An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: dask

1337kuzey/Real-Time-Fraud-Detection

This repository contains a real-time fraud detection system that leverages Kafka for data streaming and FastAPI for machine learning inference. It provides robust monitoring through Prometheus and Grafana, ensuring you can track performance and detect anomalies effectively. 🐙✨

Language: Python - Size: 1.35 MB - Last synced at: about 5 hours ago - Pushed at: about 6 hours ago - Stars: 0 - Forks: 0

dmitryglhf/autodask

AutoML Library Based on Dask with Bee Colony Optimization

Language: Python - Size: 1.66 MB - Last synced at: about 6 hours ago - Pushed at: about 7 hours ago - Stars: 3 - Forks: 0

Calmon43/task-scheduler

Task-scheduler is a lightweight tool that helps users automate and manage recurring tasks efficiently. It allows you to set schedules, monitor task execution, and receive notifications for task completion.

Size: 3.91 KB - Last synced at: about 13 hours ago - Pushed at: about 14 hours ago - Stars: 0 - Forks: 0

PylarBear/pybear

pybear is a Python computing library that augments data analytics functionality found in the popular numpy, scikit-learn, dask, and dask_ml libraries.

Language: Python - Size: 49 MB - Last synced at: about 15 hours ago - Pushed at: about 15 hours ago - Stars: 0 - Forks: 0

fugue-project/fugue

A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.

Language: Python - Size: 5.98 MB - Last synced at: about 1 hour ago - Pushed at: 3 months ago - Stars: 2,088 - Forks: 94

capitalone/datacompy

Pandas, Polars, Spark, and Snowpark DataFrame comparison for humans and more!

Language: Python - Size: 11.6 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 576 - Forks: 143

casangi/graphviper

Dask Based MapReduce for Multi Xarray Datasets.

Language: Python - Size: 2.61 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 2

shushantrishav/Microsoft-Malware-Prediction

A data science project to predict the probability of a machine encountering malware based on telemetry data collected from Microsoft Defender. Built using Python, Dask, LightGBM, and essential data science libraries for handling large-scale structured data.

Language: Jupyter Notebook - Size: 33.2 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 1

pydata/xarray

N-D labeled arrays and datasets in Python

Language: Python - Size: 47.7 MB - Last synced at: 1 day ago - Pushed at: 3 days ago - Stars: 3,870 - Forks: 1,150

rapidsai/cudf

cuDF - GPU DataFrame Library

Language: C++ - Size: 158 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 8,992 - Forks: 951

dask/dask

Parallel computing with task scheduling

Language: Python - Size: 120 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 13,273 - Forks: 1,774

thewtex/ngff-zarr

A lean and kind Open Microscopy Environment (OME) Next Generation File Format (NGFF) Zarr implementation.

Language: Python - Size: 774 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 42 - Forks: 9

nebari-dev/nebari

🪴 Nebari - your open source data science platform

Language: Python - Size: 16.3 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 296 - Forks: 102

bioio-devs/bioio-lif

A BioIO reader plugin for reading LIF (Leica Image File) images.

Language: Python - Size: 298 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 1

bioio-devs/bioio-ome-tiff

A BioIO reader plugin for reading Tiff files in the OME format.

Language: Python - Size: 132 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 2

bioio-devs/bioio-ome-tiled-tiff

A BioIO reader plugin for reading tiled tiff files in the OME format.

Language: Python - Size: 173 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1 - Forks: 0

bioio-devs/bioio-tiff-glob

A BioIO reader plugin for reading Tiff Glob images.

Language: Python - Size: 53.7 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

bioio-devs/bioio

Image reading, metadata management, and image writing for Microscopy images in Python

Language: Python - Size: 8.7 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 88 - Forks: 7

bioio-devs/bioio-czi

A BioIO reader plugin for reading CZI files.

Language: Python - Size: 2.11 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 4 - Forks: 1

narwhals-dev/narwhals

Lightweight and extensible compatibility layer between dataframe libraries!

Language: Python - Size: 10.6 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 1,125 - Forks: 149

Ouranosinc/xclim

Library of derived climate variables, ie climate indicators, based on xarray.

Language: Python - Size: 60.5 MB - Last synced at: about 9 hours ago - Pushed at: 1 day ago - Stars: 360 - Forks: 67

dask/dask-jobqueue

Deploy Dask on job schedulers like PBS, SLURM, and SGE

Language: Python - Size: 755 KB - Last synced at: about 17 hours ago - Pushed at: 18 days ago - Stars: 249 - Forks: 144

nci/scores

scores: Metrics for the verification, evaluation and optimisation of forecasts, predictions or models.

Language: Jupyter Notebook - Size: 18.5 MB - Last synced at: about 9 hours ago - Pushed at: about 19 hours ago - Stars: 169 - Forks: 32

basnijholt/adaptive-scheduler

Run many functions (adaptively) on many cores (>10k-100k) using mpi4py.futures, ipyparallel, loky, or dask-mpi. :tada:

Language: Python - Size: 1010 KB - Last synced at: about 23 hours ago - Pushed at: 3 days ago - Stars: 30 - Forks: 11

myryfe/dataframely

A declarative, 🐻❄️-native data frame validation library.

Language: Python - Size: 290 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

miniufo/xgrads

Parse and read ctl and associated binary file commonly used by GrADS into xarray

Language: Jupyter Notebook - Size: 16.6 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 76 - Forks: 27

nebari-dev/nebari-docs

📖 Documentation for Nebari

Size: 51.1 MB - Last synced at: about 11 hours ago - Pushed at: 6 days ago - Stars: 16 - Forks: 35

interfaces-programacao-proj/API-BIdaSESA

Aplicação Flask BI da SESA

Language: Python - Size: 20.5 KB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 1

stumpy-dev/stumpy

STUMPY is a powerful and scalable Python library for modern time series analysis

Language: Python - Size: 127 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 3,935 - Forks: 333

pytroll/satpy

Python package for earth-observing satellite data processing

Language: Python - Size: 24.6 MB - Last synced at: about 9 hours ago - Pushed at: 7 days ago - Stars: 1,119 - Forks: 311

bioio-devs/bioio-base

Typing, base classes, and more for BioIO projects.

Language: Python - Size: 2.88 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

polyaxon/traceml

Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.

Language: Python - Size: 118 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 517 - Forks: 44

Matrix030/SteamLens

High-performance sentiment analysis platform for Steam reviews. Built with Python, Dask & transformers to process millions of reviews in minutes. Features AI topic assignment, sentiment separation by themes, GPU acceleration, and Streamlit web interface for game developers and data scientists.

Language: Jupyter Notebook - Size: 223 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

bioio-devs/bioio-nd2

A BioIO reader plugin for reading ND2 images.

Language: Python - Size: 59.6 KB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 1

dask/distributed

A distributed task scheduler for Dask

Language: Python - Size: 342 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 1,631 - Forks: 734

Nixtla/mlforecast

Scalable machine 🤖 learning for time series forecasting.

Language: Python - Size: 29.8 MB - Last synced at: 6 days ago - Pushed at: 3 months ago - Stars: 1,032 - Forks: 99

TimeEval/TimeEval

Evaluation Tool for Anomaly Detection Algorithms on Time Series

Language: Jupyter Notebook - Size: 24.9 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 126 - Forks: 18

data-apis/array-api-compat

Compatibility layer for common array libraries to support the Array API

Language: Python - Size: 1.8 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 97 - Forks: 35

akbaritabar/course-session-on-Other-Computational-Social-Science-Skills

Materials for course on ""Other" Computational Social Science Skills" at the fourth MPIDR Summer Incubator Program, June 10, 2025, Rostock, Germany (and online)

Size: 647 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 1 - Forks: 0

LDO-CERT/orochi

The Volatility Collaborative GUI

Language: JavaScript - Size: 73 MB - Last synced at: 9 days ago - Pushed at: 10 days ago - Stars: 246 - Forks: 21

ORNL/flowcept

Runtime data integration system that empowers any data processing system to capture and query workflow provenance using data observability and code instrumentation.

Language: Python - Size: 52.7 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 5 - Forks: 5

casangi/astrohack

Antenna panel and position corrections.

Language: Jupyter Notebook - Size: 131 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 9 - Forks: 3

fschuch/xcompact3d_toolbox

A set of tools for pre and postprocessing prepared for the high-order Navier-Stokes solver XCompact3d

Language: Python - Size: 44.3 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 11 - Forks: 6

bioio-devs/bioio-imageio

A BioIO reader plugin for reading simple image and movie formats

Language: Python - Size: 93.8 KB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 0 - Forks: 0

msoechting/lexcube

Lexcube: 3D Data Cube Visualization in Jupyter Notebooks

Language: TypeScript - Size: 6.93 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 152 - Forks: 9

hi-primus/optimus

:truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark

Language: Python - Size: 110 MB - Last synced at: 7 days ago - Pushed at: 7 months ago - Stars: 1,512 - Forks: 232

dask-contrib/dask-deltatable

A Delta Lake reader for Dask

Language: Python - Size: 260 KB - Last synced at: 13 days ago - Pushed at: 9 months ago - Stars: 52 - Forks: 17

dask/dask-cloudprovider

Cloud provider cluster managers for Dask. Supports AWS, Google Cloud Azure and more...

Language: Python - Size: 826 KB - Last synced at: 14 days ago - Pushed at: 16 days ago - Stars: 142 - Forks: 111

wigging/pythonic

Examples of the Python programming language

Language: Python - Size: 3.94 MB - Last synced at: 16 days ago - Pushed at: 17 days ago - Stars: 9 - Forks: 4

crate/sqlalchemy-cratedb

SQLAlchemy dialect for CrateDB.

Language: Python - Size: 1.54 MB - Last synced at: 15 days ago - Pushed at: 16 days ago - Stars: 6 - Forks: 2

p2p-ld/numpydantic

Type annotations for specifying, validating, and serializing arrays with arbitrary backends in Pydantic (and beyond)

Language: Python - Size: 913 KB - Last synced at: 15 days ago - Pushed at: about 1 month ago - Stars: 108 - Forks: 1

brent-stone/hybrid_cloud_AI_SaaS

Full-stack "simple and free" on-prem AI/ML Software as a Service (SaaS) deployment reference. The backend uses pure-python data & AI ecosystem tooling: FastAPI, Prefect, Dask, SQLAlchemy, PostgreSQL, MinIO, and Redis. React Router 7 and TailwindCSS frontend. Traefik proxy, Google OpenID Connect, Docker Compose, and Cloudflare deployment.

Language: TypeScript - Size: 144 KB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 0 - Forks: 0

xarray-contrib/xeofs

Comprehensive EOF analysis in Python with xarray: A versatile, multidimensional, and scalable tool for advanced climate data analysis

Language: Python - Size: 44.8 MB - Last synced at: 5 days ago - Pushed at: 5 months ago - Stars: 119 - Forks: 23

interTwin-eu/dask-flood-mapper

Map floods with Sentinel-1 radar images. We replicate in this package the work of Bauer-Marschallinger et al. (2022) on the TU Wien Bayesian-based flood mapping algorithm. This implementation is entirely based on Dask and data access via STAC with odc-stac.

Language: Python - Size: 19.3 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 5 - Forks: 3

pangeo-data/climpred

:earth_americas: Verification of weather and climate forecasts :earth_africa:

Language: Python - Size: 58.1 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 246 - Forks: 48

AllenCellModeling/aicsimageio

Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Python

Language: Python - Size: 173 MB - Last synced at: 8 days ago - Pushed at: 5 months ago - Stars: 215 - Forks: 50

climate-service-center/index_calculator

Calculate climate indicators based on xclim

Language: Jupyter Notebook - Size: 113 MB - Last synced at: 3 days ago - Pushed at: 10 days ago - Stars: 7 - Forks: 6

umr-lops/xsarsea

scientific functions to compute radar or geophysical parameters from satellite images over ocean

Language: Python - Size: 4.15 MB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 11 - Forks: 8

geoxarray/geoxarray

Geolocation utilities for xarray

Language: Python - Size: 384 KB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 104 - Forks: 8

shauryashaurya/learn-data-munging

Notes on Data Engineering with Pandas, PySpark, Dask, Ray, Arrow DataFusion, Polars etc.

Language: Jupyter Notebook - Size: 631 MB - Last synced at: 8 days ago - Pushed at: 24 days ago - Stars: 47 - Forks: 21

xarray-contrib/flox

Fast & furious GroupBy operations for dask.array

Language: Python - Size: 1.75 MB - Last synced at: 9 days ago - Pushed at: 19 days ago - Stars: 131 - Forks: 20

bioio-devs/bioio-ome-zarr

A BioIO reader plugin for reading Zarr files in the OME format.

Language: Python - Size: 208 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 1 - Forks: 2

itamarst/eliot

Eliot: the logging system that tells you *why* it happened

Language: Python - Size: 1.9 MB - Last synced at: 11 days ago - Pushed at: 4 months ago - Stars: 1,146 - Forks: 71

Euro-BioImaging/EuBI-Bridge

A Python-based tool for parallelized conversion of image datasets from various formats to OME-Zarr, with support for distributed processing and multi-dimensional concatenation.

Language: Python - Size: 2.79 MB - Last synced at: 7 days ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 0

UofU-Cryosphere/isnoda

HRRR-ISNOBAL model setup using a conda environment and utilities to compare it's output.

Language: HTML - Size: 13.3 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 10 - Forks: 3

scipp/sciline

Build scientific pipelines for your data

Language: Python - Size: 3.01 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 10 - Forks: 2

vre-hub/environments

VRE user environment images for workflows and notebooks

Language: C++ - Size: 3.67 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 2 - Forks: 3

lykmapipo/Python-Joblib-Cookbook

A step-by-step guide to master various aspects of Joblib for parallel computing in Python

Language: Python - Size: 44.9 KB - Last synced at: 18 days ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 1

jmcarpenter2/swifter

A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner

Language: Python - Size: 2.15 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 2,611 - Forks: 104

pytroll/pyresample

Geospatial image resampling in Python

Language: Python - Size: 16.8 MB - Last synced at: 22 days ago - Pushed at: about 1 month ago - Stars: 365 - Forks: 96

CoffeaTeam/coffea-casa

Repository with configuration setup of a prototype of analysis facility - "coffea-casa"

Language: Python - Size: 11.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 17 - Forks: 19

TGSAI/mdio-python

Cloud native, scalable storage engine for various types of energy data.

Language: Python - Size: 7.78 MB - Last synced at: 8 days ago - Pushed at: 18 days ago - Stars: 38 - Forks: 14

DataCanvasIO/HyperGBM

A full pipeline AutoML tool for tabular data

Language: Python - Size: 11 MB - Last synced at: 22 days ago - Pushed at: 2 months ago - Stars: 349 - Forks: 47

tkp-archive/paperboy

A web frontend for scheduling Jupyter notebook reports

Language: Python - Size: 12.5 MB - Last synced at: 20 days ago - Pushed at: 7 months ago - Stars: 253 - Forks: 25

ranaroussi/pystore

Fast data store for Pandas time-series data

Language: Python - Size: 155 KB - Last synced at: 10 days ago - Pushed at: 11 months ago - Stars: 578 - Forks: 101

mars-project/mars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

Language: Python - Size: 37 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 2,731 - Forks: 327

ESDS-Leipzig/cubo

On-Demand Earth System Data Cubes (ESDCs) in Python

Language: Python - Size: 1.63 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 189 - Forks: 14

gjoseph92/stackstac

Turn a STAC catalog into a dask-based xarray

Language: Python - Size: 56.2 MB - Last synced at: 22 days ago - Pushed at: 10 months ago - Stars: 257 - Forks: 52

JiaweiZhuang/xESMF

Universal Regridder for Geospatial Data

Language: Python - Size: 2.79 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 278 - Forks: 48

lhoestq/pandas-image-methods

Image methods for pandas dataframes using Pillow

Language: Python - Size: 25.4 KB - Last synced at: 21 days ago - Pushed at: 5 months ago - Stars: 3 - Forks: 0

WilliamZhang20/Distributed-Computing

Implemented distributed computing algorithms

Language: Python - Size: 0 Bytes - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

NVIDIA-Merlin/models

Merlin Models is a collection of deep learning recommender system model reference implementations

Language: Python - Size: 113 MB - Last synced at: 27 days ago - Pushed at: about 1 year ago - Stars: 278 - Forks: 51

aws-samples/amazon-sagemaker-local-mode

Amazon SageMaker Local Mode Examples

Language: Python - Size: 5.94 MB - Last synced at: 15 days ago - Pushed at: about 2 months ago - Stars: 257 - Forks: 63

eoap/dask-app-package

CWL and Dask using calrissian

Language: Jupyter Notebook - Size: 2.44 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 0 - Forks: 0

dask-contrib/dask-sql

Distributed SQL Engine in Python using Dask

Language: Python - Size: 3.35 MB - Last synced at: 4 days ago - Pushed at: 10 months ago - Stars: 405 - Forks: 71

s-v-b/IFEBY310

Website for course IFEBY310 (Big Data Technologies) at Université Paris Cité

Language: HTML - Size: 83 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 1

meldig/pdal-parallelizer

A python app (cli/api) to parallelize your PDAL pipelines

Language: Python - Size: 150 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 12 - Forks: 3

wienkers/marEx

Marine Extremes detection, identification, and tracking/merging for Exascale Climate data

Language: Python - Size: 54.1 MB - Last synced at: 8 days ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 1

dask-contrib/dask-awkward

Native Dask collection for awkward arrays, and the library to use it.

Language: Python - Size: 1.63 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 64 - Forks: 19

NCAR/ncar-jobqueue

Utilities for configuring dask-jobqueue with appropriate settings for NCAR clusters

Language: Python - Size: 152 KB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 14 - Forks: 4

eresearchqut/dasktest

Dask on Aqua using PBS

Language: Jupyter Notebook - Size: 223 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

bytehub-ai/bytehub

ByteHub: making feature stores simple

Language: Python - Size: 363 KB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 60 - Forks: 4

Descanonge/xarray-histogram

Compute histograms from XArray data using BoostHistogram

Language: Python - Size: 218 KB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 7 - Forks: 0

ds2-lab/Wukong

Wukong: A scalable and locality-enhanced serverless parallel framework (ACM SoCC'20)

Language: Python - Size: 14.6 MB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 74 - Forks: 16

google/xarray-beam

Distributed Xarray with Apache Beam

Language: Python - Size: 289 KB - Last synced at: 9 days ago - Pushed at: about 2 months ago - Stars: 147 - Forks: 8

CNES/zcollection

Python library allowing to manipulate data split into a collection of groups stored in Zarr format.

Language: Python - Size: 1010 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 13 - Forks: 3

baggiponte/awesome-pandas-alternatives

Awesome list of alternative dataframe libraries in Python.

Size: 21.5 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 48 - Forks: 2

iamtekson/geospatial-data-analysis-python

This repo contain the most common tools used in geospatial analysis using python!

Language: Jupyter Notebook - Size: 46.9 MB - Last synced at: 13 days ago - Pushed at: 12 months ago - Stars: 41 - Forks: 31

backtick-se/cowait

Containerized distributed programming framework for Python

Language: Python - Size: 5.69 MB - Last synced at: 21 days ago - Pushed at: over 2 years ago - Stars: 53 - Forks: 4

ratt-ru/codex-africanus

Radio Astronomy Algorithms Library

Language: Python - Size: 1.52 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 20 - Forks: 10