Open Climate Fix (@openclimatefix)
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Top repositories

1

metnet

PyTorch Implementation of Google Research's MetNet and MetNet-2
Python
217
star
2

skillful_nowcasting

Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954
Python
185
star
3

graph_weather

PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)
Python
162
star
4

quartz-frontend

Front End repo for the Nowcasting project.
TypeScript
94
star
5

satflow

Satellite Optical Flow with machine learning models
Python
58
star
6

predict_pv_yield

Using optical flow & machine learning to predict PV yield
Jupyter Notebook
51
star
7

Open-Source-Quartz-Solar-Forecast

Open Source Solar Site Level Forecast
Jupyter Notebook
50
star
8

Satip

Satip contains the code necessary for retrieving, transforming and storing EUMETSAT data
Jupyter Notebook
41
star
9

pvoutput

Python code for downloading PV data from PVOutput.org
Python
34
star
10

nowcasting_dataset

Prepare batches of data for training machine learning solar electricity nowcasting data
Jupyter Notebook
24
star
11

predict_pv_yield_OLD

Use machine learning to map from satellite imagery of clouds to solar PV yield
Jupyter Notebook
22
star
12

openclimatefix.github.io

HOSTING ONLY. SOURCE HERE --> https://github.com/openclimatefix/website
HTML
21
star
13

website

Source of the Open Climate Fix website.
JavaScript
14
star
14

satellite_image_processing

Jupyter Notebook
12
star
15

ocf_datapipes

OCF's DataPipe based dataloader for training and inference
Python
10
star
16

PVNet

PVnet main repo
Python
10
star
17

diffusion_weather

Testing out Diffusion-based models for weather and PV forecasting
Dockerfile
10
star
18

metoffice_ec2

Subset Met Office MOGREPS-UK and UKV on AWS EC2
Python
10
star
19

nwp

Tools for downloading and processing numerical weather predictions
Python
9
star
20

nwp-consumer

Microservice for consuming NWP data.
Python
9
star
21

pv-site-prediction

ML experiments and models for pv site forecasting
Python
8
star
22

nowcasting_dataloader

PyTorch Dataloader for working with multi-modal data for nowcasting applications
Jupyter Notebook
7
star
23

power_perceiver

Machine learning experiments using the Perceiver IO model to forecast the electricity system (starting with solar)
Jupyter Notebook
6
star
24

merge-all-contributors

Merge all contributors across a GitHub organisation.
JavaScript
6
star
25

metoffice_aws_lambda

AWS Lambda function for Met Office numerical weather predictions on S3
Python
6
star
26

nowcasting_datamodel

Datamodel for the nowcasting project
Python
6
star
27

climatehackai

Unified Repo for the models from the 2022 Climate Hack AI competition
Python
5
star
28

pv-site-api

Site specific API for PV forecasting
Python
5
star
29

eumetsat

Tools for downloading and processing satellite images from EUMETSAT
Jupyter Notebook
5
star
30

nowcasting_forecast

Making live forecasts for the nowcasting project
Python
5
star
31

uk-pv-national-gsp-api

API for hosting nowcasting solar predictions
Python
5
star
32

solar-and-storage

Solar and Storage optimization code
Python
5
star
33

uk-pv-national-xg

National PV forecasting using Gradient Boosted Methods.
Jupyter Notebook
4
star
34

ocf-ml-metrics

Collection of simple baseline models and metrics for standardized evaluation of OCF forecasting models
Python
4
star
35

pv-sites-mobile

Front End web application for site-level forecast UI
TypeScript
4
star
36

bigsolarhunt

The Big Solar Hunt Android/IOS app, a collaborative project between OCF and Possible.
Dart
4
star
37

Elexonpy

Python package wrapper around Elexon api
Python
4
star
38

ckanext-openenergy

Special customisations for the Energy Data Search.
Python
3
star
39

metrics

Toolkit to automatically collect OCF metrics and store them over time.
JavaScript
3
star
40

ocf-infrastructure

Infrastructure code for OCF's cloud environments
HCL
3
star
41

uk-wind-modelling-basic

Simple wind forecast repo
3
star
42

MetOfficeDataHub

Python wrapper around MetOffice Atmospheric Model Data REST API
Python
3
star
43

nowcasting_utils

Common functionality between SatFlow and predict_pv_yield
HTML
3
star
44

ocf_template

Template Repository for OCF Projects
Python
3
star
45

gfs-downloader

NCEP GFS 0.25 Degree Global Forecast Grids Historical Archive: https://rda.ucar.edu/datasets/ds084.1/
Python
3
star
46

pv-site-datamodel

Datamodel for PV sites
Python
2
star
47

gb_national_pv_forecast

Machine learning experiments for forecasting national solar PV for Great Britain
Jupyter Notebook
2
star
48

PVConsumer

Consumer PV data from various sources
Python
2
star
49

community

Community Repo for Open Climate Fix
2
star
50

predict_pv_yield_nwp

Python
2
star
51

dagster-dags

Dags for running jobs on Leonardo
Python
2
star
52

pv-pseudo-experiments

Repo containing the training and experimentation code for PV MetNet and Pseudo-Irradiance models
Python
2
star
53

ocf_blosc2

Blosc2 codec used for OCF's Zarr compression
Python
2
star
54

pv-site-production

Production service for PV site level forecasts
Python
1
star
55

analysis-dashboard

This is a Streamlit app for the OCF team that reports database statistics
Python
1
star
56

PVItaly

Forecast for PV energy systems
Python
1
star
57

india-forecast-app

Runs wind and PV forecasts for India and saves to database
Python
1
star
58

pseudo-labeller

Pseudo Labeller for generating training labels for other PV generation forecasting
Python
1
star
59

PV-Challenge

Python
1
star
60

JpegXlFloatWithNaNs

JpegXlFloatWithNaNs numcodecs compressor for usage with Zarr and Xarray
Python
1
star
61

contributors

Meta Repo for aggregating all contributors across Repos for OCF.
1
star
62

india-api

API India solar and wind data
Python
1
star
63

.github

Various Community Health Files
1
star
64

uk-pvnet-app

Application for running PVNet in production
Python
1
star
65

ocf-data-sampler

A test repo to experiment refactoring ocf_datapipes
Python
1
star
66

analysis_of_pv_live

Analysis of data from Sheffield Solar's PV_Live API
Jupyter Notebook
1
star