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awesome-earth-artificial-intelligence

A curated list of Earth Science's Artificial Intelligence (AI) tutorials, notebooks, software, datasets, courses, books, video lectures and papers. Contributions most welcome.

budykor

Budyko curves in R

caravan

cmip6tools

Collection of tools for CMIP5/6 files processing

cnn_karstspringmodeling

cnn_lstm_era

Code used in the study "Evaluation and interpretation of convolutional long-short term memory networks for regional hydrological modelling"

epwshiftr

Create future EnergyPlus Weather files using CMIP6 data

hdgcvar

Granger causality testing in High Dimensional Vector Autoregressive Models

hrldas

HRLDAS (High Resolution Land Data Assimilation System)

hydat

R package to interface to Canadian Hydrometric Data (HYDAT) published by Water Survey of Canada

isohydricity

jasper

Official Repository for the JasPer Image Coding Toolkit

karstid

KarstID R package: a Shiny application for analyzing karst spring hydrographs

lowflow-wrr

This repo contains code used for analysis associated with WRR paper "Leveraging groundwater dynamics to improve predictions of summer low flow discharges"

machine-learning-and-simulation

All the handwritten notes and source code files used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)

metbrewer

Color palette package in R inspired by works at the Metropolitan Museum of Art in New York

nmfk.jl

Nonnegative Matrix Factorization + k-means clustering and physics constraints for Unsupervised and Physics-Informed Machine Learning

noahmp

The Noah with multiparameterization options (NoahMP) land surface model

noahmp-1

Noah-MP Community Repository

noahmp-tools

Create and run Noah-MP case

parflow

Parflow is an open-source parallel watershed flow model.

rts

Raster Time Series Analysis

smap-hydroblocks_postprocessing

Code for postprocessing the SMAP-HydroBlocks dataset from the Hydrological Response Unit (HRU) space into the geographically gridded space. More information on SMAP-HydroBlocks at https://waterai.earth/smaphb/

spei

An R package for computing the Standardized Precipitation-Evapotranspiration Index (SPEI), Penman-Monteith and other reference evapotranspiration, SPI, etc.

statdownscaling

Statistical dowscaling of climate data at daily scale using quantile mapping (QPM) technique.

swu_dhe

Codes to evaluate the sectoral water use responses during drought and heatwave events.

tethys

Spatiotemporal downscaling model for global water use

ueb_convlstm_model

Source codes for streamflow simulation using integrated UEB and ConvLSTM model.

vicmodel

An R package for variable infiltration capacity (VIC) hydrological model

waterbalance

Visualize how the water balance is changing across the world from 2000 to present