. MIT
+- umongo (π₯26 Β· β 440 Β· π) - sync/async MongoDB ODM, yes. MIT
+- py2neo (π₯25 Β· β 4 Β· π) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
- pyhdb (π₯24 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
-- py2neo (π₯22 Β· β 4) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. 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
- gsheets-db-api (π₯21 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
-- PugSQL (π₯18 Β· β 640 Β· π) - A HugSQL-inspired database library for Python. Apache-2
-- SuperSQLite (π₯15 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
- lazydata (π₯15 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
+- SuperSQLite (π₯14 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
@@ -3468,16 +3468,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯43 Β· β 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 540 Β· π 2.4K Β· π¦ 30K Β· π 2.6K - 24% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 540 Β· π 2.4K Β· π¦ 31K Β· π 2.6K - 24% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 5.1M / month Β· π¦ 750 Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 5.4M / month Β· π¦ 760 Β· β±οΈ 16.11.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 570K Β· β±οΈ 17.11.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 580K Β· β±οΈ 17.11.2023):
```
conda install -c conda-forge datasets
```
@@ -3493,19 +3493,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 870K Β· β±οΈ 21.11.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 880K Β· β±οΈ 21.11.2023):
```
conda install -c conda-forge faker
```
Tablib (π₯37 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¦ 88K Β· π 250 - 12% open Β· β±οΈ 08.11.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 89K Β· π 250 - 12% open Β· β±οΈ 08.11.2023):
```
git clone https://github.com/jazzband/tablib
```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 1.7M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/tablib) (π₯ 1.8M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
```
pip install tablib
```
@@ -3514,36 +3514,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge tablib
```
xlwings (π₯36 Β· β 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
+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/xlwings/xlwings) (π¨βπ» 63 Β· π 470 Β· π₯ 19K Β· π¦ 30K Β· π 1.8K - 16% open Β· β±οΈ 05.11.2023):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 60K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
```
- git clone https://github.com/xlwings/xlwings
+ git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xlwings) (π₯ 140K / month Β· π¦ 640 Β· β±οΈ 18.09.2023):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 30M / month Β· π¦ 5.6K Β· β±οΈ 08.05.2022):
```
- pip install xlwings
+ pip install xmltodict
```
-- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 690K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 3.5M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge xlwings
+ conda install -c conda-forge xmltodict
```
xmltodict (π₯35 Β· β 5.3K Β· π€) - Python module that makes working with XML feel like you are.. MIT
+xlwings (π₯35 Β· β 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 60K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/xlwings/xlwings) (π¨βπ» 63 Β· π 470 Β· π₯ 19K Β· π¦ 30K Β· π 1.8K - 16% open Β· β±οΈ 05.11.2023):
```
- git clone https://github.com/martinblech/xmltodict
+ git clone https://github.com/xlwings/xlwings
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 30M / month Β· π¦ 5.6K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/xlwings) (π₯ 140K / month Β· π¦ 640 Β· β±οΈ 18.09.2023):
```
- pip install xmltodict
+ pip install xlwings
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 3.5M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/xlwings) (π₯ 690K Β· β±οΈ 28.09.2023):
```
- conda install -c conda-forge xmltodict
+ conda install -c conda-forge xlwings
```
csvkit (π₯34 Β· β 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
@@ -3564,12 +3564,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 61 Β· π 310 Β· π¦ 50K Β· π 200 - 6% open Β· β±οΈ 09.10.2023):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 61 Β· π 310 Β· π¦ 50K Β· π 200 - 7% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.2M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.1M / month Β· π¦ 3.3K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
@@ -3596,7 +3596,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pandas-datareader (π₯33 Β· β 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3
-- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 91 Β· π 660 Β· π¦ 21K Β· π 540 - 26% open Β· β±οΈ 24.10.2023):
+- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 91 Β· π 660 Β· π¦ 22K Β· π 540 - 26% open Β· β±οΈ 24.10.2023):
```
git clone https://github.com/pydata/pandas-datareader
@@ -3610,14 +3610,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pandas-datareader
```
gdown (π₯31 Β· β 3.4K Β· π€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
+gdown (π₯31 Β· β 3.5K Β· π€) - 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¦ 23K Β· π 140 - 10% open Β· β±οΈ 22.04.2023):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.6M / month Β· π¦ 420 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.5M / month Β· π¦ 420 Β· β±οΈ 18.10.2022):
```
pip install gdown
```
@@ -3626,7 +3626,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge gdown
```
Intake (π₯30 Β· β 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+Intake (π₯30 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 140 Β· π¦ 1.7K Β· π 360 - 31% open Β· β±οΈ 10.10.2023):
@@ -3644,7 +3644,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
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» 80 Β· π 850 Β· π₯ 1.1K Β· π¦ 400 Β· π 980 - 2% open Β· β±οΈ 17.11.2023):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 80 Β· π 850 Β· π₯ 1.1K Β· π¦ 410 Β· π 980 - 2% open Β· β±οΈ 17.11.2023):
```
git clone https://github.com/snorkel-team/snorkel
@@ -3653,19 +3653,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install snorkel
```
-- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 46K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 47K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge snorkel
```
img2dataset (π₯27 Β· β 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
+img2dataset (π₯26 Β· β 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 29 Β· π 260 Β· π₯ 1.4K Β· π¦ 87 Β· π 220 - 45% open Β· β±οΈ 12.10.2023):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 29 Β· π 260 Β· π₯ 1.4K Β· π¦ 92 Β· π 220 - 45% open Β· β±οΈ 12.10.2023):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 44K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 49K / month Β· π¦ 2 Β· β±οΈ 20.08.2023):
```
pip install img2dataset
```
@@ -3682,26 +3682,26 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pip install camelot
```
rows (π₯21 Β· β 850) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
+rows (π₯22 Β· β 850) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 160 Β· π 320 - 52% open Β· β±οΈ 06.06.2023):
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 870 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 890 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
```
pip install rows
```
Upgini (π₯21 Β· β 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 11 Β· π 21 Β· π¦ 4 Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 11 Β· π 21 Β· π¦ 5 Β· β±οΈ 23.11.2023):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 3.2K / month Β· β±οΈ 23.11.2023):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 3.3K / month Β· β±οΈ 23.11.2023):
```
pip install upgini
```
@@ -3718,14 +3718,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pip install excalibur-py
```
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 13 - 61% open Β· β±οΈ 10.11.2023):
+- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 14 Β· π 6 Β· π¦ 2 Β· π 14 - 57% open Β· β±οΈ 10.11.2023):
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 950 / month Β· β±οΈ 10.11.2023):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.1K / month Β· β±οΈ 10.11.2023):
```
pip install squirrel-core
```
@@ -3759,12 +3759,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯48 Β· β 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.1K Β· π 13K Β· π₯ 570K Β· π¦ 8.6K Β· π 8.5K - 11% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.1K Β· π 13K Β· π₯ 570K Β· π¦ 8.7K Β· π 8.5K - 10% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 25M / month Β· π¦ 310 Β· β±οΈ 06.11.2023):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 22M / month Β· π¦ 320 Β· β±οΈ 27.11.2023):
```
pip install apache-airflow
```
@@ -3772,14 +3772,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 260M Β· β 480 Β· β±οΈ 06.11.2023):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 270M Β· β 490 Β· β±οΈ 27.11.2023):
```
docker pull apache/airflow
```
Celery (π₯46 Β· β 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.6K Β· π¦ 120K Β· π 5K - 12% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.6K Β· π¦ 120K Β· π 5K - 12% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/celery/celery
@@ -3795,28 +3795,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (π₯43 Β· β 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 430 Β· π 1.4K Β· π¦ 4K Β· π 4.3K - 13% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 430 Β· π 1.4K Β· π¦ 4K Β· π 4.3K - 13% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 650K / month Β· π¦ 150 Β· β±οΈ 22.11.2023):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 660K / month Β· π¦ 150 Β· β±οΈ 28.11.2023):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 560K Β· β±οΈ 17.11.2023):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 560K Β· β±οΈ 28.11.2023):
```
conda install -c conda-forge prefect
```
Dagster (π₯42 Β· β 9K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 370 Β· π 1.1K Β· π¦ 1.7K Β· π 6.6K - 32% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 370 Β· π 1.1K Β· π¦ 1.7K Β· π 6.6K - 32% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 820K / month Β· π¦ 130 Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 840K / month Β· π¦ 130 Β· β±οΈ 16.11.2023):
```
pip install dagster
```
@@ -3825,14 +3825,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge dagster
```
Beam (π₯42 Β· β 7.2K) - Unified programming model to define and execute data processing.. Apache-2
+Beam (π₯42 Β· β 7.3K) - Unified programming model to define and execute data processing.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 2 Β· π 6.3K - 67% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 2 Β· π 6.3K - 67% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.7M / month Β· π¦ 180 Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.3M / month Β· π¦ 180 Β· β±οΈ 17.11.2023):
```
pip install apache-beam
```
@@ -3843,12 +3843,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (π₯40 Β· β 9K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 420 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 420 Β· π 1.4K Β· π 1.8K - 8% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 50 Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 51 Β· β±οΈ 16.11.2023):
```
pip install great_expectations
```
@@ -3875,7 +3875,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (π₯38 Β· β 9.2K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 15K Β· π 1.1K - 14% open Β· β±οΈ 11.11.2023):
+- [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 24.11.2023):
```
git clone https://github.com/rq/rq
@@ -3891,7 +3891,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (π₯37 Β· β 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 610 Β· π 2.4K Β· π¦ 2.2K Β· π 1K - 12% open Β· β±οΈ 25.10.2023):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 610 Β· π 2.4K Β· π¦ 2.3K Β· π 1K - 12% open Β· β±οΈ 25.10.2023):
```
git clone https://github.com/spotify/luigi
@@ -3907,7 +3907,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯37 Β· β 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 840 Β· π¦ 2K Β· π 1.6K - 22% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 840 Β· π¦ 2K Β· π 1.6K - 21% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/kedro-org/kedro
@@ -3917,14 +3917,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install kedro
```
dbt (π₯37 Β· β 7.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
+dbt (π₯37 Β· β 7.9K) - 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 1.4K Β· π₯ 3.1K Β· π¦ 3.7K Β· π 4.8K - 11% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.4K Β· π₯ 3.2K Β· π¦ 3.8K Β· π 4.8K - 11% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 100K / month Β· π¦ 30 Β· β±οΈ 03.11.2023):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 100K / month Β· π¦ 30 Β· β±οΈ 28.11.2023):
```
pip install dbt
```
@@ -3933,26 +3933,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge dbt
```
Activeloop (π₯34 Β· β 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
+Activeloop (π₯34 Β· β 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 540 Β· π¦ 2.5K Β· π 440 - 12% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 540 Β· π¦ 2.5K Β· π 440 - 11% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 2.7K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
+- [PyPi](https://pypi.org/project/hub) (π₯ 2.5K / month Β· π¦ 54 Β· β±οΈ 14.11.2022):
```
pip install hub
```
zenml (π₯32 Β· β 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
+zenml (π₯33 Β· β 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 80 Β· π 340 Β· π₯ 1 Β· π¦ 230 Β· π 240 - 16% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 81 Β· π 340 Β· π₯ 1 Β· π¦ 240 Β· π 240 - 15% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 11K / month Β· π¦ 2 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 10K / month Β· π¦ 2 Β· β±οΈ 28.11.2023):
```
pip install zenml
```
@@ -3964,7 +3964,7 @@ _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¦ 86 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1.1M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
```
pip install petl
```
@@ -3975,7 +3975,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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 21.11.2023):
+- [GitHub](https://github.com/coleifer/huey) (π¨βπ» 67 Β· π 380 Β· π¦ 1.3K Β· β±οΈ 28.11.2023):
```
git clone https://github.com/coleifer/huey
@@ -3991,30 +3991,26 @@ _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 110 Β· π₯ 43 Β· π¦ 210 Β· π 410 - 5% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 32 Β· π 110 Β· π₯ 44 Β· π¦ 220 Β· π 400 - 4% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 95K / month Β· π¦ 5 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 120K / month Β· π¦ 5 Β· β±οΈ 28.11.2023):
```
pip install whylogs
```
ploomber (π₯30 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
+faust (π₯30 Β· β 6.6K Β· π€) - Python Stream Processing. BSD-3
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 77 Β· π 220 Β· π¦ 110 Β· π 860 - 11% open Β· β±οΈ 17.11.2023):
+- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.7K Β· π 530 - 53% open Β· β±οΈ 23.02.2023):
```
- git clone https://github.com/ploomber/ploomber
- ```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 6.7K / month Β· π¦ 6 Β· β±οΈ 30.08.2023):
- ```
- pip install ploomber
+ git clone https://github.com/robinhood/faust
```
-- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 80K Β· β±οΈ 30.08.2023):
+- [PyPi](https://pypi.org/project/faust) (π₯ 23K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
```
- conda install -c conda-forge ploomber
+ pip install faust
```
mleap (π₯30 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
@@ -4024,42 +4020,46 @@ _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 14.11.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 260K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
```
pip install mleap
```
-- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 77K Β· β±οΈ 15.11.2023):
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 78K Β· β±οΈ 15.11.2023):
```
conda install -c conda-forge mleap
```
faust (π₯29 Β· β 6.6K Β· π€) - Python Stream Processing. BSD-3
+ploomber (π₯29 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.7K Β· π 530 - 53% open Β· β±οΈ 23.02.2023):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 79 Β· π 220 Β· π¦ 110 Β· π 860 - 11% open Β· β±οΈ 29.11.2023):
```
- git clone https://github.com/robinhood/faust
+ git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/faust) (π₯ 25K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 7.2K / month Β· π¦ 7 Β· β±οΈ 29.11.2023):
```
- pip install faust
+ pip install ploomber
+ ```
+- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 80K Β· β±οΈ 29.11.2023):
+ ```
+ conda install -c conda-forge ploomber
```
PyFunctional (π₯26 Β· β 2.3K) - Python library for creating data pipelines with chain functional.. MIT
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 710 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 720 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
```
git clone https://github.com/EntilZha/PyFunctional
```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 270K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 250K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
```
pip install pyfunctional
```
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» 55 Β· π 150 Β· π¦ 480 Β· π 210 - 32% open Β· β±οΈ 30.10.2023):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 55 Β· π 140 Β· π¦ 490 Β· π 210 - 32% open Β· β±οΈ 30.10.2023):
```
git clone https://github.com/samuelcolvin/arq
@@ -4068,7 +4068,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install arq
```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 9.2K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 9.3K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge arq
```
@@ -4080,19 +4080,19 @@ _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₯ 210K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 220K / month Β· π¦ 25 Β· β±οΈ 29.11.2023):
```
pip install dbnd
```
Optimus (π₯24 Β· β 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark
+Optimus (π₯25 Β· β 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark
- [GitHub](https://github.com/hi-primus/optimus) (π¨βπ» 26 Β· π 230 Β· π 220 - 4% open Β· β±οΈ 19.05.2023):
```
git clone https://github.com/hi-primus/optimus
```
-- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 7.6K / month Β· β±οΈ 30.05.2019):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 8.3K / month Β· β±οΈ 30.05.2019):
```
pip install optimuspyspark
```
@@ -4111,12 +4111,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pypeline (π₯23 Β· β 1.5K Β· π€) - Concurrent data pipelines in Python . MIT
-- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 92 Β· π¦ 110 Β· π 70 - 32% open Β· β±οΈ 22.03.2023):
+- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 93 Β· π¦ 110 Β· π 70 - 32% open Β· β±οΈ 22.03.2023):
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 31K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 50K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4132,7 +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₯ 9.5K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
+- [PyPi](https://pypi.org/project/pysparkling) (π₯ 9.4K / month Β· π¦ 8 Β· β±οΈ 13.11.2022):
```
pip install pysparkling
```
@@ -4141,26 +4141,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pysparkling
```
BatchFlow (π₯21 Β· β 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
+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 21.11.2023):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 100 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 160 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
pdpipe (π₯20 Β· β 720 Β· π€) - Easy pipelines for pandas DataFrames. MIT
+pdpipe (π₯20 Β· β 710 Β· π€) - Easy pipelines for pandas DataFrames. MIT
- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 58 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₯ 2K / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.9K / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
```
pip install pdpipe
```
@@ -4169,6 +4169,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pdpipe
```
Mara Pipelines (π₯17 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
+
+- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 40 - 60% open Β· β±οΈ 27.11.2023):
+
+ ```
+ git clone https://github.com/mara/mara-pipelines
+ ```
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 85 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
+ ```
+ pip install mara-pipelines
+ ```
+Databolt Flow (π₯17 Β· β 950) - Python library for building highly effective data science workflows. MIT
- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 74 Β· π¦ 27 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
@@ -4176,7 +4188,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 130 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 110 / month Β· β±οΈ 22.01.2019):
```
pip install d6tflow
```
@@ -4193,26 +4205,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install flupy
```
Mara Pipelines (π₯16 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. 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):
-
- ```
- git clone https://github.com/mara/mara-pipelines
- ```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 68 / month Β· π¦ 1 Β· β±οΈ 29.05.2022):
- ```
- pip install mara-pipelines
- ```
-datajob (π₯12 Β· β 110 Β· π€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
+datajob (π₯13 Β· β 110 Β· π€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
- [GitHub](https://github.com/vincentclaes/datajob) (π¨βπ» 7 Β· π 18 Β· π 58 - 31% open Β· β±οΈ 22.11.2022):
```
git clone https://github.com/vincentclaes/datajob
```
-- [PyPi](https://pypi.org/project/datajob) (π₯ 14 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/datajob) (π₯ 40 / month Β· β±οΈ 22.11.2022):
```
pip install datajob
```
@@ -4223,13 +4223,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- streamparse (π₯25 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
-- mrq (π₯20 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- spark-deep-learning (π₯19 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
+- mrq (π₯19 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- kale (π₯16 Β· β 610 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
-- bodywork-core (π₯16 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
-- RasgoQL (π₯13 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
+- bodywork-core (π₯13 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
@@ -4237,7 +4237,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-PyYAML (π₯39 Β· β 2.3K) - Canonical source repository for PyYAML. MIT
+PyYAML (π₯38 Β· β 2.3K Β· π) - Canonical source repository for PyYAML. MIT
- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 500 Β· π¦ 1M Β· π 580 - 46% open Β· β±οΈ 14.11.2023):
@@ -4293,12 +4293,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯36 Β· β 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
-- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 79 Β· π 210 Β· π¦ 8.6K Β· π 280 - 23% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 79 Β· π 210 Β· π¦ 8.7K Β· π 280 - 23% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 11M / month Β· π¦ 820 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 10M / month Β· π¦ 830 Β· β±οΈ 14.11.2023):
```
pip install deepdiff
```
@@ -4325,7 +4325,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects...
-- importlib-resources (π₯31 Β· β 53) - Backport of the importlib.resources module. Apache-2
+- importlib-resources (π₯31 Β· β 54) - 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
@@ -4334,9 +4334,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
-attrs (π₯39 Β· β 4.9K) - Python Classes Without Boilerplate. MIT
+attrs (π₯40 Β· β 4.9K) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 890K Β· π 660 - 17% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 360 Β· π¦ 890K Β· π 660 - 17% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/python-attrs/attrs
@@ -4357,7 +4357,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 60M / month Β· π¦ 9K Β· β±οΈ 03.08.2023):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 59M / month Β· π¦ 9K Β· β±οΈ 03.08.2023):
```
pip install more-itertools
```
@@ -4384,12 +4384,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (π₯34 Β· β 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 86 Β· π 350 Β· π₯ 25 Β· π¦ 5.7K Β· π 170 - 38% open Β· β±οΈ 02.11.2023):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 87 Β· π 350 Β· π₯ 25 Β· π¦ 5.8K Β· π 170 - 38% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 3M / month Β· π¦ 430 Β· β±οΈ 01.11.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3.1M / month Β· π¦ 430 Β· β±οΈ 01.11.2023):
```
pip install boltons
```
@@ -4398,7 +4398,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge boltons
```
tenacity (π₯33 Β· β 5.4K) - Retrying library for Python. Apache-2
+tenacity (π₯33 Β· β 5.5K) - Retrying library for Python. Apache-2
- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 85 Β· π 250 Β· π 240 - 38% open Β· β±οΈ 14.11.2023):
@@ -4416,28 +4416,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (π₯32 Β· β 3.3K Β· π€) - Dependency injection framework for Python. BSD-3
-- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 260 Β· π¦ 2.6K Β· π 530 - 33% open Β· β±οΈ 19.12.2022):
+- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 260 Β· π¦ 2.7K Β· π 530 - 32% open Β· β±οΈ 19.12.2022):
```
git clone https://github.com/ets-labs/python-dependency-injector
```
-- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 1.2M / month Β· π¦ 100 Β· β±οΈ 30.03.2022):
+- [PyPi](https://pypi.org/project/dependency-injector) (π₯ 1.1M / month Β· π¦ 100 Β· β±οΈ 30.03.2022):
```
pip install dependency-injector
```
-- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 34K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dependency_injector) (π₯ 35K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge dependency_injector
```
returns (π₯32 Β· β 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
+returns (π₯31 Β· β 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 48 Β· π 100 Β· π¦ 470 Β· π 420 - 15% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 48 Β· π 100 Β· π¦ 470 Β· π 420 - 15% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 180K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/returns) (π₯ 200K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
```
pip install returns
```
@@ -4446,36 +4446,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge returns
```
natsort (π₯30 Β· β 810) - Simple yet flexible natural sorting in Python. MIT
+funcy (π₯30 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
-- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 46 Β· π¦ 24K Β· π 88 - 1% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 32 Β· π 140 Β· π¦ 9.3K Β· π 81 - 11% open Β· β±οΈ 25.11.2023):
```
- git clone https://github.com/SethMMorton/natsort
+ git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 4.3M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.9M / month Β· π¦ 630 Β· β±οΈ 28.03.2023):
```
- pip install natsort
+ pip install funcy
```
-- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 1.5M Β· β±οΈ 20.06.2023):
+- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 400K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge natsort
+ conda install -c conda-forge funcy
```
funcy (π₯29 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
+natsort (π₯30 Β· β 810) - Simple yet flexible natural sorting in Python. MIT
-- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 32 Β· π 140 Β· π¦ 9.2K Β· π 80 - 11% open Β· β±οΈ 13.11.2023):
+- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 46 Β· π¦ 25K Β· π 89 - 1% open Β· β±οΈ 20.06.2023):
```
- git clone https://github.com/Suor/funcy
+ git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.9M / month Β· π¦ 630 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 4.2M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
- pip install funcy
+ pip install natsort
```
-- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 400K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 1.5M Β· β±οΈ 20.06.2023):
```
- conda install -c conda-forge funcy
+ conda install -c conda-forge natsort
```
ubelt (π₯24 Β· β 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
@@ -4498,7 +4498,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- retrying (π₯27 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- ratelimit (π₯24 Β· β 680 Β· π) - API Rate Limit Decorator. MIT
-- CommonRegex (π₯23 Β· β 1.6K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
+- CommonRegex (π₯23 Β· β 1.5K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
- pinject (π₯23 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
- pampy (π₯22 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
cpython (π₯43 Β· β 57K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.7K Β· π 28K Β· π¦ 3 Β· π 67K - 12% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.7K Β· π 28K Β· π¦ 3 Β· π 67K - 12% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/python/cpython
@@ -4530,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯35 Β· β 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 610 Β· π 6.7K Β· π₯ 69K Β· π 5.3K - 31% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 610 Β· π 6.7K Β· π₯ 70K Β· π 5.3K - 31% open Β· β±οΈ 30.11.2023):
```
git clone https://github.com/micropython/micropython
@@ -4551,7 +4551,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects...
- grumpy (π₯23 Β· β 11K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
-- stackless (π₯17 Β· β 960 Β· π) - The Stackless Python programming language. βUnlicensed
+- stackless (π₯18 Β· β 960 Β· π) - The Stackless Python programming language. βUnlicensed
- cl-python (π₯11 Β· β 360) - An implementation of Python in Common Lisp. βUnlicensed
@@ -4562,7 +4562,7 @@ _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» 820 Β· π 560 Β· π¦ 620K Β· π 1.8K - 23% open Β· β±οΈ 22.11.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 820 Β· π 560 Β· π¦ 620K Β· π 1.8K - 23% open Β· β±οΈ 28.11.2023):
```
git clone https://github.com/pygments/pygments
@@ -4578,7 +4578,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (π₯41 Β· β 21K) - A cross-platform command-line utility that creates projects from.. BSD-3
-- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 320 Β· π 2K Β· π¦ 24K Β· π 840 - 24% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 320 Β· π 2K Β· π¦ 24K Β· π 840 - 24% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/cookiecutter/cookiecutter
@@ -4587,12 +4587,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install cookiecutter
```
-- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 910K Β· β±οΈ 21.11.2023):
+- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 920K Β· β±οΈ 21.11.2023):
```
conda install -c conda-forge cookiecutter
```
pyparsing (π₯40 Β· β 2K) - Python library for creating PEG parsers. MIT
+pyparsing (π₯39 Β· β 2K Β· π) - Python library for creating PEG parsers. MIT
- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 62 Β· π 260 Β· π₯ 8.7K Β· π¦ 890K Β· π 320 - 9% open Β· β±οΈ 20.11.2023):
@@ -4603,14 +4603,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install pyparsing
```
-- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 40M Β· β±οΈ 30.07.2023):
+- [Conda](https://anaconda.org/conda-forge/pyparsing) (π₯ 41M Β· β±οΈ 30.07.2023):
```
conda install -c conda-forge pyparsing
```
pycparser (π₯36 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¦ 700K 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¦ 710K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
```
git clone https://github.com/eliben/pycparser
@@ -4631,7 +4631,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mingrammer/diagrams
```
-- [PyPi](https://pypi.org/project/diagrams) (π₯ 110K / month Β· π¦ 37 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/diagrams) (π₯ 120K / month Β· π¦ 37 Β· β±οΈ 30.10.2023):
```
pip install diagrams
```
@@ -4647,7 +4647,7 @@ _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₯ 95M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 99M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
```
pip install wrapt
```
@@ -4672,18 +4672,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge py4j
```
pluggy (π₯33 Β· β 1K) - A minimalist production ready plugin system. MIT
+pluggy (π₯33 Β· β 1.1K) - 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 14.11.2023):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 48 Β· π 120 Β· π 170 - 24% open Β· β±οΈ 27.11.2023):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 100M / month Β· π¦ 11K Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 98M / month Β· π¦ 11K Β· β±οΈ 26.08.2023):
```
pip install pluggy
```
-- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 23M Β· β±οΈ 26.08.2023):
+- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 24M Β· β±οΈ 26.08.2023):
```
conda install -c conda-forge pluggy
```
@@ -4695,7 +4695,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 59M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 57M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4704,21 +4704,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge decorator
```
Copier (π₯32 Β· β 1.3K) - Library and command-line utility for rendering projects templates. MIT
+Copier (π₯32 Β· β 1.4K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 69 Β· π 150 Β· π¦ 720 Β· π 420 - 13% open Β· β±οΈ 23.11.2023):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 70 Β· π 150 Β· π¦ 740 Β· π 420 - 13% open Β· β±οΈ 29.11.2023):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 150K / month Β· π¦ 38 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/copier) (π₯ 150K / month Β· π¦ 41 Β· β±οΈ 27.11.2023):
```
pip install copier
```
keyboard (π₯30 Β· β 3.6K Β· π€) - Hook and simulate global keyboard events on Windows and Linux. MIT
-- [GitHub](https://github.com/boppreh/keyboard) (π¨βπ» 41 Β· π 410 Β· π¦ 14K Β· π 560 - 65% open Β· β±οΈ 31.01.2023):
+- [GitHub](https://github.com/boppreh/keyboard) (π¨βπ» 41 Β· π 400 Β· π¦ 14K Β· π 560 - 65% open Β· β±οΈ 31.01.2023):
```
git clone https://github.com/boppreh/keyboard
@@ -4739,7 +4739,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 660K / month Β· π¦ 300 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 670K / month Β· π¦ 300 Β· β±οΈ 28.03.2023):
```
pip install fastcore
```
@@ -4764,14 +4764,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pyscaffold
```
catalogue (π₯27 Β· β 170) - Super lightweight function registries for your library. MIT
+catalogue (π₯27 Β· β 160) - Super lightweight function registries for your library. MIT
- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 33K Β· π 11 - 36% open Β· β±οΈ 03.11.2023):
```
git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.1M / month Β· π¦ 80 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4782,12 +4782,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (π₯26 Β· β 480 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¦ 3.4K Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/ponty/pyscreenshot) (π¨βπ» 25 Β· π 91 Β· π¦ 3.5K Β· β±οΈ 12.03.2023):
```
git clone https://github.com/ponty/pyscreenshot
```
-- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 350K / month Β· π¦ 270 Β· β±οΈ 18.04.2021):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 260K / month Β· π¦ 270 Β· β±οΈ 18.04.2021):
```
pip install pyscreenshot
```
@@ -4810,12 +4810,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (π₯25 Β· β 900) - 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 - 25% open Β· β±οΈ 16.11.2023):
+- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 22 Β· π 80 Β· π 140 - 25% open Β· β±οΈ 16.11.2023):
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 530K / month Β· π¦ 250 Β· β±οΈ 27.10.2022):
+- [PyPi](https://pypi.org/project/mss) (π₯ 460K / month Β· π¦ 260 Β· β±οΈ 27.10.2022):
```
pip install mss
```
@@ -4827,7 +4827,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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₯26 Β· β 63) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- openpyxl (π₯26 Β· β 64) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- 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
MIT
+- elasticsearch (π₯41 Β· β 4K Β· π) - Official Python client for Elasticsearch. Apache-2
+- PySimpleGUI (π₯38 Β· β 12K Β· π) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
+- bcrypt (π₯37 Β· β 1.1K Β· π) - Modern(-ish) password hashing for your software and your servers. Apache-2
+- py2neo (π₯25 Β· β 4 Β· π) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+
+## π Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- numpy (π₯53 Β· β 25K Β· π) - The fundamental package for scientific computing with Python. BSD-3
+- click (π₯44 Β· β 15K Β· π) - Python composable command line interface toolkit. BSD-3
+- pyparsing (π₯39 Β· β 2K Β· π) - Python library for creating PEG parsers. MIT
+- PyYAML (π₯38 Β· β 2.3K Β· π) - Canonical source repository for PyYAML. MIT
+- bodywork-core (π₯13 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
+
diff --git a/history/2023-11-30_projects.csv b/history/2023-11-30_projects.csv
new file mode 100644
index 0000000..4133638
--- /dev/null
+++ b/history/2023-11-30_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,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,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 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,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 13:09:27.000,2023-11-23 18:07:37.000,2023-11-23 18:07:36,286.0,23.0,152,51.0,171.0,1.0,2.0,2068,2023-11-23 18:07:42.000,2023.11.23,100.0,13.0,0,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 14:46:24.000,2023-11-23 16:10:06.000,2023-11-23 16:10:05,283.0,22.0,40,24.0,167.0,3.0,5.0,840,2023-11-23 16:10:18.000,2023.11.23,100.0,7.0,0,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 13:09:27.000,2023-11-23 18:07:37.000,2023-11-23 18:07:36,286.0,23.0,152,51.0,171.0,1.0,2.0,2068,2023-11-23 18:07:42.000,2023.11.23,100.0,13.0,0,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 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,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,,6876,1667.0,322.0,13.0,73.0,38492,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/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 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,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 23:02:39.000,2023-11-30 13:00:38.000,2023-11-30 12:17:07,34301.0,822.0,8560,596.0,13257.0,2178.0,10007.0,25097,2023-11-13 00:42:04.000,1.26.2,154.0,1702.0,53,True,2110492.0,1970650.0,numpy,conda-forge/numpy,893704.0,202416602.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,139842.0,200750331.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,67847381.0,1.0,-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 15:52:15.000,2023-11-30 07:41:22.000,2023-11-30 05:43:19,16372.0,775.0,15348,2064.0,8860.0,891.0,5073.0,62117,2023-11-15 23:29:56.000,4.25.1,152.0,1182.0,52,True,565098.0,545219.0,protobuf,conda-forge/protobuf,36007530.0,166563705.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16367.0,159302121.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16406448.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3512.0,6013633.0,,,,,,,,,,,,,
+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 01:37:33.000,2023-11-30 13:17:40.000,2023-11-29 18:02:01,33827.0,596.0,16923,1122.0,30651.0,3701.0,22069.0,40472,2023-11-10 19:13:33.000,2.1.3,121.0,3499.0,52,True,1480971.0,1406383.0,pandas,conda-forge/pandas,235059.0,146017415.0,https://pypi.org/project/pandas,2023-11-10 19:13:33.000,74588.0,144768897.0,https://anaconda.org/conda-forge/pandas,2023-11-11 07:59:29.778,46118913.0,1.0,,,,,,,['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 14:58:02.000,2023-11-29 21:13:28.000,2023-11-28 15:49:52,54159.0,200.0,23863,1935.0,50147.0,872.0,31330.0,59365,2023-11-21 23:00:48.000,9.0.1,343.0,6804.0,48,True,35204.0,31124.0,ansible,conda-forge/ansible,,4542433.0,https://pypi.org/project/ansible,2023-11-21 23:00:48.000,4080.0,4519196.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,975984.0,1.0,,,,,,,,,,,,,,,,,,,
+11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-30 13:32:58.000,2023-11-30 13:29:52,22276.0,1036.0,13193,759.0,23885.0,933.0,7556.0,33035,2023-11-06 07:14:17.000,2.7.3,169.0,3093.0,48,True,8987.0,8669.0,apache-airflow,conda-forge/airflow,568632.0,25134843.0,https://pypi.org/project/apache-airflow,2023-11-27 16:04:04.000,318.0,22476060.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,979279.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-27 16:53:08.348147,486.0,270741623.0,,,,,,
+12,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 21:38:03.000,2023-11-30 02:40:38.000,2023-11-30 01:12:10,5590.0,205.0,1857,243.0,712.0,189.0,2943.0,8452,2023-11-30 02:40:38.000,1.33.4,1439.0,151.0,48,True,405789.0,387691.0,boto3,conda-forge/boto3,,845667750.0,https://pypi.org/project/boto3,2023-11-30 02:40:38.000,18098.0,845244882.0,https://anaconda.org/conda-forge/boto3,2023-11-30 02:22:41.433,17760493.0,1.0,,,,,,,,,,,,,,,,,,,
+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 02:23:38.000,2023-11-30 00:28:52.000,2023-11-30 00:28:52,11178.0,346.0,1722,122.0,7589.0,35.0,2304.0,5914,2023-11-28 00:48:49.000,41.0.7,121.0,300.0,47,True,607627.0,585943.0,cryptography,conda-forge/cryptography,,210916415.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21684.0,209798261.0,https://anaconda.org/conda-forge/cryptography,2023-11-28 04:49:28.073,44726177.0,1.0,,,,,,,,,,,,,,,,,,,
+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 11:31:24.000,2023-11-29 19:22:53.000,2023-11-28 12:36:10,12382.0,90.0,4575,472.0,3143.0,650.0,4365.0,22613,2023-11-22 15:18:14.000,5.3.6,203.0,1322.0,46,True,133872.0,118784.0,celery,conda-forge/celery,,8663146.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15088.0,8626539.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1500893.0,1.0,,,,,,,,,,,,,,,,,,,
+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 21:23:58.000,2023-11-30 12:52:25.000,2023-11-29 17:25:31,2649.0,237.0,1511,104.0,3239.0,368.0,3074.0,16624,2023-11-22 13:52:00.000,2.5.2,127.0,447.0,45,True,303792.0,294363.0,pydantic,conda-forge/pydantic,,125524029.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9429.0,125357940.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6643582.0,1.0,,,,,,,,,,,,,,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 09:52:19.000,2023-11-29 10:06:40.000,2023-09-01 21:20:27,2402.0,5.0,1358,184.0,1075.0,91.0,1425.0,14534,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,44,True,1543854.0,1468456.0,click,conda-forge/click,142.0,173411005.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75398.0,172330313.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32420685.0,1.0,-1.0,,,,,,,,,,,,,,,,,,
+17,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 16:07:36.000,2023-11-30 06:31:28.000,2023-11-30 01:12:02,11680.0,224.0,3966,572.0,3594.0,537.0,3992.0,14481,2023-11-30 02:40:10.000,1.31.4,1846.0,429.0,44,True,3063.0,3.0,awscli,conda-forge/awscli,1535.0,158730211.0,https://pypi.org/project/awscli,2023-11-30 02:40:10.000,3060.0,158190284.0,https://anaconda.org/conda-forge/awscli,2023-11-30 03:57:28.516,21596093.0,1.0,,,,,,,,,,,,,,,,,,,
+18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-28 13:06:48.000,2023-11-28 02:35:41,16689.0,175.0,1296,87.0,709.0,205.0,7386.0,8057,2023-11-02 14:52:13.000,rel_2_0_23,294.0,668.0,44,True,722743.0,674978.0,SQLAlchemy,conda-forge/sqlalchemy,47064.0,103013122.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47765.0,102619345.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13748604.0,1.0,,,,,,,,,,,,,,,,,,,
+19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-30 02:39:45.000,2023-11-30 01:12:13,10498.0,283.0,1030,65.0,2035.0,151.0,917.0,1352,2023-11-30 02:39:45.000,1.33.4,1837.0,201.0,44,True,302330.0,293735.0,botocore,conda-forge/botocore,,384978929.0,https://pypi.org/project/botocore,2023-11-30 02:39:45.000,8595.0,384301534.0,https://anaconda.org/conda-forge/botocore,2023-11-30 00:46:39.598,24386255.0,1.0,,,,,,,,,,,,,,,,,,,
+20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-30 13:07:58.000,2023-11-30 12:53:19,119751.0,1224.0,28244,1506.0,46337.0,8692.0,58586.0,57057,2020-07-22 03:00:52.000,0.0.6,11.0,2701.0,43,True,11.0,3.0,cpython,conda-forge/typing,,126499.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,94547.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2939661.0,1.0,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,
+21,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 15:28:09.000,2023-11-28 06:01:43.000,2023-11-15 16:31:56,3870.0,37.0,1675,551.0,1047.0,197.0,1055.0,45618,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,149663.0,144070.0,rich,conda-forge/rich,,37108455.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5593.0,36965146.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5732388.0,1.0,,,,,,,,,,,,,,,,,,,
+22,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 18:33:01.000,2023-11-29 17:58:21.000,2023-11-29 17:58:21,3045.0,52.0,3187,639.0,2432.0,157.0,2187.0,21423,2023-05-26 17:35:41.785,23.5.26,35.0,668.0,43,True,81874.0,81266.0,flatbuffers,conda-forge/flatbuffers,308272.0,14565599.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,331.0,13560674.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,915861.0,1.0,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,277.0,992021.0,,,,,,,,,,,,,
+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 09:23:22.000,2023-11-30 11:05:24.000,2023-11-30 10:34:12,3631.0,87.0,2384,279.0,3808.0,631.0,1976.0,17643,2023-11-16 08:06:00.000,2.15.0,79.0,539.0,43,True,31464.0,30706.0,datasets,conda-forge/datasets,,5414253.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,758.0,5397716.0,https://anaconda.org/conda-forge/datasets,2023-11-17 23:01:48.010,578813.0,1.0,,,,,,,,,,,,,,,,,,,
+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 23:00:09.000,2023-11-21 15:14:47.429,2023-11-20 18:08:34,3490.0,89.0,1839,222.0,1271.0,21.0,660.0,16569,2023-11-20 18:09:28.000,20.1.0,322.0,551.0,43,True,193502.0,190291.0,Faker,conda-forge/faker,,10993065.0,https://pypi.org/project/Faker,2023-11-20 18:09:14.000,3211.0,10971719.0,https://anaconda.org/conda-forge/faker,2023-11-21 15:14:47.429,875224.0,1.0,,,,,,,,,,,,,,,,,,,
+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 21:59:26.000,2023-11-30 05:26:17.000,2023-11-29 20:09:26,15404.0,385.0,1384,156.0,6420.0,603.0,3717.0,13420,2023-11-28 22:36:59.000,2.14.8,247.0,429.0,43,True,4194.0,4041.0,prefect,conda-forge/prefect,,677866.0,https://pypi.org/project/prefect,2023-11-28 22:36:59.000,153.0,664443.0,https://anaconda.org/conda-forge/prefect,2023-11-28 23:38:58.958,563805.0,1.0,,,,,,,,,,,,,,,,,,,
+26,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 10:22:26.000,2023-11-29 18:21:05.000,2023-11-29 00:31:50,2263.0,38.0,2473,324.0,1485.0,227.0,1388.0,11911,2023-09-26 06:51:15.000,5.0.1,119.0,417.0,43,True,27737.0,,redis,conda-forge/redis-py,,37560833.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27737.0,37533144.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1135275.0,1.0,,,,,,,,,,,,,,,,,,,
+27,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 15:51:47.000,2023-11-30 03:31:36.000,2023-11-29 18:50:01,37334.0,868.0,1549,298.0,8013.0,58.0,3641.0,4426,2023-11-29 18:50:30.000,google-cloud-telcoautomation-v0.1.1,100.0,507.0,43,True,2001.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57533728.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,2001.0,57432128.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4064036.0,1.0,,,,,,,,,,,,,,,,,,,
+28,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 15:46:03.000,2023-11-29 20:17:31.000,2023-11-28 10:06:51,6616.0,140.0,564,30.0,822.0,417.0,1380.0,1449,2023-11-21 20:44:20.000,2.17.2,64.0,816.0,43,True,659285.0,622009.0,pygments,conda-forge/pygments,,76348612.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37276.0,75639947.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,26929279.0,1.0,,,,,,,,,,,,,,,,,,,
+29,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 21:02:47.000,2023-11-30 13:18:45.000,2023-11-29 16:35:08,11001.0,291.0,1000,177.0,7153.0,1999.0,4712.0,18317,2023-11-17 16:12:08.000,3.94.2,3923.0,247.0,42,True,7954.0,6892.0,pulumi,,1601442.0,2784597.0,https://pypi.org/project/pulumi,2023-11-17 16:12:08.000,166.0,896203.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-11-17 16:11:42.957,896.0,1794192.0,,,,,,,,,,,,,
+30,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-30 11:32:55.000,2023-11-30 11:32:54,16550.0,978.0,1110,104.0,10945.0,2168.0,4451.0,9042,2023-11-16 22:51:01.000,1.5.9,583.0,368.0,42,True,1853.0,1719.0,dagster,conda-forge/dagster,,862858.0,https://pypi.org/project/dagster,2023-11-16 22:13:37.000,134.0,838065.0,https://anaconda.org/conda-forge/dagster,2023-11-17 03:25:28.109,1041346.0,1.0,,,,,,,,,,,,,,,,,,,
+31,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 08:00:06.000,2023-11-30 11:39:01.000,2023-11-30 10:19:13,41127.0,917.0,4080,258.0,23298.0,4287.0,2061.0,7251,2023-11-17 18:45:43.000,2.52.0,102.0,1581.0,42,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6309523.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,181.0,6307324.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57180.0,1.0,,,,,,,,,,,,,,,,,,,
+32,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 16:15:07.000,2023-11-27 21:26:38.000,2023-11-27 14:17:47,3361.0,15.0,1695,195.0,1578.0,437.0,1222.0,6458,2023-07-20 15:18:46.499,0.0.1,86.0,444.0,42,True,75439.0,71500.0,docker,conda-forge/docker-py,736.0,34263131.0,https://pypi.org/project/docker,2023-11-27 21:26:38.000,3939.0,34168056.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3897846.0,2.0,,,,,,,,,,,,,,,,,,,
+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 16:46:12.000,2023-11-30 12:01:02.000,2023-11-30 11:14:48,16147.0,773.0,2591,377.0,24405.0,1161.0,7796.0,3923,2023-11-24 05:39:54.000,azure-mgmt-chaos_1.0.0,100.0,665.0,42,True,3074.0,2359.0,azure-storage-blob,conda-forge/azure-storage-blob,,45304113.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,715.0,45278289.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1058805.0,1.0,,,,,,,,,,,,,,,,,,,
+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 11:40:58.000,2023-11-30 08:42:40.000,2023-11-30 08:42:39,4512.0,148.0,5091,717.0,3900.0,216.0,6995.0,31032,2023-11-23 08:49:38.000,2.23.3,144.0,522.0,41,True,1568.0,320.0,docker-compose,conda-forge/docker-compose,102359512.0,3291251.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1350722.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,377939.0,2.0,,,,,,,,,,,,,,,,,,,
+35,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 18:31:22.000,2023-11-28 03:35:57.000,2023-11-27 20:58:58,3043.0,32.0,1955,228.0,1120.0,206.0,639.0,20773,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25404.0,23796.0,cookiecutter,conda-forge/cookiecutter,,3315919.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1608.0,3285419.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,915018.0,1.0,,,,,,,,,,,,,,,,,,,
+36,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 20:14:11.000,2023-11-21 14:12:36.000,2023-11-21 14:12:16,4562.0,22.0,1370,198.0,473.0,1.0,2331.0,10477,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28480.0,24756.0,peewee,conda-forge/peewee,,1591609.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3724.0,1576753.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,579395.0,1.0,,,,,,,,,,,,,,,,,,,
+37,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 03:41:08.000,2023-11-09 12:19:20.000,2023-09-24 00:00:44,3958.0,3.0,1997,316.0,768.0,1006.0,782.0,8607,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,99854.0,86879.0,paramiko,conda-forge/paramiko,,46811178.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12975.0,46709853.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4053020.0,2.0,,,,,,,,,,,,,,,,,,,
+38,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-11-29 04:31:04.000,2023-11-29 04:31:03,1097.0,16.0,1464,229.0,488.0,16.0,630.0,7437,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,41,True,196093.0,195537.0,PyMySQL,conda-forge/pymysql,,38487812.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,556.0,38456334.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1259147.0,1.0,1.0,,,,,,,,,,,,,,,,,,
+39,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 03:37:43.000,2023-11-24 19:46:26.000,2023-11-24 19:46:24,2597.0,51.0,572,59.0,340.0,31.0,767.0,4309,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,505323.0,486391.0,jsonschema,conda-forge/jsonschema,120.0,102799659.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18932.0,102118072.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25218589.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,
+40,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 22:47:39.000,2023-11-30 12:08:55.000,2023-11-30 12:07:59,1581.0,44.0,1199,401.0,1328.0,58.0,1010.0,4050,2023-11-13 13:01:40.000,8.11.0,136.0,200.0,41,True,49951.0,43822.0,elasticsearch,conda-forge/elasticsearch,3534.0,15779644.0,https://pypi.org/project/elasticsearch,2023-11-13 13:01:40.000,6129.0,15756908.0,https://anaconda.org/conda-forge/elasticsearch,2023-11-13 15:52:43.303,950926.0,1.0,1.0,,,,,,,,,,,,,,,,,,
+41,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 00:40:02.000,2023-11-28 20:13:35.000,2023-10-25 22:59:27,4329.0,59.0,530,57.0,895.0,257.0,1209.0,1953,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,258307.0,243246.0,h5py,conda-forge/h5py,2951.0,15387078.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15061.0,15047161.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13935161.0,1.0,,,,,,,,,,,,,,,,,,,
+42,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-30 13:32:05.000,2023-11-30 12:26:54,8119.0,886.0,1284,137.0,7029.0,1257.0,4520.0,21854,2023-11-29 17:39:26.000,py-0.19.18,327.0,321.0,40,True,347.0,2.0,polars,,73.0,2729124.0,https://pypi.org/project/polars,2023-11-29 17:37:55.000,345.0,2729119.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+43,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 20:27:32.000,2023-11-30 12:31:47.000,2023-11-25 09:08:00,12844.0,32.0,3028,606.0,3555.0,978.0,4195.0,16478,2023-06-17 17:37:56.000,2.2.1,44.0,602.0,40,True,12044.0,11433.0,kivy,conda-forge/kivy,34339.0,159538.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,611.0,151356.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,330448.0,1.0,,,,,,,,,,,,,,,,,,,
+44,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 00:18:46.000,2023-11-30 13:31:20.000,2023-11-30 00:41:48,11757.0,238.0,1399,78.0,7102.0,149.0,1643.0,8994,2023-11-16 21:23:58.000,0.18.3,255.0,418.0,40,True,51.0,,great_expectations,conda-forge/great-expectations,,12708364.0,https://pypi.org/project/great_expectations,2023-11-16 17:58:01.000,51.0,12690816.0,https://anaconda.org/conda-forge/great-expectations,2023-11-17 04:53:52.206,737023.0,2.0,,,,,,,,,,,,,,,,,,,
+45,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 21:32:24.000,2023-11-30 13:01:37.000,2023-11-30 13:01:35,3261.0,21.0,628,82.0,1019.0,160.0,1040.0,6729,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,118610.0,108256.0,marshmallow,conda-forge/marshmallow,,31116723.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10354.0,31063079.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2199431.0,2.0,,,,,,,,,,,,,,,,,,,
+46,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 15:01:01.000,2023-11-30 05:16:20.000,2023-11-30 05:14:07,1383.0,30.0,365,65.0,546.0,119.0,545.0,4943,2023-04-16 10:50:23.776,23.1.0,27.0,150.0,40,True,909310.0,891002.0,attrs,conda-forge/attrs,,130597494.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18308.0,130181635.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33268741.0,1.0,,,,,,,,,,,,,,,,,,,
+47,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 06:48:26.000,2023-11-23 13:26:29.000,2023-11-17 14:14:37,1498.0,13.0,384,62.0,713.0,400.0,465.0,3497,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,367293.0,360804.0,joblib,conda-forge/joblib,,41647496.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6489.0,41066244.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23250084.0,2.0,,,,,,,,,,,,,,,,,,,
+48,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 17:21:10.000,2023-11-30 07:54:50.000,2023-11-29 21:19:10,4871.0,173.0,988,109.0,3774.0,1132.0,2977.0,3249,2023-11-17 21:40:28.000,2023.11.0,86.0,460.0,40,True,24347.0,22270.0,xarray,conda-forge/xarray,,3680473.0,https://pypi.org/project/xarray,2023-11-17 21:40:28.000,2077.0,3446650.0,https://anaconda.org/conda-forge/xarray,2023-11-18 10:38:39.034,9352929.0,2.0,,,,,,,,,,,,,,,,,,,
+49,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 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,11.0,465,95.0,307.0,183.0,329.0,2458,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,40,True,346872.0,330639.0,pexpect,conda-forge/pexpect,4368.0,41779020.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16233.0,41595640.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16684393.0,1.0,,,,,,,,,,,,,,,,,,,
+50,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 04:14:54.000,2023-11-14 16:21:41.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,248.0,87.0,257.0,9695,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,106904.0,104977.0,uvloop,conda-forge/uvloop,424.0,10682490.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1927.0,10664388.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,669655.0,1.0,,,,,,,,,,,,,,,,,,,
+51,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 22:12:08.000,2023-11-27 15:10:47.000,2023-11-16 21:47:32,2724.0,19.0,730,149.0,740.0,589.0,553.0,8681,2023-11-14 08:57:52.000,3.0.41,125.0,221.0,39,True,1633.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37593191.0,https://pypi.org/project/prompt_toolkit,2023-11-14 08:57:52.000,1633.0,37078183.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-11-14 12:01:09.748,20085312.0,2.0,,,,,,,,,,,,,,,,,,,
+52,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 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,135.0,673.0,97.0,399.0,8423,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,84281.0,79473.0,arrow,conda-forge/arrow,,21318537.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4808.0,21235939.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3386519.0,1.0,,,,,,,,,,,,,,,,,,,
+53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-29 18:53:21.000,2023-11-07 04:20:17,2175.0,9.0,1359,149.0,968.0,297.0,1194.0,5384,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,23534.0,22106.0,kafka-python,conda-forge/kafka-python,1834.0,7483714.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1428.0,7478259.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,424263.0,2.0,,,,,,,,,,,,,,,,,,,
+54,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 15:18:06.000,2023-11-30 02:13:32.000,2023-11-27 15:24:00,5476.0,69.0,1190,241.0,1440.0,14.0,,3966,2023-11-29 15:44:00.000,4.6.1,136.0,205.0,39,True,20172.0,,pymongo,conda-forge/pymongo,,23610237.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20172.0,23575890.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1373896.0,2.0,,,,,,,,,,,,,,,,,,,
+55,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 05:15:14.000,2023-11-22 14:27:35.000,2023-11-22 14:27:35,1556.0,37.0,262,40.0,498.0,15.0,262.0,3270,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,210403.0,201415.0,more-itertools,conda-forge/more-itertools,2807.0,59653551.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8988.0,59327384.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13371460.0,1.0,,,,,,,,,,,,,,,,,,,
+56,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 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1252.0,3092,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,744207.0,682631.0,psycopg2,psycopg2,,15091135.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61556.0,15088538.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,249345.0,2.0,,,,,,,,,,,,,,,20.0,,,,
+57,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 18:56:16.000,2023-11-22 05:50:05.000,2023-11-13 16:35:34,1579.0,4.0,451,45.0,631.0,341.0,404.0,2165,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1262731.0,1257366.0,python-dateutil,conda-forge/python-dateutil,35052.0,224982719.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5365.0,224411591.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51371240.0,1.0,,,,,,,,,,,,,,,,,,,
+58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,9.0,261,24.0,174.0,31.0,289.0,1992,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,924468.0,892147.0,pyparsing,conda-forge/pyparsing,8712.0,96190783.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32321.0,94568491.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40553816.0,1.0,-1.0,,,,,,,,,,,,,,,,,,
+59,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 16:45:08.000,2023-11-29 21:56:04.000,2023-11-24 15:33:48,2245.0,55.0,291,19.0,821.0,213.0,402.0,692,2023-10-21 17:37:02.000,2023.10.0,73.0,211.0,39,True,77176.0,76339.0,fsspec,conda-forge/fsspec,,148157640.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,837.0,147796807.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,15155023.0,1.0,,,,,,,,,,,,,,,,,,,
+60,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 20:45:45.000,2023-11-28 15:26:49.000,2023-11-27 13:30:14,1998.0,34.0,202,26.0,603.0,99.0,197.0,586,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,392962.0,378210.0,traitlets,conda-forge/traitlets,277.0,34643497.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14752.0,33997923.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24531279.0,1.0,,,,,,,,,,,,,,,,,,,
+61,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 18:28:58.000,2023-11-26 22:23:44.000,2023-11-26 22:23:44,6867.0,44.0,1752,230.0,3075.0,727.0,2764.0,12267,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,38,True,10634.0,10319.0,pysimplegui,conda-forge/pysimplegui,,443253.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,440697.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,130371.0,2.0,2.0,,,,,,,,,,,,,,,,,,
+62,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 10:53:48.000,2023-11-29 03:10:46.000,2023-11-24 12:33:02,1803.0,8.0,1361,209.0,862.0,163.0,933.0,9233,2023-06-22 02:17:03.239,1.15.1,76.0,301.0,38,True,16922.0,15141.0,rq,conda-forge/rq,,1363897.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1781.0,1361148.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98979.0,2.0,,,,,,,,,,,,,,,,,,,
+63,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 20:08:03.000,2023-11-29 02:27:15.000,2023-11-29 02:27:14,1713.0,22.0,3262,140.0,872.0,113.0,1167.0,6146,2023-09-18 17:33:52.000,28.1.0,90.0,188.0,38,True,1445.0,,kubernetes,conda-forge/kubernetes,,16648527.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1445.0,16637484.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,463822.0,2.0,,,,,,,,,,,,,,,,,,,
+64,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 21:42:52.000,2023-11-29 14:47:37.000,2023-11-25 04:18:18,2739.0,27.0,1223,202.0,1234.0,195.0,1802.0,3290,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4261.0,3996.0,netmiko,,,220306.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,220306.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+65,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 15:11:38.000,2023-11-15 16:14:54.000,2023-10-28 23:24:31,2853.0,27.0,454,63.0,209.0,64.0,504.0,2535,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,84007.0,82358.0,pycryptodomex,conda-forge/pycryptodomex,215.0,30470043.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1649.0,30431517.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1541005.0,2.0,,,,,,,,,,,,,,,,,,,
+66,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-11-29 20:36:26.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,263.0,271.0,310.0,2320,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1089688.0,1012491.0,pyyaml,conda-forge/pyyaml,,237053550.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77197.0,235983301.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40669489.0,1.0,-1.0,,,,,,,,,,,,,,,,,,
+67,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 03:02:53.000,2023-11-29 14:49:09.000,2023-11-22 20:53:41,1772.0,40.0,209,19.0,137.0,103.0,921.0,2233,2023-10-26 15:10:48.000,rel_1_12_1,121.0,181.0,38,True,202932.0,191372.0,alembic,conda-forge/alembic,,33995334.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11560.0,33892251.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3917176.0,2.0,,,,,,,,,,,,,,,,,,,
+68,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 08:24:41.000,2023-11-25 16:13:54.210,2023-11-15 14:34:32,867.0,10.0,250,48.0,290.0,8.0,271.0,1797,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,113967.0,111659.0,msgpack,conda-forge/msgpack-python,1275.0,55361184.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,54969093.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14506732.0,2.0,,,,,,,,,,,,,,,,,,,
+69,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 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,39.0,230,53.0,154.0,23.0,209.0,1548,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,322583.0,312128.0,greenlet,conda-forge/greenlet,,86586569.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10455.0,86379749.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8479627.0,2.0,,,,,,,,,,,,,,,,,,,
+70,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 19:44:46.000,2023-11-29 11:35:32.000,2023-11-29 11:35:32,4823.0,203.0,265,60.0,374.0,165.0,548.0,1236,2023-11-27 12:13:28.000,3.9.2,46.0,126.0,38,True,52935.0,50336.0,tables,conda-forge/pytables,180.0,927297.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2599.0,759612.0,https://anaconda.org/conda-forge/pytables,2023-11-28 21:09:53.431,6707347.0,2.0,,,,,,,,,,,,,,,,,,,
+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 15:06:38.000,2023-11-16 12:40:29.000,2023-10-25 23:50:29,4088.0,7.0,2379,479.0,2282.0,121.0,879.0,16928,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2671.0,2255.0,luigi,luigi,,643025.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,414.0,642872.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14235.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,,
+72,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 14:26:53.000,2023-11-29 18:46:16.000,2023-11-29 15:52:16,349.0,103.0,525,149.0,294.0,197.0,153.0,11428,2023-11-18 11:34:55.000,0.0.12,12.0,71.0,37,True,8558.0,8384.0,sqlmodel,conda-forge/sqlmodel,,650137.0,https://pypi.org/project/sqlmodel,2023-11-18 11:34:55.000,174.0,649276.0,https://anaconda.org/conda-forge/sqlmodel,2023-11-18 19:35:44.482,23249.0,2.0,,,,,,,['pydantic'],,,,,,,,,,,,
+73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-30 13:38:11.000,2023-11-28 15:29:07,2463.0,76.0,837,108.0,1520.0,358.0,1284.0,9012,2023-10-18 14:58:27.000,0.18.14,46.0,217.0,37,True,2068.0,1999.0,kedro,,,345261.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,345261.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-30 09:08:38.000,2023-11-29 16:06:06,6476.0,115.0,1388,135.0,4103.0,568.0,4208.0,7853,2023-11-29 15:47:12.000,1.7.3,197.0,301.0,37,True,3795.0,3765.0,dbt,conda-forge/dbt,3191.0,107338.0,https://pypi.org/project/dbt,2023-11-28 18:07:59.000,30.0,104176.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250752.0,2.0,,,,,,,,,,,,,,,,dbt,,,
+75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-11-15 22:02:55.000,2023-07-07 17:27:15,356.0,,374,36.0,228.0,40.0,227.0,6656,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,625063.0,615708.0,python-dotenv,conda-forge/python-dotenv,,33549878.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9355.0,33478096.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2871291.0,2.0,,,,,,,,,,,,,,,,,,,
+76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,456.0,6051,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,126291.0,118135.0,watchdog,conda-forge/watchdog,,15016523.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8156.0,14952512.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2624478.0,2.0,,,,,,,,,,,,,,,,,,,
+77,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 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,10.0,585,136.0,323.0,32.0,221.0,4303,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,89888.0,88608.0,tablib,conda-forge/tablib,,1755666.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1754558.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93141.0,1.0,,,,,,,,,,,,,,,,,,,
+78,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 12:10:20.000,2023-11-24 16:04:57.000,2023-11-21 13:09:44,4087.0,5.0,1225,137.0,1107.0,377.0,1321.0,4094,2023-03-03 10:28:06.959,0.27.0,72.0,388.0,37,True,25811.0,22215.0,mongoengine,conda-forge/mongoengine,,1079355.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1073147.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,229719.0,2.0,,,,,,,,,,,,,,,,,,,
+79,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-29 23:33:07.000,2023-11-29 23:33:03,2287.0,54.0,653,63.0,1438.0,29.0,991.0,3657,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1377.0,1312.0,awswrangler,conda-forge/awswrangler,216660.0,35065319.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,35050382.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,441677.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,
+80,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,30.0,615,118.0,127.0,10.0,894.0,3373,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,73343.0,69354.0,xlsxwriter,conda-forge/xlsxwriter,,15270535.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3989.0,15198395.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3029906.0,3.0,,,,,,,,,,,,,,,,,,,
+81,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 20:43:46.000,2023-11-30 13:28:36.000,2023-11-29 14:19:45,6904.0,870.0,456,80.0,5159.0,111.0,2270.0,3250,2023-11-16 19:51:34.000,7.1.0,66.0,224.0,37,True,837.0,784.0,ibis-framework,conda-forge/ibis-framework,107.0,123033.0,https://pypi.org/project/ibis-framework,2023-11-26 00:02:28.000,53.0,115355.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,314669.0,2.0,,,,,,,,,,,,,,,,,,,
+82,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 17:30:12.000,2023-11-22 13:16:06.000,2023-11-22 13:16:06,1508.0,11.0,457,133.0,560.0,318.0,373.0,2376,2023-11-17 10:47:56.000,1.2.0,30.0,132.0,37,True,26349.0,25068.0,dateparser,conda-forge/dateparser,,4372279.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1281.0,4367728.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,186621.0,2.0,,,,,,,,,,,,,,,,,,,
+83,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 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,21.0,151.0,1930,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,324967.0,322644.0,pyrsistent,conda-forge/pyrsistent,,38832453.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2323.0,38321633.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20432813.0,1.0,,,,,,,,,,,,,,,,,,,
+84,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 21:07:18.000,2023-11-28 10:37:39.000,2023-11-28 10:37:30,917.0,24.0,110,27.0,292.0,58.0,273.0,1442,2023-11-22 23:23:49.000,4.1.0,49.0,44.0,37,True,205057.0,204397.0,anyio,conda-forge/anyio,,50804933.0,https://pypi.org/project/anyio,2023-11-22 23:23:52.000,660.0,50533079.0,https://anaconda.org/conda-forge/anyio,2023-11-24 14:21:34.894,11417898.0,2.0,,,,,,,,,,,,,,,,,,,
+85,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1170,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,319615.0,302292.0,future,conda-forge/future,,32775618.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17323.0,32631722.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12662934.0,1.0,,,,,,,,,,,,,,,,,,,
+86,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 02:03:55.000,2023-11-30 12:52:16.000,2023-11-28 17:47:16,558.0,44.0,193,27.0,559.0,7.0,121.0,1066,2023-11-28 17:37:58.000,4.1.1,22.0,32.0,37,True,197374.0,189262.0,bcrypt,conda-forge/bcrypt,,42089803.0,https://pypi.org/project/bcrypt,2023-11-28 17:37:58.000,8112.0,41979096.0,https://anaconda.org/conda-forge/bcrypt,2023-11-28 21:09:21.018,4317590.0,2.0,5.0,,,,,,,,,,,,,,,,,,
+87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2067508.0,1931711.0,six,conda-forge/six,,202285488.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135797.0,201730950.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49908484.0,1.0,,,,,,,,,,,,,,,,,,,
+88,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 00:09:04.000,2023-11-30 00:36:53.000,2023-11-28 21:47:06,1725.0,41.0,259,50.0,1123.0,84.0,552.0,667,2023-10-30 19:50:13.000,3.13.0,150.0,137.0,37,True,25146.0,24002.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,37318509.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1144.0,37249416.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2763738.0,2.0,,,,,,,,,,,,,,,,,,,
+89,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 21:35:07.000,2023-11-13 18:49:58.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,165.0,144.0,177.0,25583,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,29144.0,27264.0,fire,conda-forge/fire,,6830607.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1880.0,6820028.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,814652.0,2.0,,,,,,,,,,,,,,,,,,,
+90,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 23:05:56,1604.0,9.0,1982,464.0,551.0,470.0,1310.0,14335,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,157.0,21.0,fabric,conda-forge/fabric,,5224451.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,136.0,5222148.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,78311.0,3.0,,,,,,,,,,,,,,,,,,,
+91,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-11-17 22:15:48.000,2023-11-17 22:04:13,394.0,5.0,965,214.0,184.0,156.0,293.0,11226,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31634.0,30185.0,schedule,conda-forge/schedule,,1748857.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1449.0,1747480.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,46851.0,3.0,,,,,,,,,,,,,,,,,,,
+92,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 21:35:05.000,2023-11-30 12:34:24.000,2023-11-29 13:35:35,2700.0,113.0,625,115.0,2910.0,727.0,3181.0,9157,2023-11-17 23:23:44.000,0.24.1.post0,89.0,121.0,36,True,1255.0,1221.0,modin,conda-forge/modin-core,196733.0,912663.0,https://pypi.org/project/modin,2023-11-17 23:53:14.000,34.0,899562.0,https://anaconda.org/conda-forge/modin-core,2023-11-18 00:38:04.283,280803.0,2.0,,,,,,,['pandas'],,,,,,,,,,,,
+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 23:43:14.000,2023-11-29 16:09:25.000,2023-10-26 14:26:36,614.0,16.0,178,33.0,86.0,3.0,353.0,5084,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,66600.0,65459.0,orjson,conda-forge/orjson,,14123529.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14099524.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1008229.0,2.0,,,,,,,,,,,,,,,,,,,
+94,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 16:19:39.000,2023-11-30 07:22:26.000,2023-11-30 07:20:44,1038.0,10.0,836,421.0,389.0,157.0,1156.0,3727,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,36,True,10718.0,9734.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3085310.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3085193.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8339.0,2.0,,,,,,,,,,,,,,,,,,,
+95,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-11-30 07:56:36.000,2023-10-25 17:39:04,860.0,12.0,897,332.0,555.0,281.0,849.0,3479,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8315.0,7853.0,confluent-kafka,conda-forge/python-confluent-kafka,,10587904.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,462.0,10566286.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,799878.0,2.0,,,,,,,,,,,,,,,,,,,
+96,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 20:18:25.000,2023-11-28 06:40:41.000,2023-08-23 19:48:01,371.0,,232,45.0,142.0,110.0,139.0,3299,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,828647.0,806980.0,colorama,conda-forge/colorama,,121822817.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21667.0,121523485.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27239289.0,2.0,,,,,,,,,,,,,,,,,,,
+97,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,,584,96.0,178.0,30.0,312.0,3018,,,21.0,83.0,36,True,726006.0,708735.0,pycparser,conda-forge/pycparser,,123916262.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17271.0,123501417.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36091594.0,2.0,,,,,,,,,,,,,,,,,,,
+98,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,969.0,2766,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,54369.0,52185.0,pyodbc,conda-forge/pyodbc,,24644412.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2184.0,24611956.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1200907.0,2.0,,,,,,,,,,,,,,,,,,,
+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 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,3.0,172,23.0,153.0,169.0,327.0,2035,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,132828.0,128858.0,dill,conda-forge/dill,291285.0,40092012.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3970.0,39951052.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5680709.0,2.0,,,,,,,,,,,,,,,,,,,
+100,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 03:21:47.000,2023-11-29 02:50:31.000,2023-11-14 07:16:07,1076.0,50.0,210,25.0,166.0,66.0,214.0,1785,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9496.0,8668.0,deepdiff,conda-forge/deepdiff,,10334465.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,828.0,10325338.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,374239.0,1.0,,,,,,,,,,,,,,,,,,,
+101,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 15:17:18.000,2023-11-30 00:56:20.000,2023-11-30 00:55:52,2186.0,116.0,459,17.0,1084.0,96.0,383.0,1213,2023-11-20 17:41:08.000,0.37,65.0,221.0,36,True,14248.0,13792.0,holidays,conda-forge/holidays,189.0,6343913.0,https://pypi.org/project/holidays,2023-11-20 17:51:13.000,456.0,6250579.0,https://anaconda.org/conda-forge/holidays,2023-11-20 19:46:28.049,3733344.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,,
+102,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 15:23:24.000,2023-11-20 13:00:23.000,2023-10-30 14:18:42,532.0,12.0,2036,378.0,460.0,343.0,185.0,32085,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1280.0,1243.0,diagrams,conda-forge/diagrams,,119824.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,115683.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173935.0,2.0,,,,,,,,,,,,,,,,,,,
+103,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 11:47:07.000,2023-11-30 11:04:58.000,2023-11-30 06:35:26,15420.0,337.0,6741,732.0,5720.0,1673.0,3673.0,17543,2023-10-06 00:09:41.000,1.21.0,15.0,609.0,35,True,14.0,,micropython-_markupbase,,69685.0,929.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,
+104,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 16:21:09.000,2023-11-27 12:13:53.000,2023-08-29 10:07:13,6966.0,,1225,342.0,243.0,39.0,446.0,13370,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,35,True,978.0,973.0,tink,,1097.0,245614.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,245256.0,,,,3.0,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,344.0,,,,,,,,,,,,,
+105,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 00:48:48.000,2023-11-23 10:15:30.879,2023-11-18 22:08:03,2432.0,4.0,1222,231.0,475.0,145.0,1005.0,8025,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11866.0,9909.0,supervisor,conda-forge/supervisor,,1659466.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1651832.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,282488.0,2.0,,,,,,,,,,,,,,,,,,,
+106,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,,567,164.0,110.0,260.0,186.0,7859,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,118302.0,105858.0,docopt,conda-forge/docopt,,10434132.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12444.0,10412218.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1994246.0,2.0,,,,,,,,,,,,,,,,,,,
+107,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,,469,105.0,95.0,87.0,162.0,5270,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,66097.0,60447.0,xmltodict,conda-forge/xmltodict,,29963954.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5650.0,29923358.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3531898.0,2.0,,,,,,,,,,,,,,,,,,,
+108,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,,251,84.0,350.0,118.0,142.0,4382,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,125623.0,122118.0,toolz,conda-forge/toolz,,20310459.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3505.0,20098856.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18832686.0,2.0,,,,,,,,,,,,,,,,,,,
+109,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 20:00:51.000,2023-11-27 17:26:18.000,2023-11-27 17:26:17,899.0,11.0,368,88.0,270.0,26.0,317.0,4169,2023-06-11 08:50:12.594,5.8.0,36.0,87.0,35,True,4475.0,,ujson,conda-forge/ujson,,8700247.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4475.0,8591671.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4451650.0,2.0,,,,,,,,,,,,,,,,,,,
+110,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 03:06:38.000,2023-11-28 12:10:17.000,2023-11-23 06:53:52,1615.0,21.0,454,88.0,112.0,9.0,166.0,3333,2023-11-23 07:24:51.000,8.13.26,235.0,29.0,35,True,1449.0,,phonenumbers,conda-forge/phonenumbers,,5022138.0,https://pypi.org/project/phonenumbers,2023-11-23 07:24:51.000,1449.0,4993838.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-23 08:56:27.048,849015.0,1.0,,,,,,,,,,,,,,,,,,,
+111,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3101,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,142361.0,140138.0,sortedcontainers,conda-forge/sortedcontainers,,29437741.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2223.0,29306306.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11566300.0,1.0,,,,,,,,,,,,,,,,,,,
+112,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 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,50.0,266.0,13.0,333.0,3051,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15473.0,14333.0,cerberus,conda-forge/cerberus,,5414059.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1140.0,5398485.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,358219.0,2.0,,,,,,,,,,,,,,,,,,,
+113,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 13:03:20.000,2023-11-29 05:16:19.000,2023-11-05 11:40:02,2656.0,9.0,474,121.0,553.0,304.0,1498.0,2744,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,35,True,30694.0,30053.0,xlwings,conda-forge/xlwings,19133.0,153594.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,136780.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,690455.0,2.0,,,,,,,,,,,,,,,,,,,
+114,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 05:09:06.000,2023-11-28 07:55:14.000,2023-11-28 07:55:13,1077.0,6.0,466,55.0,294.0,11.0,319.0,2346,2023-06-22 06:12:29.713,2.2.0,36.0,84.0,35,True,153206.0,145969.0,mysqlclient,conda-forge/mysqlclient,5273.0,4908753.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7237.0,4900892.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,312025.0,2.0,,,,,,,,,,,,,,,,,,,
+115,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 09:00:14.000,2023-11-29 00:13:41.000,2023-10-28 16:38:51,9941.0,63.0,931,85.0,1775.0,74.0,124.0,1969,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,227127.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,227127.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+116,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 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1912,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11892.0,,wrapt,conda-forge/wrapt,,99738527.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11892.0,99375942.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13415677.0,2.0,,,,,,,,,,,,,,,,,,,
+117,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1600,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,136701.0,115735.0,simplejson,conda-forge/simplejson,6378.0,20091253.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20966.0,20019277.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3020155.0,2.0,,,,,,,,,,,,,,,,,,,
+118,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 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,161,29.0,282.0,85.0,166.0,1478,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2944.0,,cloudpickle,conda-forge/cloudpickle,27.0,34955638.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2944.0,34571588.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15362025.0,2.0,,,,,,,,,,,,,,,,,,,
+119,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 15:37:34.000,2023-11-27 10:32:40.000,2023-11-27 10:32:40,755.0,19.0,117,35.0,215.0,53.0,198.0,1301,2023-11-12 21:29:27.000,3.1.6,122.0,70.0,35,True,50112.0,47903.0,argcomplete,conda-forge/argcomplete,320.0,22338701.0,https://pypi.org/project/argcomplete,2023-11-12 21:29:27.000,2209.0,22303029.0,https://anaconda.org/conda-forge/argcomplete,2023-11-13 02:41:32.366,1426786.0,2.0,,,,,,,,,,,,,,,,,,,
+120,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 03:59:23.000,2023-11-30 13:05:12.000,2023-11-19 20:59:41,1386.0,10.0,160,34.0,167.0,69.0,235.0,1173,2023-08-13 18:56:24.000,3.0.2,40.0,72.0,35,True,2426.0,,jsonpickle,conda-forge/jsonpickle,,9786547.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2426.0,9735454.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1583903.0,2.0,,,,,,,,,,,,,,,,,,,
+121,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,,312,31.0,327.0,190.0,238.0,1161,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,28415.0,26266.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5094160.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2149.0,5087938.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,535170.0,2.0,,,,,,,,,,,,,,,,,,,
+122,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 16:01:42.000,2023-11-30 09:27:53.000,2023-11-17 10:46:31,522.0,15.0,80,23.0,279.0,30.0,75.0,1160,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19259.0,18999.0,cleo,conda-forge/cleo,,27700069.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,260.0,27683327.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,619462.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,,
+123,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-11-20 00:14:40.000,2023-11-20 00:14:39,2058.0,25.0,148,18.0,164.0,60.0,444.0,1129,2023-11-12 22:31:41.000,24.3.0,192.0,116.0,35,True,4222.0,,keyring,conda-forge/keyring,,41698780.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4222.0,41599118.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,3986494.0,3.0,,,,,,,,,,,,,,,,,,,
+124,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 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,270.0,1116,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,32955.0,32252.0,py4j,conda-forge/py4j,,34288933.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,703.0,34234552.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4731202.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,,
+125,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 00:29:27.000,2023-11-29 19:54:29.000,2023-11-29 19:54:27,282.0,14.0,91,14.0,182.0,11.0,92.0,606,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,361067.0,358241.0,filelock,conda-forge/filelock,,106394100.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2826.0,106010938.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16092824.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,,
+126,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 09:57:11.000,2023-11-26 07:57:20.000,2023-11-26 07:57:20,344.0,56.0,50,13.0,59.0,8.0,38.0,346,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,35,True,487540.0,474004.0,wcwidth,conda-forge/wcwidth,,53432613.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13536.0,52891760.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22175004.0,2.0,,,,,,,,,,,,,,,,,,,
+127,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 23:19:42.000,2023-11-30 00:40:02.000,2023-11-29 19:43:09,592.0,33.0,127,17.0,235.0,49.0,35.0,189,2023-11-29 21:15:45.000,0.8.2,38.0,38.0,35,True,263235.0,258870.0,s3transfer,conda-forge/s3transfer,,282512856.0,https://pypi.org/project/s3transfer,2023-11-29 21:15:45.000,4365.0,282044610.0,https://anaconda.org/conda-forge/s3transfer,2023-11-29 23:13:22.215,17325129.0,2.0,,,,,,,,,,,,,,,,,,,
+128,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 06:17:59.000,2023-11-30 12:20:55.000,2023-11-29 19:33:42,8540.0,394.0,543,83.0,2227.0,52.0,390.0,7168,2023-11-29 19:29:35.000,3.8.9,154.0,123.0,34,True,2554.0,2500.0,hub,,,2460.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,2460.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,
+129,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,505,135.0,235.0,6.0,461.0,6746,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16227.0,13586.0,sh,conda-forge/sh,,5475074.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2641.0,5469998.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,187846.0,3.0,,,,,,,,,,,,,,,,,,,
+130,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 06:17:12.000,2023-11-29 18:39:43.000,2023-11-29 18:39:43,1533.0,14.0,348,143.0,200.0,66.0,105.0,6296,2023-11-01 07:04:40.000,23.1.1,53.0,87.0,34,True,6197.0,5765.0,boltons,conda-forge/boltons,25.0,3114452.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,432.0,3072881.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3741463.0,2.0,,,,,,,,,,,,,,,,,,,
+131,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,4.0,362,71.0,268.0,230.0,293.0,5819,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,24940.0,23682.0,pendulum,conda-forge/pendulum,260.0,15722329.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1258.0,15700363.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,878587.0,3.0,,,,,,,,,,,,,,,,,,,
+132,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 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,857.0,5639,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1850.0,1480.0,csvkit,conda-forge/csvkit,,201666.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,198255.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102354.0,2.0,,,,,,,,,,,,,,,,,,,
+133,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 22:47:25.000,2023-11-21 15:11:56.691,2023-11-21 00:41:16,550.0,18.0,797,70.0,413.0,95.0,419.0,3621,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,842.0,,prometheus_client,conda-forge/prometheus_client,,25820428.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,842.0,25469784.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14727051.0,2.0,,,,,,,,,,,,,,,,,,,
+134,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3361,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4121.0,3756.0,pony,conda-forge/pony,76.0,124741.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,122033.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97491.0,2.0,,,,,,,,,,,,,,,,,,,
+135,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-19 21:38:35.000,2023-11-19 17:58:21,725.0,13.0,316,33.0,503.0,106.0,371.0,3314,2023-10-31 18:44:59.000,3.2.4,86.0,116.0,34,True,7781.0,7500.0,dynaconf,conda-forge/dynaconf,,2121621.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,281.0,2119944.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62083.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,,
+136,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-16 10:15:35.000,2023-11-01 21:12:44,1273.0,10.0,185,51.0,318.0,127.0,223.0,2705,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5857.0,5385.0,plumbum,conda-forge/plumbum,,2526577.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2514630.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,991647.0,3.0,,,,,,,,,,,,,,,,,,,
+137,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 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,45.0,111.0,15.0,188.0,2439,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,53146.0,49825.0,python-magic,conda-forge/python-magic,,6112015.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3321.0,6105619.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,236687.0,2.0,,,,,,,,,,,,,,,,,,,
+138,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 21:34:44.000,2023-11-29 19:28:21.000,2023-11-29 19:28:21,1759.0,15.0,210,91.0,238.0,,,2245,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,34,True,76772.0,75583.0,motor,conda-forge/motor,,1326335.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1189.0,1324642.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62669.0,2.0,,,,,,,,,,,,,,,,,,,
+139,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 22:33:48.000,2023-11-22 16:10:10.000,2023-11-22 16:10:08,819.0,26.0,200,63.0,98.0,67.0,292.0,2051,2023-09-26 08:55:29.000,2.8.7,51.0,71.0,34,True,3204.0,,numexpr,conda-forge/numexpr,506.0,5401935.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3204.0,5220102.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7454919.0,2.0,,,,,,,,,,,,,,,,,,,
+140,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1996,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39413.0,5.0,chardet,conda-forge/chardet,,56858812.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39405.0,56275502.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22160934.0,1.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,128.0,,,,,,,,,,,,,
+141,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 09:55:10.000,2023-11-17 13:16:51.101,2023-11-17 11:10:44,469.0,5.0,211,36.0,246.0,41.0,209.0,1787,2023-11-17 11:13:10.000,0.14.1,48.0,93.0,34,True,15866.0,14496.0,voluptuous,conda-forge/voluptuous,,3531264.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3521977.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,334364.0,2.0,,,,,,,,,,,,,,,,,,,
+142,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 19:02:31.000,2023-11-28 23:04:25.000,2023-11-13 20:12:14,6035.0,10.0,553,78.0,1110.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,34,True,6512.0,5809.0,cassandra-driver,conda-forge/cassandra-driver,,1681199.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1676349.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,189177.0,2.0,,,,,,,,,,,,,,,,,,,
+143,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 14:49:40.000,2023-11-30 04:23:56.000,2023-11-29 09:31:53,1848.0,28.0,225,45.0,871.0,278.0,380.0,1251,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3432.0,2976.0,zarr,conda-forge/zarr,,476963.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,456.0,407114.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2793998.0,2.0,,,,,,,,,,,,,,,,,,,
+144,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 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,20.0,161.0,855,2023-11-16 21:53:00.000,2.12.1,35.0,29.0,34,True,18204.0,17871.0,anytree,conda-forge/anytree,,959554.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,333.0,958717.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36028.0,2.0,,,,,,,,,,,,,,,,,,,
+145,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-11-30 11:44:04.000,2023-11-29 15:33:37,1017.0,19.0,253,18.0,391.0,131.0,307.0,754,2023-10-21 17:55:06.000,2023.10.0,63.0,130.0,34,True,16335.0,15610.0,s3fs,conda-forge/s3fs,,139352216.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,725.0,139187920.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6407549.0,2.0,,,,,,,,,,,,,,,,,,,
+146,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 03:51:15.000,2023-11-30 12:38:41.000,2023-11-27 06:55:29,1134.0,23.0,289,32.0,831.0,13.0,523.0,710,2023-11-10 08:24:20.000,7.2.0,107.0,122.0,34,True,6315.0,5850.0,minio,conda-forge/minio,,1859195.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,465.0,1855307.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,151633.0,2.0,,,,,,,,,,,,,,,,,,,
+147,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 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,457,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,373208.0,366051.0,rsa,conda-forge/rsa,,133275464.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7157.0,133126595.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13100535.0,3.0,,,,,,,,,,,,,,,,,,,
+148,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 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,235,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,449821.0,434728.0,pyasn1,conda-forge/pyasn1,,150747630.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15093.0,143967639.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13559983.0,3.0,,,,,,,,,,,,,,,,,,,
+149,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 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,178,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,141040.0,137222.0,tzlocal,conda-forge/tzlocal,,42148526.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3818.0,42056369.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2488242.0,3.0,,,,,,,,,,,,,,,,,,,
+150,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 12:24:11.000,2023-11-27 18:36:16.000,2023-11-04 01:48:01,477.0,6.0,500,70.0,289.0,208.0,167.0,12569,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,13532795.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,13489198.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1874707.0,3.0,,,,,,,,,,,,,,,,,,,
+151,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 17:12:57.000,2023-11-28 09:56:09.000,2023-11-02 00:31:19,2775.0,4.0,608,149.0,489.0,240.0,1001.0,11481,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2460.0,2413.0,dearpygui,,,57710.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,57710.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+152,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 23:31:13.000,2023-11-08 18:20:15.000,2023-07-24 18:53:19,697.0,,512,106.0,158.0,14.0,291.0,6246,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12989.0,12080.0,tinydb,conda-forge/tinydb,,499061.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,909.0,495011.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,360491.0,2.0,,,,,,,,,,,,,,,,,,,
+153,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-11-14 12:53:27.000,2023-11-14 12:53:27,481.0,7.0,247,48.0,194.0,91.0,148.0,5474,2023-08-14 13:22:49.000,8.2.3,53.0,85.0,33,True,1646.0,,tenacity,conda-forge/tenacity,,37990224.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1646.0,37835773.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5714719.0,2.0,,,,,,,,,,,,,,,,,,,
+154,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 16:52:10.000,2023-11-24 17:39:12.000,2023-11-05 03:35:54,1190.0,6.0,335,42.0,487.0,486.0,505.0,3957,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6772.0,6679.0,tortoise-orm,conda-forge/tortoise-orm,13.0,118720.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,118162.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16183.0,3.0,,,,,,,,,,,,,,,,,,,
+155,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 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,34.0,243,64.0,89.0,23.0,273.0,3449,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1060.0,941.0,asciimatics,conda-forge/asciimatics,,84216.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,80327.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143926.0,3.0,,,,,,,,,,,,,,,,,,,
+156,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 09:25:46.000,2023-11-30 13:11:35.000,2023-11-29 14:41:17,6067.0,206.0,341,41.0,1865.0,37.0,203.0,3279,2023-11-28 15:58:40.000,0.50.0,116.0,81.0,33,True,244.0,242.0,zenml,,1.0,10053.0,https://pypi.org/project/zenml,2023-11-28 15:58:40.000,2.0,10053.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+157,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-11-29 09:12:34.000,2023-09-07 02:59:25,1023.0,11.0,365,49.0,381.0,82.0,310.0,2992,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,17427702.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,17372214.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2219557.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,,
+158,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-23 10:48:28.000,2023-11-23 10:48:28,410.0,10.0,198,58.0,154.0,95.0,73.0,2801,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,33,True,8588.0,7659.0,schema,conda-forge/schema,,7603687.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,929.0,7601149.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,132024.0,2.0,,,,,,,,,,,,,,,,,,,
+159,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 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,140.0,453.0,143.0,401.0,2749,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22404.0,21550.0,pandas-datareader,conda-forge/pandas-datareader,,403554.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,854.0,399292.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,336774.0,2.0,,,,,,,,,,,,,,,,,,,
+160,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 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,38.0,202,46.0,1191.0,66.0,561.0,2569,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,33,True,3331.0,3302.0,docarray,conda-forge/docarray,,95530.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,89899.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,123883.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,,
+161,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 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2424,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,120997.0,118876.0,aiofiles,conda-forge/aiofiles,,10937879.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2121.0,10912918.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,923573.0,2.0,,,,,,,,,,,,,,,,,,,
+162,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 14:08:50.000,2023-11-30 12:18:16.000,2023-10-16 15:26:04,1031.0,11.0,262,35.0,367.0,154.0,253.0,2213,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15752.0,15650.0,pypika,conda-forge/pypika,,2169599.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,102.0,2169377.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5566.0,3.0,,,,,,,,,,,,,,,,,,,
+163,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1976,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7035.0,,jmespath,conda-forge/jmespath,,126978290.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7035.0,126782764.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17206347.0,3.0,,,,,,,,,,,,,,,,,,,
+164,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,16.0,148,27.0,58.0,8.0,228.0,1839,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3525.0,,cachetools,conda-forge/cachetools,,107424642.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3525.0,107177734.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10370157.0,1.0,,,,,,,,,,,,,,,,,,,
+165,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 02:55:59.000,2023-11-28 15:09:22.000,2023-08-16 13:13:55,492.0,,264,26.0,117.0,10.0,148.0,1753,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,33,True,64400.0,62897.0,emoji,conda-forge/emoji,,2684727.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1503.0,2683080.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,64261.0,2.0,,,,,,,,,,,,,,,,,,,
+166,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-11-29 03:04:17.000,2023-11-27 01:26:04,685.0,4.0,223,60.0,402.0,131.0,614.0,1468,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6001.0,,typing,conda-forge/typing,,8464866.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6001.0,8432914.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2939660.0,2.0,,,,,,,,,,,,,,,,,,,
+167,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 15:32:26.000,2023-11-27 21:24:17.000,2023-11-27 21:24:11,701.0,13.0,125,22.0,277.0,41.0,128.0,1053,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10530.0,,pluggy,conda-forge/pluggy,,99009241.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10530.0,98372964.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23542276.0,2.0,,,,,,,,,,,,,,,,,,,
+168,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 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,15.0,141,14.0,160.0,18.0,138.0,849,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,95023.0,93217.0,validators,conda-forge/validators,12.0,6233798.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1806.0,6220319.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,539131.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,,
+169,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 13:08:20.000,2023-11-30 10:14:07.000,2023-11-28 10:57:01,1503.0,31.0,211,98.0,747.0,5.0,229.0,842,2023-11-28 12:20:00.000,5.15.0,130.0,41.0,33,True,7783.0,7557.0,neo4j-driver,conda-forge/neo4j-python-driver,,130848.0,https://pypi.org/project/neo4j-driver,2023-11-28 12:18:24.000,226.0,126048.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,196814.0,3.0,,,,,,,,,,,,,,,,,,,
+170,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,791,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,525964.0,501564.0,decorator,conda-forge/decorator,,57588200.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24400.0,57304107.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25000230.0,2.0,,,,,,,,,,,,,,,,,,,
+171,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 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,301,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,112446.0,105358.0,asn1crypto,conda-forge/asn1crypto,,59099950.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7088.0,58991796.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8327885.0,3.0,,,,,,,,,,,,,,,,,,,
+172,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 01:50:58,656.0,2.0,78,15.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1828883.0,1745449.0,pytz,conda-forge/pytz,,151458840.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83434.0,150135952.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47623999.0,3.0,,,,,,,,,,,,,,,,,,,
+173,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 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,91.0,185.0,14.0,429.0,5126,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3510.0,3242.0,transitions,conda-forge/transitions,,497553.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,486696.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,575469.0,1.0,,,,,,,,,,,,,,,,,,,
+174,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4665,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,4002.0,3422.0,dataset,conda-forge/dataset,,188128.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,187891.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7584.0,3.0,,,,,,,,,,,,,,,,,,,
+175,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 10:55:25.000,2023-11-28 18:26:26.000,2023-11-28 18:26:26,330.0,2.0,253,51.0,201.0,125.0,197.0,3595,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21168.0,21048.0,databases,conda-forge/databases,,331360.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,327999.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,191589.0,3.0,,,,,,,,,,,,,,,,,,,
+176,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 13:23:05.000,2023-11-28 14:35:55.000,2022-12-19 03:14:24,1998.0,,260,47.0,201.0,176.0,358.0,3333,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2753.0,2651.0,dependency-injector,conda-forge/dependency_injector,,1127871.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1126538.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34671.0,2.0,,,,,,,,,,,,,,,,,,,
+177,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3308,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,337.0,323.0,koalas,conda-forge/koalas,1019.0,1457307.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1451330.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,321811.0,2.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,,,
+178,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3170,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9983.0,9165.0,blaze,conda-forge/blaze,,11353.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8656.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202300.0,2.0,,,,,,,,,,,,,,,,,,,
+179,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 02:18:34.000,2023-11-29 00:35:00.000,2023-11-21 22:19:04,616.0,29.0,229,17.0,598.0,280.0,420.0,2694,2023-09-30 04:00:26.000,0.17.2,77.0,107.0,32,True,1247.0,1164.0,pandera,conda-forge/pandera-core,,1235655.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1234823.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,30797.0,2.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,
+180,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 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,9.0,84.0,2587,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,119118.0,115727.0,python-decouple,conda-forge/python-decouple,12.0,1746061.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3391.0,1745070.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73345.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,
+181,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 02:18:35.000,2023-11-29 18:38:37.000,2023-11-29 18:38:35,828.0,7.0,424,40.0,630.0,259.0,367.0,2316,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1737.0,1576.0,pynamodb,conda-forge/pynamodb,,1442999.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1433292.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,378575.0,3.0,,,,,,,,,,,,,,,,,,,
+182,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 23:00:49,232.0,11.0,276,49.0,73.0,50.0,113.0,2193,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1065.0,1001.0,datasketch,,19.0,1365180.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1365180.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+183,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2104,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,209804.0,201263.0,xlrd,conda-forge/xlrd,,18930821.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8541.0,18885792.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3602359.0,2.0,,,,,,,,,,,,,,,,,,,
+184,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 15:56:50.000,2023-11-30 01:09:50.000,2023-11-28 18:06:15,1452.0,81.0,250,42.0,640.0,137.0,872.0,1708,2023-11-16 18:54:04.000,1.7.0,116.0,45.0,32,False,317.0,299.0,sdv,conda-forge/sdv,,61519.0,https://pypi.org/project/sdv,2023-11-16 18:47:22.000,18.0,60866.0,https://anaconda.org/conda-forge/sdv,2023-11-17 17:35:07.427,15022.0,2.0,,,,,,,,,,,,,,,,,,,
+185,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1666,2023-11-21 19:53:26.000,4.9.0,48.0,64.0,32,False,2059.0,,humanize,conda-forge/humanize,,5285124.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2059.0,5273141.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,491319.0,2.0,,,,,,,,,,,,,,,,,,,
+186,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 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,7.0,90,17.0,579.0,101.0,444.0,1650,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,21348.0,20906.0,omegaconf,conda-forge/omegaconf,,5834078.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,442.0,5807377.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1228251.0,2.0,,,,,,,,,,,,,,,,,,,
+187,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 01:02:19,1097.0,4.0,214,48.0,179.0,56.0,336.0,1457,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2306.0,2209.0,pygsheets,,,1455519.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1455519.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+188,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 19:22:44.000,2023-11-30 10:18:33.000,2023-11-29 23:52:12,1358.0,99.0,147,21.0,878.0,57.0,366.0,1352,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,32,True,777.0,736.0,copier,,,150593.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,41.0,150593.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+189,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,,190,49.0,202.0,85.0,371.0,1168,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3600.0,3514.0,petl,conda-forge/petl,,1120063.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1114791.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,216186.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,
+190,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1140,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6559.0,6238.0,sshtunnel,conda-forge/sshtunnel,,6735609.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,6734100.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,129841.0,3.0,,,,,,,,,,,,,,,,,,,
+191,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,956,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45914.0,44248.0,Bottleneck,conda-forge/bottleneck,,701298.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1666.0,598099.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3818365.0,2.0,,,,,,,,,,,,,,,,,,,
+192,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,,362,74.0,22.0,32.0,608.0,865,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8189.0,7865.0,cx-Oracle,conda-forge/cx_oracle,,2927654.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2915024.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,505233.0,3.0,,,,,,,,,,,,,,,,,,,
+193,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-30 11:53:44.000,2023-11-17 20:00:35,373.0,10.0,119,58.0,376.0,55.0,290.0,398,2023-05-10 16:05:56.572,0.19.2,43.0,46.0,32,True,8864.0,8531.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7355152.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,333.0,7304769.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1864046.0,3.0,,,,,,,,,,,,,,,,,,,
+194,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 11:51:08.000,2023-11-12 18:19:54.000,2023-11-08 17:30:56,868.0,47.0,63,18.0,466.0,139.0,284.0,363,2023-11-08 17:32:32.000,2.0.1,87.0,35.0,32,True,9091.0,8937.0,param,conda-forge/param,,579869.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,154.0,541140.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1432995.0,3.0,,,,,,,,,,,,,,,,,,,
+195,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 19:33:15.000,2023-11-28 17:10:18.000,2023-09-17 00:21:09,1869.0,1.0,598,125.0,1288.0,218.0,1087.0,7709,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,17624.0,17615.0,hydra,conda-forge/hydra-core,,30750.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,11560.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,863578.0,3.0,,,,,,,,,,,,,,,,,,,
+196,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,177.0,343.0,5915,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6528.0,6442.0,eel,,,69452.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69452.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,,
+197,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 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,6.0,380,85.0,175.0,,605.0,4701,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1486.0,1309.0,huey,conda-forge/huey,,98602.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,98109.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33037.0,2.0,,,,,,,,,,,,,,,,,,,
+198,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-30 01:06:50.000,2023-11-28 21:20:47,7683.0,507.0,650,85.0,1300.0,118.0,662.0,3864,2023-11-03 04:09:37.000,0.4.0,64.0,255.0,31,True,38.0,2.0,toga,,2081.0,4439.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,4258.0,,,,2.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,21.0,,,,,,,,,,,,,
+199,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 03:01:23.000,2023-11-20 07:27:02.000,2023-04-22 06:02:17,441.0,,287,23.0,113.0,15.0,125.0,3465,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,23536.0,23115.0,gdown,conda-forge/gdown,,1521026.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,421.0,1516237.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,239461.0,2.0,,,,,,,,,,,,,,,,,,,
+200,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 13:08:38.000,2023-11-27 15:06:17.000,2023-11-27 15:05:12,1722.0,41.0,100,42.0,1319.0,66.0,353.0,2996,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,532.0,473.0,returns,conda-forge/returns,,197422.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,197162.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7813.0,3.0,,,,,,,,,,,,,,,,,,,
+201,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1488.0,1374.0,mrjob,conda-forge/mrjob,,93248.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,87213.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519080.0,2.0,,,,,,,,,,,,,,,,,,,
+202,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 23:25:32.000,2023-11-30 00:08:26.000,2023-11-28 22:38:22,799.0,56.0,108,32.0,1030.0,17.0,387.0,2409,2023-11-28 21:24:03.000,1.3.16,304.0,32.0,31,True,222.0,217.0,whylogs,,44.0,116599.0,https://pypi.org/project/whylogs,2023-11-28 21:24:03.000,5.0,116597.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+203,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1909,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,617.0,,fs,conda-forge/fs,,2058972.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,617.0,2049638.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,690716.0,3.0,,,,,,,,,,,,,,,,,,,
+204,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 06:03:24.000,2023-11-28 18:14:54.000,2023-11-28 18:14:52,1025.0,22.0,59,22.0,106.0,113.0,76.0,1766,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1401.0,1281.0,glom,conda-forge/glom,,1371799.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,120.0,1371079.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28098.0,2.0,,,,,,,,,,,,,,,,,,,
+205,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,,511,98.0,402.0,167.0,379.0,1671,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9031.0,7771.0,influxdb,conda-forge/influxdb,,1692084.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1688994.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,132894.0,3.0,,,,,,,,,,,,,,,,,,,
+206,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,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,278660.0,263493.0,appdirs,conda-forge/appdirs,,19367419.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15167.0,19260070.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9876142.0,3.0,,,,,,,,,,,,,,,,,,,
+207,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,,66,23.0,49.0,6.0,90.0,518,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,31,True,17248.0,15062.0,scandir,conda-forge/scandir,,3942947.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3906182.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1360307.0,3.0,,,,,,,,,,,,,,,,,,,
+208,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 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,32,10.0,77.0,3.0,26.0,397,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,36953.0,36656.0,srsly,conda-forge/srsly,,5532377.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5498836.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1375189.0,3.0,,,,,,,,,,,,,,,,,,,
+209,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 14:52:32.000,2023-11-23 23:08:37.000,2023-09-28 23:25:31,1160.0,4.0,84,19.0,761.0,22.0,121.0,359,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3316.0,,multidict,conda-forge/multidict,4491.0,78814076.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3316.0,78510454.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11232131.0,2.0,,,,,,,,,,,,,,,,,,,
+210,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 00:09:10.000,2023-11-30 11:48:29.000,2023-11-29 23:49:59,776.0,10.0,46,43.0,681.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3229.0,3217.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3869277.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3866211.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,101206.0,3.0,,,,,,,,,,,,,,,,,,,
+211,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 12:28:24.318,2023-11-07 13:47:04.229,2023-11-07 00:42:12,849.0,29.0,36,12.0,53.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1533.0,,importlib-resources,conda-forge/importlib_resources,,68310856.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1533.0,67896779.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17391246.0,2.0,,,,,,,,,,,,,,,,,,,
+212,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 15:06:54,675.0,12.0,40,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,168989238.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,168081694.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34486709.0,3.0,,,,,,,,,,,,,,,,,,,
+213,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17975,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,921.0,840.0,gooey,conda-forge/gooey,531.0,5534.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,81.0,4181.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72575.0,3.0,,,,,,,,,,,,,,,,,,,
+214,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 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,144.0,967.0,500.0,773.0,8063,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,649.0,618.0,vaex,conda-forge/vaex,280.0,37703.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,35615.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177326.0,3.0,,,,,,,,,,,,,,,,,,,
+215,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,244.0,6639,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1720.0,1690.0,faust,,,22547.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,22547.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+216,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,,405,79.0,69.0,365.0,194.0,3556,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14302.0,13785.0,keyboard,conda-forge/keyboard,,198726.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,517.0,197894.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24155.0,3.0,,,,,,,,,,,,,,,,,,,
+217,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 00:44:57.000,2023-11-25 10:11:27.000,2023-11-25 10:11:21,989.0,6.0,141,72.0,60.0,9.0,72.0,3176,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,30,True,9918.0,9286.0,funcy,conda-forge/funcy,,1928988.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1924115.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,399626.0,3.0,,,,,,,,,,,,,,,,,,,
+218,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,,290,63.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1956.0,1569.0,schematics,conda-forge/schematics,,249694.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,249194.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26035.0,3.0,,,,,,,,,,,,,,,,,,,
+219,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 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,4.0,315,70.0,401.0,109.0,367.0,1481,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,243.0,218.0,mleap,conda-forge/mleap,,263842.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,261995.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77575.0,3.0,,,,,,,,,,,,,,,,,,,
+220,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 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1401,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2911.0,,python-slugify,conda-forge/python-slugify,,12591282.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2911.0,12544393.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1875594.0,2.0,,,,,,,,,,,,,,,,,,,
+221,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 04:29:28.000,2023-11-30 12:06:40.000,2023-11-30 11:52:43,790.0,21.0,62,15.0,440.0,185.0,174.0,1389,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2591.0,2576.0,prisma,,,61446.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,61446.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+222,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 14:00:27.000,2023-11-14 19:40:02.000,2023-11-14 19:39:46,645.0,20.0,61,16.0,232.0,3.0,54.0,1355,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,20370.0,19855.0,bidict,conda-forge/bidict,,1486466.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,515.0,1482158.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,370512.0,2.0,,,,,,,,,,,,,,,,,,,
+223,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 17:55:17.000,2023-11-29 06:01:40.000,2023-10-16 00:08:39,536.0,7.0,75,19.0,214.0,34.0,94.0,1274,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,30,True,10896.0,10526.0,questionary,conda-forge/questionary,,1330798.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1329034.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,61751.0,3.0,,,,,,,,,,,,,,,,,,,
+224,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 09:25:51.000,2023-11-29 18:45:13.000,2023-11-29 18:45:12,614.0,21.0,135,22.0,506.0,39.0,251.0,952,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2109.0,1981.0,aiocache,,13.0,423609.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,128.0,423609.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+225,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 20:44:22.000,2023-11-28 20:53:14.000,2023-10-10 14:12:37,1994.0,19.0,136,42.0,420.0,114.0,251.0,945,2023-05-29 19:24:00.928,0.7.0,29.0,86.0,30,True,1876.0,1749.0,intake,conda-forge/intake,,61764.0,https://pypi.org/project/intake,2023-11-21 14:50:25.000,127.0,53046.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,523127.0,3.0,,,,,,,,,,,,,,,,,,,
+226,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 20:49:22,962.0,8.0,100,22.0,93.0,27.0,83.0,874,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,30,True,1023.0,,inflect,conda-forge/inflect,,5002179.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1023.0,4993545.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,354000.0,2.0,,,,,,,,,,,,,,,,,,,
+227,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,,256,19.0,212.0,31.0,302.0,868,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5233.0,4932.0,fastcore,conda-forge/fastcore,,668347.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,665561.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,64094.0,3.0,,,,,,,,,,,,,,,,,,,
+228,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,88.0,812,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25825.0,24542.0,natsort,conda-forge/natsort,,4260117.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1283.0,4218825.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1486529.0,3.0,,,,,,,,,,,,,,,,,,,
+229,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 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44854.0,42760.0,cached-property,conda-forge/cached-property,,12157424.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2094.0,12060034.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7791260.0,2.0,,,,,,,,,,,,,,,,,,,
+230,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 17:54:08.000,2023-11-30 13:17:28.000,2023-11-21 05:45:46,555.0,33.0,358,36.0,289.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4487.0,3207.0,pysolr,conda-forge/pysolr,,292268.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,291998.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21924.0,3.0,,,,,,,,,,,,,,,,,,,
+231,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,,52,9.0,46.0,20.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,55993.0,53710.0,isodate,conda-forge/isodate,,80383452.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2283.0,80332998.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4641831.0,3.0,,,,,,,,,,,,,,,,,,,
+232,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-11-25 08:24:33.000,2023-04-04 13:18:36,954.0,,4527,636.0,750.0,198.0,100.0,23128,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,111.0,95.0,algorithms,conda-forge/algorithms,,3222.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,3161.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1914.0,3.0,,,,,,,,,,,,,,,,,,,
+233,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7020,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1288.0,1107.0,records,conda-forge/records,,313062.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,312749.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24787.0,3.0,,,,,,,,,,,,,,,,,,,
+234,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 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,170.0,741.0,21.0,961.0,5602,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,426.0,413.0,snorkel,conda-forge/snorkel,1053.0,27818.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,26911.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46580.0,3.0,,,,,,,,,,,,,,,,,,,
+235,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5116,,,26.0,28.0,29,False,8352.0,7531.0,pdfminer,conda-forge/pdfminer,,190239.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,821.0,189832.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35491.0,3.0,,,,,,,,,,,,,,,,,,,
+236,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 20:13:06.000,2023-11-29 21:04:40.079,2023-11-29 15:40:04,3045.0,9.0,222,28.0,289.0,96.0,760.0,3260,2023-11-29 17:37:15.000,0.23.1,115.0,79.0,29,True,120.0,113.0,ploomber,conda-forge/ploomber,,9956.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,7202.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,79867.0,3.0,,,,,,,,,,,,,,,,,,,
+237,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-11-26 21:17:10.000,2023-11-26 21:16:28,3858.0,20.0,317,37.0,336.0,144.0,542.0,2446,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,106.0,94.0,pyinfra,,,31607.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,31607.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,
+238,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2397,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7915.0,7514.0,addict,conda-forge/addict,20.0,2551548.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,401.0,2546725.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,424486.0,3.0,,,,,,,,,,,,,,,,,,,
+239,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-11-13 17:02:54.000,2023-06-20 15:54:36,2284.0,,174,39.0,371.0,33.0,263.0,1906,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,196408.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,191306.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178576.0,3.0,,,,,,,,,,,,,,,,,,,
+240,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1414,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10824.0,9314.0,blessings,conda-forge/blessings,,957773.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,950949.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279801.0,3.0,,,,,,,,,,,,,,,,,,,
+241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-20 16:59:41.000,2023-11-08 21:49:40,813.0,32.0,45,13.0,242.0,9.0,89.0,1293,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1566.0,1532.0,python-benedict,conda-forge/python-benedict,,675139.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,34.0,671096.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,145567.0,3.0,,,,,,,,,,,,,,,,,,,
+242,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 20:53:26.000,2023-11-30 13:05:51.000,2023-11-30 13:05:51,1729.0,18.0,77,14.0,421.0,106.0,241.0,1177,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,314.0,304.0,piccolo,,,23154.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,10.0,23154.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+243,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2032.0,1813.0,redis-py-cluster,,4034.0,2007862.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,2007825.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+244,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,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,,127,31.0,74.0,35.0,69.0,1084,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,29,True,4308.0,4082.0,sqlitedict,conda-forge/sqlitedict,,463843.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,461334.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,95343.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,
+245,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 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,74.0,901,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,9494120.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,9490705.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,136637.0,3.0,,,,,,,,,,,,,,,,,,,
+246,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,,114,16.0,93.0,69.0,127.0,670,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15408.0,13926.0,configargparse,conda-forge/configargparse,,4009949.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1482.0,3987040.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,756019.0,3.0,,,,,,,,,,,,,,,,,,,
+247,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 04:02:42.000,2023-11-27 17:26:38.000,2023-10-29 08:32:08,714.0,13.0,45,11.0,84.0,14.0,96.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4998.0,4725.0,python-rapidjson,conda-forge/python-rapidjson,,1737110.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1699438.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1393899.0,3.0,,,,,,,,,,,,,,,,,,,
+248,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 13:37:30.000,2023-11-15 13:05:09.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,463.0,94.0,476.0,3000,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,266.0,233.0,arctic,conda-forge/arctic,209.0,3575.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3009.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30487.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6849.0,6692.0,sklearn-pandas,conda-forge/sklearn-pandas,,211515.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,209650.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67170.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,
+250,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,,148,50.0,472.0,58.0,262.0,2614,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2351.0,2306.0,gino,,,22240.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22240.0,,,,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 06:22:25.000,2023-11-28 00:19:18.000,2023-11-28 00:19:18,5638.0,12.0,507,108.0,941.0,590.0,950.0,2088,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,133.0,28,False,76.0,,wx,conda-forge/wxpython,3605.0,20048.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,739820.0,3.0,,,,,,,,,,,,,,,,,,,
+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 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1930,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7376.0,7287.0,gin-config,conda-forge/gin-config,,210198.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,209662.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22538.0,3.0,,,,,,,,,,,,,,,,,,,
+253,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 02:32:59.000,2023-11-30 00:40:16.000,2023-11-30 00:40:16,2243.0,1.0,152,94.0,1934.0,163.0,1337.0,1765,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2200.0,61312.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,60621.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23173.0,3.0,,,,,,,,,,,,,,,,,,,
+254,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 20:51:35,1216.0,8.0,141,39.0,83.0,4.0,130.0,1068,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,148.0,,path,conda-forge/path,,1653946.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,148.0,1642600.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,476542.0,3.0,,,,,,,,,,,,,,,,,,,
+255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,847,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2442.0,2320.0,pyahocorasick,conda-forge/pyahocorasick,,584689.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,579138.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,205403.0,3.0,,,,,,,,,,,,,,,,,,,
+256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,723,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,857.0,,munch,conda-forge/munch,,2395594.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,857.0,1754603.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3845951.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10543.0,9305.0,parsedatetime,conda-forge/parsedatetime,,7327631.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7325540.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,179874.0,3.0,,,,,,,,,,,,,,,,,,,
+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 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7224.0,4840.0,pylibmc,conda-forge/pylibmc,420.0,191655.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,185811.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215214.0,3.0,,,,,,,,,,,,,,,,,,,
+259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-28 23:02:15.000,2023-11-28 23:02:15,6921.0,516.0,31,10.0,264.0,40.0,556.0,372,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10016.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2623.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,310531.0,3.0,,,,,,,,,,,,,,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,,72,18.0,88.0,71.0,96.0,304,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,35208.0,31803.0,configobj,conda-forge/configobj,321.0,2984758.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3405.0,2973038.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,749964.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11768.0,11368.0,ordered-set,conda-forge/ordered-set,,11640885.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,400.0,11636058.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,439288.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62650.0,58323.0,pathlib2,conda-forge/pathlib2,,7017067.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4327.0,6944294.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2619844.0,3.0,,,,,,,,,,,,,,,,,,,
+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 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6138,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,115.0,111.0,powerline-shell,,,2119.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2119.0,,,,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 20:36:59.000,2023-11-20 14:04:13.000,2022-03-10 10:33:50,585.0,,528,83.0,257.0,105.0,129.0,3660,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,227128.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,226868.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22439.0,3.0,,,,,,,,,,,,,,,,,,,
+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 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,79.0,127.0,3317,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,478552.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,476706.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,53561.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,
+266,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,,101,32.0,82.0,16.0,127.0,2379,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1198.0,1157.0,swifter,conda-forge/swifter,,386516.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,379239.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,298378.0,3.0,,,,,,,['pandas'],,,,,,,,,,,,
+267,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,,157,30.0,48.0,51.0,13.0,1895,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2275.0,,retrying,conda-forge/retrying,,9520910.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2275.0,9502640.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1571282.0,3.0,,,,,,,,,,,,,,,,,,,
+268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,6065.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6065.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-11-27 16:49:59.000,2023-11-27 16:50:11,2727.0,26.0,134,49.0,300.0,45.0,194.0,1490,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,305.0,222.0,enaml,conda-forge/enaml,739.0,6934.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3057.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,158559.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,59,27.0,40.0,86.0,73.0,1356,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2282.0,2017.0,strictyaml,conda-forge/strictyaml,,990144.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,265.0,986965.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,213006.0,3.0,,,,,,,,,,,,,,,,,,,
+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,,175,49.0,33.0,59.0,25.0,1276,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2606.0,2517.0,pandasql,conda-forge/pandasql,,1694429.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,89.0,1679521.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,432339.0,3.0,,,,,,,['pandas'],,,,,,,,,,,,
+272,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,,54,22.0,70.0,9.0,37.0,1077,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6378.0,6258.0,immutables,conda-forge/immutables,,746447.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,723709.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,955024.0,3.0,,,,,,,,,,,,,,,,,,,
+273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,60616.0,58333.0,dataclasses,conda-forge/dataclasses,,12560048.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12385896.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11494066.0,3.0,,,,,,,,,,,,,,,,,,,
+274,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,67.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6328.0,4974.0,beaker,conda-forge/beaker,,281228.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1354.0,280322.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72550.0,3.0,,,,,,,,,,,,,,,,,,,
+275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,233,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1275.0,1202.0,tabulator,conda-forge/tabulator-py,,166030.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,165326.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54232.0,3.0,,,,,,,,,,,,,,,,,,,
+276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46879.0,38883.0,futures,conda-forge/futures,,9206953.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7996.0,9192429.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1263654.0,3.0,,,,,,,,,,,,,,,,,,,
+277,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 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,194,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13074.0,,ptyprocess,conda-forge/ptyprocess,,40468244.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13074.0,40295073.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15758643.0,3.0,,,,,,,,,,,,,,,,,,,
+278,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 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,165,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,33016.0,32936.0,catalogue,conda-forge/catalogue,,5161186.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5131178.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1200359.0,3.0,,,,,,,,,,,,,,,,,,,
+279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2478.0,2186.0,cloudant,conda-forge/cloudant,,123352.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122077.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109699.0,3.0,,,,,,,,,,,,,,,,,,,
+280,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,90.0,359.0,3171,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1881.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,709.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103142.0,3.0,,,,,,,,,,,,,,,,,,,
+281,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 20:20:15.000,2023-11-21 05:10:34.000,2023-10-12 13:30:56,291.0,2.0,265,29.0,139.0,102.0,121.0,2825,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,94.0,92.0,img2dataset,,1444.0,49510.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,49457.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+282,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,,104,35.0,101.0,18.0,141.0,2289,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,354.0,,python-box,conda-forge/python-box,39.0,1964540.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,354.0,1952235.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,492230.0,3.0,,,,,,,,,,,,,,,,,,,
+283,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 04:58:22,537.0,2.0,130,50.0,61.0,14.0,123.0,2262,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,739.0,717.0,pyfunctional,,,253654.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,253654.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+284,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 18:24:42.000,2023-11-17 19:41:14.000,2023-10-30 18:09:26,376.0,1.0,144,32.0,225.0,69.0,142.0,1728,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,506.0,487.0,arq,conda-forge/arq,,75402.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,75104.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9251.0,3.0,,,,,,,,,,,,,,,,,,,
+285,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 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1153,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,261.0,227.0,parallel-ssh,,376.0,115290.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,115287.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2465.0,1957.0,bcolz,conda-forge/bcolz,,8547.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4333.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341388.0,3.0,,,,,,,,,,,,,,,,,,,
+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 15:45:28.000,2023-11-29 04:22:43.000,2023-11-29 04:22:42,702.0,19.0,44,22.0,541.0,8.0,33.0,746,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,115.0,,janus,conda-forge/janus,,434446.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,115.0,434145.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15984.0,3.0,,,,,,,,,,,,,,,,,,,
+288,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 20:06:10.000,2023-11-20 20:12:29.000,2023-11-20 20:12:29,286.0,1.0,160,35.0,49.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,20.0,26,True,1042.0,809.0,happybase,conda-forge/happybase,,54140.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,52342.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160109.0,3.0,,,,,,,,,,,,,,,,,,,
+289,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 21:59:32.000,2023-11-29 00:31:58.000,2023-11-29 00:31:51,9946.0,28.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,77730.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77730.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,
+290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,476,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3771.0,3505.0,pyscreenshot,,,259836.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,259836.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,440,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17156.0,17140.0,umongo,conda-forge/umongo,,29021.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28796.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5855.0,3.0,,,,,,,,,,,,,,,,,,,
+292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,312,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,24356024.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,24325504.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1678609.0,3.0,,,,,,,,,,,,,,,,,,,
+293,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,250,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2794.0,,send2trash,conda-forge/send2trash,,12591086.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2794.0,12411762.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12552699.0,3.0,,,,,,,,,,,,,,,,,,,
+294,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 10:42:47.000,2023-11-29 08:05:54.000,2023-11-14 17:27:26,3472.0,44.0,33,16.0,81.0,24.0,4.0,244,2022-09-07 10:31:33.181,0.90.10,546.0,70.0,26,True,61.0,36.0,dbnd,,,224459.0,https://pypi.org/project/dbnd,2023-11-29 08:05:54.000,25.0,224459.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+295,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 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1064.0,1019.0,everett,conda-forge/everett,,116449.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,115011.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,53222.0,3.0,,,,,,,,,,,,,,,,,,,
+296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,293.0,1804.0,64,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8337.0,,openpyxl,openpyxl,,60964924.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8307.0,60962786.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,204098.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+297,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 13:39:33.000,2023-11-29 21:45:23.000,2023-10-02 06:28:26,631.0,28.0,384,46.0,167.0,190.0,109.0,2416,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5666.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5666.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1563,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,9254.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9254.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/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,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,6742.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6742.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+300,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 02:31:18.000,2023-11-20 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,40.0,1042.0,9.0,209.0,1411,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8293.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8293.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,,
+301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,2328.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2328.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+302,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 21:14:39.000,2023-11-28 10:45:28.000,2023-11-04 01:39:36,148.0,25.0,42,17.0,94.0,6.0,4.0,1200,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2912.0,2895.0,asyncer,conda-forge/asyncer,,92850.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,92572.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6130.0,3.0,,,,,,,,,,,,,,,,,,,
+303,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,,145,45.0,53.0,20.0,19.0,1188,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1361519.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1361519.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+304,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 16:14:08.000,2023-11-16 12:29:21.000,2023-11-16 12:29:20,749.0,1.0,80,14.0,132.0,35.0,101.0,904,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,255.0,,mss,conda-forge/python-mss,,455923.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,255.0,455061.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35345.0,3.0,,,,,,,,,,,,,,,,,,,
+305,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 13:59:45.000,2023-11-21 18:19:44.000,2023-11-03 20:39:38,482.0,4.0,78,21.0,217.0,72.0,81.0,853,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3129.0,3123.0,odmantic,,,15364.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15364.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,1.0,51,10.0,30.0,14.0,77.0,610,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1243.0,1219.0,pysimdjson,conda-forge/pysimdjson,,538771.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,536607.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80072.0,3.0,,,,,,,,,,,,,,,,,,,
+307,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,92,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5895.0,4560.0,clint,conda-forge/clint,117.0,109826.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,109204.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56053.0,3.0,,,,,,,,,,,,,,,,,,,
+308,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,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75548.0,72833.0,contextlib2,conda-forge/contextlib2,,13436173.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13423496.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1178979.0,3.0,,,,,,,,,,,,,,,,,,,
+309,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 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,3,3.0,182.0,23.0,760.0,4,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,29987.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,29169.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63016.0,3.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,
+310,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,,172,86.0,81.0,22.0,82.0,3942,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3528.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3528.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-11-16 18:10:41.000,2023-11-07 19:36:31,325.0,3.0,77,43.0,239.0,42.0,41.0,1320,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,24,True,38.0,28.0,tasktiger,,,4051.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,4051.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+312,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,,145,43.0,10.0,2.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2284.0,2114.0,pluginbase,conda-forge/pluginbase,,676193.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,671860.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303328.0,3.0,,,,,,,,,,,,,,,,,,,
+313,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 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,19.0,34,12.0,64.0,12.0,19.0,737,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,246.0,219.0,dirty-equals,conda-forge/dirty-equals,,69059.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,67094.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39312.0,3.0,,,,,,,,,,,,,,,,,,,
+314,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 21:14:57.000,2023-11-29 00:34:40.000,2023-10-27 23:08:49,1413.0,15.0,46,17.0,137.0,3.0,13.0,698,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,18802.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16273.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,65764.0,3.0,,,,,,,,,,,,,,,,,,,
+315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,676,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3228.0,2991.0,ratelimit,conda-forge/ratelimit,,4462721.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,237.0,4462337.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13058.0,3.0,,,,,,,,,,,,,,,,,,,
+316,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,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,720.0,629.0,hickle,conda-forge/hickle,,29563.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29153.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23825.0,3.0,,,,,,,,,,,,,,,,,,,
+317,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,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,18350.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,18350.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,346,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,380.0,342.0,aiomisc,,,16733.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,16733.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,308,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,206.0,184.0,pyhdb,,98.0,330809.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,330808.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+320,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,998.0,951.0,filedepot,,,12035.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,12035.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+321,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,13743000.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13548164.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17730150.0,3.0,,,,,,,,,,,,,,,,,,,
+322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10559,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,38.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,38.0,,,,2.0,,,,,,,,,,,,,,,,,,,
+323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1549,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,132509.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,132509.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+324,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,,93,43.0,42.0,23.0,47.0,1488,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,123.0,112.0,pypeln,conda-forge/pypeln,,50102.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,49737.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14630.0,3.0,,,,,,,,,,,,,,,,,,,
+325,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1339,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,183.0,162.0,pinject,conda-forge/pinject,,67278.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,67096.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4757.0,3.0,,,,,,,,,,,,,,,,,,,
+326,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,,55,7.0,58.0,16.0,51.0,470,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,453.0,426.0,cachier,,,28029.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,28029.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,,
+327,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,899.0,812.0,deepdish,conda-forge/deepdish,,12687.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11602.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91197.0,3.0,,,,,,,,,,,,,,,,,,,
+328,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,192.0,184.0,pysparkling,conda-forge/pysparkling,,9503.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9361.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4561.0,3.0,,,,,,,,,,,,,,,,,,,
+329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2807.0,2611.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,128304.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,127933.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27112.0,3.0,,,,,,,,,,,,,,,,,,,
+330,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 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,6.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2193.0,2066.0,stopit,conda-forge/stopit,,720010.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,709400.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,742760.0,3.0,,,,,,,,,,,,,,,,,,,
+331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,428.0,395.0,pampy,,,32328.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32328.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+332,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,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,605.0,575.0,macropy3,,,231.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,231.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,52.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,52.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,,
+334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2462,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21962.0,732.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1795,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,3437.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3437.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+336,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,,51,21.0,20.0,3.0,27.0,855,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,228.0,209.0,unsync,conda-forge/unsync,,31097.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,30806.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11957.0,3.0,,,,,,,,,,,,,,,,,,,
+337,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,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,192.0,163.0,rows,,38.0,894.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,894.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+338,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,,123,13.0,32.0,31.0,42.0,825,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1401.0,1301.0,pickledb,,,12593.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,12593.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+339,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 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,553,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2885.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2302.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12837.0,3.0,,,,,,,,,,,,,,,,,,,
+340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11346.0,9299.0,unipath,,,51108.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51108.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+341,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 14:22:53.000,2023-11-21 14:29:46.000,2023-11-21 14:29:39,5451.0,30.0,44,15.0,621.0,33.0,80.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,156.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,156.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+342,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 15:35:29.000,2023-11-20 17:30:22.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,14.0,15.0,138,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,269.0,235.0,docopt-ng,,,117750.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,117750.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+343,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 08:02:27.000,2023-11-24 13:03:14.000,2023-11-22 12:14:02,1759.0,94.0,5,3.0,767.0,18.0,35.0,49,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,4650.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,4641.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+344,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 14:04:37.000,2023-11-17 23:01:30.116,2023-11-11 11:37:59,83.0,3.0,138,33.0,11.0,11.0,165.0,3189,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,21,False,196.0,196.0,ptext-joris-schellekens,conda-forge/borb,,1696.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-11-17 23:01:30.116,45816.0,3.0,,,,,,,,,,,,,,,,,,,
+345,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,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,603.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,603.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+346,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4527.0,3339.0,awesome-slugify,conda-forge/awesome-slugify,,54587.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,53828.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69141.0,3.0,,,,,,,,,,,,,,,,,,,
+347,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,,63,46.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,701.0,618.0,pymodm,conda-forge/pymodm,,16152.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,16038.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5153.0,3.0,,,,,,,,,,,,,,,,,,,
+348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,163.0,157.0,datatest,,,15339.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15339.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+349,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 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,405.0,393.0,price-parser,,,64106.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,64106.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+350,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,13.0,11.0,266,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,365.0,314.0,rtoml,,,147432.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,51.0,147432.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+351,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 21:53:58.000,2023-11-27 06:38:00.000,2023-11-23 05:51:00,653.0,51.0,21,4.0,253.0,4.0,,253,2023-11-23 05:51:21.000,1.1.225,520.0,11.0,21,True,5.0,5.0,upgini,,,3273.0,https://pypi.org/project/upgini,2023-11-23 05:51:21.000,,3273.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,202,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,21,False,881.0,877.0,gsheetsdb,,,70605.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,70605.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+353,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 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,8.0,23.0,152,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,172.0,160.0,aioprometheus,,,80236.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,80236.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2042.0,1982.0,coolname,conda-forge/coolname,,390560.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,388309.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,78810.0,3.0,,,,,,,,,,,,,,,,,,,
+355,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,,141,68.0,4.0,1.0,40.0,2089,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1674.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1674.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+356,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,,213,40.0,56.0,82.0,39.0,1391,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11265.0,1506.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1322.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2697.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1909.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28375.0,3.0,,,,,,,['pandas'],,,,,,,,,,,,
+358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10120.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9888.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21138.0,3.0,,,,,,,,,,,,,,,,,,,
+359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,38.0,38.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,,,
+360,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 04:15:53.000,2023-11-30 09:27:47.000,2023-11-21 12:19:25,2911.0,170.0,129,28.0,214.0,38.0,339.0,1273,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,135.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,135.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,21.0,644,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,68.0,65.0,pugsql,,,5951.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5951.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+363,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 17:22:24.000,2023-11-29 17:10:35.000,2023-11-29 16:58:23,526.0,301.0,22,4.0,68.0,6.0,13.0,479,2023-11-29 17:10:36.000,1.2.0,49.0,7.0,19,True,2.0,,pipeless-ai,,154.0,275.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,224.0,,,,1.0,,,,,,,,,,,,,,,,,,,
+364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,3091.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3091.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1138.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,124.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64915.0,3.0,,,,,,,['pandas'],,,,,,,,,,,,
+366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,79.0,75.0,typical,conda-forge/typical,,2442.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1295.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34420.0,3.0,,,,,,,,,,,,,,,,,,,
+367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1604,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,451.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,451.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+368,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,,56,36.0,46.0,14.0,58.0,1101,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,121.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,121.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,963,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,482.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,482.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,,
+371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,207,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10637.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10637.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-11-29 15:05:15.000,2023-11-27 13:32:49,168.0,5.0,105,57.0,74.0,24.0,16.0,2029,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,85.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,85.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1354,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,61.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,109.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,109.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+375,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,,14,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,185395.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,185395.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+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,,60,19.0,27.0,42.0,30.0,789,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1480.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1480.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,612,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,291.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,291.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,,,
+378,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,47.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,47.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,12.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,12.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+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 08:15:36.000,2023-11-28 23:51:28.000,2023-11-10 16:15:49,119.0,2.0,6,15.0,155.0,8.0,6.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,1089.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,1089.0,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,,12,3.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,618.0,609.0,millify,,,33436.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,33436.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,715,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,120.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,120.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+383,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 16:16:22.000,2023-11-30 10:36:03.000,2023-11-30 10:30:10,926.0,168.0,20,2.0,783.0,8.0,17.0,243,2023-11-30 10:36:03.000,0.1.52,35.0,13.0,14,False,,,the-guide,,,11.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,11.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,705.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,705.0,,,,3.0,,,,,,,,,,,,,,,,,,,
+385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,63.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,63.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,,,
+386,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,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,13,False,,,bodywork,,,101.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,101.0,,,,3.0,-3.0,,,,,,,,,,,,,,,,,,
+387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,40.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,40.0,,,,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,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,107.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,107.0,,,,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 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
+390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,772,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 6ae5393..769fbe8 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,19 +2,19 @@
_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
-- docker (π₯42 Β· β 6.5K Β· π) - A Python library for the Docker Engine API. Apache-2
-- paramiko (π₯41 Β· β 8.6K Β· π) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
-- filesystem_spec (π₯38 Β· β 690 Β· π) - A specification that python filesystems should adhere to. BSD-3
-- dateparser (π₯37 Β· β 2.4K Β· π) - python parser for human readable dates. BSD-3
-- fabtools (π₯25 Β· β 1.3K Β· π) - Tools for writing awesome Fabric files. BSD-2
+- PyMySQL (π₯41 Β· β 7.4K Β· π) - MySQL client library for Python. MIT
+- elasticsearch (π₯41 Β· β 4K Β· π) - Official Python client for Elasticsearch. Apache-2
+- PySimpleGUI (π₯38 Β· β 12K Β· π) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
+- bcrypt (π₯37 Β· β 1.1K Β· π) - Modern(-ish) password hashing for your software and your servers. Apache-2
+- py2neo (π₯25 Β· β 4 Β· π) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- protobuf (π₯52 Β· β 62K Β· π) - Protocol Buffers - Googles data interchange format. BSD-3
-- elasticsearch (π₯40 Β· β 4K Β· π) - Official Python client for Elasticsearch. Apache-2
-- polars (π₯39 Β· β 22K Β· π) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
-- PyTables (π₯37 Β· β 1.2K Β· π) - A Python package to manage extremely large amounts of data. BSD-3
-- tink (π₯36 Β· β 13K Β· π) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
+- numpy (π₯53 Β· β 25K Β· π) - The fundamental package for scientific computing with Python. BSD-3
+- click (π₯44 Β· β 15K Β· π) - Python composable command line interface toolkit. BSD-3
+- pyparsing (π₯39 Β· β 2K Β· π) - Python library for creating PEG parsers. MIT
+- PyYAML (π₯38 Β· β 2.3K Β· π) - Canonical source repository for PyYAML. MIT
+- bodywork-core (π₯13 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0