Introduction

This is a repository containing various scripts for downloading and processing data from various downscaled and observational datasets.

Table of Contents

1. LOCA2
2. NEX-GDDP-CMIP6
3. ERA5

LOCA2

LOCA2 Website

Details

Resolution	6 x 6 km
Extent	Central Region of US
Data Location	/data/keeling/a/cristi/a/downscaled_data/LOCA2
Variables	tasmin [K], tasmax [K], pr

Scenarios	Years
historical	1950-2014
ssp245	2015-2100
ssp370	2015-2100
ssp585	2015-2100

Models

Model	Scenario	Experiment ID
ACCESS-CM2	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1
ACCESS-CM2	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1
ACCESS-CM2	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1
ACCESS-CM2	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1
ACCESS-ESM1-5	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
ACCESS-ESM1-5	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
ACCESS-ESM1-5	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
ACCESS-ESM1-5	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
AWI-CM-1-1-MR	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
AWI-CM-1-1-MR	ssp245	r1i1p1f1
AWI-CM-1-1-MR	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
AWI-CM-1-1-MR	ssp585	r1i1p1f1
BCC-CSM2-MR	historical	r1i1p1f1
BCC-CSM2-MR	ssp245	r1i1p1f1
BCC-CSM2-MR	ssp370	r1i1p1f1
BCC-CSM2-MR	ssp585	r1i1p1f1
CESM2-LENS	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
CESM2-LENS	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
CNRM-CM6-1	historical	r1i1p1f2
CNRM-CM6-1	ssp245	r1i1p1f2
CNRM-CM6-1	ssp370	r1i1p1f2
CNRM-CM6-1	ssp585	r1i1p1f2
CNRM-CM6-1-HR	historical	r1i1p1f2
CNRM-CM6-1-HR	ssp585	r1i1p1f2
CNRM-ESM2-1	historical	r1i1p1f2
CNRM-ESM2-1	ssp245	r1i1p1f2
CNRM-ESM2-1	ssp370	r1i1p1f2
CNRM-ESM2-1	ssp585	r1i1p1f2
CanESM5	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1
CanESM5	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1
CanESM5	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1
CanESM5	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1
EC-Earth3	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1
EC-Earth3	ssp245	r1i1p1f1,r2i1p1f1,r4i1p1f1
EC-Earth3	ssp370	r1i1p1f1,r4i1p1f1
EC-Earth3	ssp585	r1i1p1f1,r3i1p1f1,r4i1p1f1
EC-Earth3-Veg	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
EC-Earth3-Veg	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
EC-Earth3-Veg	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1
EC-Earth3-Veg	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1
FGOALS-g3	historical	r1i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
FGOALS-g3	ssp245	r1i1p1f1,r3i1p1f1,r4i1p1f1
FGOALS-g3	ssp370	r1i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
FGOALS-g3	ssp585	r1i1p1f1,r3i1p1f1,r4i1p1f1
GFDL-CM4	historical	r1i1p1f1
GFDL-CM4	ssp245	r1i1p1f1
GFDL-CM4	ssp585	r1i1p1f1
GFDL-ESM4	historical	r1i1p1f1
GFDL-ESM4	ssp245	r1i1p1f1
GFDL-ESM4	ssp370	r1i1p1f1
GFDL-ESM4	ssp585	r1i1p1f1
HadGEM3-GC31-LL	historical	r1i1p1f3,r2i1p1f3,r3i1p1f3
HadGEM3-GC31-LL	ssp245	r1i1p1f3
HadGEM3-GC31-LL	ssp585	r1i1p1f3,r2i1p1f3,r3i1p1f3
HadGEM3-GC31-MM	historical	r1i1p1f3,r2i1p1f3
HadGEM3-GC31-MM	ssp585	r1i1p1f3,r2i1p1f3
INM-CM4-8	historical	r1i1p1f1
INM-CM4-8	ssp245	r1i1p1f1
INM-CM4-8	ssp370	r1i1p1f1
INM-CM4-8	ssp585	r1i1p1f1
INM-CM5-0	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
INM-CM5-0	ssp245	r1i1p1f1
INM-CM5-0	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
INM-CM5-0	ssp585	r1i1p1f1
IPSL-CM6A-LR	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
IPSL-CM6A-LR	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
IPSL-CM6A-LR	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
IPSL-CM6A-LR	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1
KACE-1-0-G	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1
KACE-1-0-G	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1
KACE-1-0-G	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1
KACE-1-0-G	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1
MIROC6	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
MIROC6	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1
MIROC6	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1
MIROC6	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
MPI-ESM1-2-HR	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
MPI-ESM1-2-HR	ssp245	r1i1p1f1,r2i1p1f1
MPI-ESM1-2-HR	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r9i1p1f1,r10i1p1f1
MPI-ESM1-2-HR	ssp585	r1i1p1f1,r2i1p1f1
MPI-ESM1-2-LR	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r10i1p1f1
MPI-ESM1-2-LR	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r10i1p1f1
MPI-ESM1-2-LR	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r7i1p1f1,r8i1p1f1,r10i1p1f1
MPI-ESM1-2-LR	ssp585	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1,r6i1p1f1,r7i1p1f1,r8i1p1f1,r10i1p1f1
MRI-ESM2-0	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
MRI-ESM2-0	ssp245	r1i1p1f1
MRI-ESM2-0	ssp370	r1i1p1f1,r2i1p1f1,r3i1p1f1,r4i1p1f1,r5i1p1f1
MRI-ESM2-0	ssp585	r1i1p1f1
NorESM2-LM	historical	r1i1p1f1,r2i1p1f1,r3i1p1f1
NorESM2-LM	ssp245	r1i1p1f1,r2i1p1f1,r3i1p1f1
NorESM2-LM	ssp370	r1i1p1f1
NorESM2-LM	ssp585	r1i1p1f1
NorESM2-MM	historical	r1i1p1f1,r2i1p1f1
NorESM2-MM	ssp245	r1i1p1f1,r2i1p1f1
NorESM2-MM	ssp370	r1i1p1f1
NorESM2-MM	ssp585	r1i1p1f1
TaiESM1	historical	r1i1p1f1
TaiESM1	ssp245	r1i1p1f1
TaiESM1	ssp370	r1i1p1f1

Downloading and Processing

All code is downloaded to /data/keeling/a/cristi/a/downscaled_data/LOCA2.

Code to create directories Code to download datasets

Code to process datasets

NEX-GDDP-CMIP6

NEX-GDDP-CMIP6 Website

Details

Resolution	25 x 25 km
Extent (historical, ssp245, ssp585)	Worldwide
Extent (ssp370, downloaded)	Illinois
Data Location	Google Earth Engine (data/keeling/a/cristi/a/downscaled_data/cmip6/nex_gddp for ssp370)
Variables	huss [Mass fraction], sfcWind [m/s]

Scenario	Years	Data Source
historical	1950-2014	GEE
ssp245	2015-2100	GEE
ssp370	2015-2100	Amazon S3
ssp585	2015-2100	GEE

Models

• ACCESS-CM2
• ACCESS-ESM1-5
• BCC-CSM2-MR
• CESM2
• CESM2-WACCM
• CMCC-CM2-SR5
• CMCC-ESM2
• CNRM-CM6-1
• CNRM-ESM2-1
• CanESM5
• EC-Earth3
• EC-Earth3-Veg-LR
• FGOALS-g3
• GFDL-CM4 (grid_label=gr1)
• GFDL-ESM4
• GISS-E2-1-G
• HadGEM3-GC31-LL
• HadGEM3-GC31-MM
• IITM-ESM
• INM-CM4-8
• INM-CM5-0
• IPSL-CM6A-LR
• KACE-1-0-G
• KIOST-ESM
• MIROC-ES2L
• MIROC6
• MPI-ESM1-2-HR
• MPI-ESM1-2-LR
• MRI-ESM2-0
• NESM3
• NorESM2-LM
• NorESM2-MM
• TaiESM1
• UKESM1-0-LL

Downloading and Processing

ssp370 data is downloaded to /data/keeling/a/cristi/a/downscaled_data/cmip6/nex_gddp/ncs/IL_NEX-GDDP-CMIP6. All other data is located on Google Earth Engine (GEE).

Code to download datasets

Code to process datasets

ERA5

ERA5 Website

Details

Resolution	31 km
Extent	Worldwide
Data Location	Google Cloud
Variables	Currently Available Datasets
Time Extent	1980 - 2021

Downloading and Processing

All data is located in Google Cloud.

Code to process and download datasets