flatbuffers (π₯43 Β· β 22K Β· π) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
+flatbuffers (π₯43 Β· β 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 670 Β· π 3.1K Β· π₯ 370K Β· π¦ 95K Β· π 2.4K - 6% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/google/flatbuffers) (π¨βπ» 670 Β· π 3.1K Β· π₯ 380K Β· π¦ 96K Β· π 2.4K - 6% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/google/flatbuffers
@@ -115,23 +115,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
```
pip install flatbuffers
```
-- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 970K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/flatbuffers) (π₯ 980K Β· β±οΈ 10.03.2024):
```
conda install -c conda-forge flatbuffers
```
-- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 1.6M / month Β· π¦ 290 Β· β±οΈ 07.03.2024):
+- [npm](https://www.npmjs.com/package/flatbuffers) (π₯ 1.5M / month Β· π¦ 290 Β· β±οΈ 07.03.2024):
```
npm install flatbuffers
```
marshmallow (π₯40 Β· β 6.8K) - A lightweight library for converting complex objects to and from.. MIT
-- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 640 Β· π¦ 120K Β· π 1.2K - 13% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/marshmallow-code/marshmallow) (π¨βπ» 210 Β· π 640 Β· π¦ 120K Β· π 1.2K - 13% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/marshmallow-code/marshmallow
```
-- [PyPi](https://pypi.org/project/marshmallow) (π₯ 43M / month Β· π¦ 10K Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/marshmallow) (π₯ 44M / month Β· π¦ 10K Β· β±οΈ 04.03.2024):
```
pip install marshmallow
```
@@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (π₯37 Β· β 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2
-- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 77K Β· π 370 - 0% open Β· β±οΈ 23.02.2024):
+- [GitHub](https://github.com/ijl/orjson) (π¨βπ» 22 Β· π 190 Β· π¦ 78K Β· β±οΈ 23.02.2024):
```
git clone https://github.com/ijl/orjson
```
-- [PyPi](https://pypi.org/project/orjson) (π₯ 18M / month Β· π¦ 1.4K Β· β±οΈ 23.02.2024):
+- [PyPi](https://pypi.org/project/orjson) (π₯ 19M / month Β· π¦ 1.4K Β· β±οΈ 23.02.2024):
```
pip install orjson
```
@@ -179,7 +179,7 @@ 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₯ 21M / 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
```
@@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (π₯35 Β· β 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3
-- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 73 Β· π 160 Β· π 310 - 22% open Β· β±οΈ 20.02.2024):
+- [GitHub](https://github.com/jsonpickle/jsonpickle) (π¨βπ» 74 Β· π 160 Β· π 310 - 22% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/jsonpickle/jsonpickle
```
-- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 11M / month Β· π¦ 2.5K Β· β±οΈ 20.02.2024):
+- [PyPi](https://pypi.org/project/jsonpickle) (π₯ 12M / month Β· π¦ 2.5K Β· β±οΈ 20.02.2024):
```
pip install jsonpickle
```
@@ -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₯ 63M / month Β· π¦ 2.4K Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/msgpack) (π₯ 65M / month Β· π¦ 2.4K Β· β±οΈ 01.03.2024):
```
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₯ 40M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
+- [PyPi](https://pypi.org/project/cloudpickle) (π₯ 41M / month Β· π¦ 3K Β· β±οΈ 16.10.2023):
```
pip install cloudpickle
```
@@ -284,7 +284,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
conda install -c conda-forge srsly
```
pysimdjson (π₯27 Β· β 620) - Python bindings for the simdjson project. MIT
+pysimdjson (π₯27 Β· β 630) - Python bindings for the simdjson project. MIT
- [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):
@@ -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₯ 41K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 47K / month Β· π¦ 91 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -318,19 +318,19 @@ 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¦ 370 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¦ 380 Β· π 25 - 56% open Β· β±οΈ 26.01.2024):
```
git clone https://github.com/samuelcolvin/rtoml
```
-- [PyPi](https://pypi.org/project/rtoml) (π₯ 150K / month Β· π¦ 58 Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/rtoml) (π₯ 200K / month Β· π¦ 58 Β· β±οΈ 21.12.2023):
```
pip install rtoml
```
Show 1 hidden projects...
-- pyasn1 (π₯33 Β· β 240 Β· π) - Generic ASN.1 library for Python.BSD-2
+- pyasn1 (π₯34 Β· β 240 Β· π) - Generic ASN.1 library for Python. BSD-2
@@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (π₯53 Β· β 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
+pandas (π₯54 Β· β 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.6K Β· π 17K Β· π₯ 250K Β· π¦ 1.6M Β· π 26K - 14% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.6K Β· π 17K Β· π₯ 250K Β· π¦ 1.6M Β· π 26K - 14% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/pandas-dev/pandas
@@ -356,26 +356,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pandas
```
polars (π₯40 Β· β 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
+polars (π₯41 Β· β 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 380 Β· π 1.5K Β· π₯ 400 Β· π¦ 3 Β· π 6.8K - 21% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 380 Β· π 1.5K Β· π₯ 420 Β· π¦ 4 Β· π 6.9K - 21% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 3.8M / month Β· π¦ 480 Β· β±οΈ 07.03.2024):
+- [PyPi](https://pypi.org/project/polars) (π₯ 4.1M / month Β· π¦ 480 Β· β±οΈ 10.03.2024):
```
pip install polars
```
xarray (π₯40 Β· β 3.4K) - N-D labeled arrays and datasets in Python. Apache-2
+xarray (π₯40 Β· β 3.4K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 480 Β· π 1K Β· π¦ 25K Β· π 4.2K - 26% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 480 Β· π 1K Β· π¦ 25K Β· π 4.2K - 26% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 4.9M / month Β· π¦ 2.2K Β· β±οΈ 19.02.2024):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 5M / month Β· π¦ 2.2K Β· β±οΈ 19.02.2024):
```
pip install xarray
```
@@ -384,9 +384,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge xarray
```
h5py (π₯40 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
+h5py (π₯40 Β· β 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 3.1K Β· π¦ 260K Β· π 1.5K - 17% open Β· β±οΈ 01.03.2024):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 530 Β· π₯ 3.2K Β· π¦ 260K Β· π 1.5K - 17% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/h5py/h5py
@@ -402,28 +402,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (π₯37 Β· β 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
-- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 130 Β· π 640 Β· π₯ 200K Β· π¦ 1.4K Β· π 4K - 16% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 130 Β· π 640 Β· π₯ 200K Β· π¦ 1.4K Β· π 4.1K - 17% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 800K / month Β· π¦ 35 Β· β±οΈ 14.02.2024):
+- [PyPi](https://pypi.org/project/modin) (π₯ 810K / month Β· π¦ 35 Β· β±οΈ 07.03.2024):
```
pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 290K Β· β±οΈ 14.02.2024):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 300K Β· β±οΈ 07.03.2024):
```
conda install -c conda-forge modin-core
```
zarr (π₯35 Β· β 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
+zarr (π₯36 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» 97 Β· π 250 Β· π¦ 3.4K Β· π 680 - 40% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 98 Β· π 250 Β· π¦ 3.4K Β· π 680 - 40% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 550K / month Β· π¦ 520 Β· β±οΈ 06.03.2024):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 570K / month Β· π¦ 530 Β· β±οΈ 06.03.2024):
```
pip install zarr
```
@@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (π₯34 Β· β 2.7K) - Represent, send, store and search multimodal data. Apache-2
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 73 Β· π 210 Β· π¦ 3.9K Β· π 640 - 10% open Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 73 Β· π 210 Β· π¦ 4K Β· π 640 - 10% open Β· β±οΈ 27.02.2024):
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 72K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 82K / month Β· π¦ 52 Β· β±οΈ 22.12.2023):
```
pip install docarray
```
@@ -450,12 +450,12 @@ _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» 73 Β· π 200 Β· π₯ 590 Β· π 420 - 14% open Β· β±οΈ 19.02.2024):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 73 Β· π 200 Β· π₯ 600 Β· π 420 - 14% open Β· β±οΈ 19.02.2024):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.9M / month Β· π¦ 3.2K Β· β±οΈ 26.01.2024):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 6.5M / month Β· π¦ 3.2K Β· β±οΈ 26.01.2024):
```
pip install numexpr
```
@@ -466,7 +466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (π₯34 Β· β 1.3K) - 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 03.03.2024):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 130 Β· π 270 Β· π₯ 180 Β· π 720 - 23% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/PyTables/PyTables
@@ -480,36 +480,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pytables
```
pandera (π₯33 Β· β 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT
+TinyDB (π₯32 Β· β 6.4K Β· π€) - TinyDB is a lightweight document oriented database optimized for your.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 120 Β· π 250 Β· π¦ 1.4K Β· π 730 - 41% open Β· β±οΈ 23.02.2024):
+- [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/pandera-dev/pandera
+ git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/pandera) (π₯ 1.6M / month Β· π¦ 100 Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 590K / month Β· π¦ 950 Β· β±οΈ 12.06.2023):
```
- pip install pandera
+ pip install tinydb
```
-- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 34K Β· β±οΈ 07.11.2023):
+- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 380K Β· β±οΈ 12.06.2023):
```
- conda install -c conda-forge pandera-core
+ conda install -c conda-forge tinydb
```
TinyDB (π₯32 Β· β 6.4K Β· π€) - TinyDB is a lightweight document oriented database optimized for your.. MIT
+pandera (π₯32 Β· β 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [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):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 120 Β· π 250 Β· π¦ 1.4K Β· π 730 - 41% open Β· β±οΈ 11.03.2024):
```
- git clone https://github.com/msiemens/tinydb
+ git clone https://github.com/pandera-dev/pandera
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 590K / month Β· π¦ 940 Β· β±οΈ 12.06.2023):
+- [PyPi](https://pypi.org/project/pandera) (π₯ 1.8M / month Β· π¦ 110 Β· β±οΈ 11.03.2024):
```
- pip install tinydb
+ pip install pandera
```
-- [Conda](https://anaconda.org/conda-forge/tinydb) (π₯ 370K Β· β±οΈ 12.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 34K Β· β±οΈ 12.03.2024):
```
- conda install -c conda-forge tinydb
+ conda install -c conda-forge pandera-core
```
Bottleneck (π₯32 Β· β 990) - Fast NumPy array functions written in C. BSD-2
@@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 870K / month Β· π¦ 1.7K Β· β±οΈ 25.02.2024):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 930K / month Β· π¦ 1.7K Β· β±οΈ 25.02.2024):
```
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₯ 1.4M / month Β· π¦ 17 Β· β±οΈ 19.10.2021):
+- [PyPi](https://pypi.org/project/koalas) (π₯ 1.5M / month Β· π¦ 17 Β· β±οΈ 19.10.2021):
```
pip install koalas
```
@@ -544,32 +544,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge koalas
```
Vaex (π₯30 Β· β 8.1K Β· π€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
+datasketch (π₯31 Β· β 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
-- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 680 Β· π 1.3K - 39% open Β· β±οΈ 21.07.2023):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 30 Β· π 280 Β· π₯ 19 Β· π¦ 1.1K Β· π 160 - 30% open Β· β±οΈ 12.03.2024):
```
- git clone https://github.com/vaexio/vaex
- ```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 22K / month Β· π¦ 34 Β· β±οΈ 21.07.2023):
- ```
- pip install vaex
+ git clone https://github.com/ekzhu/datasketch
```
-- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 180K Β· β±οΈ 16.06.2023):
+- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.6M / month Β· π¦ 68 Β· β±οΈ 03.10.2023):
```
- conda install -c conda-forge vaex
+ pip install datasketch
```
datasketch (π₯30 Β· β 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. 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/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):
+- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 280 Β· π¦ 690 Β· π 1.3K - 39% open Β· β±οΈ 21.07.2023):
```
- git clone https://github.com/ekzhu/datasketch
+ git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/datasketch) (π₯ 1.5M / month Β· π¦ 68 Β· β±οΈ 03.10.2023):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 21K / month Β· π¦ 34 Β· β±οΈ 21.07.2023):
```
- pip install datasketch
+ pip install vaex
+ ```
+- [Conda](https://anaconda.org/conda-forge/vaex) (π₯ 180K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge vaex
```
swifter (π₯28 Β· β 2.4K Β· π€) - A package which efficiently applies any function to a pandas.. MIT
@@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 51K / month Β· π¦ 29 Β· β±οΈ 01.12.2023):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 53K / month Β· π¦ 29 Β· β±οΈ 01.12.2023):
```
pip install datatable
```
@@ -606,32 +606,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (π₯28 Β· β 400) - 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¦ 20 Β· π 620 - 6% open Β· β±οΈ 23.02.2024):
+- [GitHub](https://github.com/static-frame/static-frame) (π¨βπ» 22 Β· π 32 Β· π¦ 20 Β· π 620 - 6% open Β· β±οΈ 11.03.2024):
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 4.3K / month Β· π¦ 2 Β· β±οΈ 22.02.2024):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 5.2K / month Β· π¦ 2 Β· β±οΈ 12.03.2024):
```
pip install static-frame
```
-- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 320K Β· β±οΈ 23.02.2024):
+- [Conda](https://anaconda.org/conda-forge/static-frame) (π₯ 320K Β· β±οΈ 12.03.2024):
```
conda install -c conda-forge static-frame
```
PandaralΒ·lel (π₯27 Β· β 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
+PandaralΒ·lel (π₯26 Β· β 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 26 Β· π 200 Β· π 210 - 38% open Β· β±οΈ 16.02.2024):
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 440K / month Β· π¦ 51 Β· β±οΈ 02.05.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 420K / month Β· π¦ 51 Β· β±οΈ 02.05.2023):
```
pip install pandarallel
```
-- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 75K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandarallel) (π₯ 78K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandarallel
```
@@ -643,19 +643,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 88K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 90K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
pickleDB (π₯22 Β· β 860 Β· π€) - pickleDB is an open source key-value store using Pythons json module. BSD-3
-- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 15 Β· π 120 Β· π¦ 1.5K Β· π 73 - 42% open Β· β±οΈ 19.04.2023):
+- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 15 Β· π 120 Β· π¦ 1.6K Β· π 73 - 42% open Β· β±οΈ 19.04.2023):
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 50K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 40K / month Β· π¦ 100 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
@@ -670,7 +670,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- bcolz (π₯26 Β· β 960 Β· π) - A columnar data container that can be compressed. BSD-3
- fletcher (π₯19 Β· β 230 Β· π) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT MIT
-- PandaPy (π₯13 Β· β 540 Β· π) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT MIT @@ -685,7 +685,7 @@ _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₯ 39M / month Β· π¦ 2.3K Β· β±οΈ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 41M / month Β· π¦ 2.4K Β· β±οΈ 25.10.2023): ``` pip install pyrsistent ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 40M / month Β· π¦ 2.3K Β· β±οΈ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 42M / month Β· π¦ 2.3K Β· β±οΈ 16.05.2021): ``` pip install sortedcontainers ``` @@ -712,7 +712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (π₯33 Β· β 380) - The multidict implementation. Apache-2
-- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 54 Β· π 95 Β· π₯ 6.4K Β· π 150 - 10% open Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/aio-libs/multidict) (π¨βπ» 54 Β· π 95 Β· π₯ 6.4K Β· π 150 - 10% open Β· β±οΈ 11.03.2024):
```
git clone https://github.com/aio-libs/multidict
@@ -726,9 +726,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge multidict
```
anytree (π₯32 Β· β 890) - Python tree data library. Apache-2
+anytree (π₯32 Β· β 900) - Python tree data library. Apache-2
-- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 29 Β· π 120 Β· π¦ 19K Β· π 180 - 12% open Β· β±οΈ 16.11.2023):
+- [GitHub](https://github.com/c0fec0de/anytree) (π¨βπ» 29 Β· π 120 Β· π¦ 19K Β· π 190 - 13% open Β· β±οΈ 16.11.2023):
```
git clone https://github.com/c0fec0de/anytree
@@ -749,11 +749,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 2.1M / month Β· π¦ 530 Β· β±οΈ 18.02.2024):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 2.2M / month Β· π¦ 540 Β· β±οΈ 18.02.2024):
```
pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 380K Β· β±οΈ 18.02.2024):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 390K Β· β±οΈ 18.02.2024):
```
conda install -c conda-forge bidict
```
@@ -765,7 +765,7 @@ _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₯ 1.9M / month Β· π¦ 130 Β· β±οΈ 27.11.2023):
```
pip install glom
```
@@ -776,12 +776,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (π₯29 Β· β 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
-- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 48 Β· π¦ 1.6K Β· π 100 - 8% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 7 Β· π 48 Β· π¦ 1.6K Β· π 100 - 8% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 570K / month Β· π¦ 42 Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 580K / month Β· π¦ 42 Β· β±οΈ 04.03.2024):
```
pip install python-benedict
```
@@ -792,7 +792,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (π₯28 Β· β 740 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 86 Β· π 47 - 17% open Β· β±οΈ 01.07.2023):
+- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 84 Β· π 47 - 17% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/Infinidat/munch
@@ -808,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (π₯27 Β· β 770) - Thread-safe asyncio-aware queue for Python. Apache-2
-- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 26 Β· π 43 Β· π 42 - 21% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/aio-libs/janus) (π¨βπ» 26 Β· π 43 Β· π 42 - 21% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 620K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 720K / month Β· π¦ 120 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -829,7 +829,7 @@ _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₯ 710K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/immutables) (π₯ 740K / month Β· π¦ 120 Β· β±οΈ 14.08.2023):
```
pip install immutables
```
@@ -845,7 +845,7 @@ _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₯ 2.6M / month Β· π¦ 360 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 2.8M / month Β· π¦ 370 Β· β±οΈ 26.08.2023):
```
pip install python-box
```
@@ -869,12 +869,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯45 Β· β 18K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 480 Β· π 1.6K Β· π¦ 350K Β· π 3.8K - 8% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 490 Β· π 1.6K Β· π¦ 360K Β· π 3.8K - 8% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 150M / month Β· π¦ 11K Β· β±οΈ 27.02.2024):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 150M / month Β· π¦ 11K Β· β±οΈ 12.03.2024):
```
pip install pydantic
```
@@ -883,14 +883,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pydantic
```
jsonschema (π₯41 Β· β 4.4K) - An implementation of the JSON Schema specification for Python. MIT
+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₯ 180 Β· π¦ 530K Β· π 810 - 3% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 580 Β· π₯ 190 Β· π¦ 530K Β· π 820 - 3% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/Julian/jsonschema
```
-- [PyPi](https://pypi.org/project/jsonschema) (π₯ 110M / month Β· π¦ 19K Β· β±οΈ 19.01.2024):
+- [PyPi](https://pypi.org/project/jsonschema) (π₯ 120M / month Β· π¦ 19K Β· β±οΈ 19.01.2024):
```
pip install jsonschema
```
@@ -899,36 +899,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge jsonschema
```
voluptuous (π₯34 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
+cerberus (π₯33 Β· β 3.1K) - Lightweight, extensible data validation library for Python. ISC
-- [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):
+- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 16K Β· π 350 - 4% open Β· β±οΈ 23.10.2023):
```
- git clone https://github.com/alecthomas/voluptuous
+ git clone https://github.com/pyeve/cerberus
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3.2M / month Β· π¦ 1.4K Β· β±οΈ 03.02.2024):
+- [PyPi](https://pypi.org/project/cerberus) (π₯ 5.7M / month Β· π¦ 1.2K Β· β±οΈ 09.08.2023):
```
- pip install voluptuous
+ pip install cerberus
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 350K Β· β±οΈ 03.02.2024):
+- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 370K Β· β±οΈ 06.10.2023):
```
- conda install -c conda-forge voluptuous
+ conda install -c conda-forge cerberus
```
cerberus (π₯33 Β· β 3.1K) - Lightweight, extensible data validation library for Python. ISC
+voluptuous (π₯33 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
-- [GitHub](https://github.com/pyeve/cerberus) (π¨βπ» 66 Β· π 240 Β· π¦ 16K Β· π 350 - 4% open Β· β±οΈ 23.10.2023):
+- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 96 Β· π 210 Β· π¦ 15K Β· π 250 - 15% open Β· β±οΈ 02.02.2024):
```
- git clone https://github.com/pyeve/cerberus
+ git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/cerberus) (π₯ 5.4M / month Β· π¦ 1.2K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 3M / month Β· π¦ 1.4K Β· β±οΈ 03.02.2024):
```
- pip install cerberus
+ pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/cerberus) (π₯ 370K Β· β±οΈ 06.10.2023):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 350K Β· β±οΈ 03.02.2024):
```
- conda install -c conda-forge cerberus
+ conda install -c conda-forge voluptuous
```
schema (π₯32 Β· β 2.8K) - Schema validation just got Pythonic. MIT
@@ -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₯ 13M / month Β· π¦ 950 Β· β±οΈ 01.12.2021):
+- [PyPi](https://pypi.org/project/schema) (π₯ 15M / month Β· π¦ 950 Β· β±οΈ 01.12.2021):
```
pip install schema
```
@@ -949,7 +949,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (π₯31 Β· β 890) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 20 Β· π¦ 110K Β· π 160 - 13% open Β· β±οΈ 07.02.2024):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 52 Β· π 140 Β· π₯ 20 Β· π¦ 110K Β· π 160 - 14% open Β· β±οΈ 07.02.2024):
```
git clone https://github.com/kvesteri/validators
@@ -965,12 +965,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (π₯31 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¦ 10K Β· π 440 - 33% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 36 Β· π 66 Β· π¦ 10K Β· π 440 - 33% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/param) (π₯ 1.1M / month Β· π¦ 160 Β· β±οΈ 06.03.2024):
+- [PyPi](https://pypi.org/project/param) (π₯ 1M / month Β· π¦ 160 Β· β±οΈ 13.03.2024):
```
pip install param
```
@@ -979,14 +979,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge param
```
python-email-validator (π₯29 Β· β 970) - A robust email syntax and deliverability validation.. Unlicense
+python-email-validator (π₯29 Β· β 980) - A robust email syntax and deliverability validation.. Unlicense
- [GitHub](https://github.com/JoshData/python-email-validator) (π¨βπ» 23 Β· π 150 Β· π 89 - 12% open Β· β±οΈ 27.02.2024):
```
git clone https://github.com/JoshData/python-email-validator
```
-- [PyPi](https://pypi.org/project/email-validator) (π₯ 11M / month Β· π¦ 480 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/email-validator) (π₯ 12M / month Β· π¦ 480 Β· β±οΈ 26.02.2024):
```
pip install email-validator
```
@@ -995,14 +995,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge email-validator
```
strictyaml (π₯27 Β· β 1.4K Β· π€) - Type-safe YAML parser and validator. MIT
+strictyaml (π₯28 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¦ 2.3K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
+- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 60 Β· π¦ 2.4K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
```
git clone https://github.com/crdoconnor/strictyaml
```
-- [PyPi](https://pypi.org/project/strictyaml) (π₯ 1.7M / month Β· π¦ 280 Β· β±οΈ 10.03.2023):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 1.8M / month Β· π¦ 280 Β· β±οΈ 10.03.2023):
```
pip install strictyaml
```
@@ -1034,7 +1034,7 @@ _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₯ 2K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 1.8K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
@@ -1043,14 +1043,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge typical
```
validr (π₯19 Β· β 210) - A simple, fast, extensible python library for data validation. MIT
+validr (π₯17 Β· β 210) - A simple, fast, extensible python library for data validation. MIT
- [GitHub](https://github.com/guyskk/validr) (π¨βπ» 7 Β· π 12 Β· π 25 - 12% open Β· β±οΈ 23.12.2023):
```
git clone https://github.com/guyskk/validr
```
-- [PyPi](https://pypi.org/project/validr) (π₯ 6.4K / month Β· π¦ 6 Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/validr) (π₯ 4.6K / month Β· π¦ 6 Β· β±οΈ 13.12.2023):
```
pip install validr
```
@@ -1071,12 +1071,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (π₯30 Β· β 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT
-- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 76 Β· π 520 Β· π¦ 3.4K Β· π 450 - 3% open Β· β±οΈ 20.09.2023):
+- [GitHub](https://github.com/pytransitions/transitions) (π¨βπ» 76 Β· π 520 Β· π¦ 3.4K Β· π 450 - 4% open Β· β±οΈ 20.09.2023):
```
git clone https://github.com/pytransitions/transitions
```
-- [PyPi](https://pypi.org/project/transitions) (π₯ 570K / month Β· π¦ 280 Β· β±οΈ 02.09.2022):
+- [PyPi](https://pypi.org/project/transitions) (π₯ 590K / month Β· π¦ 280 Β· β±οΈ 02.09.2022):
```
pip install transitions
```
@@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 1.8K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 1.9K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1113,16 +1113,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯39 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¦ 94K 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¦ 95K 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₯ 28M / month Β· π¦ 4.9K Β· β±οΈ 30.09.2023):
+- [PyPi](https://pypi.org/project/arrow) (π₯ 29M / month Β· π¦ 4.9K Β· β±οΈ 30.09.2023):
```
pip install arrow
```
-- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 3.9M Β· β±οΈ 01.10.2023):
+- [Conda](https://anaconda.org/conda-forge/arrow) (π₯ 4M Β· β±οΈ 01.10.2023):
```
conda install -c conda-forge arrow
```
@@ -1134,7 +1134,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dateutil/dateutil
```
-- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 270M / month Β· π¦ 6.1K Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/python-dateutil) (π₯ 290M / month Β· π¦ 6.1K Β· β±οΈ 01.03.2024):
```
pip install python-dateutil
```
@@ -1143,41 +1143,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-dateutil
```
dateparser (π₯36 Β· β 2.4K) - python parser for human readable dates. BSD-3
+pendulum (π₯36 Β· β 6K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 460 Β· π¦ 27K Β· π 700 - 45% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 96 Β· π 390 Β· π₯ 530 Β· π¦ 26K Β· π 550 - 41% open Β· β±οΈ 16.12.2023):
```
- git clone https://github.com/scrapinghub/dateparser
+ git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 6M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 25M / month Β· π¦ 1.3K Β· β±οΈ 16.12.2023):
```
- pip install dateparser
+ pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 200K Β· β±οΈ 17.11.2023):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 920K Β· β±οΈ 07.01.2024):
```
- conda install -c conda-forge dateparser
+ conda install -c conda-forge pendulum
```
pendulum (π₯35 Β· β 6K) - Python datetimes made easy. MIT
+dateparser (π₯36 Β· β 2.4K) - python parser for human readable dates. BSD-3
-- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 96 Β· π 390 Β· π₯ 530 Β· π¦ 26K Β· π 550 - 41% open Β· β±οΈ 16.12.2023):
+- [GitHub](https://github.com/scrapinghub/dateparser) (π¨βπ» 140 Β· π 460 Β· π¦ 27K Β· π 700 - 45% open Β· β±οΈ 05.03.2024):
```
- git clone https://github.com/sdispater/pendulum
+ git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 24M / month Β· π¦ 1.3K Β· β±οΈ 16.12.2023):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 6.2M / month Β· π¦ 1.3K Β· β±οΈ 17.11.2023):
```
- pip install pendulum
+ pip install dateparser
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 920K Β· β±οΈ 07.01.2024):
+- [Conda](https://anaconda.org/conda-forge/dateparser) (π₯ 200K Β· β±οΈ 17.11.2023):
```
- conda install -c conda-forge pendulum
+ conda install -c conda-forge dateparser
```
pytz (π₯35 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 82 Β· π₯ 18 Β· π¦ 1.9M Β· π 87 - 36% open Β· β±οΈ 02.02.2024):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 21 Β· π 82 Β· π₯ 20 Β· π¦ 1.9M Β· π 87 - 36% open Β· β±οΈ 02.02.2024):
```
git clone https://github.com/stub42/pytz
@@ -1186,7 +1186,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pytz
```
-- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 49M Β· β±οΈ 02.02.2024):
+- [Conda](https://anaconda.org/conda-forge/pytz) (π₯ 50M Β· β±οΈ 02.02.2024):
```
conda install -c conda-forge pytz
```
@@ -1198,7 +1198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 6.8M / month Β· π¦ 470 Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 6.9M / month Β· π¦ 470 Β· β±οΈ 04.03.2024):
```
pip install holidays
```
@@ -1234,14 +1234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯41 Β· β 740) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯40 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¦ 98K Β· π 650 - 36% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 230 Β· π 310 Β· π¦ 100K Β· π 650 - 36% open Β· β±οΈ 08.03.2024):
```
git clone https://github.com/fsspec/filesystem_spec
```
-- [PyPi](https://pypi.org/project/fsspec) (π₯ 230M / month Β· π¦ 930 Β· β±οΈ 05.02.2024):
+- [PyPi](https://pypi.org/project/fsspec) (π₯ 240M / month Β· π¦ 930 Β· β±οΈ 05.02.2024):
```
pip install fsspec
```
@@ -1257,23 +1257,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 19M / month Β· π¦ 8.2K Β· β±οΈ 06.02.2024):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 20M / month Β· π¦ 8.3K Β· β±οΈ 06.02.2024):
```
pip install watchdog
```
-- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.7M Β· β±οΈ 07.02.2024):
+- [Conda](https://anaconda.org/conda-forge/watchdog) (π₯ 2.8M Β· β±οΈ 07.02.2024):
```
conda install -c conda-forge watchdog
```
filelock (π₯35 Β· β 640) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 43 Β· π 92 Β· π¦ 400K Β· π 110 - 12% open Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/tox-dev/filelock) (π¨βπ» 43 Β· π 92 Β· π¦ 410K Β· π 110 - 12% open Β· β±οΈ 08.03.2024):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 120M / month Β· π¦ 2.9K Β· β±οΈ 30.10.2023):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 120M / month Β· π¦ 3K Β· β±οΈ 30.10.2023):
```
pip install filelock
```
@@ -1289,7 +1289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 12M / month Β· π¦ 2.3K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 13M / month Β· π¦ 2.3K Β· β±οΈ 09.08.2023):
```
pip install aiofiles
```
@@ -1332,8 +1332,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects...
-- appdirs (π₯31 Β· β 1K Β· π) - A small Python module for determining appropriate platform-specific..MIT
-- zipp (π₯31 Β· β 47) - Backport of pathlib-compatible object wrapper for zip files. MIT
+- appdirs (π₯32 Β· β 1K Β· π) - A small Python module for determining appropriate platform-specific.. MIT
+- zipp (π₯32 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
six (π₯38 Β· β 960) - Python 2 and 3 compatibility library. MIT
-- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 66 Β· π 260 Β· π¦ 2M Β· π 300 - 37% open Β· β±οΈ 21.10.2023):
+- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 66 Β· π 260 Β· π¦ 2.1M Β· π 300 - 37% open Β· β±οΈ 21.10.2023):
```
git clone https://github.com/benjaminp/six
```
-- [PyPi](https://pypi.org/project/six) (π₯ 230M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
+- [PyPi](https://pypi.org/project/six) (π₯ 250M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
```
pip install six
```
@@ -1377,7 +1377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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» 96 Β· π 220 Β· π 780 - 19% open Β· β±οΈ 29.02.2024):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 97 Β· π 220 Β· π 780 - 18% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/python/typing
@@ -1404,9 +1404,9 @@ _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
+cryptography (π₯47 Β· β 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2
-- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 310 Β· π 1.4K Β· π¦ 630K Β· π 2.4K - 1% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 310 Β· π 1.4K Β· π¦ 640K Β· π 2.4K - 1% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/pyca/cryptography
@@ -1420,46 +1420,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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₯ 350 Β· π¦ 91K 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₯ 34M / month Β· π¦ 1.7K Β· β±οΈ 10.01.2024):
+ ```
+ pip install pycryptodomex
+ ```
+- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (π₯ 1.6M Β· β±οΈ 23.09.2023):
+ ```
+ conda install -c conda-forge pycryptodomex
+ ```
+tink (π₯38 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- [GitHub](https://github.com/tink-crypto/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 1K Β· π 470 - 0% open Β· β±οΈ 31.01.2024):
+- [GitHub](https://github.com/tink-crypto/tink) (π¨βπ» 120 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 1K Β· π 470 - 0% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/google/tink
```
-- [PyPi](https://pypi.org/project/tink) (π₯ 350K / month Β· π¦ 4 Β· β±οΈ 27.11.2023):
+- [PyPi](https://pypi.org/project/tink) (π₯ 360K / month Β· π¦ 4 Β· β±οΈ 27.11.2023):
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 220 / month Β· π¦ 2 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 230 / month Β· π¦ 2 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
bcrypt (π₯34 Β· β 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2
+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 150 Β· π¦ 210K Β· π 130 - 4% open Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 200 Β· π¦ 210K Β· π 140 - 5% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 54M / month):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 55M / month Β· π¦ 8.2K Β· β±οΈ 15.12.2023):
```
pip install bcrypt
```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4.5M Β· β±οΈ 15.12.2023):
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 4.6M Β· β±οΈ 15.12.2023):
```
conda install -c conda-forge bcrypt
```
asn1crypto (π₯31 Β· β 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
+keyring (π₯36 Β· β 1.2K Β· π) - 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 12.03.2024):
+
+ ```
+ git clone https://github.com/jaraco/keyring
+ ```
+- [PyPi](https://pypi.org/project/keyring) (π₯ 51M / month Β· π¦ 4.3K Β· β±οΈ 27.02.2024):
+ ```
+ pip install keyring
+ ```
+- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 4.3M Β· β±οΈ 28.02.2024):
+ ```
+ conda install -c conda-forge keyring
+ ```
+asn1crypto (π₯32 Β· β 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT
-- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 110K Β· π 180 - 22% open Β· β±οΈ 03.11.2023):
+- [GitHub](https://github.com/wbond/asn1crypto) (π¨βπ» 39 Β· π 130 Β· π¦ 110K Β· π 190 - 27% open Β· β±οΈ 03.11.2023):
```
git clone https://github.com/wbond/asn1crypto
```
-- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 70M / month):
+- [PyPi](https://pypi.org/project/asn1crypto) (π₯ 72M / month Β· π¦ 7.1K Β· β±οΈ 15.03.2022):
```
pip install asn1crypto
```
@@ -1468,27 +1500,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asn1crypto
```
keyring (π₯30 Β· β 1.2K Β· π) - Store and access your passwords safely. MIT
+rsa (π₯30 Β· β 470 Β· π) - Python-RSA is a pure-Python RSA implementation. Apache-2
-- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 120 Β· π 140 Β· π 500 - 11% open Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/sybrenstuvel/python-rsa) (π¨βπ» 43 Β· π 110 Β· π 130 - 17% open Β· β±οΈ 30.01.2024):
```
- git clone https://github.com/jaraco/keyring
+ git clone https://github.com/sybrenstuvel/python-rsa
```
-- [PyPi](https://pypi.org/project/keyring) (π₯ 49M / month):
+- [PyPi](https://pypi.org/project/rsa) (π₯ 170M / month Β· π¦ 7.2K Β· β±οΈ 20.07.2022):
```
- pip install keyring
+ pip install rsa
```
-- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 4.3M Β· β±οΈ 28.02.2024):
+- [Conda](https://anaconda.org/conda-forge/rsa) (π₯ 13M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge keyring
+ conda install -c conda-forge rsa
```
Show 2 hidden projects...
- -- pycryptodomex (π₯36 Β· β 2.6K Β· π) - A self-contained cryptographic library for Python.βUnlicensed
-- rsa (π₯21 Β· β 470 Β· π) - Python-RSA is a pure-Python RSA implementation. βUnlicensed
-## Infrastructure & DevOps @@ -1497,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 61K) - 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¦ 33K Β· π 32K - 2% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.8K Β· π 24K Β· π¦ 33K Β· π 32K - 2% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 5.1M / month Β· π¦ 4.1K Β· β±οΈ 27.02.2024):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 5.2M / month Β· π¦ 4.1K Β· β±οΈ 27.02.2024):
```
pip install ansible
```
@@ -1513,60 +1540,60 @@ _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 3.9K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 440 Β· π 3.9K Β· π₯ 1.6K Β· π¦ 3 Β· π 4.6K - 12% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 140M / month Β· π¦ 3.1K Β· β±οΈ 13.03.2024):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 07.03.2024):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 22M Β· β±οΈ 14.03.2024):
```
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¦ 310K Β· π 1.1K - 13% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 200 Β· π 1K Β· π¦ 310K Β· π 1.1K - 13% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 540M / month Β· π¦ 8.7K Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 540M / month Β· π¦ 8.7K Β· β±οΈ 13.03.2024):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 07.03.2024):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 25M Β· β±οΈ 14.03.2024):
```
conda install -c conda-forge botocore
```
pulumi (π₯43 Β· β 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 260 Β· π 1K Β· π₯ 2.5M Β· π¦ 7.4K Β· π 7K - 29% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 260 Β· π 1K Β· π₯ 2.5M Β· π¦ 7.4K Β· π 7K - 29% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 1.2M / month Β· π¦ 180 Β· β±οΈ 07.03.2024):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 1.1M / month Β· π¦ 180 Β· β±οΈ 14.03.2024):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 2.2M / month Β· π¦ 930 Β· β±οΈ 06.03.2024):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 2.3M / month Β· π¦ 930 Β· β±οΈ 12.03.2024):
```
npm install @pulumi/pulumi
```
docker (π₯43 Β· β 6.6K) - A Python library for the Docker Engine API. Apache-2
-- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 860 Β· π¦ 77K Β· π 1.7K - 26% open Β· β±οΈ 03.01.2024):
+- [GitHub](https://github.com/docker/docker-py) (π¨βπ» 450 Β· π 1.7K Β· π₯ 880 Β· π¦ 77K Β· π 1.7K - 26% open Β· β±οΈ 03.01.2024):
```
git clone https://github.com/docker/docker-py
```
-- [PyPi](https://pypi.org/project/docker) (π₯ 38M / month Β· π¦ 4.1K Β· β±οΈ 08.12.2023):
+- [PyPi](https://pypi.org/project/docker) (π₯ 39M / month Β· π¦ 4.1K Β· β±οΈ 08.12.2023):
```
pip install docker
```
@@ -1582,7 +1609,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/paramiko/paramiko
```
-- [PyPi](https://pypi.org/project/paramiko) (π₯ 51M / month Β· π¦ 13K Β· β±οΈ 18.12.2023):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 52M / month Β· π¦ 13K Β· β±οΈ 18.12.2023):
```
pip install paramiko
```
@@ -1591,14 +1618,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge paramiko
```
docker-compose (π₯41 Β· β 32K Β· π) - Define and run multi-container applications with Docker. Apache-2
+docker-compose (π₯41 Β· β 32K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 530 Β· π 5K Β· π₯ 91M Β· π¦ 410 Β· π 7.4K - 2% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 530 Β· π 5K Β· π₯ 92M Β· π¦ 420 Β· π 7.4K - 2% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/docker/compose
```
-- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.5M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
+- [PyPi](https://pypi.org/project/docker-compose) (π₯ 1.7M / month Β· π¦ 1.2K Β· β±οΈ 10.05.2021):
```
pip install docker-compose
```
@@ -1614,7 +1641,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/kubernetes-client/python
```
-- [PyPi](https://pypi.org/project/kubernetes) (π₯ 21M / month Β· π¦ 1.5K Β· β±οΈ 08.01.2024):
+- [PyPi](https://pypi.org/project/kubernetes) (π₯ 22M / month Β· π¦ 1.5K Β· β±οΈ 08.01.2024):
```
pip install kubernetes
```
@@ -1630,19 +1657,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/ktbyers/netmiko
```
-- [PyPi](https://pypi.org/project/netmiko) (π₯ 260K / month Β· π¦ 280 Β· β±οΈ 17.11.2023):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 270K / month Β· π¦ 280 Β· β±οΈ 17.11.2023):
```
pip install netmiko
```
schedule (π₯35 Β· β 11K) - Python job scheduling for humans. MIT
+schedule (π₯36 Β· β 11K) - Python job scheduling for humans. MIT
- [GitHub](https://github.com/dbader/schedule) (π¨βπ» 59 Β· π 960 Β· π¦ 33K Β· π 450 - 34% open Β· β±οΈ 10.12.2023):
```
git clone https://github.com/dbader/schedule
```
-- [PyPi](https://pypi.org/project/schedule) (π₯ 1.9M / month Β· π¦ 1.5K Β· β±οΈ 01.10.2023):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 2M / month Β· π¦ 1.5K Β· β±οΈ 01.10.2023):
```
pip install schedule
```
@@ -1651,30 +1678,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge schedule
```
fabric (π₯34 Β· β 14K) - Simple, Pythonic remote execution and deployment. BSD-2
+fabric (π₯34 Β· β 15K) - Simple, Pythonic remote execution and deployment. BSD-2
- [GitHub](https://github.com/fabric/fabric) (π¨βπ» 140 Β· π 1.9K 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₯ 6.1M / month Β· π¦ 160 Β· β±οΈ 31.08.2023):
+- [PyPi](https://pypi.org/project/fabric) (π₯ 6.2M / month Β· π¦ 160 Β· β±οΈ 31.08.2023):
```
pip install fabric
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 85K Β· β±οΈ 31.08.2023):
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 86K Β· β±οΈ 31.08.2023):
```
conda install -c conda-forge fabric
```
plumbum (π₯33 Β· β 2.7K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 5.9K 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¦ 6K 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₯ 3.6M / month Β· π¦ 480 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 3.9M / month Β· π¦ 480 Β· β±οΈ 30.05.2023):
```
pip install plumbum
```
@@ -1683,32 +1710,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge plumbum
```
pyinfra (π₯31 Β· β 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT
+sshtunnel (π₯32 Β· β 1.2K Β· π€) - SSH tunnels to remote server. MIT
-- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 110 Β· π 320 Β· π¦ 100 Β· π 700 - 20% open Β· β±οΈ 02.03.2024):
+- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 26 Β· π 180 Β· π¦ 6.8K Β· π 200 - 30% open Β· β±οΈ 14.05.2023):
```
- git clone https://github.com/Fizzadar/pyinfra
+ git clone https://github.com/pahaz/sshtunnel
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 41K / month Β· π¦ 12 Β· β±οΈ 25.02.2024):
+- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 8.6M / month Β· π¦ 330 Β· β±οΈ 11.01.2021):
```
- pip install pyinfra
+ pip install sshtunnel
+ ```
+- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 140K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge sshtunnel
```
sshtunnel (π₯31 Β· β 1.2K Β· π€) - SSH tunnels to remote server. MIT
+pyinfra (π₯31 Β· β 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT
-- [GitHub](https://github.com/pahaz/sshtunnel) (π¨βπ» 26 Β· π 180 Β· π¦ 6.7K Β· π 200 - 30% open Β· β±οΈ 14.05.2023):
+- [GitHub](https://github.com/pyinfra-dev/pyinfra) (π¨βπ» 110 Β· π 320 Β· π¦ 100 Β· π 700 - 20% open Β· β±οΈ 09.03.2024):
```
- git clone https://github.com/pahaz/sshtunnel
- ```
-- [PyPi](https://pypi.org/project/sshtunnel) (π₯ 8.1M / month Β· π¦ 330 Β· β±οΈ 11.01.2021):
- ```
- pip install sshtunnel
+ git clone https://github.com/Fizzadar/pyinfra
```
-- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 140K Β· β±οΈ 16.06.2023):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 49K / month Β· π¦ 12 Β· β±οΈ 25.02.2024):
```
- conda install -c conda-forge sshtunnel
+ pip install pyinfra
```
pypyr (π₯20 Β· β 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2
@@ -1718,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 3.6K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 3.4K / month Β· π¦ 9 Β· β±οΈ 22.09.2023):
```
pip install pypyr
```
@@ -1748,18 +1775,18 @@ _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₯ 68M / month Β· π¦ 16K Β· β±οΈ 25.11.2023):
+- [PyPi](https://pypi.org/project/pexpect) (π₯ 69M / month Β· π¦ 16K Β· β±οΈ 25.11.2023):
```
pip install pexpect
```
-- [Conda](https://anaconda.org/conda-forge/pexpect) (π₯ 17M Β· β±οΈ 24.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pexpect) (π₯ 18M Β· β±οΈ 24.01.2024):
```
conda install -c conda-forge pexpect
```
supervisor (π₯36 Β· β 8.2K) - Supervisor process control system for Unix.. βοΈRepoze Public License
-- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 10K Β· π 1.2K - 12% open Β· β±οΈ 02.03.2024):
+- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 10K Β· π 1.2K - 13% open Β· β±οΈ 02.03.2024):
```
git clone https://github.com/Supervisor/supervisor
@@ -1773,14 +1800,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge supervisor
```
sh (π₯33 Β· β 6.8K) - Python process launching. MIT
+sh (π₯34 Β· β 6.8K) - Python process launching. MIT
-- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 97 Β· π 540 Β· π¦ 14K Β· π 470 - 1% open Β· β±οΈ 04.01.2024):
+- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 98 Β· π 540 Β· π¦ 14K Β· π 470 - 1% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/amoffat/sh
```
-- [PyPi](https://pypi.org/project/sh) (π₯ 6.2M / month Β· π¦ 2.7K Β· β±οΈ 10.08.2023):
+- [PyPi](https://pypi.org/project/sh) (π₯ 6.4M / month Β· π¦ 2.7K Β· β±οΈ 10.08.2023):
```
pip install sh
```
@@ -1796,11 +1823,11 @@ _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₯ 56M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
+- [PyPi](https://pypi.org/project/ptyprocess) (π₯ 61M / month Β· π¦ 13K Β· β±οΈ 28.12.2020):
```
pip install ptyprocess
```
-- [Conda](https://anaconda.org/conda-forge/ptyprocess) (π₯ 16M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/ptyprocess) (π₯ 17M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge ptyprocess
```
@@ -1818,7 +1845,7 @@ _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₯ 9.3M / month Β· π¦ 2K Β· β±οΈ 22.10.2023):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 9.5M / month Β· π¦ 2K Β· β±οΈ 22.10.2023):
```
pip install uvloop
```
@@ -1834,27 +1861,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 95M / month Β· π¦ 11K Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 94M / month Β· π¦ 11K Β· β±οΈ 21.12.2023):
```
pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 8.9M Β· β±οΈ 21.12.2023):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 9M Β· β±οΈ 21.12.2023):
```
conda install -c conda-forge greenlet
```
anyio (π₯37 Β· β 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 48 Β· π 120 Β· π¦ 250K Β· π 330 - 14% open Β· β±οΈ 19.02.2024):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 48 Β· π 120 Β· π¦ 260K Β· π 330 - 15% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 65M / month Β· π¦ 820 Β· β±οΈ 19.02.2024):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 66M / month Β· π¦ 820 Β· β±οΈ 19.02.2024):
```
pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 12M Β· β±οΈ 19.02.2024):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 13M Β· β±οΈ 19.02.2024):
```
conda install -c conda-forge anyio
```
@@ -1866,7 +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₯ 150K / month Β· π¦ 76 Β· β±οΈ 22.02.2024):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 160K / month Β· π¦ 76 Β· β±οΈ 22.02.2024):
```
pip install asyncer
```
@@ -1875,14 +1902,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asyncer
```
aiomisc (π₯23 Β· β 360) - aiomisc - miscellaneous utils for asyncio. MIT
+aiomisc (π₯24 Β· β 360) - aiomisc - miscellaneous utils for asyncio. MIT
-- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 18 Β· π 24 Β· π¦ 360 Β· π 26 - 38% open Β· β±οΈ 21.11.2023):
+- [GitHub](https://github.com/aiokitchen/aiomisc) (π¨βπ» 19 Β· π 25 Β· π¦ 360 Β· π 26 - 30% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/aiokitchen/aiomisc
```
-- [PyPi](https://pypi.org/project/aiomisc) (π₯ 22K / month Β· π¦ 39 Β· β±οΈ 21.11.2023):
+- [PyPi](https://pypi.org/project/aiomisc) (π₯ 22K / month Β· π¦ 39 Β· β±οΈ 11.03.2024):
```
pip install aiomisc
```
@@ -1894,7 +1921,7 @@ _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₯ 630K / month Β· π¦ 130 Β· β±οΈ 09.02.2018):
+- [PyPi](https://pypi.org/project/stopit) (π₯ 690K / month Β· π¦ 130 Β· β±οΈ 09.02.2018):
```
pip install stopit
```
@@ -1913,14 +1940,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (π₯38 Β· β 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
+python-dotenv (π₯38 Β· β 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 95 Β· π 440 Β· π¦ 710K 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₯ 53M / month Β· π¦ 10K Β· β±οΈ 23.01.2024):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 55M / month Β· π¦ 10K Β· β±οΈ 23.01.2024):
```
pip install python-dotenv
```
@@ -1931,32 +1958,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (π₯38 Β· β 600) - A lightweight Traits like module. BSD-3
-- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 320 Β· π¦ 410K Β· π 300 - 33% open Β· β±οΈ 18.02.2024):
+- [GitHub](https://github.com/ipython/traitlets) (π¨βπ» 120 Β· π 200 Β· π₯ 330 Β· π¦ 410K Β· π 300 - 33% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/ipython/traitlets
```
-- [PyPi](https://pypi.org/project/traitlets) (π₯ 43M / month Β· π¦ 15K Β· β±οΈ 02.01.2024):
+- [PyPi](https://pypi.org/project/traitlets) (π₯ 44M / month Β· π¦ 15K Β· β±οΈ 12.03.2024):
```
pip install traitlets
```
-- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 26M Β· β±οΈ 02.01.2024):
+- [Conda](https://anaconda.org/conda-forge/traitlets) (π₯ 26M Β· β±οΈ 12.03.2024):
```
conda install -c conda-forge traitlets
```
Dynaconf (π₯34 Β· β 3.5K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 120 Β· π 320 Β· π¦ 8K Β· π 500 - 22% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 120 Β· π 320 Β· π¦ 8.1K Β· π 500 - 23% open Β· β±οΈ 07.03.2024):
```
git clone https://github.com/rochacbruno/dynaconf
```
-- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.6M / month Β· π¦ 310 Β· β±οΈ 31.10.2023):
+- [PyPi](https://pypi.org/project/dynaconf) (π₯ 2.8M / month Β· π¦ 310 Β· β±οΈ 31.10.2023):
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 68K Β· β±οΈ 02.11.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 69K Β· β±οΈ 02.11.2023):
```
conda install -c conda-forge dynaconf
```
@@ -1968,23 +1995,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 10K / month Β· π¦ 9 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 9.9K / month Β· π¦ 9 Β· β±οΈ 03.08.2016):
```
pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 900K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 910K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge hydra-core
```
omegaconf (π₯32 Β· β 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3
+omegaconf (π₯32 Β· β 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3
- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 34 Β· π 93 Β· π¦ 26K Β· π 550 - 18% open Β· β±οΈ 29.02.2024):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 7.9M / month Β· π¦ 520 Β· β±οΈ 29.02.2024):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 8.1M / month Β· π¦ 520 Β· β±οΈ 29.02.2024):
```
pip install omegaconf
```
@@ -1993,18 +2020,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge omegaconf
```
python-decouple (π₯31 Β· β 2.6K) - Strict separation of config from code. MIT
+python-decouple (π₯31 Β· β 2.7K) - Strict separation of config from code. MIT
- [GitHub](https://github.com/HBNetwork/python-decouple) (π¨βπ» 36 Β· π 190 Β· π₯ 12 Β· π¦ 120K Β· π 94 - 4% open Β· β±οΈ 01.01.2024):
```
git clone https://github.com/henriquebastos/python-decouple
```
-- [PyPi](https://pypi.org/project/python-decouple) (π₯ 2.6M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
+- [PyPi](https://pypi.org/project/python-decouple) (π₯ 2.8M / month Β· π¦ 3.4K Β· β±οΈ 01.03.2023):
```
pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 77K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 78K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-decouple
```
@@ -2016,7 +2043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/gin-config
```
-- [PyPi](https://pypi.org/project/gin-config) (π₯ 240K / month Β· π¦ 97 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 280K / month Β· π¦ 97 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2032,7 +2059,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 120K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
+- [PyPi](https://pypi.org/project/everett) (π₯ 130K / month Β· π¦ 45 Β· β±οΈ 06.11.2023):
```
pip install everett
```
@@ -2058,11 +2085,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pallets/click
```
-- [PyPi](https://pypi.org/project/click) (π₯ 170M / month Β· π¦ 77K Β· β±οΈ 17.08.2023):
+- [PyPi](https://pypi.org/project/click) (π₯ 180M / month Β· π¦ 77K Β· β±οΈ 17.08.2023):
```
pip install click
```
-- [Conda](https://anaconda.org/conda-forge/click) (π₯ 33M Β· β±οΈ 17.08.2023):
+- [Conda](https://anaconda.org/conda-forge/click) (π₯ 34M Β· β±οΈ 17.08.2023):
```
conda install -c conda-forge click
```
@@ -2074,45 +2101,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 46M / month Β· π¦ 6.6K Β· β±οΈ 28.02.2024):
+- [PyPi](https://pypi.org/project/rich) (π₯ 47M / month Β· π¦ 6.6K Β· β±οΈ 28.02.2024):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 6.2M Β· β±οΈ 28.02.2024):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 6.3M Β· β±οΈ 28.02.2024):
```
conda install -c conda-forge rich
```
python-prompt-toolkit (π₯39 Β· β 8.9K) - Library for building powerful interactive command.. BSD-3
+python-fire (π₯39 Β· β 26K) - Python Fire is a library for automatically generating command.. Apache-2
-- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 230 Β· π 740 Β· π 1.2K - 51% open Β· β±οΈ 12.02.2024):
+- [GitHub](https://github.com/google/python-fire) (π¨βπ» 65 Β· π 1.4K Β· π¦ 31K Β· π 330 - 44% open Β· β±οΈ 11.03.2024):
```
- git clone https://github.com/prompt-toolkit/python-prompt-toolkit
+ git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 47M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.3M / month Β· π¦ 2K Β· β±οΈ 11.03.2024):
```
- pip install prompt_toolkit
+ pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 21M Β· β±οΈ 12.12.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 860K Β· β±οΈ 12.03.2024):
```
- conda install -c conda-forge prompt-toolkit
+ conda install -c conda-forge fire
```
python-fire (π₯37 Β· β 26K) - Python Fire is a library for automatically generating command.. Apache-2
+python-prompt-toolkit (π₯37 Β· β 8.9K Β· π) - Library for building powerful interactive command.. BSD-3
-- [GitHub](https://github.com/google/python-fire) (π¨βπ» 63 Β· π 1.4K Β· π¦ 30K Β· π 330 - 43% open Β· β±οΈ 24.02.2024):
+- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 230 Β· π 740 Β· π 1.2K - 51% open Β· β±οΈ 12.02.2024):
```
- git clone https://github.com/google/python-fire
+ git clone https://github.com/prompt-toolkit/python-prompt-toolkit
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 6.3M / month Β· π¦ 2K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/prompt_toolkit) (π₯ 48M / month Β· π¦ 1.7K Β· β±οΈ 13.12.2023):
```
- pip install fire
+ pip install prompt_toolkit
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 850K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 21M Β· β±οΈ 12.12.2023):
```
- conda install -c conda-forge fire
+ conda install -c conda-forge prompt-toolkit
```
colorama (π₯36 Β· β 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3
@@ -2126,30 +2153,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install colorama
```
-- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 28M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/colorama) (π₯ 29M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge colorama
```
argcomplete (π₯35 Β· β 1.3K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 73 Β· π 120 Β· π₯ 340 Β· π¦ 50K Β· π 260 - 19% open Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 73 Β· π 120 Β· π₯ 340 Β· π¦ 51K Β· π 260 - 19% open Β· β±οΈ 08.03.2024):
```
git clone https://github.com/kislyuk/argcomplete
```
-- [PyPi](https://pypi.org/project/argcomplete) (π₯ 27M / month Β· π¦ 2.2K Β· β±οΈ 23.01.2024):
+- [PyPi](https://pypi.org/project/argcomplete) (π₯ 28M / month Β· π¦ 2.2K Β· β±οΈ 08.03.2024):
```
pip install argcomplete
```
-- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 1.5M Β· β±οΈ 24.01.2024):
+- [Conda](https://anaconda.org/conda-forge/argcomplete) (π₯ 1.5M Β· β±οΈ 08.03.2024):
```
conda install -c conda-forge argcomplete
```
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» 35 Β· π 85 Β· π¦ 20K Β· π 100 - 28% open Β· β±οΈ 25.02.2024):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 35 Β· π 85 Β· π¦ 21K Β· π 100 - 28% open Β· β±οΈ 25.02.2024):
```
git clone https://github.com/sdispater/cleo
@@ -2158,35 +2185,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install cleo
```
-- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 660K Β· β±οΈ 30.10.2023):
+- [Conda](https://anaconda.org/conda-forge/cleo) (π₯ 670K Β· β±οΈ 30.10.2023):
```
conda install -c conda-forge cleo
```
wcwidth (π₯34 Β· β 370) - Python library that measures the width of unicode strings rendered to a.. MIT
+Typer (π₯34 Β· β 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 54 Β· π¦ 510K Β· π 51 - 21% open Β· β±οΈ 14.02.2024):
-
- ```
- git clone https://github.com/jquast/wcwidth
- ```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 62M / month Β· π¦ 14K Β· β±οΈ 06.01.2024):
- ```
- pip install wcwidth
- ```
-- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 23M Β· β±οΈ 08.01.2024):
- ```
- conda install -c conda-forge wcwidth
- ```
-Typer (π₯31 Β· β 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT
-
-- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 40 Β· π 520 Β· π¦ 21 Β· π 320 - 47% open Β· β±οΈ 29.02.2024):
+- [GitHub](https://github.com/tiangolo/typer) (π¨βπ» 40 Β· π 520 Β· π¦ 21 Β· π 380 - 55% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 18M / month):
+- [PyPi](https://pypi.org/project/typer) (π₯ 19M / month Β· π¦ 3K Β· β±οΈ 02.05.2023):
```
pip install typer
```
@@ -2195,25 +2206,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge typer
```
asciimatics (π₯31 Β· β 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2
+wcwidth (π₯33 Β· β 370) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 240 Β· π¦ 960 Β· π 300 - 7% open Β· β±οΈ 30.11.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 19 Β· π 55 Β· π¦ 520K Β· π 51 - 23% open Β· β±οΈ 14.02.2024):
```
- git clone https://github.com/peterbrittain/asciimatics
+ git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 72K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 63M / month Β· π¦ 14K Β· β±οΈ 06.01.2024):
```
- pip install asciimatics
+ pip install wcwidth
```
-- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 150K Β· β±οΈ 25.10.2023):
+- [Conda](https://anaconda.org/conda-forge/wcwidth) (π₯ 23M Β· β±οΈ 08.01.2024):
```
- conda install -c conda-forge asciimatics
+ conda install -c conda-forge wcwidth
```
questionary (π₯31 Β· β 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 40 Β· π 79 Β· π¦ 12K Β· π 140 - 26% open Β· β±οΈ 12.01.2024):
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 40 Β· π 80 Β· π¦ 12K Β· π 140 - 26% open Β· β±οΈ 12.01.2024):
```
git clone https://github.com/tmbo/questionary
@@ -2222,11 +2233,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install questionary
```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 66K Β· β±οΈ 10.09.2023):
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 67K Β· β±οΈ 10.09.2023):
```
conda install -c conda-forge questionary
```
asciimatics (π₯30 Β· β 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2
+
+- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 45 Β· π 240 Β· π¦ 970 Β· π 300 - 7% open Β· β±οΈ 30.11.2023):
+
+ ```
+ git clone https://github.com/peterbrittain/asciimatics
+ ```
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 24K / month Β· π¦ 120 Β· β±οΈ 25.10.2023):
+ ```
+ pip install asciimatics
+ ```
+- [Conda](https://anaconda.org/conda-forge/asciimatics) (π₯ 150K Β· β±οΈ 25.10.2023):
+ ```
+ conda install -c conda-forge asciimatics
+ ```
+ConfigArgParse (π₯28 Β· β 690 Β· π€) - A drop-in replacement for argparse that allows options to.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 53 Β· π 120 Β· π¦ 15K Β· π 200 - 35% open Β· β±οΈ 23.07.2023):
@@ -2250,7 +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₯ 150K / month Β· π¦ 39 Β· β±οΈ 30.05.2023):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 160K / month Β· π¦ 40 Β· β±οΈ 30.05.2023):
```
pip install docopt-ng
```
@@ -2262,14 +2289,14 @@ _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₯ 120 / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 130 / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
Show 5 hidden projects...
-- docopt (π₯35 Β· β 7.9K Β· π) - Pythonic command line arguments parser, that will make you smile.MIT
+- docopt (π₯36 Β· β 7.9K Β· π) - Pythonic command line arguments parser, that will make you smile. MIT
- blessings (π₯28 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
- clint (π₯24 Β· β 93 Β· π) - Python Command-line Application Tools. ISC
- bashplotlib (π₯22 Β· β 1.8K Β· π) - plotting in the terminal. MIT
@@ -2307,24 +2334,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (π₯30 Β· β 1K) - 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 - 13% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 44 Β· π 140 Β· π₯ 16 Β· π¦ 2.1K Β· π 290 - 13% open Β· β±οΈ 11.03.2024):
```
git clone https://github.com/aio-libs/aiocache
```
-- [PyPi](https://pypi.org/project/aiocache) (π₯ 540K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
+- [PyPi](https://pypi.org/project/aiocache) (π₯ 560K / month Β· π¦ 130 Β· β±οΈ 06.08.2023):
```
pip install aiocache
```
beaker (π₯28 Β· β 510 Β· π€) - WSGI middleware for sessions and caching. BSD-3
+
+- [GitHub](https://github.com/bbangert/beaker) (π¨βπ» 89 Β· π 140 Β· π¦ 5.2K Β· π 130 - 55% open Β· β±οΈ 03.05.2023):
+
+ ```
+ 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):
+ ```
+ pip install beaker
+ ```
+- [Conda](https://anaconda.org/conda-forge/beaker) (π₯ 73K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge beaker
+ ```
+pylibmc (π₯27 Β· β 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3
-- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 120 Β· π₯ 510 Β· π¦ 5K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
+- [GitHub](https://github.com/lericson/pylibmc) (π¨βπ» 54 Β· π 130 Β· π₯ 520 Β· π¦ 5K Β· π 190 - 11% open Β· β±οΈ 11.10.2023):
```
git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 220K / month):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 240K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
```
pip install pylibmc
```
@@ -2335,20 +2378,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (π₯26 Β· β 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 19 Β· π 59 Β· π₯ 2 Β· π¦ 440 Β· π 78 - 24% open Β· β±οΈ 01.03.2024):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 19 Β· π 59 Β· π₯ 9 Β· π¦ 440 Β· π 78 - 24% open Β· β±οΈ 01.03.2024):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 48K / month Β· π¦ 31 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 54K / month Β· π¦ 31 Β· β±οΈ 26.02.2024):
```
pip install cachier
```
Show 2 hidden projects...
+Show 1 hidden projects...
- cached-property (π₯30 Β· β 680 Β· π) - A decorator for caching properties in classes.BSD-3
-- beaker (π₯26 Β· β 510 Β· π€) - WSGI middleware for sessions and caching. βUnlicensed
@@ -2360,12 +2402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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» 610 Β· π 3.1K Β· π₯ 36K Β· π¦ 12K Β· π 5K - 14% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 610 Β· π 3.1K Β· π₯ 36K Β· π¦ 12K Β· π 5K - 14% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 170K / month Β· π¦ 620 Β· β±οΈ 05.01.2024):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 180K / month Β· π¦ 620 Β· β±οΈ 05.01.2024):
```
pip install kivy
```
@@ -2374,37 +2416,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge kivy
```
DearPyGui (π₯34 Β· β 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT
+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 640 Β· π¦ 2.7K Β· π 1.3K - 20% open Β· β±οΈ 05.03.2024):
```
git clone https://github.com/hoffstadt/DearPyGui
```
-- [PyPi](https://pypi.org/project/dearpygui) (π₯ 66K / month Β· π¦ 57 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/dearpygui) (π₯ 60K / month Β· π¦ 57 Β· β±οΈ 26.02.2024):
```
pip install dearpygui
```
toga (π₯32 Β· β 4.1K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 680 Β· π₯ 2.7K Β· π¦ 3 Β· π 850 - 17% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 260 Β· π 680 Β· π₯ 2.7K Β· π¦ 3 Β· π 850 - 17% open Β· β±οΈ 11.03.2024):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 4.4K / month Β· π¦ 35 Β· β±οΈ 06.02.2024):
+- [PyPi](https://pypi.org/project/toga) (π₯ 3.9K / month Β· π¦ 35 Β· β±οΈ 06.02.2024):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 14 / month Β· π¦ 3 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 13 / month Β· π¦ 3 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
Eel (π₯31 Β· β 6.1K 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¦ 6.9K Β· π 530 - 35% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 7K Β· π 530 - 35% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
@@ -2421,7 +2463,7 @@ _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₯ 690 / month Β· π¦ 22 Β· β±οΈ 12.04.2022):
+- [PyPi](https://pypi.org/project/flexx) (π₯ 700 / month Β· π¦ 22 Β· β±οΈ 12.04.2022):
```
pip install flexx
```
@@ -2435,7 +2477,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- PySimpleGUI (π₯34 Β· β 13K) - PySimpleGUI is a Python package that enables Python.. βUnlicensed
- Gooey (π₯30 Β· β 20K Β· π) - Turn (almost) any Python command line program into a full GUI.. MIT
- enaml (π₯28 Β· β 1.5K) - Declarative User Interfaces for Python. βUnlicensed
-- Phoenix (π₯27 Β· β 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
+- Phoenix (π₯27 Β· β 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. βοΈwxWindows
@@ -2447,12 +2489,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (π₯19 Β· β 610) - An open-source framework to create and deploy computer vision.. Apache-2
-- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 29 Β· π₯ 720 Β· π 23 - 30% open Β· β±οΈ 23.02.2024):
+- [GitHub](https://github.com/pipeless-ai/pipeless) (π¨βπ» 7 Β· π 29 Β· π₯ 740 Β· π 23 - 30% open Β· β±οΈ 09.03.2024):
```
git clone https://github.com/pipeless-ai/pipeless
```
-- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 200 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
+- [PyPi](https://pypi.org/project/pipeless-ai) (π₯ 120 / month Β· π¦ 2 Β· β±οΈ 02.11.2023):
```
pip install pipeless-ai
```
@@ -2475,16 +2517,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
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 26.02.2024):
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 30 Β· π 460 Β· π 180 - 5% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 5.7M / month Β· π¦ 1.5K Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 5.9M / month Β· π¦ 1.5K Β· β±οΈ 13.03.2024):
```
pip install phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 870K Β· β±οΈ 26.02.2024):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (π₯ 870K Β· β±οΈ 13.03.2024):
```
conda install -c conda-forge phonenumbers
```
@@ -2505,7 +2547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge emoji
```
python-slugify (π₯34 Β· β 1.4K Β· π) - Returns unicode slugs. MIT
+python-slugify (π₯34 Β· β 1.4K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 36 Β· π 150 Β· π¦ 79K Β· π 72 - 1% open Β· β±οΈ 01.03.2024):
@@ -2516,7 +2558,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-slugify
```
-- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 1.9M Β· β±οΈ 08.02.2024):
+- [Conda](https://anaconda.org/conda-forge/python-slugify) (π₯ 2M Β· β±οΈ 08.02.2024):
```
conda install -c conda-forge python-slugify
```
@@ -2528,7 +2570,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 59M / month Β· π¦ 40K Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 61M / month Β· π¦ 40K Β· β±οΈ 01.08.2023):
```
pip install chardet
```
@@ -2536,7 +2578,7 @@ _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₯ 120 / month Β· π¦ 4 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 93 / month Β· π¦ 4 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
@@ -2548,7 +2590,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 4.9M / month Β· π¦ 1K Β· β±οΈ 04.07.2023):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 5M / month Β· π¦ 1.1K Β· β±οΈ 04.07.2023):
```
pip install inflect
```
@@ -2564,7 +2606,7 @@ _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₯ 84K / month Β· π¦ 19 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 87K / month Β· π¦ 19 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
@@ -2572,7 +2614,7 @@ _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 870 Β· π) - Python module (C extension and plain python) implementing.. BSD-3
+- pyahocorasick (π₯27 Β· β 880 Β· π) - Python module (C extension and plain python) implementing.. BSD-3
- coolname (π₯22 Β· β 130 Β· π) - Random Name and Slug Generator. BSD-2
- awesome-slugify (π₯21 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯15 Β· β 82 Β· π) - Convert long numbers into a human-readable format in Python. MIT
@@ -2593,25 +2635,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
_Libraries for connecting to, operating, and querying databases._
-boto3 (π₯47 Β· β 8.6K) - AWS SDK for Python. Apache-2
+boto3 (π₯46 Β· β 8.6K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 410K Β· π 3.2K - 6% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 150 Β· π 1.8K Β· π¦ 410K Β· π 3.2K - 5% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 1.1B / month Β· π¦ 19K Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 1.1B / month):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 07.03.2024):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 18M Β· β±οΈ 14.03.2024):
```
conda install -c conda-forge boto3
```
SQLAlchemy (π₯45 Β· β 8.5K) - The Database Toolkit for Python. MIT
+SQLAlchemy (π₯45 Β· β 8.6K) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 690 Β· π 1.3K Β· π₯ 48K Β· π¦ 730K Β· π 7.7K - 2% open Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 700 Β· π 1.3K Β· π₯ 48K Β· π¦ 740K Β· π 7.7K - 2% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/sqlalchemy/sqlalchemy
@@ -2627,23 +2669,23 @@ _Libraries for connecting to, operating, and querying databases._
redis (π₯44 Β· β 12K) - Redis Python Client. MIT
-- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 430 Β· π 2.4K Β· π 1.7K - 12% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/redis/redis-py) (π¨βπ» 440 Β· π 2.4K Β· π 1.7K - 13% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/redis/redis-py
```
-- [PyPi](https://pypi.org/project/redis) (π₯ 40M / month Β· π¦ 28K Β· β±οΈ 29.02.2024):
+- [PyPi](https://pypi.org/project/redis) (π₯ 41M / month Β· π¦ 28K Β· β±οΈ 10.03.2024):
```
pip install redis
```
-- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.2M Β· β±οΈ 28.02.2024):
+- [Conda](https://anaconda.org/conda-forge/redis-py) (π₯ 1.2M Β· β±οΈ 10.03.2024):
```
conda install -c conda-forge redis-py
```
azure-storage-blob (π₯43 Β· β 4.1K) - This repository is for active development of the Azure SDK.. MIT
+azure-storage-blob (π₯43 Β· β 4.2K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 690 Β· π 2.6K Β· π¦ 2.4K Β· π 9.4K - 13% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 690 Β· π 2.6K Β· π¦ 2.4K Β· π 9.6K - 13% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/Azure/azure-sdk-for-python
@@ -2659,7 +2701,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (π₯42 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 1.5K Β· π 3.7K - 2% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 510 Β· π 1.4K Β· π 3.7K - 1% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/googleapis/google-cloud-python
@@ -2675,52 +2717,68 @@ _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¦ 27K Β· β±οΈ 17.02.2024):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 28K Β· β±οΈ 17.02.2024):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 2.4M / month):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 2.4M / month Β· π¦ 3.8K Β· β±οΈ 05.02.2024):
```
pip install peewee
```
-- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 600K Β· β±οΈ 05.02.2024):
+- [Conda](https://anaconda.org/conda-forge/peewee) (π₯ 610K Β· β±οΈ 05.02.2024):
```
conda install -c conda-forge peewee
```
MongoEngine (π₯40 Β· β 4.1K Β· π) - A Python Object-Document-Mapper for working with MongoDB. MIT
+MongoEngine (π₯40 Β· β 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- [GitHub](https://github.com/MongoEngine/mongoengine) (π¨βπ» 390 Β· π 1.2K Β· π¦ 23K Β· π 1.7K - 21% open Β· β±οΈ 04.03.2024):
+- [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 10.03.2024):
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.3M / month Β· π¦ 3.6K Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.4M / month Β· π¦ 3.6K Β· β±οΈ 07.03.2024):
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 230K Β· β±οΈ 28.09.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 240K Β· β±οΈ 28.09.2023):
```
conda install -c conda-forge mongoengine
```
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¦ 47K Β· π 1.1K - 3% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 200 Β· π 1.2K Β· π₯ 3.6K Β· π¦ 47K Β· π 1.1K - 5% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/elastic/elasticsearch-py
```
-- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 21M / month):
+- [PyPi](https://pypi.org/project/elasticsearch) (π₯ 23M / month Β· π¦ 6.2K Β· β±οΈ 22.02.2024):
```
pip install elasticsearch
```
-- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 970K Β· β±οΈ 22.02.2024):
+- [Conda](https://anaconda.org/conda-forge/elasticsearch) (π₯ 980K Β· β±οΈ 22.02.2024):
```
conda install -c conda-forge elasticsearch
```
pymongo (π₯40 Β· β 4K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1.2K Β· β±οΈ 12.03.2024):
+
+ ```
+ git clone https://github.com/mongodb/mongo-python-driver
+ ```
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 26M / month Β· π¦ 20K Β· β±οΈ 21.02.2024):
+ ```
+ pip install pymongo
+ ```
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.6M Β· β±οΈ 22.02.2024):
+ ```
+ conda install -c conda-forge pymongo
+ ```
+PyMySQL (π₯39 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¦ 210K Β· π 650 - 2% open Β· β±οΈ 02.02.2024):
@@ -2728,7 +2786,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/PyMySQL/PyMySQL
```
-- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 41M / month Β· π¦ 680 Β· β±οΈ 26.06.2023):
+- [PyPi](https://pypi.org/project/PyMySQL) (π₯ 41M / month):
```
pip install PyMySQL
```
@@ -2755,28 +2813,28 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (π₯39 Β· β 700) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 150 Β· π 280 Β· π¦ 27K Β· π 650 - 9% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 150 Β· π 280 Β· π¦ 27K Β· π 650 - 9% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 39M / month Β· π¦ 1.2K Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 39M / month Β· π¦ 1.2K Β· β±οΈ 11.03.2024):
```
pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.8M Β· β±οΈ 07.03.2024):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.8M Β· β±οΈ 11.03.2024):
```
conda install -c conda-forge google-cloud-bigquery
```
kafka-python (π₯38 Β· β 5.5K) - Python client for Apache Kafka. Apache-2
+kafka-python (π₯37 Β· β 5.5K) - Python client for Apache Kafka. Apache-2
-- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 220 Β· π 1.4K Β· π₯ 1.8K Β· π¦ 24K Β· π 1.5K - 19% open Β· β±οΈ 14.12.2023):
+- [GitHub](https://github.com/dpkp/kafka-python) (π¨βπ» 220 Β· π 1.4K Β· π₯ 1.8K Β· π¦ 24K Β· π 1.5K - 19% open Β· β±οΈ 08.03.2024):
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 7.7M / month Β· π¦ 1.5K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 8.6M / month Β· π¦ 1.5K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2785,14 +2843,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge kafka-python
```
Ibis (π₯37 Β· β 3.8K) - the portable Python dataframe library. Apache-2
+Ibis (π₯37 Β· β 3.9K) - the portable Python dataframe library. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 270 Β· π 490 Β· π₯ 120 Β· π¦ 1.2K Β· π 2.7K - 7% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 270 Β· π 490 Β· π₯ 120 Β· π¦ 1.2K Β· π 2.7K - 7% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 130K / month Β· π¦ 55 Β· β±οΈ 03.03.2024):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 150K / month Β· π¦ 56 Β· β±οΈ 10.03.2024):
```
pip install ibis-framework
```
@@ -2803,28 +2861,44 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (π₯37 Β· β 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 150 Β· π 660 Β· π₯ 230K Β· π¦ 1.5K Β· π 1.1K - 2% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 150 Β· π 660 Β· π₯ 230K Β· π¦ 1.5K Β· π 1.1K - 2% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 41M / month Β· π¦ 65 Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 41M / month Β· π¦ 65 Β· β±οΈ 07.03.2024):
```
pip install awswrangler
```
-- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 470K Β· β±οΈ 06.03.2024):
+- [Conda](https://anaconda.org/conda-forge/awswrangler) (π₯ 470K Β· β±οΈ 08.03.2024):
```
conda install -c conda-forge awswrangler
```
sqlmodel (π₯36 Β· β 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
+
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 71 Β· π 560 Β· π¦ 10K Β· π 370 - 58% open Β· β±οΈ 13.03.2024):
+
+ ```
+ git clone https://github.com/tiangolo/sqlmodel
+ ```
+- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 1.1M / month Β· π¦ 200 Β· β±οΈ 17.02.2024):
+ ```
+ pip install sqlmodel
+ ```
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 27K Β· β±οΈ 04.12.2023):
+ ```
+ conda install -c conda-forge sqlmodel
+ ```
+Elasticsearch DSL (π₯36 Β· β 3.8K) - High level Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (π¨βπ» 130 Β· π 780 Β· π₯ 200 Β· π¦ 10K Β· π 1.3K - 10% open Β· β±οΈ 29.02.2024):
+- [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 29.02.2024):
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.6M / month):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 3.8M / month Β· π¦ 990 Β· β±οΈ 19.01.2024):
```
pip install elasticsearch-dsl
```
@@ -2844,30 +2918,14 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 330K Β· β±οΈ 04.03.2024):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 330K Β· β±οΈ 10.03.2024):
```
conda install -c conda-forge mysqlclient
```
sqlmodel (π₯35 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 560 Β· π¦ 10K Β· π 370 - 58% open Β· β±οΈ 17.02.2024):
-
- ```
- git clone https://github.com/tiangolo/sqlmodel
- ```
-- [PyPi](https://pypi.org/project/sqlmodel) (π₯ 920K / month Β· π¦ 200 Β· β±οΈ 17.02.2024):
- ```
- pip install sqlmodel
- ```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 26K Β· β±οΈ 04.12.2023):
- ```
- conda install -c conda-forge sqlmodel
- ```
-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» 50 Β· π 210 Β· π¦ 84K Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/mongodb/motor) (π¨βπ» 50 Β· π 210 Β· π¦ 84K Β· β±οΈ 13.03.2024):
```
git clone https://github.com/mongodb/motor
@@ -2883,7 +2941,7 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (π₯35 Β· β 800) - S3 Filesystem. BSD-3
-- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 130 Β· π 260 Β· π¦ 17K Β· π 450 - 28% open Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/fsspec/s3fs) (π¨βπ» 140 Β· π 260 Β· π¦ 17K Β· π 450 - 28% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/fsspec/s3fs
@@ -2899,12 +2957,12 @@ _Libraries for connecting to, operating, and querying databases._
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 820 Β· π 530 - 17% open Β· β±οΈ 14.02.2024):
+- [GitHub](https://github.com/prometheus/client_python) (π¨βπ» 140 Β· π 820 Β· π 530 - 17% open Β· β±οΈ 09.03.2024):
```
git clone https://github.com/prometheus/client_python
```
-- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 31M / month Β· π¦ 900 Β· β±οΈ 14.02.2024):
+- [PyPi](https://pypi.org/project/prometheus_client) (π₯ 32M / month Β· π¦ 900 Β· β±οΈ 14.02.2024):
```
pip install prometheus_client
```
@@ -2929,6 +2987,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge databases
```
PyPika (π₯34 Β· β 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
+
+- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 98 Β· π 280 Β· π¦ 19K Β· π 460 - 44% open Β· β±οΈ 10.12.2023):
+
+ ```
+ git clone https://github.com/kayak/pypika
+ ```
+- [PyPi](https://pypi.org/project/pypika) (π₯ 2.6M / month Β· π¦ 110 Β· β±οΈ 15.03.2022):
+ ```
+ pip install pypika
+ ```
+- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 10K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge pypika
+ ```
+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 320 Β· π¦ 28K Β· π 440 - 45% open Β· β±οΈ 31.01.2024):
@@ -2936,7 +3010,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kvesteri/sqlalchemy-utils
```
-- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 6M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/sqlalchemy-utils) (π₯ 6.3M / month Β· π¦ 2.2K Β· β±οΈ 27.04.2023):
```
pip install sqlalchemy-utils
```
@@ -2947,12 +3021,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (π₯34 Β· β 740) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 130 Β· π 300 Β· π¦ 6.7K Β· π 540 - 0% open Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 130 Β· π 300 Β· π¦ 6.8K Β· π 550 - 1% open Β· β±οΈ 04.03.2024):
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 2.1M / month):
+- [PyPi](https://pypi.org/project/minio) (π₯ 2.2M / month Β· π¦ 500 Β· β±οΈ 02.03.2024):
```
pip install minio
```
@@ -2961,30 +3035,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge minio
```
pandas-gbq (π₯34 Β· β 410) - Google BigQuery connector for pandas. BSD-3
-
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 49 Β· π 150 Β· π₯ 350 Β· π¦ 9.4K Β· π 340 - 11% open Β· β±οΈ 05.03.2024):
-
- ```
- git clone https://github.com/googleapis/python-bigquery-pandas
- ```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 10M / 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 06.02.2024):
- ```
- conda install -c conda-forge pandas-gbq
- ```
-s3transfer (π₯34 Β· β 200) - Amazon S3 Transfer Manager for Python. Apache-2
-- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 38 Β· π 130 Β· π¦ 270K Β· π 86 - 58% open Β· β±οΈ 21.12.2023):
+- [GitHub](https://github.com/boto/s3transfer) (π¨βπ» 39 Β· π 130 Β· π¦ 280K Β· π 86 - 58% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 300M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 310M / month Β· π¦ 4.4K Β· β±οΈ 21.12.2023):
```
pip install s3transfer
```
@@ -2993,25 +3051,9 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3transfer
```
PyPika (π₯33 Β· β 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2
-
-- [GitHub](https://github.com/kayak/pypika) (π¨βπ» 98 Β· π 280 Β· π¦ 18K Β· π 460 - 44% open Β· β±οΈ 10.12.2023):
-
- ```
- git clone https://github.com/kayak/pypika
- ```
-- [PyPi](https://pypi.org/project/pypika) (π₯ 2.6M / month Β· π¦ 110 Β· β±οΈ 15.03.2022):
- ```
- pip install pypika
- ```
-- [Conda](https://anaconda.org/conda-forge/pypika) (π₯ 9.6K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge pypika
- ```
-Cassandra Driver (π₯33 Β· β 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2
-- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 580 Β· π¦ 6.4K Β· β±οΈ 27.02.2024):
+- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 200 Β· π 580 Β· π¦ 6.5K Β· β±οΈ 27.02.2024):
```
git clone https://github.com/datastax/python-driver
@@ -3027,7 +3069,7 @@ _Libraries for connecting to, operating, and querying databases._
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¦ 8.4K Β· π 240 - 0% open Β· β±οΈ 29.02.2024):
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 43 Β· π 210 Β· π¦ 8.5K Β· π 240 - 0% open Β· β±οΈ 08.03.2024):
```
git clone https://github.com/neo4j/neo4j-python-driver
@@ -3041,46 +3083,46 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge neo4j-python-driver
```
tortoise-orm (π₯32 Β· β 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
+pandas-gbq (π₯33 Β· β 410) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 130 Β· π 340 Β· π₯ 13 Β· π¦ 7.2K Β· π 1K - 49% open Β· β±οΈ 13.02.2024):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 50 Β· π 120 Β· π₯ 350 Β· π¦ 9.5K Β· π 340 - 10% open Β· β±οΈ 13.03.2024):
```
- git clone https://github.com/tortoise/tortoise-orm
+ git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 120K / month Β· π¦ 100 Β· β±οΈ 11.08.2023):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 10M / month Β· π¦ 340 Β· β±οΈ 07.03.2024):
```
- pip install tortoise-orm
+ pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 17K Β· β±οΈ 11.08.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.9M Β· β±οΈ 06.02.2024):
```
- conda install -c conda-forge tortoise-orm
+ conda install -c conda-forge pandas-gbq
```
pymongo (π₯32 Β· β 4K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+tortoise-orm (π₯32 Β· β 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 210 Β· π 1K Β· β±οΈ 05.03.2024):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 130 Β· π 340 Β· π₯ 13 Β· π¦ 7.3K Β· π 1K - 49% open Β· β±οΈ 13.02.2024):
```
- git clone https://github.com/mongodb/mongo-python-driver
+ git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 26M / month):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 130K / month Β· π¦ 100 Β· β±οΈ 11.08.2023):
```
- pip install pymongo
+ pip install tortoise-orm
```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.5M Β· β±οΈ 22.02.2024):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 17K Β· β±οΈ 11.08.2023):
```
- conda install -c conda-forge pymongo
+ conda install -c conda-forge tortoise-orm
```
Pony (π₯32 Β· β 3.5K) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 30 Β· π 240 Β· π₯ 88 Β· π¦ 3.9K 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₯ 90 Β· π¦ 3.9K Β· π 650 - 48% open Β· β±οΈ 25.09.2023):
```
git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 140K / month Β· π¦ 370 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/pony) (π₯ 150K / month Β· π¦ 370 Β· β±οΈ 25.09.2023):
```
pip install pony
```
@@ -3096,27 +3138,15 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.8M / month Β· π¦ 160 Β· β±οΈ 14.01.2024):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 1.9M / month Β· π¦ 160 Β· β±οΈ 14.01.2024):
```
pip install pynamodb
```
-- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 500K Β· β±οΈ 17.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pynamodb) (π₯ 510K Β· β±οΈ 17.01.2024):
```
conda install -c conda-forge pynamodb
```
libcloud (π₯32 Β· β 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 920 Β· π 220 - 42% open Β· β±οΈ 03.12.2023):
-
- ```
- git clone https://github.com/apache/libcloud
- ```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 240K / month Β· π¦ 860 Β· β±οΈ 10.08.2023):
- ```
- pip install apache-libcloud
- ```
-pygsheets (π₯32 Β· β 1.5K) - Google Sheets Python API v4. MIT
- [GitHub](https://github.com/nithinmurali/pygsheets) (π¨βπ» 91 Β· π 220 Β· π¦ 2.4K Β· π 400 - 14% open Β· β±οΈ 14.01.2024):
@@ -3124,7 +3154,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/nithinmurali/pygsheets
```
-- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.6M / month Β· π¦ 99 Β· β±οΈ 30.11.2022):
+- [PyPi](https://pypi.org/project/pygsheets) (π₯ 1.7M / month Β· π¦ 99 Β· β±οΈ 30.11.2022):
```
pip install pygsheets
```
@@ -3152,7 +3182,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/oracle/python-cx_Oracle
```
-- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 3.4M / month Β· π¦ 360 Β· β±οΈ 20.07.2023):
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 3.5M / month Β· π¦ 360 Β· β±οΈ 20.07.2023):
```
pip install cx-Oracle
```
@@ -3161,14 +3191,30 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge cx_oracle
```
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» 78 Β· π 300 Β· π¦ 3.7K 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₯ 100K / month Β· π¦ 580 Β· β±οΈ 12.07.2023):
+ ```
+ pip install dataset
+ ```
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 8K Β· β±οΈ 12.07.2023):
+ ```
+ conda install -c conda-forge dataset
+ ```
+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 20.02.2024):
+- [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 13.03.2024):
```
git clone https://github.com/django-haystack/pysolr
```
-- [PyPi](https://pypi.org/project/pysolr) (π₯ 290K / month Β· π¦ 1.3K Β· β±οΈ 13.10.2023):
+- [PyPi](https://pypi.org/project/pysolr) (π₯ 300K / month Β· π¦ 1.3K Β· β±οΈ 13.10.2023):
```
pip install pysolr
```
@@ -3184,7 +3230,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 220K / month Β· π¦ 180 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/records) (π₯ 230K / month Β· π¦ 180 Β· β±οΈ 15.12.2021):
```
pip install records
```
@@ -3195,12 +3241,12 @@ _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¦ 8.9K):
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 100 Β· π 900 Β· π¦ 9K):
```
git clone https://github.com/confluentinc/confluent-kafka-python
```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 11M / month Β· π¦ 480 Β· β±οΈ 25.10.2023):
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 11M / month Β· π¦ 490 Β· β±οΈ 25.10.2023):
```
pip install confluent-kafka
```
@@ -3211,56 +3257,28 @@ _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 82 Β· π¦ 330 Β· π 360 - 31% open Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 42 Β· π 82 Β· π¦ 330 Β· π 370 - 32% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 22K / month Β· π¦ 11 Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 21K / month Β· π¦ 11 Β· β±οΈ 13.03.2024):
```
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» 78 Β· π 290 Β· π¦ 3.7K Β· π 290 - 9% open Β· β±οΈ 12.07.2023):
-
- ```
- git clone https://github.com/pudo/dataset
- ```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 99K / month):
- ```
- pip install dataset
- ```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 8K 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 - 51% open Β· β±οΈ 24.02.2024):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 28 Β· π 68 Β· π 380 - 51% open Β· β±οΈ 10.03.2024):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 84K / month Β· π¦ 16 Β· β±οΈ 14.01.2024):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 88K / month Β· π¦ 16 Β· β±οΈ 14.01.2024):
```
pip install prisma
```
ODMantic (π₯28 Β· β 950) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
-
-- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 87 Β· π¦ 3.2K Β· π 160 - 46% open Β· β±οΈ 13.12.2023):
-
- ```
- git clone https://github.com/art049/odmantic
- ```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 24K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
- ```
- pip install odmantic
- ```
-HappyBase (π₯27 Β· β 610) - A developer-friendly Python library to interact with Apache HBase. MIT
- [GitHub](https://github.com/python-happybase/happybase) (π¨βπ» 21 Β· π 160 Β· π¦ 830 Β· π 220 - 14% open Β· β±οΈ 04.12.2023):
@@ -3289,14 +3307,38 @@ _Libraries for connecting to, operating, and querying databases._
pip install filedepot
```
aioprometheus (π₯21 Β· β 160) - A Prometheus Python client library for asyncio-based applications. MIT
+ODMantic (π₯26 Β· β 950 Β· π) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
+
+- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 87 Β· π¦ 3.2K Β· π 160 - 46% open Β· β±οΈ 13.12.2023):
+
+ ```
+ git clone https://github.com/art049/odmantic
+ ```
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 25K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
+ ```
+ pip install odmantic
+ ```
+libcloud (π₯25 Β· β 2K Β· π) - Apache Libcloud is a Python library which hides differences.. Apache-2
+
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 480 Β· π 860 Β· π 200 - 38% open Β· β±οΈ 03.12.2023):
+
+ ```
+ git clone https://github.com/apache/libcloud
+ ```
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 260K / month):
+ ```
+ pip install apache-libcloud
+ ```
+aioprometheus (π₯21 Β· β 170) - A Prometheus Python client library for asyncio-based applications. MIT
- [GitHub](https://github.com/claws/aioprometheus) (π¨βπ» 12 Β· π 19 Β· π¦ 260 Β· π 36 - 33% open Β· β±οΈ 27.12.2023):
```
git clone https://github.com/claws/aioprometheus
```
-- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 210K / month Β· π¦ 12 Β· β±οΈ 27.12.2023):
+- [PyPi](https://pypi.org/project/aioprometheus) (π₯ 200K / month Β· π¦ 12 Β· β±οΈ 27.12.2023):
```
pip install aioprometheus
```
@@ -3320,12 +3362,12 @@ _Libraries for connecting to, operating, and querying databases._
- cloudant (π₯27 Β· β 160 Β· π) - A Python library for Cloudant and CouchDB. Apache-2
- umongo (π₯26 Β· β 440 Β· π) - sync/async MongoDB ODM, yes. MIT
- pyhdb (π₯24 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
-- py2neo (π₯23 Β· β 8) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+- py2neo (π₯23 Β· β 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2
+- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- PyMODM (π₯21 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- gsheets-db-api (π₯21 Β· β 200 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- PugSQL (π₯20 Β· β 660 Β· π) - A HugSQL-inspired database library for Python. Apache-2
- Queries (π₯19 Β· β 260 Β· π) - PostgreSQL database access simplified. BSD-3
-- db.py (π₯17 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
- lazydata (π₯16 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
- SuperSQLite (π₯15 Β· β 720 Β· π) - A supercharged SQLite library for Python. MIT
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» 550 Β· π 2.5K Β· π¦ 40K Β· π 2.7K - 23% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 550 Β· π 2.5K Β· π¦ 41K Β· π 2.7K - 23% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 7.1M / month Β· π¦ 940 Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 7.2M / month Β· π¦ 950 Β· β±οΈ 01.03.2024):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 660K Β· β±οΈ 02.03.2024):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 670K Β· β±οΈ 02.03.2024):
```
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» 570 Β· π 1.9K Β· π¦ 200K Β· π 700 - 2% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 570 Β· π 1.9K Β· π¦ 210K Β· π 700 - 2% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 14M / month Β· π¦ 3.3K Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 14M / month Β· π¦ 3.3K Β· β±οΈ 13.03.2024):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 890K Β· β±οΈ 05.03.2024):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 900K Β· β±οΈ 13.03.2024):
```
conda install -c conda-forge faker
```
@@ -3392,7 +3434,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/martinblech/xmltodict
```
-- [PyPi](https://pypi.org/project/xmltodict) (π₯ 40M / month Β· π¦ 5.8K Β· β±οΈ 08.05.2022):
+- [PyPi](https://pypi.org/project/xmltodict) (π₯ 42M / month Β· π¦ 5.8K Β· β±οΈ 08.05.2022):
```
pip install xmltodict
```
@@ -3403,7 +3445,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
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¦ 94K Β· π 260 - 13% open Β· β±οΈ 25.02.2024):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 95K Β· π 260 - 13% open Β· β±οΈ 25.02.2024):
```
git clone https://github.com/jazzband/tablib
@@ -3419,12 +3461,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (π₯34 Β· β 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT
-- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 20 Β· π 320 Β· π¦ 27K Β· π 160 - 14% open Β· β±οΈ 11.02.2024):
+- [GitHub](https://github.com/wkentaro/gdown) (π¨βπ» 20 Β· π 320 Β· π¦ 27K Β· π 160 - 15% open Β· β±οΈ 11.02.2024):
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.7M / month Β· π¦ 480 Β· β±οΈ 03.02.2024):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.7M / month Β· π¦ 490 Β· β±οΈ 03.02.2024):
```
pip install gdown
```
@@ -3440,7 +3482,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 7.9M / month Β· π¦ 3.4K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 8.2M / month Β· π¦ 3.4K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
@@ -3472,7 +3514,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 21M / month Β· π¦ 640 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 22M / month Β· π¦ 640 Β· β±οΈ 26.02.2024):
```
pip install smart-open
```
@@ -3488,7 +3530,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/pydata/pandas-datareader
```
-- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 400K / month Β· π¦ 860 Β· β±οΈ 13.07.2021):
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 420K / month Β· π¦ 860 Β· β±οΈ 13.07.2021):
```
pip install pandas-datareader
```
@@ -3497,14 +3539,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge pandas-datareader
```
Intake (π₯32 Β· β 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
+Intake (π₯32 Β· β 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2
- [GitHub](https://github.com/intake/intake) (π¨βπ» 86 Β· π 140 Β· π¦ 2.1K Β· π 360 - 27% open Β· β±οΈ 06.03.2024):
```
git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 63K / month Β· π¦ 130 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/intake) (π₯ 64K / month Β· π¦ 130 Β· β±οΈ 26.02.2024):
```
pip install intake
```
@@ -3520,27 +3562,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/snorkel-team/snorkel
```
-- [PyPi](https://pypi.org/project/snorkel) (π₯ 44K / month Β· π¦ 14 Β· β±οΈ 27.02.2024):
+- [PyPi](https://pypi.org/project/snorkel) (π₯ 45K / month Β· π¦ 14 Β· β±οΈ 27.02.2024):
```
pip install snorkel
```
-- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 47K Β· β±οΈ 28.02.2024):
+- [Conda](https://anaconda.org/conda-forge/snorkel) (π₯ 48K Β· β±οΈ 28.02.2024):
```
conda install -c conda-forge snorkel
```
img2dataset (π₯28 Β· β 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 34 Β· π 290 Β· π₯ 1.6K Β· π¦ 110 Β· π 250 - 42% open Β· β±οΈ 22.02.2024):
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 34 Β· π 300 Β· π₯ 1.6K Β· π¦ 110 Β· π 250 - 42% open Β· β±οΈ 22.02.2024):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 48K / month Β· π¦ 2 Β· β±οΈ 22.01.2024):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 41K / month Β· π¦ 2 Β· β±οΈ 22.01.2024):
```
pip install img2dataset
```
textract (π₯27 Β· β 3.7K) - extract text from any document. no muss. no fuss. MIT
+
+- [GitHub](https://github.com/deanmalmgren/textract) (π¨βπ» 41 Β· π 560 Β· π 250 - 49% open Β· β±οΈ 10.03.2024):
+
+ ```
+ git clone https://github.com/deanmalmgren/textract
+ ```
+- [PyPi](https://pypi.org/project/textract) (π₯ 120K / month Β· π¦ 130 Β· β±οΈ 10.03.2022):
+ ```
+ pip install textract
+ ```
+- [Conda](https://anaconda.org/conda-forge/textract) (π₯ 23K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge textract
+ ```
+camelot (π₯24 Β· β 2.6K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 46 Β· π 410 Β· π 370 - 70% open Β· β±οΈ 02.10.2023):
@@ -3548,31 +3606,31 @@ _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₯ 6.8K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 6.9K / month Β· π¦ 10 Β· β±οΈ 15.12.2021):
```
pip install camelot
```
rows (π₯22 Β· β 860) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
+rows (π₯23 Β· β 860) - A common, beautiful interface to tabular data, no matter the format. βοΈLGPL-3.0
-- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 170 Β· π 320 - 52% open Β· β±οΈ 01.03.2024):
+- [GitHub](https://github.com/turicas/rows) (π¨βπ» 31 Β· π 140 Β· π₯ 38 Β· π¦ 170 Β· π 320 - 52% open Β· β±οΈ 09.03.2024):
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 790 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
+- [PyPi](https://pypi.org/project/rows) (π₯ 850 / month Β· π¦ 29 Β· β±οΈ 15.12.2021):
```
pip install rows
```
Upgini (π₯22 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 05.03.2024):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 12 Β· π 24 Β· π¦ 6 Β· β±οΈ 12.03.2024):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 12K / month Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 12K / month Β· β±οΈ 13.03.2024):
```
pip install upgini
```
@@ -3589,14 +3647,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pip install excalibur-py
```
Squirrel (π₯17 Β· β 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
+Squirrel (π₯17 Β· β 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2
- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 16 Β· π 8 Β· π¦ 2 Β· π 11 - 18% open Β· β±οΈ 15.01.2024):
```
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
```
@@ -3605,16 +3663,15 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c anaconda squirrel-core
```
Show 12 hidden projects...
+Show 11 hidden projects...
- xlrd (π₯33 Β· β 2.1K Β· π) - Please use openpyxl where you can...BSD-3
-- SDV (π₯31 Β· β 2K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
+- SDV (π₯31 Β· β 2.1K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
- PDFMiner (π₯30 Β· β 5.2K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. 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
-- deepdish (π₯24 Β· β 260 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
+- deepdish (π₯24 Β· β 270 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- pyexcel-xlsx (π₯23 Β· β 110 Β· π) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
- borb (π₯21 Β· β 3.3K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- datatest (π₯21 Β· β 290 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
@@ -3628,29 +3685,29 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
_Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._
-Airflow (π₯47 Β· β 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
+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₯ 600K Β· π¦ 9.8K Β· π 8.9K - 10% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 3.2K Β· π 13K Β· π₯ 600K Β· π¦ 9.9K Β· π 8.9K - 10% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 24M / month Β· π¦ 360 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 25M / month Β· π¦ 360 Β· β±οΈ 11.03.2024):
```
pip install apache-airflow
```
-- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 1M Β· β±οΈ 22.02.2024):
+- [Conda](https://anaconda.org/conda-forge/airflow) (π₯ 1M Β· β±οΈ 12.03.2024):
```
conda install -c conda-forge airflow
```
-- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 760M Β· β 500 Β· β±οΈ 06.03.2024):
+- [Docker Hub](https://hub.docker.com/r/apache/airflow) (π₯ 800M Β· β 500 Β· β±οΈ 12.03.2024):
```
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¦ 130K Β· π 5K - 13% open Β· β±οΈ 04.03.2024):
+- [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 13.03.2024):
```
git clone https://github.com/celery/celery
@@ -3664,14 +3721,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge celery
```
Beam (π₯44 Β· β 7.4K Β· π) - Unified programming model to define and execute data processing.. Apache-2
+Beam (π₯44 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¦ 6.6K Β· π 6.6K - 65% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.6K Β· π 4.1K Β· π¦ 6.6K Β· π 6.6K - 65% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.8M / month Β· π¦ 180 Β· β±οΈ 14.02.2024):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.8M / month Β· π¦ 180 Β· β±οΈ 12.03.2024):
```
pip install apache-beam
```
@@ -3682,88 +3739,88 @@ _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¦ 4.5K Β· π 4.6K - 14% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 230 Β· π 1.4K Β· π¦ 4.6K Β· π 4.6K - 13% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 720K / month Β· π¦ 160 Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 740K / month):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 600K Β· β±οΈ 05.03.2024):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 610K Β· β±οΈ 08.03.2024):
```
conda install -c conda-forge prefect
```
Dagster (π₯41 Β· β 9.8K) - An orchestration platform for the development, production, and.. Apache-2
+Dagster (π₯41 Β· β 9.9K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 410 Β· π 1.2K Β· π¦ 2K Β· π 7.1K - 34% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 410 Β· π 1.2K Β· π¦ 2.1K Β· π 7.1K - 34% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 940K / month Β· π¦ 140 Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 970K / month Β· π¦ 140 Β· β±οΈ 08.03.2024):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.1M Β· β±οΈ 02.03.2024):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 1.1M Β· β±οΈ 08.03.2024):
```
conda install -c conda-forge dagster
```
Great Expectations (π₯40 Β· β 9.3K) - Always know what to expect from your data. Apache-2
+rq (π₯40 Β· β 9.4K) - Simple job queues for Python. BSD-3
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 430 Β· π 1.5K Β· π 1.8K - 10% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/rq/rq) (π¨βπ» 310 Β· π 1.4K Β· π¦ 16K Β· π 1.1K - 17% open Β· β±οΈ 11.03.2024):
```
- git clone https://github.com/great-expectations/great_expectations
+ git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 18M / month Β· π¦ 60 Β· β±οΈ 26.02.2024):
+- [PyPi](https://pypi.org/project/rq) (π₯ 1.8M / month Β· π¦ 1.8K Β· β±οΈ 09.03.2024):
```
- pip install great_expectations
+ pip install rq
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 760K Β· β±οΈ 26.02.2024):
+- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 100K Β· β±οΈ 04.09.2023):
```
- conda install -c conda-forge great-expectations
+ conda install -c conda-forge rq
```
rq (π₯39 Β· β 9.4K) - Simple job queues for Python. BSD-3
+Great Expectations (π₯40 Β· β 9.3K) - Always know what to expect from your data. Apache-2
-- [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 25.02.2024):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 430 Β· π 1.5K Β· π 1.9K - 10% open Β· β±οΈ 13.03.2024):
```
- git clone https://github.com/rq/rq
+ git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 1.7M / month Β· π¦ 1.8K Β· β±οΈ 24.02.2024):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 18M / month Β· π¦ 62 Β· β±οΈ 26.02.2024):
```
- pip install rq
+ pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 100K Β· β±οΈ 04.09.2023):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 760K Β· β±οΈ 26.02.2024):
```
- conda install -c conda-forge rq
+ conda install -c conda-forge great-expectations
```
Kedro (π₯38 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 850 Β· π¦ 2.2K Β· π 1.7K - 16% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 220 Β· π 850 Β· π¦ 2.2K Β· π 1.7K - 16% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 450K / month Β· π¦ 74 Β· β±οΈ 27.02.2024):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 480K / month Β· π¦ 74 Β· β±οΈ 27.02.2024):
```
pip install kedro
```
dbt (π₯38 Β· β 8.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
+dbt (π₯38 Β· β 8.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 300 Β· π 1.5K Β· π₯ 4K Β· π¦ 4.4K Β· π 5.1K - 11% open Β· β±οΈ 01.03.2024):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 310 Β· π 1.5K Β· π₯ 4K Β· π¦ 4.5K Β· π 5.1K - 10% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 56K / month Β· π¦ 30 Β· β±οΈ 01.03.2024):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 45K / month Β· π¦ 30 Β· β±οΈ 13.03.2024):
```
pip install dbt
```
@@ -3779,7 +3836,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 45M / month Β· π¦ 6.8K Β· β±οΈ 09.08.2023):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 46M / month Β· π¦ 6.8K Β· β±οΈ 09.08.2023):
```
pip install joblib
```
@@ -3790,40 +3847,56 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (π₯37 Β· β 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2
-- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 610 Β· π 2.4K Β· π¦ 2.3K Β· π 1K - 12% open Β· β±οΈ 23.01.2024):
+- [GitHub](https://github.com/spotify/luigi) (π¨βπ» 610 Β· π 2.3K Β· π¦ 2.3K Β· π 980 - 9% open Β· β±οΈ 23.01.2024):
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 390K / month Β· π¦ 420 Β· β±οΈ 15.01.2024):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 430K / month):
```
pip install luigi
```
-- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 14K Β· π¦ 2 Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/anaconda/luigi) (π₯ 14K Β· β±οΈ 16.06.2023):
```
conda install -c anaconda luigi
```
Activeloop (π₯34 Β· β 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 130 Β· π 570 Β· π¦ 2.7K Β· π 440 - 11% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 130 Β· π 580 Β· π¦ 2.7K Β· π 440 - 11% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/activeloopai/Hub
```
-- [PyPi](https://pypi.org/project/hub) (π₯ 3.9K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
+- [PyPi](https://pypi.org/project/hub) (π₯ 3.8K / month Β· π¦ 54 Β· β±οΈ 02.02.2023):
```
pip install hub
```
petl (π₯34 Β· β 1.2K Β· π) - Python Extract Transform and Load Tables of Data. MIT
+
+- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 64 Β· π 190 Β· π¦ 3.6K Β· π 460 - 18% open Β· β±οΈ 12.03.2024):
+
+ ```
+ git clone https://github.com/petl-developers/petl
+ ```
+- [PyPi](https://pypi.org/project/petl) (π₯ 2.3M / month Β· π¦ 86 Β· β±οΈ 12.03.2024):
+ ```
+ pip install petl
+ ```
+- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 220K Β· β±οΈ 13.03.2024):
+ ```
+ conda install -c conda-forge petl
+ ```
+zenml (π₯33 Β· β 3.6K) - 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¦ 420 Β· π 290 - 20% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 89 Β· π 380 Β· π₯ 1 Β· π¦ 430 Β· π 290 - 20% open Β· β±οΈ 06.03.2024):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 34K / month Β· π¦ 2 Β· β±οΈ 06.03.2024):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 31K / month Β· π¦ 2 Β· β±οΈ 06.03.2024):
```
pip install zenml
```
@@ -3846,7 +3919,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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₯ 45 Β· π¦ 240 Β· π 410 - 2% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 32 Β· π 110 Β· π₯ 46 Β· π¦ 240 Β· π 410 - 2% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/whylabs/whylogs
@@ -3856,14 +3929,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install whylogs
```
mleap (π₯29 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
+mleap (π₯29 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
- [GitHub](https://github.com/combust/mleap) (π¨βπ» 85 Β· π 320 Β· π¦ 220 Β· π 480 - 23% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/combust/mleap
```
-- [PyPi](https://pypi.org/project/mleap) (π₯ 200K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/mleap) (π₯ 190K / month Β· π¦ 25 Β· β±οΈ 14.11.2023):
```
pip install mleap
```
@@ -3872,30 +3945,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge mleap
```
petl (π₯29 Β· β 1.2K Β· π€) - Python Extract Transform and Load Tables of Data. MIT
-
-- [GitHub](https://github.com/petl-developers/petl) (π¨βπ» 63 Β· π 190 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₯ 2.1M / month Β· π¦ 86 Β· β±οΈ 22.08.2023):
- ```
- pip install petl
- ```
-- [Conda](https://anaconda.org/conda-forge/petl) (π₯ 220K Β· β±οΈ 22.08.2023):
- ```
- conda install -c conda-forge petl
- ```
-ploomber (π₯28 Β· β 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
+ploomber (π₯28 Β· β 3.4K) - 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 20.02.2024):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.4K / month Β· π¦ 7 Β· β±οΈ 08.02.2024):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 5.2K / month Β· π¦ 7 Β· β±οΈ 08.02.2024):
```
pip install ploomber
```
@@ -3906,19 +3963,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
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¦ 760 Β· π 140 - 10% open Β· β±οΈ 27.09.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 31 Β· π 130 Β· π¦ 760 Β· π 140 - 10% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/EntilZha/PyFunctional
```
-- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 160K / month Β· π¦ 22 Β· β±οΈ 12.01.2021):
+- [PyPi](https://pypi.org/project/pyfunctional) (π₯ 170K / month Β· π¦ 27 Β· β±οΈ 13.03.2024):
```
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¦ 550 Β· π 220 - 33% open Β· β±οΈ 30.10.2023):
+- [GitHub](https://github.com/samuelcolvin/arq) (π¨βπ» 55 Β· π 150 Β· π¦ 560 Β· π 220 - 33% open Β· β±οΈ 30.10.2023):
```
git clone https://github.com/samuelcolvin/arq
@@ -3951,19 +4008,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/databand-ai/dbnd
```
-- [PyPi](https://pypi.org/project/dbnd) (π₯ 270K / month Β· π¦ 25 Β· β±οΈ 04.03.2024):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 260K / month Β· π¦ 25 Β· β±οΈ 04.03.2024):
```
pip install dbnd
```
Pypeline (π₯24 Β· β 1.5K Β· π€) - Concurrent data pipelines in Python . MIT
-- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 96 Β· π¦ 120 Β· π 72 - 34% open Β· β±οΈ 22.03.2023):
+- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 97 Β· π¦ 120 Β· π 72 - 34% open Β· β±οΈ 22.03.2023):
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 210K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 250K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -3979,35 +4036,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.7K / month Β· π¦ 10 Β· β±οΈ 05.03.2024):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 4.4K / month Β· π¦ 10 Β· β±οΈ 05.03.2024):
```
pip install tasktiger
```
BatchFlow (π₯21 Β· β 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 37 Β· π 44 Β· π¦ 9 Β· π 110 - 29% open Β· β±οΈ 18.01.2024):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 37 Β· π 44 Β· π¦ 9 Β· π 110 - 25% open Β· β±οΈ 18.01.2024):
```
git clone https://github.com/analysiscenter/batchflow
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 580 / month Β· β±οΈ 01.08.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 220 / month):
```
pip install batchflow
```
Databolt Flow (π₯20 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
-
-- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 77 Β· π¦ 28 Β· π 24 - 45% open Β· β±οΈ 20.07.2023):
-
- ```
- git clone https://github.com/d6t/d6tflow
- ```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 830 / month Β· β±οΈ 20.02.2024):
- ```
- pip install d6tflow
- ```
-Mara Pipelines (π₯17 Β· β 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT
- [GitHub](https://github.com/mara/mara-pipelines) (π¨βπ» 17 Β· π 100 Β· π 42 - 61% open Β· β±οΈ 07.12.2023):
@@ -4015,7 +4060,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/mara/mara-pipelines
```
-- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 110 / month Β· π¦ 1 Β· β±οΈ 06.12.2023):
+- [PyPi](https://pypi.org/project/mara-pipelines) (π₯ 91 / month Β· π¦ 1 Β· β±οΈ 06.12.2023):
```
pip install mara-pipelines
```
@@ -4032,23 +4077,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install flupy
```
Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
+
+- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 76 Β· π¦ 28 Β· π 23 - 43% open Β· β±οΈ 20.07.2023):
+
+ ```
+ git clone https://github.com/d6t/d6tflow
+ ```
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 760 / month):
+ ```
+ pip install d6tflow
+ ```
+Show 15 hidden projects...
- mrjob (π₯31 Β· β 2.6K Β· π) - Run MapReduce jobs on Hadoop or Amazon Web Services.Apache-2
-- faust (π₯29 Β· β 6.7K Β· π) - Python Stream Processing. BSD-3
+- faust (π₯29 Β· β 6.7K Β· π) - Python Stream Processing. BSD-3
- bonobo (π₯25 Β· β 1.6K Β· π) - Extract Transform Load for Python 3.5+. Apache-2
- streamparse (π₯25 Β· β 1.5K Β· π) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2
- pysparkling (π₯23 Β· β 260 Β· π) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT
- dpark (π₯22 Β· β 2.7K Β· π) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark
-- mrq (π₯20 Β· β 880 Β· π) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
+- 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 720 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 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
+- Botflow (π₯11 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline.. βUnlicensed
@@ -4056,7 +4113,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (π₯38 Β· β 3.4K) - A Python module for creating Excel XLSX files. BSD-2
+XlsxWriter (π₯38 Β· β 3.5K) - A Python module for creating Excel XLSX files. BSD-2
- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 52 Β· π 620 Β· π¦ 74K Β· π 920 - 1% open Β· β±οΈ 23.02.2024):
@@ -4095,7 +4152,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jmespath/jmespath.py
```
-- [PyPi](https://pypi.org/project/jmespath) (π₯ 150M / month Β· π¦ 7.1K Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 160M / month Β· π¦ 7.1K Β· β±οΈ 17.06.2022):
```
pip install jmespath
```
@@ -4112,12 +4169,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯34 Β· β 1.9K) - 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¦ 9.5K Β· π 280 - 22% open Β· β±οΈ 14.11.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 79 Β· π 210 Β· π¦ 9.6K Β· π 280 - 22% open Β· β±οΈ 14.11.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 7.7M / month Β· π¦ 880 Β· β±οΈ 14.11.2023):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 7.9M / month Β· π¦ 890 Β· β±οΈ 14.11.2023):
```
pip install deepdiff
```
@@ -4144,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects...
-- importlib-resources (π₯32 Β· β 54) - Backport of the importlib.resources module.Apache-2
+- importlib-resources (π₯32 Β· β 56) - Backport of the importlib.resources module. Apache-2
- entrypoints (π₯25 Β· β 72 Β· π) - Discover and load entry points from installed packages. MIT
@@ -4155,7 +4212,7 @@ _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» 160 Β· π 390 Β· π¦ 960K Β· π 690 - 18% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 160 Β· π 390 Β· π¦ 970K Β· π 700 - 18% open Β· β±οΈ 12.03.2024):
```
git clone https://github.com/python-attrs/attrs
@@ -4164,19 +4221,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install attrs
```
-- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 34M Β· β±οΈ 31.12.2023):
+- [Conda](https://anaconda.org/conda-forge/attrs) (π₯ 35M Β· β±οΈ 31.12.2023):
```
conda install -c conda-forge attrs
```
more-itertools (π₯40 Β· β 3.4K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 120 Β· π 270 Β· π₯ 2.9K Β· π¦ 210K Β· π 290 - 6% open Β· β±οΈ 20.02.2024):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 120 Β· π 270 Β· π₯ 2.9K Β· π¦ 210K Β· π 300 - 6% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/more-itertools/more-itertools
```
-- [PyPi](https://pypi.org/project/more-itertools) (π₯ 71M / month Β· π¦ 9.1K Β· β±οΈ 08.01.2024):
+- [PyPi](https://pypi.org/project/more-itertools) (π₯ 73M / month Β· π¦ 9.2K Β· β±οΈ 08.01.2024):
```
pip install more-itertools
```
@@ -4192,7 +4249,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pytoolz/toolz
```
-- [PyPi](https://pypi.org/project/toolz) (π₯ 32M / month Β· π¦ 3.5K Β· β±οΈ 24.01.2024):
+- [PyPi](https://pypi.org/project/toolz) (π₯ 33M / month Β· π¦ 3.6K Β· β±οΈ 24.01.2024):
```
pip install toolz
```
@@ -4203,12 +4260,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
tenacity (π₯34 Β· β 5.8K) - Retrying library for Python. Apache-2
-- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 90 Β· π 290 Β· π 250 - 39% open Β· β±οΈ 02.03.2024):
+- [GitHub](https://github.com/jd/tenacity) (π¨βπ» 91 Β· π 290 Β· π 250 - 39% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 47M / month Β· π¦ 1.8K Β· β±οΈ 14.08.2023):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 49M / month Β· π¦ 1.8K Β· β±οΈ 14.08.2023):
```
pip install tenacity
```
@@ -4219,12 +4276,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (π₯33 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¦ 6.5K 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¦ 6.6K 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₯ 3.6M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3.8M / month Β· π¦ 440 Β· β±οΈ 01.11.2023):
```
pip install boltons
```
@@ -4235,60 +4292,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (π₯31 Β· β 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 49 Β· π 100 Β· π¦ 520 Β· π 420 - 15% open Β· β±οΈ 04.03.2024):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 49 Β· π 100 Β· π¦ 530 Β· π 420 - 15% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 200K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
+- [PyPi](https://pypi.org/project/returns) (π₯ 210K / month Β· π¦ 59 Β· β±οΈ 26.08.2023):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 8.4K Β· β±οΈ 28.08.2023):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 8.5K Β· β±οΈ 28.08.2023):
```
conda install -c conda-forge returns
```
funcy (π₯30 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
+natsort (π₯30 Β· β 850) - Simple yet flexible natural sorting in Python. MIT
-- [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):
+- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 22 Β· π 49 Β· π¦ 27K Β· π 93 - 1% open Β· β±οΈ 04.03.2024):
```
- git clone https://github.com/Suor/funcy
+ git clone https://github.com/SethMMorton/natsort
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.5M / month Β· π¦ 650 Β· β±οΈ 28.03.2023):
+- [PyPi](https://pypi.org/project/natsort) (π₯ 4.7M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
```
- pip install funcy
+ pip install natsort
```
-- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 410K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 1.5M Β· β±οΈ 20.06.2023):
```
- conda install -c conda-forge funcy
+ conda install -c conda-forge natsort
```
natsort (π₯30 Β· β 840) - Simple yet flexible natural sorting in Python. MIT
+funcy (π₯29 Β· β 3.2K) - A fancy and practical functional tools. BSD-3
-- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 22 Β· π 49 Β· π¦ 27K Β· π 93 - 1% open Β· β±οΈ 04.03.2024):
+- [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/SethMMorton/natsort
+ git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/natsort) (π₯ 4.6M / month Β· π¦ 1.3K Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.5M / month Β· π¦ 650 Β· β±οΈ 28.03.2023):
```
- pip install natsort
+ pip install funcy
```
-- [Conda](https://anaconda.org/conda-forge/natsort) (π₯ 1.5M Β· β±οΈ 20.06.2023):
+- [Conda](https://anaconda.org/conda-forge/funcy) (π₯ 410K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge natsort
+ conda install -c conda-forge funcy
```
ubelt (π₯23 Β· β 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
+ubelt (π₯23 Β· β 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 4 Β· π 46 Β· π 16 - 18% open Β· β±οΈ 27.10.2023):
```
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₯ 16K / month Β· π¦ 66 Β· β±οΈ 27.10.2023):
```
pip install ubelt
```
@@ -4301,10 +4358,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- python-dependency-injector (π₯32 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
+- pinject (π₯24 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
+- ratelimit (π₯24 Β· β 700 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
-- pinject (π₯23 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
- pampy (π₯22 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
-- ratelimit (π₯22 Β· β 700 Β· π) - API Rate Limit Decorator. MIT
@@ -4314,12 +4371,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯42 Β· β 59K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.8K Β· π 28K Β· π¦ 4 Β· π 68K - 12% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.8K Β· π 29K Β· π¦ 4 Β· π 68K - 12% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 35 / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 33 / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4334,7 +4391,7 @@ _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 7.2K Β· π₯ 73K Β· π 5.5K - 31% open Β· β±οΈ 07.03.2024):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 620 Β· π 7.2K Β· π₯ 74K Β· π 5.5K - 31% open Β· β±οΈ 14.03.2024):
```
git clone https://github.com/micropython/micropython
@@ -4346,8 +4403,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects...
-- grumpy (π₯23 Β· β 11K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime.Apache-2
-- pyston (π₯22 Β· β 2.5K Β· π) - A faster and highly-compatible implementation of the Python.. Apache-2
+- grumpy (π₯22 Β· β 11K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2
+- pyston (π₯22 Β· β 2.5K Β· π) - A faster and highly-compatible implementation of the Python.. Apache-2
- stackless (π₯17 Β· β 990 Β· π) - The Stackless Python programming language. βUnlicensed
- cl-python (π₯11 Β· β 360) - An implementation of Python in Common Lisp. βUnlicensed
pyparsing (π₯40 Β· β 2.1K) - Python library for creating PEG parsers. MIT
-- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 64 Β· π 270 Β· π₯ 9.7K Β· π¦ 940K Β· π 340 - 12% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/pyparsing/pyparsing) (π¨βπ» 64 Β· π 270 Β· π₯ 9.8K Β· π¦ 950K Β· π 340 - 12% open Β· β±οΈ 11.03.2024):
```
git clone https://github.com/pyparsing/pyparsing
@@ -4405,14 +4462,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pyparsing
```
pycparser (π₯36 Β· β 3.1K Β· π€) - Complete C99 parser in pure Python. BSD-3
+pycparser (π₯37 Β· β 3.1K Β· π€) - Complete C99 parser in pure Python. BSD-3
- [GitHub](https://github.com/eliben/pycparser) (π¨βπ» 83 Β· π 590 Β· π¦ 770K Β· π 350 - 8% open Β· β±οΈ 18.08.2023):
```
git clone https://github.com/eliben/pycparser
```
-- [PyPi](https://pypi.org/project/pycparser) (π₯ 170M / month Β· π¦ 17K Β· β±οΈ 06.11.2021):
+- [PyPi](https://pypi.org/project/pycparser) (π₯ 180M / month Β· π¦ 17K Β· β±οΈ 06.11.2021):
```
pip install pycparser
```
@@ -4421,9 +4478,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pycparser
```
py4j (π₯35 Β· β 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3
+
+- [GitHub](https://github.com/py4j/py4j) (π¨βπ» 39 Β· π 200 Β· π¦ 37K Β· π 420 - 35% open Β· β±οΈ 11.03.2024):
+
+ ```
+ git clone https://github.com/bartdag/py4j
+ ```
+- [PyPi](https://pypi.org/project/py4j) (π₯ 46M / month Β· π¦ 720 Β· β±οΈ 12.08.2022):
+ ```
+ pip install py4j
+ ```
+- [Conda](https://anaconda.org/conda-forge/py4j) (π₯ 5.1M Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge py4j
+ ```
+wrapt (π₯34 Β· β 2K) - 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₯ 120M / 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 1.5K) - Library and command-line utility for rendering projects templates. MIT
-- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 72 Β· π 150 Β· π¦ 880 Β· π 440 - 13% open Β· β±οΈ 06.03.2024):
+- [GitHub](https://github.com/copier-org/copier) (π¨βπ» 72 Β· π 150 Β· π¦ 880 Β· π 440 - 12% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/copier-org/copier
@@ -4435,7 +4524,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (π₯34 Β· β 1.1K) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 52 Β· π 130 Β· π 180 - 28% open Β· β±οΈ 20.02.2024):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 53 Β· π 130 Β· π 180 - 28% open Β· β±οΈ 13.03.2024):
```
git clone https://github.com/pytest-dev/pluggy
@@ -4444,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install pluggy
```
-- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 24M Β· β±οΈ 24.01.2024):
+- [Conda](https://anaconda.org/conda-forge/pluggy) (π₯ 25M Β· β±οΈ 24.01.2024):
```
conda install -c conda-forge pluggy
```
@@ -4456,7 +4545,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/micheles/decorator
```
-- [PyPi](https://pypi.org/project/decorator) (π₯ 81M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/decorator) (π₯ 86M / month Β· π¦ 24K Β· β±οΈ 07.01.2022):
```
pip install decorator
```
@@ -4465,7 +4554,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge decorator
```
diagrams (π₯33 Β· β 34K) - 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¦ 1.4K Β· π 550 - 65% open Β· β±οΈ 05.01.2024):
@@ -4481,25 +4570,9 @@ _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₯ 120M / 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
- ```
-fastcore (π₯31 Β· β 900 Β· π€) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 260 Β· π¦ 5.7K 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¦ 5.8K Β· π 330 - 9% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
@@ -4515,12 +4588,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (π₯28 Β· β 2K Β· π€) - Python project template generator with batteries included. MIT
-- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 170 Β· π 300 - 12% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/pyscaffold/pyscaffold) (π¨βπ» 58 Β· π 180 Β· π 300 - 12% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/pyscaffold/pyscaffold
```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 310K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 300K / month Β· π¦ 61 Β· β±οΈ 20.06.2023):
```
pip install pyscaffold
```
@@ -4536,7 +4609,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/explosion/catalogue
```
-- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.5M / month Β· π¦ 86 Β· β±οΈ 25.09.2023):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 5.6M / month Β· π¦ 86 Β· β±οΈ 25.09.2023):
```
pip install catalogue
```
@@ -4552,11 +4625,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/BoboTiG/python-mss
```
-- [PyPi](https://pypi.org/project/mss) (π₯ 700K / month Β· π¦ 270 Β· β±οΈ 20.04.2023):
+- [PyPi](https://pypi.org/project/mss) (π₯ 770K / month Β· π¦ 270 Β· β±οΈ 20.04.2023):
```
pip install mss
```
-- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 40K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 41K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-mss
```
@@ -4568,7 +4641,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ponty/pyscreenshot
```
-- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 230K / month Β· π¦ 270 Β· β±οΈ 12.03.2023):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 270K / month Β· π¦ 270 Β· β±οΈ 12.03.2023):
```
pip install pyscreenshot
```
@@ -4580,7 +4653,7 @@ _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₯ 19M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
+- [PyPi](https://pypi.org/project/send2trash) (π₯ 20M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2023):
```
pip install send2trash
```
@@ -4589,10 +4662,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge send2trash
```
Show 6 hidden projects...
+Show 5 hidden projects...
-- py4j (π₯34 Β· β 1.1K Β· π) - Py4J enables Python programs to dynamically access arbitrary Java..BSD-3
-- keyboard (π₯32 Β· β 3.6K Β· π) - Hook and simulate global keyboard events on Windows and Linux. MIT
+- keyboard (π₯31 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 72) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
diff --git a/history/2024-03-14_changes.md b/history/2024-03-14_changes.md
new file mode 100644
index 0000000..db7fe24
--- /dev/null
+++ b/history/2024-03-14_changes.md
@@ -0,0 +1,20 @@
+## π Trending Up
+
+_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._
+
+- pymongo (π₯40 Β· β 4K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+- keyring (π₯36 Β· β 1.2K Β· π) - Store and access your passwords safely. MIT
+- petl (π₯34 Β· β 1.2K Β· π) - Python Extract Transform and Load Tables of Data. MIT
+- rsa (π₯30 Β· β 470 Β· π) - Python-RSA is a pure-Python RSA implementation. 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
+
+## 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._
+
+- python-prompt-toolkit (π₯37 Β· β 8.9K Β· π) - Library for building powerful interactive command.. BSD-3
+- ODMantic (π₯26 Β· β 950 Β· π) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
+- libcloud (π₯25 Β· β 2K Β· π) - Apache Libcloud is a Python library which hides differences.. Apache-2
+- Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
+- Botflow (π₯11 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline.. βUnlicensed
+
diff --git a/history/2024-03-14_projects.csv b/history/2024-03-14_projects.csv
new file mode 100644
index 0000000..88acf51
--- /dev/null
+++ b/history/2024-03-14_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 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,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 13:09:27.000,2024-03-07 16:25:02.000,2024-03-07 16:25:01,317.0,27.0,158,54.0,188.0,,3.0,2135,2024-03-07 16:25:09.000,2024.03.07,100.0,14.0,0,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 14:46:24.000,2024-03-07 14:32:35.000,2024-03-07 14:32:34,313.0,25.0,43,25.0,182.0,3.0,5.0,893,2024-03-07 14:32:41.000,2024.03.07,100.0,7.0,0,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 13:09:27.000,2024-03-07 16:25:02.000,2024-03-07 16:25:01,317.0,27.0,158,54.0,188.0,,3.0,2135,2024-03-07 16:25:09.000,2024.03.07,100.0,14.0,0,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 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,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,,6999,1663.0,323.0,13.0,74.0,39184,,,,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 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,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 01:37:33.000,2024-03-14 10:15:22.000,2024-03-14 02:02:54,34554.0,587.0,17132,1117.0,31680.0,3685.0,22545.0,41539,2024-02-23 15:30:19.000,2.2.1,125.0,3579.0,54,True,1646826.0,1568673.0,pandas,conda-forge/pandas,['pandas'],252568.0,185490951.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,78153.0,184315782.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,48090295.0,1.0,,,,,,,,,,,,,,,,,,
+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 15:52:15.000,2024-03-14 13:10:58.000,2024-03-13 21:03:19,17256.0,740.0,15199,2061.0,9952.0,630.0,5479.0,63150,2024-03-13 18:38:53.000,5.26.0,158.0,1215.0,53,True,623629.0,603213.0,protobuf,conda-forge/protobuf,,41493805.0,188026935.0,https://pypi.org/project/protobuf,2024-03-13 18:38:53.000,16758.0,179757839.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,16958963.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3658.0,6935451.0,,,,,,,,,,,,,
+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 23:02:39.000,2024-03-13 21:02:23.000,2024-03-13 21:02:22,35453.0,863.0,9114,597.0,13722.0,2078.0,10341.0,26007,2024-02-06 00:32:23.000,1.26.4,157.0,1747.0,52,False,2315647.0,2170741.0,numpy,conda-forge/numpy,,984908.0,247295847.0,https://pypi.org/project/numpy,2024-03-11 23:23:35.000,144906.0,245709467.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,70833134.0,1.0,,,,,,,,,,,,,,,,,,
+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 14:58:02.000,2024-03-14 12:56:14.000,2024-03-13 18:31:59,54275.0,100.0,23624,1926.0,50438.0,871.0,31554.0,60615,2024-02-27 18:17:45.000,9.3.0,347.0,6822.0,48,True,36886.0,32789.0,ansible,conda-forge/ansible,,,5176372.0,https://pypi.org/project/ansible,2024-02-27 18:17:45.000,4097.0,5154695.0,https://anaconda.org/conda-forge/ansible,2024-02-27 21:22:03.671,997186.0,1.0,,,,,,,,,,,,,,,,,,
+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 18:04:58.000,2024-03-14 13:28:50.000,2024-03-14 13:11:54,23526.0,1106.0,13395,757.0,25348.0,916.0,7994.0,34368,2024-03-11 12:53:41.000,2.8.3,182.0,3218.0,48,True,10280.0,9925.0,apache-airflow,conda-forge/airflow,,602720.0,32136570.0,https://pypi.org/project/apache-airflow,2024-03-11 11:08:20.000,355.0,24653698.0,https://anaconda.org/conda-forge/airflow,2024-03-12 21:13:07.737,1001758.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-12 18:46:44.793864,504.0,797605214.0,,,,,,,
+12,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 02:23:38.000,2024-03-14 00:42:46.000,2024-03-14 00:42:46,11691.0,461.0,1412,127.0,8160.0,36.0,2371.0,6158,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,657226.0,635036.0,cryptography,conda-forge/cryptography,,,245110901.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22190.0,244064743.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46030990.0,1.0,,,,,,,,,,,,,,,,,,
+13,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 11:31:24.000,2024-03-13 16:32:54.000,2024-03-13 16:32:53,12493.0,104.0,4612,473.0,3282.0,668.0,4377.0,23197,2023-11-22 15:18:14.000,5.3.6,204.0,1340.0,46,True,143077.0,127933.0,celery,conda-forge/celery,,,9543684.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15144.0,9509099.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1556352.0,1.0,,,,,,,,,,,,,,,,,,
+14,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 21:38:03.000,2024-03-14 01:41:45.650,2024-03-13 19:57:01,5821.0,185.0,1759,241.0,722.0,185.0,2996.0,8626,2015-04-09 19:29:21.000,0.0.14,1449.0,154.0,46,True,414971.0,414971.0,boto3,conda-forge/boto3,,,1091807408.0,https://pypi.org/project/boto3,,,1091410927.0,https://anaconda.org/conda-forge/boto3,2024-03-14 01:41:45.650,18238148.0,1.0,,,,,,,,,,,,,,,,,,
+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 21:23:58.000,2024-03-14 12:53:03.000,2024-03-14 00:10:47,2808.0,136.0,1579,108.0,3433.0,342.0,3463.0,18022,2024-03-12 13:20:33.000,2.6.4,135.0,486.0,45,True,369071.0,357623.0,pydantic,conda-forge/pydantic,,,154046977.0,https://pypi.org/project/pydantic,2024-03-12 13:20:33.000,11448.0,153885986.0,https://anaconda.org/conda-forge/pydantic,2024-02-27 23:09:49.245,7083646.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,,
+16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-03-02 16:54:40.000,2023-12-29 19:38:05,2419.0,15.0,1411,182.0,1089.0,111.0,1442.0,14883,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1670878.0,1594091.0,click,conda-forge/click,,261.0,177626470.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76787.0,176640856.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33510725.0,1.0,,,,,,,,,,,,,,,,,,
+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 03:35:03.000,2024-03-14 12:49:19.000,2024-03-14 03:22:37,16877.0,158.0,1289,96.0,768.0,222.0,7482.0,8553,2024-03-04 13:41:20.000,rel_2_0_28,301.0,699.0,45,True,783506.0,735238.0,SQLAlchemy,conda-forge/sqlalchemy,,48287.0,109803421.0,https://pypi.org/project/SQLAlchemy,2024-03-04 13:41:14.000,48268.0,109436184.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-05 14:32:12.820,14281362.0,1.0,,,,,,,,,,,,,,,,,,
+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 16:07:36.000,2024-03-14 09:24:19.625,2024-03-13 18:09:03,11949.0,220.0,3892,573.0,3717.0,589.0,4027.0,14756,2024-03-13 19:23:58.000,1.32.62,1916.0,441.0,44,True,3080.0,3.0,awscli,conda-forge/awscli,,1625.0,143477684.0,https://pypi.org/project/awscli,2024-03-13 19:23:58.000,3077.0,142973688.0,https://anaconda.org/conda-forge/awscli,2024-03-14 09:24:19.625,22174740.0,1.0,,,,,,,,,,,,,,,,,,
+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 10:22:26.000,2024-03-14 12:24:42.000,2024-03-14 10:30:05,2320.0,44.0,2435,325.0,1548.0,221.0,1446.0,12151,2024-03-10 15:18:54.000,5.0.3,125.0,437.0,44,True,27956.0,,redis,conda-forge/redis-py,,,40812414.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,27956.0,40786390.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1171094.0,1.0,,,,,,,,,,,,,,,,,,
+20,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 08:00:06.000,2024-03-14 12:46:26.000,2024-03-14 09:16:39,41833.0,542.0,4094,260.0,24086.0,4320.0,2290.0,7428,2024-02-14 18:03:04.000,2.54.0,109.0,1612.0,44,True,6814.0,6629.0,apache-beam,conda-forge/apache-beam-with-aws,,,6847547.0,https://pypi.org/project/apache-beam,2024-03-12 03:45:44.000,185.0,6845523.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60720.0,1.0,,,,,,,,,,,,,,,,,,
+21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-03-14 04:42:33.000,2024-03-13 18:08:47,10779.0,225.0,1040,67.0,2060.0,145.0,944.0,1396,2024-03-13 19:24:30.000,1.34.62,1907.0,204.0,44,True,321878.0,313178.0,botocore,conda-forge/botocore,,,544518702.0,https://pypi.org/project/botocore,2024-03-13 19:24:30.000,8700.0,543890988.0,https://anaconda.org/conda-forge/botocore,2024-03-14 00:00:25.933,25108568.0,1.0,,,,,,,,,,,,,,,,,,
+22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-03-13 23:46:35.000,2024-03-12 00:16:04,3068.0,22.0,3142,639.0,2469.0,154.0,2232.0,21871,2024-03-07 23:28:19.057,24.3.7,37.0,670.0,43,True,96450.0,95801.0,flatbuffers,conda-forge/flatbuffers,,377063.0,18727926.0,https://pypi.org/project/flatbuffers,2024-03-07 23:28:15.000,363.0,17176429.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-10 08:23:20.089,975777.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-07 23:28:19.057,286.0,1523881.0,,,,,,,,,,,,,
+23,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 21:02:47.000,2024-03-14 13:17:17.000,2024-03-14 11:51:45,11440.0,355.0,1012,184.0,7757.0,2097.0,4939.0,19295,2024-03-07 22:07:41.000,3.109.0,4039.0,259.0,43,True,8550.0,7440.0,pulumi,,,2535357.0,3545140.0,https://pypi.org/project/pulumi,2024-03-14 13:17:17.000,176.0,1082638.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-12 20:41:59.180,934.0,2313364.0,,,,,,,,,,,,,
+24,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 09:23:22.000,2024-03-14 01:28:54.000,2024-03-13 10:46:02,3748.0,95.0,2460,279.0,3931.0,652.0,2082.0,18179,2024-03-01 21:00:12.000,2.18.0,84.0,554.0,43,True,41771.0,40819.0,datasets,conda-forge/datasets,,,7229569.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,952.0,7212501.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,665683.0,1.0,,,,,,,,,,,,,,,,,,
+25,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 23:00:09.000,2024-03-13 20:35:10.552,2024-03-13 16:56:58,3585.0,87.0,1856,219.0,1303.0,15.0,685.0,16948,2024-03-13 16:57:29.000,24.2.0,342.0,568.0,43,True,208469.0,205178.0,Faker,conda-forge/faker,,,13978046.0,https://pypi.org/project/Faker,2024-03-13 16:57:19.000,3291.0,13958152.0,https://anaconda.org/conda-forge/faker,2024-03-13 20:35:10.552,895235.0,1.0,,,,,,,,,,,,,,,,,,
+26,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 21:59:26.000,2024-03-14 13:32:35.000,2024-03-14 13:32:34,16005.0,507.0,1408,159.0,7130.0,606.0,3978.0,14253,2024-03-07 23:04:03.000,2.16.3,215.0,232.0,43,True,4574.0,4574.0,prefect,conda-forge/prefect,,,748287.0,https://pypi.org/project/prefect,,,735103.0,https://anaconda.org/conda-forge/prefect,2024-03-08 01:37:54.257,606496.0,1.0,,,,,,,,,,,,,,,,,,
+27,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 16:15:07.000,2024-03-14 10:04:54.000,2024-01-03 19:19:02,3378.0,12.0,1701,192.0,1604.0,437.0,1232.0,6579,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,81110.0,77012.0,docker,conda-forge/docker-py,,875.0,38658170.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4098.0,38568460.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4036672.0,2.0,,,,,,,,,,,,,,,,,,
+28,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 15:01:01.000,2024-03-13 10:20:33.000,2024-03-12 18:12:43,1437.0,53.0,391,65.0,565.0,126.0,569.0,5047,2023-12-31 06:30:30.000,23.2.0,28.0,159.0,43,True,988523.0,969883.0,attrs,conda-forge/attrs,,,191753338.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18640.0,190950714.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34512855.0,1.0,,,,,,,,,,,,,,,,,,
+29,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 16:46:12.000,2024-03-14 11:54:45.000,2024-03-14 08:48:16,16820.0,589.0,2628,402.0,25329.0,1301.0,8255.0,4219,2024-03-12 20:57:17.000,azure-eventgrid_4.18.0,100.0,694.0,43,True,3186.0,2427.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47019594.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,759.0,46995516.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1083552.0,1.0,,,,,,,,,,,,,,,,,,
+30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-03-14 07:45:08.000,2024-02-19 10:28:52,6700.0,58.0,597,36.0,862.0,422.0,1393.0,1676,2023-11-21 20:44:20.000,2.17.2,64.0,830.0,43,True,719549.0,681975.0,pygments,conda-forge/pygments,,,96825770.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37574.0,96153064.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28253660.0,1.0,,,,,,,,,,,,,,,,,,
+31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-14 13:24:35.000,2024-03-14 12:57:02,121244.0,1260.0,28557,1509.0,49325.0,8474.0,59842.0,58849,2020-07-22 03:00:52.000,0.0.6,11.0,2847.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,31108.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,33.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2983250.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,,
+32,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 15:28:09.000,2024-03-11 11:59:06.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1076.0,252.0,1066.0,46682,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,184604.0,178047.0,rich,conda-forge/rich,,,47150062.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,47007643.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6266449.0,1.0,,,,,,,,,,,,,,,,,,
+33,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 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,33.0,1962,316.0,779.0,1030.0,789.0,8749,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,105106.0,92012.0,paramiko,conda-forge/paramiko,,,51877862.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13094.0,51781316.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4248055.0,2.0,,,,,,,,,,,,,,,,,,
+34,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 15:51:47.000,2024-03-14 09:37:32.000,2024-03-12 23:09:47,37620.0,234.0,1430,300.0,8344.0,73.0,3668.0,4601,2024-03-12 14:26:33.000,google-cloud-discoveryengine-v0.11.10,100.0,509.0,42,True,2076.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,62456383.0,https://pypi.org/project/google-cloud-storage,2024-03-04 18:33:53.000,2076.0,62360663.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4211692.0,1.0,,,,,,,,,,,,,,,,,,
+35,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 11:40:58.000,2024-03-14 10:55:15.000,2024-03-13 05:48:24,4678.0,144.0,4987,718.0,4052.0,219.0,7169.0,32034,2024-03-06 14:45:05.000,2.24.7,144.0,531.0,41,True,1666.0,418.0,docker-compose,conda-forge/docker-compose,,92379329.0,3534525.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1678318.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,387988.0,2.0,,,,,,,,,,,,,,,,,,
+36,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 19:45:33.000,2024-03-14 13:37:06.000,2024-03-14 13:12:18,9106.0,874.0,1470,145.0,8176.0,1446.0,5432.0,24900,2024-03-11 08:15:05.000,rs-0.38.2,347.0,381.0,41,True,483.0,4.0,polars,,,421.0,4135040.0,https://pypi.org/project/polars,2024-03-10 20:31:46.000,479.0,4135008.0,,,,1.0,,,,,,,,,,,,,,,,,,
+37,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 20:14:11.000,2024-02-17 16:04:17.000,2024-02-17 16:03:39,4574.0,10.0,1375,198.0,476.0,,2375.0,10698,2024-02-05 15:05:06.000,3.17.1,186.0,153.0,41,True,31337.0,27573.0,peewee,conda-forge/peewee,,,2405271.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3764.0,2391174.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,606196.0,1.0,,,,,,,,,,,,,,,,,,
+38,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 16:30:04.000,2024-03-14 13:30:21.000,2024-03-13 20:58:10,17555.0,853.0,1214,110.0,12218.0,2451.0,4637.0,9852,2024-03-08 00:55:06.000,1.6.9,599.0,408.0,41,True,2211.0,2071.0,dagster,conda-forge/dagster,,,988866.0,https://pypi.org/project/dagster,2024-03-08 00:18:21.000,140.0,965546.0,https://anaconda.org/conda-forge/dagster,2024-03-08 14:49:17.948,1072724.0,1.0,,,,,,,,,,,,,,,,,,
+39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-03-13 00:47:24.000,2024-02-21 17:46:05,3051.0,8.0,1926,229.0,1146.0,229.0,641.0,21360,2024-02-21 18:02:39.000,2.6.0,42.0,320.0,40,True,27664.0,26024.0,cookiecutter,conda-forge/cookiecutter,,,4362445.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1640.0,4334217.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,959785.0,1.0,,,,,,,,,,,,,,,,,,
+40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-03-13 17:16:21.000,2024-03-13 17:16:20,12893.0,34.0,3093,604.0,3610.0,730.0,4305.0,16778,2024-01-05 13:53:17.000,2.3.0,49.0,612.0,40,True,12892.0,12269.0,kivy,conda-forge/kivy,,35838.0,185449.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,623.0,177782.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,338131.0,1.0,,,,,,,,,,,,,,,,,,
+41,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 10:53:48.000,2024-03-12 19:09:38.000,2024-03-11 12:44:12,1837.0,34.0,1385,207.0,889.0,197.0,944.0,9424,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17772.0,15980.0,rq,conda-forge/rq,,,1779027.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1792.0,1776501.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,101058.0,2.0,,,,,,,,,,,,,,,,,,
+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 00:18:46.000,2024-03-14 00:19:09.000,2024-03-13 18:59:28,12141.0,321.0,1457,82.0,7663.0,195.0,1665.0,9338,2024-02-26 22:55:02.000,0.18.10,263.0,427.0,40,True,62.0,,great_expectations,conda-forge/great-expectations,,,17933540.0,https://pypi.org/project/great_expectations,2024-02-26 20:35:52.000,62.0,17917086.0,https://anaconda.org/conda-forge/great-expectations,2024-02-26 22:50:46.477,756895.0,2.0,,,,,,,,,,,,,,,,,,
+43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-03-13 18:59:19.000,2024-03-13 18:59:15,3305.0,39.0,641,79.0,1048.0,170.0,1048.0,6841,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,135349.0,124925.0,marshmallow,conda-forge/marshmallow,,,44061423.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10424.0,44010579.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2287998.0,2.0,,,,,,,,,,,,,,,,,,
+44,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 03:37:43.000,2024-03-13 11:44:47.000,2024-03-13 11:44:46,2647.0,40.0,576,60.0,356.0,31.0,784.0,4396,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,549734.0,530480.0,jsonschema,conda-forge/jsonschema,,187.0,115796845.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19254.0,115152674.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26410773.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,
+45,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 12:10:20.000,2024-03-10 11:56:26.000,2024-03-10 11:56:26,4154.0,51.0,1224,137.0,1119.0,373.0,1343.0,4142,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,40,True,26884.0,23279.0,mongoengine,conda-forge/mongoengine,,,1426804.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3605.0,1421070.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,235112.0,1.0,,,,,,,,,,,,,,,,,,
+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 22:47:39.000,2024-03-14 09:53:51.000,2024-03-14 06:44:00,1612.0,26.0,1166,409.0,1397.0,55.0,1023.0,4111,2024-02-22 04:50:48.000,8.12.1,139.0,202.0,40,True,52993.0,46820.0,elasticsearch,conda-forge/elasticsearch,,3643.0,22565745.0,https://pypi.org/project/elasticsearch,2024-02-22 04:50:48.000,6173.0,22544448.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,975648.0,1.0,,,,,,,,,,,,,,,,,,
+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 15:18:06.000,2024-03-13 12:38:12.000,2024-03-12 16:52:27,5556.0,65.0,1199,239.0,1546.0,4.0,,4015,2024-02-21 21:43:51.000,4.6.2,137.0,209.0,40,True,20370.0,,pymongo,conda-forge/pymongo,,,25963990.0,https://pypi.org/project/pymongo,2024-02-21 20:40:16.000,20370.0,25928680.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1553651.0,1.0,,,,,,,,,,,,,8.0,,,,,
+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 05:15:14.000,2024-03-14 08:33:33.000,2024-03-14 03:04:11,1647.0,89.0,269,41.0,527.0,20.0,277.0,3379,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,222699.0,213541.0,more-itertools,conda-forge/more-itertools,,2904.0,73085640.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9158.0,72775884.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13937560.0,1.0,,,,,,,,,,,,,,,,,,
+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 17:21:10.000,2024-03-13 22:13:22.000,2024-03-13 20:20:44,5309.0,130.0,1012,109.0,3942.0,1127.0,3097.0,3364,2024-02-19 00:30:38.000,2024.2.0,90.0,485.0,40,True,27154.0,24910.0,xarray,conda-forge/xarray,,,5234533.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2244.0,5015564.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9634640.0,2.0,,,,,,,,,,,,,,,,,,
+50,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-11 21:24:57.000,2024-03-11 05:07:14,1207.0,32.0,271,25.0,184.0,43.0,295.0,2061,2024-03-06 07:29:28.000,3.1.2,72.0,64.0,40,True,980647.0,948166.0,pyparsing,conda-forge/pyparsing,,9755.0,110092187.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32481.0,108657337.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,41606408.0,1.0,,,,,,,,,,,,,,,,,,
+51,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 00:40:02.000,2024-03-13 14:06:21.000,2024-03-13 14:01:42,4369.0,25.0,530,58.0,917.0,257.0,1223.0,1982,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,274636.0,259303.0,h5py,conda-forge/h5py,,3160.0,19632034.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15333.0,19304767.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14725374.0,2.0,,,,,,,,,,,,,,,,,,
+52,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 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,246.0,177.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,333469.0,316075.0,future,conda-forge/future,,,40244323.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17394.0,39929539.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12906159.0,1.0,,,,,,,,,,,,,,,,,,
+53,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 16:45:08.000,2024-03-13 20:34:42.000,2024-03-08 19:54:03,2301.0,40.0,313,21.0,885.0,236.0,418.0,743,2024-02-05 01:22:38.000,2024.2.0,77.0,227.0,40,True,100649.0,99723.0,fsspec,conda-forge/fsspec,,,236401305.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,236055638.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15900705.0,1.0,,,,,,,,,,,,,,,,,,
+54,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 21:35:07.000,2024-03-12 11:42:48.000,2024-03-11 21:02:46,301.0,12.0,1411,373.0,179.0,148.0,186.0,26074,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,32716.0,30726.0,fire,conda-forge/fire,,,6276596.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,1990.0,6254045.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,856972.0,2.0,,,,,,,,,,,,,,,,,,
+55,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 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8513,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,100230.0,95360.0,arrow,conda-forge/arrow,,,29226920.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4870.0,29139093.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3952259.0,1.0,,,,,,,,,,,,,,,,,,
+56,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,3.0,1473,229.0,494.0,14.0,637.0,7511,2023-06-26 05:34:54.000,1.1.0,12.0,124.0,39,True,209919.0,209919.0,PyMySQL,conda-forge/pymysql,,,40860402.0,https://pypi.org/project/PyMySQL,,,40830693.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1307236.0,2.0,,,,,,,,,,,,,,,,,,
+57,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 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,32.0,472,61.0,215.0,62.0,515.0,2634,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,92216.0,90520.0,pycryptodomex,conda-forge/pycryptodomex,,353.0,33648355.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1696.0,33612186.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1591319.0,2.0,,,,,,,,,,,,,,,,,,
+58,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,,469,90.0,309.0,183.0,329.0,2506,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,376830.0,360522.0,pexpect,conda-forge/pexpect,,4372.0,69192111.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16308.0,68763931.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17554017.0,1.0,,,,,,,,,,,,,,,,,,
+59,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 03:02:53.000,2024-03-04 05:45:36.000,2024-03-04 05:45:20,1800.0,22.0,221,21.0,150.0,108.0,942.0,2379,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,219725.0,208107.0,alembic,conda-forge/alembic,,,35863285.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11618.0,35764826.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4135301.0,2.0,,,,,,,,,,,,,,,,,,
+60,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 00:09:04.000,2024-03-13 19:16:57.000,2024-03-12 16:01:49,1796.0,61.0,278,53.0,1206.0,60.0,590.0,699,2024-03-11 16:34:40.000,3.19.0,160.0,150.0,39,True,28082.0,26904.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38902933.0,https://pypi.org/project/google-cloud-bigquery,2024-03-11 16:34:40.000,1178.0,38839124.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-03-11 21:00:15.521,2807603.0,2.0,,,,,,,,,,,,,,,,,,
+61,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 16:21:09.000,2024-03-13 22:33:57.000,2024-03-13 14:55:35,7766.0,355.0,1230,338.0,246.0,4.0,464.0,13439,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1042.0,1036.0,tink,,,1097.0,355650.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,355408.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,228.0,,,,,,,tink-crypto/tink,,,,,,
+62,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 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9912,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,120069.0,118089.0,uvloop,conda-forge/uvloop,,430.0,9514448.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1980.0,9497598.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,690723.0,1.0,,,,,,,,,,,,,,,,,,
+63,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 10:29:56.000,2024-03-14 13:38:41.000,2024-03-14 12:37:40,3166.0,114.0,854,103.0,1703.0,284.0,1460.0,9243,2024-02-27 12:44:56.000,0.19.3,50.0,221.0,38,True,2291.0,2217.0,kedro,,,,479428.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,479428.0,,,,2.0,,,,,,,,,,,,,,,,,,
+64,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 02:38:00.000,2024-03-14 09:09:04.000,2024-03-13 20:17:47,6589.0,109.0,1470,137.0,4346.0,546.0,4512.0,8671,2024-03-14 01:40:31.000,1.7.10,239.0,306.0,38,True,4519.0,4489.0,dbt,conda-forge/dbt,,4044.0,47967.0,https://pypi.org/project/dbt,2024-03-13 17:44:42.000,30.0,44892.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252828.0,2.0,,,,,,,,,,,,,,dbt,,,,
+65,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 05:35:17.000,2024-03-12 01:42:34.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,233.0,43.0,233.0,6951,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,723833.0,713703.0,python-dotenv,conda-forge/python-dotenv,,,55224930.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10130.0,55156885.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2993984.0,1.0,,,,,,,,,,,,,,,,,,
+66,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 20:08:03.000,2024-03-13 21:31:12.000,2024-02-29 05:00:27,1749.0,32.0,3319,139.0,896.0,132.0,1197.0,6346,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1512.0,,kubernetes,conda-forge/kubernetes,,,21746305.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1512.0,21735961.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,475845.0,2.0,,,,,,,,,,,,,,,,,,
+67,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 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6220,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,143223.0,134971.0,watchdog,conda-forge/watchdog,,,20416563.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8252.0,20355345.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2754837.0,2.0,,,,,,,,,,,,,,,,,,
+68,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 06:48:26.000,2024-03-07 15:44:57.000,2023-12-01 10:50:33,1499.0,,384,61.0,721.0,400.0,472.0,3603,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,410170.0,403383.0,joblib,conda-forge/joblib,,,46620312.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6787.0,46071079.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24166262.0,2.0,,,,,,,,,,,,,,,,,,
+69,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 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,117.0,129.0,11.0,909.0,3451,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,77938.0,73873.0,xlsxwriter,conda-forge/xlsxwriter,,,17327891.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4065.0,17259829.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3130878.0,1.0,,,,,,,,,,,,,,,,,,
+70,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 11:05:11.000,2024-03-11 13:35:14.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,304.0,19.0,1266.0,3165,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,776585.0,714876.0,psycopg2,psycopg2,,,16355865.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61689.0,16353184.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,268160.0,2.0,,,,,,,,,,,,,,,20.0,,,
+71,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,,516,53.0,266.0,277.0,320.0,2396,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1191935.0,1113206.0,pyyaml,conda-forge/pyyaml,,,272004712.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78729.0,270998795.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,42248535.0,1.0,,,,,,,,,,,,,,,,,,
+72,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,12.0,168,23.0,162.0,178.0,335.0,2104,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,150911.0,146780.0,dill,conda-forge/dill,,291635.0,51293507.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4131.0,51157118.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6032527.0,2.0,,,,,,,,,,,,,,,,,,
+73,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 21:12:01.000,2024-03-07 03:05:28.000,2023-12-21 21:58:06,987.0,8.0,233,53.0,158.0,24.0,218.0,1571,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,361718.0,351194.0,greenlet,conda-forge/greenlet,,,94312343.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10524.0,94113334.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8955435.0,1.0,,,,,,,,,,,,,,,,,,
+74,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,,264,29.0,107.0,111.0,184.0,957,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2193448.0,2057172.0,six,conda-forge/six,,,252750362.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136276.0,252197849.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51936263.0,2.0,,,,,,,,,,,,,,,,,,
+75,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 20:45:45.000,2024-03-12 14:43:57.026,2024-03-12 12:37:34,2006.0,7.0,196,26.0,609.0,100.0,198.0,601,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,427964.0,413143.0,traitlets,conda-forge/traitlets,,327.0,44572913.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14821.0,43961335.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,25685718.0,1.0,,,,,,,,,,,,,,,,,,
+76,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 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,12.0,2305,476.0,2297.0,97.0,881.0,17194,2024-01-15 15:33:51.000,3.5.0,58.0,614.0,37,True,2335.0,2335.0,luigi,luigi,,,432322.0,https://pypi.org/project/luigi,,,432174.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14448.0,2.0,,,,,,,stable/luigi,,,,,,,,,,,
+77,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 21:35:05.000,2024-03-14 12:10:02.000,2024-03-14 12:10:01,2835.0,109.0,638,117.0,3053.0,712.0,3351.0,9385,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1426.0,1391.0,modin,conda-forge/modin-core,['pandas'],196819.0,825527.0,https://pypi.org/project/modin,2024-03-07 18:22:26.000,35.0,813408.0,https://anaconda.org/conda-forge/modin-core,2024-03-07 23:22:35.260,295203.0,2.0,,,,,,,,,,,,,,,,,,
+78,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 22:12:08.000,2024-03-01 12:21:43.000,2024-02-12 08:46:53,2742.0,8.0,736,148.0,755.0,600.0,560.0,8883,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,48069934.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,47573810.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21333340.0,2.0,,,,,,,,,,,,,-2.0,,,,,
+79,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 13:00:26.000,2024-03-10 17:07:50.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,976.0,297.0,1196.0,5466,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,25849.0,24392.0,kafka-python,conda-forge/kafka-python,,1836.0,8593204.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1457.0,8587922.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,431901.0,2.0,,,,,,,,,,,,,,,,,,
+80,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 23:43:14.000,2024-02-23 20:03:54.615,2024-02-23 17:09:05,637.0,23.0,187,36.0,91.0,,368.0,5410,2024-02-23 17:38:20.000,3.9.15,122.0,22.0,37,True,79171.0,77817.0,orjson,conda-forge/orjson,,,18629398.0,https://pypi.org/project/orjson,2024-02-23 17:27:30.000,1354.0,18605935.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1079302.0,2.0,,,,,,,,,,,,,,,,,,
+81,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 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4485,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,143409.0,139816.0,toolz,conda-forge/toolz,,,32967535.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3593.0,32505243.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19416281.0,2.0,,,,,,,,,,,,,,,,,,
+82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-14 12:52:06.000,2024-03-14 11:36:14,7801.0,759.0,492,81.0,5837.0,203.0,2494.0,3879,2024-02-05 19:31:28.000,8.0.0,83.0,270.0,37,True,1230.0,1174.0,ibis-framework,conda-forge/ibis-framework,,118.0,153121.0,https://pypi.org/project/ibis-framework,2024-03-10 00:02:38.000,56.0,145949.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,322603.0,2.0,,,,,,,,,,,,,,,,,,
+83,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 01:39:02.000,2024-03-13 18:52:39.000,2024-03-12 20:47:10,2394.0,102.0,661,61.0,1561.0,30.0,1048.0,3765,2024-03-07 21:15:41.000,3.7.1,149.0,147.0,37,True,1535.0,1470.0,awswrangler,conda-forge/awswrangler,['pandas'],230331.0,40819911.0,https://pypi.org/project/awswrangler,2024-03-07 20:56:22.000,65.0,40805413.0,https://anaconda.org/conda-forge/awswrangler,2024-03-08 14:26:55.000,467064.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,,
+84,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 21:42:52.000,2024-03-13 23:07:37.000,2024-01-12 19:56:59,2744.0,5.0,1239,198.0,1252.0,143.0,1881.0,3395,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4496.0,4219.0,netmiko,,,,273331.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,277.0,273331.0,,,,3.0,,,,,,,,,,,,,,,,,,
+85,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,,586,96.0,178.0,30.0,316.0,3084,,,21.0,83.0,37,True,787656.0,770276.0,pycparser,conda-forge/pycparser,,,182255870.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17380.0,181846504.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,37252338.0,2.0,,,,,,,,,,,,,,,,,,
+86,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 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,417.0,2219,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35075.0,295706593.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,294037374.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,53404656.0,2.0,,,,,,,,,,,,,,,,,,
+87,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 21:07:18.000,2024-03-14 09:26:56.000,2024-03-14 09:26:48,957.0,33.0,121,27.0,326.0,50.0,282.0,1549,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,256659.0,255841.0,anyio,conda-forge/anyio,,,66268773.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,65996802.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12510705.0,2.0,,,,,,,,,,,,,,,,,,
+88,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 02:03:55.000,2024-03-12 03:51:03.000,2024-03-12 03:50:57,603.0,37.0,197,26.0,620.0,8.0,128.0,1104,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,216723.0,208529.0,bcrypt,conda-forge/bcrypt,,,55001537.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8194.0,54895294.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4568455.0,3.0,,,,,,,,,,,,,,,,,,
+89,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 14:26:53.000,2024-03-13 19:31:41.000,2024-03-13 19:31:41,378.0,11.0,557,151.0,336.0,214.0,153.0,12531,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,36,True,10508.0,10307.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1067909.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,1067051.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,26616.0,2.0,,,,,,,,,,,,,,,,,,
+90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,,965,215.0,185.0,156.0,295.0,11404,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,34314.0,32832.0,schedule,conda-forge/schedule,,,2007398.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1482.0,2006052.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,51158.0,3.0,,,,,,,,,,,,,,,,,,
+91,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 00:48:48.000,2024-03-14 11:41:54.000,2024-03-02 19:39:49,2435.0,3.0,1223,232.0,480.0,156.0,1018.0,8166,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12311.0,10351.0,supervisor,conda-forge/supervisor,,,1851799.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1960.0,1844755.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,288819.0,2.0,,,,,,,,,,,,,,,,,,
+92,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 17:45:14.000,2024-03-07 18:42:49.000,2018-08-27 18:02:16,447.0,,567,161.0,111.0,260.0,186.0,7894,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,125624.0,113135.0,docopt,conda-forge/docopt,,,10927762.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12489.0,10906284.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2040446.0,2.0,,,,,,,,,,,,,,,,,,
+93,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-11 10:40:12.000,2023-12-16 21:30:31,835.0,3.0,391,68.0,286.0,226.0,321.0,5998,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27329.0,25998.0,pendulum,conda-forge/pendulum,,534.0,25012163.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1331.0,24991160.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,923933.0,2.0,,,,,,,,,,,,,,,,,,
+94,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-03-13 19:47:57.000,2024-02-29 17:13:22,1047.0,8.0,840,428.0,406.0,155.0,1164.0,3751,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11089.0,10097.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3776073.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,3775961.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8456.0,2.0,,,,,,,,,,,,,,,,,,
+95,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 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,233,46.0,143.0,110.0,140.0,3389,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,915940.0,893732.0,colorama,conda-forge/colorama,,,154932889.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22208.0,154631989.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28585589.0,2.0,,,,,,,,,,,,,,,,,,
+96,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 13:03:20.000,2024-03-13 17:02:50.000,2024-03-04 10:58:12,2686.0,23.0,480,123.0,565.0,326.0,1518.0,2815,2024-02-22 21:55:36.000,0.30.15,160.0,65.0,36,True,31502.0,30855.0,xlwings,conda-forge/xlwings,,17486.0,198527.0,https://pypi.org/project/xlwings,2024-02-22 21:55:36.000,647.0,182528.0,https://anaconda.org/conda-forge/xlwings,2024-02-23 08:45:30.682,720258.0,1.0,,,,,,,,,,,,,,,,,,
+97,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 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,8.0,457,134.0,571.0,318.0,378.0,2442,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28142.0,26827.0,dateparser,conda-forge/dateparser,,,6240282.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1315.0,6235852.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,199365.0,2.0,,,,,,,,,,,,,,,,,,
+98,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 05:09:06.000,2024-03-10 16:42:38.687,2024-02-08 15:35:16,1093.0,11.0,472,55.0,310.0,10.0,325.0,2383,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,164221.0,156954.0,mysqlclient,conda-forge/mysqlclient,,5278.0,5593917.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7267.0,5586321.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,331686.0,2.0,,,,,,,,,,,,,,,,,,
+99,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,,141,41.0,114.0,24.0,151.0,1964,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,335213.0,332860.0,pyrsistent,conda-forge/pyrsistent,,,41957532.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2353.0,41489840.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20578459.0,1.0,,,,,,,,,,,,,,,,,,
+100,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 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1628,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,141937.0,120924.0,simplejson,conda-forge/simplejson,,6430.0,20378578.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21013.0,20310699.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3119417.0,2.0,,,,,,,,,,,,,,,,,,
+101,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 14:49:40.000,2024-03-13 16:55:41.000,2024-03-13 16:53:29,1905.0,45.0,247,45.0,952.0,275.0,409.0,1311,2024-03-06 19:27:15.000,2.17.1,75.0,98.0,36,True,3962.0,3432.0,zarr,conda-forge/zarr,,,638027.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,530.0,572115.0,https://anaconda.org/conda-forge/zarr,2024-03-07 08:16:39.862,2900145.0,2.0,,,,,,,,,,,,,,,,,,
+102,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-03-12 16:36:21.000,2024-03-12 16:32:21,2101.0,34.0,146,21.0,166.0,59.0,445.0,1174,2024-02-27 16:49:52.000,24.3.1,193.0,120.0,36,True,4331.0,,keyring,conda-forge/keyring,,,50872420.0,https://pypi.org/project/keyring,2024-02-27 16:49:33.000,4331.0,50774491.0,https://anaconda.org/conda-forge/keyring,2024-02-28 14:26:42.764,4308913.0,3.0,,,,,,,,,,,,,6.0,,,,,
+103,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-03-14 13:04:36.000,2024-03-14 06:40:25,15714.0,233.0,7177,736.0,5942.0,1760.0,3750.0,18120,2024-02-20 12:36:21.000,1.22.2,18.0,622.0,35,True,14.0,,micropython-_markupbase,,,73852.0,934.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,
+104,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 17:12:57.000,2024-03-05 03:08:52.000,2024-03-05 03:08:50,2806.0,28.0,641,149.0,504.0,269.0,1019.0,12001,2024-03-05 03:06:05.000,1.11.0,221.0,65.0,35,True,2805.0,2748.0,dearpygui,,,,60342.0,https://pypi.org/project/dearpygui,2024-02-26 17:23:29.000,57.0,60342.0,,,,2.0,,,,,,,,,,,,,,,,,,
+105,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,,469,105.0,96.0,87.0,162.0,5342,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,69705.0,63938.0,xmltodict,conda-forge/xmltodict,,,42325246.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5767.0,42284684.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3691181.0,2.0,,,,,,,,,,,,,,,,,,
+106,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 02:36:50.000,2024-02-25 11:23:50.000,2024-02-25 08:36:53,1189.0,6.0,582,136.0,330.0,35.0,223.0,4497,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,95956.0,94672.0,tablib,conda-forge/tablib,,,1943329.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1284.0,1942257.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94369.0,2.0,,,,,,,,,,,,,,,,,,
+107,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 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,10.0,371,87.0,277.0,26.0,318.0,4216,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4565.0,,ujson,conda-forge/ujson,,,11084810.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4565.0,10982943.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4584055.0,2.0,,,,,,,,,,,,,,,,,,
+108,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 03:06:38.000,2024-03-13 08:52:51.000,2024-03-13 06:34:09,1636.0,19.0,456,87.0,113.0,9.0,169.0,3385,2024-03-13 07:14:30.000,8.13.32,241.0,30.0,35,True,1482.0,,phonenumbers,conda-forge/phonenumbers,,,5921083.0,https://pypi.org/project/phonenumbers,2024-03-13 07:14:30.000,1482.0,5895400.0,https://anaconda.org/conda-forge/phonenumbers,2024-03-13 08:52:51.000,873253.0,1.0,,,,,,,,,,,,,,,,,,
+109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,230.0,61.0,988.0,2819,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57292.0,55040.0,pyodbc,conda-forge/pyodbc,,,25822948.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2252.0,25792277.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1257527.0,2.0,,,,,,,,,,,,,,,,,,
+110,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 21:34:44.000,2024-03-13 00:08:31.000,2024-03-13 00:08:31,1782.0,20.0,210,91.0,261.0,,,2300,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,85506.0,84287.0,motor,conda-forge/motor,,,1623722.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1219.0,1622150.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64476.0,2.0,,,,,,,,,,,,,,,,,,
+111,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 16:54:42.000,2024-03-13 17:00:56.000,2024-03-13 17:00:55,753.0,63.0,223,61.0,473.0,144.0,634.0,1527,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6072.0,,typing,conda-forge/typing,,,8368245.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6072.0,8337170.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2983246.0,2.0,,,,,,,,,,,,,,,,,,
+112,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 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,50.0,208.0,1345,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,52943.0,50694.0,argcomplete,conda-forge/argcomplete,,341.0,27708900.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2249.0,27674647.0,https://anaconda.org/conda-forge/argcomplete,2024-03-08 12:57:39.927,1507014.0,2.0,,,,,,,,,,,,,,,,,,
+113,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 16:01:42.000,2024-03-01 03:37:49.000,2024-02-25 20:31:54,537.0,14.0,85,24.0,303.0,30.0,75.0,1206,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20826.0,20552.0,cleo,conda-forge/cleo,,,30452242.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,274.0,30435970.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,667159.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,,
+114,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 03:59:23.000,2024-03-12 21:29:45.000,2024-03-12 21:24:34,1426.0,33.0,165,34.0,177.0,69.0,239.0,1193,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,35,True,2466.0,,jsonpickle,conda-forge/jsonpickle,,,11760634.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2466.0,11713694.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1642902.0,2.0,,,,,,,,,,,,,,,,,,
+115,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 20:58:18.000,2024-03-11 23:31:13.000,2024-03-11 23:31:13,790.0,5.0,205,41.0,117.0,149.0,271.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,39.0,35,True,37659.0,36941.0,py4j,conda-forge/py4j,,,45904038.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,718.0,45847949.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5104163.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,,
+116,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-12 17:34:35.000,2024-03-12 17:34:34,1030.0,5.0,260,19.0,403.0,128.0,324.0,801,2024-02-05 02:51:09.000,2024.2.0,67.0,136.0,35,True,17821.0,17038.0,s3fs,conda-forge/s3fs,,,255069517.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,783.0,254916170.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6593944.0,2.0,,,,,,,,,,,,,,,,,,
+117,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 00:29:27.000,2024-03-12 19:35:37.000,2024-03-08 22:37:22,297.0,13.0,92,16.0,200.0,13.0,93.0,643,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,408314.0,405348.0,filelock,conda-forge/filelock,,,119868989.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2966.0,119501974.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16882691.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,,
+118,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,302,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1949334.0,1865427.0,pytz,conda-forge/pytz,,20.0,177608602.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83907.0,176367799.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49631357.0,3.0,,,,,,,,,,,,,,,,,,
+119,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 22:08:21,1605.0,1.0,1922,466.0,552.0,476.0,1310.0,14508,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,186.0,21.0,fabric,conda-forge/fabric,,,6212590.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,165.0,6210338.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,85577.0,3.0,,,,,,,,,,,,,,,,,,
+120,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 12:24:11.000,2024-03-14 11:47:11.000,2024-03-13 19:30:19,489.0,10.0,519,69.0,307.0,208.0,167.0,13233,2023-05-02 05:22:17.780,0.9.0,27.0,40.0,34,True,3030.0,21.0,typer,conda-forge/typer,,,19288406.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,19244170.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2079104.0,3.0,,,,,,,,,,,,,,,,,,
+121,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,,2018-07-11 18:28:58.000,2024-03-04 13:01:36.000,2024-03-04 13:01:36,32.0,32.0,1809,230.0,3080.0,720.0,2860.0,13054,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11591.0,11226.0,pysimplegui,conda-forge/pysimplegui,,,777353.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,365.0,774844.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,138016.0,2.0,,,,,,,,,,,,,,,,,,
+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 06:17:59.000,2024-03-14 12:42:03.000,2024-03-13 22:45:26,8812.0,201.0,579,86.0,2307.0,53.0,392.0,7579,2024-03-13 22:41:08.000,3.8.24,154.0,127.0,34,True,2756.0,2702.0,hub,,,,3792.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3792.0,,,,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 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,4.0,542,134.0,236.0,7.0,466.0,6825,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,16928.0,14268.0,sh,conda-forge/sh,,,6393924.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2660.0,6389241.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,192005.0,3.0,,,,,,,,,,,,,,,,,,
+124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-14 10:25:39.000,2024-03-14 10:25:38,497.0,15.0,290,48.0,212.0,99.0,151.0,5805,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1827.0,,tenacity,conda-forge/tenacity,,,49049260.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1827.0,48902824.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6003911.0,2.0,,,,,,,,,,,,,,,,,,
+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 03:01:23.000,2024-02-17 20:59:11.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,25.0,132.0,3785,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,27854.0,27368.0,gdown,conda-forge/gdown,,,1656412.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,486.0,1650759.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,254414.0,2.0,,,,,,,,,,,,,,,,,,
+126,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 22:47:25.000,2024-03-09 02:12:24.000,2024-03-09 02:12:24,558.0,8.0,816,73.0,425.0,93.0,439.0,3726,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,32435835.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,32100222.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15438231.0,2.0,,,,,,,,,,,,,,,,,,
+127,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 10:55:25.000,2024-03-05 19:07:34.000,2024-03-01 17:30:12,335.0,5.0,255,51.0,207.0,126.0,200.0,3669,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22377.0,22254.0,databases,conda-forge/databases,,,443095.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,438237.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194354.0,2.0,,,,,,,,,,,,,,,,,,
+128,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-08 15:45:20.000,2024-03-07 00:20:17,744.0,16.0,316,34.0,527.0,115.0,382.0,3472,2024-02-10 16:06:28.000,3.2.4,86.0,123.0,34,True,8376.0,8066.0,dynaconf,conda-forge/dynaconf,,,2792119.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,310.0,2790447.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,68592.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,,
+129,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 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,191,34.0,53.0,25.0,166.0,3191,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2281.0,,sortedcontainers,conda-forge/sortedcontainers,,,42537763.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2281.0,42407724.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11963645.0,1.0,,,,,,,,,,,,,,,,,,
+130,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 15:26:24.000,2024-03-14 09:50:51.000,2024-02-27 08:17:35,1446.0,18.0,214,45.0,1226.0,66.0,569.0,2692,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4031.0,3979.0,docarray,conda-forge/docarray,,,87048.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,82105.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128524.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,,
+131,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,,313,48.0,111.0,18.0,188.0,2498,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,57558.0,54175.0,python-magic,conda-forge/python-magic,,,8240458.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3383.0,8234533.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,242925.0,2.0,,,,,,,,,,,,,,,,,,
+132,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 14:08:50.000,2024-03-13 21:37:30.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2336,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,18797.0,18683.0,pypika,conda-forge/pypika,,,2618181.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,114.0,2617828.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,10259.0,2.0,,,,,,,,,,,,,,,,,,
+133,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 22:33:48.000,2024-03-08 22:28:39.000,2024-02-19 05:11:13,850.0,19.0,204,62.0,107.0,63.0,360.0,2127,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3249.0,,numexpr,conda-forge/numexpr,,598.0,6675023.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3249.0,6503309.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7726886.0,2.0,,,,,,,,,,,,,,,,,,
+134,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1952,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11966.0,,wrapt,conda-forge/wrapt,,,121192187.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11966.0,120850010.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14029284.0,2.0,,,,,,,,,,,,,,,,,,
+135,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 03:21:47.000,2024-03-12 20:06:27.000,2023-11-14 07:16:07,1076.0,,213,27.0,171.0,65.0,218.0,1869,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10500.0,9614.0,deepdiff,conda-forge/deepdiff,,,7931006.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,886.0,7922180.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,397201.0,1.0,,,,,,,,,,,,,,,,,,
+136,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 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,4.0,222,49.0,294.0,13.0,279.0,1825,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1278.0,65516095.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,65147594.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15107850.0,3.0,,,,,,,,,,,,,,,,,,
+137,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 12:53:43,507.0,10.0,267,26.0,120.0,13.0,148.0,1803,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,68858.0,67312.0,emoji,conda-forge/emoji,,,2944694.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1546.0,2943118.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67802.0,1.0,,,,,,,,,,,,,,,,,,
+138,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,,164,30.0,283.0,88.0,166.0,1548,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3011.0,,cloudpickle,conda-forge/cloudpickle,,27.0,41194432.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3011.0,40830950.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15993229.0,3.0,,,,,,,,,,,,,,,,,,
+139,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 19:22:44.000,2024-03-14 08:10:56.000,2024-03-13 13:45:35,1430.0,63.0,154,21.0,950.0,57.0,386.0,1546,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,933.0,885.0,copier,,,,222953.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,222953.0,,,,2.0,,,,,,,,,,,,,,,,,,
+140,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 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1435,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,82001.0,79037.0,python-slugify,conda-forge/python-slugify,,,19091437.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2964.0,19047095.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1951065.0,1.0,,,,,,,,,,,,,,,,,,
+141,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 19:44:46.000,2024-03-14 06:51:15.000,2024-03-14 06:51:14,4866.0,40.0,270,61.0,392.0,170.0,553.0,1261,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,34,True,2642.0,,tables,conda-forge/pytables,,182.0,1263243.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2642.0,1106243.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6907930.0,2.0,,,,,,,,,,,,,,,,,,
+142,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 16:48:22.000,2024-03-01 08:49:09.000,2024-01-31 13:32:23,1386.0,2.0,317,32.0,330.0,196.0,239.0,1189,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30675.0,28500.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6272058.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2175.0,6265931.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,551489.0,2.0,,,,,,,,,,,,,,,,,,
+143,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 09:51:03.000,2024-03-13 20:12:14.000,2024-03-12 21:11:35,1291.0,11.0,188,50.0,205.0,86.0,372.0,1184,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,34,True,3680.0,3594.0,petl,conda-forge/petl,,,2316787.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2311858.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,221809.0,2.0,,,,,,,,,,,,,5.0,,,http://petl.readthedocs.org,,
+144,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 15:32:26.000,2024-03-13 09:57:05.000,2024-03-13 09:57:04,730.0,29.0,130,23.0,300.0,52.0,132.0,1123,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10615.0,,pluggy,conda-forge/pluggy,,,120716916.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10615.0,120117901.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24559638.0,2.0,,,,,,,,,,,,,,,,,,
+145,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,805,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,565803.0,541322.0,decorator,conda-forge/decorator,,,85997619.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24481.0,85715000.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26000998.0,2.0,,,,,,,,,,,,,,,,,,
+146,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-04 03:26:19.000,2024-03-04 03:26:18,1174.0,16.0,300,31.0,853.0,7.0,540.0,744,2024-03-02 23:49:53.000,7.2.5,112.0,131.0,34,True,7270.0,6768.0,minio,conda-forge/minio,,,2201656.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,502.0,2197972.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,158412.0,2.0,,,,,,,,,,,,,,,,,,
+147,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 20:52:56.000,0.5.1,39.0,16.0,34,False,489216.0,474064.0,pyasn1,conda-forge/pyasn1,,,178989991.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15152.0,176675585.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13886436.0,3.0,,,,,,,,,,,,,,,,,,
+148,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 23:19:42.000,2024-03-14 04:33:01.000,2024-03-14 04:33:00,608.0,7.0,128,19.0,240.0,50.0,36.0,195,2023-12-21 20:27:02.000,0.10.0,40.0,39.0,34,True,280533.0,276146.0,s3transfer,conda-forge/s3transfer,,,308768514.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4387.0,308336263.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17722301.0,2.0,,,,,,,,,,,,,,,,,,
+149,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 15:23:24.000,2024-03-12 20:38:39.000,2024-01-05 14:42:12,533.0,1.0,2226,388.0,478.0,360.0,188.0,34475,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1416.0,1376.0,diagrams,conda-forge/diagrams,,,171402.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,167560.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176738.0,3.0,,,,,,,,,,,,,,,,,,
+150,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 19:33:15.000,2024-03-05 23:54:53.000,2024-03-05 23:52:25,1877.0,7.0,616,124.0,1299.0,260.0,1105.0,8038,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,21069.0,21060.0,hydra,conda-forge/hydra-core,,,28473.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9946.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,907846.0,2.0,,,,,,,,,,,,,,,,,,
+151,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 07:50:50,1535.0,1.0,348,142.0,204.0,66.0,106.0,6386,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,7003.0,6559.0,boltons,conda-forge/boltons,,25.0,3876775.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,444.0,3783120.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4214486.0,2.0,,,,,,,,,,,,,,,,,,
+152,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 03:00:30.000,2024-02-23 21:54:45.000,2024-02-23 21:54:43,1931.0,19.0,605,131.0,332.0,34.0,870.0,5776,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1964.0,1592.0,csvkit,conda-forge/csvkit,,,211242.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,208146.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,105270.0,2.0,,,,,,,,,,,,,,,,,,
+153,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 09:25:46.000,2024-03-14 11:40:05.000,2024-03-06 14:25:05,6328.0,221.0,380,40.0,2240.0,60.0,234.0,3575,2024-03-06 16:01:37.000,0.55.5,130.0,89.0,33,True,433.0,431.0,zenml,,,1.0,31180.0,https://pypi.org/project/zenml,2024-03-06 15:40:53.000,2.0,31180.0,,,,2.0,,,,,,,,,,,,,,,,,,
+154,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,,238,50.0,266.0,15.0,334.0,3101,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16864.0,15708.0,cerberus,conda-forge/cerberus,,,5725466.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1156.0,5711910.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,366037.0,2.0,,,,,,,,,,,,,,,,,,
+155,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 13:05:52.000,2024-03-07 23:59:08.000,2024-03-05 05:24:48,1053.0,30.0,373,48.0,392.0,63.0,322.0,3059,2024-02-26 11:59:05.000,7.0.1,58.0,117.0,33,True,638.0,,smart-open,conda-forge/smart_open,,,21577158.0,https://pypi.org/project/smart-open,2024-02-26 11:58:53.000,638.0,21524951.0,https://anaconda.org/conda-forge/smart_open,2024-02-27 00:48:45.551,2297141.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,,
+156,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2736,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,6452.0,5970.0,plumbum,conda-forge/plumbum,,,3869232.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,482.0,3857775.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,996793.0,3.0,,,,,,,,,,,,,,,,,,
+157,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,,2125,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,221123.0,212502.0,xlrd,conda-forge/xlrd,,,20878514.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8621.0,20834694.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3680901.0,2.0,,,,,,,,,,,,,,,,,,
+158,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-06 17:02:04.000,2024-02-26 20:19:32,296.0,8.0,153,28.0,64.0,14.0,231.0,2019,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3676.0,,cachetools,conda-forge/cachetools,,,122519380.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3676.0,122284657.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10797303.0,1.0,,,,,,,,,,,,,,,,,,
+159,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 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,16832.0,15440.0,voluptuous,conda-forge/voluptuous,,,3038928.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1392.0,3030266.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,346486.0,2.0,,,,,,,,,,,,,,,,,,
+160,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 19:02:31.000,2024-03-13 22:39:35.000,2024-02-27 22:54:42,6041.0,6.0,576,78.0,1117.0,13.0,,1369,2023-12-21 22:45:31.000,3.29.0,76.0,198.0,33,True,7188.0,6478.0,cassandra-driver,conda-forge/cassandra-driver,,,1590159.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,710.0,1585583.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,196797.0,3.0,,,,,,,,,,,,,,,,,,
+161,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 13:08:20.000,2024-03-08 10:22:39.000,2024-03-08 10:22:38,1530.0,21.0,213,97.0,769.0,2.0,236.0,854,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8683.0,8457.0,neo4j-driver,conda-forge/neo4j-python-driver,,,138447.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,133987.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-02-29 13:15:31.904,200739.0,3.0,,,,,,,,,,,,,,,,,,
+162,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 13:07:19.000,2024-03-13 18:03:51.000,2024-03-13 18:03:50,399.0,16.0,118,62.0,403.0,35.0,304.0,412,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,9816.0,9480.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,10507603.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,336.0,10461837.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1876254.0,3.0,,,,,,,,,,,,,,,,,,
+163,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 14:52:32.000,2024-03-11 23:51:12.000,2024-03-11 23:51:11,1350.0,190.0,95,20.0,812.0,16.0,132.0,383,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3417.0,,multidict,conda-forge/multidict,,6447.0,102280017.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3417.0,101993486.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11744928.0,2.0,,,,,,,,,,,,,,,,,,
+164,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 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55,13.0,71.0,12.0,39.0,372,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,530711.0,517097.0,wcwidth,conda-forge/wcwidth,,,63463065.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13614.0,62941496.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23470635.0,3.0,,,,,,,,,,,,,,,,,,
+165,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 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,106.0,160.0,17.0,292.0,6431,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13718.0,12772.0,tinydb,conda-forge/tinydb,,,589538.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,946.0,585499.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,375675.0,2.0,,,,,,,,,,,,,,,,,,
+166,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 16:52:10.000,2024-03-05 16:41:24.000,2024-02-13 12:48:28,1194.0,3.0,339,43.0,496.0,500.0,508.0,4155,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7389.0,7285.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,129770.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,129260.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16847.0,3.0,,,,,,,,,,,,,,,,,,
+167,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 21:44:10.000,2024-03-11 00:18:50.000,2024-03-11 00:18:43,8322.0,480.0,679,83.0,1404.0,152.0,696.0,4064,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,,2721.0,4036.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,3863.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,13.0,,,,,,,,,,,,,
+168,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 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,52.0,206.0,209.0,359.0,3528,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3097.0,2970.0,dependency-injector,conda-forge/dependency_injector,,,1155619.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1154333.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,38606.0,2.0,,,,,,,,,,,,,,,,,,
+169,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,,238,88.0,80.0,316.0,332.0,3490,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4262.0,3895.0,pony,conda-forge/pony,,90.0,154882.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,152428.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98182.0,3.0,,,,,,,,,,,,,,,,,,
+170,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 02:18:34.000,2024-03-14 03:25:51.000,2024-03-11 18:54:19,648.0,24.0,251,20.0,644.0,302.0,430.0,2888,2024-03-11 19:19:58.000,0.18.3,82.0,115.0,32,True,1513.0,1402.0,pandera,conda-forge/pandera-core,['pandas'],,1823801.0,https://pypi.org/project/pandera,2024-03-11 19:19:58.000,111.0,1822976.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,33852.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,,
+171,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 17:58:42,429.0,4.0,199,57.0,154.0,95.0,74.0,2824,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9367.0,8415.0,schema,conda-forge/schema,,,14510950.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,952.0,14508408.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,142357.0,2.0,,,,,,,,,,,,,,,,,,
+172,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 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2797,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23850.0,22986.0,pandas-datareader,conda-forge/pandas-datareader,,,423490.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,419314.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,346684.0,2.0,,,,,,,,,,,,,,,,,,
+173,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 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2508,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,136830.0,134562.0,aiofiles,conda-forge/aiofiles,,,12773540.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2268.0,12749580.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,982390.0,2.0,,,,,,,,,,,,,,,,,,
+174,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 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,8.0,430,40.0,639.0,269.0,370.0,2356,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1799.0,1638.0,pynamodb,conda-forge/pynamodb,,,1936793.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1924969.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,508474.0,3.0,,,,,,,,,,,,,,,,,,
+175,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,,250,50.0,149.0,56.0,85.0,2055,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39548.0,6.0,chardet,conda-forge/chardet,,,61835082.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39538.0,61296654.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22610070.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,93.0,,,,,,,,,,,,,
+176,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,,172,35.0,161.0,46.0,88.0,2041,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7083.0,,jmespath,conda-forge/jmespath,,,161698944.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7083.0,161506460.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17708570.0,3.0,,,,,,,,,,,,,,,,,,
+177,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 14:59:01.000,2024-02-29 17:01:39.000,2024-02-29 16:59:55,1064.0,8.0,93,18.0,585.0,103.0,447.0,1751,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,26852.0,26335.0,omegaconf,conda-forge/omegaconf,,,8164061.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,8138300.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1288086.0,3.0,,,,,,,,,,,,,,,,,,
+178,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 23:04:32,1101.0,4.0,216,47.0,180.0,58.0,337.0,1478,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2479.0,2380.0,pygsheets,,,,1700853.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1700853.0,,,,3.0,,,,,,,,,,,,,,,,,,
+179,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 20:16:31.317,2024-03-07 06:50:04.000,2024-01-26 18:48:28,2257.0,50.0,474,,,,,1311,2023-06-21 16:43:02.350,0.27.1,72.0,225.0,32,True,466.0,,holidays,conda-forge/holidays,,,6945868.0,https://pypi.org/project/holidays,2024-03-04 18:01:54.000,466.0,6859969.0,https://anaconda.org/conda-forge/holidays,2024-03-04 19:31:09.884,3779586.0,3.0,,,,,,,,,,,,,,,,,,
+180,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1173,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7089.0,6755.0,sshtunnel,conda-forge/sshtunnel,,,8583786.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,334.0,8582257.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,137699.0,3.0,,,,,,,,,,,,,,,,,,
+181,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,,97,67.0,94.0,50.0,59.0,1018,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,291506.0,276232.0,appdirs,conda-forge/appdirs,,,26164823.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15274.0,26059792.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10083035.0,2.0,,,,,,,,,,,,,,,,,,
+182,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,988,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48022.0,46338.0,Bottleneck,conda-forge/bottleneck,,,1028846.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1684.0,933169.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3922759.0,2.0,,,,,,,,,,,,,,,,,,
+183,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 20:44:22.000,2024-03-14 10:19:52.000,2024-03-06 15:56:34,2146.0,46.0,138,42.0,429.0,101.0,261.0,975,2024-02-26 21:16:41.000,2.0.3,33.0,86.0,32,True,2223.0,2091.0,intake,conda-forge/intake,,,76302.0,https://pypi.org/project/intake,2024-02-26 21:16:41.000,132.0,64124.0,https://anaconda.org/conda-forge/intake,2024-02-27 02:46:57.710,548015.0,2.0,,,,,,,,,,,,,,,,,,
+184,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,,125,24.0,71.0,25.0,162.0,896,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19006.0,18650.0,anytree,conda-forge/anytree,,,1192450.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,356.0,1191649.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37672.0,2.0,,,,,,,,,,,,,,,,,,
+185,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,,131,23.0,95.0,53.0,140.0,313,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,True,115294.0,108191.0,asn1crypto,conda-forge/asn1crypto,,,72262603.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7103.0,72158908.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8399369.0,3.0,,,,,,,,,,,,,,,,,,
+186,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 12:28:24.318,2024-03-13 15:17:18.183,2024-03-12 20:35:35,909.0,51.0,41,12.0,57.0,2.0,240.0,56,2024-03-12 20:40:57.000,6.3.0,70.0,40.0,32,False,1875.0,,importlib-resources,conda-forge/importlib_resources,,,82865102.0,https://pypi.org/project/importlib-resources,2024-03-12 20:40:46.000,1875.0,82462259.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-13 15:17:18.183,18530816.0,2.0,,,,,,,,,,,,,,,,,,
+187,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 21:24:48.000,2024-03-13 02:57:11.000,2024-03-13 02:52:38,722.0,37.0,42,4.0,42.0,4.0,68.0,47,2024-03-13 02:57:24.000,3.18.0,50.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,192305668.0,https://pypi.org/project/zipp,2024-03-13 02:57:11.000,4351.0,191449613.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35954343.0,2.0,,,,,,,,,,,,,,,,,,
+188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,346.0,6109,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7075.0,6989.0,eel,,,,69852.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69852.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,,
+189,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 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,17.0,962.0,5677,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,499.0,485.0,snorkel,conda-forge/snorkel,,1073.0,46444.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,45113.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47511.0,3.0,,,,,,,,,,,,,,,,,,
+190,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 22:55:07.000,2024-02-18 14:47:13.000,2023-01-31 21:17:34,775.0,,420,79.0,70.0,375.0,195.0,3646,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16154.0,15600.0,keyboard,conda-forge/keyboard,,,436096.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,554.0,435315.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25799.0,3.0,,,,,,,,,,,,,,,,,,
+191,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,,349,306.0,1629.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,348.0,331.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1472750.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1467079.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,328005.0,3.0,,,,,,,,,,,,,,,,,,
+192,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 13:08:38.000,2024-03-14 06:30:50.000,2024-03-14 06:30:50,1779.0,54.0,104,45.0,1390.0,66.0,354.0,3207,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,585.0,526.0,returns,conda-forge/returns,,,210741.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,210492.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8482.0,3.0,,,,,,,,,,,,,,,,,,
+193,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,,388,195.0,944.0,264.0,502.0,3181,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10029.0,9211.0,blaze,conda-forge/blaze,,,30759.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,28196.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202524.0,3.0,,,,,,,,,,,,,,,,,,
+194,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 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2651,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,127926.0,124492.0,python-decouple,conda-forge/python-decouple,,12.0,2796923.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3434.0,2795925.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,77871.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,
+195,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,,608,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1533.0,1419.0,mrjob,conda-forge/mrjob,,,105443.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,99658.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520694.0,2.0,,,,,,,,,,,,,,,,,,
+196,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 19:37:45.000,2024-03-09 11:54:29.000,2024-03-09 11:54:25,3968.0,110.0,320,36.0,342.0,147.0,557.0,2565,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,31,True,114.0,102.0,pyinfra,,,,49168.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,49168.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,,
+197,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 01:21:46.000,2024-03-12 15:45:22.000,2024-03-12 15:44:40,236.0,4.0,280,48.0,76.0,50.0,115.0,2287,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1191.0,1123.0,datasketch,,,19.0,1589074.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,68.0,1589074.0,,,,3.0,,,,,,,,,,,,,,,,,,
+198,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 15:56:50.000,2024-03-14 13:18:15.000,2024-03-08 15:54:30,1520.0,48.0,270,42.0,691.0,157.0,952.0,2055,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,380.0,362.0,sdv,conda-forge/sdv,,,46117.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,45504.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16552.0,3.0,,,,,,,,,,,,,,,,,,
+199,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,,511,96.0,402.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9402.0,8136.0,influxdb,conda-forge/influxdb,,,1940458.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1266.0,1937515.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,138327.0,3.0,,,,,,,,,,,,,,,,,,
+200,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,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2111.0,,humanize,conda-forge/humanize,,,7479797.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2111.0,7468317.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,516615.0,2.0,,,,,,,,,,,,,,,,,,
+201,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 14:00:27.000,2024-03-03 17:44:58.000,2024-03-03 17:44:58,688.0,39.0,63,16.0,246.0,1.0,59.0,1385,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,23553.0,23018.0,bidict,conda-forge/bidict,,32.0,2244435.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,535.0,2235670.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,385683.0,2.0,,,,,,,,,,,,,,,,,,
+202,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 17:55:17.000,2024-03-11 10:42:57.000,2024-01-12 09:43:33,550.0,14.0,80,23.0,233.0,36.0,99.0,1376,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,31,True,12020.0,11602.0,questionary,conda-forge/questionary,,,1570225.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1568511.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,66872.0,3.0,,,,,,,,,,,,,,,,,,
+203,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 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6115.0,5789.0,fastcore,conda-forge/fastcore,,,1327973.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1325442.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,68359.0,3.0,,,,,,,,,,,,,,,,,,
+204,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 08:51:17,354.0,8.0,141,13.0,165.0,23.0,139.0,893,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,31,True,110061.0,108196.0,validators,conda-forge/validators,,20.0,8476704.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1865.0,8463746.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,570117.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,,
+205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,612.0,879,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8489.0,8127.0,cx-Oracle,conda-forge/cx_oracle,,,3512684.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3500612.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,531200.0,3.0,,,,,,,,,,,,,,,,,,
+206,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 11:51:08.000,2024-03-13 11:50:09.000,2024-03-13 11:48:58,883.0,14.0,66,18.0,482.0,149.0,290.0,383,2024-01-17 14:53:01.000,2.0.2,92.0,36.0,31,True,10354.0,10194.0,param,conda-forge/param,,,1072609.0,https://pypi.org/project/param,2024-03-13 11:50:09.000,160.0,1036127.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1495786.0,2.0,,,,,,,,,,,,,,,,,,
+207,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,,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,160249.0,156327.0,tzlocal,conda-forge/tzlocal,,,47057803.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3922.0,46975099.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2563827.0,3.0,,,,,,,,,,,,,,,,,,
+208,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 00:09:10.000,2024-03-09 12:19:24.000,2024-03-05 00:07:41,800.0,14.0,51,49.0,720.0,45.0,187.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3459.0,3441.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4547290.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,4544453.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104988.0,3.0,,,,,,,,,,,,,,,,,,
+209,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 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,991,283.0,300.0,164.0,463.0,20238,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,977.0,885.0,gooey,conda-forge/gooey,,602.0,7845.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6559.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73956.0,3.0,,,,,,,,,,,,,,,,,,
+210,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 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,146.0,970.0,500.0,775.0,8149,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,724.0,690.0,vaex,conda-forge/vaex,,280.0,23404.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,21386.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179425.0,3.0,,,,,,,,,,,,,,,,,,
+211,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,,515,94.0,186.0,18.0,429.0,5285,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3647.0,3370.0,transitions,conda-forge/transitions,,,604792.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,277.0,594273.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,599613.0,1.0,,,,,,,,,,,,,,,,,,
+212,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,,1189,221.0,90.0,243.0,43.0,5181,,,41.0,28.0,30,False,8900.0,8073.0,pdfminer,conda-forge/pdfminer,,,203383.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,202982.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36510.0,3.0,,,,,,,,,,,,,,,,,,
+213,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 15:33:53,991.0,5.0,380,85.0,176.0,,609.0,4841,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1595.0,1415.0,huey,conda-forge/huey,,,100461.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,99991.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33436.0,2.0,,,,,,,,,,,,,,,,,,
+214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4708,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4274.0,3690.0,dataset,conda-forge/dataset,,,104707.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,104485.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8023.0,3.0,,,,,,,,,,,,,,,,,,
+215,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,,243,65.0,89.0,23.0,273.0,3500,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1088.0,968.0,asciimatics,conda-forge/asciimatics,,,27325.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,23759.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146223.0,3.0,,,,,,,,,,,,,,,,,,
+216,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 13:37:30.000,2024-02-15 20:53:28.617,2024-02-01 18:17:41,1177.0,18.0,590,174.0,468.0,96.0,477.0,3017,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,5018.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3598.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31196.0,3.0,,,,,,,,,,,,,,,,,,
+217,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,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1984.0,1597.0,schematics,conda-forge/schematics,,,311059.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,310593.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26118.0,3.0,,,,,,,,,,,,,,,,,,
+218,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 23:25:32.000,2024-03-14 13:22:03.000,2024-03-13 23:47:55,850.0,38.0,114,32.0,1072.0,12.0,402.0,2514,2024-03-05 23:30:07.000,1.3.25,319.0,32.0,30,True,248.0,242.0,whylogs,,,46.0,236494.0,https://pypi.org/project/whylogs,2024-03-05 23:30:07.000,6.0,236492.0,,,,2.0,,,,,,,,,,,,,,,,,,
+219,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 09:25:51.000,2024-03-11 18:13:01.000,2024-03-11 18:12:29,647.0,30.0,141,22.0,545.0,38.0,254.0,1004,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2237.0,2103.0,aiocache,,,16.0,561132.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,561132.0,,,,2.0,,,,,,,,,,,,,,,,,,
+220,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 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,15.0,99,22.0,94.0,31.0,83.0,908,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1051.0,,inflect,conda-forge/inflect,,,4979412.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1051.0,4971380.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,361470.0,3.0,,,,,,,,,,,,,,,,,,
+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 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,849,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28474.0,27129.0,natsort,conda-forge/natsort,,,4743053.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1345.0,4704680.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1534921.0,3.0,,,,,,,,,,,,,,,,,,
+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 22:42:24.000,2024-03-10 07:04:45.000,2020-10-21 17:48:31,219.0,,77,16.0,279.0,46.0,25.0,681,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47001.0,44858.0,cached-property,conda-forge/cached-property,,,14467426.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2143.0,14361512.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8896850.0,2.0,,,,,,,,,,,,,,,,,,
+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 17:54:08.000,2024-03-13 06:55:40.000,2024-03-13 06:55:39,573.0,15.0,358,36.0,307.0,27.0,125.0,656,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4607.0,3325.0,pysolr,conda-forge/pysolr,,,299568.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,299308.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22132.0,3.0,,,,,,,,,,,,,,,,,,
+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,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17484.0,15294.0,scandir,conda-forge/scandir,,,3365335.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3331812.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1374462.0,3.0,,,,,,,,,,,,,,,,,,
+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 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,466,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7227.0,,rsa,conda-forge/rsa,,,168808362.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7227.0,168662846.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13387489.0,3.0,,,,,,,,,,,,,9.0,,,,,
+226,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 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562,633.0,755.0,203.0,100.0,23428,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,117.0,101.0,algorithms,conda-forge/algorithms,,,1969.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1911.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2033.0,3.0,,,,,,,,,,,,,,,,,,
+227,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,,576,188.0,90.0,62.0,82.0,7062,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1325.0,1143.0,records,conda-forge/records,,,233190.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,232890.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24951.0,3.0,,,,,,,,,,,,,,,,,,
+228,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,,536,141.0,293.0,276.0,244.0,6669,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1856.0,1826.0,faust,,,,16742.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16742.0,,,,3.0,,,,,,,,,,,,,,,,,,
+229,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,9486.0,8999.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11193932.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,487.0,11173724.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,828542.0,3.0,,,,,,,,,,,,,,,,,,
+230,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 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,2.0,141,71.0,70.0,9.0,72.0,3236,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11021.0,10370.0,funcy,conda-forge/funcy,,,1460508.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,651.0,1455714.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,412287.0,3.0,,,,,,,,,,,,,,,,,,
+231,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,,127,57.0,73.0,15.0,64.0,2421,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9133.0,8721.0,addict,conda-forge/addict,,21.0,3080308.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,412.0,3075627.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,430740.0,2.0,,,,,,,,,,,,,,,,,,
+232,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,,180,42.0,218.0,108.0,274.0,1937,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,633.0,,fs,conda-forge/fs,,,2271834.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,633.0,2262772.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,706872.0,3.0,,,,,,,,,,,,,,,,,,
+233,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 18:17:04,1027.0,2.0,59,22.0,110.0,113.0,78.0,1809,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1557.0,1427.0,glom,conda-forge/glom,,,1885726.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1885028.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,30053.0,2.0,,,,,,,,,,,,,,,,,,
+234,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,,316,69.0,401.0,110.0,367.0,1493,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,190766.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,189053.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78820.0,3.0,,,,,,,,,,,,,,,,,,
+235,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 11:13:40.000,2024-03-13 10:55:36.000,2024-03-13 10:55:35,861.0,40.0,48,12.0,279.0,9.0,93.0,1385,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1638.0,1596.0,python-benedict,conda-forge/python-benedict,,,584661.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,580897.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,150580.0,2.0,,,,,,,,,,,,,,,,,,
+236,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 20:53:26.000,2024-03-13 01:14:35.000,2024-03-13 01:04:20,1752.0,21.0,82,15.0,442.0,119.0,249.0,1233,2024-03-13 01:14:35.000,1.4.2,254.0,42.0,29,True,345.0,334.0,piccolo,,,,20643.0,https://pypi.org/project/piccolo,2024-03-13 01:14:35.000,11.0,20643.0,,,,3.0,,,,,,,,,,,,,,,,,,
+237,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,,129,31.0,74.0,29.0,70.0,1107,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4982.0,4742.0,sqlitedict,conda-forge/sqlitedict,,,485229.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,240.0,482805.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,101826.0,2.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,,
+238,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,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2118.0,1897.0,redis-py-cluster,,,4141.0,1953186.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1953149.0,,,,3.0,,,,,,,,,,,,,,,,,,
+239,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 23:42:23,1257.0,19.0,145,39.0,84.0,2.0,133.0,1083,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,157.0,,path,conda-forge/path,,,1576907.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,157.0,1565996.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,501918.0,3.0,,,,,,,,,,,,,,,,,,
+240,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 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,78.0,979,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,11734471.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,11731017.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,151981.0,3.0,,,,,,,,,,,,,,,,,,
+241,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 04:02:42.000,2024-02-28 20:49:58.360,2024-02-28 18:22:51,735.0,13.0,46,11.0,90.0,15.0,99.0,489,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5408.0,5129.0,python-rapidjson,conda-forge/python-rapidjson,,,1855126.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,279.0,1817735.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1533049.0,3.0,,,,,,,,,,,,,,,,,,
+242,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,,31,9.0,78.0,3.0,26.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,41159.0,40860.0,srsly,conda-forge/srsly,,,5721123.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5689689.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1414536.0,3.0,,,,,,,,,,,,,,,,,,
+243,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,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,62196.0,59855.0,isodate,conda-forge/isodate,,,94984285.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2341.0,94934781.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4752467.0,3.0,,,,,,,,,,,,,,,,,,
+244,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 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,225,29.0,295.0,99.0,762.0,3352,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,130.0,123.0,ploomber,conda-forge/ploomber,,,7689.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,5167.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83233.0,3.0,,,,,,,,,,,,,,,,,,
+245,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 20:20:15.000,2024-03-12 17:17:30.000,2024-02-22 00:19:37,309.0,18.0,295,29.0,166.0,106.0,141.0,3119,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,116.0,114.0,img2dataset,,,1557.0,40586.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,40536.0,,,,3.0,,,,,,,,,,,,,,,,,,
+246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2778,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7426.0,7267.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,230883.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,229174.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68372.0,3.0,,,,,,,,,,,,,,,,,,
+247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2639,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2410.0,2365.0,gino,,,,24989.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24989.0,,,,3.0,,,,,,,,,,,,,,,,,,
+248,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2441,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1307.0,1261.0,swifter,conda-forge/swifter,['pandas'],,463118.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,456083.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,316582.0,3.0,,,,,,,,,,,,,,,,,,
+249,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 07:01:57.000,2024-02-19 17:07:01.000,2023-06-20 15:54:36,2284.0,,175,38.0,373.0,37.0,263.0,1983,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,309333.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,304705.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180492.0,3.0,,,,,,,,,,,,,,,,,,
+250,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 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1977,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8090.0,7993.0,gin-config,conda-forge/gin-config,,,281046.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,280524.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24054.0,3.0,,,,,,,,,,,,,,,,,,
+251,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,219.0,183.0,mongo-connector,,,,3231.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3231.0,,,,3.0,,,,,,,,,,,,,,,,,,
+252,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,,154,94.0,1935.0,169.0,1337.0,1780,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2290.0,53531.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,52895.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23741.0,3.0,,,,,,,,,,,,,,,,,,
+253,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 04:29:28.000,2024-03-12 14:22:14.000,2024-03-10 16:31:45,867.0,74.0,68,16.0,495.0,197.0,183.0,1523,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,87855.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,87855.0,,,,3.0,,,,,,,,,,,,,,,,,,
+254,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,10.0,134,50.0,306.0,45.0,194.0,1507,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,28,False,310.0,227.0,enaml,conda-forge/enaml,,773.0,11247.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,7651.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161398.0,3.0,,,,,,,,,,,,,,,,,,
+255,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,11111.0,9601.0,blessings,conda-forge/blessings,,,1034532.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1028232.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,283514.0,3.0,,,,,,,,,,,,,,,,,,
+256,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 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1399,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2648.0,2371.0,strictyaml,conda-forge/strictyaml,,,1824041.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,277.0,1820995.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,216293.0,3.0,,,,,,,,,,,,,,,,,,
+257,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 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,84,25.0,52.0,8.0,39.0,745,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,880.0,,munch,conda-forge/munch,,,2063483.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,880.0,1673649.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3898347.0,3.0,,,,,,,,,,,,,,,,,,
+258,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 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,690,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16823.0,15322.0,configargparse,conda-forge/configargparse,,,4223237.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1501.0,4201908.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,789185.0,3.0,,,,,,,,,,,,,,,,,,
+259,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,,105,27.0,126.0,66.0,96.0,685,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11312.0,10074.0,parsedatetime,conda-forge/parsedatetime,,,6302620.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6300544.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,186842.0,3.0,,,,,,,,,,,,,,,,,,
+260,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 17:48:39.000,2024-03-05 13:26:58.000,2023-05-03 19:47:11,818.0,,141,25.0,108.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6536.0,5179.0,beaker,conda-forge/beaker,,,274740.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,273870.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73088.0,3.0,,,,,,,,,,,,,,,,,,
+261,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 15:07:52.000,2024-03-12 12:01:57.420,2024-03-11 22:08:33,7214.0,271.0,32,10.0,286.0,42.0,575.0,397,2024-03-12 01:33:05.000,2.4.0,200.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,12149.0,https://pypi.org/project/static-frame,2024-03-12 01:33:05.000,2.0,5226.0,https://anaconda.org/conda-forge/static-frame,2024-03-12 12:01:57.420,318459.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,,
+262,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,,73,19.0,88.0,71.0,96.0,308,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37514.0,34097.0,configobj,conda-forge/configobj,,503.0,2999571.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3417.0,2988186.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,773929.0,3.0,,,,,,,,,,,,,,,,,,
+263,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,1377.0,1304.0,tabulator,conda-forge/tabulator-py,,,228974.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,228301.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54521.0,3.0,,,,,,,,,,,,,,,,,,
+264,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,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14219.0,13798.0,ordered-set,conda-forge/ordered-set,,,13751767.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,421.0,13746845.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,467652.0,3.0,,,,,,,,,,,,,,,,,,
+265,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 20:36:59.000,2024-03-10 11:53:25.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,266.0,125.0,129.0,3738,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,131.0,,textract,conda-forge/textract,,,120270.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,131.0,120016.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22935.0,3.0,,,,,,,,,,,,,,,,,,
+266,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 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2306,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,789.0,762.0,pyfunctional,,,,169745.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,169745.0,,,,3.0,,,,,,,,,,,,,,,,,,
+267,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 06:22:25.000,2024-02-27 18:17:21.000,2024-02-27 18:17:21,5670.0,23.0,507,105.0,958.0,596.0,975.0,2154,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3965.0,18886.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,772107.0,3.0,,,,,,,,,,,,,,,,,,
+268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1904,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2308.0,,retrying,conda-forge/retrying,,,11518951.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2308.0,11501016.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1614183.0,3.0,,,,,,,,,,,,,,,,,,
+269,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 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,33.0,230.0,72.0,146.0,1810,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,576.0,555.0,arq,conda-forge/arq,,,87826.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,87554.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9542.0,3.0,,,,,,,,,,,,,,,,,,
+270,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 21:14:39.000,2024-03-12 23:09:36.000,2024-02-22 15:42:58,178.0,28.0,47,17.0,125.0,15.0,4.0,1394,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3423.0,3347.0,asyncer,conda-forge/asyncer,,,156811.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,76.0,156546.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6897.0,3.0,,,,,,,,,,,,,,,,,,
+271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1292,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2844.0,2751.0,pandasql,conda-forge/pandasql,['pandas'],,1766389.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1752740.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,450424.0,3.0,,,,,,,,,,,,,,,,,,
+272,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,,144,45.0,53.0,20.0,19.0,1221,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,609217.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,609217.0,,,,3.0,,,,,,,,,,,,,,,,,,
+273,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,23.0,62.0,25.0,104.0,877,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2700.0,2574.0,pyahocorasick,conda-forge/pyahocorasick,,,747850.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,126.0,742736.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209683.0,3.0,,,,,,,,,,,,,,,,,,
+274,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 15:45:28.000,2024-03-12 04:33:02.000,2024-03-12 04:33:00,739.0,29.0,43,23.0,578.0,9.0,33.0,772,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,118.0,,janus,conda-forge/janus,,,718909.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,118.0,718601.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17583.0,3.0,,,,,,,,,,,,,,,,,,
+275,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 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,626,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1311.0,1285.0,pysimdjson,conda-forge/pysimdjson,,,985135.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,983066.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,84849.0,3.0,,,,,,,,,,,,,,,,,,
+276,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,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1067.0,833.0,happybase,conda-forge/happybase,,,50514.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,48789.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160460.0,3.0,,,,,,,,,,,,,,,,,,
+277,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,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63381.0,60969.0,dataclasses,conda-forge/dataclasses,,,12723810.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,12557565.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11637217.0,3.0,,,,,,,,,,,,,,,,,,
+278,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,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7352.0,4966.0,pylibmc,conda-forge/pylibmc,,516.0,247587.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,242268.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216983.0,3.0,,,,,,,,,,,,,,,,,,
+279,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,47451.0,39451.0,futures,conda-forge/futures,,,7666780.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,7652850.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1267657.0,3.0,,,,,,,,,,,,,,,,,,
+280,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 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,37180.0,37094.0,catalogue,conda-forge/catalogue,,,5633018.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5604914.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1236608.0,3.0,,,,,,,,,,,,,,,,,,
+281,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,2533.0,2240.0,cloudant,conda-forge/cloudant,,,124656.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,123426.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110779.0,3.0,,,,,,,,,,,,,,,,,,
+282,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 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1079.0,1030.0,filedepot,,,,13193.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,13193.0,,,,3.0,,,,,,,,,,,,,,,,,,
+283,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,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63656.0,59322.0,pathlib2,conda-forge/pathlib2,,,7635532.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7569062.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2658803.0,3.0,,,,,,,,,,,,,,,,,,
+284,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,78202.0,75479.0,contextlib2,conda-forge/contextlib2,,,21497956.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2723.0,21485551.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1203341.0,3.0,,,,,,,,,,,,,,,,,,
+285,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 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3454,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,26,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,426768.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,424400.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,78163.0,3.0,,,,,,,,,,,,,,,,,,
+286,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 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3201,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,158.0,136.0,flexx,conda-forge/flexx,,,1830.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,702.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103800.0,3.0,,,,,,,,,,,,,,,,,,
+287,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 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,204.0,1173,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,155169.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,155166.0,,,,3.0,,,,,,,,,,,,,,,,,,
+288,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,2484.0,1976.0,bcolz,conda-forge/bcolz,,,9195.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5150.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343892.0,3.0,,,,,,,,,,,,,,,,,,
+289,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 13:59:45.000,2024-03-11 04:42:04.000,2023-12-13 01:11:40,534.0,,87,21.0,251.0,72.0,83.0,951,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,26,True,3226.0,3220.0,odmantic,,,,25259.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,25259.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,,
+290,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 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,945,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,272.0,,mss,conda-forge/python-mss,,,775836.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,272.0,774930.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,40797.0,3.0,,,,,,,,,,,,,,,,,,
+291,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 13:34:12.000,2024-03-11 11:56:34.000,2024-03-01 20:29:18,316.0,58.0,59,9.0,125.0,19.0,59.0,501,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,26,True,469.0,438.0,cachier,,,9.0,54255.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,54255.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,,
+292,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,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4589.0,4317.0,pyscreenshot,,,,269797.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,269797.0,,,,3.0,,,,,,,,,,,,,,,,,,
+293,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,795.0,704.0,hickle,conda-forge/hickle,,,70980.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,46704.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24276.0,3.0,,,,,,,,,,,,,,,,,,
+294,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,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19121.0,19105.0,umongo,conda-forge/umongo,,,35972.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,35768.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6128.0,3.0,,,,,,,,,,,,,,,,,,
+295,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 22:13:14.000,2024-03-14 10:37:31.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,30.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2822.0,,send2trash,conda-forge/send2trash,,,19824028.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2822.0,19646467.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13139579.0,3.0,,,,,,,,,,,,,,,,,,
+296,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,,66,19.0,45.0,20.0,17.0,200,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13117.0,,ptyprocess,conda-forge/ptyprocess,,,61657407.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13117.0,61483466.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16524404.0,3.0,,,,,,,,,,,,,,,,,,
+297,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,,744,148.0,298.0,119.0,176.0,6168,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1673.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1673.0,,,,3.0,,,,,,,,,,,,,,,,,,
+298,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 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,858,85.0,1791.0,78.0,124.0,1998,,,,475.0,25,True,,,apache-libcloud,,,,263520.0,https://pypi.org/project/apache-libcloud,,,263520.0,,,,3.0,,,,,,,,,,,,,-7.0,,,,,
+299,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,,142,59.0,248.0,95.0,109.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,22104.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,22104.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,3447.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,3447.0,,,,3.0,,,,,,,,,,,,,,,,,,
+301,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 02:31:18.000,2024-03-04 14:09:18.000,2023-05-19 04:32:00,6411.0,,229,39.0,1049.0,9.0,209.0,1429,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,16554.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,16554.0,,,,3.0,,,,,,,,,,,,,,,,,,
+302,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,,,,1610.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1610.0,,,,3.0,,,,,,,,,,,,,,,,,,
+303,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,,54,22.0,70.0,9.0,37.0,1090,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6615.0,6490.0,immutables,conda-forge/immutables,,,756745.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,735699.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,968134.0,3.0,,,,,,,,,,,,,,,,,,
+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 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,89629.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,89629.0,,,,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,,31,11.0,51.0,21.0,35.0,328,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,30511504.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,30482180.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1730166.0,3.0,,,,,,,,,,,,,,,,,,
+306,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 10:42:47.000,2024-03-04 08:11:20.000,2024-03-04 07:50:54,3522.0,24.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,558.0,78.0,25,True,61.0,36.0,dbnd,,,,260914.0,https://pypi.org/project/dbnd,2024-03-04 08:07:22.000,25.0,260914.0,,,,3.0,,,,,,,,,,,,,,,,,,
+307,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 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1188.0,1143.0,everett,conda-forge/everett,,,128864.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,127471.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,57144.0,3.0,,,,,,,,,,,,,,,,,,
+308,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,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8036.0,,entrypoints,conda-forge/entrypoints,,,16491257.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8036.0,16297217.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18433808.0,3.0,,,,,,,,,,,,,,,,,,
+309,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,,171,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3643.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3643.0,,,,3.0,,,,,,,,,,,,,,,,,,
+310,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 13:39:33.000,2024-03-12 13:23:31.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2573,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6870.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6870.0,,,,3.0,,,,,,,,,,,,,,,,,,
+311,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,,104,35.0,101.0,22.0,140.0,2340,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,367.0,,python-box,conda-forge/python-box,,39.0,2800175.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,367.0,2788428.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,516885.0,3.0,,,,,,,,,,,,,,,,,,
+312,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,,97,42.0,42.0,25.0,47.0,1513,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,129.0,118.0,pypeln,conda-forge/pypeln,,,248248.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,247911.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14838.0,3.0,,,,,,,,,,,,,,,,,,
+313,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,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,197.0,175.0,pinject,conda-forge/pinject,,,68243.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,68076.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5033.0,3.0,,,,,,,,,,,,,,,,,,
+314,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,,145,42.0,10.0,3.0,12.0,1077,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2421.0,2249.0,pluginbase,conda-forge/pluginbase,,,836735.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,832619.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304588.0,3.0,,,,,,,,,,,,,,,,,,
+315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,143,10.0,22.0,29.0,19.0,699,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3540.0,3287.0,ratelimit,conda-forge/ratelimit,,,6858113.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,253.0,6857742.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14099.0,3.0,,,,,,,,,,,,,,,,,,
+316,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,422.0,298.0,messytables,,,,16049.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16049.0,,,,3.0,,,,,,,,,,,,,,,,,,
+317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:18:32.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,8.0,18.0,359,2024-03-11 11:30:09.000,17.5.2,264.0,19.0,24,True,397.0,358.0,aiomisc,,,,21805.0,https://pypi.org/project/aiomisc,2024-03-11 11:30:09.000,39.0,21805.0,,,,3.0,,,,,,,,,,,,,,,,,,
+318,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,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,218.0,196.0,pyhdb,,,105.0,371760.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,371759.0,,,,3.0,,,,,,,,,,,,,,,,,,
+319,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,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,936.0,849.0,deepdish,conda-forge/deepdish,,,19532.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,18476.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92977.0,3.0,,,,,,,,,,,,,,,,,,
+320,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,6019.0,4682.0,clint,conda-forge/clint,,118.0,92510.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,91907.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56714.0,3.0,,,,,,,,,,,,,,,,,,
+321,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,,,306.0,1830.0,72,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8764.0,,openpyxl,openpyxl,,,76101473.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8734.0,76099305.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,215618.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1226.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+322,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,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,112788.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,112788.0,,,,3.0,,,,,,,,,,,,,,,,,,
+323,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1340,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4351.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4351.0,,,,3.0,,,,,,,,,,,,,,,,,,
+324,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 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,195.0,166.0,rows,,,38.0,846.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,846.0,,,,3.0,,,,,,,,,,,,,,,,,,
+325,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 21:14:57.000,2024-02-25 19:19:20.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,706,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,18194.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,15853.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,70230.0,3.0,,,,,,,,,,,,,,,,,,
+326,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 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,293,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,438.0,380.0,rtoml,,,,200439.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,200439.0,,,,3.0,,,,,,,,,,,,,,,,,,
+327,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,209.0,201.0,pysparkling,conda-forge/pysparkling,,,10959.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10831.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4633.0,3.0,,,,,,,,,,,,,,,,,,
+328,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 15:35:29.000,2024-03-12 20:23:56.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,149,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,318.0,278.0,docopt-ng,,,,156560.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,40.0,156560.0,,,,3.0,,,,,,,,,,,,,,,,,,
+329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,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,2900.0,2704.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,194325.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,193967.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27590.0,3.0,,,,,,,,,,,,,,,,,,
+330,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,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,34958.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,34167.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64081.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,,
+331,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,,657,391.0,276.0,81.0,80.0,10560,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,22.0,21.0,grumpy-tools,,,,19.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,19.0,,,,2.0,,,,,,,,,,,,,,,,,,
+332,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3502,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,447.0,413.0,pampy,,,,33959.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,33959.0,,,,3.0,,,,,,,,,,,,,,,,,,
+333,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,,164,98.0,31.0,18.0,58.0,3247,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,192.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,192.0,,,,3.0,,,,,,,,,,,,,,,,,,
+334,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,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,43.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,,
+335,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,,89,38.0,214.0,46.0,58.0,2485,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,False,,,,,,23352.0,686.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,,
+336,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,,84,46.0,34.0,18.0,11.0,1819,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4020.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4020.0,,,,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,,51,21.0,20.0,4.0,27.0,863,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,238.0,219.0,unsync,conda-forge/unsync,,,56170.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,55896.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12367.0,3.0,,,,,,,,,,,,,,,,,,
+338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,857,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1665.0,1561.0,pickledb,,,,40296.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,40296.0,,,,3.0,,,,,,,,,,,,,,,,,,
+339,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,,35,12.0,65.0,13.0,19.0,753,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,308.0,277.0,dirty-equals,conda-forge/dirty-equals,,,127631.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,125908.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41361.0,3.0,,,,,,,,,,,,,,,,,,
+340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11551.0,9504.0,unipath,,,,52180.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52180.0,,,,3.0,,,,,,,,,,,,,,,,,,
+341,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 21:53:58.000,2024-03-13 18:10:56.000,2024-03-12 15:01:29,707.0,50.0,24,4.0,269.0,6.0,,281,2024-03-12 14:44:32.000,1.1.259,644.0,12.0,22,True,6.0,6.0,upgini,,,,12272.0,https://pypi.org/project/upgini,2024-03-13 18:10:56.000,,12272.0,,,,3.0,,,,,,,,,,,,,,,,,,
+342,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,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2278.0,2213.0,coolname,conda-forge/coolname,,,534506.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,65.0,532343.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,84385.0,3.0,,,,,,,,,,,,,,,,,,
+343,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 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2364.0,2236.0,stopit,conda-forge/stopit,,,700594.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,689614.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,812550.0,3.0,,,,,,,,,,,,,,,,,,
+344,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 08:02:27.000,2024-03-13 12:46:57.000,2024-03-04 13:40:51,1840.0,76.0,5,3.0,834.0,20.0,47.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,245.0,6252.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,6244.0,,,,3.0,,,,,,,,,,,,,,,,,,
+345,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 19:00:56,85.0,2.0,146,34.0,13.0,9.0,177.0,3261,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,21,False,207.0,207.0,ptext-joris-schellekens,conda-forge/borb,,,1602.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,46.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48266.0,3.0,,,,,,,,,,,,,,,,,,
+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,,112,50.0,49.0,32.0,22.0,1218,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,821.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,821.0,,,,3.0,,,,,,,,,,,,,4.0,,,,,
+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,,121,59.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,354.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,354.0,,,,3.0,,,,,,,,,,,,,,,,,,
+348,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,4558.0,3370.0,awesome-slugify,conda-forge/awesome-slugify,,,46065.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45333.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69611.0,3.0,,,,,,,,,,,,,,,,,,
+349,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,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,717.0,633.0,pymodm,conda-forge/pymodm,,,15619.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,15512.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5255.0,3.0,,,,,,,,,,,,,,,,,,
+350,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,,48,14.0,34.0,25.0,13.0,296,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,430.0,411.0,price-parser,,,,86951.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,86951.0,,,,3.0,,,,,,,,,,,,,,,,,,
+351,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,,15,12.0,5.0,14.0,43.0,286,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,175.0,169.0,datatest,,,,18098.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,18098.0,,,,3.0,,,,,,,,,,,,,,,,,,
+352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,205,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,905.0,901.0,gsheetsdb,,,,61474.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61474.0,,,,3.0,,,,,,,,,,,,,,,,,,
+353,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 11:58:13,5466.0,14.0,44,15.0,630.0,28.0,80.0,195,2023-08-01 10:50:17.000,0.8.7,20.0,37.0,21,True,9.0,9.0,batchflow,,,,224.0,https://pypi.org/project/batchflow,,,224.0,,,,3.0,,,,,,,,,,,,,,,,,,
+354,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 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,167,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,271.0,259.0,aioprometheus,,,,202130.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,202130.0,,,,3.0,,,,,,,,,,,,,,,,,,
+355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2184,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1404.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1404.0,,,,3.0,,,,,,,,,,,,,,,,,,
+356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,40.0,1443,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11716.0,1933.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1753.0,,,,3.0,,,,,,,,,,,,,,,,,,
+357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,3337.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2605.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29309.0,3.0,,,,,,,,,,,,,,,,,,
+358,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,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,5020.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5020.0,,,,3.0,,,,,,,,,,,,,,,,,,
+359,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,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3887.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3354.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13864.0,3.0,,,,,,,,,,,,,,,,,,
+360,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,,,8222.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,7998.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21294.0,3.0,,,,,,,,,,,,,,,,,,
+361,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 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2816.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1770.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35576.0,3.0,,,,,,,,,,,,,,,,,,
+362,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,,457,157.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+363,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 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,72.0,141,28.0,229.0,32.0,378.0,1405,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+364,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 17:22:24.000,2024-03-09 09:24:59.000,2024-03-09 09:24:56,651.0,104.0,29,5.0,104.0,7.0,16.0,610,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,740.0,220.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,115.0,,,,1.0,,,,,,,,,,,,,,,,,,
+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,159.0,132.0,queries,,,,2359.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2359.0,,,,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,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1287.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,316.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66077.0,3.0,,,,,,,,,,,,,,,,,,
+367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,882.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,882.0,,,,3.0,,,,,,,,,,,,,,,,,,
+368,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,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,343.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,343.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,,
+369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2047,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,91.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,91.0,,,,3.0,,,,,,,,,,,,,,,,,,
+370,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,,275,87.0,15.0,26.0,5.0,1358,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,43.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,,
+371,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 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1107,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,133.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,133.0,,,,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,,59,39.0,40.0,11.0,256.0,989,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
+373,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,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,335.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,335.0,,,,3.0,,,,,,,,,,,,,,,,,,
+374,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 08:15:36.000,2024-03-08 18:26:57.000,2024-01-15 11:48:36,125.0,4.0,8,16.0,175.0,2.0,9.0,276,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1818.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1818.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,
+375,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 16:55:35,407.0,1.0,12,10.0,41.0,3.0,22.0,209,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,4635.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,4635.0,,,,3.0,,,,,,,,,,,,,,,,,,
+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 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,224392.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,224392.0,,,,3.0,,,,,,,,,,,,,,,,,,
+377,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,,76,24.0,19.0,10.0,13.0,950,,,,13.0,16,True,28.0,28.0,d6tflow,,,,758.0,https://pypi.org/project/d6tflow,,,758.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,,
+378,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,,68,19.0,28.0,42.0,30.0,854,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1754.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1754.0,,,,3.0,,,,,,,,,,,,,,,,,,
+379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,28.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,28.0,,,,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,,125,18.0,278.0,127.0,78.0,621,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,348.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,348.0,,,,3.0,,,,,,,,,,,,,,,,,,
+381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,279.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,279.0,,,,3.0,,,,,,,,,,,,,,,,,,
+382,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 06:59:08.000,1.9.2,28.0,7.0,15,False,43.0,38.0,cleverdict,,,,529.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,529.0,,,,3.0,,,,,,,,,,,,,,,,,,
+383,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 02:19:08.000,0.1.1,1.0,1.0,15,False,873.0,864.0,millify,,,,57297.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,57297.0,,,,3.0,,,,,,,,,,,,,,,,,,
+384,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,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,40.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,40.0,,,,3.0,,,,,,,,,,,,,,,,,,
+385,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 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,308.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,308.0,,,,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,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-03-12 21:08:35.000,2024-03-12 21:08:34,960.0,24.0,20,2.0,820.0,8.0,18.0,264,2024-02-20 00:20:18.000,0.1.58,41.0,14.0,13,False,,,the-guide,,,,5.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,5.0,,,,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,,,,101.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,101.0,,,,3.0,,,,,,,,,,,,,,,,,,
+388,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,,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,,,,11.0,11,False,2.0,2.0,botflow,,,,42.0,https://pypi.org/project/botflow,,,42.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,,
+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,,35,30.0,10.0,3.0,16.0,364,,,,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,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 770ce1b..db7fe24 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._
-- Beam (π₯44 Β· β 7.4K Β· π) - Unified programming model to define and execute data processing.. Apache-2
-- flatbuffers (π₯43 Β· β 22K Β· π) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
-- docker-compose (π₯41 Β· β 32K Β· π) - Define and run multi-container applications with Docker. Apache-2
-- MongoEngine (π₯40 Β· β 4.1K Β· π) - A Python Object-Document-Mapper for working with MongoDB. MIT
-- python-slugify (π₯34 Β· β 1.4K Β· π) - Returns unicode slugs. MIT
+- pymongo (π₯40 Β· β 4K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+- keyring (π₯36 Β· β 1.2K Β· π) - Store and access your passwords safely. MIT
+- petl (π₯34 Β· β 1.2K Β· π) - Python Extract Transform and Load Tables of Data. MIT
+- rsa (π₯30 Β· β 470 Β· π) - Python-RSA is a pure-Python RSA implementation. 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
## 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._
-- pycryptodomex (π₯36 Β· β 2.6K Β· π) - A self-contained cryptographic library for Python. βUnlicensed
-- pymongo (π₯32 Β· β 4K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
-- keyring (π₯30 Β· β 1.2K Β· π) - Store and access your passwords safely. MIT
-- rsa (π₯21 Β· β 470 Β· π) - Python-RSA is a pure-Python RSA implementation. βUnlicensed
-- db.py (π₯17 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
+- python-prompt-toolkit (π₯37 Β· β 8.9K Β· π) - Library for building powerful interactive command.. BSD-3
+- ODMantic (π₯26 Β· β 950 Β· π) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC
+- libcloud (π₯25 Β· β 2K Β· π) - Apache Libcloud is a Python library which hides differences.. Apache-2
+- Databolt Flow (π₯16 Β· β 950 Β· π€) - Python library for building highly effective data science.. MIT
+- Botflow (π₯11 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline.. βUnlicensed