dill (π₯38 Β· β 2.1K Β· π) - serialize all of Python. BSD-3
+dill (π₯38 Β· β 2.1K) - serialize all of Python. BSD-3
- [GitHub](https://github.com/uqfoundation/dill) (π¨βπ» 44 Β· π 210 Β· π₯ 290K Β· π¦ 140K Β· π 510 - 34% open Β· β±οΈ 30.01.2024):
```
git clone https://github.com/uqfoundation/dill
```
-- [PyPi](https://pypi.org/project/dill) (π₯ 45M / month Β· π¦ 4.1K Β· β±οΈ 27.01.2024):
+- [PyPi](https://pypi.org/project/dill) (π₯ 47M / month Β· π¦ 4.1K Β· β±οΈ 27.01.2024):
```
pip install dill
```
-- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.8M Β· β±οΈ 28.01.2024):
+- [Conda](https://anaconda.org/conda-forge/dill) (π₯ 5.9M Β· β±οΈ 28.01.2024):
```
conda install -c conda-forge dill
```
orjson (π₯35 Β· β 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
+orjson (π₯36 Β· β 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 72K Β· π 360 - 0% open Β· β±οΈ 18.01.2024):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 73K Β· π 360 - 0% open Β· β±οΈ 03.02.2024):
```
git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 16M / month Β· π¦ 1.3K Β· β±οΈ 18.01.2024):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 16M / month Β· π¦ 1.3K Β· β±οΈ 03.02.2024):
```
pip install orjson
```
-- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 1M Β· β±οΈ 29.10.2023):
+- [Conda](https://anaconda.org/conda-forge/orjson) (π₯ 1.1M Β· β±οΈ 29.10.2023):
```
conda install -c conda-forge orjson
```
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» 87 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 05.01.2024):
+- [GitHub](https://github.com/ultrajson/ultrajson) (π¨βπ» 87 Β· π 370 Β· π 340 - 7% open Β· β±οΈ 01.02.2024):
```
git clone https://github.com/ultrajson/ultrajson
```
-- [PyPi](https://pypi.org/project/ujson) (π₯ 9.5M / month Β· π¦ 4.5K Β· β±οΈ 10.12.2023):
+- [PyPi](https://pypi.org/project/ujson) (π₯ 9.9M / month Β· π¦ 4.5K Β· β±οΈ 10.12.2023):
```
pip install ujson
```
@@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/simplejson/simplejson
```
-- [PyPi](https://pypi.org/project/simplejson) (π₯ 19M / month Β· π¦ 21K Β· β±οΈ 06.10.2023):
+- [PyPi](https://pypi.org/project/simplejson) (π₯ 20M / month Β· π¦ 21K Β· β±οΈ 06.10.2023):
```
pip install simplejson
```
@@ -227,7 +227,7 @@ 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₯ 59M / month Β· π¦ 2.4K Β· β±οΈ 28.09.2023):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 60M / month Β· π¦ 2.4K Β· β±οΈ 28.09.2023):
```
pip install msgpack
```
@@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/cloudpipe/cloudpickle
```
-- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 35M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 36M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
```
pip install cloudpickle
```
@@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 5.4M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 5.6M / month Β· π¦ 300 Β· β±οΈ 22.09.2023):
```
pip install srsly
```
@@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 2.2M / month Β· π¦ 280 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 2.3M / month Β· π¦ 280 Β· β±οΈ 14.12.2023):
```
pip install python-rapidjson
```
@@ -284,18 +284,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge python-rapidjson
```
pysimdjson (π₯25 Β· β 620) - Python bindings for the simdjson project. MIT
+pysimdjson (π₯27 Β· β 620 Β· π) - Python bindings for the simdjson project. MIT
-- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 50 Β· π¦ 1.3K Β· π 91 - 15% open Β· β±οΈ 03.09.2023):
+- [GitHub](https://github.com/TkTech/pysimdjson) (π¨βπ» 14 Β· π 52 Β· π¦ 1.3K Β· π 87 - 10% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 750K / month Β· π¦ 25 Β· β±οΈ 19.09.2022):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 880K / month Β· π¦ 26 Β· β±οΈ 06.02.2024):
```
pip install pysimdjson
```
-- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 82K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 83K Β· β±οΈ 06.02.2024):
```
conda install -c conda-forge pysimdjson
```
@@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 34K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 35K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -318,7 +318,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (π₯23 Β· β 290) - A fast TOML library for python implemented in rust. MIT
-- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 15 Β· π 29 Β· π¦ 340 Β· π 25 - 56% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 15 Β· π 29 Β· π¦ 350 Β· π 25 - 56% open Β· β±οΈ 26.01.2024):
```
git clone https://github.com/samuelcolvin/rtoml
@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯53 Β· β 41K) - 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₯ 250K Β· π¦ 1.5M Β· π 26K - 14% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.5K Β· π 17K Β· π₯ 250K Β· π¦ 1.5M Β· π 26K - 13% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/pandas-dev/pandas
@@ -358,24 +358,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (π₯41 Β· β 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 360 Β· π 1.4K Β· π₯ 200 Β· π¦ 3 Β· π 6.4K - 20% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 360 Β· π 1.4K Β· π₯ 230 Β· π¦ 3 Β· π 6.5K - 20% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 3.6M / month Β· π¦ 410 Β· β±οΈ 26.01.2024):
+- [PyPi](https://pypi.org/project/polars) (π₯ 3.5M / month Β· π¦ 420 Β· β±οΈ 04.02.2024):
```
pip install polars
```
xarray (π₯40 Β· β 3.3K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 480 Β· π 1K Β· π¦ 24K Β· π 4.2K - 26% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 480 Β· π 1K Β· π¦ 24K Β· π 4.2K - 26% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 4.2M / month Β· π¦ 2.2K Β· β±οΈ 23.01.2024):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 4.4M / month Β· π¦ 2.2K Β· β±οΈ 23.01.2024):
```
pip install xarray
```
@@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (π₯37 Β· β 9.3K) - 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 640 Β· π₯ 200K Β· π¦ 1.3K Β· π 4K - 17% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 130 Β· π 640 Β· π₯ 200K Β· π¦ 1.3K Β· π 4K - 17% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 780K / month Β· π¦ 34 Β· β±οΈ 19.01.2024):
+- [PyPi](https://pypi.org/project/modin) (π₯ 770K / month Β· π¦ 34 Β· β±οΈ 19.01.2024):
```
pip install modin
```
@@ -418,12 +418,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (π₯35 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 270 Β· π₯ 180 Β· π 720 - 23% open Β· β±οΈ 28.01.2024):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 270 Β· π₯ 180 Β· π 720 - 23% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 850K / month Β· π¦ 2.6K Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/tables) (π₯ 880K / month Β· π¦ 2.6K Β· β±οΈ 27.11.2023):
```
pip install tables
```
@@ -434,16 +434,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (π₯34 Β· β 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 72 Β· π 200 Β· π₯ 530 Β· π 360 - 17% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 72 Β· π 200 Β· π₯ 550 Β· π 360 - 17% open Β· β±οΈ 26.01.2024):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 5.9M / month Β· π¦ 3.2K Β· β±οΈ 26.01.2024):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.2M / month Β· π¦ 3.2K Β· β±οΈ 26.01.2024):
```
pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.6M Β· β±οΈ 23.12.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 7.6M Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge numexpr
```
@@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 1.3M / month Β· π¦ 100 Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.4M / month Β· π¦ 100 Β· β±οΈ 08.12.2023):
```
pip install pandera
```
@@ -471,7 +471,7 @@ _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₯ 57K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 59K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
```
pip install docarray
```
@@ -480,30 +480,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge docarray
```
zarr (π₯33 Β· β 1.3K Β· π) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+zarr (π₯33 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» 96 Β· π 220 Β· π¦ 3.2K Β· π 680 - 41% open Β· β±οΈ 22.01.2024):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 96 Β· π 240 Β· π¦ 3.3K Β· π 680 - 40% open Β· β±οΈ 22.01.2024):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 470K / month Β· π¦ 500 Β· β±οΈ 18.08.2023):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 490K / month Β· π¦ 500 Β· β±οΈ 18.08.2023):
```
pip install zarr
```
-- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.8M Β· β±οΈ 21.08.2023):
+- [Conda](https://anaconda.org/conda-forge/zarr) (π₯ 2.9M Β· β±οΈ 21.08.2023):
```
conda install -c conda-forge zarr
```
TinyDB (π₯32 Β· β 6.4K Β· π€) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 12K Β· π 310 - 5% open Β· β±οΈ 24.07.2023):
+- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 82 Β· π 510 Β· π¦ 13K Β· π 310 - 5% open Β· β±οΈ 24.07.2023):
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 510K / month Β· π¦ 930 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 540K / month Β· π¦ 940 Β· β±οΈ 12.06.2023):
```
pip install tinydb
```
@@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (π₯32 Β· β 980 Β· π€) - Fast NumPy array functions written in C. BSD-2
-- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 97 Β· π¦ 45K Β· π 240 - 19% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 100 Β· π¦ 46K Β· π 240 - 20% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 720K / month Β· π¦ 1.7K Β· β±οΈ 08.03.2023):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 730K / month Β· π¦ 1.7K Β· β±οΈ 04.02.2024):
```
pip install Bottleneck
```
@@ -535,7 +535,7 @@ _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₯ 1.5M / month Β· π¦ 17 Β· β±οΈ 19.10.2021):
+- [PyPi](https://pypi.org/project/koalas) (π₯ 1.4M / month Β· π¦ 17 Β· β±οΈ 19.10.2021):
```
pip install koalas
```
@@ -544,26 +544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge koalas
```
datasketch (π₯30 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¦ 1.1K Β· π 160 - 30% open Β· β±οΈ 03.01.2024):
-
- ```
- git clone https://github.com/ekzhu/datasketch
- ```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.4M / month Β· π¦ 66 Β· β±οΈ 03.10.2023):
- ```
- pip install datasketch
- ```
-Vaex (π₯29 Β· β 8.1K Β· π€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
+Vaex (π₯30 Β· β 8.1K Β· π€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 660 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₯ 32K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 35K / month Β· π¦ 31 Β· β±οΈ 21.07.2023):
```
pip install vaex
```
@@ -572,6 +560,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge vaex
```
datasketch (π₯30 Β· β 2.3K) - 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¦ 1.1K Β· π 160 - 30% open Β· β±οΈ 03.01.2024):
+
+ ```
+ git clone https://github.com/ekzhu/datasketch
+ ```
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.4M / month Β· π¦ 66 Β· β±οΈ 03.10.2023):
+ ```
+ pip install datasketch
+ ```
+datatable (π₯29 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₯ 2.3K Β· π 1.5K - 11% open Β· β±οΈ 01.12.2023):
@@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 54K / month Β· π¦ 29 Β· β±οΈ 01.12.2023):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 55K / month Β· π¦ 29 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
@@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jmcarpenter2/swifter
```
-- [PyPi](https://pypi.org/project/swifter) (π₯ 440K / month Β· π¦ 46 Β· β±οΈ 31.07.2023):
+- [PyPi](https://pypi.org/project/swifter) (π₯ 460K / month Β· π¦ 46 Β· β±οΈ 31.07.2023):
```
pip install swifter
```
@@ -606,7 +606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (π₯28 Β· β 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT
-- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 22 Β· π 32 Β· π¦ 19 Β· π 610 - 6% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 22 Β· π 32 Β· π¦ 19 Β· π 610 - 6% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/InvestmentSystems/static-frame
@@ -627,11 +627,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 480K / month Β· π¦ 51 Β· β±οΈ 02.05.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 490K / month Β· π¦ 51 Β· β±οΈ 02.05.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 73K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 74K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
@@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 84K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 85K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
@@ -655,19 +655,19 @@ _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₯ 26K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 38K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
fletcher (π₯18 Β· β 230 Β· π€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
+fletcher (π₯19 Β· β 230 Β· π€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
- [GitHub](https://github.com/xhochy/fletcher) (π¨βπ» 24 Β· π 33 Β· π₯ 21 Β· π¦ 5 Β· β±οΈ 22.02.2023):
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 58 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 130 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
@@ -700,7 +700,7 @@ _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₯ 34M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 35M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023):
```
pip install pyrsistent
```
@@ -711,16 +711,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (π₯33 Β· β 370) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 53 Β· π 93 Β· π₯ 6.3K Β· π 150 - 11% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 54 Β· π 95 Β· π₯ 6.3K Β· π 150 - 11% open Β· β±οΈ 03.02.2024):
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 78M / month Β· π¦ 3.4K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 85M / month Β· π¦ 3.4K Β· β±οΈ 01.02.2024):
```
pip install multidict
```
-- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 12M Β· β±οΈ 07.10.2023):
+- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 12M Β· β±οΈ 04.02.2024):
```
conda install -c conda-forge multidict
```
@@ -732,7 +732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 1.1M / month Β· π¦ 350 Β· β±οΈ 16.11.2023):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 1.2M / month Β· π¦ 350 Β· β±οΈ 16.11.2023):
```
pip install anytree
```
@@ -748,7 +748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.8M / month Β· π¦ 130 Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/glom) (π₯ 1.6M / month Β· π¦ 130 Β· β±οΈ 27.11.2023):
```
pip install glom
```
@@ -759,12 +759,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (π₯30 Β· β 1.4K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 63 Β· π₯ 17 Β· π¦ 22K Β· π 58 - 3% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 15 Β· π 63 Β· π₯ 26 Β· π¦ 22K Β· π 57 - 1% open Β· β±οΈ 04.02.2024):
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.5M / month Β· π¦ 530 Β· β±οΈ 02.01.2023):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 1.6M / month Β· π¦ 530 Β· β±οΈ 02.01.2023):
```
pip install bidict
```
@@ -796,7 +796,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 730K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 660K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -807,12 +807,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (π₯27 Β· β 730 Β· π€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT
-- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 85 Β· π 46 - 15% open Β· β±οΈ 01.07.2023):
+- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 86 Β· π 46 - 15% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/Infinidat/munch
```
-- [PyPi](https://pypi.org/project/munch) (π₯ 1.6M / month Β· π¦ 870 Β· β±οΈ 01.07.2023):
+- [PyPi](https://pypi.org/project/munch) (π₯ 1.7M / month Β· π¦ 870 Β· β±οΈ 01.07.2023):
```
pip install munch
```
@@ -828,7 +828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 7.1M / month Β· π¦ 360 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 5.9M / month Β· π¦ 360 Β· β±οΈ 26.08.2023):
```
pip install python-box
```
@@ -844,7 +844,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/MagicStack/immutables
```
-- [PyPi](https://pypi.org/project/immutables) (π₯ 670K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 700K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
@@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- addict (π₯29 Β· β 2.4K Β· π) - The Python Dict thats better than heroin. MIT
- sqlitedict (π₯29 Β· β 1.1K Β· π) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2
- ordered-set (π₯28 Β· β 200 Β· π) - A mutable set that remembers the order of its entries. One of.. MIT
-- cleverdict (π₯14 Β· β 97 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
+- cleverdict (π₯14 Β· β 98 Β· π) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -867,25 +867,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯44 Β· β 17K) - Data validation using Python type hints. MIT
+pydantic (π₯45 Β· β 18K Β· π) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 470 Β· π 1.6K Β· π¦ 330K Β· π 3.6K - 8% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 480 Β· π 1.6K Β· π¦ 330K Β· π 3.7K - 9% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 140M / month Β· π¦ 10K Β· β±οΈ 29.01.2024):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 140M / month Β· π¦ 11K Β· β±οΈ 05.02.2024):
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.9M Β· β±οΈ 29.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 6.9M Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge pydantic
```
jsonschema (π₯40 Β· β 4.4K) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 580 Β· π₯ 150 Β· π¦ 510K Β· π 810 - 3% open Β· β±οΈ 29.01.2024):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 580 Β· π₯ 160 Β· π¦ 510K Β· π 810 - 3% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/Julian/jsonschema
@@ -901,16 +901,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (π₯35 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
-- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 96 Β· π 210 Β· π¦ 15K Β· π 250 - 16% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 96 Β· π 210 Β· π¦ 15K Β· π 250 - 14% open Β· β±οΈ 02.02.2024):
```
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 03.02.2024):
```
pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 340K Β· β±οΈ 17.11.2023):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 340K Β· β±οΈ 03.02.2024):
```
conda install -c conda-forge voluptuous
```
@@ -938,7 +938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/keleshev/schema
```
-- [PyPi](https://pypi.org/project/schema) (π₯ 8.9M / month Β· π¦ 940 Β· β±οΈ 01.12.2021):
+- [PyPi](https://pypi.org/project/schema) (π₯ 9M / month Β· π¦ 950 Β· β±οΈ 01.12.2021):
```
pip install schema
```
@@ -947,14 +947,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge schema
```
validators (π₯32 Β· β 870) - Python Data Validation for Humans. MIT
+validators (π₯32 Β· β 880) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 19 Β· π¦ 100K Β· π 160 - 12% open Β· β±οΈ 12.01.2024):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 19 Β· π¦ 100K Β· π 160 - 12% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 7.3M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
+- [PyPi](https://pypi.org/project/validators) (π₯ 7.5M / month Β· π¦ 1.8K Β· β±οΈ 02.09.2023):
```
pip install validators
```
@@ -963,14 +963,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge validators
```
param (π₯31 Β· β 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
+param (π₯30 Β· β 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 36 Β· π 66 Β· π¦ 9.6K Β· π 430 - 33% open Β· β±οΈ 22.01.2024):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 36 Β· π 66 Β· π¦ 9.7K Β· π 430 - 33% open Β· β±οΈ 22.01.2024):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 670K / month Β· π¦ 160 Β· β±οΈ 17.01.2024):
+- [PyPi](https://pypi.org/project/param) (π₯ 680K / month Β· π¦ 160 Β· β±οΈ 17.01.2024):
```
pip install param
```
@@ -979,6 +979,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge param
```
python-email-validator (π₯29 Β· β 940) - A robust email syntax and deliverability validation.. Unlicense
+
+- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 23 Β· π 130 Β· π 84 - 10% open Β· β±οΈ 07.02.2024):
+
+ ```
+ git clone https://github.com/JoshData/python-email-validator
+ ```
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 11M / month Β· π¦ 470 Β· β±οΈ 23.10.2023):
+ ```
+ pip install email-validator
+ ```
+- [Conda](https://anaconda.org/conda-forge/email-validator) (π₯ 150K Β· β±οΈ 23.10.2023):
+ ```
+ conda install -c conda-forge email-validator
+ ```
+strictyaml (π₯27 Β· β 1.4K Β· π€) - Type-safe YAML parser and validator. MIT
- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 59 Β· π¦ 2.2K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
@@ -986,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/crdoconnor/strictyaml
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 1.2M / month Β· π¦ 270 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 1.3M / month Β· π¦ 270 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -997,7 +1013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯24 Β· β 750) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 16 Β· π 35 Β· π¦ 250 Β· π 32 - 40% open Β· β±οΈ 15.11.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 16 Β· π 35 Β· π¦ 260 Β· π 32 - 40% open Β· β±οΈ 15.11.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
@@ -1030,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/seandstewart/typical
```
-- [PyPi](https://pypi.org/project/typical) (π₯ 1.8K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.5K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1039,10 +1055,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge typical
```
Show 4 hidden projects...
+Show 3 hidden projects...
- schematics (π₯30 Β· β 2.6K Β· π) - Python Data Structures for Humans.BSD-3
-- python-email-validator (π₯28 Β· β 940) - A robust email syntax and deliverability validation.. βοΈCC0-1.0
- valideer (π₯20 Β· β 260 Β· π) - Lightweight data validation and adaptation Python library. MIT
- dataklasses (π₯7 Β· β 780 Β· π) - A different spin on dataclasses. βUnlicensed
algorithms (π₯29 Β· β 23K Β· π€) - Minimal examples of data structures and algorithms in Python. MIT
+algorithms (π₯29 Β· β 23K) - Minimal examples of data structures and algorithms in Python. MIT
-- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.5K Β· π¦ 100 Β· π 300 - 66% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.7K Β· π¦ 100 Β· π 300 - 67% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 2.1K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 2.2K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1098,12 +1113,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯38 Β· β 8.5K) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 670 Β· π¦ 89K 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¦ 90K Β· π 500 - 19% open Β· β±οΈ 30.09.2023):
```
git clone https://github.com/arrow-py/arrow
```
-- [PyPi](https://pypi.org/project/arrow) (π₯ 21M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 23M / month Β· π¦ 4.8K Β· β±οΈ 30.09.2023):
```
pip install arrow
```
@@ -1114,12 +1129,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (π₯37 Β· β 2.4K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 460 Β· π¦ 26K Β· π 690 - 45% open Β· β±οΈ 24.01.2024):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 460 Β· π¦ 26K Β· π 690 - 45% open Β· β±οΈ 01.02.2024):
```
git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 5.4M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 5.6M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
```
pip install dateparser
```
@@ -1135,59 +1150,59 @@ _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¦ 5.8K Β· β±οΈ 14.07.2021):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 240M / month Β· π¦ 5.8K Β· β±οΈ 14.07.2021):
```
pip install python-dateutil
```
-- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 52M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-dateutil) (π₯ 53M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-dateutil
```
pendulum (π₯35 Β· β 5.9K) - Python datetimes made easy. MIT
+pendulum (π₯35 Β· β 6K) - Python datetimes made easy. MIT
- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 96 Β· π 390 Β· π₯ 530 Β· π¦ 25K Β· π 550 - 41% open Β· β±οΈ 16.12.2023):
```
git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 20M / month Β· π¦ 1.3K Β· β±οΈ 16.12.2023):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 21M / month Β· π¦ 1.3K Β· β±οΈ 16.12.2023):
```
pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 900K Β· β±οΈ 07.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 910K Β· β±οΈ 07.01.2024):
```
conda install -c conda-forge pendulum
```
pytz (π₯34 Β· β 300) - pytz Python historical timezone library and database. MIT
+pytz (π₯35 Β· β 300) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 81 Β· π¦ 1.8M Β· π 91 - 41% open Β· β±οΈ 29.01.2024):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 82 Β· π₯ 5 Β· π¦ 1.8M Β· π 86 - 37% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/stub42/pytz
```
-- [PyPi](https://pypi.org/project/pytz) (π₯ 160M / month Β· π¦ 84K Β· β±οΈ 29.01.2024):
+- [PyPi](https://pypi.org/project/pytz) (π₯ 170M / month Β· π¦ 84K Β· β±οΈ 02.02.2024):
```
pip install pytz
```
-- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 49M Β· β±οΈ 29.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 49M Β· β±οΈ 02.02.2024):
```
conda install -c conda-forge pytz
```
holidays (π₯32 Β· β 1.3K Β· π) - Generate and work with holidays in Python. MIT
+holidays (π₯32 Β· β 1.3K) - Generate and work with holidays in Python. MIT
- [GitHub](https://github.com/dr-prodigy/python-holidays) (π¨βπ» 220 Β· π 470 Β· β±οΈ 26.01.2024):
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 6.3M / month Β· π¦ 460 Β· β±οΈ 15.01.2024):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6.5M / month Β· π¦ 460 Β· β±οΈ 05.02.2024):
```
pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.8M Β· β±οΈ 15.01.2024):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.8M Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge holidays
```
@@ -1199,7 +1214,7 @@ _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₯ 42M / month Β· π¦ 3.8K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 44M / month Β· π¦ 3.9K Β· β±οΈ 22.10.2023):
```
pip install tzlocal
```
@@ -1219,46 +1234,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯41 Β· β 730) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯41 Β· β 740) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 230 Β· π 310 Β· π¦ 89K Β· π 630 - 34% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 230 Β· π 310 Β· π¦ 91K Β· π 650 - 36% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 200M / month Β· π¦ 900 Β· β±οΈ 11.12.2023):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 200M / month Β· π¦ 930 Β· β±οΈ 05.02.2024):
```
pip install fsspec
```
-- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 16M Β· β±οΈ 11.12.2023):
+- [Conda](https://anaconda.org/conda-forge/fsspec) (π₯ 16M Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge fsspec
```
watchdog (π₯35 Β· β 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2
+watchdog (π₯38 Β· β 6.2K Β· π) - 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¦ 130K Β· π 630 - 27% open Β· β±οΈ 10.10.2023):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 150 Β· π 690 Β· π¦ 130K Β· π 640 - 28% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 12M / month Β· π¦ 8.2K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 13M / month Β· π¦ 8.2K Β· β±οΈ 06.02.2024):
```
pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.7M Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.7M Β· β±οΈ 07.02.2024):
```
conda install -c conda-forge watchdog
```
filelock (π₯35 Β· β 630) - A platform-independent file lock for Python. Unlicense
+filelock (π₯35 Β· β 640) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 42 Β· π 91 Β· π¦ 380K Β· π 100 - 11% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 42 Β· π 91 Β· π¦ 390K Β· π 100 - 11% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 110M / month Β· π¦ 2.9K Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 120M / month Β· π¦ 2.9K Β· β±οΈ 30.10.2023):
```
pip install filelock
```
@@ -1267,9 +1282,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge filelock
```
aiofiles (π₯31 Β· β 2.5K) - File support for asyncio. Apache-2
+aiofiles (π₯32 Β· β 2.5K) - File support for asyncio. Apache-2
-- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 35 Β· π 140 Β· π¦ 130K Β· π 110 - 43% open Β· β±οΈ 10.11.2023):
+- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 36 Β· π 140 Β· π¦ 130K Β· π 110 - 42% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/Tinche/aiofiles
@@ -1283,7 +1298,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge aiofiles
```
appdirs (π₯31 Β· β 1K Β· π€) - A small Python module for determining appropriate platform-specific.. MIT
+appdirs (π₯31 Β· β 1K Β· π€) - A small Python module for determining appropriate platform-specific.. MIT
- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 97 Β· π¦ 270K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
@@ -1301,7 +1316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
scandir (π₯30 Β· β 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3
-- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 66 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
+- [GitHub](https://github.com/benhoyt/scandir) (π¨βπ» 23 Β· π 67 Β· π¦ 15K Β· π 96 - 6% open Β· β±οΈ 29.08.2023):
```
git clone https://github.com/benhoyt/scandir
@@ -1317,23 +1332,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
-- [GitHub](https://github.com/jaraco/path) (π¨βπ» 52 Β· π 140 Β· π 130 - 1% open Β· β±οΈ 26.12.2023):
+- [GitHub](https://github.com/jaraco/path) (π¨βπ» 53 Β· π 140 Β· π 130 - 1% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/path) (π₯ 1.4M / month Β· π¦ 150 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/path) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 04.02.2024):
```
pip install path
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 490K Β· β±οΈ 25.12.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 490K Β· β±οΈ 04.02.2024):
```
conda install -c conda-forge path
```
Show 3 hidden projects...
-- zipp (π₯31 Β· β 45) - Backport of pathlib-compatible object wrapper for zip files.MIT
+- zipp (π₯31 Β· β 47) - Backport of pathlib-compatible object wrapper for zip files. MIT
- pyfilesystem2 (π₯29 Β· β 1.9K Β· π) - Pythons Filesystem abstraction layer. MIT
- Unipath (π₯22 Β· β 510 Β· π) - An object-oriented approach to Python file/directory operations. MIT
typing (π₯35 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» 95 Β· π 220 Β· π 770 - 19% open Β· β±οΈ 29.01.2024):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 95 Β· π 220 Β· π 770 - 19% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/python/typing
@@ -1377,10 +1392,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects...
-- future (π₯36 Β· β 1.2K Β· π) - Easy, clean, reliable Python 2/3 compatibility.MIT
+- future (π₯37 Β· β 1.2K Β· π) - Easy, clean, reliable Python 2/3 compatibility. MIT
- dataclasses (π₯27 Β· β 580 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
-- pathlib2 (π₯27 Β· β 79 Β· π€) - Backport of pathlib aiming to support the full stdlib Python API. MIT
+- pathlib2 (π₯27 Β· β 80 Β· π€) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- contextlib2 (π₯27 Β· β 37 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
@@ -1391,28 +1406,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (π₯47 Β· β 6.1K) - 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¦ 610K Β· π 2.4K - 1% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 300 Β· π 1.7K Β· π¦ 620K Β· π 2.4K - 1% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/pyca/cryptography
```
-- [PyPi](https://pypi.org/project/cryptography) (π₯ 220M / month Β· π¦ 22K Β· β±οΈ 30.01.2024):
+- [PyPi](https://pypi.org/project/cryptography) (π₯ 230M / month Β· π¦ 22K Β· β±οΈ 30.01.2024):
```
pip install cryptography
```
-- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 45M Β· β±οΈ 31.01.2024):
+- [Conda](https://anaconda.org/conda-forge/cryptography) (π₯ 46M Β· β±οΈ 31.01.2024):
```
conda install -c conda-forge cryptography
```
pycryptodomex (π₯39 Β· β 2.6K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 150 Β· π 470 Β· π₯ 290 Β· π¦ 87K Β· π 580 - 10% open Β· β±οΈ 13.01.2024):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 150 Β· π 470 Β· π₯ 300 Β· π¦ 88K Β· π 580 - 10% open Β· β±οΈ 13.01.2024):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 32M / month Β· π¦ 1.7K Β· β±οΈ 10.01.2024):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 33M / month Β· π¦ 1.7K Β· β±οΈ 10.01.2024):
```
pip install pycryptodomex
```
@@ -1432,19 +1447,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 200 / month Β· π¦ 2 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 260 / month Β· π¦ 2 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
bcrypt (π₯37 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 200 Β· π¦ 200K Β· π 140 - 7% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 200 Β· π¦ 200K Β· π 140 - 7% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 50M / month Β· π¦ 8.2K Β· β±οΈ 15.12.2023):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 51M / month Β· π¦ 8.2K Β· β±οΈ 15.12.2023):
```
pip install bcrypt
```
@@ -1455,12 +1470,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (π₯35 Β· β 1.2K) - Store and access your passwords safely. MIT
-- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 120 Β· π 150 Β· π 500 - 11% open Β· β±οΈ 07.01.2024):
+- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 120 Β· π 150 Β· π 500 - 11% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/jaraco/keyring
```
-- [PyPi](https://pypi.org/project/keyring) (π₯ 43M / month Β· π¦ 4.3K Β· β±οΈ 12.11.2023):
+- [PyPi](https://pypi.org/project/keyring) (π₯ 45M / month Β· π¦ 4.3K Β· β±οΈ 12.11.2023):
```
pip install keyring
```
@@ -1476,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 63M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 65M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1509,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 60K) - 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¦ 32K Β· π 32K - 2% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 32K Β· π 32K - 2% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4.7M / month Β· π¦ 4.1K Β· β±οΈ 30.01.2024):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 4.8M / month Β· π¦ 4.1K Β· β±οΈ 30.01.2024):
```
pip install ansible
```
@@ -1525,66 +1540,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (π₯44 Β· β 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 440 Β· π 4K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 440 Β· π 4K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 160M / month Β· π¦ 3.1K Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 150M / month Β· π¦ 3.1K Β· β±οΈ 07.02.2024):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 01.02.2024):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 08.02.2024):
```
conda install -c conda-forge awscli
```
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¦ 300K Β· π 1.1K - 13% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 310K Β· π 1.1K - 13% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 450M / month Β· π¦ 8.7K Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 470M / month Β· π¦ 8.7K Β· β±οΈ 07.02.2024):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 31.01.2024):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 08.02.2024):
```
conda install -c conda-forge botocore
```
docker (π₯43 Β· β 6.5K) - A Python library for the Docker Engine API. Apache-2
+pulumi (π₯43 Β· β 19K Β· π) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 810 Β· π¦ 75K Β· π 1.7K - 26% open Β· β±οΈ 03.01.2024):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 260 Β· π 1K Β· π₯ 2.2M Β· π¦ 7.2K Β· π 6.9K - 29% open Β· β±οΈ 08.02.2024):
```
- git clone https://github.com/docker/docker-py
+ git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 38M / month Β· π¦ 4K Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 1.1M / month Β· π¦ 170 Β· β±οΈ 08.02.2024):
```
- pip install docker
+ pip install pulumi
```
-- [Conda](https://anaconda.org/conda-forge/docker-py) (π₯ 4M Β· β±οΈ 09.12.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 2.2M / month Β· π¦ 930 Β· β±οΈ 08.02.2024):
```
- conda install -c conda-forge docker-py
+ npm install @pulumi/pulumi
```
pulumi (π₯42 Β· β 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
+docker (π₯43 Β· β 6.5K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 260 Β· π 1K Β· π₯ 2.1M Β· π¦ 7.2K Β· π 6.9K - 30% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 830 Β· π¦ 75K Β· π 1.7K - 26% open Β· β±οΈ 03.01.2024):
```
- git clone https://github.com/pulumi/pulumi
+ git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 950K / month Β· π¦ 170 Β· β±οΈ 01.02.2024):
+- [PyPi](https://pypi.org/project/docker) (π₯ 38M / month Β· π¦ 4K Β· β±οΈ 08.12.2023):
```
- pip install pulumi
+ pip install docker
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 2.1M / month Β· π¦ 930 Β· β±οΈ 25.01.2024):
+- [Conda](https://anaconda.org/conda-forge/docker-py):
```
- npm install @pulumi/pulumi
+ conda install -c conda-forge docker-py
```
paramiko (π₯42 Β· β 8.7K) - The leading native Python SSHv2 protocol library. βοΈLGPL-2.1
@@ -1605,7 +1620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯40 Β· β 32K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 530 Β· π 5.2K Β· π₯ 86M Β· π¦ 380 Β· π 7.3K - 2% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 530 Β· π 5.2K Β· π₯ 87M Β· π¦ 380 Β· π 7.3K - 2% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/docker/compose
@@ -1621,7 +1636,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (π₯38 Β· β 6.3K) - 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 - 10% open Β· β±οΈ 08.01.2024):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 190 Β· π 3.3K Β· π 1.3K - 10% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/kubernetes-client/python
@@ -1637,12 +1652,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (π₯38 Β· β 3.4K) - 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¦ 4.1K Β· π 2.1K - 9% open Β· β±οΈ 12.01.2024):
+- [GitHub](https://github.com/ktbyers/netmiko) (π¨βπ» 230 Β· π 1.2K Β· π¦ 4.2K Β· π 2K - 7% open Β· β±οΈ 12.01.2024):
```
git clone https://github.com/ktbyers/netmiko
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 220K / month Β· π¦ 270 Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 230K / month Β· π¦ 270 Β· β±οΈ 17.11.2023):
```
pip install netmiko
```
@@ -1658,19 +1673,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install schedule
```
-- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 49K Β· β±οΈ 02.10.2023):
+- [Conda](https://anaconda.org/conda-forge/schedule) (π₯ 50K Β· β±οΈ 02.10.2023):
```
conda install -c conda-forge schedule
```
fabric (π₯34 Β· β 14K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
+fabric (π₯34 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 26.01.2024):
```
git clone https://github.com/fabric/fabric
```
-- [PyPi](https://pypi.org/project/fabric) (π₯ 5.2M / month Β· π¦ 150 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 5.5M / month Β· π¦ 150 Β· β±οΈ 31.08.2023):
```
pip install fabric
```
@@ -1679,18 +1694,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fabric
```
plumbum (π₯32 Β· β 2.7K Β· π) - Plumbum: Shell Combinators. MIT
+plumbum (π₯32 Β· β 2.7K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 5.7K Β· π 350 - 36% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 5.8K Β· π 350 - 36% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 2.8M / month Β· π¦ 480 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 3.1M / month Β· π¦ 480 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
-- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 990K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/plumbum) (π₯ 1M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge plumbum
```
@@ -1702,7 +1717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pahaz/sshtunnel
```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 7.4M / month Β· π¦ 330 Β· β±οΈ 11.01.2021):
+- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 7.6M / month Β· π¦ 330 Β· β±οΈ 11.01.2021):
```
pip install sshtunnel
```
@@ -1718,23 +1733,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 33K / month Β· π¦ 12 Β· β±οΈ 25.01.2024):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 32K / month Β· π¦ 12 Β· β±οΈ 25.01.2024):
```
pip install pyinfra
```
pypyr (π₯22 Β· β 560) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
+pypyr (π₯22 Β· β 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
- [GitHub](https://github.com/pypyr/pypyr) (π¨βπ» 10 Β· π 26 Β· π¦ 110 Β· π 140 - 11% open Β· β±οΈ 22.09.2023):
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.5K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.4K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
-- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 13K Β· β±οΈ 22.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pypyr) (π₯ 14K Β· β±οΈ 22.09.2023):
```
conda install -c conda-forge pypyr
```
@@ -1745,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- parallel-ssh (π₯25 Β· β 1.2K Β· π) - Asynchronous parallel SSH client library. βοΈLGPL-2.1
- storm (π₯24 Β· β 3.9K Β· π) - Manage your SSH like a boss. MIT
- wssh (π₯17 Β· β 1.4K Β· π) - SSH to WebSockets Bridge. MIT
-- Grai (π₯14 Β· β 260) - Platform to programmatically manage, test, and debug data.. βοΈMulanPSL-2.0
+- Grai (π₯13 Β· β 260) - Platform to programmatically manage, test, and debug data.. βUnlicensed
@@ -1760,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (π₯ 57M / month Β· π¦ 16K Β· β±οΈ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (π₯ 61M / month Β· π¦ 16K Β· β±οΈ 25.11.2023): ``` pip install pexpect ``` @@ -1776,7 +1791,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.6M / month Β· π¦ 2K Β· β±οΈ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.7M / month Β· π¦ 2K Β· β±οΈ 24.12.2022): ``` pip install supervisor ``` @@ -1792,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (π₯ 5.5M / month Β· π¦ 2.7K Β· β±οΈ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (π₯ 5.8M / month Β· π¦ 2.7K Β· β±οΈ 10.08.2023): ``` pip install sh ``` @@ -1808,7 +1823,7 @@ _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₯ 45M / month Β· π¦ 13K Β· β±οΈ 28.12.2020): ``` pip install ptyprocess ``` @@ -1825,7 +1840,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (π₯39 Β· β 1.6K) - Lightweight in-process concurrent programming. MIT
-- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 68 Β· π 230 Β· π¦ 330K Β· π 240 - 9% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 68 Β· π 230 Β· π¦ 340K Β· π 240 - 9% open Β· β±οΈ 21.12.2023):
```
git clone https://github.com/python-greenlet/greenlet
@@ -1846,7 +1861,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 8.9M / month Β· π¦ 2K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 9.2M / month Β· π¦ 2K Β· β±οΈ 22.10.2023):
```
pip install uvloop
```
@@ -1857,12 +1872,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (π₯38 Β· β 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 47 Β· π 120 Β· π¦ 230K Β· π 330 - 14% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 47 Β· π 120 Β· π¦ 240K Β· π 330 - 14% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 91M / month Β· π¦ 710 Β· β±οΈ 16.12.2023):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 81M / month Β· π¦ 710 Β· β±οΈ 16.12.2023):
```
pip install anyio
```
@@ -1878,7 +1893,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 100K / month Β· π¦ 74 Β· β±οΈ 28.01.2024):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 110K / month Β· π¦ 74 Β· β±οΈ 28.01.2024):
```
pip install asyncer
```
@@ -1894,7 +1909,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 15K / month Β· π¦ 39 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 18K / month Β· π¦ 39 Β· β±οΈ 21.11.2023):
```
pip install aiomisc
```
@@ -1906,11 +1921,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/glenfant/stopit
```
-- [PyPi](https://pypi.org/project/stopit) (π₯ 560K / month Β· π¦ 130 Β· β±οΈ 09.02.2018):
+- [PyPi](https://pypi.org/project/stopit) (π₯ 550K / month Β· π¦ 130 Β· β±οΈ 09.02.2018):
```
pip install stopit
```
-- [Conda](https://anaconda.org/conda-forge/stopit) (π₯ 780K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/stopit) (π₯ 790K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge stopit
```
@@ -1925,14 +1940,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (π₯38 Β· β 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯38 Β· β 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 95 Β· π 440 Β· π¦ 670K Β· π 280 - 15% open Β· β±οΈ 23.01.2024):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 95 Β· π 440 Β· π¦ 680K Β· π 280 - 15% open Β· β±οΈ 23.01.2024):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 41M / month Β· π¦ 9.8K Β· β±οΈ 23.01.2024):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 44M / month Β· π¦ 9.9K Β· β±οΈ 23.01.2024):
```
pip install python-dotenv
```
@@ -1948,7 +1963,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 35M / month Β· π¦ 15K Β· β±οΈ 02.01.2024):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 38M / month Β· π¦ 15K Β· β±οΈ 02.01.2024):
```
pip install traitlets
```
@@ -1959,16 +1974,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (π₯34 Β· β 3.4K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 120 Β· π 320 Β· π¦ 7.8K Β· π 480 - 21% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 120 Β· π 320 Β· π¦ 7.9K Β· π 480 - 21% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2M / month Β· π¦ 300 Β· β±οΈ 31.10.2023):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.1M / month Β· π¦ 300 Β· β±οΈ 31.10.2023):
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 65K Β· β±οΈ 02.11.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 66K Β· β±οΈ 02.11.2023):
```
conda install -c conda-forge dynaconf
```
@@ -1991,12 +2006,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (π₯32 Β· β 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 33 Β· π 91 Β· π¦ 24K Β· π 550 - 18% open Β· β±οΈ 18.01.2024):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 33 Β· π 92 Β· π¦ 25K Β· π 550 - 18% open Β· β±οΈ 18.01.2024):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 6.7M / month Β· π¦ 490 Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 7.1M / month Β· π¦ 490 Β· β±οΈ 29.11.2023):
```
pip install omegaconf
```
@@ -2012,7 +2027,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/henriquebastos/python-decouple
```
-- [PyPi](https://pypi.org/project/python-decouple) (π₯ 2M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 2.1M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
```
pip install python-decouple
```
@@ -2023,12 +2038,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (π₯28 Β· β 2K) - 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¦ 7.7K 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¦ 7.8K Β· π 92 - 54% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 180K / month Β· π¦ 97 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 190K / month Β· π¦ 97 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2039,16 +2054,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (π₯25 Β· β 150) - configuration library for python projects. MPL-2.0
-- [GitHub](https://github.com/willkg/everett) (π¨βπ» 8 Β· π 32 Β· π¦ 1.1K Β· π 86 - 4% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/willkg/everett) (π¨βπ» 8 Β· π 32 Β· π¦ 1.1K Β· π 86 - 3% open Β· β±οΈ 01.02.2024):
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 92K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
+- [PyPi](https://pypi.org/project/everett) (π₯ 100K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
```
pip install everett
```
-- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 55K Β· β±οΈ 06.11.2023):
+- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 56K Β· β±οΈ 06.11.2023):
```
conda install -c conda-forge everett
```
@@ -2065,12 +2080,12 @@ _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
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 220 Β· π¦ 1.5M Β· π 1.5K - 7% open Β· β±οΈ 29.12.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 370 Β· π 1.4K Β· π₯ 230 Β· π¦ 1.5M Β· π 1.5K - 7% open Β· β±οΈ 29.12.2023):
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 160M / month Β· π¦ 76K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 170M / month Β· π¦ 76K Β· β±οΈ 17.08.2023):
```
pip install click
```
@@ -2079,18 +2094,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge click
```
rich (π₯43 Β· β 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
+rich (π₯42 Β· β 46K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 240 Β· π 1.7K Β· π¦ 160K Β· π 1.3K - 18% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 240 Β· π 1.7K Β· π¦ 170K Β· π 1.3K - 18% open Β· β±οΈ 31.01.2024):
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 40M / month Β· π¦ 6.2K Β· β±οΈ 15.11.2023):
+- [PyPi](https://pypi.org/project/rich) (π₯ 42M / month Β· π¦ 6.3K Β· β±οΈ 15.11.2023):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 6M Β· β±οΈ 16.11.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 6.1M Β· β±οΈ 16.11.2023):
```
conda install -c conda-forge rich
```
@@ -2102,7 +2117,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 40M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 42M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
```
pip install prompt_toolkit
```
@@ -2118,7 +2133,7 @@ _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₯ 5.8M / month Β· π¦ 1.9K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 5.9M / month Β· π¦ 2K Β· β±οΈ 12.12.2022):
```
pip install fire
```
@@ -2161,12 +2176,12 @@ _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 85 Β· π¦ 20K Β· π 100 - 28% open Β· β±οΈ 11.01.2024):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 35 Β· π 85 Β· π¦ 20K Β· π 100 - 28% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 28M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 29M / month Β· π¦ 260 Β· β±οΈ 30.10.2023):
```
pip install cleo
```
@@ -2175,14 +2190,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cleo
```
wcwidth (π₯34 Β· β 360) - Python library that measures the width of unicode strings rendered to a.. MIT
+wcwidth (π₯34 Β· β 370) - Python library that measures the width of unicode strings rendered to a.. MIT
- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 51 Β· π¦ 500K Β· π 48 - 18% open Β· β±οΈ 17.01.2024):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 54M / month Β· π¦ 14K Β· β±οΈ 06.01.2024):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 57M / month Β· π¦ 14K Β· β±οΈ 06.01.2024):
```
pip install wcwidth
```
@@ -2191,7 +2206,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge wcwidth
```
Typer (π₯33 Β· β 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
+Typer (π₯32 Β· β 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 37 Β· π 510 Β· π¦ 21 Β· π 380 - 55% open Β· β±οΈ 10.12.2023):
@@ -2209,7 +2224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (π₯32 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» 40 Β· π 78 Β· π¦ 11K Β· π 130 - 25% open Β· β±οΈ 12.01.2024):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 40 Β· π 78 Β· π¦ 11K Β· π 140 - 26% open Β· β±οΈ 12.01.2024):
```
git clone https://github.com/tmbo/questionary
@@ -2218,7 +2233,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 64K Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 65K Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge questionary
```
@@ -2230,7 +2245,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 130K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 180K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
```
pip install asciimatics
```
@@ -2246,11 +2261,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/bw2/ConfigArgParse
```
-- [PyPi](https://pypi.org/project/configargparse) (π₯ 4M / month Β· π¦ 1.5K Β· β±οΈ 23.07.2023):
+- [PyPi](https://pypi.org/project/configargparse) (π₯ 4.1M / month Β· π¦ 1.5K Β· β±οΈ 23.07.2023):
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 770K Β· β±οΈ 23.07.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 780K Β· β±οΈ 23.07.2023):
```
conda install -c conda-forge configargparse
```
@@ -2262,7 +2277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 110K / month Β· π¦ 38 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 120K / month Β· π¦ 38 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
@@ -2274,7 +2289,7 @@ _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₯ 200 / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 190 / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2308,7 +2323,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tkem/cachetools
```
-- [PyPi](https://pypi.org/project/cachetools) (π₯ 110M / month Β· π¦ 3.6K Β· β±οΈ 24.10.2023):
+- [PyPi](https://pypi.org/project/cachetools) (π₯ 120M / month Β· π¦ 3.6K Β· β±οΈ 24.10.2023):
```
pip install cachetools
```
@@ -2317,14 +2332,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cachetools
```
aiocache (π₯29 Β· β 980) - Asyncio cache manager for redis, memcached and memory. BSD-3
+aiocache (π₯30 Β· β 990) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 44 Β· π 140 Β· π₯ 16 Β· π¦ 2.1K Β· π 290 - 12% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 44 Β· π 140 Β· π₯ 16 Β· π¦ 2.1K Β· π 290 - 12% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 390K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 440K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
@@ -2336,7 +2351,7 @@ _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₯ 270K / 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
```
@@ -2361,14 +2376,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pylibmc
```
cachier (π₯24 Β· β 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
+cachier (π₯25 Β· β 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 17 Β· π 57 Β· π¦ 430 Β· π 73 - 28% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 18 Β· π 57 Β· π¦ 430 Β· π 76 - 28% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 34K / month Β· π¦ 30 Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 37K / month Β· π¦ 30 Β· β±οΈ 13.12.2023):
```
pip install cachier
```
@@ -2385,7 +2400,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-web-python - Web UI ( β 2.1K) - Collection of libraries to implement web-based UIs.
-kivy (π₯41 Β· β 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
+kivy (π₯40 Β· β 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 600 Β· π 3.1K Β· π₯ 35K Β· π¦ 12K Β· π 5K - 14% open Β· β±οΈ 31.01.2024):
@@ -2403,56 +2418,56 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (π₯36 Β· β 13K) - 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¦ 11K Β· π 3.5K - 21% open Β· β±οΈ 24.01.2024):
+- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.8K Β· π¦ 11K Β· π 3.5K - 21% open Β· β±οΈ 03.02.2024):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 620K / month Β· π¦ 350 Β· β±οΈ 21.05.2023):
+- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 660K / month Β· π¦ 350 Β· β±οΈ 21.05.2023):
```
pip install pysimplegui
```
-- [Conda](https://anaconda.org/conda-forge/pysimplegui) (π₯ 130K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pysimplegui) (π₯ 140K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pysimplegui
```
DearPyGui (π₯35 Β· β 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
-- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 65 Β· π 630 Β· π¦ 2.6K Β· π 1.3K - 19% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/hoffstadt/DearPyGui) (π¨βπ» 65 Β· π 650 Β· π¦ 2.6K Β· π 1.3K - 20% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 63K / month Β· π¦ 54 Β· β±οΈ 09.10.2023):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 67K / month Β· π¦ 56 Β· β±οΈ 09.10.2023):
```
pip install dearpygui
```
Eel (π₯31 Β· β 6K 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¦ 6.7K Β· π 530 - 34% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 6.8K Β· π 530 - 34% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 68K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/eel) (π₯ 70K / month Β· π¦ 86 Β· β±οΈ 09.12.2022):
```
pip install eel
```
toga (π₯31 Β· β 4K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 670 Β· π₯ 2.4K Β· π¦ 3 Β· π 830 - 17% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 680 Β· π₯ 2.6K Β· π¦ 3 Β· π 840 - 18% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 4.9K / month Β· π¦ 34 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/toga) (π₯ 4.6K / month Β· π¦ 35 Β· β±οΈ 06.02.2024):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 18 / month Β· π¦ 3 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 20 / month Β· π¦ 3 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2464,7 +2479,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/flexxui/flexx
```
-- [PyPi](https://pypi.org/project/flexx) (π₯ 400 / month Β· π¦ 22 Β· β±οΈ 12.04.2022):
+- [PyPi](https://pypi.org/project/flexx) (π₯ 460 / month Β· π¦ 22 Β· β±οΈ 12.04.2022):
```
pip install flexx
```
@@ -2487,14 +2502,14 @@ _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₯20 Β· β 560) - An open-source framework to create and deploy computer vision.. Apache-2
+Pipeless (π₯20 Β· β 580) - An open-source framework to create and deploy computer vision.. Apache-2
-- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 27 Β· π₯ 600 Β· π 23 - 30% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 28 Β· π₯ 660 Β· π 22 - 27% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/pipeless-ai/pipeless
```
-- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 170 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 170 / month):
```
pip install pipeless-ai
```
@@ -2515,30 +2530,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-ml-python - NLP ( β 15K) - Collection of text processing and NLP libraries.
-phonenumbers (π₯35 Β· β 3.4K) - Python port of Googles libphonenumber. Apache-2
-
-- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 30 Β· π 460 Β· π 180 - 5% open Β· β±οΈ 26.01.2024):
-
- ```
- git clone https://github.com/daviddrysdale/python-phonenumbers
- ```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 5.1M / month Β· π¦ 1.5K Β· β±οΈ 26.01.2024):
- ```
- pip install phonenumbers
- ```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 860K Β· β±οΈ 26.01.2024):
- ```
- conda install -c conda-forge phonenumbers
- ```
-emoji (π₯34 Β· β 1.8K) - emoji terminal output for Python. BSD-3
-- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 66 Β· π 300 Β· π¦ 65K Β· π 160 - 7% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 66 Β· π 300 Β· π¦ 66K Β· π 160 - 7% open Β· β±οΈ 31.01.2024):
```
git clone https://github.com/carpedm20/emoji
```
-- [PyPi](https://pypi.org/project/emoji) (π₯ 2.8M / month Β· π¦ 1.5K Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/emoji) (π₯ 2.9M / month Β· π¦ 1.5K Β· β±οΈ 31.01.2024):
```
pip install emoji
```
@@ -2547,14 +2546,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge emoji
```
chardet (π₯32 Β· β 2K) - Python character encoding detector. βοΈLGPL-2.1
+chardet (π₯32 Β· β 2K) - Python character encoding detector. βοΈLGPL-2.1
- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 250 Β· π¦ 6 Β· π 140 - 39% open Β· β±οΈ 01.08.2023):
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 54M / 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
```
@@ -2562,7 +2561,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 45 / month Β· π¦ 4 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 34 / month Β· π¦ 4 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2574,7 +2573,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 14M / month Β· π¦ 2.9K Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 15M / month Β· π¦ 2.9K Β· β±οΈ 31.01.2024):
```
pip install python-slugify
```
@@ -2583,14 +2582,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-slugify
```
inflect (π₯30 Β· β 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
+inflect (π₯30 Β· β 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 53 Β· π 100 Β· π 110 - 25% open Β· β±οΈ 26.12.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.7M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 4.9M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2599,6 +2598,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge inflect
```
phonenumbers (π₯28 Β· β 3.4K Β· π) - Python port of Googles libphonenumber. Apache-2
+
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 30 Β· π 390 Β· π 180 - 4% open Β· β±οΈ 26.01.2024):
+
+ ```
+ git clone https://github.com/daviddrysdale/python-phonenumbers
+ ```
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 5.3M / month):
+ ```
+ pip install phonenumbers
+ ```
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 870K Β· β±οΈ 26.01.2024):
+ ```
+ conda install -c conda-forge phonenumbers
+ ```
+price-parser (π₯21 Β· β 290) - Extract price amount and currency symbol from a raw text string. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 14 Β· π 48 Β· π¦ 400 Β· π 36 - 69% open Β· β±οΈ 17.10.2023):
@@ -2606,7 +2621,7 @@ _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₯ 75K / month Β· π¦ 19 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 79K / month Β· π¦ 19 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
@@ -2614,7 +2629,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects...
- humanize (π₯31 Β· β 1.7K Β· π) - python humanize functions.MIT
-- pyahocorasick (π₯27 Β· β 860 Β· π) - Python module (C extension and plain python) implementing.. BSD-3
+- pyahocorasick (π₯27 Β· β 870 Β· π) - Python module (C extension and plain python) implementing.. BSD-3
- awesome-slugify (π₯21 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- coolname (π₯21 Β· β 130 Β· π) - Random Name and Slug Generator. BSD-2
- millify (π₯14 Β· β 82 Β· π) - Convert long numbers into a human-readable format in Python. MIT
@@ -2637,23 +2652,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (π₯48 Β· β 8.6K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 400K Β· π 3.2K - 5% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.9K Β· π¦ 400K Β· π 3.2K - 5% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 920M / month Β· π¦ 18K Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 1B / month Β· π¦ 18K Β· β±οΈ 07.02.2024):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 01.02.2024):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 07.02.2024):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯45 Β· β 8.4K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 680 Β· π 1.3K Β· π₯ 48K Β· π¦ 710K Β· π 7.7K - 2% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 690 Β· π 1.3K Β· π₯ 48K Β· π¦ 710K Β· π 7.7K - 2% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/sqlalchemy/sqlalchemy
@@ -2667,14 +2682,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge sqlalchemy
```
redis (π₯44 Β· β 12K Β· π) - Redis Python Client. MIT
+redis (π₯44 Β· β 12K) - Redis Python Client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 430 Β· π 2.5K Β· π 1.6K - 13% open Β· β±οΈ 23.01.2024):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 430 Β· π 2.5K Β· π 1.6K - 13% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 36M / month Β· π¦ 28K Β· β±οΈ 15.01.2024):
+- [PyPi](https://pypi.org/project/redis) (π₯ 37M / month Β· π¦ 28K Β· β±οΈ 15.01.2024):
```
pip install redis
```
@@ -2685,7 +2700,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (π₯42 Β· β 4.1K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 680 Β· π 2.7K Β· π¦ 2.4K Β· π 9.2K - 13% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 680 Β· π 2.7K Β· π¦ 2.4K Β· π 9.3K - 13% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/Azure/azure-sdk-for-python
@@ -2701,39 +2716,39 @@ _Libraries for connecting to, operating, and querying databases._
peewee (π₯41 Β· β 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 26K Β· π 2.4K - 0% open Β· β±οΈ 25.01.2024):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.3K Β· π¦ 27K Β· β±οΈ 05.02.2024):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.6M / month Β· π¦ 3.7K Β· β±οΈ 13.10.2023):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 1.7M / month):
```
pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 590K Β· β±οΈ 13.10.2023):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 600K Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge peewee
```
google-cloud-storage (π₯41 Β· β 4.6K) - 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 01.02.2024):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.6K Β· π 3.7K - 2% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/googleapis/google-cloud-python
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 60M / month Β· π¦ 2K Β· β±οΈ 12.12.2023):
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 61M / month Β· π¦ 2K Β· β±οΈ 12.12.2023):
```
pip install google-cloud-storage
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 4.1M Β· β±οΈ 13.12.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 4.2M Β· β±οΈ 13.12.2023):
```
conda install -c conda-forge google-cloud-storage
```
PyMySQL (π₯40 Β· β 7.5K) - MySQL client library for Python. MIT
-- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.5K Β· π¦ 200K Β· π 650 - 2% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.5K Β· π¦ 200K Β· π 650 - 2% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/PyMySQL/PyMySQL
@@ -2749,12 +2764,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (π₯40 Β· β 4.1K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.6K Β· π¦ 46K Β· π 1.1K - 4% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.6K Β· π¦ 46K Β· π 1.1K - 4% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 16M / month Β· π¦ 6.2K Β· β±οΈ 19.01.2024):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 17M / month Β· π¦ 6.2K Β· β±οΈ 19.01.2024):
```
pip install elasticsearch
```
@@ -2763,46 +2778,46 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge elasticsearch
```
MongoEngine (π₯39 Β· β 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
+pymongo (π₯40 Β· β 4K) - PyMongo - the Official MongoDB Python driver. Apache-2
-- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 23K Β· π 1.7K - 21% open Β· β±οΈ 20.01.2024):
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.2K Β· β±οΈ 07.02.2024):
```
- git clone https://github.com/MongoEngine/mongoengine
+ git clone https://github.com/mongodb/mongo-python-driver
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.4M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 24M / month Β· π¦ 20K Β· β±οΈ 29.11.2023):
```
- pip install mongoengine
+ pip install pymongo
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 230K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.5M Β· β±οΈ 29.11.2023):
```
- conda install -c conda-forge mongoengine
+ conda install -c conda-forge pymongo
```
pymongo (π₯39 Β· β 4K) - PyMongo - the Official MongoDB Python driver. Apache-2
+MongoEngine (π₯39 Β· β 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.2K Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 23K Β· π 1.7K - 21% open Β· β±οΈ 20.01.2024):
```
- git clone https://github.com/mongodb/mongo-python-driver
+ git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 24M / month Β· π¦ 20K Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.6M / month Β· π¦ 3.6K Β· β±οΈ 03.03.2023):
```
- pip install pymongo
+ pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.5M Β· β±οΈ 29.11.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 230K Β· β±οΈ 28.09.2023):
```
- conda install -c conda-forge pymongo
+ conda install -c conda-forge mongoengine
```
alembic (π₯39 Β· β 2.3K) - A database migrations tool for SQLAlchemy. MIT
-- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 180 Β· π 210 Β· π¦ 200K Β· π 1K - 10% open Β· β±οΈ 22.01.2024):
+- [GitHub](https://github.com/sqlalchemy/alembic) (π¨βπ» 180 Β· π 220 Β· π¦ 200K Β· π 1K - 10% open Β· β±οΈ 22.01.2024):
```
git clone https://github.com/sqlalchemy/alembic
```
-- [PyPi](https://pypi.org/project/alembic) (π₯ 34M / month Β· π¦ 12K Β· β±οΈ 20.12.2023):
+- [PyPi](https://pypi.org/project/alembic) (π₯ 35M / month Β· π¦ 12K Β· β±οΈ 20.12.2023):
```
pip install alembic
```
@@ -2818,7 +2833,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.7M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.8M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2829,28 +2844,44 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (π₯38 Β· β 690) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 150 Β· π 320 Β· π¦ 26K Β· π 640 - 10% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 150 Β· π 320 Β· π¦ 26K Β· π 640 - 9% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 36M / month Β· π¦ 1.2K Β· β±οΈ 25.01.2024):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 37M / month Β· π¦ 1.2K Β· β±οΈ 06.02.2024):
```
pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.8M Β· β±οΈ 25.01.2024):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.8M Β· β±οΈ 06.02.2024):
```
conda install -c conda-forge google-cloud-bigquery
```
Elasticsearch DSL (π₯37 Β· β 3.7K) - High level Python client for Elasticsearch. Apache-2
+
+- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 10K Β· π 1.3K - 11% open Β· β±οΈ 08.02.2024):
+
+ ```
+ git clone https://github.com/elastic/elasticsearch-dsl-py
+ ```
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.4M / month Β· π¦ 990 Β· β±οΈ 19.01.2024):
+ ```
+ pip install elasticsearch-dsl
+ ```
+- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 8.4K Β· β±οΈ 06.12.2023):
+ ```
+ conda install -c anaconda elasticsearch-dsl
+ ```
+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 670 Β· π₯ 220K Β· π¦ 1.4K Β· π 1.1K - 2% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 140 Β· π 670 Β· π₯ 230K Β· π¦ 1.4K Β· π 1.1K - 3% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 38M / month Β· π¦ 65 Β· β±οΈ 24.01.2024):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 40M / month Β· π¦ 65 Β· β±οΈ 24.01.2024):
```
pip install awswrangler
```
@@ -2861,87 +2892,87 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (π₯37 Β· β 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 250 Β· π 470 Β· π₯ 110 Β· π¦ 1K Β· π 2.5K - 5% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 260 Β· π 470 Β· π₯ 120 Β· π¦ 1K Β· π 2.6K - 6% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 110K / month Β· π¦ 53 Β· β±οΈ 28.01.2024):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 110K / month Β· π¦ 54 Β· β±οΈ 05.02.2024):
```
pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 320K Β· β±οΈ 19.12.2023):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 320K Β· β±οΈ 06.02.2024):
```
conda install -c conda-forge ibis-framework
```
sqlmodel (π₯36 Β· β 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 530 Β· π¦ 9.4K Β· π 350 - 55% open Β· β±οΈ 09.01.2024):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 530 Β· π¦ 9.6K Β· π 350 - 55% open Β· β±οΈ 09.01.2024):
```
git clone https://github.com/tiangolo/sqlmodel
```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 620K / month Β· π¦ 200 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 670K / month Β· π¦ 200 Β· β±οΈ 04.12.2023):
```
pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 25K Β· β±οΈ 04.12.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 26K Β· β±οΈ 04.12.2023):
```
conda install -c conda-forge sqlmodel
```
Elasticsearch DSL (π₯36 Β· β 3.7K) - High level Python client for Elasticsearch. Apache-2
+mysqlclient (π₯36 Β· β 2.4K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 840 Β· π₯ 200 Β· π¦ 10K Β· π 1.3K - 11% open Β· β±οΈ 19.01.2024):
+- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 84 Β· π 470 Β· π₯ 5.3K Β· π¦ 150K Β· π 330 - 2% open Β· β±οΈ 04.02.2024):
```
- git clone https://github.com/elastic/elasticsearch-dsl-py
+ git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.2M / month Β· π¦ 990 Β· β±οΈ 19.01.2024):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 5.2M / month Β· π¦ 7.3K Β· β±οΈ 04.02.2024):
```
- pip install elasticsearch-dsl
+ pip install mysqlclient
```
-- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (π₯ 8.4K Β· β±οΈ 06.12.2023):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 320K Β· β±οΈ 07.02.2024):
```
- conda install -c anaconda elasticsearch-dsl
+ conda install -c conda-forge mysqlclient
```
mysqlclient (π₯36 Β· β 2.4K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
+s3fs (π₯36 Β· β 790) - S3 Filesystem. BSD-3
-- [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 01.02.2024):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 260 Β· π¦ 17K Β· π 450 - 28% open Β· β±οΈ 05.02.2024):
```
- git clone https://github.com/PyMySQL/mysqlclient
+ git clone https://github.com/fsspec/s3fs
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 5M / month Β· π¦ 7.3K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/s3fs) (π₯ 210M / month Β· π¦ 760 Β· β±οΈ 05.02.2024):
```
- pip install mysqlclient
+ pip install s3fs
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 320K Β· β±οΈ 15.12.2023):
+- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.5M Β· β±οΈ 05.02.2024):
```
- conda install -c conda-forge mysqlclient
+ conda install -c conda-forge s3fs
```
s3fs (π₯36 Β· β 780) - S3 Filesystem. BSD-3
+Prometheus Client (π₯35 Β· β 3.7K) - Prometheus instrumentation library for Python.. Apache-2
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 260 Β· π¦ 16K Β· π 440 - 28% open Β· β±οΈ 16.12.2023):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 810 Β· π 530 - 18% open Β· β±οΈ 01.02.2024):
```
- git clone https://github.com/fsspec/s3fs
+ git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/s3fs) (π₯ 210M / month Β· π¦ 760 Β· β±οΈ 11.12.2023):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 27M / month Β· π¦ 880 Β· β±οΈ 21.11.2023):
```
- pip install s3fs
+ pip install prometheus_client
```
-- [Conda](https://anaconda.org/conda-forge/s3fs) (π₯ 6.5M Β· β±οΈ 12.12.2023):
+- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 15M Β· β±οΈ 21.11.2023):
```
- conda install -c conda-forge s3fs
+ conda install -c conda-forge prometheus_client
```
Motor (π₯35 Β· β 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
-- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 48 Β· π 210 Β· π¦ 81K Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 50 Β· π 210 Β· π¦ 81K Β· β±οΈ 06.02.2024):
```
git clone https://github.com/mongodb/motor
@@ -2962,7 +2993,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.8M / month Β· π¦ 480 Β· β±οΈ 02.01.2024):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.9M / month):
```
pip install minio
```
@@ -2978,7 +3009,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 290M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 300M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
```
pip install s3transfer
```
@@ -2987,57 +3018,41 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3transfer
```
Prometheus Client (π₯34 Β· β 3.7K) - Prometheus instrumentation library for Python.. Apache-2
-
-- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 810 Β· π 530 - 18% open Β· β±οΈ 23.01.2024):
-
- ```
- git clone https://github.com/prometheus/client_python
- ```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 25M / month Β· π¦ 880 Β· β±οΈ 21.11.2023):
- ```
- pip install prometheus_client
- ```
-- [Conda](https://anaconda.org/conda-forge/prometheus_client) (π₯ 15M Β· β±οΈ 21.11.2023):
- ```
- conda install -c conda-forge prometheus_client
- ```
-SQLAlchemy-Utils (π₯34 Β· β 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
-- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 310 Β· π¦ 28K Β· π 430 - 44% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 320 Β· π¦ 28K Β· π 430 - 44% open Β· β±οΈ 31.01.2024):
```
git clone https://github.com/kvesteri/sqlalchemy-utils
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 4.9M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 5.1M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
```
pip install sqlalchemy-utils
```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 540K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (π₯ 550K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sqlalchemy-utils
```
pandas-gbq (π₯34 Β· β 410) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 48 Β· π 160 Β· π₯ 350 Β· π¦ 9.1K Β· π 340 - 12% open Β· β±οΈ 25.01.2024):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 49 Β· π 150 Β· π₯ 350 Β· π¦ 9.2K Β· π 340 - 11% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 8.1M / month Β· π¦ 340 Β· β±οΈ 12.12.2023):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 8.5M / month Β· π¦ 340 Β· β±οΈ 05.02.2024):
```
pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 25.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 06.02.2024):
```
conda install -c conda-forge pandas-gbq
```
Pony (π₯33 Β· β 3.5K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 84 Β· π¦ 3.8K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 84 Β· π¦ 3.9K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
@@ -3062,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install pypika
```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 7.5K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 7.9K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pypika
```
@@ -3074,7 +3089,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/apache/libcloud
```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 250K / month Β· π¦ 860 Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 230K / month Β· π¦ 860 Β· β±οΈ 10.08.2023):
```
pip install apache-libcloud
```
@@ -3086,18 +3101,18 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/datastax/python-driver
```
-- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.4M / month Β· π¦ 700 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/cassandra-driver) (π₯ 1.4M / month Β· π¦ 710 Β· β±οΈ 21.12.2023):
```
pip install cassandra-driver
```
-- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 190K Β· β±οΈ 22.12.2023):
+- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (π₯ 200K Β· β±οΈ 22.12.2023):
```
conda install -c conda-forge cassandra-driver
```
neo4j-driver (π₯33 Β· β 850) - Neo4j Bolt driver for Python. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 210 Β· π¦ 8.1K Β· π 240 - 0% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 210 Β· π¦ 8.2K Β· π 240 - 0% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/neo4j/neo4j-python-driver
@@ -3113,7 +3128,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (π₯32 Β· β 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 130 Β· π 340 Β· π₯ 13 Β· π¦ 7K Β· π 1K - 49% open Β· β±οΈ 18.01.2024):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 130 Β· π 340 Β· π₯ 13 Β· π¦ 7.1K Β· π 1K - 49% open Β· β±οΈ 18.01.2024):
```
git clone https://github.com/tortoise/tortoise-orm
@@ -3127,18 +3142,34 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge tortoise-orm
```
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¦ 22K 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₯ 440K / 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 03.12.2023):
+ ```
+ 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 430 Β· π¦ 1.6K Β· π 640 - 42% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/pynamodb/PynamoDB) (π¨βπ» 110 Β· π 430 Β· π¦ 1.6K Β· π 640 - 42% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.5M / month Β· π¦ 160 Β· β±οΈ 14.01.2024):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.6M / month Β· π¦ 160 Β· β±οΈ 14.01.2024):
```
pip install pynamodb
```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 460K Β· β±οΈ 17.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 470K Β· β±οΈ 17.01.2024):
```
conda install -c conda-forge pynamodb
```
@@ -3155,22 +3186,6 @@ _Libraries for connecting to, operating, and querying databases._
pip install pygsheets
```
Databases (π₯31 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¦ 22K 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₯ 400K / 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 03.12.2023):
- ```
- conda install -c conda-forge databases
- ```
-influxdb (π₯31 Β· β 1.7K Β· π€) - Python client for InfluxDB. MIT
- [GitHub](https://github.com/influxdata/influxdb-python) (π¨βπ» 140 Β· π 510 Β· π¦ 8K Β· π 550 - 30% open Β· β±οΈ 18.07.2023):
@@ -3187,23 +3202,7 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge influxdb
```
dataset (π₯30 Β· β 4.7K Β· π€) - Easy-to-use data handling for SQL data stores with support for.. MIT
-
-- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 300 Β· π¦ 3.6K Β· π 300 - 11% open Β· β±οΈ 12.07.2023):
-
- ```
- git clone https://github.com/pudo/dataset
- ```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 92K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
- ```
- pip install dataset
- ```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.9K Β· β±οΈ 12.07.2023):
- ```
- conda install -c conda-forge dataset
- ```
-cx-Oracle (π₯30 Β· β 870 Β· π) - Python interface to Oracle Database now superseded by python-.. BSD-3
+cx-Oracle (π₯30 Β· β 880) - 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¦ 8K Β· π 640 - 5% open Β· β±οΈ 17.08.2023):
@@ -3221,7 +3220,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (π₯30 Β· β 660) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 71 Β· π 360 Β· π¦ 3.3K Β· π 150 - 17% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 71 Β· π 360 Β· π¦ 3.3K Β· π 150 - 17% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/django-haystack/pysolr
@@ -3253,7 +3252,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (π₯29 Β· β 3.4K) - Confluents Kafka Python Client. Apache-2
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 900 Β· π¦ 8.5K):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 900 Β· π¦ 8.6K):
```
git clone https://github.com/confluentinc/confluent-kafka-python
@@ -3269,24 +3268,40 @@ _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 81 Β· π¦ 320 Β· π 350 - 31% open Β· β±οΈ 23.01.2024):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 82 Β· π¦ 320 Β· π 350 - 31% open Β· β±οΈ 23.01.2024):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 16K / month Β· π¦ 11 Β· β±οΈ 23.01.2024):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 17K / month Β· π¦ 11 Β· β±οΈ 23.01.2024):
```
pip install piccolo
```
dataset (π₯28 Β· β 4.7K Β· π€) - Easy-to-use data handling for SQL data stores with support for.. MIT
+
+- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 77 Β· π 290 Β· π¦ 3.6K Β· π 290 - 10% open Β· β±οΈ 12.07.2023):
+
+ ```
+ git clone https://github.com/pudo/dataset
+ ```
+- [PyPi](https://pypi.org/project/dataset) (π₯ 92K / month):
+ ```
+ pip install dataset
+ ```
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 7.9K Β· β±οΈ 12.07.2023):
+ ```
+ conda install -c conda-forge dataset
+ ```
+prisma (π₯28 Β· β 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 28 Β· π 68 Β· π 380 - 52% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 28 Β· π 68 Β· π 380 - 52% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 65K / month Β· π¦ 16 Β· β±οΈ 14.01.2024):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 71K / month Β· π¦ 16 Β· β±οΈ 14.01.2024):
```
pip install prisma
```
@@ -3310,7 +3325,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 52K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 54K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
```
pip install happybase
```
@@ -3321,31 +3336,31 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (π₯23 Β· β 150 Β· π€) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 990 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¦ 1K 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₯ 12K / month Β· π¦ 48 Β· β±οΈ 15.06.2023):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 13K / month Β· π¦ 48 Β· β±οΈ 15.06.2023):
```
pip install filedepot
```
aioprometheus (π₯22 Β· β 160) - A Prometheus Python client library for asyncio-based applications. MIT
-- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 18 Β· π¦ 220 Β· π 34 - 29% open Β· β±οΈ 27.12.2023):
+- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 18 Β· π¦ 220 Β· π 35 - 31% open Β· β±οΈ 27.12.2023):
```
git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 150K / month Β· π¦ 12 Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 170K / month Β· π¦ 12 Β· β±οΈ 27.12.2023):
```
pip install aioprometheus
```
psycopg3 (π₯19 Β· β 1.3K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
+psycopg3 (π₯19 Β· β 1.4K) - New generation PostgreSQL database adapter for the Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 50 Β· π 140 Β· π 410 - 10% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/psycopg/psycopg) (π¨βπ» 51 Β· π 140 Β· π 400 - 7% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/psycopg/psycopg
@@ -3354,8 +3369,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects...
- psycopg2 (π₯37 Β· β 3.1K) - PostgreSQL database adapter for the Python..βοΈBSD-3-Clause-Attribution
-- pyodbc (π₯34 Β· β 2.8K) - Python ODBC bridge. βοΈMIT-0
-- google-cloud-bigtable (π₯31 Β· β 58) - Google Cloud Bigtable API client library. Apache-2
+- pyodbc (π₯35 Β· β 2.8K) - Python ODBC bridge. βοΈMIT-0
+- google-cloud-bigtable (π₯31 Β· β 59) - 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₯28 Β· β 1.9K Β· π) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2
@@ -3364,9 +3379,9 @@ _Libraries for connecting to, operating, and querying databases._
- pyhdb (π₯24 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
- py2neo (π₯23 Β· β 6) - 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
-- PugSQL (π₯20 Β· β 650 Β· π) - A HugSQL-inspired database library for Python. Apache-2
-- PyMODM (π₯20 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
-- gsheets-db-api (π₯20 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
+- PugSQL (π₯21 Β· β 650 Β· π) - A HugSQL-inspired database library for Python. Apache-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
- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
- lazydata (π₯16 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
@@ -3381,32 +3396,32 @@ _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 2.5K Β· π¦ 36K Β· π 2.7K - 24% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 550 Β· π 2.5K Β· π¦ 37K Β· π 2.7K - 24% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 7M / month Β· π¦ 870 Β· β±οΈ 30.12.2023):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 7.5M / month Β· π¦ 880 Β· β±οΈ 30.12.2023):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 630K Β· β±οΈ 03.01.2024):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 640K Β· β±οΈ 03.01.2024):
```
conda install -c conda-forge datasets
```
Faker (π₯43 Β· β 17K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 560 Β· π 1.9K Β· π¦ 200K Β· π 690 - 2% open Β· β±οΈ 29.01.2024):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 560 Β· π 1.9K Β· π¦ 200K Β· π 690 - 2% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 12M / month Β· π¦ 3.3K Β· β±οΈ 29.01.2024):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 13M / month Β· π¦ 3.3K Β· β±οΈ 07.02.2024):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 890K Β· β±οΈ 30.01.2024):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 890K Β· β±οΈ 07.02.2024):
```
conda install -c conda-forge faker
```
@@ -3427,14 +3442,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge xlwings
```
xmltodict (π₯35 Β· β 5.3K Β· π€) - Python module that makes working with XML feel like you are.. MIT
+
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 63K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
+
+ ```
+ git clone https://github.com/martinblech/xmltodict
+ ```
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 33M / month Β· π¦ 5.7K Β· β±οΈ 08.05.2022):
+ ```
+ pip install xmltodict
+ ```
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 3.6M Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge xmltodict
+ ```
+Tablib (π₯35 Β· β 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 590 Β· π¦ 91K Β· π 260 - 12% open Β· β±οΈ 01.01.2024):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 590 Β· π¦ 92K Β· π 260 - 12% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/jazzband/tablib
```
-- [PyPi](https://pypi.org/project/tablib) (π₯ 1.8M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/tablib) (π₯ 1.9M / month Β· π¦ 1.3K Β· β±οΈ 20.07.2023):
```
pip install tablib
```
@@ -3443,30 +3474,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge tablib
```
xmltodict (π₯34 Β· β 5.3K Β· π€) - Python module that makes working with XML feel like you are.. MIT
+gdown (π₯34 Β· β 3.7K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 470 Β· π¦ 62K Β· π 250 - 34% open Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 18 Β· π 320 Β· π¦ 26K Β· π 150 - 14% open Β· β±οΈ 03.02.2024):
```
- git clone https://github.com/martinblech/xmltodict
+ git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 32M / month Β· π¦ 5.7K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.7M / month Β· π¦ 460 Β· β±οΈ 03.02.2024):
```
- pip install xmltodict
+ pip install gdown
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 3.6M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 250K Β· β±οΈ 03.02.2024):
```
- conda install -c conda-forge xmltodict
+ conda install -c conda-forge gdown
```
python-magic (π₯34 Β· β 2.5K) - A python wrapper for libmagic. MIT
-- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 61 Β· π 310 Β· π¦ 52K Β· π 200 - 7% open Β· β±οΈ 09.10.2023):
+- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 61 Β· π 310 Β· π¦ 53K Β· π 200 - 8% open Β· β±οΈ 09.10.2023):
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.5M / month Β· π¦ 3.4K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 6.7M / month Β· π¦ 3.4K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
@@ -3475,25 +3506,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge python-magic
```
gdown (π₯33 Β· β 3.7K) - Google Drive Public File/Folder Downloader (curl/wget fails due to the.. MIT
-
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 17 Β· π 310 Β· π¦ 26K Β· π 150 - 14% open Β· β±οΈ 28.01.2024):
-
- ```
- git clone https://github.com/wkentaro/gdown
- ```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.5M / month Β· π¦ 460 Β· β±οΈ 26.01.2024):
- ```
- pip install gdown
- ```
-- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 250K Β· β±οΈ 26.01.2024):
- ```
- conda install -c conda-forge gdown
- ```
-csvkit (π₯32 Β· β 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT
-- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.6K Β· π 900 - 3% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/wireservice/csvkit) (π¨βπ» 110 Β· π 600 Β· π¦ 1.6K Β· π 900 - 3% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/wireservice/csvkit
@@ -3507,9 +3522,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge csvkit
```
smart-open (π₯31 Β· β 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+smart-open (π₯32 Β· β 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 110 Β· π 380 Β· π 380 - 18% open Β· β±οΈ 12.01.2024):
+- [GitHub](https://github.com/piskvorky/smart_open) (π¨βπ» 110 Β· π 380 Β· π 380 - 18% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/RaRe-Technologies/smart_open
@@ -3539,36 +3554,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pandas-datareader
```
snorkel (π₯30 Β· β 5.6K) - A system for quickly generating training data with weak supervision. Apache-2
+Intake (π₯31 Β· β 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
-- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 81 Β· π 850 Β· π₯ 1.1K Β· π¦ 450 Β· π 980 - 2% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 140 Β· π¦ 2K Β· π 360 - 28% open Β· β±οΈ 05.02.2024):
```
- git clone https://github.com/snorkel-team/snorkel
+ git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 29K / month Β· π¦ 14 Β· β±οΈ 29.07.2022):
+- [PyPi](https://pypi.org/project/intake) (π₯ 56K / month Β· π¦ 130 Β· β±οΈ 02.02.2024):
```
- pip install snorkel
+ pip install intake
```
-- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 47K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 540K Β· β±οΈ 02.02.2024):
```
- conda install -c conda-forge snorkel
+ conda install -c conda-forge intake
```
Intake (π₯30 Β· β 970 Β· π) - Intake is a lightweight package for finding, investigating, loading.. BSD-2
+snorkel (π₯30 Β· β 5.6K) - A system for quickly generating training data with weak supervision. Apache-2
-- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 140 Β· π¦ 1.9K Β· π 370 - 31% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 81 Β· π 850 Β· π₯ 1.1K Β· π¦ 460 Β· π 980 - 2% open Β· β±οΈ 01.02.2024):
```
- git clone https://github.com/intake/intake
+ git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 53K / month Β· π¦ 130 Β· β±οΈ 04.12.2023):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 31K / month Β· π¦ 14 Β· β±οΈ 29.07.2022):
```
- pip install intake
+ pip install snorkel
```
-- [Conda](https://anaconda.org/conda-forge/intake) (π₯ 540K 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 intake
+ conda install -c conda-forge snorkel
```
img2dataset (π₯28 Β· β 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
@@ -3578,7 +3593,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 22.01.2024):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 33K / month Β· π¦ 2 Β· β±οΈ 22.01.2024):
```
pip install img2dataset
```
@@ -3590,7 +3605,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 5.6K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 5.9K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
@@ -3602,19 +3617,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 670 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 730 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
```
pip install rows
```
Upgini (π₯22 Β· β 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
+Upgini (π₯21 Β· β 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 12 Β· π 24 Β· π¦ 5 Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 12 Β· π 24 Β· π¦ 5 Β· β±οΈ 08.02.2024):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 8.2K / month Β· β±οΈ 01.02.2024):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 7.2K / month Β· β±οΈ 08.02.2024):
```
pip install upgini
```
@@ -3626,7 +3641,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/camelot-dev/excalibur
```
-- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 990 / month Β· β±οΈ 21.03.2020):
+- [PyPi](https://pypi.org/project/excalibur-py) (π₯ 1K / month Β· β±οΈ 21.03.2020):
```
pip install excalibur-py
```
@@ -3638,7 +3653,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/merantix-momentum/squirrel-core
```
-- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 2K / month Β· β±οΈ 15.01.2024):
+- [PyPi](https://pypi.org/project/squirrel-core) (π₯ 1.8K / month Β· β±οΈ 15.01.2024):
```
pip install squirrel-core
```
@@ -3649,10 +3664,10 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects...
-- xlrd (π₯32 Β· β 2.1K Β· π) - Please use openpyxl where you can...BSD-3
+- xlrd (π₯33 Β· β 2.1K Β· π) - Please use openpyxl where you can... BSD-3
- PDFMiner (π₯31 Β· β 5.2K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- SDV (π₯31 Β· β 1.8K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
-- tabulator-py (π₯28 Β· β 230 Β· π) - Python library for reading and writing tabular data via streams. MIT
+- tabulator-py (π₯28 Β· β 240 Β· π) - Python library for reading and writing tabular data via streams. MIT
- textract (π₯27 Β· β 3.7K Β· π) - extract text from any document. no muss. no fuss. MIT
- Singer (π₯27 Β· β 1.2K Β· π) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
- messytables (π₯24 Β· β 390 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
@@ -3672,12 +3687,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯48 Β· β 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.2K Β· π 13K Β· π₯ 590K Β· π¦ 9.4K Β· π 8.7K - 10% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.2K Β· π 13K Β· π₯ 590K Β· π¦ 9.5K Β· π 8.7K - 10% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 28M / month Β· π¦ 340 Β· β±οΈ 19.01.2024):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 27M / month Β· π¦ 350 Β· β±οΈ 19.01.2024):
```
pip install apache-airflow
```
@@ -3685,19 +3700,19 @@ _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₯ 620M Β· β 500 Β· β±οΈ 01.02.2024):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 650M Β· β 500 Β· β±οΈ 01.02.2024):
```
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 - 13% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.6K Β· π¦ 130K Β· π 5K - 13% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 8.8M / month Β· π¦ 15K Β· β±οΈ 17.01.2024):
+- [PyPi](https://pypi.org/project/celery) (π₯ 9.4M / month Β· π¦ 15K Β· β±οΈ 17.01.2024):
```
pip install celery
```
@@ -3708,60 +3723,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (π₯43 Β· β 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 450 Β· π 1.4K Β· π¦ 4.4K Β· π 4.5K - 14% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 450 Β· π 1.4K Β· π¦ 4.4K Β· π 4.5K - 14% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 680K / month Β· π¦ 160 Β· β±οΈ 30.01.2024):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 720K / month Β· π¦ 160 Β· β±οΈ 01.02.2024):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 600K Β· β±οΈ 30.01.2024):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 600K Β· β±οΈ 02.02.2024):
```
conda install -c conda-forge prefect
```
Dagster (π₯41 Β· β 9.5K) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯41 Β· β 9.6K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 390 Β· π 1.2K Β· π¦ 1.9K Β· π 6.9K - 34% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 400 Β· π 1.2K Β· π¦ 1.9K Β· π 6.6K - 30% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 1.2M / month Β· π¦ 140 Β· β±οΈ 29.01.2024):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 1.1M / month):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.1M Β· β±οΈ 01.02.2024):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.1M Β· β±οΈ 02.02.2024):
```
conda install -c conda-forge dagster
```
Beam (π₯41 Β· β 7.4K) - 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¦ 3 Β· π 6.5K - 66% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 3 Β· π 6.5K - 66% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.7M / month Β· π¦ 180 Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.8M / month Β· π¦ 180 Β· β±οΈ 07.02.2024):
```
pip install apache-beam
```
-- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 59K Β· β±οΈ 31.01.2024):
+- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (π₯ 60K Β· β±οΈ 31.01.2024):
```
conda install -c conda-forge apache-beam-with-aws
```
Great Expectations (π₯40 Β· β 9.2K) - 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 - 9% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 430 Β· π 1.5K Β· π 1.8K - 10% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 13M / month Β· π¦ 57 Β· β±οΈ 11.01.2024):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 14M / month Β· π¦ 57 Β· β±οΈ 11.01.2024):
```
pip install great_expectations
```
@@ -3772,7 +3787,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (π₯39 Β· β 9.4K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 16K Β· π 1.1K - 16% open Β· β±οΈ 19.01.2024):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 300 Β· π 1.4K Β· π¦ 16K Β· π 1.1K - 17% open Β· β±οΈ 19.01.2024):
```
git clone https://github.com/rq/rq
@@ -3788,12 +3803,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (π₯39 Β· β 8.2K) - 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₯ 3.9K Β· π¦ 4.2K Β· π 4.9K - 11% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.4K Β· π₯ 3.9K Β· π¦ 4.2K Β· π 4.9K - 9% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 97K / month Β· π¦ 30 Β· β±οΈ 31.01.2024):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 150K / month):
```
pip install dbt
```
@@ -3802,70 +3817,70 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge dbt
```
luigi (π₯38 Β· β 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
+joblib (π₯38 Β· β 3.6K) - Computing with Python functions. BSD-3
-- [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 23.01.2024):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 130 Β· π 380 Β· π¦ 390K Β· π 870 - 46% open Β· β±οΈ 01.12.2023):
```
- git clone https://github.com/spotify/luigi
+ git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 440K / month Β· π¦ 420 Β· β±οΈ 15.01.2024):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 44M / month Β· π¦ 6.7K Β· β±οΈ 09.08.2023):
```
- pip install luigi
+ pip install joblib
```
-- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 14K Β· π¦ 2 Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 24M Β· β±οΈ 09.08.2023):
```
- conda install -c anaconda luigi
+ conda install -c conda-forge joblib
```
joblib (π₯38 Β· β 3.6K) - Computing with Python functions. BSD-3
+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/joblib/joblib) (π¨βπ» 130 Β· π 380 Β· π¦ 390K Β· π 870 - 46% open Β· β±οΈ 01.12.2023):
+- [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 23.01.2024):
```
- git clone https://github.com/joblib/joblib
+ git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 43M / month Β· π¦ 6.6K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 410K / month Β· π¦ 420 Β· β±οΈ 15.01.2024):
```
- pip install joblib
+ pip install luigi
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 24M Β· β±οΈ 09.08.2023):
+- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 14K Β· π¦ 2 Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge joblib
+ conda install -c anaconda luigi
```
Kedro (π₯37 Β· β 9.2K) - 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 860 Β· π¦ 2.1K Β· π 1.7K - 16% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 860 Β· π¦ 2.2K Β· π 1.7K - 16% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 380K / month Β· π¦ 73 Β· β±οΈ 22.01.2024):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 400K / month Β· π¦ 73 Β· β±οΈ 22.01.2024):
```
pip install kedro
```
Activeloop (π₯34 Β· β 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
+Activeloop (π₯34 Β· β 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 570 Β· π¦ 2.6K Β· π 440 - 12% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 120 Β· π 580 Β· π¦ 2.6K Β· π 440 - 12% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 2.8K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 3K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
```
pip install hub
```
zenml (π₯33 Β· β 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 89 Β· π 380 Β· π₯ 1 Β· π¦ 360 Β· π 280 - 23% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 89 Β· π 380 Β· π₯ 1 Β· π¦ 370 Β· π 290 - 21% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 22K / month Β· π¦ 2 Β· β±οΈ 26.01.2024):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 28K / month Β· π¦ 2 Β· β±οΈ 06.02.2024):
```
pip install zenml
```
@@ -3877,7 +3892,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 93K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
+- [PyPi](https://pypi.org/project/huey) (π₯ 99K / month Β· π¦ 180 Β· β±οΈ 20.09.2023):
```
pip install huey
```
@@ -3886,26 +3901,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge huey
```
whylogs (π₯31 Β· β 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 32 Β· π 110 Β· π₯ 44 Β· π¦ 230 Β· π 420 - 4% open Β· β±οΈ 31.01.2024):
-
- ```
- git clone https://github.com/whylabs/whylogs
- ```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 200K / month Β· π¦ 6 Β· β±οΈ 31.01.2024):
- ```
- pip install whylogs
- ```
-petl (π₯31 Β· β 1.2K) - Python Extract Transform and Load Tables of Data. MIT
-- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 63 Β· π 190 Β· π¦ 3.5K Β· π 460 - 18% open Β· β±οΈ 22.08.2023):
+- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 63 Β· π 190 Β· π¦ 3.6K Β· π 460 - 18% open Β· β±οΈ 22.08.2023):
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 1.5M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
+- [PyPi](https://pypi.org/project/petl) (π₯ 1.6M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
```
pip install petl
```
@@ -3914,6 +3917,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge petl
```
whylogs (π₯30 Β· β 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
+
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 32 Β· π 110 Β· π₯ 44 Β· π¦ 240 Β· π 420 - 4% open Β· β±οΈ 31.01.2024):
+
+ ```
+ git clone https://github.com/whylabs/whylogs
+ ```
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 210K / month Β· π¦ 6 Β· β±οΈ 31.01.2024):
+ ```
+ pip install whylogs
+ ```
+faust (π₯29 Β· β 6.7K Β· π€) - Python Stream Processing. BSD-3
- [GitHub](https://github.com/robinhood/faust) (π¨βπ» 95 Β· π 550 Β· π¦ 1.8K Β· π 530 - 53% open Β· β±οΈ 23.02.2023):
@@ -3928,12 +3943,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (π₯29 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 220 Β· π¦ 120 Β· π 860 - 11% open Β· β±οΈ 25.01.2024):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 80 Β· π 220 Β· π¦ 120 Β· π 860 - 11% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.6K / month Β· π¦ 7 Β· β±οΈ 29.11.2023):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.3K / month Β· π¦ 7 Β· β±οΈ 08.02.2024):
```
pip install ploomber
```
@@ -3949,23 +3964,35 @@ _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₯ 190K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 200K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
```
pip install mleap
```
-- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 78K Β· β±οΈ 15.11.2023):
+- [Conda](https://anaconda.org/conda-forge/mleap) (π₯ 79K Β· β±οΈ 15.11.2023):
```
conda install -c conda-forge mleap
```
PyFunctional (π₯27 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¦ 750 Β· π 130 - 7% open Β· β±οΈ 27.09.2023):
+
+ ```
+ git clone https://github.com/EntilZha/PyFunctional
+ ```
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 160K / month):
+ ```
+ pip install pyfunctional
+ ```
+arq (π₯27 Β· β 1.8K) - 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¦ 520 Β· π 210 - 33% open Β· β±οΈ 30.10.2023):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 55 Β· π 150 Β· π¦ 530 Β· π 210 - 33% open Β· β±οΈ 30.10.2023):
```
git clone https://github.com/samuelcolvin/arq
```
-- [PyPi](https://pypi.org/project/arq) (π₯ 94K / month Β· π¦ 21 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/arq) (π₯ 91K / month Β· π¦ 21 Β· β±οΈ 02.12.2022):
```
pip install arq
```
@@ -3974,28 +4001,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge arq
```
PyFunctional (π₯26 Β· β 2.3K) - Python library for creating data pipelines with chain functional.. MIT
+dbnd (π₯26 Β· β 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 750 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/databand-ai/dbnd) (π¨βπ» 76 Β· π 34 Β· π¦ 36 Β· π 28 - 85% open Β· β±οΈ 01.02.2024):
```
- git clone https://github.com/EntilZha/PyFunctional
+ git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 160K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 250K / month Β· π¦ 25 Β· β±οΈ 02.02.2024):
```
- pip install pyfunctional
+ pip install dbnd
```
dbnd (π₯26 Β· β 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2
+Optimus (π₯25 Β· β 1.4K Β· π€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark
-- [GitHub](https://github.com/databand-ai/dbnd) (π¨βπ» 74 Β· π 34 Β· π¦ 36 Β· π 28 - 85% open Β· β±οΈ 25.12.2023):
+- [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/databand-ai/dbnd
+ git clone https://github.com/hi-primus/optimus
```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 250K / month Β· π¦ 25 Β· β±οΈ 25.12.2023):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 8.2K / month Β· β±οΈ 19.07.2020):
```
- pip install dbnd
+ pip install optimuspyspark
```
Pypeline (π₯24 Β· β 1.5K Β· π€) - Concurrent data pipelines in Python . MIT
@@ -4005,7 +4032,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 140K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 130K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4014,26 +4041,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pypeln
```
Optimus (π₯24 Β· β 1.4K Β· π€) - Agile Data Preparation Workflows madeeasy with Pandas,.. 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₯ 7.3K / month Β· β±οΈ 19.07.2020):
- ```
- pip install optimuspyspark
- ```
-TaskTiger (π₯24 Β· β 1.3K) - Python task queue using Redis. MIT
+TaskTiger (π₯23 Β· β 1.3K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 30 Β· π 80 Β· π¦ 29 Β· π 87 - 52% open Β· β±οΈ 14.12.2023):
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4K / month Β· π¦ 10 Β· β±οΈ 14.12.2023):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.6K / month Β· π¦ 10 Β· β±οΈ 14.12.2023):
```
pip install tasktiger
```
@@ -4045,45 +4060,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 320 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 460 / month Β· β±οΈ 01.08.2023):
```
pip install batchflow
```
Mara Pipelines (π₯18 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 42 - 61% open Β· β±οΈ 07.12.2023):
+- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 34 - 52% open Β· β±οΈ 07.12.2023):
```
git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 130 / month Β· π¦ 1 Β· β±οΈ 06.12.2023):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 120 / month):
```
pip install mara-pipelines
```
Databolt Flow (π₯18 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
+flupy (π₯17 Β· β 180 Β· π€) - Fluent data pipelines for python and your shell. MIT
-- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 76 Β· π¦ 28 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
+- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 6 Β· π 14 Β· π 13 - 7% open Β· β±οΈ 25.04.2023):
```
- git clone https://github.com/d6t/d6tflow
+ git clone https://github.com/olirice/flupy
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 170 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 220K / month Β· β±οΈ 21.10.2022):
```
- pip install d6tflow
+ pip install flupy
```
flupy (π₯17 Β· β 180 Β· π€) - Fluent data pipelines for python and your shell. MIT
+Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
-- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 6 Β· π 14 Β· π 13 - 7% open Β· β±οΈ 25.04.2023):
+- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 76 Β· π¦ 28 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
```
- git clone https://github.com/olirice/flupy
+ git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/flupy) (π₯ 210K / month Β· β±οΈ 21.10.2022):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 210 / month):
```
- pip install flupy
+ pip install d6tflow
```
Show 14 hidden projects...
@@ -4096,12 +4111,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (π₯21 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.MIT
- pdpipe (π₯20 Β· β 710 Β· π) - Easy pipelines for pandas DataFrames. MIT Apache-2 spark
-- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- bodywork-core (π₯17 Β· β 430 Β· π) - ML pipeline orchestration and model deployments on.. βοΈAGPL-3.0
-- kale (π₯16 Β· β 610 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
+- riko (π₯16 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
+- kale (π₯16 Β· β 620 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
- 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
- datajob (π₯13 Β· β 110 Β· π) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2
+- RasgoQL (π₯12 Β· β 270 Β· π) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
@@ -4111,7 +4126,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (π₯37 Β· β 2.4K) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 520 Β· π¦ 1.1M Β· π 590 - 46% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 520 Β· π¦ 1.1M Β· π 600 - 46% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/yaml/pyyaml
@@ -4125,9 +4140,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pyyaml
```
XlsxWriter (π₯36 Β· β 3.4K) - A Python module for creating Excel XLSX files. BSD-2
+XlsxWriter (π₯35 Β· β 3.4K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 72K Β· π 910 - 1% open Β· β±οΈ 08.11.2023):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 72K Β· π 910 - 1% open Β· β±οΈ 03.02.2024):
```
git clone https://github.com/jmcnamara/XlsxWriter
@@ -4152,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install jmespath
```
-- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 17M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 18M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge jmespath
```
@@ -4163,14 +4178,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯35 Β· β 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
+deepdiff (π₯34 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¦ 9.2K 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¦ 9.3K 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₯ 9.5M / month Β· π¦ 860 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 8.8M / month Β· π¦ 860 Β· β±οΈ 14.11.2023):
```
pip install deepdiff
```
@@ -4186,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ilevkivskyi/typing_inspect
```
-- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 26M / month Β· π¦ 410 Β· β±οΈ 24.05.2023):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 27M / month Β· π¦ 410 Β· β±οΈ 24.05.2023):
```
pip install typing_inspect
```
@@ -4208,12 +4223,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (π₯43 Β· β 5K) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 390 Β· π¦ 940K Β· π 680 - 17% open Β· β±οΈ 26.01.2024):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 150 Β· π 390 Β· π¦ 940K Β· π 680 - 17% open Β· β±οΈ 04.02.2024):
```
git clone https://github.com/python-attrs/attrs
```
-- [PyPi](https://pypi.org/project/attrs) (π₯ 180M / month Β· π¦ 18K Β· β±οΈ 31.12.2023):
+- [PyPi](https://pypi.org/project/attrs) (π₯ 180M / month Β· π¦ 19K Β· β±οΈ 31.12.2023):
```
pip install attrs
```
@@ -4224,12 +4239,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (π₯40 Β· β 3.3K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 120 Β· π 260 Β· π₯ 2.9K Β· π¦ 210K Β· π 290 - 5% open Β· β±οΈ 25.01.2024):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 120 Β· π 260 Β· π₯ 2.9K Β· π¦ 210K Β· π 290 - 5% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 64M / month Β· π¦ 9.1K Β· β±οΈ 08.01.2024):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 67M / month Β· π¦ 9.1K Β· β±οΈ 08.01.2024):
```
pip install more-itertools
```
@@ -4238,14 +4253,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge more-itertools
```
toolz (π₯36 Β· β 4.4K) - A functional standard library for Python. BSD-3
+toolz (π₯37 Β· β 4.5K) - A functional standard library for Python. BSD-3
- [GitHub](https://github.com/pytoolz/toolz) (π¨βπ» 77 Β· π 300 Β· π¦ 130K Β· π 260 - 45% open Β· β±οΈ 24.01.2024):
```
git clone https://github.com/pytoolz/toolz
```
-- [PyPi](https://pypi.org/project/toolz) (π₯ 23M / month Β· π¦ 3.5K Β· β±οΈ 24.01.2024):
+- [PyPi](https://pypi.org/project/toolz) (π₯ 26M / month Β· π¦ 3.5K Β· β±οΈ 24.01.2024):
```
pip install toolz
```
@@ -4256,12 +4271,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (π₯34 Β· β 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 89 Β· π 350 Β· π₯ 25 Β· π¦ 6.2K Β· π 170 - 38% open Β· β±οΈ 15.01.2024):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 89 Β· π 350 Β· π₯ 25 Β· π¦ 6.3K Β· π 170 - 38% open Β· β±οΈ 15.01.2024):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 3.5M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3.4M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
```
pip install boltons
```
@@ -4270,30 +4285,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge boltons
```
tenacity (π₯32 Β· β 5.7K) - Retrying library for Python. Apache-2
+tenacity (π₯33 Β· β 5.7K) - Retrying library for Python. Apache-2
-- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 87 Β· π 250 Β· π 240 - 38% open Β· β±οΈ 18.12.2023):
+- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 88 Β· π 250 Β· π 240 - 37% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 41M / month Β· π¦ 1.7K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 43M / month Β· π¦ 1.8K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
-- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.8M Β· β±οΈ 14.08.2023):
+- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 5.9M Β· β±οΈ 14.08.2023):
```
conda install -c conda-forge tenacity
```
funcy (π₯30 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
-- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 33 Β· π 140 Β· π¦ 10K Β· π 81 - 11% open Β· β±οΈ 17.12.2023):
+- [GitHub](https://github.com/Suor/funcy) (π¨βπ» 33 Β· π 140 Β· π¦ 10K Β· π 81 - 11% open Β· β±οΈ 01.02.2024):
```
git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.5M / month Β· π¦ 640 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.6M / month Β· π¦ 650 Β· β±οΈ 28.03.2023):
```
pip install funcy
```
@@ -4304,28 +4319,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (π₯30 Β· β 3.1K) - 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¦ 510 Β· π 420 - 15% open Β· β±οΈ 30.01.2024):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 48 Β· π 100 Β· π¦ 520 Β· π 420 - 15% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 140K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/returns) (π₯ 130K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 8.2K Β· β±οΈ 28.08.2023):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 8.3K Β· β±οΈ 28.08.2023):
```
conda install -c conda-forge returns
```
natsort (π₯29 Β· β 820 Β· π€) - Simple yet flexible natural sorting in Python. MIT
+natsort (π₯30 Β· β 820 Β· π€) - Simple yet flexible natural sorting in Python. MIT
-- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 48 Β· π¦ 26K Β· π 91 - 2% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 49 Β· π¦ 26K Β· π 91 - 2% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 4.1M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 4.2M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
pip install natsort
```
@@ -4341,7 +4356,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 18K / month Β· π¦ 66 Β· β±οΈ 27.10.2023):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 20K / month Β· π¦ 66 Β· β±οΈ 27.10.2023):
```
pip install ubelt
```
@@ -4352,7 +4367,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 6 hidden projects...
-- python-dependency-injector (π₯32 Β· β 3.4K Β· π) - Dependency injection framework for Python.BSD-3
+- python-dependency-injector (π₯31 Β· β 3.5K Β· π) - Dependency injection framework for Python. BSD-3
- 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 690 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
@@ -4367,12 +4382,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯42 Β· β 58K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.8K Β· π 29K Β· π¦ 4 Β· π 68K - 12% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.8K Β· π 29K Β· π¦ 4 Β· π 68K - 12% open Β· β±οΈ 08.02.2024):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 11K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 48 / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4387,7 +4402,7 @@ _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» 620 Β· π 7.1K Β· π₯ 72K Β· π 5.5K - 31% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 620 Β· π 7.1K Β· π₯ 72K Β· π 5.5K - 31% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/micropython/micropython
@@ -4399,7 +4414,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (π₯22 Β· β 2.5K Β· π€) - A faster and highly-compatible implementation of the Python.. Apache-2
-- [GitHub](https://github.com/pyston/pyston) (π¨βπ» 1K Β· π 89 Β· π₯ 23K Β· π 100 - 45% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/pyston/pyston) (π¨βπ» 1K Β· π 89 Β· π₯ 23K Β· π 100 - 44% open Β· β±οΈ 28.02.2023):
```
git clone https://github.com/pyston/pyston
@@ -4408,7 +4423,7 @@ _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 970 Β· π) - The Stackless Python programming language. βUnlicensed
+- stackless (π₯17 Β· β 980 Β· π) - The Stackless Python programming language. βUnlicensed
- cl-python (π₯11 Β· β 360) - An implementation of Python in Common Lisp. βUnlicensed
@@ -4419,12 +4434,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (π₯43 Β· β 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 830 Β· π 560 Β· π¦ 660K Β· π 1.8K - 23% open Β· β±οΈ 28.01.2024):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 830 Β· π 580 Β· π¦ 660K Β· π 1.8K - 23% open Β· β±οΈ 01.02.2024):
```
git clone https://github.com/pygments/pygments
```
-- [PyPi](https://pypi.org/project/pygments) (π₯ 82M / month Β· π¦ 37K Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/pygments) (π₯ 85M / month Β· π¦ 37K Β· β±οΈ 21.11.2023):
```
pip install pygments
```
@@ -4433,14 +4448,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pygments
```
cookiecutter (π₯40 Β· β 21K) - A cross-platform command-line utility that creates projects from.. BSD-3
+cookiecutter (π₯41 Β· β 21K Β· π) - A cross-platform command-line utility that creates projects.. BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 320 Β· π 2K Β· π¦ 25K Β· π 860 - 25% open Β· β±οΈ 23.01.2024):
```
git clone https://github.com/cookiecutter/cookiecutter
```
-- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 3.2M / month Β· π¦ 1.6K Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/cookiecutter) (π₯ 3.3M / month Β· π¦ 1.6K Β· β±οΈ 21.11.2023):
```
pip install cookiecutter
```
@@ -4451,7 +4466,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (π₯38 Β· β 2K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 62 Β· π 260 Β· π₯ 9.3K Β· π¦ 930K Β· π 330 - 10% open Β· β±οΈ 20.11.2023):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 62 Β· π 260 Β· π₯ 9.4K Β· π¦ 930K Β· π 330 - 10% open Β· β±οΈ 20.11.2023):
```
git clone https://github.com/pyparsing/pyparsing
@@ -4467,12 +4482,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (π₯36 Β· β 3.1K) - Complete C99 parser in pure Python. BSD-3
-- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 580 Β· π¦ 740K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
+- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 590 Β· π¦ 750K Β· π 340 - 8% open Β· β±οΈ 18.08.2023):
```
git clone https://github.com/eliben/pycparser
```
-- [PyPi](https://pypi.org/project/pycparser) (π₯ 130M / month Β· π¦ 17K Β· β±οΈ 06.11.2021):
+- [PyPi](https://pypi.org/project/pycparser) (π₯ 140M / month Β· π¦ 17K Β· β±οΈ 06.11.2021):
```
pip install pycparser
```
@@ -4481,30 +4496,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pycparser
```
wrapt (π₯34 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 190 - 26% open Β· β±οΈ 10.11.2023):
-
- ```
- git clone https://github.com/GrahamDumpleton/wrapt
- ```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 110M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
- ```
- pip install wrapt
- ```
-- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 14M Β· β±οΈ 09.11.2023):
- ```
- conda install -c conda-forge wrapt
- ```
-Copier (π₯34 Β· β 1.4K) - Library and command-line utility for rendering projects templates. MIT
+Copier (π₯34 Β· β 1.5K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 71 Β· π 150 Β· π¦ 830 Β· π 430 - 12% open Β· β±οΈ 01.02.2024):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 71 Β· π 150 Β· π¦ 830 Β· π 440 - 13% open Β· β±οΈ 05.02.2024):
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 190K / month Β· π¦ 48 Β· β±οΈ 16.01.2024):
+- [PyPi](https://pypi.org/project/copier) (π₯ 200K / month Β· π¦ 48 Β· β±οΈ 16.01.2024):
```
pip install copier
```
@@ -4520,19 +4519,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install py4j
```
-- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 4.9M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 5M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge py4j
```
pluggy (π₯34 Β· β 1.1K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 50 Β· π 130 Β· π 180 - 28% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 51 Β· π 130 Β· π 180 - 28% open Β· β±οΈ 06.02.2024):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 99M / month Β· π¦ 11K Β· β±οΈ 24.01.2024):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 110M / month Β· π¦ 11K Β· β±οΈ 24.01.2024):
```
pip install pluggy
```
@@ -4541,14 +4540,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pluggy
```
diagrams (π₯33 Β· β 34K Β· π) - Diagram as Code for prototyping cloud system architectures. MIT
+diagrams (π₯33 Β· β 34K) - Diagram as Code for prototyping cloud system architectures. MIT
- [GitHub](https://github.com/mingrammer/diagrams) (π¨βπ» 140 Β· π 2.2K Β· π¦ 1.3K Β· π 540 - 65% open Β· β±οΈ 05.01.2024):
```
git clone https://github.com/mingrammer/diagrams
```
-- [PyPi](https://pypi.org/project/diagrams) (π₯ 140K / month Β· π¦ 39 Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/diagrams) (π₯ 150K / month Β· π¦ 39 Β· β±οΈ 30.10.2023):
```
pip install diagrams
```
@@ -4557,14 +4556,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge diagrams
```
wrapt (π₯33 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
+
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 220 Β· π 190 - 26% open Β· β±οΈ 10.11.2023):
+
+ ```
+ git clone https://github.com/GrahamDumpleton/wrapt
+ ```
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 110M / month Β· π¦ 12K Β· β±οΈ 09.11.2023):
+ ```
+ pip install wrapt
+ ```
+- [Conda](https://anaconda.org/conda-forge/wrapt) (π₯ 14M Β· β±οΈ 09.11.2023):
+ ```
+ conda install -c conda-forge wrapt
+ ```
+decorator (π₯33 Β· β 800) - Decorators for Humans. BSD-2
-- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 520K Β· π 110 - 12% open Β· β±οΈ 23.08.2023):
+- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 530K Β· π 110 - 12% open Β· β±οΈ 23.08.2023):
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 63M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 67M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4573,14 +4588,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge decorator
```
fastcore (π₯30 Β· β 890 Β· π€) - Python supercharged for the fastai library. Apache-2
+fastcore (π₯31 Β· β 890 Β· π€) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 5.4K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 5.5K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 670K / month Β· π¦ 330 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 780K / month Β· π¦ 330 Β· β±οΈ 28.03.2023):
```
pip install fastcore
```
@@ -4596,7 +4611,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pyscaffold/pyscaffold
```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 200K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 250K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
```
pip install pyscaffold
```
@@ -4612,7 +4627,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/arsenetar/send2trash
```
-- [PyPi](https://pypi.org/project/send2trash) (π₯ 12M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 14M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
```
pip install send2trash
```
@@ -4623,12 +4638,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (π₯27 Β· β 170) - Super lightweight function registries for your library. MIT
-- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 35K Β· π 11 - 36% open Β· β±οΈ 03.11.2023):
+- [GitHub](https://github.com/explosion/catalogue) (π¨βπ» 12 Β· π 21 Β· π¦ 36K 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₯ 5.1M / month Β· π¦ 86 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.3M / month Β· π¦ 86 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4637,9 +4652,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge catalogue
```
pyscreenshot (π₯26 Β· β 480 Β· π€) - Python screenshot library, replacement for the Pillow.. BSD-2
+pyscreenshot (π₯26 Β· β 490 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¦ 4K Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/ponty/pyscreenshot) (π¨βπ» 25 Β· π 91 Β· π¦ 4.1K Β· β±οΈ 12.03.2023):
```
git clone https://github.com/ponty/pyscreenshot
@@ -4651,12 +4666,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (π₯25 Β· β 930) - An ultra fast cross-platform multiple screenshots module in pure.. MIT
-- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 22 Β· π 81 Β· π 140 - 25% open Β· β±οΈ 06.12.2023):
+- [GitHub](https://github.com/BoboTiG/python-mss) (π¨βπ» 22 Β· π 82 Β· π 140 - 26% open Β· β±οΈ 06.12.2023):
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 590K / month Β· π¦ 260 Β· β±οΈ 20.04.2023):
+- [PyPi](https://pypi.org/project/mss) (π₯ 600K / month Β· π¦ 270 Β· β±οΈ 20.04.2023):
```
pip install mss
```
@@ -4670,7 +4685,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- keyboard (π₯30 Β· β 3.6K Β· π) - Hook and simulate global keyboard events on Windows and Linux. MIT
- powerline-shell (π₯25 Β· β 6.2K Β· π) - A beautiful and useful prompt for your shell. MIT
- pluginbase (π₯24 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
-- openpyxl (π₯24 Β· β 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
+- openpyxl (π₯24 Β· β 69) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- macropy (π₯22 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
MIT
+- pulumi (π₯43 Β· β 19K Β· π) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
+- cookiecutter (π₯41 Β· β 21K Β· π) - A cross-platform command-line utility that creates projects.. BSD-3
+- watchdog (π₯38 Β· β 6.2K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
+- pysimdjson (π₯27 Β· β 620 Β· π) - Python bindings for the simdjson project. MIT
+
+## π Trending Down
+
+_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
+
+- rich (π₯42 Β· β 46K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
+- dataset (π₯28 Β· β 4.7K Β· π€) - Easy-to-use data handling for SQL data stores with support for.. MIT
+- phonenumbers (π₯28 Β· β 3.4K Β· π) - Python port of Googles libphonenumber. Apache-2
+- riko (π₯16 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
+- Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
+
diff --git a/history/2024-02-08_projects.csv b/history/2024-02-08_projects.csv
new file mode 100644
index 0000000..2e882a5
--- /dev/null
+++ b/history/2024-02-08_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,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,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 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,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 13:09:27.000,2024-02-05 15:44:45.000,2024-02-05 15:44:44,306.0,24.0,160,54.0,182.0,,3.0,2125,2024-02-01 16:56:08.000,2024.02.01,100.0,14.0,0,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 14:46:24.000,2024-02-01 16:55:33.000,2024-02-01 16:55:32,303.0,24.0,42,24.0,177.0,3.0,5.0,872,2024-02-01 16:55:39.000,2024.02.01,100.0,7.0,0,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 13:09:27.000,2024-02-05 15:44:45.000,2024-02-05 15:44:44,306.0,24.0,160,54.0,182.0,,3.0,2125,2024-02-01 16:56:08.000,2024.02.01,100.0,14.0,0,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 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,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 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1662.0,323.0,13.0,74.0,38999,,,,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 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-08 09:43:12.000,2024-02-08 09:02:55,34299.0,674.0,17171,1121.0,31326.0,3645.0,22414.0,41157,2024-01-20 03:33:20.000,2.2.0,124.0,3549.0,53,True,1587465.0,1510778.0,pandas,conda-forge/pandas,['pandas'],246595.0,163918485.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,76687.0,162731945.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47373588.0,1.0,,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2024-02-08 12:29:19.144,2024-02-08 00:28:07,17018.0,777.0,15452,2064.0,9622.0,712.0,5332.0,62845,2024-01-10 19:37:23.000,4.25.2,155.0,1201.0,52,True,602720.0,582600.0,protobuf,conda-forge/protobuf,,40118084.0,172735029.0,https://pypi.org/project/protobuf,2024-02-06 19:58:19.000,16507.0,165046731.0,https://anaconda.org/conda-forge/protobuf,2024-02-08 12:29:19.144,16739743.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,6424792.0,,,,,,,,,,,,,
+9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-08 13:28:20.000,2024-02-08 09:04:42,35028.0,914.0,9102,594.0,13574.0,2083.0,10274.0,25660,2024-02-06 00:32:23.000,1.26.4,156.0,1739.0,52,False,2243569.0,2100515.0,numpy,conda-forge/numpy,,954894.0,228973686.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,143054.0,227376560.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,69748367.0,1.0,,,,,,,,,,,,,,,,,,
+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 14:58:02.000,2024-02-08 02:36:48.000,2024-02-07 19:07:35,54241.0,117.0,24008,1929.0,50345.0,863.0,31479.0,60259,2024-01-30 16:54:02.000,9.2.0,346.0,6816.0,48,True,36320.0,32229.0,ansible,conda-forge/ansible,,,4852409.0,https://pypi.org/project/ansible,2024-01-30 16:54:02.000,4091.0,4830388.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,990978.0,1.0,,,,,,,,,,,,,,,,,,
+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 18:04:58.000,2024-02-08 13:16:01.000,2024-02-08 10:30:18,23024.0,977.0,13458,755.0,24728.0,877.0,7829.0,33913,2024-01-19 13:09:58.000,2.8.1,176.0,3173.0,48,True,9825.0,9477.0,apache-airflow,conda-forge/airflow,,591642.0,33080258.0,https://pypi.org/project/apache-airflow,2024-01-19 10:49:56.000,348.0,26951675.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,994488.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-01 10:08:58.881310,501.0,646563576.0,,,,,,,
+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 21:38:03.000,2024-02-07 20:25:20.000,2024-02-07 19:09:48,5744.0,206.0,1873,241.0,719.0,189.0,2979.0,8566,2024-02-07 20:25:20.000,1.34.37,1486.0,153.0,48,True,422864.0,404578.0,boto3,conda-forge/boto3,,,1011164941.0,https://pypi.org/project/boto3,2024-02-07 20:25:20.000,18286.0,1010763179.0,https://anaconda.org/conda-forge/boto3,2024-02-07 00:24:29.595,18079330.0,1.0,,,,,,,,,,,,,,,,,,
+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 02:23:38.000,2024-02-08 13:07:23.000,2024-02-08 00:17:24,11517.0,415.0,1746,126.0,7964.0,31.0,2344.0,6077,2024-01-30 17:34:45.000,42.0.2,125.0,305.0,47,True,639322.0,617338.0,cryptography,conda-forge/cryptography,,,233278336.0,https://pypi.org/project/cryptography,2024-01-30 17:34:45.000,21984.0,232219123.0,https://anaconda.org/conda-forge/cryptography,2024-01-31 00:23:00.081,45546170.0,1.0,,,,,,,,,,,,,,,,,,
+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 11:31:24.000,2024-02-08 10:25:55.000,2024-02-08 10:25:49,12465.0,101.0,4603,473.0,3243.0,665.0,4372.0,23000,2023-11-22 15:18:14.000,5.3.6,204.0,1333.0,46,True,140189.0,125068.0,celery,conda-forge/celery,,,9449639.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15121.0,9414758.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1534766.0,1.0,,,,,,,,,,,,,,,,,,
+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 21:23:58.000,2024-02-07 22:23:29.000,2024-02-07 14:59:50,2754.0,144.0,1607,107.0,3371.0,334.0,3354.0,17552,2024-02-05 14:12:40.000,2.6.1,132.0,478.0,45,True,345430.0,334731.0,pydantic,conda-forge/pydantic,,,143912011.0,https://pypi.org/project/pydantic,2024-02-05 14:12:40.000,10699.0,143751126.0,https://anaconda.org/conda-forge/pydantic,2024-02-05 16:12:21.174,6918096.0,1.0,,,,,,,,,,,,pydantic/pydantic,1.0,,,,,
+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 09:52:19.000,2024-02-05 20:28:43.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1085.0,111.0,1436.0,14779,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1626069.0,1549735.0,click,conda-forge/click,,226.0,167239573.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76334.0,166236438.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33103355.0,1.0,,,,,,,,,,,,,,,,,,
+17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-02-07 19:49:13.000,2024-02-07 19:48:57,16818.0,152.0,1324,93.0,742.0,220.0,7450.0,8386,2024-01-03 02:22:06.000,rel_2_0_25,297.0,687.0,45,True,761987.0,713922.0,SQLAlchemy,conda-forge/sqlalchemy,,48204.0,105108144.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,48065.0,104737596.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-15 20:59:36.369,14043477.0,1.0,,,,,,,,,,,,,,,,,,
+18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-08 10:16:33.972,2024-02-07 19:09:25,11859.0,231.0,4033,574.0,3685.0,579.0,4021.0,14658,2024-02-07 20:24:50.000,1.32.37,1893.0,437.0,44,True,3077.0,3.0,awscli,conda-forge/awscli,,1592.0,146779967.0,https://pypi.org/project/awscli,2024-02-07 20:24:50.000,3074.0,146268003.0,https://anaconda.org/conda-forge/awscli,2024-02-08 10:16:33.972,22013397.0,1.0,,,,,,,,,,,,,,,,,,
+19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-02-08 13:06:00.000,2024-02-05 14:18:18,2306.0,48.0,2493,324.0,1526.0,221.0,1423.0,12064,2023-09-26 06:51:15.000,5.0.1,122.0,432.0,44,True,27895.0,,redis,conda-forge/redis-py,,,37265075.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27895.0,37238734.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1159021.0,1.0,,,,,,,,,,,,,,,,,,
+20,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 13:25:36.000,2024-02-08 09:58:32.702,2024-02-07 19:09:34,10691.0,278.0,1045,66.0,2051.0,148.0,927.0,1378,2024-02-07 20:24:27.000,1.34.37,1884.0,204.0,44,True,314262.0,305597.0,botocore,conda-forge/botocore,,,470512218.0,https://pypi.org/project/botocore,2024-02-07 20:24:27.000,8665.0,469874694.0,https://anaconda.org/conda-forge/botocore,2024-02-08 09:58:32.702,24863461.0,1.0,,,,,,,,,,,,,,,,,,
+21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-05 21:29:36.000,2023-12-19 22:43:55,3061.0,44.0,3221,638.0,2455.0,151.0,2219.0,21717,2023-05-26 17:35:41.785,23.5.26,35.0,671.0,43,True,91171.0,90545.0,flatbuffers,conda-forge/flatbuffers,,348077.0,16577249.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,342.0,15412343.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,952603.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,284.0,1151663.0,,,,,,,,,,,,,
+22,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 21:02:47.000,2024-02-08 13:16:36.000,2024-02-08 08:59:28,11307.0,372.0,1035,182.0,7603.0,2084.0,4865.0,18923,2024-02-08 03:42:20.000,3.105.0,3941.0,255.0,43,True,8356.0,7250.0,pulumi,,,2154439.0,3412621.0,https://pypi.org/project/pulumi,2024-02-08 03:42:20.000,172.0,1108339.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-02-08 03:42:01.972,934.0,2177551.0,,,,,,,,1.0,,,,,
+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 09:23:22.000,2024-02-08 11:17:36.000,2024-02-08 11:17:35,3708.0,103.0,2463,277.0,3890.0,657.0,2057.0,17981,2023-12-30 16:46:22.000,2.16.1,81.0,546.0,43,True,37974.0,37093.0,datasets,conda-forge/datasets,,,7479000.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,881.0,7462231.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,637225.0,1.0,,,,,,,,,,,,,,,,,,
+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 23:00:09.000,2024-02-07 18:31:22.223,2024-02-07 14:46:01,3557.0,84.0,1864,219.0,1293.0,14.0,679.0,16821,2024-02-07 14:54:18.000,23.1.0,335.0,562.0,43,True,202617.0,199358.0,Faker,conda-forge/faker,,,12652362.0,https://pypi.org/project/Faker,2024-02-07 14:54:10.000,3259.0,12632127.0,https://anaconda.org/conda-forge/faker,2024-02-07 18:31:22.223,890343.0,1.0,,,,,,,,,,,,,,,,,,
+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 21:59:26.000,2024-02-08 13:14:26.000,2024-02-08 12:03:31,15782.0,446.0,1426,159.0,6882.0,652.0,3838.0,13986,2024-02-01 23:38:53.000,2.14.20,259.0,446.0,43,True,4563.0,4404.0,prefect,conda-forge/prefect,,,737559.0,https://pypi.org/project/prefect,2024-02-01 23:38:53.000,159.0,724270.0,https://anaconda.org/conda-forge/prefect,2024-02-02 06:17:17.407,598039.0,1.0,,,,,,,,,,,,,,,,,,
+26,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 16:15:07.000,2024-02-08 08:27:55.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1599.0,437.0,1232.0,6537,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,79114.0,75072.0,docker,conda-forge/docker-py,,829.0,38006320.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4042.0,38006313.0,https://anaconda.org/conda-forge/docker-py,,,2.0,,,,,,,,,,,,,,,,,,
+27,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 15:01:01.000,2024-02-04 06:03:18.000,2024-02-04 06:00:30,1423.0,50.0,386,66.0,555.0,121.0,560.0,5003,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,43,True,959596.0,941089.0,attrs,conda-forge/attrs,,,184034669.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18507.0,183225098.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34001987.0,1.0,,,,,,,,,,,,,,,,,,
+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 15:46:03.000,2024-02-06 23:45:10.000,2024-02-01 19:24:48,6677.0,116.0,583,34.0,850.0,422.0,1390.0,1503,2023-11-21 20:44:20.000,2.17.2,64.0,826.0,43,True,698044.0,660587.0,pygments,conda-forge/pygments,,,86060400.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37457.0,85383446.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27755149.0,1.0,,,,,,,,,,,,,,,,,,
+29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-02-08 13:26:06.000,2024-02-08 09:04:41,120678.0,1125.0,28856,1502.0,48218.0,8448.0,59400.0,58257,2020-07-22 03:00:52.000,0.0.6,11.0,2799.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,31278.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,48.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2966944.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,,
+30,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 15:28:09.000,2024-02-08 13:04:32.000,2024-01-31 13:05:27,3871.0,4.0,1714,543.0,1067.0,242.0,1064.0,46314,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,42,True,171953.0,165644.0,rich,conda-forge/rich,,,42444238.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6309.0,42302757.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6083714.0,1.0,,,,,,,,,,,,,-1.0,,,,,
+31,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 03:41:08.000,2024-02-02 18:43:17.000,2024-01-27 22:21:20,3989.0,31.0,2013,316.0,773.0,1019.0,787.0,8705,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,103380.0,90322.0,paramiko,conda-forge/paramiko,,,48575145.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13058.0,48478126.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4171825.0,2.0,,,,,,,,,,,,,,,,,,
+32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-08 09:48:59.000,2024-02-08 02:35:11,16561.0,540.0,2663,392.0,24965.0,1244.0,8035.0,4106,2024-02-02 01:31:45.000,azure-messaging-webpubsubclient_1.0.0,100.0,684.0,42,True,3145.0,2401.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46954986.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,744.0,46930570.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1074304.0,1.0,,,,,,,,,,,,,,,,,,
+33,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 19:45:33.000,2024-02-08 13:16:42.000,2024-02-08 13:16:41,8815.0,872.0,1410,145.0,7835.0,1331.0,5180.0,24135,2024-02-05 08:10:15.000,rs-0.37.0,339.0,359.0,41,True,428.0,3.0,polars,,,231.0,3509133.0,https://pypi.org/project/polars,2024-02-04 23:32:31.000,425.0,3509116.0,,,,1.0,,,,,,,,,,,,,,,,,,
+34,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 18:31:22.000,2024-02-04 15:14:34.000,2024-01-23 13:24:37,3045.0,11.0,1987,225.0,1139.0,221.0,640.0,21168,2023-11-21 16:41:53.000,2.5.0,41.0,319.0,41,True,26873.0,25242.0,cookiecutter,conda-forge/cookiecutter,,,3335667.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1631.0,3307100.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,942714.0,1.0,,,,,,,,,,,,,1.0,,,,,
+35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-05 17:42:46.930,2024-02-05 15:02:22,4573.0,12.0,1325,198.0,475.0,,2356.0,10633,2024-02-05 15:05:06.000,3.17.1,100.0,153.0,41,True,26555.0,26555.0,peewee,conda-forge/peewee,,,1728798.0,https://pypi.org/project/peewee,,,1714571.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,597569.0,1.0,,,,,,,,,,,,,,,,,,
+36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-08 13:31:23.000,2024-02-08 01:04:06,17106.0,706.0,1169,109.0,11643.0,1982.0,4576.0,9564,2024-02-01 22:36:53.000,1.6.3,179.0,395.0,41,True,1931.0,1931.0,dagster,conda-forge/dagster,,,1078232.0,https://pypi.org/project/dagster,,,1054554.0,https://anaconda.org/conda-forge/dagster,2024-02-02 01:30:06.638,1065535.0,1.0,,,,,,,,,,,,,,,,,,
+37,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 08:00:06.000,2024-02-08 13:35:00.000,2024-02-08 10:00:15,41581.0,561.0,4109,260.0,23823.0,4331.0,2173.0,7376,2024-01-04 16:15:25.000,2.53.0,107.0,1603.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6763128.0,https://pypi.org/project/apache-beam,2024-02-07 05:15:36.000,182.0,6761072.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-01-31 22:46:42.300,59647.0,1.0,,,,,,,,,,,,,,,,,,
+38,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 15:51:47.000,2024-02-08 09:59:50.000,2024-02-07 21:33:46,37487.0,189.0,1588,302.0,8201.0,84.0,3656.0,4564,2024-02-07 17:20:15.000,grafeas-v1.9.1,100.0,507.0,41,True,2045.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,60956057.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2045.0,60859464.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4153538.0,1.0,,,,,,,,,,,,,,,,,,
+39,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 16:45:08.000,2024-02-07 17:57:27.000,2024-02-07 17:57:26,2291.0,56.0,313,21.0,871.0,236.0,415.0,737,2024-02-05 01:22:38.000,2024.2.0,77.0,226.0,41,True,91955.0,91029.0,fsspec,conda-forge/fsspec,,,197254355.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,196906729.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15643213.0,1.0,,,,,,,,,,,,,,,,,,
+40,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 11:40:58.000,2024-02-08 13:06:29.000,2024-02-07 15:21:15,4634.0,168.0,5188,720.0,4001.0,207.0,7106.0,31779,2024-01-30 18:36:35.000,2.24.5,144.0,528.0,40,True,1632.0,384.0,docker-compose,conda-forge/docker-compose,,87129873.0,3216604.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1429707.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,384470.0,2.0,,,,,,,,,,,,,,,,,,
+41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-02-07 18:37:47.000,2024-01-31 20:05:00,12879.0,41.0,3093,604.0,3595.0,730.0,4289.0,16702,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,40,True,12597.0,11979.0,kivy,conda-forge/kivy,,35483.0,160038.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,618.0,152250.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,336247.0,1.0,,,,,,,,,,,,,,,,,,
+42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-08 13:12:40.000,2024-02-08 09:45:08,12001.0,286.0,1452,82.0,7468.0,188.0,1651.0,9219,2024-01-11 16:17:58.000,0.18.8,260.0,427.0,40,True,57.0,,great_expectations,conda-forge/great-expectations,,,14473263.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,57.0,14456543.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,752422.0,2.0,,,,,,,,,,,,,,,,,,
+43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-02 08:16:41.000,2024-02-02 08:16:41,1102.0,18.0,1468,229.0,493.0,15.0,635.0,7495,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,205634.0,204989.0,PyMySQL,conda-forge/pymysql,,,40117870.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,645.0,40087974.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1285556.0,1.0,,,,,,,,,,,,,,,,,,
+44,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 21:32:24.000,2024-02-05 18:50:51.000,2024-02-05 18:50:50,3291.0,37.0,639,82.0,1041.0,172.0,1044.0,6814,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,129214.0,118839.0,marshmallow,conda-forge/marshmallow,,,36865876.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,36814669.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2253109.0,2.0,,,,,,,,,,,,,,,,,,
+45,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-02-07 16:11:57.000,2024-02-07 16:11:52,2631.0,41.0,576,60.0,350.0,32.0,774.0,4363,2024-01-19 21:11:16.000,4.21.1,102.0,110.0,40,True,533412.0,514315.0,jsonschema,conda-forge/jsonschema,,156.0,105186365.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19097.0,104537323.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,25961481.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,
+46,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 22:47:39.000,2024-02-08 13:25:52.000,2024-02-07 12:36:32,1596.0,25.0,1205,405.0,1362.0,48.0,1022.0,4097,2024-01-19 10:30:01.000,8.12.0,138.0,200.0,40,True,52264.0,46106.0,elasticsearch,conda-forge/elasticsearch,,3584.0,16713104.0,https://pypi.org/project/elasticsearch,2024-01-19 10:30:01.000,6158.0,16691502.0,https://anaconda.org/conda-forge/elasticsearch,2024-01-19 14:56:47.867,968111.0,1.0,,,,,,,,,,,,,,,,,,
+47,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 15:18:06.000,2024-02-08 12:13:09.000,2024-02-07 19:24:20,5535.0,69.0,1193,240.0,1510.0,12.0,,4000,2023-11-29 15:44:00.000,4.6.1,136.0,209.0,40,True,20304.0,,pymongo,conda-forge/pymongo,,,24508514.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20304.0,24473732.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1495632.0,1.0,,,,,,,,,,,,,,,,,,
+48,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 05:15:14.000,2024-02-07 18:26:52.000,2024-02-07 18:26:44,1629.0,76.0,264,40.0,522.0,17.0,270.0,3341,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,218496.0,209390.0,more-itertools,conda-forge/more-itertools,,2887.0,67154883.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9106.0,66843787.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13686814.0,1.0,,,,,,,,,,,,,,,,,,
+49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-08 08:30:20.000,2024-02-07 20:47:36,5273.0,163.0,1001,109.0,3897.0,1100.0,3069.0,3339,2024-01-23 22:31:48.000,2024.1.1,89.0,479.0,40,True,26157.0,23970.0,xarray,conda-forge/xarray,,,4615592.0,https://pypi.org/project/xarray,2024-01-23 22:31:48.000,2187.0,4394788.0,https://anaconda.org/conda-forge/xarray,2024-01-24 00:44:18.297,9494575.0,2.0,,,,,,,,,,,,,,,,,,
+50,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 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,908.0,257.0,1216.0,1975,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,269134.0,253906.0,h5py,conda-forge/h5py,,3091.0,16729436.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15228.0,16400517.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14470820.0,2.0,,,,,,,,,,,,,,,,,,
+51,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 10:53:48.000,2024-02-06 20:30:05.000,2024-01-19 00:21:26,1812.0,11.0,1431,207.0,879.0,193.0,942.0,9371,2023-06-22 02:17:03.239,1.15.1,76.0,304.0,39,True,17461.0,15672.0,rq,conda-forge/rq,,,1537129.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1789.0,1534554.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100437.0,2.0,,,,,,,,,,,,,,,,,,
+52,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 22:12:08.000,2024-01-24 23:19:52.000,2024-01-24 08:52:56,2736.0,18.0,736,149.0,751.0,600.0,559.0,8816,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,42710986.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,42214075.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20870270.0,2.0,,,,,,,,,,,,,,,,,,
+53,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 02:38:00.000,2024-02-08 09:08:54.000,2024-02-07 17:08:27,6537.0,76.0,1401,135.0,4249.0,440.0,4416.0,8239,2024-02-01 18:42:52.000,1.7.7,100.0,303.0,39,True,4220.0,4220.0,dbt,conda-forge/dbt,,3913.0,155308.0,https://pypi.org/project/dbt,,,152211.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252522.0,2.0,,,,,,,,,,,,,,dbt,,,,
+54,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 12:10:20.000,2024-01-20 21:12:55.000,2024-01-20 21:12:55,4138.0,48.0,1224,138.0,1114.0,373.0,1340.0,4131,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26483.0,22881.0,mongoengine,conda-forge/mongoengine,,,1556385.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3602.0,1550538.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,233915.0,2.0,,,,,,,,,,,,,,,,,,
+55,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 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,35.0,468,61.0,213.0,62.0,514.0,2611,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,89278.0,87590.0,pycryptodomex,conda-forge/pycryptodomex,,300.0,32791292.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1688.0,32754654.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1575380.0,2.0,,,,,,,,,,,,,,,,,,
+56,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 03:02:53.000,2024-02-02 19:04:04.000,2024-01-22 19:16:55,1791.0,34.0,217,21.0,148.0,105.0,936.0,2330,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,213858.0,202258.0,alembic,conda-forge/alembic,,,35485554.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11600.0,35387638.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4014593.0,2.0,,,,,,,,,,,,,,,,,,
+57,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 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,16.0,232,53.0,156.0,22.0,217.0,1565,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,347612.0,337119.0,greenlet,conda-forge/greenlet,,,93268740.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10493.0,93070093.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8740476.0,1.0,,,,,,,,,,,,,,,,,,
+58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,290.0,1225,338.0,244.0,39.0,463.0,13422,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1023.0,1017.0,tink,,,1097.0,377874.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,377598.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,262.0,,,,,,,tink-crypto/tink,,,,,,
+59,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 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,228.0,253.0,92.0,258.0,9815,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,115059.0,113104.0,uvloop,conda-forge/uvloop,,428.0,9218443.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1955.0,9201359.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,683237.0,2.0,,,,,,,,,,,,,,,,,,
+60,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8484,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,94514.0,89667.0,arrow,conda-forge/arrow,,,23381952.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4847.0,23296866.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3743821.0,1.0,,,,,,,,,,,,,,,,,,
+61,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 05:35:17.000,2024-01-30 10:18:06.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,231.0,43.0,233.0,6851,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,688066.0,678200.0,python-dotenv,conda-forge/python-dotenv,,,44231237.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9866.0,44162745.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2945160.0,1.0,,,,,,,,,,,,,,,,,,
+62,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 20:08:03.000,2024-02-07 20:59:36.000,2024-02-07 20:59:36,1735.0,23.0,3319,140.0,890.0,132.0,1183.0,6281,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1486.0,,kubernetes,conda-forge/kubernetes,,,21987941.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1486.0,21977425.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,473221.0,2.0,,,,,,,,,,,,,,,,,,
+63,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 12:00:17.000,2024-02-07 09:26:23.738,2024-02-06 23:53:30,1462.0,14.0,686,135.0,393.0,185.0,460.0,6166,2024-02-06 22:07:43.000,4.0.0,47.0,147.0,38,True,137093.0,128871.0,watchdog,conda-forge/watchdog,,,13016403.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8222.0,12954862.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2707813.0,2.0,,,,,,,,,,,,,3.0,,,,,
+64,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 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,972.0,297.0,1195.0,5434,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25328.0,23880.0,kafka-python,conda-forge/kafka-python,,1834.0,6792825.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1448.0,6787510.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,429221.0,2.0,,,,,,,,,,,,,,,,,,
+65,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 06:48:26.000,2024-02-06 04:12:00.000,2023-12-01 10:50:33,1499.0,6.0,384,61.0,717.0,400.0,469.0,3567,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,395455.0,388794.0,joblib,conda-forge/joblib,,,44502094.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6661.0,43948320.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23812318.0,2.0,,,,,,,,,,,,,,,,,,
+66,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 21:42:52.000,2024-02-02 01:20:44.000,2024-01-12 19:56:59,2744.0,18.0,1239,200.0,1244.0,143.0,1877.0,3365,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,38,True,4423.0,4152.0,netmiko,,,,230815.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,271.0,230815.0,,,,2.0,,,,,,,,,,,,,,,,,,
+67,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 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,1.0,469,90.0,309.0,183.0,329.0,2491,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,366104.0,349825.0,pexpect,conda-forge/pexpect,,4370.0,61797339.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16279.0,61368375.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17157179.0,1.0,,,,,,,,,,,,,,,,,,
+68,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-30 00:36:18.000,2024-01-30 00:35:44,1010.0,12.0,209,23.0,161.0,175.0,334.0,2077,2024-01-27 23:48:36.000,0.3.8,27.0,44.0,38,True,144057.0,139989.0,dill,conda-forge/dill,,291550.0,47516164.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4068.0,47380513.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5865200.0,2.0,,,,,,,,,,,,,,,,,,
+69,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-01-21 19:15:03.000,2023-11-20 03:58:10,1175.0,3.0,262,25.0,178.0,35.0,292.0,2046,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,961144.0,928723.0,pyparsing,conda-forge/pyparsing,,9390.0,104829697.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32421.0,103360550.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41132110.0,1.0,,,,,,,,,,,,,,,,,,
+70,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 21:07:18.000,2024-02-08 12:51:32.000,2024-02-05 18:34:30,948.0,43.0,118,27.0,320.0,48.0,281.0,1514,2023-12-16 17:06:55.000,4.2.0,50.0,47.0,38,True,237754.0,237043.0,anyio,conda-forge/anyio,,,81120047.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,80850672.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,12121904.0,2.0,,,,,,,,,,,,,,,,,,
+71,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,956,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2148760.0,2012642.0,six,conda-forge/six,,,210448787.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136118.0,209898452.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51181180.0,1.0,,,,,,,,,,,,,,,,,,
+72,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 00:09:04.000,2024-02-08 00:49:17.000,2024-02-08 00:48:22,1772.0,56.0,319,54.0,1177.0,60.0,578.0,693,2024-02-06 15:07:21.000,3.17.2,158.0,148.0,38,True,27005.0,25840.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,36738564.0,https://pypi.org/project/google-cloud-bigquery,2024-02-06 15:07:21.000,1165.0,36673584.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-02-06 20:03:26.039,2794171.0,2.0,,,,,,,,,,,,,,,,,,
+73,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 20:45:45.000,2024-02-05 20:31:47.000,2024-01-02 13:45:30,2002.0,7.0,201,26.0,607.0,99.0,198.0,599,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,415375.0,400590.0,traitlets,conda-forge/traitlets,,318.0,38407313.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14785.0,37792438.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25209291.0,1.0,,,,,,,,,,,,,,,,,,
+74,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 21:35:07.000,2024-01-30 03:01:06.000,2024-01-09 18:22:03,292.0,4.0,1407,373.0,168.0,144.0,181.0,25913,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31442.0,29492.0,fire,conda-forge/fire,,,5897493.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1950.0,5887005.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,839098.0,2.0,,,,,,,,,,,,,,,,,,
+75,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 15:06:38.000,2024-01-23 14:23:07.000,2024-01-23 10:42:08,4100.0,12.0,2388,477.0,2293.0,124.0,881.0,17088,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2718.0,2300.0,luigi,luigi,,,413616.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,416.0,413467.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14339.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,,
+76,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 21:35:05.000,2024-02-08 13:18:24.000,2024-02-07 16:15:41,2774.0,95.0,636,116.0,2983.0,695.0,3282.0,9308,2024-01-19 15:53:40.000,0.26.1,91.0,126.0,37,True,1363.0,1329.0,modin,conda-forge/modin-core,['pandas'],196803.0,779730.0,https://pypi.org/project/modin,2024-01-19 15:49:02.000,34.0,767393.0,https://anaconda.org/conda-forge/modin-core,2024-01-19 19:42:56.548,291424.0,2.0,,,,,,,,,,,,,,,,,,
+77,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-08 13:26:38.000,2024-02-07 18:31:46,3134.0,170.0,864,105.0,1660.0,271.0,1419.0,9183,2024-01-22 11:10:14.000,0.19.2,49.0,219.0,37,True,2225.0,2152.0,kedro,,,,397580.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,397580.0,,,,2.0,,,,,,,,,,,,,,,,,,
+78,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 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4454,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,136929.0,133393.0,toolz,conda-forge/toolz,,,26329845.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3536.0,25862138.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19175990.0,2.0,,,,,,,,,,,,,,,,,,
+79,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 16:19:39.000,2024-02-08 12:45:08.000,2024-02-08 06:48:23,1045.0,11.0,840,423.0,402.0,155.0,1162.0,3738,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,37,True,10975.0,9989.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,3356204.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,986.0,3356092.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8373.0,2.0,,,,,,,,,,,,,,,,,,
+80,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 01:39:02.000,2024-02-08 12:06:01.000,2024-02-06 11:11:06,2353.0,81.0,666,61.0,1522.0,33.0,1024.0,3733,2024-01-25 01:21:38.000,3.5.2,146.0,143.0,37,True,1465.0,1400.0,awswrangler,conda-forge/awswrangler,['pandas'],225700.0,39795920.0,https://pypi.org/project/awswrangler,2024-01-24 17:30:53.000,65.0,39781422.0,https://anaconda.org/conda-forge/awswrangler,2024-01-24 20:01:31.610,457118.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,,
+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 20:43:46.000,2024-02-08 13:29:11.000,2024-02-08 12:49:38,7373.0,603.0,473,80.0,5586.0,156.0,2410.0,3441,2024-02-05 19:31:28.000,8.0.0,78.0,255.0,37,True,1086.0,1032.0,ibis-framework,conda-forge/ibis-framework,,115.0,117540.0,https://pypi.org/project/ibis-framework,2024-02-05 19:31:21.000,54.0,110256.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,320348.0,2.0,,,,,,,,,,,,,,,,,,
+82,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 11:05:11.000,2024-02-06 19:23:32.000,2024-01-02 03:27:05,3080.0,2.0,492,72.0,303.0,19.0,1260.0,3142,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,764162.0,702489.0,psycopg2,psycopg2,,,15713455.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61653.0,15710816.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,261287.0,2.0,,,,,,,,,,,,,,,20.0,,,
+83,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 17:30:12.000,2024-02-01 14:28:20.000,2024-02-01 14:28:20,1514.0,16.0,457,134.0,568.0,318.0,376.0,2419,2023-11-17 10:47:56.000,1.2.0,30.0,136.0,37,True,27525.0,26232.0,dateparser,conda-forge/dateparser,,,5639670.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,5635256.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,194244.0,2.0,,,,,,,,,,,,,,,,,,
+84,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,1.0,516,53.0,266.0,277.0,318.0,2380,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1154966.0,1076758.0,pyyaml,conda-forge/pyyaml,,,252917696.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78208.0,251902582.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41619703.0,1.0,,,,,,,,,,,,,,,,,,
+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 13:57:47.000,2024-02-01 18:01:38.000,2023-01-29 03:07:44,1874.0,,278,38.0,241.0,198.0,198.0,1169,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,False,328748.0,311377.0,future,conda-forge/future,,,33130296.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17371.0,32989487.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12813667.0,2.0,,,,,,,,,,,,,,,,,,
+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 02:03:55.000,2024-02-06 03:34:42.000,2024-02-02 01:28:16,594.0,53.0,195,28.0,609.0,10.0,126.0,1092,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,209474.0,201307.0,bcrypt,conda-forge/bcrypt,,,51532442.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8167.0,51425918.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4474042.0,3.0,,,,,,,,,,,,,,,,,,
+87,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 18:28:58.000,2024-02-03 15:55:26.000,2024-02-03 15:55:26,6875.0,19.0,1765,231.0,3080.0,748.0,2791.0,12999,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11294.0,10941.0,pysimplegui,conda-forge/pysimplegui,,,658826.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,353.0,656315.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,135595.0,2.0,,,,,,,,,,,,,,,,,,
+88,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 14:26:53.000,2024-02-05 19:10:03.000,2024-01-09 06:52:30,369.0,38.0,534,152.0,322.0,194.0,153.0,12212,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,36,True,9769.0,9572.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,671445.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,197.0,670592.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25591.0,2.0,,,,,,,,,,,,,,,,,,
+89,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 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8118,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,36,True,12153.0,10195.0,supervisor,conda-forge/supervisor,,,1693575.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1686405.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,286802.0,2.0,,,,,,,,,,,,,,,,,,
+90,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 23:43:14.000,2024-02-05 21:53:22.000,2024-02-03 22:47:51,628.0,14.0,191,35.0,89.0,2.0,363.0,5308,2024-02-03 22:58:29.000,3.9.13,120.0,22.0,36,True,73975.0,72670.0,orjson,conda-forge/orjson,,,16297240.0,https://pypi.org/project/orjson,2024-02-03 22:58:29.000,1305.0,16273854.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1052401.0,2.0,,,,,,,,,,,,,,,,,,
+91,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 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,586,96.0,178.0,30.0,315.0,3063,,,21.0,83.0,36,True,765200.0,747860.0,pycparser,conda-forge/pycparser,,,139572706.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17340.0,139163667.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36813533.0,2.0,,,,,,,,,,,,,,,,,,
+92,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 13:03:20.000,2024-01-23 17:28:46.000,2024-01-23 17:28:45,2666.0,10.0,479,123.0,558.0,317.0,1512.0,2788,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31231.0,30588.0,xlwings,conda-forge/xlwings,,19597.0,166154.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,149981.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,711514.0,1.0,,,,,,,,,,,,,,,,,,
+93,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 05:09:06.000,2024-02-07 19:27:24.743,2024-02-04 12:49:02,1091.0,19.0,472,55.0,308.0,10.0,324.0,2373,2024-02-04 13:15:17.000,2.2.3,39.0,84.0,36,True,160607.0,153350.0,mysqlclient,conda-forge/mysqlclient,,5277.0,5186453.0,https://pypi.org/project/mysqlclient,2024-02-04 13:15:17.000,7257.0,5178860.0,https://anaconda.org/conda-forge/mysqlclient,2024-02-07 19:27:24.743,323977.0,2.0,,,,,,,,,,,,,,,,,,
+94,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 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,4.0,462,45.0,638.0,341.0,405.0,2198,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35071.0,238498618.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,237932455.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52622828.0,2.0,,,,,,,,,,,,,,,,,,
+95,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 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1951,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,331799.0,329465.0,pyrsistent,conda-forge/pyrsistent,,,35731750.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2334.0,35254235.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20533157.0,1.0,,,,,,,,,,,,,,,,,,
+96,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-05 13:59:04.728,2024-02-05 01:56:12,1027.0,12.0,257,19.0,399.0,128.0,318.0,786,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,36,True,17300.0,16536.0,s3fs,conda-forge/s3fs,,,207412752.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,764.0,207257158.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6534971.0,2.0,,,,,,,,,,,,,,,,,,
+97,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 11:47:07.000,2024-02-08 07:25:42.000,2024-02-07 04:51:25,15620.0,254.0,7140,736.0,5867.0,1752.0,3728.0,17930,2024-01-05 02:21:22.000,1.22.1,17.0,618.0,35,True,14.0,,micropython-_markupbase,,,72215.0,925.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,
+98,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-07 09:02:43.000,2024-02-07 03:14:07,2805.0,28.0,646,149.0,501.0,255.0,1018.0,11844,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,35,True,2702.0,2646.0,dearpygui,,,,67286.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,56.0,67286.0,,,,2.0,,,,,,,,,,,,,,,,,,
+99,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,2.0,965,216.0,185.0,156.0,295.0,11349,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33373.0,31912.0,schedule,conda-forge/schedule,,,1809656.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1808318.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,49532.0,3.0,,,,,,,,,,,,,,,,,,
+100,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,,567,161.0,110.0,260.0,186.0,7885,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,123268.0,110791.0,docopt,conda-forge/docopt,,,10823983.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12477.0,10802441.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2025036.0,2.0,,,,,,,,,,,,,,,,,,
+101,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-02-06 20:38:32.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,284.0,226.0,321.0,5953,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26422.0,25113.0,pendulum,conda-forge/pendulum,,529.0,20713342.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1309.0,20692245.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,906960.0,2.0,,,,,,,,,,,,,,,,,,
+102,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 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5311,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,68443.0,62715.0,xmltodict,conda-forge/xmltodict,,,32835643.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5728.0,32795300.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3630888.0,2.0,,,,,,,,,,,,,,,,,,
+103,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 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,4.0,588,137.0,327.0,33.0,222.0,4471,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,93295.0,92015.0,tablib,conda-forge/tablib,,,1871882.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1870800.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94141.0,2.0,,,,,,,,,,,,,,,,,,
+104,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 20:00:51.000,2024-02-05 21:36:42.000,2024-02-01 13:26:45,909.0,11.0,371,87.0,276.0,26.0,318.0,4199,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4541.0,,ujson,conda-forge/ujson,,,9969017.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4541.0,9865957.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4534678.0,2.0,,,,,,,,,,,,,,,,,,
+105,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 22:47:25.000,2024-02-06 10:42:39.000,2024-02-01 23:31:13,554.0,10.0,809,72.0,421.0,98.0,436.0,3701,2023-11-21 00:49:16.000,0.19.0,49.0,142.0,35,True,880.0,,prometheus_client,conda-forge/prometheus_client,,,27608952.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,880.0,27271793.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,15172187.0,2.0,,,,,,,,,,,,,,,,,,
+106,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 01:07:06.000,2024-02-03 20:01:11.000,2024-02-03 20:00:55,1365.0,2.0,615,118.0,128.0,10.0,903.0,3424,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,35,True,76359.0,72321.0,xlsxwriter,conda-forge/xlsxwriter,,,16163879.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4038.0,16094937.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3102411.0,3.0,,,,,,,,,,,,,,,,,,
+107,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 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3349,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,884935.0,862981.0,colorama,conda-forge/colorama,,,128085511.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21954.0,127787239.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28037582.0,2.0,,,,,,,,,,,,,,,,,,
+108,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-02-07 20:06:38.000,2024-02-05 16:03:23,510.0,5.0,583,125.0,229.0,61.0,984.0,2802,2024-02-05 17:00:57.000,5.1.0,64.0,56.0,35,False,56277.0,54049.0,pyodbc,conda-forge/pyodbc,,,24163424.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2228.0,24132541.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1235320.0,2.0,,,,,,,,,,,,,,,,,,
+109,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 21:34:44.000,2024-02-06 17:41:46.000,2024-02-06 17:41:43,1775.0,24.0,210,91.0,254.0,,,2287,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,82615.0,81408.0,motor,conda-forge/motor,,,1437569.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1207.0,1435973.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63867.0,2.0,,,,,,,,,,,,,,,,,,
+110,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 09:55:10.000,2024-02-03 13:43:43.942,2024-02-02 20:44:49,482.0,18.0,213,36.0,259.0,37.0,211.0,1796,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,35,True,16486.0,15109.0,voluptuous,conda-forge/voluptuous,,,3515748.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1377.0,3506979.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,342016.0,2.0,,,,,,,,,,,,,,,,,,
+111,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 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,178.0,1622,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,140169.0,119166.0,simplejson,conda-forge/simplejson,,6410.0,20175673.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21003.0,20107151.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3080530.0,2.0,,,,,,,,,,,,,,,,,,
+112,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 16:54:42.000,2024-02-07 17:18:28.000,2024-02-07 17:18:27,732.0,49.0,223,61.0,456.0,148.0,625.0,1513,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,35,True,6043.0,,typing,conda-forge/typing,,,8454378.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6043.0,8423148.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2966938.0,2.0,,,,,,,,,,,,,,,,,,
+113,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 15:37:34.000,2024-01-29 17:16:40.000,2024-01-29 17:16:30,766.0,20.0,124,35.0,218.0,51.0,205.0,1338,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,35,True,51931.0,49697.0,argcomplete,conda-forge/argcomplete,,332.0,24088221.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2234.0,24053898.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1475799.0,2.0,,,,,,,,,,,,,,,,,,
+114,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 19:44:46.000,2024-02-06 06:29:51.000,2024-02-06 06:29:45,4840.0,48.0,267,61.0,383.0,168.0,550.0,1249,2023-11-27 12:13:28.000,3.9.2,46.0,129.0,35,True,2623.0,,tables,conda-forge/pytables,,182.0,1041208.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2623.0,882301.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6832937.0,2.0,,,,,,,,,,,,,,,,,,
+115,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 16:01:42.000,2024-02-08 12:02:49.000,2024-02-08 12:01:42,531.0,12.0,85,23.0,293.0,30.0,75.0,1186,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20280.0,20015.0,cleo,conda-forge/cleo,,,28940369.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,265.0,28924060.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,652392.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,,
+116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-07 23:35:28.000,2024-02-07 23:35:28,2082.0,39.0,148,20.0,165.0,60.0,444.0,1157,2023-11-12 22:31:41.000,24.3.0,192.0,119.0,35,True,4297.0,,keyring,conda-forge/keyring,,,44616074.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4297.0,44518547.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4193667.0,3.0,,,,,,,,,,,,,,,,,,
+117,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 03:51:15.000,2024-02-07 17:09:41.000,2024-01-13 17:42:18,1168.0,47.0,296,31.0,850.0,7.0,535.0,730,2024-01-03 09:38:29.000,7.2.3,93.0,129.0,35,True,6421.0,6421.0,minio,conda-forge/minio,,,1898213.0,https://pypi.org/project/minio,,,1894489.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,156424.0,2.0,,,,,,,,,,,,,,,,,,
+118,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 00:29:27.000,2024-02-05 20:11:43.000,2024-02-05 20:11:42,292.0,13.0,91,16.0,194.0,12.0,92.0,636,2023-10-30 18:29:37.000,3.13.1,65.0,42.0,35,True,390873.0,387975.0,filelock,conda-forge/filelock,,,115929629.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2898.0,115560891.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16593214.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,,
+119,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,14.0,36.0,32.0,54.0,297,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1906470.0,1822735.0,pytz,conda-forge/pytz,,5.0,167140248.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83735.0,165888703.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,48810068.0,2.0,,,,,,,,,,,,,,,,,,
+120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,37.0,128,19.0,239.0,50.0,36.0,194,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,273815.0,269433.0,s3transfer,conda-forge/s3transfer,,,295747901.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4382.0,295308445.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17578265.0,2.0,,,,,,,,,,,,,,,,,,
+121,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 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1990,465.0,552.0,476.0,1310.0,14458,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,173.0,21.0,fabric,conda-forge/fabric,,,5469458.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,152.0,5467237.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,82188.0,3.0,,,,,,,,,,,,,,,,,,
+122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-08 06:27:34.000,2024-02-07 20:33:39,8771.0,303.0,578,87.0,2280.0,54.0,390.0,7459,2024-02-07 20:24:16.000,3.8.19,154.0,125.0,34,True,2682.0,2628.0,hub,,,,3002.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3002.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,,
+123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,466.0,6799,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16691.0,14035.0,sh,conda-forge/sh,,,5777324.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2656.0,5772559.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,190614.0,3.0,,,,,,,,,,,,,,,,,,
+124,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 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,3.0,348,142.0,204.0,66.0,106.0,6361,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,34,True,6711.0,6270.0,boltons,conda-forge/boltons,,25.0,3471803.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3380042.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4037496.0,2.0,,,,,,,,,,,,,,,,,,
+125,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-05 14:27:55.000,2024-02-03 15:09:33,495.0,54.0,318,23.0,135.0,22.0,130.0,3702,2024-02-03 14:26:08.000,5.1.0,90.0,18.0,34,True,26391.0,25929.0,gdown,conda-forge/gdown,,,1677017.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,462.0,1671352.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,249287.0,2.0,,,,,,,,,,,,,,,,,,
+126,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-07 19:42:02.000,2024-02-06 18:56:23,736.0,13.0,316,33.0,512.0,106.0,378.0,3433,2023-10-31 18:44:59.000,3.2.4,86.0,121.0,34,True,8174.0,7878.0,dynaconf,conda-forge/dynaconf,,,2072749.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,296.0,2071109.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,65619.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,,
+127,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,47.0,111.0,17.0,188.0,2477,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,55956.0,52589.0,python-magic,conda-forge/python-magic,,,6748870.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3367.0,6742856.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,240594.0,2.0,,,,,,,,,,,,,,,,,,
+128,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-05 13:50:40.663,2024-01-26 13:15:59,842.0,24.0,204,62.0,106.0,63.0,300.0,2104,2024-01-26 13:04:44.000,2.9.0,53.0,72.0,34,True,3236.0,,numexpr,conda-forge/numexpr,,551.0,6380194.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3236.0,6206871.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7625959.0,2.0,,,,,,,,,,,,,,,,,,
+129,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 03:21:47.000,2024-02-05 00:28:27.000,2023-11-14 07:16:07,1076.0,8.0,209,26.0,168.0,66.0,218.0,1848,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10128.0,9267.0,deepdiff,conda-forge/deepdiff,,,8831367.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,861.0,8822518.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,389381.0,1.0,,,,,,,,,,,,,,,,,,
+130,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 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,15.0,299,26.0,120.0,12.0,148.0,1783,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,67284.0,65753.0,emoji,conda-forge/emoji,,,2903882.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1531.0,2902292.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,66812.0,1.0,,,,,,,,,,,,,,,,,,
+131,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 19:22:44.000,2024-02-07 12:46:56.000,2024-02-05 13:46:42,1394.0,68.0,153,21.0,915.0,60.0,375.0,1460,2024-01-16 15:40:08.000,9.1.1,60.0,71.0,34,True,878.0,830.0,copier,,,,198319.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,198319.0,,,,2.0,,,,,,,,,,,,,,,,,,
+132,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 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,23.0,160,34.0,171.0,69.0,236.0,1185,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,34,True,2445.0,,jsonpickle,conda-forge/jsonpickle,,,10408804.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2445.0,10361125.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1621104.0,3.0,,,,,,,,,,,,,,,,,,
+133,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-01-31 15:36:56.000,2024-01-31 13:32:23,1386.0,2.0,315,30.0,328.0,192.0,239.0,1179,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,29904.0,27735.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5081052.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2169.0,5074916.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,546131.0,2.0,,,,,,,,,,,,,,,,,,
+134,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,,203,41.0,114.0,149.0,271.0,1133,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,35907.0,35194.0,py4j,conda-forge/py4j,,,38223723.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,713.0,38168703.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4951800.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,,
+135,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 15:32:26.000,2024-02-06 23:27:42.000,2024-02-06 23:27:42,723.0,25.0,130,22.0,294.0,52.0,131.0,1106,2024-01-24 13:45:14.000,1.4.0,22.0,51.0,34,True,10593.0,,pluggy,conda-forge/pluggy,,,105805114.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10593.0,105201534.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24143228.0,2.0,,,,,,,,,,,,,,,,,,
+136,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 13:07:19.000,2024-02-07 23:48:15.000,2024-02-07 23:48:15,389.0,17.0,154,62.0,392.0,38.0,302.0,411,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9503.0,9167.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,8528207.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,8481411.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1871715.0,2.0,,,,,,,,,,,,,,,,,,
+137,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 09:57:11.000,2024-01-29 14:20:52.000,2024-01-17 00:16:46,354.0,18.0,51,13.0,69.0,9.0,39.0,367,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,515277.0,501694.0,wcwidth,conda-forge/wcwidth,,,57565149.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13583.0,57043224.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22964723.0,3.0,,,,,,,,,,,,,,,,,,
+138,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 15:23:24.000,2024-01-24 16:44:50.000,2024-01-05 14:42:12,533.0,1.0,2186,387.0,469.0,353.0,187.0,33911,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1358.0,1319.0,diagrams,conda-forge/diagrams,,,153826.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,39.0,149915.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176001.0,2.0,,,,,,,,,,,,,,,,,,
+139,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-02-06 12:52:47.000,2024-02-06 11:10:37,486.0,8.0,247,48.0,201.0,91.0,149.0,5701,2023-08-14 13:22:49.000,8.2.3,53.0,88.0,33,True,1760.0,,tenacity,conda-forge/tenacity,,,42729070.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1760.0,42582769.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5852050.0,2.0,,,,,,,,,,,,,,,,,,
+140,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 09:25:46.000,2024-02-08 12:04:37.000,2024-02-07 18:24:02,6274.0,248.0,384,40.0,2147.0,62.0,228.0,3500,2024-02-06 17:18:14.000,0.55.2,127.0,89.0,33,True,370.0,368.0,zenml,,,1.0,28105.0,https://pypi.org/project/zenml,2024-02-06 16:39:16.000,2.0,28105.0,,,,2.0,,,,,,,,,,,,,,,,,,
+141,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 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3466,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4217.0,3851.0,pony,conda-forge/pony,,84.0,125356.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,122842.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98050.0,3.0,,,,,,,,,,,,,,,,,,
+142,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,,238,50.0,266.0,13.0,334.0,3082,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16475.0,15325.0,cerberus,conda-forge/cerberus,,,4725120.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1150.0,4711160.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,362985.0,2.0,,,,,,,,,,,,,,,,,,
+143,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 02:18:34.000,2024-02-06 22:06:03.000,2024-01-25 18:30:50,627.0,16.0,240,21.0,625.0,300.0,422.0,2821,2023-12-08 21:11:34.000,0.18.0,79.0,112.0,33,True,1425.0,1321.0,pandera,conda-forge/pandera-core,['pandas'],,1376421.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1375593.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33158.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,,
+144,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,15.0,198,57.0,154.0,95.0,74.0,2819,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,9048.0,8101.0,schema,conda-forge/schema,,,8999718.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,947.0,8997216.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,137641.0,2.0,,,,,,,,,,,,,,,,,,
+145,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 15:26:24.000,2024-01-21 20:21:14.000,2024-01-21 20:21:13,1438.0,12.0,214,45.0,1203.0,65.0,567.0,2650,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,33,True,3785.0,3733.0,docarray,conda-forge/docarray,,,64003.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,58876.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128189.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,,
+146,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 14:08:50.000,2024-01-26 19:52:16.000,2023-12-10 17:09:47,1032.0,1.0,271,35.0,373.0,198.0,258.0,2297,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,17449.0,17342.0,pypika,conda-forge/pypika,,,2295673.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2295390.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,7937.0,3.0,,,,,,,,,,,,,,,,,,
+147,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 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2122,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,216684.0,208087.0,xlrd,conda-forge/xlrd,,,19723691.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8597.0,19679709.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3650568.0,2.0,,,,,,,,,,,,,,,,,,
+148,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 09:00:14.000,2024-02-06 03:07:47.000,2023-12-03 10:50:26,9954.0,12.0,944,85.0,1784.0,89.0,124.0,1988,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,33,True,861.0,,apache-libcloud,,,,228251.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,228251.0,,,,3.0,,,,,,,,,,,,,,,,,,
+149,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,,218,44.0,69.0,50.0,142.0,1927,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11933.0,,wrapt,conda-forge/wrapt,,,112266680.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11933.0,111923615.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13722613.0,2.0,,,,,,,,,,,,,,,,,,
+150,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-28 21:35:23.000,2023-10-30 00:20:45,288.0,,149,28.0,59.0,9.0,229.0,1902,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3624.0,,cachetools,conda-forge/cachetools,,,116183300.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3624.0,115946960.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10635307.0,1.0,,,,,,,,,,,,,,,,,,
+151,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 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1816,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1277.0,60636190.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,60263705.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14898755.0,3.0,,,,,,,,,,,,,,,,,,
+152,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 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,165,30.0,283.0,87.0,166.0,1525,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2985.0,,cloudpickle,conda-forge/cloudpickle,,27.0,36336428.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2985.0,35970925.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15716637.0,3.0,,,,,,,,,,,,,,,,,,
+153,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 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,7.0,576,78.0,1114.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,6951.0,6245.0,cassandra-driver,conda-forge/cassandra-driver,,,1415871.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,706.0,1411225.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,195153.0,3.0,,,,,,,,,,,,,,,,,,
+154,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 14:49:40.000,2024-02-07 20:26:01.000,2024-01-22 19:50:32,1877.0,40.0,236,45.0,920.0,278.0,401.0,1293,2023-08-18 14:29:58.000,2.16.1,73.0,96.0,33,True,3783.0,3278.0,zarr,conda-forge/zarr,,,561413.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,505.0,494954.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2857756.0,2.0,,,,,,,,,,,,,,,,,,
+155,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 13:08:20.000,2024-02-06 15:29:58.000,2024-02-06 15:29:58,1523.0,31.0,214,99.0,763.0,2.0,235.0,852,2024-01-29 12:09:05.000,5.17.0,132.0,43.0,33,True,8381.0,8155.0,neo4j-driver,conda-forge/neo4j-python-driver,,,137873.0,https://pypi.org/project/neo4j-driver,2024-01-29 11:36:57.000,226.0,133329.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-01-29 16:24:27.720,199966.0,3.0,,,,,,,,,,,,,,,,,,
+156,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,802,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,551513.0,527063.0,decorator,conda-forge/decorator,,,67454129.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24450.0,67172918.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25590211.0,2.0,,,,,,,,,,,,,,,,,,
+157,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-04 10:11:47.941,2024-02-03 04:06:05,1341.0,181.0,95,20.0,802.0,17.0,132.0,373,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3363.0,,multidict,conda-forge/multidict,,6344.0,85176446.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3363.0,84887600.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11551115.0,1.0,,,,,,,,,,,,,,,,,,
+158,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 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,309,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114294.0,107196.0,asn1crypto,conda-forge/asn1crypto,,,65191455.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7098.0,65086824.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8370496.0,3.0,,,,,,,,,,,,,,,,,,
+159,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,474862.0,459736.0,pyasn1,conda-forge/pyasn1,,,170286323.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15126.0,167533547.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13763882.0,3.0,,,,,,,,,,,,,,,,,,
+160,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 12:24:11.000,2024-02-06 07:16:50.000,2023-12-10 20:18:56,479.0,2.0,514,68.0,304.0,208.0,167.0,12998,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,32,True,3030.0,21.0,typer,conda-forge/typer,,,14241532.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,14197879.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2008051.0,3.0,,,,,,,,,,,,,,,,,,
+161,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 19:33:15.000,2024-02-05 15:00:25.000,2024-01-22 22:01:58,1873.0,4.0,616,124.0,1294.0,258.0,1095.0,7940,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,32,True,19966.0,19957.0,hydra,conda-forge/hydra-core,,,33468.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,14947.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,889039.0,2.0,,,,,,,,,,,,,,,,,,
+162,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 23:31:13.000,2024-01-19 01:36:55.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,17.0,292.0,6370,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13446.0,12508.0,tinydb,conda-forge/tinydb,,,543393.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,938.0,539372.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,369997.0,2.0,,,,,,,,,,,,,,,,,,
+163,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-07 00:35:33.000,2024-02-07 00:35:30,1916.0,8.0,597,130.0,332.0,35.0,862.0,5731,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,32,True,1931.0,1560.0,csvkit,conda-forge/csvkit,,,185388.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,182227.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,104333.0,2.0,,,,,,,,,,,,,,,,,,
+164,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 16:52:10.000,2024-01-18 01:44:14.000,2024-01-18 01:44:13,1193.0,3.0,339,43.0,495.0,489.0,506.0,4101,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7184.0,7080.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,110947.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,110423.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16779.0,3.0,,,,,,,,,,,,,,,,,,
+165,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 10:55:25.000,2024-02-05 18:00:20.000,2023-11-28 18:26:26,330.0,1.0,253,53.0,202.0,125.0,198.0,3643,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,22018.0,21896.0,databases,conda-forge/databases,,,443463.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,438494.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,193810.0,3.0,,,,,,,,,,,,,,,,,,
+166,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,,190,34.0,51.0,25.0,160.0,3157,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2265.0,,sortedcontainers,conda-forge/sortedcontainers,,,34777544.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2265.0,34647781.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11808436.0,2.0,,,,,,,,,,,,,,,,,,
+167,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 13:05:52.000,2024-02-08 02:30:10.000,2024-02-08 02:30:09,1026.0,3.0,380,48.0,385.0,70.0,311.0,3033,2023-09-07 03:00:21.000,6.4.0,56.0,108.0,32,True,634.0,,smart-open,conda-forge/smart_open,,,17989731.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,17936957.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2269300.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,,
+168,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-01-22 03:17:16.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,324.0,127.0,225.0,2729,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,32,True,6239.0,5762.0,plumbum,conda-forge/plumbum,,,3075327.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,3063755.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,995257.0,3.0,,,,,,,,,,,,,,,,,,
+169,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 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,65.0,2471,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,131335.0,129119.0,aiofiles,conda-forge/aiofiles,,,11361419.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2216.0,11337400.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,960776.0,2.0,,,,,,,,,,,,,,,,,,
+170,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 02:18:35.000,2024-02-02 19:06:24.000,2024-02-02 05:38:53,835.0,9.0,430,40.0,638.0,269.0,368.0,2344,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1781.0,1620.0,pynamodb,conda-forge/pynamodb,,,1571197.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1560052.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,468114.0,3.0,,,,,,,,,,,,,,,,,,
+171,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,,250,50.0,149.0,56.0,85.0,2042,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39507.0,6.0,chardet,conda-forge/chardet,,,56887909.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39497.0,56340661.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22435775.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,34.0,,,,,,,,,,,,,
+172,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,,172,35.0,161.0,46.0,87.0,2016,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7074.0,,jmespath,conda-forge/jmespath,,,130706239.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7074.0,130513720.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17519304.0,3.0,,,,,,,,,,,,,,,,,,
+173,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 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,9.0,92,18.0,582.0,101.0,446.0,1719,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,25092.0,24604.0,omegaconf,conda-forge/omegaconf,,,7136525.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,488.0,7110710.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1264952.0,2.0,,,,,,,,,,,,,,,,,,
+174,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,56.0,337.0,1473,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2425.0,2326.0,pygsheets,,,,1284022.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1284022.0,,,,3.0,,,,,,,,,,,,,,,,,,
+175,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 17:55:17.000,2024-02-08 10:36:48.000,2024-01-12 09:43:33,550.0,14.0,78,22.0,226.0,36.0,99.0,1346,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11614.0,11196.0,questionary,conda-forge/questionary,,,1893935.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1892237.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,64547.0,3.0,,,,,,,,,,,,,,,,,,
+176,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-02-05 21:14:46.993,2024-01-26 18:48:28,2257.0,96.0,473,,,,,1297,2023-06-21 16:43:02.350,0.27.1,70.0,225.0,32,True,460.0,,holidays,conda-forge/holidays,,,6623059.0,https://pypi.org/project/holidays,2024-02-05 19:01:35.000,460.0,6535610.0,https://anaconda.org/conda-forge/holidays,2024-02-05 21:14:46.993,3760323.0,3.0,,,,,,,,,,,,,,,,,,
+177,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 23:21:22.000,2024-02-04 15:26:40.000,2023-04-04 11:45:40,1273.0,,103,32.0,208.0,51.0,192.0,979,2023-03-08 19:41:02.446,1.3.7,38.0,30.0,32,True,47264.0,45588.0,Bottleneck,conda-forge/bottleneck,,,828932.0,https://pypi.org/project/Bottleneck,2024-02-04 15:26:40.000,1676.0,731811.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3884855.0,2.0,,,,,,,,,,,,,,,,,,
+178,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 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,5.0,125,24.0,71.0,22.0,161.0,881,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18735.0,18385.0,anytree,conda-forge/anytree,,,1194069.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,350.0,1193260.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37234.0,2.0,,,,,,,,,,,,,,,,,,
+179,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 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,20.0,138.0,876,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,104822.0,102977.0,validators,conda-forge/validators,,19.0,7464443.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1845.0,7451487.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,557095.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,,
+180,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 21:37:12.000,2024-02-07 23:22:15.000,2023-03-04 17:45:05,299.0,,565,133.0,192.0,185.0,344.0,6038,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6872.0,6786.0,eel,,,,69592.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69592.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,,
+181,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 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5239,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3603.0,3330.0,transitions,conda-forge/transitions,,,506860.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,273.0,496350.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,588611.0,1.0,,,,,,,,,,,,,,,,,,
+182,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 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5170,,,41.0,28.0,31,False,8710.0,7885.0,pdfminer,conda-forge/pdfminer,,,190460.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,825.0,190059.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36152.0,2.0,,,,,,,,,,,,,,,,,,
+183,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 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,8.0,380,86.0,176.0,,607.0,4801,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1540.0,1360.0,huey,conda-forge/huey,,,99005.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,98528.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33395.0,2.0,,,,,,,,,,,,,,,,,,
+184,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 21:44:10.000,2024-02-08 10:32:51.000,2024-02-06 05:48:38,7949.0,352.0,679,83.0,1365.0,152.0,687.0,4026,2024-02-06 06:14:51.000,0.4.2,66.0,256.0,31,True,41.0,3.0,toga,,,2646.0,4754.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,4569.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,20.0,,,,,,,,,,,,,
+185,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 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,267,49.0,202.0,184.0,358.0,3458,,,5.0,29.0,31,False,2852.0,2852.0,dependency-injector,conda-forge/dependency_injector,,,974548.0,https://pypi.org/project/dependency-injector,,,973270.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,37087.0,2.0,,,,,,,,,,,,,,,,,,
+186,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,,349,302.0,1629.0,112.0,486.0,3307,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,344.0,327.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1398528.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1392783.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,326512.0,3.0,,,,,,,,,,,,,,,,,,
+187,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,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10014.0,9196.0,blaze,conda-forge/blaze,,,12591.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,9996.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202464.0,3.0,,,,,,,,,,,,,,,,,,
+188,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,,658,141.0,453.0,143.0,401.0,2777,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,31,True,23234.0,22374.0,pandas-datareader,conda-forge/pandas-datareader,,,392329.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,860.0,388143.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,343325.0,2.0,,,,,,,,,,,,,,,,,,
+189,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 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,29.0,76.0,4.0,90.0,2636,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,125142.0,121724.0,python-decouple,conda-forge/python-decouple,,12.0,2061009.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3418.0,2060029.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,75485.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,
+190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1520.0,1406.0,mrjob,conda-forge/mrjob,,,86763.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,80917.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520302.0,2.0,,,,,,,,,,,,,,,,,,
+191,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 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,15.0,59,22.0,110.0,113.0,78.0,1804,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1502.0,1372.0,glom,conda-forge/glom,,,1603844.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1603149.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29218.0,2.0,,,,,,,,,,,,,,,,,,
+192,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 15:56:50.000,2024-02-07 20:50:43.000,2024-02-06 08:45:27,1490.0,52.0,255,42.0,670.0,153.0,910.0,1803,2024-01-11 19:48:26.000,1.9.0,120.0,46.0,31,False,360.0,342.0,sdv,conda-forge/sdv,,,40712.0,https://pypi.org/project/sdv,2024-01-11 19:47:10.000,18.0,40087.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,16268.0,2.0,,,,,,,,,,,,,,,,,,
+193,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,,511,97.0,402.0,167.0,379.0,1677,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9283.0,8020.0,influxdb,conda-forge/influxdb,,,1786248.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1783283.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,136406.0,3.0,,,,,,,,,,,,,,,,,,
+194,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,,80.0,1670,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2086.0,,humanize,conda-forge/humanize,,,6784293.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2086.0,6772757.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,507589.0,2.0,,,,,,,,,,,,,,,,,,
+195,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,,190,49.0,202.0,85.0,371.0,1177,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3638.0,3552.0,petl,conda-forge/petl,,,1579152.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1574152.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,220016.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,
+196,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,,183,29.0,95.0,61.0,141.0,1163,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6915.0,6587.0,sshtunnel,conda-forge/sshtunnel,,,7562320.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,328.0,7560804.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,134935.0,3.0,,,,,,,,,,,,,,,,,,
+197,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1015,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,286965.0,271733.0,appdirs,conda-forge/appdirs,,,21066949.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15232.0,20961631.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10005256.0,3.0,,,,,,,,,,,,,,,,,,
+198,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 20:44:22.000,2024-02-06 09:23:39.000,2024-02-05 19:01:50,2128.0,41.0,137,42.0,424.0,102.0,258.0,969,2024-02-02 21:06:49.000,2.0.0,31.0,86.0,31,True,2107.0,1977.0,intake,conda-forge/intake,,,67772.0,https://pypi.org/project/intake,2024-02-02 21:06:49.000,130.0,55542.0,https://anaconda.org/conda-forge/intake,2024-02-02 22:02:27.607,538134.0,2.0,,,,,,,,,,,,,,,,,,
+199,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 20:16:53.000,2024-02-07 10:13:23.000,2023-06-25 23:23:50,1269.0,,256,19.0,213.0,31.0,302.0,889,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,5792.0,5466.0,fastcore,conda-forge/fastcore,,,786420.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,783843.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,67013.0,3.0,,,,,,,,,,,,,,,,,,
+200,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 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,181,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,153493.0,149642.0,tzlocal,conda-forge/tzlocal,,,43650430.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3851.0,43565905.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2535766.0,3.0,,,,,,,,,,,,,,,,,,
+201,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 00:09:10.000,2024-02-08 01:39:51.000,2024-02-07 21:28:16,799.0,25.0,50,48.0,715.0,49.0,180.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3374.0,3358.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3548150.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,3545259.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104094.0,3.0,,,,,,,,,,,,,,,,,,
+202,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 12:28:24.318,2024-02-07 23:24:18.000,2024-02-07 23:24:18,877.0,28.0,38,12.0,55.0,3.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,38.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,73857236.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,73455843.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,18062707.0,2.0,,,,,,,,,,,,,,,,,,
+203,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 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,33.0,41,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,31,False,4238.0,,zipp,conda-forge/zipp,,,169822450.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,168958842.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35407968.0,3.0,,,,,,,,,,,,,,,,,,
+204,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 21:06:05.000,2024-01-29 12:27:25.000,2022-05-08 04:08:19,743.0,,974,282.0,298.0,152.0,463.0,20147,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,963.0,873.0,gooey,conda-forge/gooey,,588.0,6879.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,90.0,5578.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73542.0,3.0,,,,,,,,,,,,,,,,,,
+205,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 09:44:42.000,2024-02-07 22:34:47.000,2023-07-21 10:40:58,3636.0,,592,145.0,968.0,500.0,773.0,8124,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,689.0,658.0,vaex,conda-forge/vaex,,280.0,36616.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,34580.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179074.0,3.0,,,,,,,,,,,,,,,,,,
+206,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 05:52:45.000,2024-02-01 04:36:56.000,2024-02-01 04:36:56,2691.0,5.0,847,167.0,743.0,21.0,962.0,5647,2022-07-29 04:10:00.400,0.9.9,21.0,81.0,30,True,471.0,457.0,snorkel,conda-forge/snorkel,,1054.0,31998.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,31125.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47383.0,3.0,,,,,,,,,,,,,,,,,,
+207,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,,414,78.0,69.0,367.0,194.0,3608,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,False,15550.0,15006.0,keyboard,conda-forge/keyboard,,,201847.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,544.0,201057.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25299.0,3.0,,,,,,,,,,,,,,,,,,
+208,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 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3479,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1078.0,958.0,asciimatics,conda-forge/asciimatics,,,187813.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,184169.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145768.0,3.0,,,,,,,,,,,,,,,,,,
+209,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 00:44:57.000,2024-02-01 14:47:54.000,2024-02-01 14:47:54,992.0,9.0,141,70.0,69.0,9.0,72.0,3219,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10713.0,10067.0,funcy,conda-forge/funcy,,,1562044.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,646.0,1557247.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,407817.0,3.0,,,,,,,,,,,,,,,,,,
+210,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 13:08:38.000,2024-02-06 15:00:48.000,2024-02-06 15:00:47,1757.0,42.0,103,44.0,1360.0,66.0,354.0,3119,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,30,True,576.0,517.0,returns,conda-forge/returns,,,126399.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,126148.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8292.0,3.0,,,,,,,,,,,,,,,,,,
+211,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 13:37:30.000,2024-02-06 09:00:23.000,2024-02-01 18:17:41,1177.0,19.0,590,175.0,468.0,96.0,477.0,3014,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,274.0,241.0,arctic,conda-forge/arctic,,209.0,4333.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3786.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,31084.0,3.0,,,,,,,,,,,,,,,,,,
+212,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1970.0,1583.0,schematics,conda-forge/schematics,,,301411.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,300937.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26088.0,3.0,,,,,,,,,,,,,,,,,,
+213,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 23:25:32.000,2024-02-02 23:02:07.000,2024-01-31 21:52:43,830.0,42.0,111,32.0,1057.0,17.0,401.0,2486,2024-01-31 21:39:22.000,1.3.22,315.0,32.0,30,True,243.0,237.0,whylogs,,,44.0,208727.0,https://pypi.org/project/whylogs,2024-01-31 21:40:05.000,6.0,208725.0,,,,2.0,,,,,,,,,,,,,,,,,,
+214,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 19:37:45.000,2024-01-29 09:28:50.000,2024-01-25 21:30:38,3949.0,100.0,321,36.0,340.0,148.0,548.0,2482,2024-01-25 21:24:28.000,3.0.beta0,212.0,104.0,30,True,110.0,98.0,pyinfra,,,,32151.0,https://pypi.org/project/pyinfra,2024-01-25 21:23:53.000,12.0,32151.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,,
+215,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 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2258,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1147.0,1081.0,datasketch,,,19.0,1409302.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1409302.0,,,,3.0,,,,,,,,,,,,,,,,,,
+216,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 01:44:50.000,2024-01-31 22:46:45.000,2024-01-31 18:16:35,270.0,2.0,147,35.0,76.0,1.0,70.0,1423,2024-01-31 18:18:29.000,8.0.3,47.0,36.0,30,True,2948.0,,python-slugify,conda-forge/python-slugify,,,15037742.0,https://pypi.org/project/python-slugify,2024-01-31 18:18:29.000,2948.0,14993032.0,https://anaconda.org/conda-forge/python-slugify,2024-01-31 21:54:45.329,1922551.0,2.0,,,,,,,,,,,,,,,,,,
+217,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 14:00:27.000,2024-02-04 17:50:47.000,2024-02-04 17:50:29,669.0,25.0,63,16.0,246.0,1.0,56.0,1377,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,22367.0,21839.0,bidict,conda-forge/bidict,,26.0,1575110.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,528.0,1570840.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,380081.0,2.0,,,,,,,,,,,,,,,,,,
+218,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 09:25:51.000,2024-02-07 19:00:31.000,2024-02-07 19:00:29,635.0,31.0,140,22.0,530.0,37.0,254.0,990,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2194.0,2060.0,aiocache,,,16.0,443679.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,443679.0,,,,2.0,,,,,,,,,,,,,,,,,,
+219,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 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,15.0,100,22.0,94.0,28.0,83.0,896,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1043.0,,inflect,conda-forge/inflect,,,4908192.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1043.0,4900023.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,359463.0,2.0,,,,,,,,,,,,,,,,,,
+220,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,,362,74.0,22.0,33.0,609.0,875,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8403.0,8041.0,cx-Oracle,conda-forge/cx_oracle,,,3258863.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3246719.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,522214.0,3.0,,,,,,,,,,,,,,,,,,
+221,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 02:58:47.000,2024-02-04 01:36:07.000,2023-06-20 04:17:34,1006.0,,49,17.0,76.0,2.0,89.0,825,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,27573.0,26244.0,natsort,conda-forge/natsort,,,4236938.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1329.0,4198051.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1516629.0,3.0,,,,,,,,,,,,,,,,,,
+222,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 22:42:24.000,2024-01-28 17:13:13.000,2020-10-21 17:48:31,219.0,,77,15.0,273.0,46.0,25.0,677,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46286.0,44160.0,cached-property,conda-forge/cached-property,,,12702587.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2126.0,12599980.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8516381.0,2.0,,,,,,,,,,,,,,,,,,
+223,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 17:54:08.000,2024-02-05 20:50:15.000,2024-02-05 20:50:14,570.0,17.0,358,36.0,304.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4572.0,3290.0,pysolr,conda-forge/pysolr,,,293660.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,293398.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22054.0,3.0,,,,,,,,,,,,,,,,,,
+224,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,,67,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17371.0,15183.0,scandir,conda-forge/scandir,,,3429648.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3395400.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1369956.0,3.0,,,,,,,,,,,,,,,,,,
+225,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 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,461,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7199.0,,rsa,conda-forge/rsa,,,140777470.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7199.0,140631574.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13276579.0,3.0,,,,,,,,,,,,,,,,,,
+226,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 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,405,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,39695.0,39396.0,srsly,conda-forge/srsly,,,5614752.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5582891.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1401924.0,3.0,,,,,,,,,,,,,,,,,,
+227,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-02-07 22:59:10.000,2024-01-22 12:51:42,875.0,7.0,66,18.0,476.0,146.0,286.0,377,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,30,True,9895.0,9738.0,param,conda-forge/param,,,720625.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,683807.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1472745.0,3.0,,,,,,,,,,,,,,,,,,
+228,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 22:32:08.000,2024-02-05 23:03:25.000,2024-02-05 23:03:25,958.0,4.0,4654,634.0,754.0,204.0,100.0,23350,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,2214.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,2155.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2018.0,3.0,,,,,,,,,,,,,,,,,,
+229,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,,576,188.0,90.0,62.0,82.0,7056,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1318.0,1137.0,records,conda-forge/records,,,261061.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,260758.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24909.0,3.0,,,,,,,,,,,,,,,,,,
+230,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,,552,141.0,293.0,282.0,244.0,6663,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1802.0,1772.0,faust,,,,15231.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15231.0,,,,3.0,,,,,,,,,,,,,,,,,,
+231,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 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9038.0,8560.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11103896.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,478.0,11083444.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,818094.0,3.0,,,,,,,,,,,,,,,,,,
+232,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 20:13:06.000,2024-02-08 01:24:17.000,2024-02-08 01:23:29,3052.0,16.0,225,30.0,293.0,99.0,761.0,3331,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,126.0,119.0,ploomber,conda-forge/ploomber,,,6858.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,4268.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,82901.0,3.0,,,,,,,,,,,,,,,,,,
+233,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,,128,56.0,73.0,15.0,64.0,2417,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8725.0,8315.0,addict,conda-forge/addict,,21.0,2857374.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,410.0,2852661.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,428956.0,3.0,,,,,,,,,,,,,,,,,,
+234,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,,180,43.0,218.0,108.0,274.0,1927,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,1893195.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,1884088.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,701291.0,3.0,,,,,,,,,,,,,,,,,,
+235,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 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1773,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2269.0,55232.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,54583.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23574.0,3.0,,,,,,,,,,,,,,,,,,
+236,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 11:13:40.000,2024-02-05 17:01:56.000,2024-02-01 13:58:14,847.0,34.0,47,12.0,272.0,10.0,91.0,1362,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1614.0,1575.0,python-benedict,conda-forge/python-benedict,,,554084.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,550252.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,149465.0,3.0,,,,,,,,,,,,,,,,,,
+237,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 20:53:26.000,2024-02-01 15:54:25.000,2024-01-23 23:03:35,1741.0,13.0,82,15.0,435.0,110.0,244.0,1207,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,335.0,324.0,piccolo,,,,16501.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,16501.0,,,,3.0,,,,,,,,,,,,,,,,,,
+238,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,,129,32.0,74.0,29.0,70.0,1099,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4796.0,4559.0,sqlitedict,conda-forge/sqlitedict,,,543819.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,237.0,541387.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,99745.0,3.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,,
+239,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,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2091.0,1871.0,redis-py-cluster,,,4099.0,2037476.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,2037439.0,,,,3.0,,,,,,,,,,,,,,,,,,
+240,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 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,37.0,145,39.0,84.0,2.0,132.0,1080,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,155.0,,path,conda-forge/path,,,1478432.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,155.0,1467453.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,494081.0,3.0,,,,,,,,,,,,,,,,,,
+241,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-07 14:29:55.000,2024-02-07 14:29:54,189.0,9.0,130,26.0,46.0,9.0,75.0,945,2023-10-22 11:33:03.000,2.1.0,28.0,23.0,29,True,469.0,,email-validator,conda-forge/email-validator,,,10547529.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,10544113.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,146909.0,3.0,,,,,,,,,,,,,,,,,,
+242,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 04:02:42.000,2024-02-01 14:49:39.000,2024-02-01 08:51:49,727.0,13.0,46,11.0,89.0,12.0,97.0,488,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5286.0,5010.0,python-rapidjson,conda-forge/python-rapidjson,,,2307877.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,276.0,2270674.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1488148.0,3.0,,,,,,,,,,,,,,,,,,
+243,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 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,72,19.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,False,36788.0,33374.0,configobj,conda-forge/configobj,,444.0,3347706.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3414.0,3336279.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,765419.0,3.0,,,,,,,,,,,,,,,,,,
+244,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,,52,10.0,46.0,20.0,21.0,136,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,59907.0,57586.0,isodate,conda-forge/isodate,,,86742419.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2321.0,86692857.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4708437.0,3.0,,,,,,,,,,,,,,,,,,
+245,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,,292,102.0,139.0,29.0,261.0,4697,,,5.0,77.0,28,True,3587.0,3587.0,dataset,conda-forge/dataset,,,91846.0,https://pypi.org/project/dataset,,,91620.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7930.0,3.0,,,,,,,,,,,,,-2.0,,,,,
+246,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 03:06:38.000,2024-01-26 08:00:58.934,2024-01-26 06:50:31,1627.0,18.0,389,88.0,113.0,8.0,167.0,3364,,,96.0,30.0,28,True,,,phonenumbers,conda-forge/phonenumbers,,,5304690.0,https://pypi.org/project/phonenumbers,,,5278442.0,https://anaconda.org/conda-forge/phonenumbers,2024-01-26 08:00:58.934,866204.0,3.0,,,,,,,,,,,,,-7.0,,,,,
+247,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 20:20:15.000,2024-02-04 17:00:42.000,2024-01-29 21:15:46,308.0,17.0,290,29.0,158.0,106.0,140.0,3029,2024-01-22 22:08:37.000,1.45.0,88.0,33.0,28,True,112.0,110.0,img2dataset,,,1517.0,32733.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,32683.0,,,,3.0,,,,,,,,,,,,,,,,,,
+248,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,,420,94.0,110.0,37.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7220.0,7061.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,216806.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,215061.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68062.0,3.0,,,,,,,,,,,,,,,,,,
+249,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,,148,50.0,472.0,58.0,262.0,2635,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2393.0,2348.0,gino,,,,21794.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,21794.0,,,,3.0,,,,,,,,,,,,,,,,,,
+250,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 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2417,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1283.0,1237.0,swifter,conda-forge/swifter,['pandas'],,467265.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,460110.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,314824.0,3.0,,,,,,,,,,,,,,,,,,
+251,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 07:01:57.000,2024-01-29 17:01:36.000,2023-06-20 15:54:36,2284.0,,175,39.0,373.0,37.0,263.0,1959,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,253969.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,249228.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180171.0,3.0,,,,,,,,,,,,,,,,,,
+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 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1957,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7869.0,7772.0,gin-config,conda-forge/gin-config,,,190148.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,189628.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23421.0,3.0,,,,,,,,,,,,,,,,,,
+253,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,216.0,180.0,mongo-connector,,,,4524.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,4524.0,,,,3.0,,,,,,,,,,,,,,,,,,
+254,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 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1488,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,247.0,222.0,mleap,conda-forge/mleap,,,200068.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,198322.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78580.0,3.0,,,,,,,,,,,,,,,,,,
+255,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 04:29:28.000,2024-02-07 06:35:44.000,2024-02-02 23:26:49,849.0,66.0,68,15.0,482.0,197.0,180.0,1468,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,70565.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,70565.0,,,,3.0,,,,,,,,,,,,,,,,,,
+256,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,,134,33.0,80.0,34.0,54.0,1422,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11015.0,9505.0,blessings,conda-forge/blessings,,,1009334.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1002924.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,282069.0,3.0,,,,,,,,,,,,,,,,,,
+257,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 13:59:45.000,2024-02-05 04:29:24.000,2023-12-13 01:11:40,534.0,52.0,83,21.0,245.0,72.0,83.0,931,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3200.0,3194.0,odmantic,,,,22883.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,22883.0,,,,3.0,,,,,,,,,,,,,,,,,,
+258,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,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11049.0,9811.0,parsedatetime,conda-forge/parsedatetime,,,6801381.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6799309.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,184468.0,3.0,,,,,,,,,,,,,,,,,,
+259,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 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6476.0,5120.0,beaker,conda-forge/beaker,,,281827.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1356.0,280948.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72985.0,3.0,,,,,,,,,,,,,,,,,,
+260,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 15:07:52.000,2024-02-08 02:02:31.000,2024-02-06 16:32:36,7163.0,302.0,32,10.0,281.0,40.0,572.0,392,2024-01-30 06:01:36.000,2.2.3,198.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9927.0,https://pypi.org/project/static-frame,2024-01-30 06:01:36.000,2.0,2865.0,https://anaconda.org/conda-forge/static-frame,2024-01-30 14:43:55.422,317800.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,,
+261,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,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1352.0,1279.0,tabulator,conda-forge/tabulator-py,,,214674.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,213994.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54469.0,3.0,,,,,,,,,,,,,,,,,,
+262,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,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13369.0,12959.0,ordered-set,conda-forge/ordered-set,,,12315630.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,410.0,12310777.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,456229.0,3.0,,,,,,,,,,,,,,,,,,
+263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-02-05 14:04:39.000,2022-03-10 10:33:50,585.0,,559,83.0,263.0,125.0,129.0,3715,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,130.0,,textract,conda-forge/textract,,,110291.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,130.0,110036.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22783.0,3.0,,,,,,,,,,,,,,,,,,
+264,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 11:58:29.000,2024-02-04 19:25:39.000,2024-01-23 09:45:33,192.0,1.0,196,29.0,53.0,83.0,127.0,3388,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,496775.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,494474.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,73649.0,3.0,,,,,,,,,,,,,,,,,,
+265,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 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,127,49.0,63.0,10.0,123.0,2286,2021-01-12 19:21:07.000,1.4.3,11.0,31.0,27,True,753.0,753.0,pyfunctional,,,,156953.0,https://pypi.org/project/pyfunctional,,,156953.0,,,,3.0,,,,,,,,,,,,,,,,,,
+266,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 06:22:25.000,2024-02-05 20:15:41.000,2024-02-05 20:15:41,5665.0,30.0,507,107.0,955.0,591.0,968.0,2137,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3845.0,19071.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,760700.0,3.0,,,,,,,,,,,,,,,,,,
+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,,158,30.0,48.0,51.0,14.0,1899,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2294.0,,retrying,conda-forge/retrying,,,10006728.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2294.0,9988767.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1598577.0,3.0,,,,,,,,,,,,,,,,,,
+268,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 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,,147,33.0,228.0,72.0,142.0,1784,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,552.0,531.0,arq,conda-forge/arq,,,91090.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,90810.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9524.0,3.0,,,,,,,,,,,,,,,,,,
+269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-05 11:23:28.000,2024-02-05 11:23:21,2737.0,24.0,134,50.0,305.0,45.0,194.0,1506,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,310.0,227.0,enaml,conda-forge/enaml,,766.0,6388.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2724.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,160793.0,3.0,,,,,,,,,,,,,,,,,,
+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,,59,27.0,40.0,88.0,73.0,1382,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2514.0,2242.0,strictyaml,conda-forge/strictyaml,,,1306872.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,272.0,1303792.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215612.0,3.0,,,,,,,,,,,,,,,,,,
+271,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 21:14:39.000,2024-02-07 12:54:11.000,2024-01-28 18:35:23,175.0,27.0,47,17.0,115.0,14.0,4.0,1338,2024-01-28 18:22:51.000,0.0.4,5.0,14.0,27,True,3203.0,3129.0,asyncer,conda-forge/asyncer,,,110423.0,https://pypi.org/project/asyncer,2024-01-28 18:22:51.000,74.0,110154.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6728.0,3.0,,,,,,,,,,,,,,,,,,
+272,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,,175,49.0,33.0,59.0,25.0,1284,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2745.0,2652.0,pandasql,conda-forge/pandasql,['pandas'],,1777823.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1763961.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,443602.0,3.0,,,,,,,,,,,,,,,,,,
+273,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 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1216,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,1085267.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,1085267.0,,,,3.0,,,,,,,,,,,,,,,,,,
+274,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,,116,22.0,62.0,23.0,104.0,866,2023-01-14 16:16:40.000,2.0.0,7.0,29.0,27,False,2493.0,2493.0,pyahocorasick,conda-forge/pyahocorasick,,,625605.0,https://pypi.org/project/pyahocorasick,,,620389.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,208666.0,3.0,,,,,,,,,,,,,,,,,,
+275,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 15:45:28.000,2024-01-29 04:32:25.000,2024-01-29 04:32:24,724.0,26.0,42,23.0,563.0,9.0,33.0,765,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,664273.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,663967.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17153.0,3.0,,,,,,,,,,,,,,,,,,
+276,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,,86,25.0,51.0,7.0,39.0,734,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,871.0,,munch,conda-forge/munch,,,2090240.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,871.0,1658888.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3882176.0,3.0,,,,,,,,,,,,,,,,,,
+277,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,,114,17.0,93.0,70.0,127.0,684,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16385.0,14891.0,configargparse,conda-forge/configargparse,,,4171196.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1494.0,4149615.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,776931.0,3.0,,,,,,,,,,,,,,,,,,
+278,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,621,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1292.0,1266.0,pysimdjson,conda-forge/pysimdjson,,,880034.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,877952.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,83306.0,3.0,,,,,,,,,,,,,2.0,,,,,
+279,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 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1063.0,829.0,happybase,conda-forge/happybase,,,55618.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,53875.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160367.0,3.0,,,,,,,,,,,,,,,,,,
+280,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,,55,12.0,49.0,9.0,116.0,578,,,8.0,12.0,27,False,62501.0,60089.0,dataclasses,conda-forge/dataclasses,,,11052676.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,10884757.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11586461.0,3.0,,,,,,,,,,,,,,,,,,
+281,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,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7304.0,4918.0,pylibmc,conda-forge/pylibmc,,486.0,189645.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,184204.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216565.0,3.0,,,,,,,,,,,,,,,,,,
+282,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 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,254,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2813.0,,send2trash,conda-forge/send2trash,,,14069255.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2813.0,13892130.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12930144.0,3.0,,,,,,,,,,,,,,,,,,
+283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 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,47255.0,39255.0,futures,conda-forge/futures,,,8817781.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8803713.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1266171.0,3.0,,,,,,,,,,,,,,,,,,
+284,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,,21,7.0,57.0,4.0,7.0,168,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,35736.0,35650.0,catalogue,conda-forge/catalogue,,,5315447.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5286960.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1224942.0,3.0,,,,,,,,,,,,,,,,,,
+285,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,2521.0,2229.0,cloudant,conda-forge/cloudant,,,112973.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,111731.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110554.0,3.0,,,,,,,,,,,,,,,,,,
+286,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,,30,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63260.0,58927.0,pathlib2,conda-forge/pathlib2,,,7432520.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,7364701.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2644947.0,3.0,,,,,,,,,,,,,,,,,,
+287,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 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77243.0,74522.0,contextlib2,conda-forge/contextlib2,,,15316112.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2721.0,15303684.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1193101.0,3.0,,,,,,,,,,,,,,,,,,
+288,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 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,90.0,364.0,3190,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,156.0,134.0,flexx,conda-forge/flexx,,,1603.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103725.0,3.0,,,,,,,,,,,,,,,,,,
+289,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,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2481.0,1973.0,bcolz,conda-forge/bcolz,,,8762.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4678.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343080.0,3.0,,,,,,,,,,,,,,,,,,
+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,,91,16.0,26.0,,67.0,487,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4345.0,4076.0,pyscreenshot,,,,171681.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,269.0,171681.0,,,,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,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18629.0,18613.0,umongo,conda-forge/umongo,,,33175.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,32967.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6043.0,3.0,,,,,,,,,,,,,,,,,,
+292,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 10:42:47.000,2024-02-02 07:12:06.000,2024-02-01 20:42:24,3514.0,45.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,555.0,76.0,26,True,61.0,36.0,dbnd,,,,254966.0,https://pypi.org/project/dbnd,2024-02-02 07:08:59.000,25.0,254966.0,,,,3.0,,,,,,,,,,,,,,,,,,
+293,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,,64,19.0,45.0,20.0,17.0,199,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13099.0,,ptyprocess,conda-forge/ptyprocess,,,44831829.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13099.0,44659469.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16201871.0,3.0,,,,,,,,,,,,,,,,,,
+294,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,,744,148.0,298.0,119.0,175.0,6166,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1626.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1626.0,,,,3.0,,,,,,,,,,,,,,,,,,
+295,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,,104,35.0,101.0,22.0,141.0,2323,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,364.0,,python-box,conda-forge/python-box,,39.0,5928317.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,364.0,5916509.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,507750.0,3.0,,,,,,,,,,,,,,,,,,
+296,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,,141,58.0,248.0,95.0,108.0,1570,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,16323.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,16323.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+297,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,,221,105.0,174.0,71.0,264.0,1487,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,4324.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4324.0,,,,3.0,,,,,,,,,,,,,,,,,,
+298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-02-05 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,39.0,1047.0,9.0,209.0,1423,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,8150.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,8150.0,,,,3.0,,,,,,,,,,,,,,,,,,
+299,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,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1672.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1672.0,,,,3.0,,,,,,,,,,,,,,,,,,
+300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1169,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,265.0,231.0,parallel-ssh,,,377.0,141204.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,141201.0,,,,3.0,,,,,,,,,,,,,,,,,,
+301,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,,54,22.0,70.0,9.0,37.0,1085,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6553.0,6428.0,immutables,conda-forge/immutables,,,718161.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,696739.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,964013.0,3.0,,,,,,,,,,,,,,,,,,
+302,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 16:14:08.000,2024-02-08 05:01:29.000,2023-12-06 13:15:17,750.0,2.0,82,14.0,135.0,36.0,101.0,929,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,269.0,,mss,conda-forge/python-mss,,,604092.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,269.0,603250.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,37061.0,3.0,,,,,,,,,,,,,,,,,,
+303,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 13:34:12.000,2024-02-02 18:35:54.000,2024-02-02 18:35:54,275.0,21.0,57,8.0,83.0,22.0,54.0,492,2023-12-13 20:43:21.000,2.2.2,56.0,18.0,25,True,464.0,434.0,cachier,,,,36835.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,36835.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,,
+304,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 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,4.0,43,14.0,10.0,6.0,8.0,489,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,84951.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,84951.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,,
+305,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,,30,11.0,51.0,21.0,35.0,324,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,27458937.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,27429424.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1711773.0,3.0,,,,,,,,,,,,,,,,,,
+306,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 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,3.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1157.0,1112.0,everett,conda-forge/everett,,,104269.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,102871.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,55932.0,3.0,,,,,,,,,,,,,,,,,,
+307,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,,25,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8030.0,,entrypoints,conda-forge/entrypoints,,,14094680.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8030.0,13901421.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18166435.0,3.0,,,,,,,,,,,,,,,,,,
+308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,142.0,66.0,storm,,,,2343.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2343.0,,,,3.0,,,,,,,,,,,,,,,,,,
+309,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 13:39:33.000,2024-01-31 15:45:29.000,2023-10-02 06:28:26,631.0,,408,45.0,181.0,258.0,109.0,2532,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,5943.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5943.0,,,,3.0,,,,,,,,,,,,,,,,,,
+310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1502,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,128.0,117.0,pypeln,conda-forge/pypeln,,,133679.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,133335.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14818.0,3.0,,,,,,,,,,,,,,,,,,
+311,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,,145,42.0,10.0,3.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2358.0,2188.0,pluginbase,conda-forge/pluginbase,,,750590.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,746425.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304099.0,3.0,,,,,,,,,,,,,,,,,,
+312,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 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,746,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,292.0,261.0,dirty-equals,conda-forge/dirty-equals,,,232938.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,231161.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40886.0,3.0,,,,,,,,,,,,,,,,,,
+313,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,,141,10.0,22.0,29.0,19.0,691,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3429.0,3184.0,ratelimit,conda-forge/ratelimit,,,5857541.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,245.0,5857169.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13792.0,3.0,,,,,,,,,,,,,,,,,,
+314,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,,70,22.0,66.0,12.0,99.0,477,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,771.0,680.0,hickle,conda-forge/hickle,,,34917.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,34522.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,24120.0,3.0,,,,,,,,,,,,,,,,,,
+315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,419.0,295.0,messytables,,,,15626.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,15626.0,,,,3.0,,,,,,,,,,,,,,,,,,
+316,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,,90.0,311,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,102.0,384579.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,384578.0,,,,3.0,,,,,,,,,,,,,,,,,,
+317,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,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,926.0,839.0,deepdish,conda-forge/deepdish,,,16677.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,15616.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92369.0,3.0,,,,,,,,,,,,,,,,,,
+318,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,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5968.0,4632.0,clint,conda-forge/clint,,117.0,99212.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1336.0,98605.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56506.0,3.0,,,,,,,,,,,,,,,,,,
+319,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,,,306.0,1817.0,69,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8609.0,,openpyxl,openpyxl,,,66804692.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8579.0,66802550.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,210898.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1225.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+320,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,,657,391.0,276.0,81.0,80.0,10553,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,50.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,50.0,,,,2.0,,,,,,,,,,,,,,,,,,
+321,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,,140,40.0,22.0,20.0,11.0,1557,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,117579.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,117579.0,,,,3.0,,,,,,,,,,,,,,,,,,
+322,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-29 10:01:41.000,2023-12-14 12:24:12,327.0,2.0,80,43.0,248.0,46.0,41.0,1331,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,23,True,39.0,29.0,tasktiger,,,,4637.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,4637.0,,,,3.0,,,,,,,,,,,,,,,,,,
+323,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 21:14:57.000,2024-01-29 22:21:49.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,21983.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,19596.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,69240.0,3.0,,,,,,,,,,,,,,,,,,
+324,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 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,354,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,23,True,392.0,353.0,aiomisc,,,,17736.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,17736.0,,,,3.0,,,,,,,,,,,,,,,,,,
+325,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 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,289,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,407.0,349.0,rtoml,,,,125386.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,125386.0,,,,3.0,,,,,,,,,,,,,,,,,,
+326,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,False,203.0,195.0,pysparkling,conda-forge/pysparkling,,,10113.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9982.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4619.0,3.0,,,,,,,,,,,,,,,,,,
+327,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,,40,8.0,39.0,8.0,37.0,153,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1049.0,1001.0,filedepot,,,,12661.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,48.0,12661.0,,,,3.0,,,,,,,,,,,,,,,,,,
+328,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,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2854.0,2658.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,139085.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,138724.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27489.0,3.0,,,,,,,,,,,,,,,,,,
+329,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 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,40101.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,39303.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63840.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,,
+330,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,,126,65.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,441.0,407.0,pampy,,,,26299.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,26299.0,,,,3.0,,,,,,,,,,,,,,,,,,
+331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3245,,,4.0,19.0,22,False,611.0,581.0,macropy3,,,,213.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,213.0,,,,3.0,,,,,,,,,,,,,,,,,,
+332,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 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,3.0,145,34.0,13.0,10.0,172.0,3240,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,22,False,205.0,205.0,ptext-joris-schellekens,conda-forge/borb,,,1601.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48033.0,3.0,,,,,,,,,,,,,,,,,,
+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,,554,268.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,59.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,,
+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,,89,38.0,214.0,46.0,57.0,2482,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22892.0,693.0,,,,,,,,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,,83,46.0,34.0,18.0,11.0,1804,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4665.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4665.0,,,,3.0,,,,,,,,,,,,,,,,,,
+336,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,,95,32.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,188.0,166.0,pinject,conda-forge/pinject,,,48943.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,48773.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4944.0,3.0,,,,,,,,,,,,,,,,,,
+337,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,,51,21.0,20.0,3.0,27.0,861,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,237.0,218.0,unsync,conda-forge/unsync,,,45946.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,45667.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12285.0,3.0,,,,,,,,,,,,,,,,,,
+338,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,,135,63.0,76.0,167.0,149.0,857,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,734.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,734.0,,,,3.0,,,,,,,,,,,,,,,,,,
+339,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,,123,13.0,32.0,31.0,42.0,845,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1517.0,1415.0,pickledb,,,,37694.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,102.0,37694.0,,,,3.0,,,,,,,,,,,,,,,,,,
+340,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 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,566,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,119.0,110.0,pypyr,conda-forge/pypyr,,,2983.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2438.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13626.0,3.0,,,,,,,,,,,,,,,,,,
+341,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,,39,16.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11493.0,9446.0,unipath,,,,53120.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,53120.0,,,,3.0,,,,,,,,,,,,,,,,,,
+342,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 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,11.0,24.0,160,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,236.0,224.0,aioprometheus,,,,171574.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,171574.0,,,,3.0,,,,,,,,,,,,,,,,,,
+343,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 15:35:29.000,2024-02-05 17:31:31.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,16.0,15.0,148,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,308.0,270.0,docopt-ng,,,,115192.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,115192.0,,,,3.0,,,,,,,,,,,,,,,,,,
+344,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 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2303.0,2175.0,stopit,conda-forge/stopit,,,556512.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,545754.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,785376.0,3.0,,,,,,,,,,,,,,,,,,
+345,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 08:02:27.000,2024-02-08 12:18:17.000,2024-01-31 14:05:55,1802.0,48.0,5,3.0,806.0,18.0,39.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,4820.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,4812.0,,,,3.0,,,,,,,,,,,,,,,,,,
+346,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,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,1040.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1040.0,,,,3.0,,,,,,,,,,,,,,,,,,
+347,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,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,250.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,250.0,,,,3.0,,,,,,,,,,,,,,,,,,
+348,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 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,654,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,21,False,70.0,67.0,pugsql,,,,3865.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3865.0,,,,3.0,,,,,,,,,,,,,,,,,,
+349,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,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4547.0,3359.0,awesome-slugify,conda-forge/awesome-slugify,,,48183.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,47444.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69513.0,3.0,,,,,,,,,,,,,,,,,,
+350,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,,67,47.0,71.0,2.0,,354,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,711.0,628.0,pymodm,conda-forge/pymodm,,,8703.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,8594.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5241.0,3.0,,,,,,,,,,,,,,,,,,
+351,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,,48,15.0,34.0,25.0,11.0,289,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,423.0,404.0,price-parser,,,,78518.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,78518.0,,,,3.0,,,,,,,,,,,,,,,,,,
+352,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,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,168.0,162.0,datatest,,,,14494.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14494.0,,,,3.0,,,,,,,,,,,,,,,,,,
+353,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-08 12:35:24.000,2024-02-08 05:27:42,696.0,54.0,24,4.0,264.0,4.0,,275,2024-02-07 18:55:27.000,1.1.247,607.0,12.0,21,True,5.0,5.0,upgini,,,,7208.0,https://pypi.org/project/upgini,2024-02-08 12:35:24.000,,7208.0,,,,3.0,,,,,,,,,,,,,,,,,,
+354,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 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10661.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10661.0,,,,3.0,,,,,,,,,,,,,,,,,,
+355,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,,16,7.0,9.0,16.0,5.0,204,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,900.0,896.0,gsheetsdb,,,,60204.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,60204.0,,,,3.0,,,,,,,,,,,,,,,,,,
+356,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 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,23.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,457.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,457.0,,,,3.0,,,,,,,,,,,,,,,,,,
+357,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,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,False,2210.0,2146.0,coolname,conda-forge/coolname,,,431918.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,64.0,429745.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,82607.0,3.0,,,,,,,,,,,,,,,,,,
+358,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,,143,67.0,4.0,1.0,41.0,2160,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1602.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1602.0,,,,3.0,,,,,,,,,,,,,,,,,,
+359,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,,215,40.0,56.0,84.0,39.0,1427,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11536.0,1178.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,998.0,,,,3.0,,,,,,,,,,,,,,,,,,
+360,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,,44,17.0,48.0,15.0,38.0,714,2022-09-19 07:35:46.000,0.3.2,47.0,11.0,20,False,60.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2597.0,https://pypi.org/project/pdpipe,,,1848.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29227.0,3.0,,,,,,,,,,,,,,,,,,
+361,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-07 16:26:04.000,2024-02-07 16:25:56,636.0,195.0,28,5.0,101.0,6.0,16.0,579,2024-02-02 13:15:38.000,1.9.0,64.0,7.0,20,True,,,pipeless-ai,,,659.0,280.0,https://pypi.org/project/pipeless-ai,,,171.0,,,,1.0,,,,,,,,,,,,,,,,,,
+362,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,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,8643.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8417.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21268.0,3.0,,,,,,,,,,,,,,,,,,
+363,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,,458,157.0,142.0,78.0,27.0,1983,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+364,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 04:15:53.000,2024-02-08 09:28:50.000,2024-02-07 01:16:06,3001.0,113.0,141,29.0,225.0,32.0,370.0,1351,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+365,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,158.0,131.0,queries,,,,2810.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2810.0,,,,3.0,,,,,,,,,,,,,,,,,,
+366,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,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1115.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,132.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65876.0,3.0,,,,,,,,,,,,,,,,,,
+367,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,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2579.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1504.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35491.0,3.0,,,,,,,,,,,,,,,,,,
+368,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,101,56.0,74.0,18.0,16.0,2041,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,,,mara-pipelines,,,,125.0,https://pypi.org/project/mara-pipelines,,,125.0,,,,3.0,,,,,,,,,,,,,,,,,,
+369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,57,35.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,194.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,194.0,,,,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,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,521.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,521.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,,
+371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1356,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,57.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,,
+372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,976,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+373,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 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,67,19.0,28.0,42.0,30.0,849,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1231.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1231.0,,,,3.0,,,,,,,,,,,,,,,,,,
+374,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,350.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,350.0,,,,3.0,,,,,,,,,,,,,,,,,,
+375,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 08:15:36.000,2024-02-06 03:28:09.000,2024-01-15 11:48:36,125.0,6.0,8,13.0,170.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1772.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1772.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,
+376,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,,14,8.0,18.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,218192.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,218192.0,,,,3.0,,,,,,,,,,,,,,,,,,
+377,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:01:39.000,2021-12-28 23:01:31,1269.0,,75,52.0,23.0,21.0,8.0,1607,,,,18.0,16,False,,,riko,,,,237.0,https://pypi.org/project/riko,,,237.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,,
+378,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,,76,24.0,19.0,11.0,13.0,950,,,,13.0,16,True,28.0,28.0,d6tflow,,,,209.0,https://pypi.org/project/d6tflow,,,209.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,,
+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 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,58.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,58.0,,,,3.0,,,,,,,,,,,,,,,,,,
+380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,616,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,233.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,233.0,,,,3.0,,,,,,,,,,,,,,,,,,
+381,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,,101,54.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,68.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,68.0,,,,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,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:13.000,0.0.78,56.0,2.0,14,False,10.0,10.0,supersqlite,,,,108.0,https://pypi.org/project/supersqlite,,,108.0,,,,3.0,,,,,,,,,,,,,,,,,,
+383,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,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,314.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,314.0,,,,3.0,,,,,,,,,,,,,,,,,,
+384,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,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,801.0,792.0,millify,,,,45864.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,45864.0,,,,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,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,71.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,71.0,,,,3.0,,,,,,,,,,,,,,,,,,
+386,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,,2022-06-09 16:16:22.000,2024-02-07 18:28:19.000,2024-01-19 20:44:25,947.0,49.0,20,2.0,810.0,7.0,18.0,258,2024-01-19 20:50:33.000,0.1.53,36.0,14.0,13,False,,,the-guide,,,,18.0,https://pypi.org/project/the-guide,,,18.0,,,,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,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,107.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,107.0,,,,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,,,,138.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,138.0,,,,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,,35,29.0,10.0,3.0,16.0,364,,,,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,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 7e69583..c240815 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._
-- redis (π₯44 Β· β 12K Β· π) - Redis Python Client. MIT
-- dill (π₯38 Β· β 2.1K Β· π) - serialize all of Python. BSD-3
-- Intake (π₯30 Β· β 970 Β· π) - Intake is a lightweight package for finding, investigating, loading.. BSD-2
-- cx-Oracle (π₯30 Β· β 870 Β· π) - Python interface to Oracle Database now superseded by python-.. BSD-3
-- configobj (π₯29 Β· β 300 Β· π) - Python 3+ compatible port of the configobj library. BSD-3
+- pydantic (π₯45 Β· β 18K Β· π) - Data validation using Python type hints. MIT
+- pulumi (π₯43 Β· β 19K Β· π) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
+- cookiecutter (π₯41 Β· β 21K Β· π) - A cross-platform command-line utility that creates projects.. BSD-3
+- watchdog (π₯38 Β· β 6.2K Β· π) - Python library and shell utilities to monitor filesystem events. Apache-2
+- pysimdjson (π₯27 Β· β 620 Β· π) - Python bindings for the simdjson project. MIT
## π Trending Down
_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
-- fabric (π₯34 Β· β 14K Β· π) - Simple, Pythonic remote execution and deployment. BSD-2
-- diagrams (π₯33 Β· β 34K Β· π) - Diagram as Code for prototyping cloud system architectures. MIT
-- zarr (π₯33 Β· β 1.3K Β· π) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- plumbum (π₯32 Β· β 2.7K Β· π) - Plumbum: Shell Combinators. MIT
-- holidays (π₯32 Β· β 1.3K Β· π) - Generate and work with holidays in Python. MIT
+- rich (π₯42 Β· β 46K Β· π) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
+- dataset (π₯28 Β· β 4.7K Β· π€) - Easy-to-use data handling for SQL data stores with support for.. MIT
+- phonenumbers (π₯28 Β· β 3.4K Β· π) - Python port of Googles libphonenumber. Apache-2
+- riko (π₯16 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
+- Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT