srsly (π₯30 Β· β 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT
+srsly (π₯29 Β· β 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT
-- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 14 Β· π 31 Β· π¦ 30K Β· π 27 - 7% open Β· β±οΈ 20.04.2023):
+- [GitHub](https://github.com/explosion/srsly) (π¨βπ» 14 Β· π 32 Β· π¦ 30K Β· π 28 - 10% open Β· β±οΈ 20.04.2023):
```
git clone https://github.com/explosion/srsly
```
-- [PyPi](https://pypi.org/project/srsly) (π₯ 3.8M / month Β· π¦ 280 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/srsly) (π₯ 3.6M / month Β· π¦ 280 Β· β±οΈ 18.10.2022):
```
pip install srsly
```
@@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/python-rapidjson/python-rapidjson
```
-- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.2M / month Β· π¦ 260 Β· β±οΈ 17.10.2022):
+- [PyPi](https://pypi.org/project/python-rapidjson) (π₯ 1.1M / month Β· π¦ 260 Β· β±οΈ 17.10.2022):
```
pip install python-rapidjson
```
@@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/TkTech/pysimdjson
```
-- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 330K / month Β· π¦ 23 Β· β±οΈ 21.06.2021):
+- [PyPi](https://pypi.org/project/pysimdjson) (π₯ 320K / month Β· π¦ 23 Β· β±οΈ 21.06.2021):
```
pip install pysimdjson
```
-- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 70K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pysimdjson) (π₯ 71K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pysimdjson
```
@@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
```
git clone https://github.com/telegraphic/hickle
```
-- [PyPi](https://pypi.org/project/hickle) (π₯ 27K / month Β· π¦ 88 Β· β±οΈ 31.08.2022):
+- [PyPi](https://pypi.org/project/hickle) (π₯ 30K / month Β· π¦ 88 Β· β±οΈ 31.08.2022):
```
pip install hickle
```
@@ -316,7 +316,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
conda install -c conda-forge hickle
```
rtoml (π₯21 Β· β 240) - A fast TOML library for python implemented in rust. MIT
+rtoml (π₯20 Β· β 240) - A fast TOML library for python implemented in rust. MIT
- [GitHub](https://github.com/samuelcolvin/rtoml) (π¨βπ» 13 Β· π 26 Β· π¦ 240 Β· π 16 - 37% open Β· β±οΈ 27.03.2023):
@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (π₯52 Β· β 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 
-- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.4K Β· π 16K Β· π₯ 200K Β· π¦ 1.2M Β· π 25K - 14% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pandas-dev/pandas) (π¨βπ» 3.4K Β· π 16K Β· π₯ 200K Β· π¦ 1.2M Β· π 25K - 14% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/pandas-dev/pandas
@@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (π₯51 Β· β 24K) - The fundamental package for scientific computing with Python. BSD-3
-- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.6K Β· π 8K Β· π₯ 760K Β· π¦ 1.7M Β· π 12K - 18% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/numpy/numpy) (π¨βπ» 1.6K Β· π 8K Β· π₯ 760K Β· π¦ 1.7M Β· π 12K - 18% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/numpy/numpy
@@ -367,19 +367,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install numpy
```
-- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 59M Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/numpy) (π₯ 60M Β· β±οΈ 26.06.2023):
```
conda install -c conda-forge numpy
```
h5py (π₯41 Β· β 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
-- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 480 Β· π₯ 2.7K Β· π¦ 220K Β· π 1.4K - 16% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/h5py/h5py) (π¨βπ» 200 Β· π 500 Β· π₯ 2.8K Β· π¦ 220K Β· π 1.4K - 17% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/h5py/h5py
```
-- [PyPi](https://pypi.org/project/h5py) (π₯ 13M / month):
+- [PyPi](https://pypi.org/project/h5py) (π₯ 12M / month Β· π¦ 15K Β· β±οΈ 23.01.2023):
```
pip install h5py
```
@@ -388,42 +388,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge h5py
```
polars (π₯38 Β· β 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT
+polars (π₯39 Β· β 18K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT
-- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 240 Β· π 980 Β· π¦ 2.5K Β· π 4.2K - 20% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pola-rs/polars) (π¨βπ» 240 Β· π 990 Β· π¦ 2.6K Β· π 4.3K - 21% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/pola-rs/polars
```
-- [PyPi](https://pypi.org/project/polars) (π₯ 730K / month Β· π¦ 170 Β· β±οΈ 01.05.2022):
+- [PyPi](https://pypi.org/project/polars) (π₯ 730K / month Β· π¦ 180 Β· β±οΈ 01.05.2022):
```
pip install polars
```
Modin (π₯37 Β· β 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2
-- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 610 Β· π₯ 200K Β· π¦ 1.1K Β· π 3.7K - 24% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/modin-project/modin) (π¨βπ» 120 Β· π 620 Β· π₯ 200K Β· π¦ 1.1K Β· π 3.7K - 22% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/modin-project/modin
```
-- [PyPi](https://pypi.org/project/modin) (π₯ 1M / month Β· π¦ 32 Β· β±οΈ 25.06.2022):
+- [PyPi](https://pypi.org/project/modin) (π₯ 940K / month Β· π¦ 32 Β· β±οΈ 25.06.2022):
```
pip install modin
```
-- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 250K Β· β±οΈ 19.06.2023):
+- [Conda](https://anaconda.org/conda-forge/modin-core) (π₯ 250K Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge modin-core
```
xarray (π₯37 Β· β 3K) - N-D labeled arrays and datasets in Python. Apache-2
-- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 430 Β· π 950 Β· π¦ 1 Β· π 3.9K - 29% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/pydata/xarray) (π¨βπ» 430 Β· π 950 Β· π¦ 1 Β· π 3.9K - 29% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/pydata/xarray
```
-- [PyPi](https://pypi.org/project/xarray) (π₯ 3M / month Β· π¦ 1.8K Β· β±οΈ 09.06.2022):
+- [PyPi](https://pypi.org/project/xarray) (π₯ 2.9M / month Β· π¦ 1.8K Β· β±οΈ 09.06.2022):
```
pip install xarray
```
@@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (π₯35 Β· β 1.2K) - A Python package to manage extremely large amounts of data. BSD-3
-- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 250 Β· π₯ 170 Β· π¦ 47K Β· π 690 - 22% open Β· β±οΈ 17.06.2023):
+- [GitHub](https://github.com/PyTables/PyTables) (π¨βπ» 120 Β· π 250 Β· π₯ 170 Β· π¦ 47K Β· π 690 - 22% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/PyTables/PyTables
```
-- [PyPi](https://pypi.org/project/tables) (π₯ 760K / month Β· π¦ 2.5K Β· β±οΈ 28.12.2021):
+- [PyPi](https://pypi.org/project/tables) (π₯ 770K / month Β· π¦ 2.5K Β· β±οΈ 28.12.2021):
```
pip install tables
```
@@ -450,44 +450,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (π₯34 Β· β 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2
-- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 63 Β· π 180 Β· π¦ 460 Β· π 570 - 10% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/docarray/docarray) (π¨βπ» 64 Β· π 180 Β· π¦ 500 Β· π 580 - 10% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/jina-ai/docarray
```
-- [PyPi](https://pypi.org/project/docarray) (π₯ 120K / month Β· π¦ 10 Β· β±οΈ 27.01.2023):
+- [PyPi](https://pypi.org/project/docarray) (π₯ 140K / month Β· π¦ 11 Β· β±οΈ 27.01.2023):
```
pip install docarray
```
-- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 100K Β· β±οΈ 18.06.2023):
+- [Conda](https://anaconda.org/conda-forge/docarray) (π₯ 110K Β· β±οΈ 18.06.2023):
```
conda install -c conda-forge docarray
```
numexpr (π₯33 Β· β 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT
-- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 65 Β· π 190 Β· π₯ 310 Β· π 350 - 19% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pydata/numexpr) (π¨βπ» 65 Β· π 190 Β· π₯ 320 Β· π 350 - 19% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/pydata/numexpr
```
-- [PyPi](https://pypi.org/project/numexpr) (π₯ 4.9M / month Β· π¦ 3.1K Β· β±οΈ 26.10.2022):
+- [PyPi](https://pypi.org/project/numexpr) (π₯ 5.6M / month Β· π¦ 3.1K Β· β±οΈ 26.10.2022):
```
pip install numexpr
```
-- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 6.6M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/numexpr) (π₯ 6.7M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge numexpr
```
zarr (π₯33 Β· β 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
-- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 87 Β· π 220 Β· π¦ 2.4K Β· π 620 - 42% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/zarr-developers/zarr-python) (π¨βπ» 87 Β· π 220 Β· π¦ 2.5K Β· π 620 - 42% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/zarr-developers/zarr-python
```
-- [PyPi](https://pypi.org/project/zarr) (π₯ 290K / month Β· π¦ 340 Β· β±οΈ 23.06.2022):
+- [PyPi](https://pypi.org/project/zarr) (π₯ 250K / month Β· π¦ 340 Β· β±οΈ 23.06.2022):
```
pip install zarr
```
@@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (π₯33 Β· β 910) - Fast NumPy array functions written in C. BSD-2
-- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 96 Β· π¦ 41K Β· π 230 - 18% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/pydata/bottleneck) (π¨βπ» 30 Β· π 96 Β· π¦ 42K Β· π 230 - 18% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/pydata/bottleneck
```
-- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 630K / month Β· π¦ 1.6K Β· β±οΈ 02.07.2022):
+- [PyPi](https://pypi.org/project/Bottleneck) (π₯ 620K / month Β· π¦ 1.6K Β· β±οΈ 02.07.2022):
```
pip install Bottleneck
```
@@ -512,14 +512,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge bottleneck
```
TinyDB (π₯32 Β· β 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
+TinyDB (π₯32 Β· β 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT
- [GitHub](https://github.com/msiemens/tinydb) (π¨βπ» 81 Β· π 500 Β· π¦ 11K Β· π 300 - 4% open Β· β±οΈ 12.06.2023):
```
git clone https://github.com/msiemens/tinydb
```
-- [PyPi](https://pypi.org/project/tinydb) (π₯ 430K / month Β· π¦ 850 Β· β±οΈ 19.02.2022):
+- [PyPi](https://pypi.org/project/tinydb) (π₯ 430K / month Β· π¦ 860 Β· β±οΈ 19.02.2022):
```
pip install tinydb
```
@@ -528,9 +528,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge tinydb
```
Koalas (π₯32 Β· β 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark
+Koalas (π₯32 Β· β 3.3K Β· π€) - Koalas: pandas API on Apache Spark. Apache-2 spark
-- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 340 Β· π₯ 1K Β· π¦ 300 Β· π 590 - 18% open Β· β±οΈ 14.12.2022):
+- [GitHub](https://github.com/databricks/koalas) (π¨βπ» 51 Β· π 340 Β· π₯ 1K Β· π¦ 310 Β· π 590 - 18% open Β· β±οΈ 14.12.2022):
```
git clone https://github.com/databricks/koalas
@@ -539,14 +539,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install koalas
```
-- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 290K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/koalas) (π₯ 300K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge koalas
```
pandera (π₯32 Β· β 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT
-- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 99 Β· π 200 Β· π¦ 900 Β· π 600 - 34% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/unionai-oss/pandera) (π¨βπ» 100 Β· π 200 Β· π¦ 910 Β· π 600 - 34% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/pandera-dev/pandera
@@ -555,14 +555,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install pandera
```
-- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 24K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandera-core) (π₯ 25K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge pandera-core
```
datasketch (π₯31 Β· β 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT
-- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 27 Β· π 270 Β· π₯ 19 Β· π¦ 810 Β· π 150 - 27% open Β· β±οΈ 06.06.2023):
+- [GitHub](https://github.com/ekzhu/datasketch) (π¨βπ» 27 Β· π 270 Β· π₯ 19 Β· π¦ 810 Β· π 150 - 27% open Β· β±οΈ 30.06.2023):
```
git clone https://github.com/ekzhu/datasketch
@@ -574,28 +574,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datatable (π₯30 Β· β 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0
-- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2K Β· π 1.5K - 10% open Β· β±οΈ 31.05.2023):
+- [GitHub](https://github.com/h2oai/datatable) (π¨βπ» 37 Β· π 150 Β· π₯ 2.1K Β· π 1.5K - 10% open Β· β±οΈ 31.05.2023):
```
git clone https://github.com/h2oai/datatable
```
-- [PyPi](https://pypi.org/project/datatable) (π₯ 75K / month Β· π¦ 22 Β· β±οΈ 08.05.2018):
+- [PyPi](https://pypi.org/project/datatable) (π₯ 72K / month Β· π¦ 22 Β· β±οΈ 08.05.2018):
```
pip install datatable
```
-- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 21K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/datatable) (π₯ 22K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge datatable
```
Vaex (π₯29 Β· β 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT
+Vaex (π₯29 Β· β 7.9K Β· π€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
- [GitHub](https://github.com/vaexio/vaex) (π¨βπ» 72 Β· π 590 Β· π₯ 260 Β· π¦ 530 Β· π 1.3K - 39% open Β· β±οΈ 08.12.2022):
```
git clone https://github.com/vaexio/vaex
```
-- [PyPi](https://pypi.org/project/vaex) (π₯ 47K / month Β· π¦ 23 Β· β±οΈ 02.12.2022):
+- [PyPi](https://pypi.org/project/vaex) (π₯ 41K / month Β· π¦ 24 Β· β±οΈ 02.12.2022):
```
pip install vaex
```
@@ -604,6 +604,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge vaex
```
swifter (π₯28 Β· β 2.3K) - A package which efficiently applies any function to a pandas.. MIT
+
+- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 100 Β· π¦ 1K Β· π 140 - 8% open Β· β±οΈ 13.06.2023):
+
+ ```
+ git clone https://github.com/jmcarpenter2/swifter
+ ```
+- [PyPi](https://pypi.org/project/swifter) (π₯ 280K / month Β· π¦ 41 Β· β±οΈ 16.08.2022):
+ ```
+ pip install swifter
+ ```
+- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 210K Β· β±οΈ 13.06.2023):
+ ```
+ conda install -c conda-forge swifter
+ ```
+PandaralΒ·lel (π₯27 Β· β 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter
- [GitHub](https://github.com/nalepae/pandarallel) (π¨βπ» 25 Β· π 190 Β· π 200 - 37% open Β· β±οΈ 02.05.2023):
@@ -611,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/nalepae/pandarallel
```
-- [PyPi](https://pypi.org/project/pandarallel) (π₯ 320K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/pandarallel) (π₯ 300K / month Β· π¦ 34 Β· β±οΈ 15.01.2023):
```
pip install pandarallel
```
@@ -622,12 +638,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (π₯27 Β· β 480) - Engine for ML/Data tracking, visualization,.. Apache-2
-- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/polyaxon/traceml) (π¨βπ» 99 Β· π 43 Β· π 14 - 42% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/polyaxon/datatile
```
-- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 81K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/pandas-summary) (π₯ 78K / month Β· π¦ 57 Β· β±οΈ 25.11.2021):
```
pip install pandas-summary
```
@@ -639,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/InvestmentSystems/static-frame
```
-- [PyPi](https://pypi.org/project/static-frame) (π₯ 4.5K / month Β· π¦ 2 Β· β±οΈ 01.07.2022):
+- [PyPi](https://pypi.org/project/static-frame) (π₯ 4.1K / month Β· π¦ 2 Β· β±οΈ 01.07.2022):
```
pip install static-frame
```
@@ -648,22 +664,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge static-frame
```
swifter (π₯26 Β· β 2.3K Β· π) - A package which efficiently applies any function to a pandas.. MIT
-
-- [GitHub](https://github.com/jmcarpenter2/swifter) (π¨βπ» 17 Β· π 100 Β· π¦ 1K Β· π 130 - 7% open Β· β±οΈ 13.06.2023):
-
- ```
- git clone https://github.com/jmcarpenter2/swifter
- ```
-- [PyPi](https://pypi.org/project/swifter) (π₯ 280K / month):
- ```
- pip install swifter
- ```
-- [Conda](https://anaconda.org/conda-forge/swifter) (π₯ 210K Β· β±οΈ 13.06.2023):
- ```
- conda install -c conda-forge swifter
- ```
-pickleDB (π₯22 Β· β 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3
- [GitHub](https://github.com/patx/pickledb) (π¨βπ» 15 Β· π 120 Β· π¦ 1.2K Β· π 73 - 42% open Β· β±οΈ 19.04.2023):
@@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/patx/pickledb
```
-- [PyPi](https://pypi.org/project/pickledb) (π₯ 22K / month Β· π¦ 93 Β· β±οΈ 14.01.2019):
+- [PyPi](https://pypi.org/project/pickledb) (π₯ 20K / month Β· π¦ 94 Β· β±οΈ 14.01.2019):
```
pip install pickledb
```
@@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/xhochy/fletcher
```
-- [PyPi](https://pypi.org/project/fletcher) (π₯ 330 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
+- [PyPi](https://pypi.org/project/fletcher) (π₯ 180 / month Β· π¦ 1 Β· β±οΈ 17.01.2021):
```
pip install fletcher
```
@@ -699,18 +699,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/RaRe-Technologies/bounter
```
-- [PyPi](https://pypi.org/project/bounter) (π₯ 550 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
+- [PyPi](https://pypi.org/project/bounter) (π₯ 500 / month Β· π¦ 8 Β· β±οΈ 20.11.2022):
```
pip install bounter
```
Show 6 hidden projects...
-- Blaze (π₯31 Β· β 3.1K Β· π) - NumPy and Pandas interface to Big Data.BSD-3
-- Arctic (π₯29 Β· β 3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
+- Blaze (π₯31 Β· β 3.2K Β· π) - NumPy and Pandas interface to Big Data. BSD-3
+- Arctic (π₯30 Β· β 3K) - Arctic is a high performance datastore for numeric data. βοΈLGPL-2.1
- sklearn-pandas (π₯29 Β· β 2.7K Β· π€) - Pandas integration with sklearn. βοΈZlib sklearn MIT BSD-3
-- pandasql (π₯26 Β· β 1.2K Β· π) - sqldf for pandas. MIT MIT @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 25M / month Β· π¦ 2.1K Β· β±οΈ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (π₯ 24M / month Β· π¦ 2.1K Β· β±οΈ 16.05.2021): ``` pip install sortedcontainers ``` @@ -735,14 +735,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
pyrsistent (π₯34 Β· β 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT
+pyrsistent (π₯34 Β· β 1.9K Β· π€) - Persistent/Immutable/Functional data structures for Python. MIT
- [GitHub](https://github.com/tobgu/pyrsistent) (π¨βπ» 69 Β· π 140 Β· π¦ 300K Β· π 170 - 13% open Β· β±οΈ 29.12.2022):
```
git clone https://github.com/tobgu/pyrsistent
```
-- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 56M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
+- [PyPi](https://pypi.org/project/pyrsistent) (π₯ 55M / month Β· π¦ 2.3K Β· β±οΈ 29.12.2022):
```
pip install pyrsistent
```
@@ -758,31 +758,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/multidict
```
-- [PyPi](https://pypi.org/project/multidict) (π₯ 70M / month Β· π¦ 3.2K Β· β±οΈ 24.12.2022):
+- [PyPi](https://pypi.org/project/multidict) (π₯ 69M / month Β· π¦ 3.2K Β· β±οΈ 24.12.2022):
```
pip install multidict
```
-- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 9.6M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/multidict) (π₯ 9.7M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge multidict
```
bidict (π₯30 Β· β 1.3K) - The bidirectional mapping library for Python. MPL-2.0
-
-- [GitHub](https://github.com/jab/bidict) (π¨βπ» 14 Β· π 56 Β· π¦ 15K Β· π 55 - 5% open Β· β±οΈ 17.06.2023):
-
- ```
- git clone https://github.com/jab/bidict
- ```
-- [PyPi](https://pypi.org/project/bidict) (π₯ 1.8M / month Β· π¦ 480 Β· β±οΈ 23.03.2022):
- ```
- pip install bidict
- ```
-- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 290K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge bidict
- ```
-python-benedict (π₯30 Β· β 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT
- [GitHub](https://github.com/fabiocaccamo/python-benedict) (π¨βπ» 5 Β· π 42 Β· π¦ 1.4K Β· π 92 - 10% open Β· β±οΈ 27.06.2023):
@@ -790,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/fabiocaccamo/python-benedict
```
-- [PyPi](https://pypi.org/project/python-benedict) (π₯ 630K / month Β· π¦ 25 Β· β±οΈ 12.01.2023):
+- [PyPi](https://pypi.org/project/python-benedict) (π₯ 580K / month Β· π¦ 25 Β· β±οΈ 12.01.2023):
```
pip install python-benedict
```
@@ -806,7 +790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/c0fec0de/anytree
```
-- [PyPi](https://pypi.org/project/anytree) (π₯ 580K / month Β· π¦ 310 Β· β±οΈ 15.01.2020):
+- [PyPi](https://pypi.org/project/anytree) (π₯ 590K / month Β· π¦ 310 Β· β±οΈ 15.01.2020):
```
pip install anytree
```
@@ -815,41 +799,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge anytree
```
ordered-set (π₯29 Β· β 180 Β· π€) - A mutable set that remembers the order of its entries. One of.. MIT
+glom (π₯29 Β· β 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
-- [GitHub](https://github.com/rspeer/ordered-set) (π¨βπ» 19 Β· π 43 Β· π¦ 8.4K Β· π 40 - 12% open Β· β±οΈ 06.09.2022):
+- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.1K Β· π 180 - 63% open Β· β±οΈ 04.04.2023):
```
- git clone https://github.com/rspeer/ordered-set
+ git clone https://github.com/mahmoud/glom
```
-- [PyPi](https://pypi.org/project/ordered-set) (π₯ 9.5M / month Β· π¦ 360 Β· β±οΈ 26.01.2022):
+- [PyPi](https://pypi.org/project/glom) (π₯ 1M / month Β· π¦ 100 Β· β±οΈ 24.01.2022):
```
- pip install ordered-set
+ pip install glom
```
-- [Conda](https://anaconda.org/conda-forge/ordered-set) (π₯ 350K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 23K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge ordered-set
+ conda install -c conda-forge glom
```
glom (π₯28 Β· β 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
+bidict (π₯29 Β· β 1.3K) - The bidirectional mapping library for Python. MPL-2.0
-- [GitHub](https://github.com/mahmoud/glom) (π¨βπ» 20 Β· π 59 Β· π¦ 1.1K Β· π 180 - 63% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/jab/bidict) (π¨βπ» 14 Β· π 56 Β· π¦ 15K Β· π 55 - 5% open Β· β±οΈ 06.07.2023):
```
- git clone https://github.com/mahmoud/glom
+ git clone https://github.com/jab/bidict
```
-- [PyPi](https://pypi.org/project/glom) (π₯ 1.1M / month Β· π¦ 100 Β· β±οΈ 24.01.2022):
+- [PyPi](https://pypi.org/project/bidict) (π₯ 1.8M / month Β· π¦ 480 Β· β±οΈ 23.03.2022):
```
- pip install glom
+ pip install bidict
```
-- [Conda](https://anaconda.org/conda-forge/glom) (π₯ 23K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/bidict) (π₯ 300K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge glom
+ conda install -c conda-forge bidict
```
munch (π₯28 Β· β 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
+munch (π₯29 Β· β 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT
-- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 80 Β· π 45 - 15% open Β· β±οΈ 14.05.2023):
+- [GitHub](https://github.com/Infinidat/munch) (π¨βπ» 27 Β· π 80 Β· π 45 - 13% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/Infinidat/munch
@@ -858,23 +842,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install munch
```
-- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.4M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/munch) (π₯ 3.5M Β· β±οΈ 02.07.2023):
```
conda install -c conda-forge munch
```
sqlitedict (π₯27 Β· β 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2
+ordered-set (π₯29 Β· β 180 Β· π€) - A mutable set that remembers the order of its entries. One of.. MIT
+
+- [GitHub](https://github.com/rspeer/ordered-set) (π¨βπ» 19 Β· π 43 Β· π¦ 8.5K Β· π 40 - 12% open Β· β±οΈ 06.09.2022):
+
+ ```
+ git clone https://github.com/rspeer/ordered-set
+ ```
+- [PyPi](https://pypi.org/project/ordered-set) (π₯ 9.7M / month Β· π¦ 360 Β· β±οΈ 26.01.2022):
+ ```
+ pip install ordered-set
+ ```
+- [Conda](https://anaconda.org/conda-forge/ordered-set) (π₯ 350K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge ordered-set
+ ```
+sqlitedict (π₯27 Β· β 1K Β· π€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2
- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (π¨βπ» 40 Β· π 130 Β· π¦ 3.4K Β· π 100 - 33% open Β· β±οΈ 03.12.2022):
```
git clone https://github.com/RaRe-Technologies/sqlitedict
```
-- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 240K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
+- [PyPi](https://pypi.org/project/sqlitedict) (π₯ 220K / month Β· π¦ 220 Β· β±οΈ 03.12.2022):
```
pip install sqlitedict
```
-- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 76K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlitedict) (π₯ 77K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sqlitedict
```
@@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/cdgriffith/Box
```
-- [PyPi](https://pypi.org/project/python-box) (π₯ 1.6M / month Β· π¦ 320 Β· β±οΈ 02.04.2022):
+- [PyPi](https://pypi.org/project/python-box) (π₯ 1.5M / month Β· π¦ 320 Β· β±οΈ 02.04.2022):
```
pip install python-box
```
@@ -906,7 +906,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install immutables
```
-- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 920K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/immutables) (π₯ 930K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge immutables
```
@@ -918,7 +918,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/aio-libs/janus
```
-- [PyPi](https://pypi.org/project/janus) (π₯ 390K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
+- [PyPi](https://pypi.org/project/janus) (π₯ 380K / month Β· π¦ 110 Β· β±οΈ 17.12.2021):
```
pip install janus
```
@@ -938,25 +938,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (π₯44 Β· β 14K) - Data validation using Python type hints. MIT
+pydantic (π₯45 Β· β 15K) - Data validation using Python type hints. MIT
-- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 370 Β· π 1.3K Β· π¦ 220K Β· π 2.5K - 9% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/pydantic/pydantic) (π¨βπ» 380 Β· π 1.3K Β· π¦ 220K Β· π 2.6K - 10% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/samuelcolvin/pydantic
```
-- [PyPi](https://pypi.org/project/pydantic) (π₯ 71M / month Β· π¦ 6.7K Β· β±οΈ 19.05.2022):
+- [PyPi](https://pypi.org/project/pydantic) (π₯ 70M / month Β· π¦ 6.9K Β· β±οΈ 19.05.2022):
```
pip install pydantic
```
-- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 5.2M Β· β±οΈ 10.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pydantic) (π₯ 5.3M Β· β±οΈ 06.07.2023):
```
conda install -c conda-forge pydantic
```
jsonschema (π₯40 Β· β 4.2K) - An implementation of the JSON Schema specification for Python. MIT
+jsonschema (π₯41 Β· β 4.2K) - An implementation of the JSON Schema specification for Python. MIT
-- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 560 Β· π₯ 18 Β· π¦ 400K Β· π 750 - 3% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/python-jsonschema/jsonschema) (π¨βπ» 110 Β· π 560 Β· π₯ 19 Β· π¦ 410K Β· π 750 - 3% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/Julian/jsonschema
@@ -970,62 +970,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge jsonschema
```
validators (π₯32 Β· β 780) - Python Data Validation for Humans. MIT
+voluptuous (π₯32 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
-- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 45 Β· π 130 Β· π¦ 74K Β· π 140 - 10% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 91 Β· π 200 Β· π¦ 14K Β· π 240 - 16% open Β· β±οΈ 04.07.2023):
```
- git clone https://github.com/kvesteri/validators
+ git clone https://github.com/alecthomas/voluptuous
```
-- [PyPi](https://pypi.org/project/validators) (π₯ 5.5M / month Β· π¦ 1.7K Β· β±οΈ 05.06.2022):
+- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.2M / month Β· π¦ 1.3K Β· β±οΈ 07.04.2022):
```
- pip install validators
+ pip install voluptuous
```
-- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 420K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 300K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge validators
+ conda install -c conda-forge voluptuous
```
param (π₯32 Β· β 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
+validators (π₯32 Β· β 780) - Python Data Validation for Humans. MIT
-- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 60 Β· π¦ 7.3K Β· π 400 - 39% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/python-validators/validators) (π¨βπ» 45 Β· π 130 Β· π¦ 75K Β· π 140 - 10% open Β· β±οΈ 27.06.2023):
```
- git clone https://github.com/holoviz/param
+ git clone https://github.com/kvesteri/validators
```
-- [PyPi](https://pypi.org/project/param) (π₯ 440K / month Β· π¦ 140 Β· β±οΈ 26.04.2017):
+- [PyPi](https://pypi.org/project/validators) (π₯ 5.5M / month Β· π¦ 1.7K Β· β±οΈ 05.06.2022):
```
- pip install param
+ pip install validators
```
-- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1.2M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/validators) (π₯ 430K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge param
+ conda install -c conda-forge validators
```
voluptuous (π₯31 Β· β 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3
+param (π₯31 Β· β 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3
-- [GitHub](https://github.com/alecthomas/voluptuous) (π¨βπ» 91 Β· π 200 Β· π¦ 14K Β· π 240 - 16% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/holoviz/param) (π¨βπ» 34 Β· π 60 Β· π¦ 7.3K Β· π 400 - 39% open Β· β±οΈ 03.07.2023):
```
- git clone https://github.com/alecthomas/voluptuous
+ git clone https://github.com/holoviz/param
```
-- [PyPi](https://pypi.org/project/voluptuous) (π₯ 2.1M / month Β· π¦ 1.3K Β· β±οΈ 07.04.2022):
+- [PyPi](https://pypi.org/project/param) (π₯ 410K / month Β· π¦ 140 Β· β±οΈ 26.04.2017):
```
- pip install voluptuous
+ pip install param
```
-- [Conda](https://anaconda.org/conda-forge/voluptuous) (π₯ 300K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/param) (π₯ 1.2M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge voluptuous
+ conda install -c conda-forge param
```
strictyaml (π₯29 Β· β 1.2K) - Type-safe YAML parser and validator. MIT
-- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 56 Β· π¦ 1.6K Β· π 160 - 54% open Β· β±οΈ 25.05.2023):
+- [GitHub](https://github.com/crdoconnor/strictyaml) (π¨βπ» 20 Β· π 57 Β· π¦ 1.6K 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₯ 520K / month Β· π¦ 240 Β· β±οΈ 08.10.2022):
+- [PyPi](https://pypi.org/project/strictyaml) (π₯ 530K / month Β· π¦ 240 Β· β±οΈ 08.10.2022):
```
pip install strictyaml
```
@@ -1036,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (π₯22 Β· β 680) - Doing dirty (but extremely useful) things with equals. MIT
-- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 11 Β· π 27 Β· π¦ 160 Β· π 22 - 45% open Β· β±οΈ 02.05.2023):
+- [GitHub](https://github.com/samuelcolvin/dirty-equals) (π¨βπ» 11 Β· π 27 Β· π¦ 160 Β· π 23 - 47% open Β· β±οΈ 02.05.2023):
```
git clone https://github.com/samuelcolvin/dirty-equals
```
-- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 36K / month Β· π¦ 6 Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/dirty-equals) (π₯ 43K / month Β· π¦ 6 Β· β±οΈ 30.08.2022):
```
pip install dirty-equals
```
@@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/podio/valideer
```
-- [PyPi](https://pypi.org/project/valideer) (π₯ 16K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
+- [PyPi](https://pypi.org/project/valideer) (π₯ 15K / month Β· π¦ 17 Β· β±οΈ 20.12.2015):
```
pip install valideer
```
@@ -1073,11 +1073,11 @@ _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₯ 5.7K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
+- [PyPi](https://pypi.org/project/typical) (π₯ 5.6K / month Β· π¦ 4 Β· β±οΈ 20.07.2019):
```
pip install typical
```
-- [Conda](https://anaconda.org/conda-forge/typical) (π₯ 29K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/typical) (π₯ 30K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge typical
```
@@ -1110,19 +1110,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install transitions
```
-- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 460K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/transitions) (π₯ 470K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge transitions
```
algorithms (π₯28 Β· β 23K) - Minimal examples of data structures and algorithms in Python. MIT
+algorithms (π₯29 Β· β 23K) - Minimal examples of data structures and algorithms in Python. MIT
-- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.5K Β· π¦ 88 Β· π 300 - 66% open Β· β±οΈ 04.04.2023):
+- [GitHub](https://github.com/keon/algorithms) (π¨βπ» 200 Β· π 4.5K Β· π¦ 90 Β· π 300 - 66% open Β· β±οΈ 04.04.2023):
```
git clone https://github.com/keon/algorithms
```
-- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.1K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
+- [PyPi](https://pypi.org/project/algorithms) (π₯ 7.5K / month Β· π¦ 16 Β· β±οΈ 04.10.2020):
```
pip install algorithms
```
@@ -1159,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (π₯37 Β· β 8.3K Β· π€) - Better dates & times for Python. Apache-2
-- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 640 Β· π¦ 56K Β· π 490 - 19% open Β· β±οΈ 15.11.2022):
+- [GitHub](https://github.com/arrow-py/arrow) (π¨βπ» 270 Β· π 640 Β· π¦ 57K Β· π 490 - 19% open Β· β±οΈ 15.11.2022):
```
git clone https://github.com/arrow-py/arrow
@@ -1180,7 +1180,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/scrapinghub/dateparser
```
-- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.4M / month Β· π¦ 1.2K Β· β±οΈ 17.03.2022):
+- [PyPi](https://pypi.org/project/dateparser) (π₯ 4.1M / month Β· π¦ 1.2K Β· β±οΈ 17.03.2022):
```
pip install dateparser
```
@@ -1189,41 +1189,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge dateparser
```
holidays (π₯35 Β· β 990) - Generate and work with holidays in Python. MIT
+pendulum (π₯34 Β· β 5.5K) - Python datetimes made easy. MIT
-- [GitHub](https://github.com/dr-prodigy/python-holidays) (π¨βπ» 210 Β· π 380 Β· π₯ 180 Β· π 440 - 22% open Β· β±οΈ 21.06.2023):
+- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 89 Β· π 330 Β· π₯ 140 Β· π¦ 21K Β· π 520 - 47% open Β· β±οΈ 10.06.2023):
```
- git clone https://github.com/dr-prodigy/python-holidays
+ git clone https://github.com/sdispater/pendulum
```
-- [PyPi](https://pypi.org/project/holidays) (π₯ 5.1M / month Β· π¦ 430 Β· β±οΈ 30.01.2023):
+- [PyPi](https://pypi.org/project/pendulum) (π₯ 12M / month Β· π¦ 1.2K Β· β±οΈ 24.07.2020):
```
- pip install holidays
+ pip install pendulum
```
-- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.3M Β· β±οΈ 29.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 770K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge holidays
+ conda install -c conda-forge pendulum
```
pendulum (π₯34 Β· β 5.5K) - Python datetimes made easy. MIT
+holidays (π₯34 Β· β 990) - Generate and work with holidays in Python. MIT
-- [GitHub](https://github.com/sdispater/pendulum) (π¨βπ» 89 Β· π 330 Β· π₯ 140 Β· π¦ 21K Β· π 520 - 47% open Β· β±οΈ 10.06.2023):
+- [GitHub](https://github.com/dr-prodigy/python-holidays) (π¨βπ» 210 Β· π 390 Β· π₯ 180 Β· π 450 - 23% open Β· β±οΈ 03.07.2023):
```
- git clone https://github.com/sdispater/pendulum
+ git clone https://github.com/dr-prodigy/python-holidays
```
-- [PyPi](https://pypi.org/project/pendulum) (π₯ 12M / month Β· π¦ 1.2K Β· β±οΈ 24.07.2020):
+- [PyPi](https://pypi.org/project/holidays) (π₯ 5.1M / month Β· π¦ 430 Β· β±οΈ 30.01.2023):
```
- pip install pendulum
+ pip install holidays
```
-- [Conda](https://anaconda.org/conda-forge/pendulum) (π₯ 760K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/holidays) (π₯ 3.3M Β· β±οΈ 03.07.2023):
```
- conda install -c conda-forge pendulum
+ conda install -c conda-forge holidays
```
pytz (π₯33 Β· β 260) - pytz Python historical timezone library and database. MIT
+pytz (π₯33 Β· β 270) - pytz Python historical timezone library and database. MIT
-- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 20 Β· π 70 Β· π¦ 1.6M Β· π 73 - 39% open Β· β±οΈ 03.04.2023):
+- [GitHub](https://github.com/stub42/pytz) (π¨βπ» 20 Β· π 71 Β· π¦ 1.6M Β· π 73 - 39% open Β· β±οΈ 03.04.2023):
```
git clone https://github.com/stub42/pytz
@@ -1244,7 +1244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/regebro/tzlocal
```
-- [PyPi](https://pypi.org/project/tzlocal) (π₯ 31M / month Β· π¦ 3.7K Β· β±οΈ 02.04.2022):
+- [PyPi](https://pypi.org/project/tzlocal) (π₯ 29M / month Β· π¦ 3.7K Β· β±οΈ 02.04.2022):
```
pip install tzlocal
```
@@ -1264,9 +1264,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (π₯39 Β· β 600) - A specification that python filesystems should adhere to. BSD-3
+filesystem_spec (π₯38 Β· β 610) - A specification that python filesystems should adhere to. BSD-3
-- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 190 Β· π 260 Β· π¦ 52K Β· π 560 - 34% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/fsspec/filesystem_spec) (π¨βπ» 190 Β· π 260 Β· π¦ 53K Β· π 560 - 34% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/fsspec/filesystem_spec
@@ -1282,12 +1282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (π₯37 Β· β 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2
-- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 98K Β· π 620 - 26% open Β· β±οΈ 14.05.2023):
+- [GitHub](https://github.com/gorakhargosh/watchdog) (π¨βπ» 140 Β· π 680 Β· π¦ 99K Β· π 620 - 26% open Β· β±οΈ 14.05.2023):
```
git clone https://github.com/gorakhargosh/watchdog
```
-- [PyPi](https://pypi.org/project/watchdog) (π₯ 14M / month Β· π¦ 8K Β· β±οΈ 10.06.2022):
+- [PyPi](https://pypi.org/project/watchdog) (π₯ 13M / month Β· π¦ 8K Β· β±οΈ 10.06.2022):
```
pip install watchdog
```
@@ -1298,39 +1298,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (π₯35 Β· β 2.3K) - File support for asyncio. Apache-2
-- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 31 Β· π 140 Β· π¦ 97K Β· π 110 - 45% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/Tinche/aiofiles) (π¨βπ» 31 Β· π 140 Β· π¦ 98K Β· π 110 - 45% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/Tinche/aiofiles
```
-- [PyPi](https://pypi.org/project/aiofiles) (π₯ 8M / month Β· π¦ 1.9K Β· β±οΈ 09.02.2023):
+- [PyPi](https://pypi.org/project/aiofiles) (π₯ 7.9M / month Β· π¦ 1.9K Β· β±οΈ 09.02.2023):
```
pip install aiofiles
```
-- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 700K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/aiofiles) (π₯ 720K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge aiofiles
```
filelock (π₯34 Β· β 560) - A platform-independent file lock for Python. Unlicense
-- [GitHub](https://github.com/tox-dev/py-filelock) (π¨βπ» 36 Β· π 85 Β· π¦ 270K Β· π 95 - 13% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/tox-dev/py-filelock) (π¨βπ» 36 Β· π 85 Β· π¦ 280K Β· π 95 - 13% open Β· β±οΈ 27.06.2023):
```
git clone https://github.com/tox-dev/py-filelock
```
-- [PyPi](https://pypi.org/project/filelock) (π₯ 60M / month Β· π¦ 2.6K Β· β±οΈ 31.05.2022):
+- [PyPi](https://pypi.org/project/filelock) (π₯ 59M / month Β· π¦ 2.6K Β· β±οΈ 31.05.2022):
```
pip install filelock
```
-- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 13M Β· β±οΈ 12.06.2023):
+- [Conda](https://anaconda.org/conda-forge/filelock) (π₯ 14M Β· β±οΈ 12.06.2023):
```
conda install -c conda-forge filelock
```
appdirs (π₯32 Β· β 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT
-- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 94 Β· π¦ 240K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
+- [GitHub](https://github.com/ActiveState/appdirs) (π¨βπ» 34 Β· π 94 Β· π¦ 250K Β· π 110 - 45% open Β· β±οΈ 10.02.2023):
```
git clone https://github.com/ActiveState/appdirs
@@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pyfilesystem/pyfilesystem2
```
-- [PyPi](https://pypi.org/project/fs) (π₯ 1.7M / month Β· π¦ 590 Β· β±οΈ 02.05.2022):
+- [PyPi](https://pypi.org/project/fs) (π₯ 1.8M / month Β· π¦ 590 Β· β±οΈ 02.05.2022):
```
pip install fs
```
@@ -1360,18 +1360,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge fs
```
path (π₯29 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
+path (π₯28 Β· β 1.1K) - Object-oriented file system path manipulation. MIT
-- [GitHub](https://github.com/jaraco/path) (π¨βπ» 49 Β· π 140 Β· π 130 - 2% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/jaraco/path) (π¨βπ» 49 Β· π 140 Β· π 130 - 2% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/jaraco/path
```
-- [PyPi](https://pypi.org/project/path) (π₯ 990K / month Β· π¦ 120 Β· β±οΈ 07.01.2022):
+- [PyPi](https://pypi.org/project/path) (π₯ 1M / month Β· π¦ 130 Β· β±οΈ 07.01.2022):
```
pip install path
```
-- [Conda](https://anaconda.org/conda-forge/path) (π₯ 410K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/path) (π₯ 420K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge path
```
@@ -1388,41 +1388,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (π₯38 Β· β 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT
+six (π₯38 Β· β 950 Β· π€) - Python 2 and 3 compatibility library. MIT
-- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 280K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
+- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 65 Β· π 260 Β· π¦ 1.7M Β· π 290 - 37% open Β· β±οΈ 26.07.2022):
```
- git clone https://github.com/PythonCharmers/python-future
+ git clone https://github.com/benjaminp/six
```
-- [PyPi](https://pypi.org/project/future) (π₯ 36M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
+- [PyPi](https://pypi.org/project/six) (π₯ 190M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
```
- pip install future
+ pip install six
```
-- [Conda](https://anaconda.org/conda-forge/future) (π₯ 12M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/six) (π₯ 44M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge future
+ conda install -c conda-forge six
```
six (π₯38 Β· β 950 Β· π€) - Python 2 and 3 compatibility library. MIT
+future (π₯37 Β· β 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT
-- [GitHub](https://github.com/benjaminp/six) (π¨βπ» 65 Β· π 260 Β· π¦ 1.7M Β· π 290 - 37% open Β· β±οΈ 26.07.2022):
+- [GitHub](https://github.com/PythonCharmers/python-future) (π¨βπ» 110 Β· π 280 Β· π¦ 280K Β· π 400 - 50% open Β· β±οΈ 29.01.2023):
```
- git clone https://github.com/benjaminp/six
+ git clone https://github.com/PythonCharmers/python-future
```
-- [PyPi](https://pypi.org/project/six) (π₯ 200M / month Β· π¦ 140K Β· β±οΈ 05.05.2021):
+- [PyPi](https://pypi.org/project/future) (π₯ 35M / month Β· π¦ 17K Β· β±οΈ 13.01.2023):
```
- pip install six
+ pip install future
```
-- [Conda](https://anaconda.org/conda-forge/six) (π₯ 44M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/future) (π₯ 12M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge six
+ conda install -c conda-forge future
```
typing (π₯33 Β· β 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0
-- [GitHub](https://github.com/python/typing) (π¨βπ» 91 Β· π 220 Β· π 720 - 16% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/python/typing) (π¨βπ» 91 Β· π 220 Β· π 720 - 16% open Β· β±οΈ 30.06.2023):
```
git clone https://github.com/python/typing
@@ -1455,7 +1455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects...
- dataclasses (π₯28 Β· β 560 Β· π) - A backport of the dataclasses module for Python 3.6.Apache-2
-- pathlib2 (π₯28 Β· β 73 Β· π) - Backport of pathlib aiming to support the full stdlib Python API. MIT
+- pathlib2 (π₯27 Β· β 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT
- contextlib2 (π₯26 Β· β 36 Β· π) - contextlib2 is a backport of the standard librarys contextlib.. βοΈpsfrag
@@ -1464,9 +1464,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (π₯46 Β· β 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2
+cryptography (π₯46 Β· β 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2
-- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 290 Β· π 1.3K Β· π¦ 490K Β· π 2.3K - 1% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pyca/cryptography) (π¨βπ» 290 Β· π 1.4K Β· π¦ 490K Β· π 2.3K - 1% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/pyca/cryptography
@@ -1480,14 +1480,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cryptography
```
pycryptodomex (π₯38 Β· β 2.4K) - A self-contained cryptographic library for Python. BSD-3
+pycryptodomex (π₯39 Β· β 2.4K) - A self-contained cryptographic library for Python. BSD-3
-- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 440 Β· π¦ 71K Β· π 550 - 10% open Β· β±οΈ 03.06.2023):
+- [GitHub](https://github.com/Legrandin/pycryptodome) (π¨βπ» 140 Β· π 440 Β· π¦ 72K Β· π 550 - 10% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/Legrandin/pycryptodome
```
-- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 30M / month Β· π¦ 1.6K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/pycryptodomex) (π₯ 29M / month Β· π¦ 1.6K Β· β±οΈ 28.01.2023):
```
pip install pycryptodomex
```
@@ -1498,7 +1498,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (π₯36 Β· β 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
-- [GitHub](https://github.com/google/tink) (π¨βπ» 110 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 47 Β· π 480 - 10% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/google/tink) (π¨βπ» 110 Β· π 1.2K Β· π₯ 1.1K Β· π¦ 48 Β· π 480 - 10% open Β· β±οΈ 28.06.2023):
```
git clone https://github.com/google/tink
@@ -1507,14 +1507,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install tink
```
-- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 360 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
+- [npm](https://www.npmjs.com/package/tink-crypto) (π₯ 320 / month Β· π¦ 1 Β· β±οΈ 02.05.2023):
```
npm install tink-crypto
```
keyring (π₯35 Β· β 1.1K Β· π) - Store and access your passwords safely. MIT
+keyring (π₯35 Β· β 1.1K) - Store and access your passwords safely. MIT
-- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 480 - 10% open Β· β±οΈ 24.06.2023):
+- [GitHub](https://github.com/jaraco/keyring) (π¨βπ» 110 Β· π 140 Β· π 480 - 10% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/jaraco/keyring
@@ -1523,23 +1523,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install keyring
```
-- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 3.3M Β· β±οΈ 25.06.2023):
+- [Conda](https://anaconda.org/conda-forge/keyring) (π₯ 3.4M Β· β±οΈ 25.06.2023):
```
conda install -c conda-forge keyring
```
bcrypt (π₯33 Β· β 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2
-- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 110 - 4% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pyca/bcrypt) (π¨βπ» 32 Β· π 140 Β· π 110 - 4% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/pyca/bcrypt
```
-- [PyPi](https://pypi.org/project/bcrypt) (π₯ 39M / month Β· π¦ 8K Β· β±οΈ 01.05.2022):
+- [PyPi](https://pypi.org/project/bcrypt) (π₯ 38M / month Β· π¦ 8K Β· β±οΈ 01.05.2022):
```
pip install bcrypt
```
-- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 3.5M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/bcrypt) (π₯ 3.6M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge bcrypt
```
@@ -1551,7 +1551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/sybrenstuvel/python-rsa
```
-- [PyPi](https://pypi.org/project/rsa) (π₯ 120M / month Β· π¦ 7K Β· β±οΈ 20.07.2022):
+- [PyPi](https://pypi.org/project/rsa) (π₯ 110M / month Β· π¦ 7K Β· β±οΈ 20.07.2022):
```
pip install rsa
```
@@ -1584,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (π₯48 Β· β 58K) - Ansible is a radically simple IT automation platform that makes your.. βοΈGPL-3.0
-- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.7K Β· π 23K Β· π¦ 29K Β· π 32K - 2% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/ansible/ansible) (π¨βπ» 6.7K Β· π 23K Β· π¦ 29K Β· π 32K - 2% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/ansible/ansible
```
-- [PyPi](https://pypi.org/project/ansible) (π₯ 4M / month Β· π¦ 4.1K Β· β±οΈ 31.01.2023):
+- [PyPi](https://pypi.org/project/ansible) (π₯ 3.9M / month Β· π¦ 4.1K Β· β±οΈ 31.01.2023):
```
pip install ansible
```
@@ -1600,32 +1600,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (π₯45 Β· β 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2
-- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.7K Β· π₯ 1.4K Β· π¦ 3 Β· π 4.4K - 11% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/aws/aws-cli) (π¨βπ» 420 Β· π 3.7K Β· π₯ 1.4K Β· π¦ 3 Β· π 4.4K - 11% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/aws/aws-cli
```
-- [PyPi](https://pypi.org/project/awscli) (π₯ 390M / month Β· π¦ 3K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/awscli) (π₯ 380M / month Β· π¦ 3K Β· β±οΈ 06.07.2022):
```
pip install awscli
```
-- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 20M Β· β±οΈ 29.06.2023):
+- [Conda](https://anaconda.org/conda-forge/awscli) (π₯ 20M Β· β±οΈ 04.07.2023):
```
conda install -c conda-forge awscli
```
botocore (π₯44 Β· β 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2
-- [GitHub](https://github.com/boto/botocore) (π¨βπ» 190 Β· π 1K Β· π¦ 240K Β· π 1K - 13% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/boto/botocore) (π¨βπ» 190 Β· π 1K Β· π¦ 240K Β· π 1K - 13% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/boto/botocore
```
-- [PyPi](https://pypi.org/project/botocore) (π₯ 310M / month Β· π¦ 8.4K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/botocore) (π₯ 320M / month Β· π¦ 8.4K Β· β±οΈ 06.07.2022):
```
pip install botocore
```
-- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 22M Β· β±οΈ 28.06.2023):
+- [Conda](https://anaconda.org/conda-forge/botocore) (π₯ 22M Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge botocore
```
@@ -1637,7 +1637,7 @@ _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₯ 40M / month Β· π¦ 13K Β· β±οΈ 17.05.2022):
+- [PyPi](https://pypi.org/project/paramiko) (π₯ 39M / month Β· π¦ 13K Β· β±οΈ 17.05.2022):
```
pip install paramiko
```
@@ -1648,7 +1648,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (π₯42 Β· β 30K) - Define and run multi-container applications with Docker. Apache-2
-- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 4.9K Β· π₯ 140M Β· π¦ 13K Β· π 6.9K - 2% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/docker/compose) (π¨βπ» 470 Β· π 4.9K Β· π₯ 120M Β· π¦ 13K Β· π 6.9K - 2% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/docker/compose
@@ -1680,16 +1680,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (π₯41 Β· β 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2
-- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 230 Β· π 910 Β· π₯ 250K Β· π¦ 2.7K Β· π 6.2K - 29% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/pulumi/pulumi) (π¨βπ» 230 Β· π 920 Β· π₯ 260K Β· π¦ 2.7K Β· π 6.2K - 29% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/pulumi/pulumi
```
-- [PyPi](https://pypi.org/project/pulumi) (π₯ 880K / month Β· π¦ 130 Β· β±οΈ 25.01.2023):
+- [PyPi](https://pypi.org/project/pulumi) (π₯ 850K / month Β· π¦ 130 Β· β±οΈ 25.01.2023):
```
pip install pulumi
```
-- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.1M / month Β· π¦ 600 Β· β±οΈ 22.06.2023):
+- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (π₯ 1.1M / month Β· π¦ 600 Β· β±οΈ 30.06.2023):
```
npm install @pulumi/pulumi
```
@@ -1701,14 +1701,14 @@ _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₯ 200K / month Β· π¦ 260 Β· β±οΈ 09.08.2022):
+- [PyPi](https://pypi.org/project/netmiko) (π₯ 180K / month Β· π¦ 260 Β· β±οΈ 09.08.2022):
```
pip install netmiko
```
kubernetes (π₯38 Β· β 5.8K) - Official Python client library for kubernetes. Apache-2
-- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 180 Β· π 3.1K Β· π 1.2K - 7% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/kubernetes-client/python) (π¨βπ» 180 Β· π 3.1K Β· π 1.3K - 7% open Β· β±οΈ 26.06.2023):
```
git clone https://github.com/kubernetes-client/python
@@ -1733,7 +1733,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install fabric
```
-- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 66K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fabric) (π₯ 67K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fabric
```
@@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/dbader/schedule
```
-- [PyPi](https://pypi.org/project/schedule) (π₯ 2.3M / month Β· π¦ 1.4K Β· β±οΈ 10.04.2021):
+- [PyPi](https://pypi.org/project/schedule) (π₯ 2.2M / month Β· π¦ 1.4K Β· β±οΈ 10.04.2021):
```
pip install schedule
```
@@ -1756,12 +1756,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (π₯34 Β· β 2.6K) - Plumbum: Shell Combinators. MIT
-- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 4.3K Β· π 350 - 36% open Β· β±οΈ 30.05.2023):
+- [GitHub](https://github.com/tomerfiliba/plumbum) (π¨βπ» 110 Β· π 180 Β· π¦ 4.3K Β· π 350 - 36% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/tomerfiliba/plumbum
```
-- [PyPi](https://pypi.org/project/plumbum) (π₯ 1.2M / month Β· π¦ 460 Β· β±οΈ 23.12.2021):
+- [PyPi](https://pypi.org/project/plumbum) (π₯ 1.1M / month Β· π¦ 460 Β· β±οΈ 23.12.2021):
```
pip install plumbum
```
@@ -1781,7 +1781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install sshtunnel
```
-- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 110K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sshtunnel) (π₯ 120K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sshtunnel
```
@@ -1793,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/Fizzadar/pyinfra
```
-- [PyPi](https://pypi.org/project/pyinfra) (π₯ 21K / month Β· π¦ 11 Β· β±οΈ 31.08.2021):
+- [PyPi](https://pypi.org/project/pyinfra) (π₯ 22K / month Β· π¦ 11 Β· β±οΈ 31.08.2021):
```
pip install pyinfra
```
@@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/pypyr/pypyr
```
-- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.2K / month Β· π¦ 9 Β· β±οΈ 26.05.2022):
+- [PyPi](https://pypi.org/project/pypyr) (π₯ 2.1K / month Β· π¦ 9 Β· β±οΈ 26.05.2022):
```
pip install pypyr
```
@@ -1827,23 +1827,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (π₯36 Β· β 6.6K) - Python process launching. MIT
-
-- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 94 Β· π 490 Β· π¦ 13K Β· π 450 - 2% open Β· β±οΈ 23.06.2023):
-
- ```
- git clone https://github.com/amoffat/sh
- ```
-- [PyPi](https://pypi.org/project/sh) (π₯ 4.2M / month Β· π¦ 2.6K Β· β±οΈ 18.07.2022):
- ```
- pip install sh
- ```
-- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 180K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge sh
- ```
-pexpect (π₯36 Β· β 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
+pexpect (π₯37 Β· β 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC
- [GitHub](https://github.com/pexpect/pexpect) (π¨βπ» 100 Β· π 460 Β· π₯ 4.3K Β· π¦ 290K Β· π 470 - 38% open Β· β±οΈ 02.04.2023):
@@ -1859,14 +1843,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pexpect
```
supervisor (π₯35 Β· β 7.8K) - Supervisor process control system for Unix.. βοΈRepoze Public License
+supervisor (π₯35 Β· β 7.8K) - Supervisor process control system for Unix.. βοΈRepoze Public License
- [GitHub](https://github.com/Supervisor/supervisor) (π¨βπ» 180 Β· π 1.2K Β· π¦ 9.4K Β· π 1.1K - 12% open Β· β±οΈ 14.06.2023):
```
git clone https://github.com/Supervisor/supervisor
```
-- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.3M / month Β· π¦ 2K Β· β±οΈ 30.12.2021):
+- [PyPi](https://pypi.org/project/supervisor) (π₯ 1.2M / month Β· π¦ 2K Β· β±οΈ 30.12.2021):
```
pip install supervisor
```
@@ -1875,6 +1859,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge supervisor
```
sh (π₯35 Β· β 6.6K) - Python process launching. MIT
+
+- [GitHub](https://github.com/amoffat/sh) (π¨βπ» 94 Β· π 490 Β· π¦ 13K Β· π 450 - 2% open Β· β±οΈ 23.06.2023):
+
+ ```
+ git clone https://github.com/amoffat/sh
+ ```
+- [PyPi](https://pypi.org/project/sh) (π₯ 4.3M / month Β· π¦ 2.6K Β· β±οΈ 18.07.2022):
+ ```
+ pip install sh
+ ```
+- [Conda](https://anaconda.org/conda-forge/sh) (π₯ 180K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge sh
+ ```
+Show 1 hidden projects...
- ptyprocess (π₯27 Β· β 190 Β· π) - Run a subprocess in a pseudo terminal.ISC
@@ -1885,52 +1885,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (π₯38 Β· β 1.5K) - Lightweight in-process concurrent programming. MIT
+anyio (π₯38 Β· β 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT
-- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 67 Β· π 230 Β· π¦ 260K Β· π 210 - 8% open Β· β±οΈ 21.06.2023):
+- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 41 Β· π 100 Β· π¦ 140K Β· π 310 - 18% open Β· β±οΈ 06.07.2023):
```
- git clone https://github.com/python-greenlet/greenlet
+ git clone https://github.com/agronholm/anyio
```
-- [PyPi](https://pypi.org/project/greenlet) (π₯ 60M / month Β· π¦ 10K Β· β±οΈ 28.01.2023):
+- [PyPi](https://pypi.org/project/anyio) (π₯ 29M / month Β· π¦ 450 Β· β±οΈ 13.05.2022):
```
- pip install greenlet
+ pip install anyio
```
-- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 7.2M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 7.9M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge greenlet
+ conda install -c conda-forge anyio
```
anyio (π₯38 Β· β 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT
+uvloop (π₯37 Β· β 9.4K) - Ultra fast asyncio event loop. Apache-2
-- [GitHub](https://github.com/agronholm/anyio) (π¨βπ» 41 Β· π 100 Β· π¦ 140K Β· π 310 - 18% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 56 Β· π 550 Β· π₯ 420 Β· π¦ 84K Β· π 330 - 24% open Β· β±οΈ 15.01.2023):
```
- git clone https://github.com/agronholm/anyio
+ git clone https://github.com/MagicStack/uvloop
```
-- [PyPi](https://pypi.org/project/anyio) (π₯ 29M / month Β· π¦ 410 Β· β±οΈ 13.05.2022):
+- [PyPi](https://pypi.org/project/uvloop) (π₯ 6.5M / month Β· π¦ 1.8K Β· β±οΈ 10.08.2021):
```
- pip install anyio
+ pip install uvloop
```
-- [Conda](https://anaconda.org/conda-forge/anyio) (π₯ 7.7M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 610K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge anyio
+ conda install -c conda-forge uvloop
```
uvloop (π₯37 Β· β 9.4K) - Ultra fast asyncio event loop. Apache-2
+greenlet (π₯37 Β· β 1.5K) - Lightweight in-process concurrent programming. MIT
-- [GitHub](https://github.com/MagicStack/uvloop) (π¨βπ» 56 Β· π 550 Β· π₯ 410 Β· π¦ 84K Β· π 330 - 24% open Β· β±οΈ 15.01.2023):
+- [GitHub](https://github.com/python-greenlet/greenlet) (π¨βπ» 67 Β· π 230 Β· π¦ 260K Β· π 210 - 8% open Β· β±οΈ 21.06.2023):
```
- git clone https://github.com/MagicStack/uvloop
+ git clone https://github.com/python-greenlet/greenlet
```
-- [PyPi](https://pypi.org/project/uvloop) (π₯ 6.6M / month Β· π¦ 1.8K Β· β±οΈ 10.08.2021):
+- [PyPi](https://pypi.org/project/greenlet) (π₯ 60M / month Β· π¦ 10K Β· β±οΈ 28.01.2023):
```
- pip install uvloop
+ pip install greenlet
```
-- [Conda](https://anaconda.org/conda-forge/uvloop) (π₯ 600K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/greenlet) (π₯ 7.2M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge uvloop
+ conda install -c conda-forge greenlet
```
aiomisc (π₯24 Β· β 320) - aiomisc - miscellaneous utils for asyncio. MIT
@@ -1947,16 +1947,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (π₯22 Β· β 1.1K) - Asyncer, async and await, focused on developer experience. MIT
-- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 9 Β· π 38 Β· π¦ 610 Β· π 10 - 60% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/tiangolo/asyncer) (π¨βπ» 9 Β· π 38 Β· π¦ 620 Β· π 10 - 60% open Β· β±οΈ 21.02.2023):
```
git clone https://github.com/tiangolo/asyncer
```
-- [PyPi](https://pypi.org/project/asyncer) (π₯ 76K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/asyncer) (π₯ 68K / month Β· π¦ 17 Β· β±οΈ 04.11.2022):
```
pip install asyncer
```
-- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 4.1K Β· β±οΈ 18.06.2023):
+- [Conda](https://anaconda.org/conda-forge/asyncer) (π₯ 4.2K Β· β±οΈ 18.06.2023):
```
conda install -c conda-forge asyncer
```
@@ -1974,12 +1974,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (π₯37 Β· β 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3
-- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 92 Β· π 370 Β· π¦ 490K Β· π 260 - 13% open Β· β±οΈ 24.06.2023):
+- [GitHub](https://github.com/theskumar/python-dotenv) (π¨βπ» 92 Β· π 370 Β· π¦ 500K Β· π 260 - 13% open Β· β±οΈ 24.06.2023):
```
git clone https://github.com/theskumar/python-dotenv
```
-- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 31M / month Β· π¦ 8.1K Β· β±οΈ 24.03.2022):
+- [PyPi](https://pypi.org/project/python-dotenv) (π₯ 30M / month Β· π¦ 8.2K Β· β±οΈ 24.03.2022):
```
pip install python-dotenv
```
@@ -2006,7 +2006,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (π₯34 Β· β 3.1K) - Configuration Management for Python. MIT
-- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 270 Β· π¦ 6.7K Β· π 440 - 23% open Β· β±οΈ 14.06.2023):
+- [GitHub](https://github.com/dynaconf/dynaconf) (π¨βπ» 110 Β· π 280 Β· π¦ 6.8K Β· π 440 - 23% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/rochacbruno/dynaconf
@@ -2015,7 +2015,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install dynaconf
```
-- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 52K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dynaconf) (π₯ 53K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge dynaconf
```
@@ -2031,41 +2031,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install python-decouple
```
-- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 64K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-decouple) (π₯ 65K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-decouple
```
omegaconf (π₯32 Β· β 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3
-- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 83 Β· π¦ 15K Β· π 510 - 15% open Β· β±οΈ 24.06.2023):
+- [GitHub](https://github.com/omry/omegaconf) (π¨βπ» 31 Β· π 83 Β· π¦ 15K Β· π 510 - 15% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/omry/omegaconf
```
-- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.3M / month Β· π¦ 300 Β· β±οΈ 27.05.2022):
+- [PyPi](https://pypi.org/project/omegaconf) (π₯ 4.1M / month Β· π¦ 300 Β· β±οΈ 27.05.2022):
```
pip install omegaconf
```
-- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 990K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/omegaconf) (π₯ 1M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge omegaconf
```
configobj (π₯29 Β· β 290) - Python 3+ compatible port of the configobj library. BSD-3
+hydra (π₯28 Β· β 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT
-- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 70 Β· π₯ 130 Β· π¦ 27K Β· π 160 - 41% open Β· β±οΈ 18.01.2023):
+- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 590 Β· π 1.3K - 16% open Β· β±οΈ 02.07.2023):
```
- git clone https://github.com/DiffSK/configobj
+ git clone https://github.com/facebookresearch/hydra
```
-- [PyPi](https://pypi.org/project/configobj) (π₯ 2.4M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/hydra) (π₯ 8.1K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
```
- pip install configobj
+ pip install hydra
```
-- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 660K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 690K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge configobj
+ conda install -c conda-forge hydra-core
```
gin-config (π₯28 Β· β 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2
@@ -2075,7 +2075,7 @@ _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₯ 340K / month Β· π¦ 85 Β· β±οΈ 03.11.2021):
+- [PyPi](https://pypi.org/project/gin-config) (π₯ 360K / month Β· π¦ 85 Β· β±οΈ 03.11.2021):
```
pip install gin-config
```
@@ -2084,20 +2084,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge gin-config
```
hydra (π₯27 Β· β 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT
+configobj (π₯28 Β· β 290) - Python 3+ compatible port of the configobj library. BSD-3
-- [GitHub](https://github.com/facebookresearch/hydra) (π¨βπ» 110 Β· π 590 Β· π 1.3K - 16% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/DiffSK/configobj) (π¨βπ» 9 Β· π 70 Β· π₯ 130 Β· π¦ 27K Β· π 160 - 41% open Β· β±οΈ 18.01.2023):
```
- git clone https://github.com/facebookresearch/hydra
+ git clone https://github.com/DiffSK/configobj
```
-- [PyPi](https://pypi.org/project/hydra) (π₯ 8.1K / month Β· π¦ 8 Β· β±οΈ 03.08.2016):
+- [PyPi](https://pypi.org/project/configobj) (π₯ 2.5M / month Β· π¦ 3.4K Β· β±οΈ 18.01.2023):
```
- pip install hydra
+ pip install configobj
```
-- [Conda](https://anaconda.org/conda-forge/hydra-core) (π₯ 680K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/configobj) (π₯ 670K Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge hydra-core
+ conda install -c conda-forge configobj
```
everett (π₯24 Β· β 140) - configuration library for python projects. MPL-2.0
@@ -2107,11 +2107,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/willkg/everett
```
-- [PyPi](https://pypi.org/project/everett) (π₯ 92K / month Β· π¦ 45 Β· β±οΈ 13.01.2022):
+- [PyPi](https://pypi.org/project/everett) (π₯ 97K / month Β· π¦ 45 Β· β±οΈ 13.01.2022):
```
pip install everett
```
-- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 39K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/everett) (π₯ 40K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge everett
```
@@ -2124,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (π₯45 Β· β 14K) - Python composable command line interface toolkit. BSD-3
-- [GitHub](https://github.com/pallets/click) (π¨βπ» 350 Β· π 1.3K Β· π¦ 1.3M Β· π 1.5K - 8% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/pallets/click) (π¨βπ» 350 Β· π 1.3K Β· π¦ 1.3M Β· π 1.5K - 8% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/pallets/click
@@ -2140,23 +2140,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (π₯43 Β· β 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT
-- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 220 Β· π 1.6K Β· π¦ 100K Β· π 1.1K - 13% open Β· β±οΈ 21.06.2023):
+- [GitHub](https://github.com/Textualize/rich) (π¨βπ» 220 Β· π 1.6K Β· π¦ 100K Β· π 1.2K - 14% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/Textualize/rich
```
-- [PyPi](https://pypi.org/project/rich) (π₯ 25M / month Β· π¦ 4.1K Β· β±οΈ 24.05.2022):
+- [PyPi](https://pypi.org/project/rich) (π₯ 25M / month Β· π¦ 4.3K Β· β±οΈ 24.05.2022):
```
pip install rich
```
-- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 4.2M Β· β±οΈ 12.06.2023):
+- [Conda](https://anaconda.org/conda-forge/rich) (π₯ 4.3M Β· β±οΈ 12.06.2023):
```
conda install -c conda-forge rich
```
python-prompt-toolkit (π₯38 Β· β 8.4K) - Library for building powerful interactive command.. BSD-3
-- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 210 Β· π 680 Β· π 1.1K - 50% open Β· β±οΈ 28.04.2023):
+- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (π¨βπ» 220 Β· π 690 Β· π 1.1K - 50% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/prompt-toolkit/python-prompt-toolkit
@@ -2165,7 +2165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install prompt_toolkit
```
-- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 16M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (π₯ 17M Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge prompt-toolkit
```
@@ -2177,11 +2177,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/google/python-fire
```
-- [PyPi](https://pypi.org/project/fire) (π₯ 7M / month Β· π¦ 1.7K Β· β±οΈ 12.12.2022):
+- [PyPi](https://pypi.org/project/fire) (π₯ 6.8M / month Β· π¦ 1.7K Β· β±οΈ 12.12.2022):
```
pip install fire
```
-- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 630K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fire) (π₯ 640K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fire
```
@@ -2209,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/tiangolo/typer
```
-- [PyPi](https://pypi.org/project/typer) (π₯ 13M / month Β· π¦ 2.3K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/typer) (π₯ 12M / month Β· π¦ 2.3K Β· β±οΈ 06.07.2022):
```
pip install typer
```
@@ -2220,7 +2220,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (π₯35 Β· β 1.2K) - Python and tab completion, better together. Apache-2
-- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 65 Β· π 120 Β· π₯ 290 Β· π¦ 44K Β· π 240 - 20% open Β· β±οΈ 11.06.2023):
+- [GitHub](https://github.com/kislyuk/argcomplete) (π¨βπ» 65 Β· π 120 Β· π₯ 290 Β· π¦ 44K Β· π 240 - 20% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/kislyuk/argcomplete
@@ -2234,14 +2234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge argcomplete
```
wcwidth (π₯33 Β· β 330) - Python library that measures the width of unicode strings rendered to a.. MIT
+wcwidth (π₯32 Β· β 330) - Python library that measures the width of unicode strings rendered to a.. MIT
-- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 14 Β· π 49 Β· π¦ 410K Β· π 38 - 42% open Β· β±οΈ 15.01.2023):
+- [GitHub](https://github.com/jquast/wcwidth) (π¨βπ» 14 Β· π 49 Β· π¦ 420K Β· π 38 - 42% open Β· β±οΈ 15.01.2023):
```
git clone https://github.com/jquast/wcwidth
```
-- [PyPi](https://pypi.org/project/wcwidth) (π₯ 36M / month Β· π¦ 13K Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/wcwidth) (π₯ 35M / month Β· π¦ 13K Β· β±οΈ 15.01.2023):
```
pip install wcwidth
```
@@ -2252,12 +2252,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (π₯31 Β· β 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT
-- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 32 Β· π 81 Β· π¦ 15K Β· π 95 - 30% open Β· β±οΈ 17.06.2023):
+- [GitHub](https://github.com/python-poetry/cleo) (π¨βπ» 32 Β· π 81 Β· π¦ 15K Β· π 96 - 31% open Β· β±οΈ 17.06.2023):
```
git clone https://github.com/sdispater/cleo
```
-- [PyPi](https://pypi.org/project/cleo) (π₯ 12M / month Β· π¦ 230 Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/cleo) (π₯ 12M / month Β· π¦ 240 Β· β±οΈ 22.11.2022):
```
pip install cleo
```
@@ -2266,7 +2266,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge cleo
```
ConfigArgParse (π₯30 Β· β 650 Β· π) - A drop-in replacement for argparse that allows options to.. MIT
+questionary (π₯30 Β· β 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
+
+- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 68 Β· π¦ 9.2K Β· π 120 - 28% open Β· β±οΈ 30.06.2023):
+
+ ```
+ git clone https://github.com/tmbo/questionary
+ ```
+- [PyPi](https://pypi.org/project/questionary) (π₯ 980K / month Β· π¦ 320 Β· β±οΈ 15.07.2021):
+ ```
+ pip install questionary
+ ```
+- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 41K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge questionary
+ ```
+ConfigArgParse (π₯30 Β· β 650) - A drop-in replacement for argparse that allows options to also be.. MIT
- [GitHub](https://github.com/bw2/ConfigArgParse) (π¨βπ» 52 Β· π 110 Β· π¦ 12K Β· π 190 - 35% open Β· β±οΈ 28.06.2023):
@@ -2277,19 +2293,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install configargparse
```
-- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 620K Β· β±οΈ 27.06.2023):
+- [Conda](https://anaconda.org/conda-forge/configargparse) (π₯ 630K Β· β±οΈ 27.06.2023):
```
conda install -c conda-forge configargparse
```
asciimatics (π₯29 Β· β 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2
+asciimatics (π₯29 Β· β 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2
- [GitHub](https://github.com/peterbrittain/asciimatics) (π¨βπ» 42 Β· π 240 Β· π¦ 870 Β· π 290 - 8% open Β· β±οΈ 16.04.2023):
```
git clone https://github.com/peterbrittain/asciimatics
```
-- [PyPi](https://pypi.org/project/asciimatics) (π₯ 68K / month Β· π¦ 110 Β· β±οΈ 26.09.2016):
+- [PyPi](https://pypi.org/project/asciimatics) (π₯ 72K / month Β· π¦ 120 Β· β±οΈ 26.09.2016):
```
pip install asciimatics
```
@@ -2298,22 +2314,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge asciimatics
```
questionary (π₯29 Β· β 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT
-
-- [GitHub](https://github.com/tmbo/questionary) (π¨βπ» 36 Β· π 68 Β· π¦ 9.2K Β· π 120 - 28% open Β· β±οΈ 25.06.2023):
-
- ```
- git clone https://github.com/tmbo/questionary
- ```
-- [PyPi](https://pypi.org/project/questionary) (π₯ 1M / month Β· π¦ 320 Β· β±οΈ 15.07.2021):
- ```
- pip install questionary
- ```
-- [Conda](https://anaconda.org/conda-forge/questionary) (π₯ 41K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge questionary
- ```
-docopt-ng (π₯22 Β· β 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT
- [GitHub](https://github.com/jazzband/docopt-ng) (π¨βπ» 47 Β· π 12 Β· π¦ 160 Β· π 28 - 50% open Β· β±οΈ 01.06.2023):
@@ -2321,19 +2321,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/jazzband/docopt-ng
```
-- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 38K / month Β· π¦ 29 Β· β±οΈ 31.05.2022):
+- [PyPi](https://pypi.org/project/docopt-ng) (π₯ 39K / month Β· π¦ 29 Β· β±οΈ 31.05.2022):
```
pip install docopt-ng
```
colout (π₯18 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
+colout (π₯19 Β· β 1.1K) - Color text streams with a polished command line interface. βοΈGPL-3.0
- [GitHub](https://github.com/nojhan/colout) (π¨βπ» 31 Β· π 56 Β· π¦ 5 Β· π 72 - 19% open Β· β±οΈ 28.06.2023):
```
git clone https://github.com/nojhan/colout
```
-- [PyPi](https://pypi.org/project/colout) (π₯ 1.1K / month Β· β±οΈ 21.06.2020):
+- [PyPi](https://pypi.org/project/colout) (π₯ 1.2K / month Β· β±οΈ 21.06.2020):
```
pip install colout
```
@@ -2343,8 +2343,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
- docopt (π₯36 Β· β 7.8K Β· π) - Pythonic command line arguments parser, that will make you smile. MIT
- blessings (π₯29 Β· β 1.4K Β· π) - A thin, practical wrapper around terminal capabilities in Python. MIT
- clint (π₯25 Β· β 88 Β· π) - Python Command-line Application Tools. ISC
+- Click Extra (π₯23 Β· β 38) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
- bashplotlib (π₯22 Β· β 1.7K Β· π) - plotting in the terminal. MIT
-- Click Extra (π₯22 Β· β 38) - Extra colorization and configuration loading for Click. βοΈGPL-2.0
@@ -2352,7 +2352,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
@@ -2367,18 +2367,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (π₯ 78M / month Β· π¦ 3.3K Β· β±οΈ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (π₯ 76M / month Β· π¦ 3.3K Β· β±οΈ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 9M Β· β±οΈ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (π₯ 9.1M Β· β±οΈ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (π₯30 Β· β 870) - Asyncio cache manager for redis, memcached and memory. BSD-3
-- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 42 Β· π 130 Β· π₯ 6 Β· π¦ 1.8K Β· π 280 - 14% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/aio-libs/aiocache) (π¨βπ» 42 Β· π 130 Β· π₯ 6 Β· π¦ 1.8K Β· π 280 - 14% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/aio-libs/aiocache
@@ -2411,7 +2411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
git clone https://github.com/lericson/pylibmc
```
-- [PyPi](https://pypi.org/project/pylibmc) (π₯ 200K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
+- [PyPi](https://pypi.org/project/pylibmc) (π₯ 190K / month Β· π¦ 2.4K Β· β±οΈ 30.08.2022):
```
pip install pylibmc
```
@@ -2422,12 +2422,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (π₯24 Β· β 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT
-- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 14 Β· π 53 Β· π¦ 400 Β· π 65 - 24% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/python-cachier/cachier) (π¨βπ» 16 Β· π 54 Β· π¦ 400 Β· π 66 - 22% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/shaypal5/cachier
```
-- [PyPi](https://pypi.org/project/cachier) (π₯ 18K / month Β· π¦ 28 Β· β±οΈ 25.11.2021):
+- [PyPi](https://pypi.org/project/cachier) (π₯ 22K / month Β· π¦ 27 Β· β±οΈ 25.11.2021):
```
pip install cachier
```
@@ -2446,12 +2446,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (π₯40 Β· β 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT
-- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 590 Β· π 3K Β· π₯ 32K Β· π¦ 10K Β· π 4.9K - 20% open Β· β±οΈ 24.06.2023):
+- [GitHub](https://github.com/kivy/kivy) (π¨βπ» 590 Β· π 3K Β· π₯ 32K Β· π¦ 10K Β· π 4.9K - 20% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/kivy/kivy
```
-- [PyPi](https://pypi.org/project/kivy) (π₯ 81K / month Β· π¦ 600 Β· β±οΈ 06.03.2022):
+- [PyPi](https://pypi.org/project/kivy) (π₯ 82K / month Β· π¦ 600 Β· β±οΈ 06.03.2022):
```
pip install kivy
```
@@ -2462,12 +2462,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (π₯37 Β· β 12K) - PySimpleGUI is a Python package that enables Python.. βοΈLGPL-3.0
-- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.7K Β· π¦ 8.8K Β· π 3.4K - 21% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (π¨βπ» 18 Β· π 1.7K Β· π¦ 8.9K Β· π 3.4K - 21% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/PySimpleGUI/PySimpleGUI
```
-- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 310K / month Β· π¦ 300 Β· β±οΈ 10.10.2022):
+- [PyPi](https://pypi.org/project/pysimplegui) (π₯ 300K / month Β· π¦ 300 Β· β±οΈ 10.10.2022):
```
pip install pysimplegui
```
@@ -2490,28 +2490,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Eel (π₯32 Β· β 5.7K) - 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¦ 5.6K Β· π 510 - 33% open Β· β±οΈ 04.03.2023):
+- [GitHub](https://github.com/python-eel/Eel) (π¨βπ» 46 Β· π 560 Β· π¦ 5.7K Β· π 510 - 33% open Β· β±οΈ 04.03.2023):
```
git clone https://github.com/ChrisKnott/Eel
```
-- [PyPi](https://pypi.org/project/eel) (π₯ 69K / month Β· π¦ 75 Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/eel) (π₯ 67K / month Β· π¦ 75 Β· β±οΈ 09.12.2022):
```
pip install eel
```
toga (π₯31 Β· β 3.5K) - A Python native, OS native GUI toolkit. BSD-3
-- [GitHub](https://github.com/beeware/toga) (π¨βπ» 240 Β· π 600 Β· π₯ 1.6K Β· π 700 - 18% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/beeware/toga) (π¨βπ» 240 Β· π 600 Β· π₯ 1.6K Β· π 700 - 18% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/beeware/toga
```
-- [PyPi](https://pypi.org/project/toga) (π₯ 2.1K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
+- [PyPi](https://pypi.org/project/toga) (π₯ 2K / month Β· π¦ 34 Β· β±οΈ 01.08.2014):
```
pip install toga
```
-- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 8 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
+- [npm](https://www.npmjs.com/package/@pybee/toga) (π₯ 11 / month Β· π¦ 2 Β· β±οΈ 23.04.2017):
```
npm install @pybee/toga
```
@@ -2523,7 +2523,7 @@ _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₯ 500 / month Β· π¦ 21 Β· β±οΈ 12.04.2022):
+- [PyPi](https://pypi.org/project/flexx) (π₯ 490 / month Β· π¦ 21 Β· β±οΈ 12.04.2022):
```
pip install flexx
```
@@ -2562,14 +2562,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._
π best-of-ml-python - NLP ( β 14K) - Collection of text processing and NLP libraries.
-phonenumbers (π₯35 Β· β 3.2K) - Python port of Googles libphonenumber. Apache-2
+phonenumbers (π₯35 Β· β 3.3K) - Python port of Googles libphonenumber. Apache-2
- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (π¨βπ» 27 Β· π 410 Β· π 170 - 2% open Β· β±οΈ 23.06.2023):
```
git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.6M / month Β· π¦ 1.4K Β· β±οΈ 29.01.2023):
+- [PyPi](https://pypi.org/project/phonenumbers) (π₯ 4.4M / month Β· π¦ 1.4K Β· β±οΈ 29.01.2023):
```
pip install phonenumbers
```
@@ -2580,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (π₯34 Β· β 1.7K) - emoji terminal output for Python. BSD-3
-- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 62 Β· π 260 Β· π¦ 58K Β· π 160 - 7% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/carpedm20/emoji) (π¨βπ» 62 Β· π 260 Β· π¦ 58K Β· π 160 - 7% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/carpedm20/emoji
@@ -2589,19 +2589,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
pip install emoji
```
-- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 54K Β· β±οΈ 28.06.2023):
+- [Conda](https://anaconda.org/conda-forge/emoji) (π₯ 55K Β· β±οΈ 28.06.2023):
```
conda install -c conda-forge emoji
```
chardet (π₯33 Β· β 1.9K) - Python character encoding detector. βοΈLGPL-2.1
+chardet (π₯33 Β· β 1.9K Β· π€) - Python character encoding detector. βοΈLGPL-2.1
- [GitHub](https://github.com/chardet/chardet) (π¨βπ» 48 Β· π 240 Β· π 140 - 39% open Β· β±οΈ 02.12.2022):
```
git clone https://github.com/chardet/chardet
```
-- [PyPi](https://pypi.org/project/chardet) (π₯ 50M / month Β· π¦ 39K Β· β±οΈ 01.12.2022):
+- [PyPi](https://pypi.org/project/chardet) (π₯ 49M / month Β· π¦ 39K Β· β±οΈ 01.12.2022):
```
pip install chardet
```
@@ -2609,35 +2609,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
```
conda install -c conda-forge chardet
```
-- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 22 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
+- [npm](https://www.npmjs.com/package/@pypi/chardet) (π₯ 25 / month Β· π¦ 3 Β· β±οΈ 20.08.2017):
```
npm install @pypi/chardet
```
humanize (π₯32 Β· β 1.7K Β· π€) - python humanize functions. MIT
-
-- [GitHub](https://github.com/jmoiron/humanize) (π¨βπ» 64 Β· π 160 Β· β±οΈ 13.06.2022):
-
- ```
- git clone https://github.com/jmoiron/humanize
- ```
-- [PyPi](https://pypi.org/project/humanize) (π₯ 4.5M / month Β· π¦ 2K Β· β±οΈ 30.06.2022):
- ```
- pip install humanize
- ```
-- [Conda](https://anaconda.org/conda-forge/humanize) (π₯ 410K Β· β±οΈ 28.06.2023):
- ```
- conda install -c conda-forge humanize
- ```
-python-slugify (π₯31 Β· β 1.3K) - Returns unicode slugs. MIT
+python-slugify (π₯31 Β· β 1.4K) - Returns unicode slugs. MIT
- [GitHub](https://github.com/un33k/python-slugify) (π¨βπ» 33 Β· π 100 Β· π 67 - 4% open Β· β±οΈ 24.02.2023):
```
git clone https://github.com/un33k/python-slugify
```
-- [PyPi](https://pypi.org/project/python-slugify) (π₯ 11M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2022):
+- [PyPi](https://pypi.org/project/python-slugify) (π₯ 12M / month Β· π¦ 2.8K Β· β±οΈ 27.04.2022):
```
pip install python-slugify
```
@@ -2646,30 +2630,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge python-slugify
```
inflect (π₯30 Β· β 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
+inflect (π₯31 Β· β 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT
-- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 49 Β· π 92 Β· π 100 - 20% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/jaraco/inflect) (π¨βπ» 51 Β· π 100 Β· π 100 - 21% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/inflect) (π₯ 3.1M / month Β· π¦ 970 Β· β±οΈ 01.05.2022):
+- [PyPi](https://pypi.org/project/inflect) (π₯ 3.1M / month Β· π¦ 980 Β· β±οΈ 01.05.2022):
```
pip install inflect
```
-- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 330K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/inflect) (π₯ 330K Β· β±οΈ 04.07.2023):
```
conda install -c conda-forge inflect
```
pyahocorasick (π₯28 Β· β 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3
+pyahocorasick (π₯27 Β· β 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3
- [GitHub](https://github.com/WojciechMula/pyahocorasick) (π¨βπ» 29 Β· π 120 Β· π¦ 1.9K Β· π 130 - 19% open Β· β±οΈ 14.01.2023):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 610K / month Β· π¦ 110 Β· β±οΈ 04.05.2022):
+- [PyPi](https://pypi.org/project/pyahocorasick) (π₯ 570K / month Β· π¦ 110 Β· β±οΈ 04.05.2022):
```
pip install pyahocorasick
```
@@ -2678,36 +2662,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._
conda install -c conda-forge pyahocorasick
```
coolname (π₯23 Β· β 120) - Random Name and Slug Generator. BSD-2
+coolname (π₯22 Β· β 120) - Random Name and Slug Generator. BSD-2
- [GitHub](https://github.com/alexanderlukanin13/coolname) (π¨βπ» 3 Β· π 11 Β· π¦ 1.6K Β· π 9 - 22% open Β· β±οΈ 09.01.2023):
```
git clone https://github.com/alexanderlukanin13/coolname
```
-- [PyPi](https://pypi.org/project/coolname) (π₯ 320K / month Β· π¦ 51 Β· β±οΈ 09.01.2023):
+- [PyPi](https://pypi.org/project/coolname) (π₯ 310K / month Β· π¦ 51 Β· β±οΈ 09.01.2023):
```
pip install coolname
```
-- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 63K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/coolname) (π₯ 64K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge coolname
```
price-parser (π₯21 Β· β 270 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
+price-parser (π₯20 Β· β 270 Β· π€) - Extract price amount and currency symbol from a raw text.. BSD-3
- [GitHub](https://github.com/scrapinghub/price-parser) (π¨βπ» 13 Β· π 45 Β· π¦ 370 Β· π 28 - 67% open Β· β±οΈ 22.11.2022):
```
git clone https://github.com/scrapinghub/price-parser
```
-- [PyPi](https://pypi.org/project/price-parser) (π₯ 61K / month Β· π¦ 7 Β· β±οΈ 25.11.2020):
+- [PyPi](https://pypi.org/project/price-parser) (π₯ 59K / month Β· π¦ 7 Β· β±οΈ 25.11.2020):
```
pip install price-parser
```
Show 2 hidden projects...
+Show 3 hidden projects...
+- humanize (π₯32 Β· β 1.7K Β· π) - python humanize functions.MIT
- awesome-slugify (π₯22 Β· β 480 Β· π) - Python flexible slugify function. βοΈGPL-3.0
- millify (π₯15 Β· β 77 Β· π) - Convert long numbers into a human-readable format in Python. MIT
SQLAlchemy (π₯46 Β· β 7.4K) - The Database Toolkit for Python. MIT
-
-- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 640 Β· π 1.2K Β· π₯ 44K Β· π¦ 590K Β· π 7.4K - 2% open Β· β±οΈ 28.06.2023):
-
- ```
- git clone https://github.com/sqlalchemy/sqlalchemy
- ```
-- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 78M / month Β· π¦ 47K Β· β±οΈ 26.01.2023):
- ```
- pip install SQLAlchemy
- ```
-- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 12M Β· β±οΈ 28.06.2023):
- ```
- conda install -c conda-forge sqlalchemy
- ```
-boto3 (π₯45 Β· β 8.2K) - AWS SDK for Python. Apache-2
-- [GitHub](https://github.com/boto/boto3) (π¨βπ» 140 Β· π 1.8K Β· π¦ 320K Β· π 3K - 5% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/boto/boto3) (π¨βπ» 140 Β· π 1.8K Β· π¦ 330K Β· π 3K - 5% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/boto/boto3
```
-- [PyPi](https://pypi.org/project/boto3) (π₯ 650M / month Β· π¦ 17K Β· β±οΈ 09.12.2022):
+- [PyPi](https://pypi.org/project/boto3) (π₯ 670M / month Β· π¦ 17K Β· β±οΈ 09.12.2022):
```
pip install boto3
```
-- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 16M Β· β±οΈ 29.06.2023):
+- [Conda](https://anaconda.org/conda-forge/boto3) (π₯ 16M Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge boto3
```
google-cloud-storage (π₯44 Β· β 4.2K) - Google Cloud Client Library for Python. Apache-2
+SQLAlchemy (π₯45 Β· β 7.5K Β· π) - The Database Toolkit for Python. MIT
-- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 380 Β· π 1.5K Β· π 3.6K - 4% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (π¨βπ» 640 Β· π 1.2K Β· π₯ 44K Β· π¦ 600K Β· π 7.4K - 2% open Β· β±οΈ 05.07.2023):
```
- git clone https://github.com/googleapis/google-cloud-python
+ git clone https://github.com/sqlalchemy/sqlalchemy
```
-- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 45M / month Β· π¦ 1.9K Β· β±οΈ 08.06.2022):
+- [PyPi](https://pypi.org/project/SQLAlchemy) (π₯ 78M / month Β· π¦ 47K Β· β±οΈ 26.01.2023):
```
- pip install google-cloud-storage
+ pip install SQLAlchemy
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.6M Β· β±οΈ 27.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (π₯ 12M Β· β±οΈ 06.07.2023):
```
- conda install -c conda-forge google-cloud-storage
+ conda install -c conda-forge sqlalchemy
```
redis (π₯43 Β· β 12K) - Redis Python Client. MIT
@@ -2791,9 +2760,25 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge redis-py
```
google-cloud-storage (π₯43 Β· β 4.3K Β· π) - Google Cloud Client Library for Python. Apache-2
+
+- [GitHub](https://github.com/googleapis/google-cloud-python) (π¨βπ» 380 Β· π 1.5K Β· π 3.6K - 4% open Β· β±οΈ 05.07.2023):
+
+ ```
+ git clone https://github.com/googleapis/google-cloud-python
+ ```
+- [PyPi](https://pypi.org/project/google-cloud-storage) (π₯ 45M / month Β· π¦ 1.9K Β· β±οΈ 08.06.2022):
+ ```
+ pip install google-cloud-storage
+ ```
+- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (π₯ 3.6M Β· β±οΈ 27.06.2023):
+ ```
+ conda install -c conda-forge google-cloud-storage
+ ```
+azure-storage-blob (π₯42 Β· β 3.7K) - This repository is for active development of the Azure SDK.. MIT
-- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.2K Β· π 8.3K - 11% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/Azure/azure-sdk-for-python) (π¨βπ» 600 Β· π 2.4K Β· π¦ 2.3K Β· π 8.3K - 11% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/Azure/azure-sdk-for-python
@@ -2802,19 +2787,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install azure-storage-blob
```
-- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 960K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (π₯ 970K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge azure-storage-blob
```
peewee (π₯41 Β· β 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT
-- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 22K Β· π 2.3K - 0% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/coleifer/peewee) (π¨βπ» 150 Β· π 1.4K Β· π¦ 22K Β· β±οΈ 01.07.2023):
```
git clone https://github.com/coleifer/peewee
```
-- [PyPi](https://pypi.org/project/peewee) (π₯ 1.1M / month):
+- [PyPi](https://pypi.org/project/peewee) (π₯ 1.1M / month Β· π¦ 3.7K Β· β±οΈ 11.11.2022):
```
pip install peewee
```
@@ -2825,7 +2810,7 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (π₯40 Β· β 7.3K) - MySQL client library for Python. MIT
-- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 170K Β· π 640 - 2% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/PyMySQL/PyMySQL) (π¨βπ» 120 Β· π 1.4K Β· π¦ 170K Β· π 640 - 2% open Β· β±οΈ 30.06.2023):
```
git clone https://github.com/PyMySQL/PyMySQL
@@ -2841,7 +2826,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (π₯40 Β· β 4K) - Official Python client for Elasticsearch. Apache-2
-- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 190 Β· π 1.2K Β· π₯ 3.2K Β· π¦ 39K Β· π 1K - 4% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/elastic/elasticsearch-py) (π¨βπ» 190 Β· π 1.2K Β· π₯ 3.2K Β· π¦ 39K Β· π 1K - 4% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/elastic/elasticsearch-py
@@ -2878,7 +2863,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/dpkp/kafka-python
```
-- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.8M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
+- [PyPi](https://pypi.org/project/kafka-python) (π₯ 6.5M / month Β· π¦ 1.4K Β· β±οΈ 30.09.2020):
```
pip install kafka-python
```
@@ -2887,6 +2872,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge kafka-python
```
pymongo (π₯39 Β· β 3.9K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+
+- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1.1K Β· β±οΈ 05.07.2023):
+
+ ```
+ git clone https://github.com/mongodb/mongo-python-driver
+ ```
+- [PyPi](https://pypi.org/project/pymongo) (π₯ 19M / month Β· π¦ 20K Β· β±οΈ 07.12.2021):
+ ```
+ pip install pymongo
+ ```
+- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.1M Β· β±οΈ 25.06.2023):
+ ```
+ conda install -c conda-forge pymongo
+ ```
+MongoEngine (π₯38 Β· β 4K) - 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¦ 21K Β· π 1.7K - 22% open Β· β±οΈ 18.04.2023):
@@ -2894,23 +2895,23 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/MongoEngine/mongoengine
```
-- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.1M / month Β· π¦ 3.6K Β· β±οΈ 20.01.2023):
+- [PyPi](https://pypi.org/project/mongoengine) (π₯ 1.2M / month Β· π¦ 3.6K Β· β±οΈ 20.01.2023):
```
pip install mongoengine
```
-- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 210K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/mongoengine) (π₯ 220K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge mongoengine
```
AWS Data Wrangler (π₯37 Β· β 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2
-- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 130 Β· π 620 Β· π₯ 200K Β· π¦ 1.1K Β· π 940 - 3% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/aws/aws-sdk-pandas) (π¨βπ» 130 Β· π 620 Β· π₯ 200K Β· π¦ 1.1K Β· π 950 - 3% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
-- [PyPi](https://pypi.org/project/awswrangler) (π₯ 27M / month Β· π¦ 55 Β· β±οΈ 28.06.2022):
+- [PyPi](https://pypi.org/project/awswrangler) (π₯ 28M / month Β· π¦ 55 Β· β±οΈ 28.06.2022):
```
pip install awswrangler
```
@@ -2921,7 +2922,7 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (π₯37 Β· β 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3
-- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 310 Β· π¦ 23K Β· π 420 - 43% open Β· β±οΈ 01.06.2023):
+- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (π¨βπ» 120 Β· π 310 Β· π¦ 23K Β· π 420 - 43% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/kvesteri/sqlalchemy-utils
@@ -2935,66 +2936,50 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge sqlalchemy-utils
```
python-bigquery (π₯37 Β· β 610) - Google BigQuery API client library. Apache-2
+python-bigquery (π₯37 Β· β 620) - Google BigQuery API client library. Apache-2
-- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 250 Β· π¦ 20K Β· π 580 - 12% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery) (π¨βπ» 130 Β· π 250 Β· π¦ 20K Β· π 580 - 12% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/googleapis/python-bigquery
```
-- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 31M / month Β· π¦ 1.1K Β· β±οΈ 09.06.2022):
+- [PyPi](https://pypi.org/project/google-cloud-bigquery) (π₯ 32M / month Β· π¦ 1.1K Β· β±οΈ 09.06.2022):
```
pip install google-cloud-bigquery
```
-- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.6M Β· β±οΈ 28.06.2023):
+- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (π₯ 2.7M Β· β±οΈ 28.06.2023):
```
conda install -c conda-forge google-cloud-bigquery
```
confluent-kafka-python (π₯36 Β· β 3.3K) - Confluents Kafka Python Client. Apache-2
-
-- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 840 Β· π¦ 6.5K Β· π 1.1K - 23% open Β· β±οΈ 13.06.2023):
-
- ```
- git clone https://github.com/confluentinc/confluent-kafka-python
- ```
-- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.2M / month Β· π¦ 410 Β· β±οΈ 25.07.2017):
- ```
- pip install confluent-kafka
- ```
-- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 730K Β· β±οΈ 08.06.2023):
- ```
- conda install -c conda-forge python-confluent-kafka
- ```
-Ibis (π₯36 Β· β 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2
-- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 160 Β· π 430 Β· π₯ 85 Β· π¦ 540 Β· π 2.2K - 3% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/ibis-project/ibis) (π¨βπ» 160 Β· π 430 Β· π₯ 86 Β· π¦ 540 Β· π 2.2K - 3% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/ibis-project/ibis
```
-- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 80K / month Β· π¦ 46 Β· β±οΈ 30.03.2018):
+- [PyPi](https://pypi.org/project/ibis-framework) (π₯ 79K / month Β· π¦ 46 Β· β±οΈ 30.03.2018):
```
pip install ibis-framework
```
-- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 290K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/ibis-framework) (π₯ 290K Β· β±οΈ 05.07.2023):
```
conda install -c conda-forge ibis-framework
```
mysqlclient (π₯36 Β· β 2.3K) - MySQL database connector for Python (with Python 3 support). βοΈGPL-2.0
-- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 80 Β· π 410 Β· π₯ 5.2K Β· π¦ 130K Β· π 320 - 2% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/PyMySQL/mysqlclient) (π¨βπ» 81 Β· π 410 Β· π₯ 5.3K Β· π¦ 130K Β· π 320 - 2% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/PyMySQL/mysqlclient
```
-- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4.1M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2022):
+- [PyPi](https://pypi.org/project/mysqlclient) (π₯ 4M / month Β· π¦ 7.2K Β· β±οΈ 22.06.2022):
```
pip install mysqlclient
```
-- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 270K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/mysqlclient) (π₯ 270K Β· β±οΈ 02.07.2023):
```
conda install -c conda-forge mysqlclient
```
@@ -3006,7 +2991,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/elastic/elasticsearch-dsl-py
```
-- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 2.9M / month Β· π¦ 970 Β· β±οΈ 15.07.2021):
+- [PyPi](https://pypi.org/project/elasticsearch-dsl) (π₯ 2.8M / month Β· π¦ 970 Β· β±οΈ 15.07.2021):
```
pip install elasticsearch-dsl
```
@@ -3015,18 +3000,34 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c anaconda elasticsearch-dsl
```
confluent-kafka-python (π₯35 Β· β 3.3K) - Confluents Kafka Python Client. Apache-2
+
+- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (π¨βπ» 110 Β· π 840 Β· π¦ 6.5K Β· π 1.1K - 23% open Β· β±οΈ 30.06.2023):
+
+ ```
+ git clone https://github.com/confluentinc/confluent-kafka-python
+ ```
+- [PyPi](https://pypi.org/project/confluent-kafka) (π₯ 9.1M / month Β· π¦ 410 Β· β±οΈ 25.07.2017):
+ ```
+ pip install confluent-kafka
+ ```
+- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (π₯ 730K Β· β±οΈ 08.06.2023):
+ ```
+ conda install -c conda-forge python-confluent-kafka
+ ```
+tortoise-orm (π₯34 Β· β 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2
-- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 310 Β· π₯ 11 Β· π¦ 5.7K Β· π 930 - 48% open Β· β±οΈ 05.06.2023):
+- [GitHub](https://github.com/tortoise/tortoise-orm) (π¨βπ» 120 Β· π 310 Β· π₯ 11 Β· π¦ 5.8K Β· π 930 - 48% open Β· β±οΈ 05.06.2023):
```
git clone https://github.com/tortoise/tortoise-orm
```
-- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 86K / month Β· π¦ 97 Β· β±οΈ 23.10.2020):
+- [PyPi](https://pypi.org/project/tortoise-orm) (π₯ 84K / month Β· π¦ 97 Β· β±οΈ 23.10.2020):
```
pip install tortoise-orm
```
-- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 13K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (π₯ 14K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge tortoise-orm
```
@@ -3038,27 +3039,15 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/mongodb/motor
```
-- [PyPi](https://pypi.org/project/motor) (π₯ 910K / month Β· π¦ 1.1K Β· β±οΈ 25.10.2022):
+- [PyPi](https://pypi.org/project/motor) (π₯ 890K / month Β· π¦ 1.1K Β· β±οΈ 25.10.2022):
```
pip install motor
```
-- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 58K Β· β±οΈ 25.06.2023):
+- [Conda](https://anaconda.org/conda-forge/motor) (π₯ 59K Β· β±οΈ 25.06.2023):
```
conda install -c conda-forge motor
```
libcloud (π₯34 Β· β 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-
-- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 460 Β· π 890 Β· π¦ 3K Β· π 190 - 40% open Β· β±οΈ 30.01.2023):
-
- ```
- git clone https://github.com/apache/libcloud
- ```
-- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 140K / month Β· π¦ 860 Β· β±οΈ 09.01.2023):
- ```
- pip install apache-libcloud
- ```
-Cassandra Driver (π₯34 Β· β 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2
- [GitHub](https://github.com/datastax/python-driver) (π¨βπ» 190 Β· π 520 Β· π¦ 5.2K Β· β±οΈ 06.06.2023):
@@ -3098,7 +3087,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/boto/s3transfer
```
-- [PyPi](https://pypi.org/project/s3transfer) (π₯ 220M / month Β· π¦ 4.3K Β· β±οΈ 31.05.2022):
+- [PyPi](https://pypi.org/project/s3transfer) (π₯ 210M / month Β· π¦ 4.3K Β· β±οΈ 31.05.2022):
```
pip install s3transfer
```
@@ -3107,9 +3096,21 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge s3transfer
```
neo4j-driver (π₯33 Β· β 810) - Neo4j Bolt driver for Python. Apache-2
+libcloud (π₯33 Β· β 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2
-- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 180 Β· π¦ 4.7K Β· π 230 - 3% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/apache/libcloud) (π¨βπ» 460 Β· π 890 Β· π¦ 3K Β· π 190 - 40% open Β· β±οΈ 30.01.2023):
+
+ ```
+ git clone https://github.com/apache/libcloud
+ ```
+- [PyPi](https://pypi.org/project/apache-libcloud) (π₯ 130K / month Β· π¦ 860 Β· β±οΈ 09.01.2023):
+ ```
+ pip install apache-libcloud
+ ```
+neo4j-driver (π₯33 Β· β 810) - Neo4j Bolt driver for Python. Apache-2
+
+- [GitHub](https://github.com/neo4j/neo4j-python-driver) (π¨βπ» 41 Β· π 180 Β· π¦ 4.7K Β· π 230 - 3% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/neo4j/neo4j-python-driver
@@ -3118,19 +3119,19 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install neo4j-driver
```
-- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 180K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (π₯ 180K Β· β±οΈ 29.06.2023):
```
conda install -c conda-forge neo4j-python-driver
```
minio (π₯33 Β· β 640) - MinIO Client SDK for Python. Apache-2
+minio (π₯33 Β· β 650) - MinIO Client SDK for Python. Apache-2
-- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 280 Β· π¦ 4.8K Β· π 500 - 0% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/minio/minio-py) (π¨βπ» 120 Β· π 280 Β· π¦ 4.8K Β· π 510 - 0% open Β· β±οΈ 26.06.2023):
```
git clone https://github.com/minio/minio-py
```
-- [PyPi](https://pypi.org/project/minio) (π₯ 1.2M / month):
+- [PyPi](https://pypi.org/project/minio) (π₯ 1.2M / month Β· π¦ 410 Β· β±οΈ 07.01.2023):
```
pip install minio
```
@@ -3155,14 +3156,14 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge prometheus_client
```
Pony (π₯32 Β· β 3.3K) - Pony Object Relational Mapper. Apache-2
+Pony (π₯32 Β· β 3.3K Β· π€) - Pony Object Relational Mapper. Apache-2
-- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 24 Β· π 230 Β· π₯ 57 Β· π¦ 3.5K Β· π 640 - 48% open Β· β±οΈ 15.12.2022):
+- [GitHub](https://github.com/ponyorm/pony) (π¨βπ» 24 Β· π 230 Β· π₯ 59 Β· π¦ 3.5K Β· π 640 - 48% open Β· β±οΈ 15.12.2022):
```
git clone https://github.com/ponyorm/pony
```
-- [PyPi](https://pypi.org/project/pony) (π₯ 84K / month Β· π¦ 360 Β· β±οΈ 27.01.2022):
+- [PyPi](https://pypi.org/project/pony) (π₯ 87K / month Β· π¦ 360 Β· β±οΈ 27.01.2022):
```
pip install pony
```
@@ -3178,7 +3179,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/pynamodb/PynamoDB
```
-- [PyPi](https://pypi.org/project/pynamodb) (π₯ 2.3M / month Β· π¦ 160 Β· β±οΈ 09.02.2022):
+- [PyPi](https://pypi.org/project/pynamodb) (π₯ 2.5M / month Β· π¦ 160 Β· β±οΈ 09.02.2022):
```
pip install pynamodb
```
@@ -3203,25 +3204,25 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge influxdb
```
pandas-gbq (π₯32 Β· β 370) - Google BigQuery connector for pandas. BSD-3
+pandas-gbq (π₯32 Β· β 380) - Google BigQuery connector for pandas. BSD-3
-- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 42 Β· π 120 Β· π₯ 340 Β· π¦ 7.2K Β· π 300 - 16% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (π¨βπ» 42 Β· π 120 Β· π₯ 340 Β· π¦ 7.3K Β· π 300 - 16% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/googleapis/python-bigquery-pandas
```
-- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 7.1M / month Β· π¦ 310 Β· β±οΈ 09.06.2022):
+- [PyPi](https://pypi.org/project/pandas-gbq) (π₯ 7.2M / month Β· π¦ 310 Β· β±οΈ 09.06.2022):
```
pip install pandas-gbq
```
-- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.8M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (π₯ 1.8M Β· β±οΈ 29.06.2023):
```
conda install -c conda-forge pandas-gbq
```
sqlmodel (π₯31 Β· β 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic
-- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 430 Β· π¦ 6.3K Β· π 370 - 60% open Β· β±οΈ 21.02.2023):
+- [GitHub](https://github.com/tiangolo/sqlmodel) (π¨βπ» 53 Β· π 430 Β· π¦ 6.4K Β· π 370 - 60% open Β· β±οΈ 21.02.2023):
```
git clone https://github.com/tiangolo/sqlmodel
@@ -3230,27 +3231,11 @@ _Libraries for connecting to, operating, and querying databases._
```
pip install sqlmodel
```
-- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 13K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/sqlmodel) (π₯ 14K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge sqlmodel
```
pymongo (π₯31 Β· β 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2
-
-- [GitHub](https://github.com/mongodb/mongo-python-driver) (π¨βπ» 200 Β· π 1K Β· β±οΈ 28.06.2023):
-
- ```
- git clone https://github.com/mongodb/mongo-python-driver
- ```
-- [PyPi](https://pypi.org/project/pymongo) (π₯ 20M / month):
- ```
- pip install pymongo
- ```
-- [Conda](https://anaconda.org/conda-forge/pymongo) (π₯ 1.1M Β· β±οΈ 25.06.2023):
- ```
- conda install -c conda-forge pymongo
- ```
-Databases (π₯31 Β· β 3.5K) - Async database support for Python. BSD-3
- [GitHub](https://github.com/encode/databases) (π¨βπ» 53 Β· π 240 Β· π¦ 19K Β· π 320 - 42% open Β· β±οΈ 24.05.2023):
@@ -3258,7 +3243,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/encode/databases
```
-- [PyPi](https://pypi.org/project/databases) (π₯ 380K / month Β· π¦ 130 Β· β±οΈ 30.05.2022):
+- [PyPi](https://pypi.org/project/databases) (π₯ 370K / month Β· π¦ 130 Β· β±οΈ 30.05.2022):
```
pip install databases
```
@@ -3286,7 +3271,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/kennethreitz/records
```
-- [PyPi](https://pypi.org/project/records) (π₯ 210K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
+- [PyPi](https://pypi.org/project/records) (π₯ 220K / month Β· π¦ 180 Β· β±οΈ 02.09.2017):
```
pip install records
```
@@ -3295,6 +3280,22 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge records
```
dataset (π₯30 Β· β 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
+
+- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 76 Β· π 290 Β· π¦ 3.1K Β· π 300 - 11% open Β· β±οΈ 30.01.2023):
+
+ ```
+ git clone https://github.com/pudo/dataset
+ ```
+- [PyPi](https://pypi.org/project/dataset) (π₯ 68K / month Β· π¦ 580 Β· β±οΈ 16.12.2021):
+ ```
+ pip install dataset
+ ```
+- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 6.1K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge dataset
+ ```
+cx-Oracle (π₯30 Β· β 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3
- [GitHub](https://github.com/oracle/python-cx_Oracle) (π¨βπ» 17 Β· π 350 Β· π¦ 7.4K Β· π 640 - 6% open Β· β±οΈ 03.06.2023):
@@ -3302,18 +3303,18 @@ _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₯ 2.6M / month Β· π¦ 320 Β· β±οΈ 04.11.2021):
+- [PyPi](https://pypi.org/project/cx-Oracle) (π₯ 2.5M / month Β· π¦ 320 Β· β±οΈ 04.11.2021):
```
pip install cx-Oracle
```
-- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 420K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cx_oracle) (π₯ 430K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge cx_oracle
```
pysolr (π₯30 Β· β 640) - Pysolr Python Solr client. BSD-3
-- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 68 Β· π 330 Β· π¦ 3.1K Β· π 160 - 23% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/django-haystack/pysolr) (π¨βπ» 68 Β· π 330 Β· π¦ 3.1K Β· π 160 - 23% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/django-haystack/pysolr
@@ -3327,22 +3328,6 @@ _Libraries for connecting to, operating, and querying databases._
conda install -c conda-forge pysolr
```
dataset (π₯29 Β· β 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT
-
-- [GitHub](https://github.com/pudo/dataset) (π¨βπ» 76 Β· π 280 Β· π¦ 3.1K Β· π 290 - 9% open Β· β±οΈ 30.01.2023):
-
- ```
- git clone https://github.com/pudo/dataset
- ```
-- [PyPi](https://pypi.org/project/dataset) (π₯ 69K / month):
- ```
- pip install dataset
- ```
-- [Conda](https://anaconda.org/conda-forge/dataset) (π₯ 6K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge dataset
- ```
-py2neo (π₯29 Β· β 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2
- [GitHub](https://github.com/py2neo-org/py2neo) (π¨βπ» 33 Β· π 220 Β· π 780 - 2% open Β· β±οΈ 19.05.2023):
@@ -3350,7 +3335,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/py2neo-org/py2neo
```
-- [PyPi](https://pypi.org/project/py2neo) (π₯ 200K / month Β· π¦ 630 Β· β±οΈ 14.10.2021):
+- [PyPi](https://pypi.org/project/py2neo) (π₯ 180K / month Β· π¦ 640 Β· β±οΈ 14.10.2021):
```
pip install py2neo
```
@@ -3361,24 +3346,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (π₯28 Β· β 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2
-- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 24 Β· π 51 Β· π¦ 290 Β· π 330 - 50% open Β· β±οΈ 16.06.2023):
+- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (π¨βπ» 24 Β· π 53 Β· π¦ 300 Β· π 330 - 51% open Β· β±οΈ 01.07.2023):
```
git clone https://github.com/RobertCraigie/prisma-client-py
```
-- [PyPi](https://pypi.org/project/prisma) (π₯ 22K / month Β· π¦ 4 Β· β±οΈ 21.05.2022):
+- [PyPi](https://pypi.org/project/prisma) (π₯ 24K / month Β· π¦ 5 Β· β±οΈ 21.05.2022):
```
pip install prisma
```
piccolos (π₯28 Β· β 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
+piccolos (π₯28 Β· β 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT
-- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 40 Β· π 69 Β· π¦ 270 Β· π 330 - 30% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/piccolo-orm/piccolo) (π¨βπ» 40 Β· π 71 Β· π¦ 270 Β· π 330 - 30% open Β· β±οΈ 28.06.2023):
```
git clone https://github.com/piccolo-orm/piccolo
```
-- [PyPi](https://pypi.org/project/piccolo) (π₯ 16K / month Β· π¦ 9 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/piccolo) (π₯ 17K / month Β· π¦ 9 Β· β±οΈ 06.07.2022):
```
pip install piccolo
```
@@ -3390,7 +3375,7 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/python-happybase/happybase
```
-- [PyPi](https://pypi.org/project/happybase) (π₯ 94K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
+- [PyPi](https://pypi.org/project/happybase) (π₯ 77K / month Β· π¦ 230 Β· β±οΈ 14.05.2019):
```
pip install happybase
```
@@ -3406,35 +3391,35 @@ _Libraries for connecting to, operating, and querying databases._
```
git clone https://github.com/Scille/umongo
```
-- [PyPi](https://pypi.org/project/umongo) (π₯ 27K / month Β· π¦ 16 Β· β±οΈ 23.12.2021):
+- [PyPi](https://pypi.org/project/umongo) (π₯ 28K / month Β· π¦ 16 Β· β±οΈ 23.12.2021):
```
pip install umongo
```
-- [Conda](https://anaconda.org/conda-forge/umongo) (π₯ 4.6K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/umongo) (π₯ 4.7K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge umongo
```
filedepot (π₯25 Β· β 150) - Toolkit for storing files and attachments in web applications. MIT
-- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 820 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
+- [GitHub](https://github.com/amol-/depot) (π¨βπ» 20 Β· π 40 Β· π¦ 830 Β· π 45 - 17% open Β· β±οΈ 15.06.2023):
```
git clone https://github.com/amol-/depot
```
-- [PyPi](https://pypi.org/project/filedepot) (π₯ 17K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
+- [PyPi](https://pypi.org/project/filedepot) (π₯ 20K / month Β· π¦ 47 Β· β±οΈ 11.12.2022):
```
pip install filedepot
```
ODMantic (π₯22 Β· β 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
+ODMantic (π₯21 Β· β 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC
- [GitHub](https://github.com/art049/odmantic) (π¨βπ» 16 Β· π 76 Β· π 150 - 47% open Β· β±οΈ 03.01.2023):
```
git clone https://github.com/art049/odmantic
```
-- [PyPi](https://pypi.org/project/odmantic) (π₯ 16K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
+- [PyPi](https://pypi.org/project/odmantic) (π₯ 15K / month Β· π¦ 6 Β· β±οΈ 01.06.2022):
```
pip install odmantic
```
@@ -3461,8 +3446,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects...
-- psycopg2 (π₯39 Β· β 3K) - PostgreSQL database adapter for the Python..βοΈBSD-3-Clause-Attribution
-- pyodbc (π₯34 Β· β 2.7K) - Python ODBC bridge. βοΈMIT-0
+- psycopg2 (π₯38 Β· β 3K Β· π) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
+- pyodbc (π₯32 Β· β 2.7K Β· π) - Python ODBC bridge. βοΈMIT-0
- PyPika (π₯32 Β· β 2.1K Β· π) - PyPika is a python SQL query builder that exposes the full.. Apache-2
- google-cloud-bigtable (π₯31 Β· β 53) - Google Cloud Bigtable API client library. Apache-2
- redis-py-cluster (π₯30 Β· β 1.1K Β· π) - Python cluster client for the official redis cluster... MIT
@@ -3472,7 +3457,7 @@ _Libraries for connecting to, operating, and querying databases._
- pyhdb (π₯25 Β· β 310 Β· π) - SAP HANA Connector in pure Python. Apache-2
- PyMODM (π₯23 Β· β 350 Β· π) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2
- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
-- PugSQL (π₯20 Β· β 620 Β· π) - A HugSQL-inspired database library for Python. Apache-2
+- PugSQL (π₯19 Β· β 620 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
- gsheets-db-api (π₯19 Β· β 190 Β· π) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT
- lazydata (π₯16 Β· β 630 Β· π) - Lazydata: Scalable data dependencies for Python projects. Apache-2
@@ -3488,32 +3473,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (π₯43 Β· β 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2
-- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 520 Β· π 2.2K Β· π¦ 19K Β· π 2.4K - 26% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/huggingface/datasets) (π¨βπ» 520 Β· π 2.2K Β· π¦ 20K Β· π 2.4K - 26% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/huggingface/datasets
```
-- [PyPi](https://pypi.org/project/datasets) (π₯ 3.4M / month Β· π¦ 500 Β· β±οΈ 15.06.2022):
+- [PyPi](https://pypi.org/project/datasets) (π₯ 3.3M / month Β· π¦ 510 Β· β±οΈ 15.06.2022):
```
pip install datasets
```
-- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 330K Β· β±οΈ 27.06.2023):
+- [Conda](https://anaconda.org/conda-forge/datasets) (π₯ 340K Β· β±οΈ 27.06.2023):
```
conda install -c conda-forge datasets
```
Faker (π₯43 Β· β 16K) - Faker is a Python package that generates fake data for you. MIT
-- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 530 Β· π 1.8K Β· π¦ 150K Β· π 650 - 3% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/joke2k/faker) (π¨βπ» 530 Β· π 1.8K Β· π¦ 150K Β· π 660 - 3% open Β· β±οΈ 27.06.2023):
```
git clone https://github.com/joke2k/faker
```
-- [PyPi](https://pypi.org/project/Faker) (π₯ 8M / month Β· π¦ 3.1K Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/Faker) (π₯ 7.8M / month Β· π¦ 3.1K Β· β±οΈ 06.07.2022):
```
pip install Faker
```
-- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 800K Β· β±οΈ 27.06.2023):
+- [Conda](https://anaconda.org/conda-forge/faker) (π₯ 810K Β· β±οΈ 27.06.2023):
```
conda install -c conda-forge faker
```
@@ -3536,7 +3521,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (π₯35 Β· β 5.2K) - Python module that makes working with XML feel like you are working.. MIT
-- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 460 Β· π¦ 55K Β· π 240 - 33% open Β· β±οΈ 12.03.2023):
+- [GitHub](https://github.com/martinblech/xmltodict) (π¨βπ» 49 Β· π 460 Β· π¦ 56K Β· π 240 - 33% open Β· β±οΈ 12.03.2023):
```
git clone https://github.com/martinblech/xmltodict
@@ -3545,14 +3530,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
pip install xmltodict
```
-- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 2.9M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/xmltodict) (π₯ 3M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge xmltodict
```
Tablib (π₯35 Β· β 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
-- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 57K Β· π 250 - 14% open Β· β±οΈ 11.06.2023):
+- [GitHub](https://github.com/jazzband/tablib) (π¨βπ» 120 Β· π 580 Β· π¦ 59K Β· π 250 - 13% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/jazzband/tablib
@@ -3566,14 +3551,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge tablib
```
python-magic (π₯34 Β· β 2.3K) - A python wrapper for libmagic. MIT
+python-magic (π₯34 Β· β 2.4K) - A python wrapper for libmagic. MIT
- [GitHub](https://github.com/ahupp/python-magic) (π¨βπ» 58 Β· π 260 Β· π¦ 44K Β· π 190 - 18% open Β· β±οΈ 30.03.2023):
```
git clone https://github.com/ahupp/python-magic
```
-- [PyPi](https://pypi.org/project/python-magic) (π₯ 5.3M / month Β· π¦ 3.2K Β· β±οΈ 07.06.2022):
+- [PyPi](https://pypi.org/project/python-magic) (π₯ 5.4M / month Β· π¦ 3.2K Β· β±οΈ 07.06.2022):
```
pip install python-magic
```
@@ -3589,11 +3574,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/wireservice/csvkit
```
-- [PyPi](https://pypi.org/project/csvkit) (π₯ 140K / month Β· π¦ 370 Β· β±οΈ 06.03.2022):
+- [PyPi](https://pypi.org/project/csvkit) (π₯ 150K / month Β· π¦ 370 Β· β±οΈ 06.03.2022):
```
pip install csvkit
```
-- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 91K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/csvkit) (π₯ 92K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge csvkit
```
@@ -3605,11 +3590,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/wkentaro/gdown
```
-- [PyPi](https://pypi.org/project/gdown) (π₯ 1.1M / month Β· π¦ 330 Β· β±οΈ 18.10.2022):
+- [PyPi](https://pypi.org/project/gdown) (π₯ 1.1M / month Β· π¦ 340 Β· β±οΈ 18.10.2022):
```
pip install gdown
```
-- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 190K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/gdown) (π₯ 200K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge gdown
```
@@ -3621,7 +3606,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/intake/intake
```
-- [PyPi](https://pypi.org/project/intake) (π₯ 70K / month Β· π¦ 110 Β· β±οΈ 09.01.2022):
+- [PyPi](https://pypi.org/project/intake) (π₯ 58K / month Β· π¦ 110 Β· β±οΈ 09.01.2022):
```
pip install intake
```
@@ -3632,7 +3617,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (π₯30 Β· β 5.5K) - A system for quickly generating training data with weak supervision. Apache-2
-- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 78 Β· π 850 Β· π₯ 1K Β· π¦ 330 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
+- [GitHub](https://github.com/snorkel-team/snorkel) (π¨βπ» 78 Β· π 850 Β· π₯ 1K Β· π¦ 340 Β· π 980 - 2% open Β· β±οΈ 17.02.2023):
```
git clone https://github.com/snorkel-team/snorkel
@@ -3646,14 +3631,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge snorkel
```
smart-open (π₯27 Β· β 2.9K Β· π) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+smart-open (π₯30 Β· β 2.9K Β· π) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- [GitHub](https://github.com/RaRe-Technologies/smart_open) (π¨βπ» 100 Β· π 340 Β· π 370 - 17% open Β· β±οΈ 19.01.2023):
+- [GitHub](https://github.com/RaRe-Technologies/smart_open) (π¨βπ» 100 Β· π 350 Β· π 390 - 20% open Β· β±οΈ 02.07.2023):
```
git clone https://github.com/RaRe-Technologies/smart_open
```
-- [PyPi](https://pypi.org/project/smart-open) (π₯ 13M / month):
+- [PyPi](https://pypi.org/project/smart-open) (π₯ 13M / month Β· π¦ 610 Β· β±οΈ 12.12.2022):
```
pip install smart-open
```
@@ -3662,26 +3647,42 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c conda-forge smart_open
```
img2dataset (π₯27 Β· β 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
+pandas-datareader (π₯29 Β· β 2.7K Β· π) - Extract data from a wide range of Internet sources.. BSD-3
-- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 25 Β· π 220 Β· π₯ 1.1K Β· π¦ 53 Β· π 190 - 42% open Β· β±οΈ 12.06.2023):
+- [GitHub](https://github.com/pydata/pandas-datareader) (π¨βπ» 87 Β· π 640 Β· π 530 - 25% open Β· β±οΈ 24.06.2023):
+
+ ```
+ git clone https://github.com/pydata/pandas-datareader
+ ```
+- [PyPi](https://pypi.org/project/pandas-datareader) (π₯ 390K / month Β· π¦ 840 Β· β±οΈ 13.07.2021):
+ ```
+ pip install pandas-datareader
+ ```
+- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (π₯ 300K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge pandas-datareader
+ ```
+img2dataset (π₯26 Β· β 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT
+
+- [GitHub](https://github.com/rom1504/img2dataset) (π¨βπ» 25 Β· π 230 Β· π₯ 1.2K Β· π¦ 53 Β· π 200 - 42% open Β· β±οΈ 12.06.2023):
```
git clone https://github.com/rom1504/img2dataset
```
-- [PyPi](https://pypi.org/project/img2dataset) (π₯ 23K / month Β· π¦ 1 Β· β±οΈ 07.01.2023):
+- [PyPi](https://pypi.org/project/img2dataset) (π₯ 25K / month Β· π¦ 1 Β· β±οΈ 07.01.2023):
```
pip install img2dataset
```
camelot (π₯23 Β· β 2K) - A Python library to extract tabular data from PDFs. MIT
+camelot (π₯23 Β· β 2.2K) - A Python library to extract tabular data from PDFs. MIT
- [GitHub](https://github.com/camelot-dev/camelot) (π¨βπ» 40 Β· π 360 Β· π 280 - 63% open Β· β±οΈ 23.05.2023):
```
git clone https://github.com/camelot-dev/camelot
```
-- [PyPi](https://pypi.org/project/camelot) (π₯ 5.7K / month Β· π¦ 10 Β· β±οΈ 11.04.2013):
+- [PyPi](https://pypi.org/project/camelot) (π₯ 5.8K / month Β· π¦ 10 Β· β±οΈ 11.04.2013):
```
pip install camelot
```
@@ -3693,24 +3694,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
```
git clone https://github.com/turicas/rows
```
-- [PyPi](https://pypi.org/project/rows) (π₯ 750 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
+- [PyPi](https://pypi.org/project/rows) (π₯ 660 / month Β· π¦ 29 Β· β±οΈ 14.02.2019):
```
pip install rows
```
Upgini (π₯20 Β· β 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3
-- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 20 Β· π¦ 1 Β· β±οΈ 21.06.2023):
+- [GitHub](https://github.com/upgini/upgini) (π¨βπ» 9 Β· π 20 Β· π¦ 1 Β· β±οΈ 05.07.2023):
```
git clone https://github.com/upgini/upgini
```
-- [PyPi](https://pypi.org/project/upgini) (π₯ 8.6K / month Β· β±οΈ 30.06.2022):
+- [PyPi](https://pypi.org/project/upgini) (π₯ 8.8K / month Β· β±οΈ 30.06.2022):
```
pip install upgini
```
Squirrel (π₯16 Β· β 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2
+Squirrel (π₯15 Β· β 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2
- [GitHub](https://github.com/merantix-momentum/squirrel-core) (π¨βπ» 14 Β· π 6 Β· π¦ 2 Β· π 6 - 66% open Β· β±οΈ 22.06.2023):
@@ -3726,22 +3727,21 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
conda install -c anaconda squirrel-core
```
Show 14 hidden projects...
+Show 13 hidden projects...
- xlrd (π₯33 Β· β 2.1K Β· π) - Please use openpyxl where you can...BSD-3
- SDV (π₯32 Β· β 1.5K) - Synthetic data generation for tabular data. βοΈSSPL-1.0
- PDFMiner (π₯30 Β· β 5K Β· π) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
- tabulator-py (π₯28 Β· β 230 Β· π) - Python library for reading and writing tabular data via streams. MIT
+- textract (π₯27 Β· β 3.5K Β· π) - extract text from any document. no muss. no fuss. MIT
- Singer (π₯25 Β· β 1.1K Β· π) - Standard for moving data between databases, web APIs, files,.. βοΈAGPL-3.0
- messytables (π₯25 Β· β 380 Β· π) - Tools for parsing messy tabular data. This is now superseded by.. MIT
-- textract (π₯24 Β· β 3.5K Β· π) - extract text from any document. no muss. no fuss. MIT
- pyexcel-xlsx (π₯24 Β· β 110 Β· π) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3
-- pandas-datareader (π₯23 Β· β 2.7K Β· π) - Extract data from a wide range of Internet sources.. βUnlicensed
- deepdish (π₯23 Β· β 260 Β· π) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3
- borb (π₯21 Β· β 3.1K) - borb is a library for reading, creating and manipulating PDF files.. βUnlicensed
- datatest (π₯21 Β· β 280 Β· π) - Tools for test driven data-wrangling and data validation. Apache-2
- excalibur (π₯20 Β· β 1.3K Β· π) - A web interface to extract tabular data from PDFs. MIT
-- csvs-to-sqlite (π₯17 Β· β 760 Β· π) - Convert CSV files into a SQLite database. Apache-2
+- csvs-to-sqlite (π₯16 Β· β 760 Β· π) - Convert CSV files into a SQLite database. Apache-2
@@ -3753,12 +3753,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (π₯46 Β· β 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2
-- [GitHub](https://github.com/apache/airflow) (π¨βπ» 2.9K Β· π 13K Β· π₯ 500K Β· π¦ 7.2K Β· π 7.7K - 11% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/apache/airflow) (π¨βπ» 2.9K Β· π 13K Β· π₯ 500K Β· π¦ 7.3K Β· π 7.7K - 11% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/apache/airflow
```
-- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 11M / month Β· π¦ 250 Β· β±οΈ 23.01.2019):
+- [PyPi](https://pypi.org/project/apache-airflow) (π₯ 11M / month Β· π¦ 260 Β· β±οΈ 23.01.2019):
```
pip install apache-airflow
```
@@ -3773,12 +3773,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (π₯46 Β· β 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
-- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 4.9K - 12% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/celery/celery) (π¨βπ» 1.3K Β· π 4.5K Β· π¦ 110K Β· π 4.9K - 12% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/celery/celery
```
-- [PyPi](https://pypi.org/project/celery) (π₯ 6.9M / month Β· π¦ 15K Β· β±οΈ 29.06.2022):
+- [PyPi](https://pypi.org/project/celery) (π₯ 6.8M / month Β· π¦ 15K Β· β±οΈ 29.06.2022):
```
pip install celery
```
@@ -3789,28 +3789,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (π₯42 Β· β 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2
-- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 170 Β· π 1.2K Β· π¦ 3.2K Β· π 3.9K - 12% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/PrefectHQ/prefect) (π¨βπ» 320 Β· π 1.3K Β· π¦ 3.3K Β· π 4K - 13% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/PrefectHQ/prefect
```
-- [PyPi](https://pypi.org/project/prefect) (π₯ 760K / month):
+- [PyPi](https://pypi.org/project/prefect) (π₯ 690K / month Β· π¦ 140 Β· β±οΈ 05.07.2022):
```
pip install prefect
```
-- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 470K Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/prefect) (π₯ 470K Β· β±οΈ 30.06.2023):
```
conda install -c conda-forge prefect
```
Beam (π₯41 Β· β 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2
-- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.5K Β· π 4K Β· π¦ 2 Β· π 5.9K - 71% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/apache/beam) (π¨βπ» 1.5K Β· π 4K Β· π¦ 2 Β· π 5.9K - 71% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/apache/beam
```
-- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6.3M / month Β· π¦ 170 Β· β±οΈ 27.06.2022):
+- [PyPi](https://pypi.org/project/apache-beam) (π₯ 6M / month Β· π¦ 170 Β· β±οΈ 27.06.2022):
```
pip install apache-beam
```
@@ -3826,71 +3826,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/rq/rq
```
-- [PyPi](https://pypi.org/project/rq) (π₯ 810K / month Β· π¦ 1.8K Β· β±οΈ 15.01.2023):
+- [PyPi](https://pypi.org/project/rq) (π₯ 800K / month Β· π¦ 1.8K Β· β±οΈ 15.01.2023):
```
pip install rq
```
-- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 93K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/rq) (π₯ 94K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge rq
```
Dagster (π₯40 Β· β 7.8K) - An orchestration platform for the development, production, and.. Apache-2
-- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 320 Β· π 970 Β· π¦ 1.3K Β· π 5.8K - 30% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/dagster-io/dagster) (π¨βπ» 320 Β· π 970 Β· π¦ 1.3K Β· π 5.9K - 30% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/dagster-io/dagster
```
-- [PyPi](https://pypi.org/project/dagster) (π₯ 590K / month Β· π¦ 120 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dagster) (π₯ 570K / month Β· π¦ 120 Β· β±οΈ 06.07.2022):
```
pip install dagster
```
-- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 930K Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/dagster) (π₯ 940K Β· β±οΈ 01.07.2023):
```
conda install -c conda-forge dagster
```
Great Expectations (π₯39 Β· β 8.5K) - Always know what to expect from your data. Apache-2
+Great Expectations (π₯39 Β· β 8.6K) - Always know what to expect from your data. Apache-2
-- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 390 Β· π 1.3K Β· π 1.7K - 8% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/great-expectations/great_expectations) (π¨βπ» 390 Β· π 1.3K Β· π 1.7K - 8% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/great-expectations/great_expectations
```
-- [PyPi](https://pypi.org/project/great_expectations) (π₯ 10M / month Β· π¦ 32 Β· β±οΈ 04.11.2022):
+- [PyPi](https://pypi.org/project/great_expectations) (π₯ 11M / month Β· π¦ 32 Β· β±οΈ 04.11.2022):
```
pip install great_expectations
```
-- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 670K Β· β±οΈ 24.06.2023):
+- [Conda](https://anaconda.org/conda-forge/great-expectations) (π₯ 680K Β· β±οΈ 30.06.2023):
```
conda install -c conda-forge great-expectations
```
joblib (π₯39 Β· β 3.3K) - Computing with Python functions. BSD-3
-- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 300K Β· π 840 - 46% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/joblib/joblib) (π¨βπ» 120 Β· π 380 Β· π¦ 310K Β· π 840 - 46% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/joblib/joblib
```
-- [PyPi](https://pypi.org/project/joblib) (π₯ 26M / month Β· π¦ 6K Β· β±οΈ 10.10.2022):
+- [PyPi](https://pypi.org/project/joblib) (π₯ 25M / month Β· π¦ 6K Β· β±οΈ 10.10.2022):
```
pip install joblib
```
-- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 20M Β· β±οΈ 28.06.2023):
+- [Conda](https://anaconda.org/conda-forge/joblib) (π₯ 20M Β· β±οΈ 30.06.2023):
```
conda install -c conda-forge joblib
```
dbt (π₯38 Β· β 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2
-- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 280 Β· π 1.3K Β· π₯ 2K Β· π¦ 2.9K Β· π 4.2K - 11% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/dbt-labs/dbt-core) (π¨βπ» 290 Β· π 1.3K Β· π₯ 2K Β· π¦ 2.9K Β· π 4.2K - 10% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/dbt-labs/dbt-core
```
-- [PyPi](https://pypi.org/project/dbt) (π₯ 120K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
+- [PyPi](https://pypi.org/project/dbt) (π₯ 130K / month Β· π¦ 30 Β· β±οΈ 06.12.2021):
```
pip install dbt
```
@@ -3906,7 +3906,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/spotify/luigi
```
-- [PyPi](https://pypi.org/project/luigi) (π₯ 580K / month Β· π¦ 410 Β· β±οΈ 18.01.2023):
+- [PyPi](https://pypi.org/project/luigi) (π₯ 560K / month Β· π¦ 410 Β· β±οΈ 18.01.2023):
```
pip install luigi
```
@@ -3917,19 +3917,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (π₯36 Β· β 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2
-- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 190 Β· π 800 Β· π¦ 1.7K Β· π 1.3K - 23% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/kedro-org/kedro) (π¨βπ» 200 Β· π 800 Β· π¦ 1.7K Β· π 1.4K - 23% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/kedro-org/kedro
```
-- [PyPi](https://pypi.org/project/kedro) (π₯ 380K / month Β· π¦ 57 Β· β±οΈ 08.04.2019):
+- [PyPi](https://pypi.org/project/kedro) (π₯ 370K / month Β· π¦ 58 Β· β±οΈ 08.04.2019):
```
pip install kedro
```
Activeloop (π₯32 Β· β 6.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
+Activeloop (π₯32 Β· β 6.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0
-- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 110 Β· π 480 Β· π¦ 340 Β· π 420 - 10% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/activeloopai/deeplake) (π¨βπ» 110 Β· π 480 Β· π¦ 360 Β· π 420 - 10% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/activeloopai/Hub
@@ -3946,7 +3946,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/coleifer/huey
```
-- [PyPi](https://pypi.org/project/huey) (π₯ 89K / month):
+- [PyPi](https://pypi.org/project/huey) (π₯ 86K / month Β· π¦ 170 Β· β±οΈ 21.10.2022):
```
pip install huey
```
@@ -3962,7 +3962,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/petl-developers/petl
```
-- [PyPi](https://pypi.org/project/petl) (π₯ 880K / month Β· π¦ 84 Β· β±οΈ 23.11.2022):
+- [PyPi](https://pypi.org/project/petl) (π₯ 890K / month Β· π¦ 84 Β· β±οΈ 23.11.2022):
```
pip install petl
```
@@ -3973,31 +3973,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (π₯31 Β· β 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2
-- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 69 Β· π 300 Β· π₯ 1 Β· π¦ 110 Β· π 200 - 15% open Β· β±οΈ 20.06.2023):
+- [GitHub](https://github.com/zenml-io/zenml) (π¨βπ» 70 Β· π 310 Β· π₯ 1 Β· π¦ 110 Β· π 210 - 15% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/zenml-io/zenml
```
-- [PyPi](https://pypi.org/project/zenml) (π₯ 5.8K / month Β· π¦ 2 Β· β±οΈ 28.06.2022):
+- [PyPi](https://pypi.org/project/zenml) (π₯ 6K / month Β· π¦ 2 Β· β±οΈ 28.06.2022):
```
pip install zenml
```
whylogs (π₯30 Β· β 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2
-- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 21 Β· π 95 Β· π₯ 39 Β· π¦ 130 Β· π 370 - 8% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/whylabs/whylogs) (π¨βπ» 21 Β· π 98 Β· π₯ 39 Β· π¦ 130 Β· π 360 - 4% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/whylabs/whylogs
```
-- [PyPi](https://pypi.org/project/whylogs) (π₯ 60K / month Β· π¦ 5 Β· β±οΈ 31.03.2022):
+- [PyPi](https://pypi.org/project/whylogs) (π₯ 69K / month Β· π¦ 5 Β· β±οΈ 31.03.2022):
```
pip install whylogs
```
mleap (π₯30 Β· β 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2
-- [GitHub](https://github.com/combust/mleap) (π¨βπ» 82 Β· π 310 Β· π¦ 210 Β· π 460 - 21% open Β· β±οΈ 23.06.2023):
+- [GitHub](https://github.com/combust/mleap) (π¨βπ» 83 Β· π 310 Β· π¦ 210 Β· π 460 - 21% open Β· β±οΈ 29.06.2023):
```
git clone https://github.com/combust/mleap
@@ -4018,30 +4018,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/robinhood/faust
```
-- [PyPi](https://pypi.org/project/faust) (π₯ 23K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
+- [PyPi](https://pypi.org/project/faust) (π₯ 25K / month Β· π¦ 30 Β· β±οΈ 25.02.2020):
```
pip install faust
```
ploomber (π₯29 Β· β 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2
-- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 75 Β· π 210 Β· π¦ 84 Β· π 870 - 13% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/ploomber/ploomber) (π¨βπ» 75 Β· π 210 Β· π¦ 85 Β· π 870 - 13% open Β· β±οΈ 27.06.2023):
```
git clone https://github.com/ploomber/ploomber
```
-- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.6K / month Β· π¦ 5 Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/ploomber) (π₯ 4.4K / month Β· π¦ 5 Β· β±οΈ 04.07.2022):
```
pip install ploomber
```
-- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 66K Β· β±οΈ 02.06.2023):
+- [Conda](https://anaconda.org/conda-forge/ploomber) (π₯ 67K Β· β±οΈ 02.06.2023):
```
conda install -c conda-forge ploomber
```
PyFunctional (π₯26 Β· β 2.2K) - Python library for creating data pipelines with chain functional.. MIT
-- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 28 Β· π 120 Β· π¦ 630 Β· π 130 - 8% open Β· β±οΈ 31.05.2023):
+- [GitHub](https://github.com/EntilZha/PyFunctional) (π¨βπ» 28 Β· π 120 Β· π¦ 640 Β· π 130 - 8% open Β· β±οΈ 31.05.2023):
```
git clone https://github.com/EntilZha/PyFunctional
@@ -4062,7 +4062,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install arq
```
-- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 7.7K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/arq) (π₯ 7.9K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge arq
```
@@ -4074,7 +4074,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Parsely/streamparse
```
-- [PyPi](https://pypi.org/project/streamparse) (π₯ 4.8K / month Β· π¦ 27 Β· β±οΈ 06.01.2022):
+- [PyPi](https://pypi.org/project/streamparse) (π₯ 5.3K / month Β· π¦ 27 Β· β±οΈ 06.01.2022):
```
pip install streamparse
```
@@ -4086,7 +4086,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/hi-primus/optimus
```
-- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 13K / month Β· β±οΈ 30.05.2019):
+- [PyPi](https://pypi.org/project/optimuspyspark) (π₯ 12K / month Β· β±οΈ 30.05.2019):
```
pip install optimuspyspark
```
@@ -4098,19 +4098,19 @@ _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₯ 90K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/dbnd) (π₯ 89K / month Β· π¦ 23 Β· β±οΈ 06.07.2022):
```
pip install dbnd
```
Pypeline (π₯24 Β· β 1.4K) - Concurrent data pipelines in Python . MIT
-- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 88 Β· π¦ 100 Β· π 63 - 26% open Β· β±οΈ 22.03.2023):
+- [GitHub](https://github.com/cgarciae/pypeln) (π¨βπ» 13 Β· π 89 Β· π¦ 100 Β· π 67 - 31% open Β· β±οΈ 22.03.2023):
```
git clone https://github.com/cgarciae/pypeln
```
-- [PyPi](https://pypi.org/project/pypeln) (π₯ 24K / month):
+- [PyPi](https://pypi.org/project/pypeln) (π₯ 23K / month Β· π¦ 11 Β· β±οΈ 06.01.2022):
```
pip install pypeln
```
@@ -4119,14 +4119,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pypeln
```
TaskTiger (π₯23 Β· β 1.3K) - Python task queue using Redis. MIT
+TaskTiger (π₯24 Β· β 1.3K) - Python task queue using Redis. MIT
- [GitHub](https://github.com/closeio/tasktiger) (π¨βπ» 28 Β· π 74 Β· π¦ 26 Β· π 82 - 51% open Β· β±οΈ 20.06.2023):
```
git clone https://github.com/closeio/tasktiger
```
-- [PyPi](https://pypi.org/project/tasktiger) (π₯ 940 / month Β· π¦ 10 Β· β±οΈ 21.12.2022):
+- [PyPi](https://pypi.org/project/tasktiger) (π₯ 1.5K / month Β· π¦ 10 Β· β±οΈ 21.12.2022):
```
pip install tasktiger
```
@@ -4147,42 +4147,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pysparkling
```
pdpipe (π₯21 Β· β 710) - Easy pipelines for pandas DataFrames. MIT
+BatchFlow (π₯23 Β· β 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
-- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 55 Β· π 53 - 28% open Β· β±οΈ 24.12.2022):
+- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 33 Β· π 42 Β· π¦ 5 Β· π 110 - 29% open Β· β±οΈ 05.07.2023):
```
- git clone https://github.com/pdpipe/pdpipe
- ```
-- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.2K / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
- ```
- pip install pdpipe
+ git clone https://github.com/analysiscenter/batchflow
```
-- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 24K Β· β±οΈ 16.06.2023):
+- [PyPi](https://pypi.org/project/batchflow) (π₯ 390 / month Β· β±οΈ 07.07.2022):
```
- conda install -c conda-forge pdpipe
+ pip install batchflow
```
BatchFlow (π₯21 Β· β 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2
+pdpipe (π₯21 Β· β 710 Β· π€) - Easy pipelines for pandas DataFrames. MIT
-- [GitHub](https://github.com/analysiscenter/batchflow) (π¨βπ» 33 Β· π 42 Β· π¦ 5 Β· π 110 - 26% open Β· β±οΈ 21.06.2023):
+- [GitHub](https://github.com/pdpipe/pdpipe) (π¨βπ» 11 Β· π 44 Β· π¦ 55 Β· π 53 - 28% open Β· β±οΈ 24.12.2022):
```
- git clone https://github.com/analysiscenter/batchflow
+ git clone https://github.com/pdpipe/pdpipe
```
-- [PyPi](https://pypi.org/project/batchflow) (π₯ 300 / month):
+- [PyPi](https://pypi.org/project/pdpipe) (π₯ 1.2K / month Β· π¦ 6 Β· β±οΈ 04.07.2022):
```
- pip install batchflow
+ pip install pdpipe
+ ```
+- [Conda](https://anaconda.org/conda-forge/pdpipe) (π₯ 25K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge pdpipe
```
Databolt Flow (π₯19 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 74 Β· π¦ 24 Β· π 24 - 45% open Β· β±οΈ 26.10.2022):
+- [GitHub](https://github.com/d6t/d6tflow) (π¨βπ» 13 Β· π 74 Β· π¦ 25 Β· π 24 - 45% open Β· β±οΈ 26.10.2022):
```
git clone https://github.com/d6t/d6tflow
```
-- [PyPi](https://pypi.org/project/d6tflow) (π₯ 300 / month Β· β±οΈ 22.01.2019):
+- [PyPi](https://pypi.org/project/d6tflow) (π₯ 370 / month Β· β±οΈ 22.01.2019):
```
pip install d6tflow
```
@@ -4199,14 +4199,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pip install mara-pipelines
```
flupy (π₯18 Β· β 180) - Fluent data pipelines for python and your shell. MIT
+flupy (π₯17 Β· β 180) - Fluent data pipelines for python and your shell. MIT
- [GitHub](https://github.com/olirice/flupy) (π¨βπ» 6 Β· π 13 Β· π 13 - 7% open Β· β±οΈ 25.04.2023):
```
git clone https://github.com/olirice/flupy
```
-- [PyPi](https://pypi.org/project/flupy) (π₯ 150K / month Β· β±οΈ 21.10.2022):
+- [PyPi](https://pypi.org/project/flupy) (π₯ 140K / month Β· β±οΈ 21.10.2022):
```
pip install flupy
```
@@ -4218,7 +4218,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/bodywork-ml/bodywork-core
```
-- [PyPi](https://pypi.org/project/bodywork) (π₯ 360 / month Β· β±οΈ 04.07.2022):
+- [PyPi](https://pypi.org/project/bodywork) (π₯ 370 / month Β· β±οΈ 04.07.2022):
```
pip install bodywork
```
@@ -4230,12 +4230,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/vincentclaes/datajob
```
-- [PyPi](https://pypi.org/project/datajob) (π₯ 97 / month Β· β±οΈ 22.11.2022):
+- [PyPi](https://pypi.org/project/datajob) (π₯ 66 / month Β· β±οΈ 22.11.2022):
```
pip install datajob
```
RasgoQL (π₯12 Β· β 260 Β· π€) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
+RasgoQL (π₯12 Β· β 270 Β· π€) - Write python locally, execute SQL in your data warehouse. βοΈAGPL-3.0
- [GitHub](https://github.com/rasgointelligence/RasgoQL) (π¨βπ» 10 Β· π 10 Β· π 26 - 42% open Β· β±οΈ 05.07.2022):
@@ -4256,7 +4256,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- spark-deep-learning (π₯19 Β· β 2K Β· π) - Deep Learning Pipelines for Apache Spark. Apache-2 spark
- riko (π₯18 Β· β 1.6K Β· π) - A Python stream processing engine modeled after Yahoo! Pipes. MIT
- kale (π₯16 Β· β 610 Β· π) - Kubeflows superfood for Data Scientists. Apache-2 jupyter
-- Botflow (π₯11 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline.. βUnlicensed
+- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4264,36 +4264,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (π₯38 Β· β 2.2K Β· π€) - Canonical source repository for PyYAML. MIT
+XlsxWriter (π₯37 Β· β 3.3K) - A Python module for creating Excel XLSX files. BSD-2
-- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 450 Β· π¦ 850K Β· π 560 - 47% open Β· β±οΈ 13.09.2022):
+- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 47 Β· π 600 Β· π¦ 63K Β· π 880 - 2% open Β· β±οΈ 15.06.2023):
```
- git clone https://github.com/yaml/pyyaml
+ git clone https://github.com/jmcnamara/XlsxWriter
```
-- [PyPi](https://pypi.org/project/pyyaml) (π₯ 180M / month Β· π¦ 74K Β· β±οΈ 13.10.2021):
+- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 11M / month Β· π¦ 3.9K Β· β±οΈ 14.01.2023):
```
- pip install pyyaml
+ pip install xlsxwriter
```
-- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 35M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.8M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge pyyaml
+ conda install -c conda-forge xlsxwriter
```
XlsxWriter (π₯37 Β· β 3.3K) - A Python module for creating Excel XLSX files. BSD-2
+PyYAML (π₯37 Β· β 2.2K Β· π€) - Canonical source repository for PyYAML. MIT
-- [GitHub](https://github.com/jmcnamara/XlsxWriter) (π¨βπ» 47 Β· π 600 Β· π¦ 62K Β· π 880 - 2% open Β· β±οΈ 15.06.2023):
+- [GitHub](https://github.com/yaml/pyyaml) (π¨βπ» 40 Β· π 450 Β· π¦ 860K Β· π 560 - 47% open Β· β±οΈ 13.09.2022):
```
- git clone https://github.com/jmcnamara/XlsxWriter
+ git clone https://github.com/yaml/pyyaml
```
-- [PyPi](https://pypi.org/project/xlsxwriter) (π₯ 11M / month Β· π¦ 3.9K Β· β±οΈ 14.01.2023):
+- [PyPi](https://pypi.org/project/pyyaml) (π₯ 180M / month Β· π¦ 75K Β· β±οΈ 13.10.2021):
```
- pip install xlsxwriter
+ pip install pyyaml
```
-- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (π₯ 2.7M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/pyyaml) (π₯ 36M Β· β±οΈ 16.06.2023):
```
- conda install -c conda-forge xlsxwriter
+ conda install -c conda-forge pyyaml
```
jmespath (π₯33 Β· β 1.8K) - JMESPath is a query language for JSON. MIT
@@ -4303,11 +4303,11 @@ _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₯ 130M / month Β· π¦ 6.9K Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/jmespath) (π₯ 120M / month Β· π¦ 6.9K Β· β±οΈ 17.06.2022):
```
pip install jmespath
```
-- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 15M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/jmespath) (π₯ 16M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge jmespath
```
@@ -4320,12 +4320,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (π₯33 Β· β 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT
-- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 71 Β· π 200 Β· π¦ 7.3K Β· π 250 - 26% open Β· β±οΈ 10.05.2023):
+- [GitHub](https://github.com/seperman/deepdiff) (π¨βπ» 71 Β· π 200 Β· π¦ 7.4K Β· π 250 - 27% open Β· β±οΈ 10.05.2023):
```
git clone https://github.com/seperman/deepdiff
```
-- [PyPi](https://pypi.org/project/deepdiff) (π₯ 8.9M / month Β· π¦ 750 Β· β±οΈ 10.04.2022):
+- [PyPi](https://pypi.org/project/deepdiff) (π₯ 9.2M / month Β· π¦ 750 Β· β±οΈ 10.04.2022):
```
pip install deepdiff
```
@@ -4341,7 +4341,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/ilevkivskyi/typing_inspect
```
-- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 19M / month Β· π¦ 300 Β· β±οΈ 07.06.2021):
+- [PyPi](https://pypi.org/project/typing_inspect) (π₯ 18M / month Β· π¦ 300 Β· β±οΈ 07.06.2021):
```
pip install typing_inspect
```
@@ -4363,7 +4363,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (π₯41 Β· β 4.8K) - Python Classes Without Boilerplate. MIT
-- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 140 Β· π 340 Β· π¦ 750K Β· π 640 - 17% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/python-attrs/attrs) (π¨βπ» 140 Β· π 340 Β· π¦ 760K Β· π 640 - 17% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/python-attrs/attrs
@@ -4379,7 +4379,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (π₯39 Β· β 3.1K) - More routines for operating on iterables, beyond itertools. MIT
-- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 100 Β· π 240 Β· π₯ 2.7K Β· π¦ 180K Β· π 270 - 10% open Β· β±οΈ 03.06.2023):
+- [GitHub](https://github.com/more-itertools/more-itertools) (π¨βπ» 100 Β· π 240 Β· π₯ 2.8K Β· π¦ 180K Β· π 270 - 10% open Β· β±οΈ 03.06.2023):
```
git clone https://github.com/more-itertools/more-itertools
@@ -4404,23 +4404,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install toolz
```
-- [Conda](https://anaconda.org/conda-forge/toolz) (π₯ 16M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/toolz) (π₯ 17M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge toolz
```
boltons (π₯34 Β· β 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
-- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 340 Β· π₯ 23 Β· π¦ 4.6K Β· π 160 - 37% open Β· β±οΈ 06.05.2023):
+- [GitHub](https://github.com/mahmoud/boltons) (π¨βπ» 85 Β· π 340 Β· π₯ 25 Β· π¦ 4.7K Β· π 160 - 37% open Β· β±οΈ 06.05.2023):
```
git clone https://github.com/mahmoud/boltons
```
-- [PyPi](https://pypi.org/project/boltons) (π₯ 3.4M / month Β· π¦ 410 Β· β±οΈ 17.05.2021):
+- [PyPi](https://pypi.org/project/boltons) (π₯ 3.3M / month Β· π¦ 420 Β· β±οΈ 17.05.2021):
```
pip install boltons
```
-- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 2.4M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/boltons) (π₯ 2.5M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge boltons
```
@@ -4432,16 +4432,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/jd/tenacity
```
-- [PyPi](https://pypi.org/project/tenacity) (π₯ 28M / month Β· π¦ 1.3K Β· β±οΈ 12.07.2021):
+- [PyPi](https://pypi.org/project/tenacity) (π₯ 27M / month Β· π¦ 1.3K Β· β±οΈ 12.07.2021):
```
pip install tenacity
```
-- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 4.8M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/tenacity) (π₯ 4.9M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge tenacity
```
python-dependency-injector (π₯32 Β· β 3K) - Dependency injection framework for Python. BSD-3
+python-dependency-injector (π₯32 Β· β 3K Β· π€) - Dependency injection framework for Python. BSD-3
- [GitHub](https://github.com/ets-labs/python-dependency-injector) (π¨βπ» 29 Β· π 230 Β· π¦ 2.2K Β· π 510 - 31% open Β· β±οΈ 19.12.2022):
@@ -4459,21 +4459,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (π₯32 Β· β 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2
-- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 100 Β· π¦ 370 Β· π 410 - 16% open Β· β±οΈ 28.06.2023):
+- [GitHub](https://github.com/dry-python/returns) (π¨βπ» 47 Β· π 100 Β· π¦ 370 Β· π 410 - 16% open Β· β±οΈ 03.07.2023):
```
git clone https://github.com/dry-python/returns
```
-- [PyPi](https://pypi.org/project/returns) (π₯ 95K / month Β· π¦ 57 Β· β±οΈ 13.03.2022):
+- [PyPi](https://pypi.org/project/returns) (π₯ 96K / month Β· π¦ 57 Β· β±οΈ 13.03.2022):
```
pip install returns
```
-- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 5.8K Β· β±οΈ 27.06.2023):
+- [Conda](https://anaconda.org/conda-forge/returns) (π₯ 5.9K Β· β±οΈ 27.06.2023):
```
conda install -c conda-forge returns
```
natsort (π₯30 Β· β 760) - Simple yet flexible natural sorting in Python. MIT
+natsort (π₯30 Β· β 770) - Simple yet flexible natural sorting in Python. MIT
- [GitHub](https://github.com/SethMMorton/natsort) (π¨βπ» 21 Β· π 46 Β· π¦ 21K Β· π 87 - 1% open Β· β±οΈ 20.06.2023):
@@ -4496,7 +4496,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/Suor/funcy
```
-- [PyPi](https://pypi.org/project/funcy) (π₯ 1.3M / month Β· π¦ 600 Β· β±οΈ 27.01.2023):
+- [PyPi](https://pypi.org/project/funcy) (π₯ 1.4M / month Β· π¦ 600 Β· β±οΈ 27.01.2023):
```
pip install funcy
```
@@ -4507,16 +4507,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (π₯27 Β· β 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2
-- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 4 Β· π 48 Β· π¦ 2.7K Β· π 16 - 18% open Β· β±οΈ 22.06.2023):
+- [GitHub](https://github.com/Erotemic/ubelt) (π¨βπ» 4 Β· π 48 Β· π¦ 2.8K Β· π 16 - 18% open Β· β±οΈ 22.06.2023):
```
git clone https://github.com/Erotemic/ubelt
```
-- [PyPi](https://pypi.org/project/ubelt) (π₯ 14K / month Β· π¦ 56 Β· β±οΈ 01.07.2022):
+- [PyPi](https://pypi.org/project/ubelt) (π₯ 13K / month Β· π¦ 58 Β· β±οΈ 01.07.2022):
```
pip install ubelt
```
-- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 54K Β· β±οΈ 26.06.2023):
+- [Conda](https://anaconda.org/conda-forge/ubelt) (π₯ 55K Β· β±οΈ 26.06.2023):
```
conda install -c conda-forge ubelt
```
@@ -4525,9 +4525,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
- retrying (π₯28 Β· β 1.9K Β· π) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2
- ratelimit (π₯25 Β· β 630 Β· π) - API Rate Limit Decorator. MIT
-- pinject (π₯24 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
-- CommonRegex (π₯23 Β· β 1.5K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
+- pinject (π₯23 Β· β 1.3K Β· π) - A pythonic dependency injection library. Apache-2
- pampy (π₯22 Β· β 3.5K Β· π) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
+- CommonRegex (π₯22 Β· β 1.5K Β· π) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4537,12 +4537,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (π₯42 Β· β 54K) - The Python programming language. MIT
-- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.5K Β· π 27K Β· π 65K - 12% open Β· β±οΈ 29.06.2023):
+- [GitHub](https://github.com/python/cpython) (π¨βπ» 2.5K Β· π 27K Β· π 65K - 12% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/python/cpython
```
-- [PyPi](https://pypi.org/project/cpython) (π₯ 64K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
+- [PyPi](https://pypi.org/project/cpython) (π₯ 63K / month Β· π¦ 5 Β· β±οΈ 22.07.2020):
```
pip install cpython
```
@@ -4557,7 +4557,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (π₯35 Β· β 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0
-- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 580 Β· π 6.6K Β· π₯ 62K Β· π 5.1K - 31% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/micropython/micropython) (π¨βπ» 580 Β· π 6.6K Β· π₯ 63K Β· π 5.1K - 31% open Β· β±οΈ 27.06.2023):
```
git clone https://github.com/micropython/micropython
@@ -4569,7 +4569,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (π₯22 Β· β 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2
-- [GitHub](https://github.com/pyston/pyston) (π¨βπ» 1K Β· π 85 Β· π₯ 19K Β· π 99 - 44% open Β· β±οΈ 28.02.2023):
+- [GitHub](https://github.com/pyston/pyston) (π¨βπ» 1K Β· π 85 Β· π₯ 20K Β· π 100 - 44% open Β· β±οΈ 28.02.2023):
```
git clone https://github.com/pyston/pyston
@@ -4578,7 +4578,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects...
- grumpy (π₯21 Β· β 11K Β· π) - Grumpy is a Python to Go source code transcompiler and runtime.Apache-2
-- stackless (π₯18 Β· β 940 Β· π) - The Stackless Python programming language. βUnlicensed
+- stackless (π₯17 Β· β 940 Β· π) - The Stackless Python programming language. βUnlicensed
- cl-python (π₯11 Β· β 360 Β· π) - An implementation of Python in Common Lisp. βUnlicensed
@@ -4589,7 +4589,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (π₯43 Β· β 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2
-- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 790 Β· π 540 Β· π¦ 540K Β· π 1.8K - 23% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/pygments/pygments) (π¨βπ» 790 Β· π 540 Β· π¦ 540K Β· π 1.8K - 22% open Β· β±οΈ 26.06.2023):
```
git clone https://github.com/pygments/pygments
@@ -4621,7 +4621,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (π₯39 Β· β 20K) - A cross-platform command-line utility that creates projects from.. BSD-3
-- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 300 Β· π 1.8K Β· π¦ 21K Β· π 870 - 31% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/cookiecutter/cookiecutter) (π¨βπ» 300 Β· π 1.8K Β· π¦ 21K Β· π 870 - 31% open Β· β±οΈ 05.07.2023):
```
git clone https://github.com/cookiecutter/cookiecutter
@@ -4630,7 +4630,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install cookiecutter
```
-- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 740K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/cookiecutter) (π₯ 750K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge cookiecutter
```
@@ -4651,30 +4651,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
conda install -c conda-forge pycparser
```
diagrams (π₯34 Β· β 30K) - Diagram as Code for prototyping cloud system architectures. MIT
-
-- [GitHub](https://github.com/mingrammer/diagrams) (π¨βπ» 130 Β· π 1.9K Β· π¦ 1.1K Β· π 520 - 65% open Β· β±οΈ 22.05.2023):
-
- ```
- git clone https://github.com/mingrammer/diagrams
- ```
-- [PyPi](https://pypi.org/project/diagrams) (π₯ 110K / month Β· π¦ 35 Β· β±οΈ 09.02.2022):
- ```
- pip install diagrams
- ```
-- [Conda](https://anaconda.org/conda-forge/diagrams) (π₯ 160K Β· β±οΈ 16.06.2023):
- ```
- conda install -c conda-forge diagrams
- ```
-wrapt (π₯34 Β· β 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2
-- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 210 Β· π 170 - 22% open Β· β±οΈ 26.06.2023):
+- [GitHub](https://github.com/GrahamDumpleton/wrapt) (π¨βπ» 27 Β· π 210 Β· π 170 - 22% open Β· β±οΈ 06.07.2023):
```
git clone https://github.com/GrahamDumpleton/wrapt
```
-- [PyPi](https://pypi.org/project/wrapt) (π₯ 78M / month Β· π¦ 12K Β· β±οΈ 12.01.2023):
+- [PyPi](https://pypi.org/project/wrapt) (π₯ 79M / month Β· π¦ 12K Β· β±οΈ 12.01.2023):
```
pip install wrapt
```
@@ -4701,12 +4685,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (π₯34 Β· β 970) - A minimalist production ready plugin system. MIT
-- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 47 Β· π 120 Β· π 160 - 25% open Β· β±οΈ 27.06.2023):
+- [GitHub](https://github.com/pytest-dev/pluggy) (π¨βπ» 47 Β· π 120 Β· π 160 - 25% open Β· β±οΈ 04.07.2023):
```
git clone https://github.com/pytest-dev/pluggy
```
-- [PyPi](https://pypi.org/project/pluggy) (π₯ 62M / month Β· π¦ 10K Β· β±οΈ 28.07.2018):
+- [PyPi](https://pypi.org/project/pluggy) (π₯ 60M / month Β· π¦ 10K Β· β±οΈ 28.07.2018):
```
pip install pluggy
```
@@ -4717,7 +4701,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (π₯34 Β· β 770 Β· π€) - Decorators for Humans. BSD-2
-- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 440K Β· π 100 - 10% open Β· β±οΈ 25.11.2022):
+- [GitHub](https://github.com/micheles/decorator) (π¨βπ» 27 Β· π 100 Β· π¦ 450K Β· π 100 - 10% open Β· β±οΈ 25.11.2022):
```
git clone https://github.com/micheles/decorator
@@ -4726,19 +4710,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install decorator
```
-- [Conda](https://anaconda.org/conda-forge/decorator) (π₯ 21M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/decorator) (π₯ 22M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge decorator
```
diagrams (π₯33 Β· β 30K) - Diagram as Code for prototyping cloud system architectures. MIT
+
+- [GitHub](https://github.com/mingrammer/diagrams) (π¨βπ» 130 Β· π 1.9K Β· π¦ 1.1K Β· π 520 - 65% open Β· β±οΈ 22.05.2023):
+
+ ```
+ git clone https://github.com/mingrammer/diagrams
+ ```
+- [PyPi](https://pypi.org/project/diagrams) (π₯ 110K / month Β· π¦ 35 Β· β±οΈ 09.02.2022):
+ ```
+ pip install diagrams
+ ```
+- [Conda](https://anaconda.org/conda-forge/diagrams) (π₯ 160K Β· β±οΈ 16.06.2023):
+ ```
+ conda install -c conda-forge diagrams
+ ```
+keyboard (π₯32 Β· β 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT
-- [GitHub](https://github.com/boppreh/keyboard) (π¨βπ» 41 Β· π 400 Β· π¦ 11K Β· π 560 - 65% open Β· β±οΈ 31.01.2023):
+- [GitHub](https://github.com/boppreh/keyboard) (π¨βπ» 41 Β· π 400 Β· π¦ 12K Β· π 560 - 65% open Β· β±οΈ 31.01.2023):
```
git clone https://github.com/boppreh/keyboard
```
-- [PyPi](https://pypi.org/project/keyboard) (π₯ 510K / month Β· π¦ 440 Β· β±οΈ 27.03.2018):
+- [PyPi](https://pypi.org/project/keyboard) (π₯ 520K / month Β· π¦ 440 Β· β±οΈ 27.03.2018):
```
pip install keyboard
```
@@ -4754,23 +4754,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/copier-org/copier
```
-- [PyPi](https://pypi.org/project/copier) (π₯ 56K / month Β· π¦ 21 Β· β±οΈ 13.06.2022):
+- [PyPi](https://pypi.org/project/copier) (π₯ 57K / month Β· π¦ 21 Β· β±οΈ 13.06.2022):
```
pip install copier
```
fastcore (π₯31 Β· β 850) - Python supercharged for the fastai library. Apache-2
-- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 240 Β· π¦ 3.8K Β· π 330 - 7% open Β· β±οΈ 25.06.2023):
+- [GitHub](https://github.com/fastai/fastcore) (π¨βπ» 56 Β· π 250 Β· π¦ 3.8K Β· π 330 - 7% open Β· β±οΈ 25.06.2023):
```
git clone https://github.com/fastai/fastcore
```
-- [PyPi](https://pypi.org/project/fastcore) (π₯ 630K / month Β· π¦ 280 Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/fastcore) (π₯ 590K / month Β· π¦ 280 Β· β±οΈ 17.06.2022):
```
pip install fastcore
```
-- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 48K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/fastcore) (π₯ 49K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge fastcore
```
@@ -4782,7 +4782,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
git clone https://github.com/pyscaffold/pyscaffold
```
-- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 280K / month Β· π¦ 58 Β· β±οΈ 17.06.2022):
+- [PyPi](https://pypi.org/project/pyscaffold) (π₯ 270K / month Β· π¦ 58 Β· β±οΈ 17.06.2022):
```
pip install pyscaffold
```
@@ -4798,11 +4798,11 @@ _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₯ 610K / month Β· π¦ 240 Β· β±οΈ 27.10.2022):
+- [PyPi](https://pypi.org/project/mss) (π₯ 600K / month Β· π¦ 240 Β· β±οΈ 27.10.2022):
```
pip install mss
```
-- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 26K Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/python-mss) (π₯ 27K Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge python-mss
```
@@ -4818,19 +4818,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
```
pip install send2trash
```
-- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 9.9M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/send2trash) (π₯ 10M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge send2trash
```
powerline-shell (π₯27 Β· β 6.1K Β· π€) - A beautiful and useful prompt for your shell. MIT
+powerline-shell (π₯26 Β· β 6.1K Β· π€) - A beautiful and useful prompt for your shell. MIT
-- [GitHub](https://github.com/b-ryan/powerline-shell) (π¨βπ» 89 Β· π 740 Β· π¦ 99 Β· π 290 - 40% open Β· β±οΈ 22.09.2022):
+- [GitHub](https://github.com/b-ryan/powerline-shell) (π¨βπ» 89 Β· π 740 Β· π¦ 100 Β· π 290 - 40% open Β· β±οΈ 22.09.2022):
```
git clone https://github.com/b-ryan/powerline-shell
```
-- [PyPi](https://pypi.org/project/powerline-shell) (π₯ 3.6K / month Β· π¦ 4 Β· β±οΈ 16.09.2018):
+- [PyPi](https://pypi.org/project/powerline-shell) (π₯ 3.4K / month Β· π¦ 4 Β· β±οΈ 16.09.2018):
```
pip install powerline-shell
```
@@ -4842,7 +4842,7 @@ _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₯ 470K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
+- [PyPi](https://pypi.org/project/pyscreenshot) (π₯ 460K / month Β· π¦ 260 Β· β±οΈ 18.04.2021):
```
pip install pyscreenshot
```
@@ -4854,18 +4854,18 @@ _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₯ 3.8M / month Β· π¦ 70 Β· β±οΈ 06.07.2022):
+- [PyPi](https://pypi.org/project/catalogue) (π₯ 3.5M / month Β· π¦ 71 Β· β±οΈ 06.07.2022):
```
pip install catalogue
```
-- [Conda](https://anaconda.org/conda-forge/catalogue) (π₯ 1M Β· β±οΈ 16.06.2023):
+- [Conda](https://anaconda.org/conda-forge/catalogue) (π₯ 1.1M Β· β±οΈ 16.06.2023):
```
conda install -c conda-forge catalogue
```
Show 3 hidden projects...
-- openpyxl (π₯26 Β· β 57) - A Python library to read/write Excel 2010 xlsx/xlsm files.MIT
+- openpyxl (π₯26 Β· β 58) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
- pluginbase (π₯25 Β· β 1.1K Β· π) - A simple but flexible plugin system for Python. BSD-3
- macropy (π₯23 Β· β 3.2K Β· π) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
Apache-2
+- smart-open (π₯30 Β· β 2.9K Β· π) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+- pandas-datareader (π₯29 Β· β 2.7K Β· π) - Extract data from a wide range of Internet sources.. BSD-3
+- textract (π₯27 Β· β 3.5K Β· π) - extract text from any document. no muss. no fuss. MIT
+- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
+
+## 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._
+
+- SQLAlchemy (π₯45 Β· β 7.5K Β· π) - The Database Toolkit for Python. MIT
+- google-cloud-storage (π₯43 Β· β 4.3K Β· π) - Google Cloud Client Library for Python. Apache-2
+- psycopg2 (π₯38 Β· β 3K Β· π) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
+- cloudpickle (π₯35 Β· β 1.4K Β· π) - Extended pickling support for Python objects. BSD-3
+- pyodbc (π₯32 Β· β 2.7K Β· π) - Python ODBC bridge. βοΈMIT-0
+
diff --git a/history/2023-07-06_projects.csv b/history/2023-07-06_projects.csv
new file mode 100644
index 0000000..be1d190
--- /dev/null
+++ b/history/2023-07-06_projects.csv
@@ -0,0 +1,390 @@
+,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,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,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 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-29 17:12:03.000,2023-06-29 17:12:02,245.0,27.0,149,53.0,148.0,1.0,2.0,1943,2023-06-29 17:12:08.000,2023.06.29,96.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-29 17:11:28.000,2023-06-29 17:11:27,243.0,26.0,40,24.0,146.0,3.0,5.0,747,2023-06-29 17:11:33.000,2023.06.29,94.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-29 17:12:03.000,2023-06-29 17:12:02,245.0,27.0,149,53.0,148.0,1.0,2.0,1943,2023-06-29 17:12:08.000,2023.06.29,96.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,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 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6807,1661.0,321.0,11.0,73.0,37639,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-07-06 09:31:43.000,2023-07-06 00:10:53,12150.0,725.0,15063,2073.0,7431.0,936.0,4908.0,59968,2023-06-14 20:20:40.596,4.23.3,139.0,1107.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33397720.0,131449458.0,464256.0,445113.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15747.0,124253495.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14596345.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3396.0,6101260.0,1.0,,,,,,,,,,,,,,
+8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-07-06 13:47:23.000,2023-07-06 13:09:41,32745.0,678.0,16399,1115.0,29174.0,3534.0,21374.0,38917,2023-06-28 23:24:00.000,2.0.3,115.0,3373.0,52,True,pandas,conda-forge/pandas,,200696.0,122769191.0,1272243.0,1203259.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68984.0,121512705.0,https://anaconda.org/conda-forge/pandas,2023-06-29 08:11:34.837,41405982.0,,,,,1.0,['pandas'],,,,,,,,,,,,,
+9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-07-06 13:56:30.000,2023-07-06 13:56:30,32854.0,808.0,8050,590.0,12523.0,2170.0,9572.0,23940,2023-06-26 13:46:47.000,1.24.4,143.0,1643.0,51,True,numpy,conda-forge/numpy,,761724.0,157477991.0,1851245.0,1718873.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,132372.0,155856956.0,https://anaconda.org/conda-forge/numpy,2023-06-26 22:57:50.098,59626035.0,,,,,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 14:58:02.000,2023-07-06 13:41:25.000,2023-07-06 13:41:24,53815.0,225.0,23487,1937.0,49364.0,934.0,30927.0,57910,2023-06-22 16:16:09.866,8.1.0,330.0,6742.0,48,True,ansible,conda-forge/ansible,,,3972648.0,32646.0,28582.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4064.0,3948443.0,https://anaconda.org/conda-forge/ansible,2023-06-25 18:22:41.961,919802.0,,,,,1.0,,,,,,,,,,,,,,
+11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-07-06 13:36:45.000,2023-07-06 12:20:25,20297.0,978.0,12548,760.0,21628.0,864.0,6821.0,31305,2023-06-27 14:34:24.000,helm-chart/1.10.0,155.0,2900.0,46,True,apache-airflow,conda-forge/airflow,,499197.0,12503072.0,7550.0,7290.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,260.0,11245446.0,https://anaconda.org/conda-forge/airflow,2023-06-22 21:31:34.635,913016.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-06-17 08:43:46.762455,455.0,121474179.0,,,,,,,
+12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-07-05 06:07:27.000,2023-07-04 10:25:03,12256.0,92.0,4500,480.0,2984.0,626.0,4309.0,21797,2023-06-18 14:21:14.785,5.3.1,198.0,1284.0,46,True,celery,conda-forge/celery,,,6840049.0,120831.0,105841.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14990.0,6804929.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1299474.0,,,,,1.0,,,,,,,,,,,,,,
+13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-07-06 03:18:36.000,2023-07-06 03:18:28,10574.0,381.0,1437,123.0,6908.0,35.0,2226.0,5655,2023-06-01 12:31:21.662,41.0.1,115.0,292.0,46,True,cryptography,conda-forge/cryptography,,,160874551.0,515428.0,494402.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,21026.0,160323703.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,40211957.0,,,,,1.0,,,,,,,,,,,,,,
+14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-07-06 13:27:20.000,2023-07-06 12:38:08,2194.0,534.0,1297,100.0,2665.0,269.0,2349.0,14506,2023-07-05 17:39:02.574,2.0.2,112.0,375.0,45,True,pydantic,conda-forge/pydantic,,,70014734.0,225364.0,218435.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6929.0,69867439.0,https://anaconda.org/conda-forge/pydantic,2023-07-06 07:09:51.161,5302651.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,,
+15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-07-05 18:33:07.000,2023-07-01 16:35:12,2294.0,45.0,1346,184.0,1035.0,132.0,1392.0,14036,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,45,True,click,conda-forge/click,,,119847965.0,1366332.0,1293088.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73244.0,119512671.0,https://anaconda.org/conda-forge/click,2023-06-16 13:24:41.923,28164722.0,,,,,1.0,,,,,,,,,,,,,,
+16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-07-06 06:30:49.000,2023-07-06 00:54:16,11293.0,213.0,3733,572.0,3405.0,508.0,3886.0,13950,2023-07-03 19:27:06.508,1.28.0,1744.0,417.0,45,True,awscli,conda-forge/awscli,,1406.0,382479284.0,3038.0,3.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3035.0,381924449.0,https://anaconda.org/conda-forge/awscli,2023-07-04 00:11:41.725,19973172.0,,,,,1.0,,,,,,,,,,,,,,
+17,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-07-05 22:31:41.815,2023-07-05 18:09:20,5248.0,185.0,1775,238.0,674.0,165.0,2833.0,8179,2023-07-05 19:35:48.086,1.27.1,1337.0,145.0,45,True,boto3,conda-forge/boto3,,,666516032.0,343065.0,325733.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17332.0,666090119.0,https://anaconda.org/conda-forge/boto3,2023-07-05 22:31:41.815,16184712.0,,,,,1.0,,,,,,,,,,,,,,
+18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-07-06 09:04:16.590,2023-07-05 19:00:42,16423.0,256.0,1182,92.0,646.0,175.0,7206.0,7471,2023-07-05 19:00:10.000,rel_2_0_18,287.0,638.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,44415.0,78868116.0,642105.0,595159.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46946.0,78466655.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-06 09:04:16.590,12415388.0,,,,,1.0,,,,,,,,,-1.0,,,,,
+19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-07-05 22:23:27.000,2023-07-05 22:22:07,10018.0,263.0,1011,65.0,1969.0,143.0,892.0,1303,2023-07-05 19:35:20.153,1.30.1,1727.0,194.0,44,True,botocore,conda-forge/botocore,,,316095223.0,252223.0,243829.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8394.0,315407514.0,https://anaconda.org/conda-forge/botocore,2023-07-05 21:54:00.930,22006690.0,,,,,2.0,,,,,,,,,,,,,,
+20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-07-05 23:48:17.000,2023-07-03 10:41:29,3787.0,35.0,1588,542.0,984.0,168.0,987.0,43813,2023-06-12 13:57:22.000,13.4.2,184.0,223.0,43,True,rich,conda-forge/rich,,,24651155.0,106214.0,101892.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4322.0,24532992.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4253886.0,,,,,1.0,,,,,,,,,,,,,,
+21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-06 07:16:50.000,2023-06-15 01:12:55,2988.0,79.0,3122,637.0,2363.0,135.0,2113.0,20704,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,227362.0,10844478.0,63130.0,62577.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,289.0,9924422.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,766718.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,909056.0,1.0,,,,,,,,,,,,,,
+22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-07-06 13:06:07.000,2023-07-03 16:03:33,3473.0,88.0,2240,272.0,3608.0,634.0,1733.0,16619,2023-06-22 18:31:21.000,2.13.1,69.0,516.0,43,True,datasets,conda-forge/datasets,,,3332950.0,20255.0,19747.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,508.0,3321921.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,341916.0,,,,,1.0,,,,,,,,,,,,,,
+23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-28 03:25:11.000,2023-06-27 15:23:55,3363.0,47.0,1786,223.0,1232.0,24.0,631.0,15986,2023-06-27 15:34:27.000,18.11.2,294.0,532.0,43,True,Faker,conda-forge/faker,,,7791222.0,152642.0,149586.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3056.0,7769407.0,https://anaconda.org/conda-forge/faker,2023-06-27 17:22:46.599,807191.0,,,,,1.0,,,,,,,,,,,,,,
+24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-07-06 10:40:02.000,2023-06-25 12:52:42,2201.0,42.0,2381,328.0,1362.0,192.0,1302.0,11605,2023-06-25 13:15:25.514,4.6.0,115.0,401.0,43,True,redis,conda-forge/redis-py,,,27089633.0,27375.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27375.0,27077597.0,https://anaconda.org/conda-forge/redis-py,2023-06-16 13:16:47.021,1011050.0,,,,,1.0,,,,,,,,,,,,,,
+25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-29 15:14:48.000,2023-06-09 17:41:13,3928.0,68.0,1932,316.0,752.0,978.0,753.0,8397,2023-05-25 18:13:14.411,3.2.0,142.0,185.0,43,True,paramiko,conda-forge/paramiko,,,39327938.0,92736.0,79888.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12848.0,39286628.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3387478.0,,,,,2.0,,,,,,,,,,,,,,
+26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-07-06 00:58:06.000,2023-07-05 15:39:10,21590.0,997.0,1465,301.0,7491.0,157.0,3464.0,4253,2023-07-05 15:43:30.000,google-maps-routing-v0.6.1,100.0,381.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,44691010.0,1873.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1873.0,44590933.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3602778.0,,,,,1.0,,,,,,,,,-1.0,,,,,
+27,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,2016-04-12 07:50:11.354,2023-07-06 12:10:35.000,2023-06-26 19:15:27,6421.0,70.0,537,32.0,747.0,403.0,1351.0,1335,2023-04-18 18:51:04.629,2.15.1,59.0,788.0,43,True,pygments,conda-forge/pygments,,,51944125.0,580850.0,544043.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36807.0,51680605.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,22926297.0,,,,,1.0,,,,,,,,,,,,,,
+28,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-07-06 13:23:02.000,2023-07-06 13:23:02,117687.0,1213.0,27120,1491.0,42065.0,8262.0,57037.0,54347,2020-07-22 03:00:52.000,0.0.6,11.0,2518.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,94390.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,63220.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2742968.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,,
+29,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-07-06 12:27:57.000,2023-07-06 12:27:57,4255.0,182.0,4916,707.0,3701.0,178.0,6768.0,29889,2023-06-29 22:09:39.000,2.19.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,118929250.0,3835974.0,13907.0,12667.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1779673.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,342081.0,,,,,2.0,,,,,,,,,,,,,,
+30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-07-06 13:24:08.000,2023-07-06 13:24:08,14776.0,466.0,1267,155.0,5703.0,534.0,3419.0,12274,2023-06-29 18:59:01.160,2.10.18,219.0,321.0,42,True,prefect,conda-forge/prefect,,,700834.0,3431.0,3294.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,137.0,688354.0,https://anaconda.org/conda-forge/prefect,2023-06-30 07:23:26.998,474276.0,,,,,1.0,,,,,,,,,,,,,,
+31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-04 14:04:34.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1561.0,428.0,1207.0,6305,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,608.0,32512975.0,67865.0,64147.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,32471636.0,https://anaconda.org/conda-forge/docker-py,2023-06-16 13:23:23.992,3472087.0,,,,,2.0,,,,,,,,,,,,,,
+32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-07-06 11:30:52.000,2023-07-06 11:30:51,14850.0,661.0,2398,365.0,22722.0,966.0,7349.0,3749,2023-06-29 02:59:58.000,azure-mgmt-databricks_2.0.0,100.0,600.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,39310114.0,2882.0,2255.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,627.0,39293991.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-06-16 16:11:51.010,967406.0,,,,,1.0,,,,,,,,,,,,,,
+33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-07-06 12:51:12.000,2023-07-03 18:09:40,10392.0,734.0,916,173.0,6438.0,1816.0,4391.0,16478,2023-06-30 12:31:04.498,3.74.0,3894.0,228.0,41,True,pulumi,,@pulumi/pulumi,257754.0,1918713.0,3432.0,2706.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,854924.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-30 16:19:45.391,598.0,1050902.0,2.0,,,,,,,,,,,,,,
+34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-04 15:01:30.000,2023-07-01 14:20:29,4527.0,22.0,1370,199.0,465.0,,2284.0,10171,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1065330.0,26091.0,22410.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3681.0,1059005.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,531339.0,,,,,1.0,,,,,,,,,,,,,,
+35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-07-06 14:04:18.000,2023-07-06 14:01:09,39596.0,735.0,3980,259.0,21595.0,4186.0,1698.0,6990,2023-05-31 20:18:43.000,2.48.0,90.0,1504.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6026314.0,175.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,173.0,6024120.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,48269.0,,,,,1.0,,,,,,,,,,,,,,
+36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-07-04 12:09:45.000,2023-07-04 06:27:56,1326.0,47.0,338,65.0,519.0,114.0,527.0,4804,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,115729913.0,778331.0,760594.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17737.0,115343284.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29383818.0,,,,,1.0,,,,,,,,,,,,,,
+37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-07-06 11:25:39.000,2023-07-06 11:25:31,2512.0,51.0,558,59.0,316.0,25.0,727.0,4180,2023-07-06 09:28:07.000,4.18.0,89.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,19.0,70009865.0,425781.0,407243.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18538.0,69770815.0,https://anaconda.org/conda-forge/jsonschema,2023-06-16 13:17:15.166,20797398.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,,
+38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-27 01:33:51.340,2023-06-20 22:22:09,4261.0,54.0,503,57.0,874.0,249.0,1185.0,1892,2023-06-20 09:17:29.999,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2750.0,12622455.0,237184.0,222657.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14527.0,12287490.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12392377.0,,,,,1.0,,,,,,,,,,,,,,
+39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-05 15:21:10.000,2023-07-03 17:15:22,12801.0,25.0,3028,610.0,3494.0,978.0,3879.0,16025,2023-06-17 17:37:56.000,2.2.1,44.0,588.0,40,True,kivy,conda-forge/kivy,,31728.0,90484.0,10897.0,10296.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,601.0,81970.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,312060.0,,,,,1.0,,,,,,,,,,,,,,
+40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-29 15:41:33.000,2023-06-29 02:54:44,1789.0,49.0,1359,210.0,839.0,162.0,923.0,8990,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,803127.0,15710.0,13944.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1766.0,802013.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,93586.0,,,,,1.0,,,,,,,,,,,,,,
+41,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-07-06 13:55:05.000,2023-07-05 23:14:17,14885.0,967.0,972,97.0,8948.0,1761.0,4099.0,7828,2023-06-29 17:07:47.000,1.3.13,548.0,320.0,40,True,dagster,conda-forge/dagster,,,596274.0,1439.0,1320.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,119.0,571455.0,https://anaconda.org/conda-forge/dagster,2023-07-01 04:11:29.653,943154.0,,,,,1.0,,,,,,,,,,,,,,
+42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,32.0,1409,231.0,478.0,16.0,625.0,7328,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,36365335.0,173222.0,172993.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,36333150.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1158673.0,,,,,1.0,,,,,,,,,,,,,,
+43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-06 08:12:20.000,2023-07-04 06:50:27,1523.0,15.0,1154,397.0,1215.0,47.0,978.0,3986,2023-07-06 12:37:40.000,8.8.2,130.0,194.0,40,True,elasticsearch,conda-forge/elasticsearch,,3229.0,13586115.0,45201.0,39158.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6043.0,13575850.0,https://anaconda.org/conda-forge/elasticsearch,2023-06-16 13:17:52.262,864285.0,,,,,1.0,,,,,,,,,,,,,,
+44,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-06-26 19:02:04.000,2023-06-26 19:01:48,1707.0,48.0,187,19.0,119.0,100.0,865.0,1993,2023-05-17 22:10:39.727,1.11.1,115.0,166.0,40,True,alembic,conda-forge/alembic,,,25862864.0,179703.0,168274.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11429.0,25822015.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3431368.0,,,,,1.0,,,,,,,,,,,,,,
+45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-05 19:21:03.000,2023-06-19 15:27:20,1146.0,33.0,259,25.0,163.0,29.0,274.0,1896,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,8005.0,77327408.0,844322.0,812313.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32009.0,75568724.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,36929466.0,,,,,1.0,,,,,,,,,,,,,,
+46,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-07-05 21:43:47.000,2023-07-05 19:27:36,2990.0,28.0,1836,223.0,1066.0,272.0,602.0,19872,2022-06-01 17:01:17.000,2.1.1,34.0,299.0,39,True,cookiecutter,conda-forge/cookiecutter,,,2306904.0,22674.0,21114.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1560.0,2298233.0,https://anaconda.org/conda-forge/cookiecutter,2023-06-16 13:16:25.174,745742.0,,,,,1.0,,,,,,,,,,,,,,
+47,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-07-06 14:02:06.000,2023-07-06 12:40:45,6734.0,796.0,990,130.0,5441.0,907.0,3384.0,18391,2023-07-05 14:36:05.311,0.18.5,296.0,239.0,39,True,polars,,,,731015.0,2787.0,2604.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,183.0,731015.0,,,,,,,,2.0,,,,,,,,,,,,,,
+48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-07-06 13:56:19.000,2023-07-06 04:42:13,11183.0,498.0,1345,77.0,6449.0,149.0,1559.0,8572,2023-06-29 23:08:18.000,0.17.2,224.0,394.0,39,True,great_expectations,conda-forge/great-expectations,,,10924400.0,32.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,32.0,10906531.0,https://anaconda.org/conda-forge/great-expectations,2023-06-30 03:14:03.618,679047.0,,,,,2.0,,,,,,,,,,,,,,
+49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-06-26 17:47:17.000,2023-03-02 20:25:13,2157.0,,1338,154.0,947.0,282.0,1175.0,5226,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,6505466.0,19994.0,18602.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1392.0,6500001.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,403178.0,,,,,2.0,,,,,,,,,,,,,,
+50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-07-06 02:01:47.000,2023-07-05 16:40:20,5333.0,96.0,1114,239.0,1288.0,13.0,,3869,2023-06-21 18:17:54.000,4.4.0,132.0,203.0,39,True,pymongo,conda-forge/pymongo,,,19404952.0,19877.0,,https://pypi.org/project/pymongo,2021-12-07 23:55:30.000,19877.0,19374370.0,https://anaconda.org/conda-forge/pymongo,2023-06-25 12:20:56.518,1100980.0,,,,,2.0,,,,,,,,,8.0,,,,,
+51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-06 06:38:24.000,2023-07-06 06:38:23,1475.0,28.0,380,60.0,689.0,389.0,453.0,3317,2023-06-29 15:20:22.934,1.3.1,106.0,122.0,39,True,joblib,conda-forge/joblib,,,26053953.0,312375.0,306371.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6004.0,25499591.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,19957035.0,,,,,2.0,,,,,,,,,,,,,,
+52,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-04 17:05:09.000,2023-06-09 20:24:44,2708.0,100.0,1177,201.0,1192.0,168.0,1777.0,3149,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,181078.0,3933.0,3675.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,258.0,181078.0,,,,,,,,2.0,,,,,,,,,,,,,,
+53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-16 13:24:26.433,2023-06-03 11:41:23,1467.0,29.0,243,37.0,469.0,27.0,242.0,3099,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2756.0,35745190.0,192202.0,183518.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8684.0,35589716.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11657986.0,,,,,1.0,,,,,,,,,,,,,,
+54,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-07-04 06:58:40.000,2023-07-02 18:22:40,2814.0,43.0,439,61.0,198.0,59.0,489.0,2412,2023-05-19 08:13:05.062,3.18.0,46.0,141.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,,28778384.0,73312.0,71747.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1565.0,28758539.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1329657.0,,,,,2.0,,,,,,,,,,,,,,
+55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-27 14:12:33.000,2023-06-06 19:08:37,1575.0,4.0,429,43.0,619.0,327.0,399.0,2088,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34997.0,210308844.0,1102113.0,1098010.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,209774737.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,45903247.0,,,,,1.0,,,,,,,,,,,,,,
+56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-05 14:09:06.451,2023-07-04 10:52:46,2705.0,9.0,687,152.0,718.0,566.0,546.0,8439,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25621878.0,1436.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1436.0,25149369.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,16537817.0,,,,,2.0,,,,,,,,,,,,,,
+57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-07-06 13:05:30.000,2023-07-06 09:06:56,6197.0,207.0,1277,134.0,3571.0,455.0,3729.0,7222,2023-06-22 16:49:04.000,1.5.2,173.0,287.0,38,True,dbt,conda-forge/dbt,,2044.0,129097.0,2949.0,2919.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,125970.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,243153.0,,,,,2.0,,,,,,,,,,dbt,,,,
+58,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-07-04 06:55:57.000,2023-07-04 06:55:56,3199.0,34.0,627,83.0,976.0,163.0,1028.0,6592,2022-11-11 16:12:09.790,3.19.0,169.0,206.0,38,True,marshmallow,conda-forge/marshmallow,,,22329153.0,96141.0,85926.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10215.0,22306436.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1862855.0,,,,,2.0,,,,,,,,,,,,,,
+59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-27 13:27:04.000,2023-06-26 21:52:30,1672.0,31.0,3142,139.0,843.0,96.0,1159.0,5821,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,13689863.0,1332.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1332.0,13678519.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,431097.0,,,,,3.0,,,,,,,,,,,,,,
+60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,6.0,1221,139.0,1100.0,383.0,1311.0,4024,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1154785.0,24335.0,20759.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3576.0,1152194.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,215056.0,,,,,2.0,,,,,,,,,,,,,,
+61,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-26 03:38:30.000,2023-06-07 10:09:12,3047.0,6.0,484,73.0,286.0,20.0,1219.0,2969,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,38,False,psycopg2,psycopg2,,,14093727.0,678134.0,616815.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61299.0,14091376.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,216296.0,,,,,2.0,,,,,,,,,-1.0,,20.0,,,
+62,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-06 12:42:54.000,2023-07-06 12:42:53,843.0,51.0,105,27.0,257.0,58.0,248.0,1308,2023-05-27 11:13:03.102,3.7.0,46.0,41.0,38,True,anyio,conda-forge/anyio,,,28715743.0,143243.0,142793.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,450.0,28544654.0,https://anaconda.org/conda-forge/anyio,2023-06-16 16:17:01.636,7870122.0,,,,,1.0,,,,,,,,,,,,,,
+63,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,194337608.0,1870462.0,1735347.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135115.0,193820891.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,44437712.0,,,,,1.0,,,,,,,,,,,,,,
+64,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-07-04 15:11:52.000,2023-06-20 15:43:52,2165.0,39.0,257,22.0,739.0,196.0,366.0,606,2023-06-09 17:34:09.999,2023.6.0,69.0,186.0,38,True,fsspec,conda-forge/fsspec,,,110526294.0,53082.0,52524.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,110283789.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12852805.0,,,,,1.0,,,,,,,,,,,,,,
+65,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,171.0,24808,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6818885.0,24195.0,22483.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1712.0,6810130.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,639144.0,,,,,2.0,,,,,,,,,,,,,,
+66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-03 07:10:36.000,2023-05-04 09:47:52,4078.0,4.0,2371,481.0,2271.0,114.0,876.0,16622,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,558817.0,2570.0,2160.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,408.0,558670.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13167.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,,
+67,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,27.0,1924,464.0,549.0,460.0,1305.0,14121,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3777248.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3776447.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,66558.0,,,,,3.0,,,,,,,,,,,,,,
+68,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-07-04 13:40:56.000,2023-07-04 12:50:24,6797.0,58.0,1739,226.0,3042.0,715.0,2641.0,11786,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,303650.0,9198.0,8900.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,301266.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,112077.0,,,,,2.0,,,,,,,,,,,,,,
+69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,228.0,231.0,81.0,249.0,9414,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,416.0,6469949.0,86212.0,84373.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1839.0,6461148.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,607008.0,,,,,2.0,,,,,,,,,,,,,,
+70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-07-06 13:38:50.000,2023-07-05 22:53:40,2510.0,169.0,615,113.0,2691.0,838.0,2880.0,8784,2023-07-04 18:16:09.000,0.22.3,80.0,116.0,37,True,modin,conda-forge/modin-core,,196662.0,958684.0,1113.0,1081.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,944952.0,https://anaconda.org/conda-forge/modin-core,2023-07-05 18:07:03.103,250921.0,,,,,2.0,['pandas'],,,,,,,,,,,,,
+71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-06-16 13:17:25.298,2022-11-15 16:25:22,1396.0,,642,134.0,667.0,96.0,398.0,8328,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11832704.0,61928.0,57215.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4713.0,11812826.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1709528.0,,,,,2.0,,,,,,,,,,,,,,
+72,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-06-28 09:29:13.000,2023-06-24 08:02:12,355.0,2.0,367,36.0,222.0,35.0,220.0,6178,2023-02-24 06:47:13.294,1.0.0,44.0,92.0,37,True,python-dotenv,conda-forge/python-dotenv,,,30214037.0,504018.0,495856.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8162.0,30182841.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2495736.0,,,,,1.0,,,,,,,,,,,,,,
+73,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,3.0,680,133.0,377.0,166.0,451.0,5871,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,37,True,watchdog,conda-forge/watchdog,,,13352881.0,106830.0,98825.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,8005.0,13325826.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2245591.0,,,,,2.0,,,,,,,,,,,,,,
+74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-07-06 13:16:37.000,2023-07-06 12:58:53,2208.0,122.0,623,58.0,1360.0,30.0,919.0,3515,2023-06-14 21:59:06.000,3.2.1,139.0,133.0,37,True,awswrangler,conda-forge/awswrangler,,196718.0,27762780.0,1159.0,1104.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,27748186.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,392108.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,,
+75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,16.0,605,121.0,119.0,18.0,864.0,3280,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,10913809.0,66548.0,62678.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3870.0,10876452.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2764438.0,,,,,1.0,,,,,,,,,,,,,,
+76,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-07-06 09:52:35.000,2023-07-05 20:08:19,4646.0,100.0,950,107.0,3512.0,1140.0,2759.0,3020,2023-06-23 21:21:09.429,2023.6.0,80.0,431.0,37,True,xarray,conda-forge/xarray,,,3165135.0,1773.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1772.0,2931000.0,https://anaconda.org/conda-forge/xarray,2023-06-26 15:08:25.737,8428879.0,,,,,2.0,,,,,,,,,,,,,,
+77,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-25 19:21:06.802,2023-06-25 11:07:42,2628.0,57.0,471,120.0,537.0,274.0,1479.0,2629,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,21005.0,107912.0,29420.0,28785.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,91062.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,624368.0,,,,,1.0,,,,,,,,,,,,,,
+78,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,290.0,2394,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4346.0,32412533.0,304288.0,288214.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16074.0,32244493.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14616329.0,,,,,1.0,,,,,,,,,,,,,,
+79,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-06-26 19:24:00.000,2022-09-13 22:22:16,316.0,,453,52.0,244.0,264.0,291.0,2206,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,37,True,pyyaml,conda-forge/pyyaml,,,175928388.0,932041.0,857426.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74615.0,175508511.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,35689627.0,,,,,1.0,,,,,,,,,,,,,,
+80,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,52.0,153.0,18.0,192.0,1493,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,60314378.0,269572.0,259228.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10344.0,60216491.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7243688.0,,,,,2.0,,,,,,,,,,,,,,
+81,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,35168472.0,298857.0,281681.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17176.0,35029072.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11709607.0,,,,,2.0,,,,,,,,,,,,,,
+82,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,13.0,312,32.0,326.0,183.0,237.0,1115,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4773755.0,25381.0,23290.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2091.0,4767916.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,478841.0,,,,,2.0,,,,,,,,,,,,,,
+83,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-07-06 11:56:34.000,2023-06-29 17:08:13,1667.0,28.0,250,54.0,1027.0,71.0,506.0,618,2023-06-27 16:57:07.151,3.11.3,146.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,31816958.0,21461.0,20372.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1089.0,31743243.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-28 07:53:19.601,2653744.0,,,,,2.0,,,,,,,,,,,,,,
+84,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-07-04 06:48:25.000,2023-06-22 13:04:24,1961.0,5.0,195,26.0,578.0,91.0,190.0,562,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,147.0,24386185.0,345950.0,331316.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14634.0,24139762.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21438013.0,,,,,1.0,,,,,,,,,,,,,,
+85,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-28 08:12:55.000,2023-06-28 07:14:47,6687.0,438.0,1211,346.0,230.0,51.0,433.0,13235,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1085.0,167318.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,166979.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,324.0,2.0,,,,,,,,,,,,,,
+86,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,8.0,913,210.0,178.0,148.0,279.0,10894,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2244724.0,28231.0,26820.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1411.0,2243881.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,36280.0,,,,,3.0,,,,,,,,,,,,,,
+87,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-07-06 13:40:09.000,2023-07-06 11:31:54,2303.0,85.0,802,104.0,1196.0,319.0,1039.0,8496,2023-07-03 12:56:00.843,0.18.11,43.0,195.0,36,True,kedro,,,,368976.0,1796.0,1738.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,58.0,368976.0,,,,,,,,2.0,,,,,,,,,,,,,,
+88,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7815,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,10385030.0,109221.0,96879.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12342.0,10364319.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1801912.0,,,,,2.0,,,,,,,,,,,,,,
+89,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,138.0,3187,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,110566377.0,713124.0,692180.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20944.0,110301216.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,23069077.0,,,,,2.0,,,,,,,,,,,,,,
+90,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2977,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,sortedcontainers,conda-forge/sortedcontainers,,,24269695.0,122315.0,120180.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2135.0,24146529.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10345990.0,,,,,1.0,,,,,,,,,,,,,,
+91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,5.0,579,97.0,176.0,28.0,303.0,2896,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,103205030.0,618831.0,601731.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17100.0,102819353.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32011269.0,,,,,2.0,,,,,,,,,,,,,,
+92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-07-06 13:35:51.000,2023-07-06 11:41:51,5655.0,653.0,428,79.0,4354.0,82.0,2099.0,2840,2023-07-05 15:06:54.061,6.0.0,42.0,164.0,36,True,ibis-framework,conda-forge/ibis-framework,,86.0,87286.0,583.0,537.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,79360.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,293138.0,,,,,2.0,,,,,,,,,,,,,,
+93,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-04 11:35:50.000,2023-05-16 10:59:01,1496.0,3.0,439,132.0,550.0,296.0,369.0,2309,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,dateparser,conda-forge/dateparser,,,4116889.0,21890.0,20671.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,4114912.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,154234.0,,,,,2.0,,,,,,,,,,,,,,
+94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,409,54.0,285.0,9.0,316.0,2267,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5252.0,4047418.0,137156.0,129982.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7174.0,4039753.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,273665.0,,,,,2.0,,,,,,,,,,,,,,
+95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,329,67.0,122.0,18.0,175.0,1584,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6329.0,18181708.0,127660.0,106787.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20873.0,18144553.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2670086.0,,,,,2.0,,,,,,,,,,,,,,
+96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-07-06 10:35:23.000,2023-06-27 05:27:29,14913.0,293.0,6558,730.0,5350.0,1624.0,3508.0,16837,2023-04-26 15:20:33.000,1.20.0,14.0,578.0,35,True,micropython-_markupbase,,,62679.0,882.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,,
+97,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-07-06 13:02:07.000,2023-05-02 06:15:57,457.0,27.0,465,69.0,262.0,203.0,164.0,11581,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12368971.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12331363.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1466732.0,,,,,2.0,,,,,,,,,,,,,,
+98,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,5.0,1207,234.0,473.0,146.0,998.0,7818,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1252949.0,11332.0,9381.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1249894.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,262800.0,,,,,2.0,,,,,,,,,,,,,,
+99,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-29 19:30:57.000,2023-06-23 20:43:35,1431.0,9.0,486,139.0,231.0,10.0,443.0,6647,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,35,True,sh,conda-forge/sh,,,4276134.0,15274.0,12666.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2608.0,4273985.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,176218.0,,,,,2.0,,,,,,,,,,,,,,
+100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,161.0,5172,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,28268368.0,61028.0,55579.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5449.0,28232631.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,2966206.0,,,,,2.0,,,,,,,,,,,,,,
+101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-07-04 19:56:27.000,2023-06-09 14:08:40,574.0,29.0,169,32.0,77.0,3.0,320.0,4715,2023-06-09 14:25:17.760,3.9.1,108.0,19.0,35,True,orjson,conda-forge/orjson,,,10786201.0,49327.0,48414.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,913.0,10765642.0,https://anaconda.org/conda-forge/orjson,2023-06-09 22:59:22.392,801820.0,,,,,2.0,,,,,,,,,,,,,,
+102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-06-16 13:17:29.659,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4275,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19364116.0,104552.0,101111.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3441.0,19169658.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16528941.0,,,,,2.0,,,,,,,,,,,,,,
+103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-07-03 21:14:15.000,2023-07-03 21:14:11,1171.0,8.0,576,137.0,312.0,35.0,216.0,4253,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1683936.0,60402.0,59135.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1267.0,1682831.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,88462.0,,,,,2.0,,,,,,,,,,,,,,
+104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-07-03 21:18:40.000,2023-07-03 21:18:39,881.0,27.0,367,88.0,259.0,25.0,314.0,4101,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7485544.0,4359.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4359.0,7430310.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3811178.0,,,,,2.0,,,,,,,,,,,,,,
+105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-06-16 13:24:30.860,2023-03-01 20:59:31,1023.0,,790,417.0,367.0,148.0,1144.0,3677,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,185.0,2826799.0,10188.0,9215.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,973.0,2826687.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7544.0,,,,,2.0,,,,,,,,,,,,,,
+106,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-07-06 10:41:03.000,2023-06-30 09:03:58,839.0,9.0,842,334.0,519.0,260.0,832.0,3312,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,35,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9121604.0,6940.0,6532.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,408.0,9112000.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,729950.0,,,,,2.0,,,,,,,,,,,,,,
+107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-06-24 20:28:12.423,2023-06-23 06:28:01,1575.0,28.0,411,88.0,106.0,4.0,162.0,3252,2023-06-23 08:21:06.135,8.13.15,223.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4389046.0,1418.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1418.0,4359344.0,https://anaconda.org/conda-forge/phonenumbers,2023-06-24 20:28:12.423,772258.0,,,,,1.0,,,,,,,,,,,,,,
+108,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2314,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,7874460.0,99796.0,97932.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1864.0,7864075.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,716618.0,,,,,2.0,,,,,,,,,,,,,,
+109,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-06 02:37:10.000,2023-07-06 02:37:05,988.0,9.0,161,23.0,145.0,164.0,314.0,1939,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290624.0,25113485.0,109050.0,105297.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3753.0,25059365.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4389202.0,,,,,2.0,,,,,,,,,,,,,,
+110,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,149,29.0,273.0,82.0,161.0,1394,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,25.0,28660212.0,85581.0,82775.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2806.0,28505101.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13649829.0,,,,,2.0,,,,,,,,,-2.0,,,,,
+111,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-01 16:34:31.000,2023-07-01 16:34:31,734.0,30.0,115,35.0,205.0,50.0,189.0,1228,2023-06-11 23:38:46.083,3.1.1,117.0,65.0,35,True,argcomplete,conda-forge/argcomplete,,290.0,18834480.0,46559.0,44410.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2149.0,18819192.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1176975.0,,,,,2.0,,,,,,,,,,,,,,
+112,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-07-02 08:05:06.000,2023-06-29 15:14:06,4486.0,29.0,250,60.0,345.0,151.0,535.0,1215,2022-12-23 13:29:42.000,3.8.0,36.0,120.0,35,True,tables,conda-forge/pytables,,173.0,939083.0,49703.0,47204.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2499.0,769076.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6120182.0,,,,,2.0,,,,,,,,,,,,,,
+113,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-05 16:25:46.000,2023-07-05 16:25:45,2020.0,56.0,140,18.0,154.0,51.0,433.0,1065,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,24213353.0,3995.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3995.0,24119937.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3362976.0,,,,,3.0,,,,,,,,,,,,,,
+114,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-06-16 13:16:27.865,2023-05-06 17:25:38,1519.0,3.0,340,147.0,191.0,60.0,102.0,6228,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,25.0,3301712.0,5090.0,4674.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,416.0,3273003.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2469030.0,,,,,2.0,,,,,,,,,,,,,,
+115,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-07-04 03:44:10.000,2023-06-10 10:48:45,796.0,3.0,331,65.0,242.0,246.0,274.0,5506,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,138.0,11799974.0,22123.0,20941.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1182.0,11789462.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,767345.0,,,,,2.0,,,,,,,,,,,,,,
+116,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-03 03:54:08.000,2023-06-05 08:51:50,1175.0,16.0,313,42.0,467.0,452.0,479.0,3648,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,11.0,84877.0,5890.0,5793.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,84335.0,https://anaconda.org/conda-forge/tortoise-orm,2023-06-16 19:26:12.766,13551.0,,,,,2.0,,,,,,,,,,,,,,
+117,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-07-05 21:43:25.000,2023-07-04 07:59:04,690.0,16.0,276,35.0,473.0,102.0,340.0,3107,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1681397.0,7023.0,6773.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,250.0,1679797.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,52817.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,,
+118,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 10:03:49.000,2023-06-16 13:23:29.896,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2993,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4690286.0,14942.0,13829.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1113.0,4686367.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,325346.0,,,,,2.0,,,,,,,,,,,,,,
+119,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,126.0,221.0,2632,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1161054.0,4794.0,4335.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1148774.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,970188.0,,,,,3.0,,,,,,,,,,,,,,
+120,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,36.0,157.0,2353,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5400460.0,47108.0,43864.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3244.0,5397528.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,219912.0,,,,,2.0,,,,,,,,,,,,,,
+121,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-07-06 13:57:02.000,2023-07-05 11:48:20,1335.0,206.0,182,43.0,1098.0,58.0,518.0,2332,2023-07-03 11:55:00.835,0.35.0,664.0,64.0,34,True,docarray,conda-forge/docarray,,,146980.0,506.0,495.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,11.0,141097.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,105899.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,,
+122,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-25 13:33:35.241,2023-06-21 21:21:16,1733.0,14.0,198,88.0,210.0,,,2180,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,896194.0,65216.0,64072.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1144.0,894417.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,58656.0,,,,,2.0,,,,,,,,,,,,,,
+123,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-23 10:43:33.000,2022-12-29 07:29:09,696.0,,140,44.0,109.0,23.0,144.0,1876,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55355429.0,302233.0,299940.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2293.0,55020884.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19069093.0,,,,,1.0,,,,,,,,,,,,,,
+124,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-06 07:30:54.000,2023-07-06 07:30:49,707.0,8.0,209,44.0,69.0,39.0,135.0,1867,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,78654440.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,78510383.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,11956761.0,,,,,2.0,,,,,,,,,,,,,,
+125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-06-16 13:23:22.471,2023-05-23 16:41:08,852.0,3.0,223,47.0,272.0,8.0,262.0,1763,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1106.0,33048361.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,32889758.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12686984.0,,,,,3.0,,,,,,,,,,,,,,
+126,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-05 06:50:18.000,2023-07-05 06:50:16,476.0,26.0,257,25.0,113.0,12.0,145.0,1702,2023-06-28 09:05:06.422,2.6.0,40.0,62.0,34,True,emoji,conda-forge/emoji,,,1785503.0,59190.0,57757.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1433.0,1783939.0,https://anaconda.org/conda-forge/emoji,2023-06-28 17:09:26.076,54748.0,,,,,1.0,,,,,,,,,,,,,,
+127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-05 19:18:48.000,2023-06-06 21:24:28,6024.0,34.0,520,80.0,1090.0,7.0,,1341,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1116637.0,5891.0,5196.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1114340.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,172345.0,,,,,2.0,,,,,,,,,,,,,,
+128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,229.0,1141,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7976744.0,2363.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2363.0,7957083.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1395941.0,,,,,3.0,,,,,,,,,,,,,,
+129,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,94.0,57.0,140.0,1112,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,4995770.0,5936.0,5636.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,300.0,4994363.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,115442.0,,,,,3.0,,,,,,,,,,,,,,
+130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-16 13:21:18.228,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1078,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30711832.0,25976.0,25286.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,30671736.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3327971.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,,
+131,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,2014-08-24 15:17:18.000,2023-07-06 12:54:34.000,2023-07-03 16:13:24,1964.0,224.0,387,19.0,903.0,108.0,344.0,994,2023-07-03 16:21:54.000,.0.28,56.0,212.0,34,True,holidays,conda-forge/holidays,,185.0,5185632.0,429.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,429.0,5093916.0,https://anaconda.org/conda-forge/holidays,2023-07-03 18:27:08.751,3301747.0,,,,,2.0,,,,,,,,,,,,,,
+132,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-07-04 07:49:00.000,2023-07-04 07:48:59,654.0,56.0,122,21.0,250.0,40.0,118.0,968,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,60898754.0,10368.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10368.0,60279204.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20445166.0,,,,,2.0,,,,,,,,,,,,,,
+133,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,24.0,54.0,11.0,93.0,770,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,66729902.0,469491.0,445206.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24285.0,66472538.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21618625.0,,,,,2.0,,,,,,,,,,,,,,
+134,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-28 19:37:32.000,2023-06-28 19:37:30,994.0,18.0,226,20.0,359.0,105.0,283.0,698,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,120067009.0,14475.0,13877.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,598.0,119999022.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5846918.0,,,,,2.0,,,,,,,,,,,,,,
+135,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-06-27 12:07:53.000,2023-06-27 12:07:48,252.0,19.0,85,13.0,150.0,13.0,82.0,555,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,59202181.0,277627.0,275056.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2571.0,59042429.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13578963.0,,,,,2.0,,,,,,,,,,,,,,
+136,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 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,115849926.0,377870.0,362887.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14983.0,115703733.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12134035.0,,,,,3.0,,,,,,,,,,,,,,
+137,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,7.0,122,16.0,211.0,46.0,33.0,174,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,212091803.0,215872.0,211555.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4317.0,211904589.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15725987.0,,,,,2.0,,,,,,,,,,,,,,
+138,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-06 09:57:27.000,2023-05-22 23:51:10,520.0,9.0,1914,361.0,449.0,336.0,180.0,30179,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,110245.0,1098.0,1063.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,105906.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,164915.0,,,,,2.0,,,,,,,,,,,,,,
+139,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-05 19:39:54.000,2023-06-28 01:20:27,2759.0,11.0,581,145.0,471.0,203.0,984.0,10653,2023-05-06 04:09:50.000,1.9.1,218.0,60.0,33,True,dearpygui,,,,27659.0,2062.0,2024.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,27659.0,,,,,,,,2.0,,,,,,,,,,,,,,
+140,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-06 06:24:08.000,2023-03-20 14:32:03,469.0,,232,49.0,188.0,86.0,141.0,4933,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,27480410.0,1271.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1271.0,27414663.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4865347.0,,,,,2.0,,,,,,,,,,,,,,
+141,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2078,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21142909.0,170870.0,162453.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8417.0,21098743.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3356686.0,,,,,2.0,,,,,,,,,,,,,,
+142,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-29 00:00:32.000,2023-06-29 00:00:30,778.0,19.0,194,61.0,90.0,70.0,284.0,1972,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,320.0,5697840.0,3084.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3084.0,5617418.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6674744.0,,,,,2.0,,,,,,,,,,,,,,
+143,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-26 18:06:34.000,2023-01-30 20:16:12,9680.0,,894,87.0,1718.0,78.0,115.0,1947,2023-01-09 20:58:01.975,3.7.0,70.0,458.0,33,True,apache-libcloud,,,,130983.0,3891.0,3035.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,856.0,130983.0,,,,,,,,2.0,,,,,,,,,,,,,,
+144,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1932,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49323139.0,39191.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39188.0,49052872.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20808683.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,25.0,2.0,,,,,,,,,,,,,,
+145,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 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,168,35.0,158.0,53.0,85.0,1841,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,122412685.0,6934.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6934.0,122227624.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15545198.0,,,,,3.0,,,,,,,,,,,,,,
+146,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-06 13:14:27.000,2023-05-10 07:18:57,976.0,1.0,197,28.0,150.0,68.0,183.0,1688,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,33,True,deepdiff,conda-forge/deepdiff,,,9197093.0,8103.0,7350.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,753.0,9192858.0,https://anaconda.org/conda-forge/deepdiff,2023-06-16 13:22:02.201,292272.0,,,,,1.0,,,,,,,,,,,,,,
+147,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,216,62.0,395.0,123.0,601.0,1430,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8085047.0,5858.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5858.0,8053878.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2742951.0,,,,,2.0,,,,,,,,,,,,,,
+148,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-07-05 15:05:02.000,2023-07-05 15:04:57,1793.0,36.0,217,46.0,794.0,264.0,361.0,1172,2023-06-14 14:44:03.868,2.15.0,69.0,87.0,33,True,zarr,conda-forge/zarr,,,322213.0,2805.0,2460.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,345.0,254184.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2449063.0,,,,,2.0,,,,,,,,,,,,,,
+149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-07-06 11:56:25.000,2023-07-06 11:56:24,490.0,50.0,143,29.0,472.0,5.0,108.0,1026,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38495719.0,7997.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7997.0,38431954.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3570894.0,,,,,3.0,,,,,,,,,,,,,,
+150,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-06-16 13:17:22.442,2023-04-04 11:45:40,1273.0,,96,32.0,203.0,43.0,191.0,908,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,659011.0,43173.0,41537.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1636.0,618062.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3521636.0,,,,,2.0,,,,,,,,,,,,,,
+151,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-07-06 11:00:53.000,2023-07-06 11:00:53,1460.0,28.0,176,98.0,701.0,7.0,220.0,809,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,165953.0,4957.0,4732.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,160962.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-29 13:43:41.199,184698.0,,,,,2.0,,,,,,,,,,,,,,
+152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-06-29 16:10:22.000,2023-06-26 03:17:34,1108.0,7.0,276,32.0,781.0,5.0,501.0,650,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1167572.0,5246.0,4834.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,412.0,1164869.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,132477.0,,,,,2.0,,,,,,,,,,,,,,
+153,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,101,12.0,108.0,24.0,98.0,442,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,113637916.0,306221.0,299190.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7031.0,113497997.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11753264.0,,,,,3.0,,,,,,,,,,,,,,
+154,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 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,50568392.0,108602.0,101547.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7055.0,50457586.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8088877.0,,,,,3.0,,,,,,,,,,,,,,
+155,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,,71,15.0,31.0,29.0,44.0,266,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,116120941.0,1642874.0,1560109.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82765.0,115633489.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,41920893.0,,,,,3.0,,,,,,,,,,,,,,
+156,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-07-06 14:00:24.000,2023-07-06 14:00:22,7758.0,571.0,483,78.0,2007.0,45.0,378.0,6391,2023-06-28 11:39:35.000,3.6.7,154.0,113.0,32,True,hub,,,,5873.0,416.0,363.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5873.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,,
+157,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,5.0,505,105.0,152.0,14.0,288.0,5950,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,429683.0,11960.0,11103.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,857.0,426002.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,312958.0,,,,,2.0,,,,,,,,,,,,,,
+158,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-05 20:34:21.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5702,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,66759.0,5761.0,5686.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,66759.0,,,,,,,,2.0,,,,,,,,python-eel/Eel,,,,,,
+159,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5506,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,149640.0,1760.0,1391.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,148430.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,91971.0,,,,,2.0,,,,,,,,,,,,,,
+160,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-23 23:16:18.000,2023-06-23 23:15:11,973.0,10.0,362,85.0,169.0,,582.0,4533,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,86843.0,1387.0,1213.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,174.0,86347.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31277.0,,,,,2.0,,,,,,,,,,,,,,
+161,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3434,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,515914.0,11952.0,11511.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,441.0,515116.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,19970.0,,,,,3.0,,,,,,,,,,,,,,
+162,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-06-26 19:37:23.000,2023-06-26 19:37:22,523.0,8.0,733,68.0,395.0,85.0,400.0,3425,2023-05-24 21:38:33.000,0.17.0,46.0,133.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19239073.0,713.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,713.0,19092885.0,https://anaconda.org/conda-forge/prometheus_client,2023-06-16 13:24:51.366,11841228.0,,,,,3.0,,,,,,,,,,,,,,
+163,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 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,338,273.0,1629.0,108.0,485.0,3278,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1017.0,1768035.0,322.0,306.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1762107.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,295480.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,,
+164,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,328.0,3267,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,59.0,88244.0,3889.0,3534.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,355.0,87059.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,92495.0,,,,,3.0,,,,,,,,,,,,,,
+165,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-16 16:16:47.757,2023-04-22 06:02:17,441.0,10.0,287,18.0,110.0,11.0,125.0,3144,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1135650.0,18778.0,18441.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,337.0,1131407.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,195218.0,,,,,2.0,,,,,,,,,,,,,,
+166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-06-27 13:17:38.000,2022-12-19 03:14:24,1998.0,,228,48.0,188.0,159.0,352.0,3009,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1022721.0,2283.0,2187.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1021495.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,26982.0,,,,,2.0,,,,,,,,,,,,,,
+167,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-03 14:30:25.000,2023-07-03 14:30:24,1664.0,62.0,100,41.0,1257.0,67.0,345.0,2819,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,96507.0,426.0,369.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,96279.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,5931.0,,,,,2.0,,,,,,,,,,,,,,
+168,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2763,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5514704.0,7604.0,6727.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,877.0,5512576.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,102146.0,,,,,2.0,,,,,,,,,,,,,,
+169,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-06-16 13:25:40.684,2023-04-14 13:49:36,454.0,9.0,525,126.0,202.0,61.0,933.0,2694,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23907580.0,2110.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2110.0,23892697.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1056758.0,,,,,3.0,,,,,,,,,-2.0,,,,,
+170,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,,608,112.0,921.0,211.0,1093.0,2602,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,90575.0,1443.0,1329.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,84299.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,514633.0,,,,,2.0,,,,,,,,,,,,,,
+171,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,2.0,177,27.0,72.0,5.0,81.0,2462,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1339747.0,106320.0,103011.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3309.0,1338826.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,64514.0,,,,,2.0,,,,,,,,HBNetwork/python-decouple,,,,,,
+172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-06 13:48:38.000,2023-07-06 04:39:36,561.0,29.0,197,16.0,532.0,206.0,399.0,2417,2023-05-09 22:05:37.574,0.15.1,68.0,100.0,32,True,pandera,conda-forge/pandera-core,,,894182.0,983.0,914.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,69.0,893429.0,https://anaconda.org/conda-forge/pandera-core,2023-06-16 19:23:18.256,24874.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,,
+173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-06-20 16:41:45.000,2023-05-26 12:43:27,820.0,3.0,424,42.0,618.0,259.0,361.0,2208,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,2490611.0,1610.0,1450.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,160.0,2482685.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,372551.0,,,,,3.0,,,,,,,,,,,,,,
+174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-16 19:27:43.516,2022-03-15 11:17:01,1020.0,,247,38.0,349.0,137.0,246.0,2063,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2089572.0,13302.0,13219.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2089460.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2352.0,,,,,3.0,,,,,,,,,,,,,,
+175,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,203,39.0,241.0,41.0,201.0,1772,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2187325.0,14877.0,13547.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1330.0,2183776.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,298137.0,,,,,2.0,,,,,,,,,,,,,,
+176,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-07-01 16:07:05.657,2023-05-27 20:35:28,269.0,5.0,141,27.0,47.0,6.0,221.0,1707,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,76182374.0,3301.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3301.0,75942972.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9097296.0,,,,,1.0,,,,,,,,,,,,,,
+177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4493182.0,1961.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1961.0,4481863.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,418826.0,,,,,2.0,,,,,,,,,,,,,,
+178,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 19:27:16.000,2023-06-16 19:18:45.040,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1647,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,32,True,influxdb,conda-forge/influxdb,,,1693784.0,8482.0,7234.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1690664.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,121694.0,,,,,3.0,,,,,,,,,,,,,,
+179,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-07-05 17:06:23.000,2023-07-05 17:06:22,1330.0,59.0,229,41.0,561.0,125.0,759.0,1537,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,32,False,sdv,conda-forge/sdv,,,80614.0,250.0,237.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,13.0,80029.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,11116.0,,,,,2.0,,,,,,,,,,,,,,
+180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-02 09:28:56.000,2023-07-02 09:28:55,1047.0,13.0,83,17.0,559.0,80.0,430.0,1532,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,32,True,omegaconf,conda-forge/omegaconf,,,4151548.0,15230.0,14932.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,4127711.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1001185.0,,,,,2.0,,,,,,,,,,,,,,
+181,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-06-16 13:16:58.492,2022-11-23 19:30:21,1274.0,,181,49.0,196.0,80.0,370.0,1131,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,893162.0,3496.0,3412.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,890788.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,194726.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,,
+182,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,,94,68.0,94.0,49.0,59.0,980,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,14186269.0,260017.0,245073.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14944.0,14082758.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9109035.0,,,,,3.0,,,,,,,,,,,,,,
+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 20:44:22.000,2023-07-04 14:15:27.000,2023-06-09 21:25:17,1969.0,71.0,131,45.0,407.0,108.0,248.0,907,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,65899.0,1435.0,1322.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,58136.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,434767.0,,,,,2.0,,,,,,,,,,,,,,
+184,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-28 09:23:05.000,2023-06-27 13:03:39,316.0,11.0,131,16.0,143.0,14.0,121.0,783,2023-04-13 01:35:07.000,0.21.1,38.0,45.0,32,True,validators,conda-forge/validators,,,5504668.0,76477.0,74800.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1677.0,5494914.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,429218.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,,
+185,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-07-05 23:24:35.000,2023-07-05 23:24:34,353.0,9.0,119,59.0,341.0,50.0,254.0,375,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,337.0,7265587.0,7613.0,7299.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7210423.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1820255.0,,,,,3.0,,,,,,,,,,,,,,
+186,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-06-16 13:05:53.574,2023-01-15 03:55:53,288.0,,49,15.0,35.0,16.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35640988.0,429380.0,415970.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13410.0,35432701.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,18954160.0,,,,,3.0,,,,,,,,,,,,,,
+187,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-06-21 00:17:30.000,2023-02-21 11:02:54,236.0,,426,138.0,238.0,228.0,146.0,10125,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,,,417730.0,6547.0,6413.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,417143.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,13503.0,,,,,3.0,['pydantic'],,,,,,,,,,,,,
+188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-07-06 03:47:02.000,2023-07-04 22:45:02,6592.0,598.0,596,86.0,1185.0,133.0,570.0,3529,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,@pybee/toga,1611.0,2175.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1985.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,11.0,3.0,,,,,,,,,,,,,,
+189,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-06-16 16:14:12.226,2023-05-24 07:33:50,320.0,1.0,244,51.0,193.0,138.0,185.0,3465,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,375376.0,19480.0,19351.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,371910.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,183700.0,,,,,3.0,,,,,,,,,,,,,,
+190,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 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3151,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7969.0,9921.0,9103.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,5128.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201744.0,,,,,3.0,,,,,,,,,,,,,,
+191,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-07-06 14:00:35.000,2023-07-03 17:42:05,5772.0,243.0,309,41.0,1471.0,32.0,175.0,2943,2023-07-04 10:47:41.649,0.41.0,96.0,70.0,31,True,zenml,,,1.0,6016.0,112.0,110.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,2.0,6016.0,,,,,,,,2.0,,,,,,,,,,,,,,
+192,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 02:25:29.000,2023-06-16 16:16:00.762,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,147656.0,1915.0,1528.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,147123.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25606.0,,,,,3.0,,,,,,,,,,,,,,
+193,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-30 02:00:27.000,2023-06-30 01:59:37,218.0,4.0,267,50.0,58.0,43.0,111.0,2031,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,999198.0,873.0,812.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,999198.0,,,,,,,,3.0,,,,,,,,,,,,,,
+194,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,47.0,177.0,55.0,336.0,1442,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1338181.0,2000.0,1909.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1338181.0,,,,,,,,3.0,,,,,,,,,,,,,,
+195,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1350,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11521879.0,2824.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2824.0,11502279.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1607233.0,,,,,2.0,,,,,,,,,,,,,,
+196,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-07-05 12:44:41.000,2023-06-29 15:33:48,1205.0,94.0,128,21.0,732.0,54.0,325.0,1128,2023-06-04 16:00:40.488,8.0.0,54.0,58.0,31,True,copier,,,,57453.0,463.0,442.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,21.0,57453.0,,,,,,,,3.0,,,,,,,,,,,,,,
+197,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-07-04 06:46:07.000,2023-06-17 13:42:03,486.0,17.0,81,24.0,244.0,30.0,66.0,1090,2022-11-22 23:32:02.583,2.0.1,33.0,32.0,31,True,cleo,conda-forge/cleo,,,12017170.0,15611.0,15376.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12008801.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,493811.0,,,,,3.0,,,,,,,,python-poetry/cleo,,,,,,
+198,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,246,18.0,212.0,26.0,301.0,851,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,592547.0,4125.0,3846.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,589986.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,48667.0,,,,,3.0,,,,,,,,,,,,,,
+199,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-05 16:22:53.000,2023-07-05 16:22:52,929.0,74.0,100,23.0,90.0,22.0,82.0,837,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,31,True,inflect,conda-forge/inflect,,,3074539.0,978.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,978.0,3065623.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,329916.0,,,,,2.0,,,,,,,,,,,,,,
+200,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-29 00:00:05.000,2023-06-28 00:03:10,1149.0,13.0,81,17.0,726.0,15.0,121.0,350,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4156.0,69181836.0,3173.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3173.0,69050745.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9697108.0,,,,,2.0,,,,,,,,,,,,,,
+201,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-07-04 10:40:32.000,2023-07-03 23:06:44,788.0,37.0,60,22.0,392.0,157.0,245.0,333,2023-03-14 09:22:38.000,1.13.0,74.0,34.0,31,True,param,conda-forge/param,,,425702.0,7468.0,7330.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,138.0,409326.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1228257.0,,,,,3.0,,,,,,,,,,,,,,
+202,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 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,14.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29521914.0,3737.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3737.0,29495771.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2222236.0,,,,,3.0,,,,,,,,,,,,,,
+203,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-2.0,2019-04-29 11:11:36.651,2023-07-05 21:55:48.000,2023-07-04 19:21:01,752.0,18.0,46,44.0,629.0,37.0,162.0,53,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4092681.0,2962.0,2953.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4090938.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,88925.0,,,,,3.0,,,,,,,,,,,,,,
+204,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-07-05 16:22:32.000,2023-07-05 16:22:30,804.0,25.0,36,12.0,49.0,3.0,229.0,47,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51496410.0,1121.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1121.0,51275925.0,https://anaconda.org/conda-forge/importlib_resources,2023-06-16 16:08:58.224,13449590.0,,,,,2.0,,,,,,,,,,,,,,
+205,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-05 16:22:38.000,2023-07-05 16:22:37,627.0,25.0,35,4.0,36.0,4.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,133353911.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,132807242.0,https://anaconda.org/conda-forge/zipp,2023-06-16 16:07:26.860,28973506.0,,,,,3.0,,,,,,,,,,,,,,
+206,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6985,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,220914.0,1218.0,1041.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,220593.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24142.0,,,,,3.0,,,,,,,,,,,,,,
+207,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-06-16 16:15:57.668,2023-02-17 21:58:39,2685.0,,847,173.0,737.0,21.0,959.0,5522,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1041.0,28833.0,348.0,336.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,27923.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43083.0,,,,,2.0,,,,,,,,,,,,,,
+208,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5049,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,191643.0,4899.0,4093.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,806.0,191264.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,31539.0,,,,,2.0,,,,,,,,,,,,,,
+209,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 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,11.0,420.0,4927,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,425490.0,3345.0,3082.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,415958.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,467080.0,,,,,1.0,,,,,,,,,,,,,,
+210,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 14:57:55.000,2023-06-16 19:25:17.864,2023-01-30 08:55:46,707.0,,293,102.0,135.0,35.0,260.0,4581,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,68647.0,3713.0,3138.0,https://pypi.org/project/dataset,2021-12-16 10:12:08.000,575.0,68429.0,https://anaconda.org/conda-forge/dataset,2023-06-16 19:25:17.864,6122.0,,,,,3.0,,,,,,,,,,,,,,
+211,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-30 15:42:00.000,2023-06-30 12:50:12,1155.0,21.0,583,176.0,459.0,95.0,476.0,2982,2023-05-16 09:35:39.748,1.81.2,93.0,82.0,30,False,arctic,conda-forge/arctic,,206.0,6497.0,256.0,223.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,5937.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,27941.0,,,,,3.0,,,,,,,,,,,,,,
+212,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-03 10:41:11.000,2023-07-02 21:24:27,1012.0,1.0,351,48.0,371.0,80.0,308.0,2900,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,13217194.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13193574.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1913239.0,,,,,2.0,,,,,,,,,3.0,,,,,
+213,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,,131,56.0,73.0,15.0,64.0,2370,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2356256.0,6279.0,5912.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,2351443.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,404339.0,,,,,2.0,,,,,,,,,,,,,,
+214,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-07-06 02:08:06.000,2023-07-06 01:58:47,700.0,67.0,98,32.0,937.0,15.0,349.0,2301,2023-07-04 19:33:13.000,1.2.1,263.0,21.0,30,True,whylogs,,,39.0,68768.0,138.0,133.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,68767.0,,,,,,,,2.0,,,,,,,,,,,,,,
+215,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1864,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1763435.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1754395.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,632846.0,,,,,3.0,,,,,,,,,,,,,,
+216,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-03 18:15:17.000,2023-06-20 15:54:36,2284.0,38.0,175,40.0,370.0,27.0,261.0,1821,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,275875.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,270339.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,171618.0,,,,,3.0,,,,,,,,,,,,,,
+217,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 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,13.0,149,94.0,1931.0,160.0,1335.0,1714,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2068.0,73059.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,72335.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21574.0,,,,,3.0,,,,,,,,,,,,,,
+218,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 03:51:03.000,2023-06-29 16:05:07.000,2023-06-29 16:05:06,1028.0,4.0,312,71.0,396.0,100.0,365.0,1463,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,144579.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,142728.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,70373.0,,,,,2.0,,,,,,,,,,,,,,
+219,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-30 13:35:50.000,2023-06-30 09:48:45,521.0,14.0,68,18.0,181.0,34.0,86.0,1130,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,982001.0,9549.0,9224.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,980665.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,41420.0,,,,,3.0,,,,,,,,,,,,,,
+220,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-07-05 00:03:51.000,2023-06-27 07:29:17,763.0,49.0,42,13.0,211.0,10.0,82.0,1107,2023-06-17 20:40:00.830,0.31.0,60.0,5.0,30,True,python-benedict,conda-forge/python-benedict,,,586070.0,1451.0,1426.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,581912.0,https://anaconda.org/conda-forge/python-benedict,2023-06-17 21:36:17.178,133087.0,,,,,2.0,,,,,,,,,,,,,,
+221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,306,52.0,210.0,28.0,265.0,1086,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3783.0,1876585.0,1841.0,1624.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1876549.0,,,,,,,,3.0,,,,,,,,,,,,,,
+222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-04 18:50:22.000,2023-07-03 18:25:59,580.0,30.0,133,22.0,466.0,40.0,243.0,874,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,240822.0,1920.0,1804.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,116.0,240822.0,,,,,,,,2.0,,,,,,,,,,,,,,
+223,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 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,602.0,861,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2489841.0,7754.0,7436.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2481954.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,425923.0,,,,,3.0,,,,,,,,,,,,,,
+224,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,821,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,587766.0,16687.0,16373.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,314.0,586999.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,29942.0,,,,,2.0,,,,,,,,,,,,,,
+225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,9.0,46,16.0,75.0,1.0,86.0,769,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3221965.0,22100.0,20917.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1183.0,3181197.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1304593.0,,,,,3.0,,,,,,,,,,,,,,
+226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,76,15.0,258.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12654753.0,41715.0,39679.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2036.0,12583538.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5412386.0,,,,,2.0,,,,,,,,,,,,,,
+227,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-06-28 02:56:48.000,2023-06-28 02:55:38,367.0,32.0,113,15.0,91.0,69.0,123.0,650,2023-06-27 20:30:59.000,1.5.5,27.0,52.0,30,True,configargparse,conda-forge/configargparse,,,2530803.0,13621.0,12161.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1460.0,2509139.0,https://anaconda.org/conda-forge/configargparse,2023-06-27 22:39:32.466,628282.0,,,,,3.0,,,,,,,,,,,,,,
+228,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-07-04 08:44:20.000,2023-07-04 08:44:19,511.0,19.0,329,35.0,256.0,37.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,210070.0,4347.0,3066.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,209797.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21088.0,,,,,3.0,,,,,,,,,,,,,,
+229,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 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3859239.0,16962.0,14780.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3843410.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1329687.0,,,,,3.0,,,,,,,,,,,,,,
+230,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 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,49,8.0,43.0,18.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67630101.0,45041.0,42842.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2199.0,67580139.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4396658.0,,,,,3.0,,,,,,,,,,,,,,
+231,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,641.0,745.0,197.0,100.0,22715,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7542.0,106.0,90.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7483.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1608.0,,,,,3.0,,,,,,,,,,,,,,
+232,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-01 18:46:39.000,2022-05-08 04:08:19,743.0,,945,275.0,291.0,152.0,459.0,17701,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,458.0,6305.0,854.0,779.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,75.0,4918.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,68900.0,,,,,3.0,,,,,,,,,,,,,,
+233,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-06-16 13:20:19.053,2022-12-08 17:33:49,3607.0,,593,142.0,967.0,495.0,772.0,7941,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,262.0,43299.0,558.0,534.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,41204.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,169582.0,,,,,3.0,,,,,,,,,,,,,,
+234,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,241.0,6568,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,24786.0,1615.0,1585.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,24786.0,,,,,,,,3.0,,,,,,,,,,,,,,
+235,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 20:18:41.000,2023-06-16 16:08:33.392,2023-04-16 13:04:15,1085.0,1.0,242,65.0,83.0,25.0,265.0,3351,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,74224.0,988.0,873.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,72051.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,136952.0,,,,,3.0,,,,,,,,,,,,,,
+236,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-27 04:43:13.000,2023-06-27 04:43:13,3020.0,28.0,210,28.0,274.0,121.0,750.0,3104,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,7062.0,90.0,85.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,4374.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,67204.0,,,,,3.0,,,,,,,,,,,,,,
+237,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,139,74.0,52.0,6.0,71.0,3101,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1366242.0,8620.0,8016.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,604.0,1361744.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,350890.0,,,,,3.0,,,,,,,,,,,,,,
+238,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2733,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,228774.0,6104.0,5951.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,153.0,226959.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,58100.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,,
+239,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,637,143.0,446.0,135.0,396.0,2674,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,pandas-datareader,conda-forge/pandas-datareader,,,396862.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,392887.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,298169.0,,,,,3.0,,,,,,,,,6.0,,,,,
+240,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-06-18 13:17:48.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,310.0,135.0,534.0,2343,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,21928.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,21928.0,,,,,,,,3.0,,,,,,,,,,,,,,
+241,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1705,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1002315.0,1198.0,1094.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1001811.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,23226.0,,,,,3.0,,,,,,,,,,,,,,
+242,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 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,32.0,80.0,34.0,54.0,1396,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,831732.0,10442.0,8939.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,828072.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,270897.0,,,,,3.0,,,,,,,,,,,,,,
+243,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-07-06 00:16:41.000,2023-07-06 00:16:40,621.0,12.0,56,15.0,222.0,3.0,52.0,1309,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,29,True,bidict,conda-forge/bidict,,,1827653.0,15114.0,14633.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,481.0,1824015.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,298356.0,,,,,3.0,,,,,,,,,,,,,,
+244,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,57,26.0,40.0,85.0,71.0,1243,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,536348.0,1869.0,1632.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,237.0,533120.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,203365.0,,,,,3.0,,,,,,,,,,,,,,
+245,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1180,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,183028.0,636.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,182214.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,59452.0,,,,,3.0,,,,,,,,,,,,,,
+246,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,73.0,80,14.0,130.0,35.0,96.0,851,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,29,True,mss,conda-forge/python-mss,,,601897.0,243.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,243.0,601178.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,26609.0,,,,,3.0,,,,,,,,,,,,,,
+247,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,684,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,29,True,munch,conda-forge/munch,,,3285428.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,1552306.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3466245.0,,,,,3.0,,,,,,,,,,,,,,
+248,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,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7841090.0,9660.0,8428.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,7839138.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,160089.0,,,,,3.0,,,,,,,,,,,,,,
+249,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-06-16 16:14:14.789,2023-04-20 12:56:54,294.0,2.0,32,12.0,65.0,3.0,25.0,366,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,29,True,srsly,conda-forge/srsly,,,3621629.0,30052.0,29774.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3598291.0,https://anaconda.org/conda-forge/srsly,2023-06-16 16:14:14.789,1236917.0,,,,,3.0,,,,,,,,,,,,,,
+250,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 21:55:21.000,2023-06-16 13:16:17.227,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9710182.0,8854.0,8491.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,363.0,9706148.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,350963.0,,,,,3.0,,,,,,,,,,,,,,
+251,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-02 18:26:47.000,2023-07-02 18:26:45,1862.0,11.0,586,131.0,1272.0,207.0,1060.0,7296,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,hydra,conda-forge/hydra-core,,,24853.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8084.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,687560.0,,,,,3.0,,,,,,,,,,,,,,
+252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2577,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,25028.0,2262.0,2217.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,25028.0,,,,,,,,3.0,,,,,,,,,,,,,,
+253,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,4.0,101,31.0,81.0,11.0,124.0,2302,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,,,287276.0,1054.0,1013.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,283089.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,213580.0,,,,,3.0,['pandas'],,,,,,,,,,,,,
+254,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-07-02 18:04:28.000,2023-06-29 14:07:50,5596.0,40.0,504,109.0,920.0,588.0,935.0,2016,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,128.0,28,False,wx,conda-forge/wxpython,,3245.0,9113.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-06-16 13:22:13.480,661601.0,,,,,3.0,,,,,,,,,,,,,,
+255,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1879,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8273774.0,2194.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2194.0,8256833.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1389176.0,,,,,3.0,,,,,,,,,,,,,,
+256,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-06-16 19:19:13.290,2023-04-17 20:41:44,153.0,1.0,116,23.0,106.0,49.0,42.0,1832,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,356112.0,6484.0,6399.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,355630.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,18322.0,,,,,3.0,,,,,,,,,,,,,,
+257,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,,175,49.0,33.0,59.0,25.0,1250,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1468130.0,2246.0,2165.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1453491.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,365992.0,,,,,3.0,['pandas'],,,,,,,,,,,,,
+258,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-07-05 20:08:21.000,2023-07-01 10:01:30,762.0,14.0,53,16.0,418.0,170.0,163.0,1213,2023-07-01 10:01:24.000,0.9.1,30.0,24.0,28,True,prisma,,,,23727.0,304.0,299.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,23727.0,,,,,,,,3.0,,,,,,,,,,,,,,
+259,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-05 16:22:45.000,2023-07-05 16:22:44,1184.0,25.0,141,40.0,81.0,3.0,128.0,1054,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,28,True,path,conda-forge/path,,,1022604.0,129.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,129.0,1012898.0,https://anaconda.org/conda-forge/path,2023-06-16 16:19:49.532,417393.0,,,,,3.0,,,,,,,,,,,,,,
+260,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-07-02 21:18:34.000,2023-06-28 22:35:11,1697.0,36.0,71,14.0,402.0,99.0,227.0,1053,2023-06-28 22:44:00.752,0.116.0,236.0,40.0,28,True,piccolo,,,,17231.0,275.0,266.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,17231.0,,,,,,,,3.0,,,,,,,,,,,,,,
+261,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-02 17:11:55.000,2023-06-05 14:52:29,167.0,19.0,86,27.0,39.0,5.0,69.0,802,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7185394.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7182908.0,https://anaconda.org/conda-forge/email-validator,2023-06-16 19:20:56.493,89499.0,,,,,3.0,,,,,,,,,,,,,,
+262,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,78429.0,989.0,761.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,76667.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,149819.0,,,,,3.0,,,,,,,,,,,,,,
+263,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,,51,12.0,49.0,8.0,116.0,565,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10162586.0,56611.0,54351.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2260.0,9994643.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10412498.0,,,,,3.0,,,,,,,,,,,,,,
+264,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-06-16 13:22:23.807,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,65.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,297400.0,6014.0,4664.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,296476.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70225.0,,,,,3.0,,,,,,,,,,,,,,
+265,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-16 13:23:16.139,2023-06-16 06:52:40,694.0,5.0,44,11.0,76.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1149352.0,4445.0,4185.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1133342.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1248853.0,,,,,3.0,,,,,,,,,,,,,,
+266,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 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,233.0,194187.0,7006.0,4625.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,191669.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,209822.0,,,,,3.0,,,,,,,,,,,,,,
+267,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,16.0,87.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,133.0,2477328.0,30539.0,27162.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3377.0,2466225.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,666142.0,,,,,3.0,,,,,,,,,,,,,,
+268,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,8.0,37,8.0,28.0,24.0,29.0,236,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10347105.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,10195554.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10002397.0,,,,,3.0,,,,,,,,,,,,,,
+269,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,28,False,tabulator,conda-forge/tabulator-py,,,209856.0,1142.0,1069.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,209128.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53192.0,,,,,3.0,,,,,,,,,,,,,,
+270,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,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9794711.0,46022.0,38038.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7984.0,9779669.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1248564.0,,,,,3.0,,,,,,,,,,,,,,
+271,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,,54,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,106264.0,2389.0,2099.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104961.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,106861.0,,,,,3.0,,,,,,,,,,,,,,
+272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-03 14:05:13.000,2022-03-10 10:33:50,585.0,,506,84.0,244.0,99.0,129.0,3546,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,136700.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,136444.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21009.0,,,,,3.0,,,,,,,,,3.0,,,,,
+273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,3.0,189,30.0,52.0,75.0,124.0,3146,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,,,305621.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,304723.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,22463.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,,
+274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3133,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1688.0,150.0,129.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,494.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,100352.0,,,,,3.0,,,,,,,,,,,,,,
+275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2510.0,199.0,163.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2510.0,,,,,,,,3.0,,,,,,,,,,,,,,
+276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1038,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,224225.0,3592.0,3376.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,216.0,222853.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,76853.0,,,,,3.0,,,,,,,,,,,,,,
+277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,18244.0,2423.0,1916.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13909.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,333815.0,,,,,3.0,,,,,,,,,,,,,,
+278,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 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,811,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,568364.0,2052.0,1939.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,113.0,565469.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,194002.0,,,,,3.0,,,,,,,,,,,,,,
+279,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-01 19:58:53.000,2023-06-22 22:14:53,1371.0,46.0,48,17.0,134.0,3.0,13.0,690,2023-06-22 22:41:04.790,1.3.2,70.0,4.0,27,True,ubelt,conda-forge/ubelt,,,15967.0,2820.0,2762.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,58.0,13454.0,https://anaconda.org/conda-forge/ubelt,2023-06-26 09:45:21.229,55294.0,,,,,3.0,,,,,,,,,,,,,,
+280,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-03 18:45:17.000,2023-07-03 18:44:33,9912.0,55.0,43,14.0,9.0,6.0,8.0,478,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,,,78290.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,78290.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,,
+281,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-26 22:34:58.000,2023-06-26 00:43:42,6164.0,188.0,30,10.0,240.0,34.0,533.0,347,2023-06-25 04:41:46.000,1.4.6,183.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11429.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,4102.0,https://anaconda.org/conda-forge/static-frame,2023-06-25 18:40:27.043,278462.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,,
+282,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 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,33181070.0,13014.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13014.0,33023086.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13744637.0,,,,,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 08:28:33.000,2023-07-06 07:29:56.000,2023-07-04 05:04:11,491.0,1.0,26,6.0,46.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,15.0,27,False,pathlib2,conda-forge/pathlib2,,,6646774.0,61287.0,56994.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4293.0,6617119.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2491101.0,,,,,3.0,,,,,,,,,,,,,,
+284,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 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6085,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,3377.0,104.0,100.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3377.0,,,,,,,,3.0,,,,,,,,,,,,,,
+285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-02 13:32:36.000,2023-06-12 10:56:25,282.0,7.0,227,29.0,129.0,83.0,112.0,2394,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,26,True,img2dataset,,,1158.0,24906.0,54.0,53.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,24856.0,,,,,,,,3.0,,,,,,,,,,,,,,
+286,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 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,35.0,99.0,20.0,138.0,2224,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1532210.0,325.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,325.0,1525412.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,428286.0,,,,,3.0,,,,,,,,,,,,,,
+287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-23 12:52:45.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,53.0,11.0,121.0,2187,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,250682.0,655.0,636.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,250682.0,,,,,,,,3.0,,,,,,,,,,,,,,
+288,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1483,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,637.0,4624.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2404.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,150385.0,,,,,3.0,,,,,,,,,,,,,,
+289,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 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1041,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1204771.0,6016.0,5902.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1189847.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,925298.0,,,,,3.0,,,,,,,,,,,,,,
+290,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-26 05:03:57.000,2023-06-26 05:03:55,669.0,21.0,44,22.0,507.0,5.0,33.0,711,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,381409.0,109.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,109.0,381120.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14191.0,,,,,3.0,,,,,,,,,,,,,,
+291,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 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,461986.0,2482.0,2224.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,461986.0,,,,,,,,3.0,,,,,,,,,,,,,,
+292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,28322.0,14175.0,14159.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28108.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4715.0,,,,,3.0,,,,,,,,,,,,,,
+293,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 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18113155.0,304.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,304.0,18083244.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1525480.0,,,,,3.0,,,,,,,,,,,,,,
+294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-06-16 16:18:51.234,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3570911.0,26157.0,26086.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,71.0,3547005.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1051900.0,,,,,3.0,,,,,,,,,,,,,,
+295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,269.0,1778.0,58,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58753932.0,7718.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7688.0,58752031.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,173735.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl
+296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11777707.0,71866.0,69162.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2704.0,11765247.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1109006.0,,,,,3.0,,,,,,,,,,,,,,
+297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-05 18:59:02.000,2023-05-20 15:36:34,375.0,1.0,137,30.0,222.0,57.0,139.0,1629,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,48641.0,431.0,413.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,48351.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,7853.0,,,,,3.0,,,,,,,,,,,,,,
+298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1554,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6198.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6198.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,
+299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,5274.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5274.0,,,,,,,,3.0,,,,,,,,,,,,,,
+300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-03 14:10:19.000,2023-05-19 04:32:00,6411.0,3.0,222,40.0,1033.0,7.0,209.0,1387,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,12449.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12449.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,,
+301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2231.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2231.0,,,,,,,,3.0,,,,,,,,,,,,,,
+302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,19.0,1143,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,754000.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,754000.0,,,,,,,,3.0,,,,,,,,,,,,,,
+303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,26.0,202.0,1113,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,372.0,312944.0,243.0,210.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,312941.0,,,,,,,,3.0,,,,,,,,,,,,,,
+304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,540717.0,2057.0,1888.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,536222.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,296696.0,,,,,3.0,,,,,,,,,,,,,,
+305,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,,131,10.0,22.0,25.0,19.0,629,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,3919691.0,2888.0,2674.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,3919319.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11163.0,,,,,3.0,,,,,,,,,,,,,,
+306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,10.0,26.0,15.0,71.0,590,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,319838.0,1131.0,1108.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,317693.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,70791.0,,,,,3.0,,,,,,,,,,,,,,
+307,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-06-16 16:13:03.471,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,459,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,30644.0,630.0,542.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,88.0,30226.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22613.0,,,,,3.0,,,,,,,,,,,,,,
+308,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,,105,43.0,111.0,34.0,55.0,385,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,16544.0,408.0,284.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16544.0,,,,,,,,3.0,,,,,,,,,,,,,,
+309,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,,136,54.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,556402.0,193.0,171.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,556401.0,,,,,,,,3.0,,,,,,,,,,,,,,
+310,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,39.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,89459.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,89459.0,,,,,,,,3.0,,,,,,,,,,,,,,
+311,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,20.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,20092.0,873.0,826.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,20092.0,,,,,,,,3.0,,,,,,,,,,,,,,
+312,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 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,113.0,121219.0,5695.0,4368.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1327.0,120592.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,53941.0,,,,,3.0,,,,,,,,,,,,,,
+313,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,,24,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15272519.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15100472.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,14968105.0,,,,,3.0,,,,,,,,,,,,,,
+314,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3147.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3147.0,,,,,,,,3.0,,,,,,,,,,,,,,
+315,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-06-16 19:20:56.548,2023-03-22 14:52:27,240.0,,89,41.0,40.0,21.0,46.0,1426,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,23677.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,23296.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13731.0,,,,,3.0,,,,,,,,,,,,,,
+316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-06-26 10:56:46.000,2023-06-20 08:09:27,318.0,6.0,74,44.0,222.0,42.0,40.0,1288,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,1461.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,1461.0,,,,,,,,3.0,,,,,,,,,,,,,,
+317,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,451,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,21902.0,423.0,396.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,21902.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,,
+318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-04 16:33:44.000,2023-06-01 15:14:21,906.0,33.0,22,17.0,165.0,7.0,11.0,325,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,17360.0,360.0,325.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,17360.0,,,,,,,,3.0,,,,,,,,,,,,,,
+319,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,6.0,29,5.0,123.0,2.0,77.0,139,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,98311.0,828.0,783.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,97463.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,39862.0,,,,,3.0,,,,,,,,,,,,,,
+320,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 00:03:24.000,2023-06-16 13:23:09.620,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,111,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,66.0,94892.0,2679.0,2487.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,94521.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25602.0,,,,,3.0,,,,,,,,,,,,,,
+321,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,183.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,183.0,,,,,,,,3.0,,,,,,,,,,,,,,
+322,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-24 11:07:47.000,2023-05-23 07:09:38,600.0,1.0,362,49.0,104.0,179.0,102.0,2176,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,23,True,camelot,,,,5777.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5777.0,,,,,,,,3.0,,,,,,,,,,,,,,
+323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,pinject,conda-forge/pinject,,,58006.0,178.0,157.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,57834.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3799.0,,,,,3.0,,,,,,,,,,,,,,
+324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91369.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91253.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4761.0,,,,,3.0,,,,,,,,,,,,,,
+325,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,,48,9.0,140.0,9.0,21.0,258,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,10842.0,181.0,173.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10688.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4319.0,,,,,3.0,,,,,,,,,,,,,,
+326,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 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,12338.0,841.0,757.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,11252.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,86954.0,,,,,3.0,,,,,,,,,,,,,,
+327,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-07-05 09:18:14.000,2023-07-05 09:16:44,5341.0,45.0,42,14.0,597.0,33.0,78.0,189,2023-07-05 09:18:14.000,0.8.5,18.0,33.0,23,True,batchflow,,,,390.0,5.0,5.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,390.0,,,,,,,,3.0,,,,,,,,,,,,,,
+328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-06 13:56:30.000,2023-07-06 13:40:20,1536.0,393.0,4,3.0,653.0,18.0,23.0,38,2023-07-06 06:54:03.885,4.5.0,58.0,6.0,23,False,click-extra,,,223.0,5079.0,59.0,53.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,5069.0,,,,,,,,3.0,,,,,,,,,,,,,,
+329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,28358.0,395.0,362.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,28358.0,,,,,,,,3.0,,,,,,,,,,,,,,
+330,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,,554,267.0,30.0,1.0,60.0,2700,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,53.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,53.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,,
+331,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,,85,37.0,214.0,44.0,56.0,2422,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19508.0,750.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,,
+332,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,,84,45.0,34.0,18.0,11.0,1743,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6757.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6757.0,,,,,,,,3.0,,,,,,,,,,,,,,
+333,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,,143,40.0,22.0,20.0,11.0,1545,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,149719.0,183.0,161.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,149719.0,,,,,,,,3.0,,,,,,,,,,,,,,
+334,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-07-04 01:40:11.000,2023-02-21 10:55:54,98.0,,38,17.0,64.0,6.0,4.0,1066,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,67805.0,642.0,625.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,67572.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4210.0,,,,,3.0,,,,,,,,,,,,,,
+335,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,661.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,661.0,,,,,,,,3.0,,,,,,,,,,,,,,
+336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,837,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,21471.0,213.0,194.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21185.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10599.0,,,,,3.0,,,,,,,,,,,,,,
+337,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 03:40:46,109.0,2.0,120,13.0,32.0,31.0,42.0,791,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,19606.0,1247.0,1153.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,94.0,19606.0,,,,,,,,3.0,,,,,,,,,,,,,,
+338,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 16:10:05.000,2023-06-24 20:43:54.000,2023-05-02 12:53:18,107.0,13.0,27,10.0,49.0,11.0,12.0,683,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,44871.0,170.0,164.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,42797.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,33194.0,,,,,3.0,,,,,,,,,,,,,,
+339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,531,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2637.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2066.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10289.0,,,,,3.0,,,,,,,,,,,,,,
+340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,57148.0,11015.0,8969.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,57148.0,,,,,,,,3.0,,,,,,,,,,,,,,
+341,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,50112.0,4474.0,3291.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1183.0,49335.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67599.0,,,,,3.0,,,,,,,,,,,,,,
+342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-03 20:04:08.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,39034.0,187.0,158.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,39034.0,,,,,,,,3.0,,,,,,,,,,,,,,
+343,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,,11,5.0,11.0,2.0,7.0,121,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,314015.0,1677.0,1626.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,311944.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,64217.0,,,,,3.0,,,,,,,,,,,,,,
+344,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,44.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,44.0,,,,,,,,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 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,3.0,123,34.0,10.0,8.0,152.0,3057,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,21,False,ptext-joris-schellekens,conda-forge/borb,,,1678.0,174.0,174.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,42.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,37632.0,,,,,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,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,943.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,943.0,,,,,,,,3.0,,,,,,,,,,,,,,
+347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,784.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,784.0,,,,,,,,3.0,,,,,,,,,,,,,,
+348,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-01 15:18:31.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,805,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,14824.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14824.0,,,,,,,,3.0,,,,,,,,,,,,,,
+349,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,710,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,1988.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1222.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,24529.0,,,,,3.0,['pandas'],,,,,,,,,,,,,
+350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13644.0,141.0,135.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13644.0,,,,,,,,3.0,,,,,,,,,,,,,,
+351,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,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,15683.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15445.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20763.0,,,,,3.0,,,,,,,,,,,,,,
+352,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-06-29 12:04:44.000,2023-04-26 16:56:57,532.0,9.0,9,6.0,107.0,17.0,83.0,177,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,6760.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,5616.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,29751.0,,,,,3.0,,,,,,,,,,,,,,
+353,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,180338.0,1939.0,1814.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,170485.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,650357.0,,,,,3.0,,,,,,,,,,,,,,
+354,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,,137,69.0,4.0,1.0,40.0,2011,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2258.0,50.0,41.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2258.0,,,,,,,,3.0,,,,,,,,,,,,,,
+355,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 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,201,41.0,56.0,80.0,39.0,1314,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10648.0,1176.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,990.0,,,,,,,,3.0,,,,,,,,,,,,,,
+356,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 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,271,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,58649.0,379.0,372.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,58649.0,,,,,,,,3.0,,,,,,,,,,,,,,
+357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,7.0,48.0,6.0,10.0,244,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,36169.0,275.0,241.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,36169.0,,,,,,,,3.0,,,,,,,,,,,,,,
+358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-07-05 16:12:59.000,2023-07-05 16:12:57,581.0,95.0,20,4.0,227.0,2.0,,229,2023-07-05 16:15:01.052,1.1.165,433.0,9.0,20,True,upgini,,,,8800.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8800.0,,,,,,,,3.0,,,,,,,,,,,,,,
+359,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,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1163.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,181.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,58952.0,,,,,3.0,['pandas'],,,,,,,,,,,,,
+360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,,
+361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-06-28 19:02:16.000,2023-06-28 19:02:09,263.0,3.0,56,36.0,45.0,14.0,58.0,1086,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1244.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1244.0,,,,,,,,3.0,,,,,,,,,,,,,,
+362,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 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,372.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,372.0,,,,,,,,3.0,,,,,,,,,,,,,,
+363,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,619,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,pugsql,,,,17124.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,17124.0,,,,,,,,3.0,,,,,,,,,,,,,,
+364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3818.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3818.0,,,,,,,,3.0,,,,,,,,,,,,,,
+365,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,,16,6.0,9.0,14.0,5.0,194,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,53951.0,774.0,770.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,53951.0,,,,,,,,3.0,,,,,,,,,,,,,,
+366,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,54916.0,149.0,138.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,54916.0,,,,,,,,3.0,,,,,,,,,,,,,,
+367,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 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,58.0,67.0,24.0,16.0,2011,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,112.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,112.0,,,,,,,,3.0,,,,,,,,,,,,,,
+368,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,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,656.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,656.0,,,,,,,,3.0,,,,,,,,,,,,,,
+369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,503.0,38.0,30.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,503.0,,,,,,,,3.0,,,,,,,,,,,,,,
+370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9109.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9109.0,,,,,,,,3.0,,,,,,,,,,,,,,
+371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1338,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,64.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,64.0,,,,,,,,3.0,,,,,,,,,,,,,,
+372,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-18 18:29:37.000,2023-06-18 17:18:09,2656.0,32.0,107,29.0,185.0,48.0,286.0,1085,,,,39.0,17,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,
+373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,41.0,39.0,11.0,256.0,940,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,
+374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,142920.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,142920.0,,,,,,,,3.0,,,,,,,,,,,,,,
+375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,764,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,2637.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2637.0,,,,,,,,3.0,,,,,,,,,,,,,,
+376,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,lazydata,,,,33.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,33.0,,,,,,,,3.0,,,,,,,,,,,,,,
+377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,227.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,227.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,,
+378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,10.0,119.0,20.0,57.0,423,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,371.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,371.0,,,,,,,,3.0,,,,,,,,,,,,,,
+379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,32.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,32.0,,,,,,,,3.0,,,,,,,,,4.0,,,,,
+380,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,,24,13.0,3.0,6.0,1.0,712,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,235.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,235.0,,,,,,,,3.0,,,,,,,,,,,,,,
+381,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-29 14:21:13.000,2023-06-22 14:04:27,113.0,2.0,6,13.0,125.0,4.0,2.0,266,2023-03-02 13:18:02.345,0.19.0,95.0,14.0,15,True,squirrel-core,squirrel-core,,,1462.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1462.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,,
+382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,77,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,35399.0,472.0,463.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35399.0,,,,,,,,3.0,,,,,,,,,,,,,,
+383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,482.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,482.0,,,,,,,,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,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,94.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,94.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,,
+385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,66.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,66.0,,,,,,,,3.0,,,,,,,,,,,,,,
+386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,124.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,124.0,,,,,,,,3.0,,,,,,,,,,,,,,
+387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,
+388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,761,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,
diff --git a/latest-changes.md b/latest-changes.md
index 575d382..20c8594 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._
-- keyring (π₯35 Β· β 1.1K Β· π) - Store and access your passwords safely. MIT
-- pyfilesystem2 (π₯30 Β· β 1.9K Β· π€) - Pythons Filesystem abstraction layer. MIT
-- ConfigArgParse (π₯30 Β· β 650 Β· π) - A drop-in replacement for argparse that allows options to.. MIT
-- Unipath (π₯22 Β· β 510 Β· π) - An object-oriented approach to Python file/directory operations. MIT
-- db.py (π₯21 Β· β 1.2K Β· π) - db.py is an easier way to interact with your databases. BSD-2
+- pymongo (π₯39 Β· β 3.9K Β· π) - PyMongo - the Official MongoDB Python driver. Apache-2
+- smart-open (π₯30 Β· β 2.9K Β· π) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
+- pandas-datareader (π₯29 Β· β 2.7K Β· π) - Extract data from a wide range of Internet sources.. BSD-3
+- textract (π₯27 Β· β 3.5K Β· π) - extract text from any document. no muss. no fuss. MIT
+- Botflow (π₯15 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
## 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._
-- smart-open (π₯27 Β· β 2.9K Β· π) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
-- swifter (π₯26 Β· β 2.3K Β· π) - A package which efficiently applies any function to a pandas.. MIT MIT
-- pandas-datareader (π₯23 Β· β 2.7K Β· π) - Extract data from a wide range of Internet sources.. βUnlicensed
-- Botflow (π₯11 Β· β 1.2K Β· π) - Python Fast Dataflow programming framework for Data pipeline.. βUnlicensed
+- SQLAlchemy (π₯45 Β· β 7.5K Β· π) - The Database Toolkit for Python. MIT
+- google-cloud-storage (π₯43 Β· β 4.3K Β· π) - Google Cloud Client Library for Python. Apache-2
+- psycopg2 (π₯38 Β· β 3K Β· π) - PostgreSQL database adapter for the Python.. βοΈBSD-3-Clause-Attribution
+- cloudpickle (π₯35 Β· β 1.4K Β· π) - Extended pickling support for Python objects. BSD-3
+- pyodbc (π₯32 Β· β 2.7K Β· π) - Python ODBC bridge. βοΈMIT-0