GAUSS Dataset#
This notebook introduces the GAUSS dataset hosted under the bucket reflective-persistent-prod/gauss and demonstrates:
Investigating available variables and file layout in the S3 bucket
Loading data from S3 (single files and many files)
Aggregating to annual means and computing area-weighted global averages
Plotting temperature anomaly time series, map and Kernel Density Estimation (kde) plot looking at distribution by latitude band
Key ideas:
Use
simplecache::s3://URLs to locally cache reads for faster accessUse
open_mfdatasetwhen combining many NetCDF files by coordinatesUse
hvplot/HoloViews for interactive plots
!pip install --upgrade pip datashader geoviews hvplot dask boto
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import hvplot.xarray
import s3fs
import xarray as xr
import numpy as np
Explore the GAUSS catalog in S3#
We first list available variables and sizes, then check out the hierarchical layout to understand scenarios, ensembles, and file naming patterns.
We import helper functions from s3tree.py to summarize the bucket contents and set bucket/group variables used throughout.
import sys
sys.path.append("./s3tree.py") # folder that contains s3tree.py
from s3tree import print_variables, show_tree, show_tree_for_variable
bucket = "reflective-persistent-prod"
group = "gauss"
# List variables with sizes
print_variables(bucket, group, show_sizes=True)
1. ICEFRAC 614.5MB
2. PRECC 1.0GB
3. PRECL 1.3GB
4. PRECT 61.8GB
5. PRECT_above_10 4.4GB
6. PRECT_above_20 4.4GB
7. QFLX 2.1GB
8. TREFHT 45.2GB
9. TREFHTMN 2.2GB
10. TREFHTMX 2.2GB
11. TREFHT_above_35 4.4GB
12. TREFHT_above_40 4.4GB
13. TREFHT_below_0 4.4GB
# Entire tree
show_tree(bucket, group)
|_ gauss/ (138.7GB total)
|_ ICEFRAC/ (614.5MB total)
|_ historical/ (190.8MB total)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.185001-189912.nc (19.4MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.190001-194512.nc (17.8MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.194601-198512.nc (15.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.198601-201412.nc (11.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.185001-189912.nc (19.4MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.190001-194912.nc (19.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.195001-199912.nc (19.2MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.200001-201412.nc (5.7MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.185001-189912.nc (19.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.190001-194912.nc (19.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.195001-199912.nc (19.2MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.200001-201412.nc (5.7MB)
|_ ssp245/ (423.7MB total)
|_ no-sai/ (79.4MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.201501-206412.nc (18.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.ICEFRAC.206501-209912.nc (11.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.201501-206412.nc (18.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.ICEFRAC.206501-209812.nc (11.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.201501-201912.nc (1.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.ICEFRAC.202001-206912.nc (17.9MB)
|_ sai/ (344.3MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.ICEFRAC.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.ICEFRAC.203501-206912.nc (12.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.ICEFRAC.203501-206912.nc (12.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.ICEFRAC.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.ICEFRAC.203501-206912.nc (13.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.ICEFRAC.203501-206912.nc (12.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.ICEFRAC.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.ICEFRAC.203501-207012.nc (13.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.ICEFRAC.203501-207012.nc (13.4MB)
|_ PRECC/ (1.0GB total)
|_ historical/ (774.5MB total)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECC.185001-189912.nc (77.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECC.190001-194512.nc (71.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECC.194601-198512.nc (62.8MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECC.198601-201412.nc (45.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.185001-189912.nc (77.8MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.190001-194912.nc (78.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.195001-199912.nc (78.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.200001-201412.nc (23.7MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.185001-189912.nc (77.7MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.190001-194912.nc (78.2MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.195001-199912.nc (78.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.200001-201412.nc (23.7MB)
|_ ssp245/ (261.8MB total)
|_ no-sai/ (261.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.201501-206412.nc (79.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECC.206501-209812.nc (54.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.202001-206912.nc (79.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECC.207001-209912.nc (48.2MB)
|_ PRECL/ (1.3GB total)
|_ historical/ (990.8MB total)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECL.185001-189912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECL.190001-194512.nc (92.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECL.194601-198512.nc (80.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECL.198601-201412.nc (58.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.185001-189912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.190001-194912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.195001-199912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.200001-201412.nc (30.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.185001-189912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.190001-194912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.195001-199912.nc (100.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.200001-201412.nc (30.1MB)
|_ ssp245/ (328.5MB total)
|_ no-sai/ (328.5MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.201501-206412.nc (100.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECL.206501-209812.nc (68.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.202001-206912.nc (100.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECL.207001-209912.nc (60.1MB)
|_ PRECT/ (61.8GB total)
|_ historical/ (32.0GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.18500101-18591231.nc (635.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.18600101-18691231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.18700101-18791231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.18800101-18891231.nc (635.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.18900101-18991231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19000101-19091231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19100101-19191231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19200101-19291231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19300101-19391231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19400101-19491231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19500101-19591231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19600101-19691231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19700101-19791231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19800101-19891231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.19900101-19991231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.20000101-20091231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.PRECT.20100101-20141231.nc (318.2MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.18500101-18591231.nc (635.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.18600101-18691231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.18700101-18791231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.18800101-18891231.nc (635.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.18900101-18991231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19000101-19091231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19100101-19191231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19200101-19291231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19300101-19391231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19400101-19491231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19500101-19591231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19600101-19691231.nc (636.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19700101-19791231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19800101-19891231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.19900101-19991231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.20000101-20091231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.PRECT.20100101-20141231.nc (318.2MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.18500101-18591231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.18600101-18691231.nc (635.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.18700101-18791231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.18800101-18891231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.18900101-18991231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19000101-19091231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19100101-19191231.nc (635.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19200101-19291231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19300101-19391231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19400101-19491231.nc (635.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19500101-19591231.nc (635.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19600101-19691231.nc (635.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19700101-19791231.nc (636.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19800101-19891231.nc (636.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.19900101-19991231.nc (636.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.20000101-20091231.nc (636.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.PRECT.20100101-20141231.nc (318.2MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.185001-189912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.190001-194512.nc (116.5MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.194601-198512.nc (101.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.198601-201412.nc (73.4MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.185001-189912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.190001-194912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.195001-199912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.200001-201412.nc (38.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.185001-189912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.190001-194912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.195001-199912.nc (126.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.200001-201412.nc (38.0MB)
|_ ssp245/ (29.9GB total)
|_ no-sai/ (8.2GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.201501-206412.nc (99.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT.206501-209912.nc (69.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20150101-20241231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20250101-20341231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20350101-20441231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20450101-20541231.nc (636.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20550101-20641231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20621231-20730105.nc (636.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20650101-20741231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20730101-20830105.nc (636.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20750101-20841231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20830101-20930105.nc (636.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20850101-20941231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20930101-20991231.nc (445.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.PRECT.20950101-20991231.nc (318.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.201501-206412.nc (126.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.PRECT.206501-209812.nc (86.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.202001-206912.nc (126.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.PRECT.207001-209912.nc (76.0MB)
|_ sai/ (21.7GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.PRECT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h1.PRECT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.PRECT.203501-206912.nc (69.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.PRECT.20350101-20441231.nc (635.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.PRECT.20450101-20541231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.PRECT.20550101-20641231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.PRECT.20650101-20691231.nc (318.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.PRECT.203501-206912.nc (69.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.PRECT.20350101-20441231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.PRECT.20450101-20541231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.PRECT.20550101-20641231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.PRECT.20650101-20691231.nc (318.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.PRECT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h1.PRECT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.PRECT.203501-206912.nc (69.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.PRECT.20350101-20441231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.PRECT.20450101-20541231.nc (636.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.PRECT.20550101-20641231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.PRECT.20650101-20691231.nc (318.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.PRECT.203501-206912.nc (69.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.PRECT.20350101-20441231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.PRECT.20450101-20541231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.PRECT.20550101-20641231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.PRECT.20650101-20691231.nc (318.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.PRECT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h1.PRECT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.PRECT.203501-207012.nc (71.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.PRECT.20350101-20441231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.PRECT.20450101-20541231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.PRECT.20550101-20641231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.PRECT.20650101-20701231.nc (381.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.PRECT.203501-207012.nc (71.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.PRECT.20350101-20441231.nc (635.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.PRECT.20450101-20541231.nc (635.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.PRECT.20550101-20641231.nc (636.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.PRECT.20650101-20701231.nc (381.7MB)
|_ PRECT_above_10/ (4.4GB total)
|_ historical/ (2.4GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.PRECT_above_10.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.PRECT_above_10.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.PRECT_above_10.185001_201412.nc (835.3MB)
|_ ssp245/ (2.0GB total)
|_ no-sai/ (430.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT_above_10.201501_210001.nc (430.8MB)
|_ sai/ (1.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.PRECT_above_10.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.PRECT_above_10.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.PRECT_above_10.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.PRECT_above_10.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.PRECT_above_10.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.PRECT_above_10.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.PRECT_above_10.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.PRECT_above_10.203501_207101.nc (182.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.PRECT_above_10.203501_207101.nc (182.7MB)
|_ PRECT_above_20/ (4.4GB total)
|_ historical/ (2.4GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.PRECT_above_20.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.PRECT_above_20.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.PRECT_above_20.185001_201412.nc (835.3MB)
|_ ssp245/ (2.0GB total)
|_ no-sai/ (430.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.PRECT_above_20.201501_210001.nc (430.8MB)
|_ sai/ (1.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.PRECT_above_20.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.PRECT_above_20.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.PRECT_above_20.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.PRECT_above_20.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.PRECT_above_20.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.PRECT_above_20.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.PRECT_above_20.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.PRECT_above_20.203501_207101.nc (182.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.PRECT_above_20.203501_207101.nc (182.7MB)
|_ QFLX/ (2.1GB total)
|_ historical/ (971.0MB total)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.185001-189912.nc (98.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.190001-194512.nc (90.2MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.194601-198512.nc (78.5MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.198601-201412.nc (56.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.185001-189912.nc (98.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.190001-194912.nc (98.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.195001-199912.nc (98.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.200001-201412.nc (29.5MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.185001-189912.nc (98.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.190001-194912.nc (98.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.195001-199912.nc (98.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.200001-201412.nc (29.5MB)
|_ ssp245/ (1.2GB total)
|_ no-sai/ (497.9MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.201501-206412.nc (98.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.QFLX.206501-209912.nc (68.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.201501-206412.nc (98.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.QFLX.206501-209812.nc (66.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.201501-201912.nc (9.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.202001-206912.nc (98.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.QFLX.207001-209912.nc (58.8MB)
|_ sai/ (681.7MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.QFLX.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.QFLX.203501-206912.nc (68.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.QFLX.203501-206912.nc (68.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.QFLX.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.QFLX.203501-206912.nc (68.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.QFLX.203501-206912.nc (68.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.QFLX.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.QFLX.203501-207012.nc (70.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.QFLX.203501-207012.nc (70.6MB)
|_ TREFHT/ (45.2GB total)
|_ historical/ (22.0GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18500101-18591231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18700101-18791231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18800101-18891231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18900101-18991231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19000101-19091231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19100101-19191231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19300101-19391231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19400101-19491231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19500101-19591231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19600101-19691231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19700101-19791231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19900101-19991231.nc (441.4MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.20000101-20091231.nc (441.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18500101-18591231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18700101-18791231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18800101-18891231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18900101-18991231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19000101-19091231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19100101-19191231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19300101-19391231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19400101-19491231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19500101-19591231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19600101-19691231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19700101-19791231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19900101-19991231.nc (441.2MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.20000101-20091231.nc (441.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18500101-18591231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18700101-18791231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18800101-18891231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18900101-18991231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19000101-19091231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19100101-19191231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19300101-19391231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19400101-19491231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19500101-19591231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19600101-19691231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19700101-19791231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19900101-19991231.nc (441.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.20000101-20091231.nc (440.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.190001-194512.nc (65.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.194601-198512.nc (56.8MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.198601-201412.nc (41.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.190001-194912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.195001-199912.nc (70.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.200001-201412.nc (21.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.190001-194912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.195001-199912.nc (70.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.200001-201412.nc (21.3MB)
|_ ssp245/ (23.2GB total)
|_ no-sai/ (5.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.201501-206412.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.206501-209912.nc (49.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20150101-20241231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20250101-20341231.nc (440.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20350101-20441231.nc (440.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20450101-20541231.nc (440.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20550101-20641231.nc (439.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20621231-20730105.nc (440.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20650101-20741231.nc (439.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20730101-20830105.nc (439.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20750101-20841231.nc (439.3MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20830101-20930105.nc (440.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20850101-20941231.nc (439.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20930101-20991231.nc (307.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20950101-20991231.nc (219.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.201501-206412.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.206501-209812.nc (48.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.202001-206912.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.207001-209912.nc (42.4MB)
|_ sai/ (17.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20450101-20541231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20550101-20641231.nc (440.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20650101-20691231.nc (220.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20450101-20541231.nc (440.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20550101-20641231.nc (440.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20650101-20691231.nc (220.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20450101-20541231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20550101-20641231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20650101-20691231.nc (220.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20450101-20541231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20550101-20641231.nc (441.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20650101-20691231.nc (220.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHT.203501-207012.nc (51.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20450101-20541231.nc (441.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20550101-20641231.nc (441.3MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20650101-20701231.nc (265.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHT.203501-207012.nc (51.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20350101-20441231.nc (440.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20450101-20541231.nc (441.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20550101-20641231.nc (441.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20650101-20701231.nc (264.8MB)
|_ TREFHTMN/ (2.2GB total)
|_ historical/ (1.2GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.TREFHTMN.185001_201412.nc (417.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.TREFHTMN.185001_201412.nc (417.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.TREFHTMN.185001_201412.nc (417.7MB)
|_ ssp245/ (1019.2MB total)
|_ no-sai/ (215.4MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHTMN.201501_210001.nc (215.4MB)
|_ sai/ (803.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHTMN.203501_206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHTMN.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHTMN.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHTMN.203501_206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHTMN.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHTMN.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHTMN.203501_206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHTMN.203501_207101.nc (91.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHTMN.203501_207101.nc (91.4MB)
|_ TREFHTMX/ (2.2GB total)
|_ historical/ (1.2GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.TREFHTMX.185001_201412.nc (417.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.TREFHTMX.185001_201412.nc (417.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.TREFHTMX.185001_201412.nc (417.7MB)
|_ ssp245/ (1019.2MB total)
|_ no-sai/ (215.4MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHTMX.201501_210001.nc (215.4MB)
|_ sai/ (803.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHTMX.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHTMX.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHTMX.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHTMX.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHTMX.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHTMX.203501_207001.nc (88.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHTMX.203501_206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHTMX.203501_207101.nc (91.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHTMX.203501_207101.nc (91.4MB)
|_ TREFHT_above_35/ (4.4GB total)
|_ historical/ (2.4GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.TREFHT_above_35.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.TREFHT_above_35.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.TREFHT_above_35.185001_201412.nc (835.3MB)
|_ ssp245/ (2.0GB total)
|_ no-sai/ (430.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT_above_35.201501_210001.nc (430.8MB)
|_ sai/ (1.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHT_above_35.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHT_above_35.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHT_above_35.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHT_above_35.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHT_above_35.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHT_above_35.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHT_above_35.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHT_above_35.203501_207101.nc (182.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHT_above_35.203501_207101.nc (182.7MB)
|_ TREFHT_above_40/ (4.4GB total)
|_ historical/ (2.4GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.TREFHT_above_40.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.TREFHT_above_40.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.TREFHT_above_40.185001_201412.nc (835.3MB)
|_ ssp245/ (2.0GB total)
|_ no-sai/ (430.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT_above_40.201501_210001.nc (430.8MB)
|_ sai/ (1.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHT_above_40.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHT_above_40.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHT_above_40.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHT_above_40.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHT_above_40.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHT_above_40.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHT_above_40.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHT_above_40.203501_207101.nc (182.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHT_above_40.203501_207101.nc (182.7MB)
|_ TREFHT_below_0/ (4.4GB total)
|_ historical/ (2.4GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h0.TREFHT_below_0.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h0.TREFHT_below_0.185001_201412.nc (835.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h0.TREFHT_below_0.185001_201412.nc (835.3MB)
|_ ssp245/ (2.0GB total)
|_ no-sai/ (430.8MB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT_below_0.201501_210001.nc (430.8MB)
|_ sai/ (1.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHT_below_0.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHT_below_0.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHT_below_0.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHT_below_0.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHT_below_0.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHT_below_0.203501_207001.nc (177.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHT_below_0.203501_206912.nc (177.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHT_below_0.203501_207101.nc (182.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHT_below_0.203501_207101.nc (182.7MB)
Focus on a single variable#
We narrow down to TREFHT to keep the example concise and reproducible across runs.
# Only one variable
show_tree_for_variable(bucket, group, "TREFHT")
|_ gauss/TREFHT/ (45.2GB total)
|_ gauss/ (45.2GB total)
|_ TREFHT/ (45.2GB total)
|_ historical/ (22.0GB total)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18500101-18591231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18700101-18791231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18800101-18891231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.18900101-18991231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19000101-19091231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19100101-19191231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19300101-19391231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19400101-19491231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19500101-19591231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19600101-19691231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19700101-19791231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.19900101-19991231.nc (441.4MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.20000101-20091231.nc (441.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.001.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18500101-18591231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18700101-18791231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18800101-18891231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.18900101-18991231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19000101-19091231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19100101-19191231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19300101-19391231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19400101-19491231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19500101-19591231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19600101-19691231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19700101-19791231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.19900101-19991231.nc (441.2MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.20000101-20091231.nc (441.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.002.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18500101-18591231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18600101-18691231.nc (442.0MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18700101-18791231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18800101-18891231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.18900101-18991231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19000101-19091231.nc (441.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19100101-19191231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19200101-19291231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19300101-19391231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19400101-19491231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19500101-19591231.nc (441.7MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19600101-19691231.nc (441.8MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19700101-19791231.nc (441.6MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19800101-19891231.nc (441.5MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.19900101-19991231.nc (441.3MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.20000101-20091231.nc (440.9MB)
|_ b.e21.BWHIST.f09_g17.CMIP6-historical-WACCM.003.cam.h1.TREFHT.20100101-20141231.nc (220.6MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.190001-194512.nc (65.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.194601-198512.nc (56.8MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.198601-201412.nc (41.1MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.190001-194912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.195001-199912.nc (70.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.200001-201412.nc (21.3MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.185001-189912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.190001-194912.nc (71.0MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.195001-199912.nc (70.9MB)
|_ b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.200001-201412.nc (21.3MB)
|_ ssp245/ (23.2GB total)
|_ no-sai/ (5.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.201501-206412.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h0.TREFHT.206501-209912.nc (49.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20150101-20241231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20250101-20341231.nc (440.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20350101-20441231.nc (440.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20450101-20541231.nc (440.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20550101-20641231.nc (439.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20621231-20730105.nc (440.2MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20650101-20741231.nc (439.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20730101-20830105.nc (439.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20750101-20841231.nc (439.3MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20830101-20930105.nc (440.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20850101-20941231.nc (439.4MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20930101-20991231.nc (307.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.001.cam.h1.TREFHT.20950101-20991231.nc (219.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.201501-206412.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.206501-209812.nc (48.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.202001-206912.nc (70.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.003.cam.h0.TREFHT.207001-209912.nc (42.4MB)
|_ sai/ (17.6GB total)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20450101-20541231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20550101-20641231.nc (440.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.002.cam.h1.TREFHT.20650101-20691231.nc (220.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20450101-20541231.nc (440.5MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20550101-20641231.nc (440.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-DEFAULT.003.cam.h1.TREFHT.20650101-20691231.nc (220.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20450101-20541231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20550101-20641231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.002.cam.h1.TREFHT.20650101-20691231.nc (220.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h0.TREFHT.203501-206912.nc (49.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20450101-20541231.nc (440.9MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20550101-20641231.nc (441.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-0.5.003.cam.h1.TREFHT.20650101-20691231.nc (220.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h0.TREFHT.203501-206912.nc (88.6MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.001.cam.h1.TREFHT.203501-206912.nc (2.6GB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h0.TREFHT.203501-207012.nc (51.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20350101-20441231.nc (440.7MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20450101-20541231.nc (441.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20550101-20641231.nc (441.3MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.002.cam.h1.TREFHT.20650101-20701231.nc (265.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h0.TREFHT.203501-207012.nc (51.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20350101-20441231.nc (440.8MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20450101-20541231.nc (441.0MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20550101-20641231.nc (441.1MB)
|_ b.e21.BWSSP245.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.SSP245-MA-GAUSS-LOWER-1.0.003.cam.h1.TREFHT.20650101-20701231.nc (264.8MB)
Loading several files simultaneously vs one file#
Many files: use
xr.open_mfdataset(..., combine="by_coords")withsimplecache::s3://URLs and backend storage options. This merges by shared coordinates.One file: use
xr.open_dataset
We demonstrate both below.
Load multiple files by coordinates#
We use xr.open_mfdataset to combine many NetCDF files that share coordinates. The simplecache fsspec layer speeds up random access by caching locally.
variable_name = "TREFHT"
scenario = "historical"
partial_filename = "b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT"
fs = s3fs.S3FileSystem(anon=False)
keys = fs.glob(f"{bucket}/{group}/{variable_name}/{scenario}/{partial_filename}*.nc")
urls = [f"simplecache::s3://{k}" for k in keys]
ds_all = xr.open_mfdataset(
urls,
engine="h5netcdf",
combine="by_coords", # or "nested" + concat_dim="time"
parallel=True,
backend_kwargs={
"storage_options": {
"s3": {"anon": False},
"simplecache": {"cache_storage": "/tmp/s3cache"},
}
},
)
ds_all
/srv/conda/envs/notebook/lib/python3.12/site-packages/xarray/backends/plugins.py:110: RuntimeWarning: Engine 'argo' loading failed:
cannot import name 'collections_to_dsk' from 'dask.base' (/srv/conda/envs/notebook/lib/python3.12/site-packages/dask/base.py)
external_backend_entrypoints = backends_dict_from_pkg(entrypoints_unique)
<xarray.Dataset> Size: 446MB
Dimensions: (time: 1980, zlon: 1, nbnd: 2, lat: 192, lev: 70, ilev: 71,
lon: 288)
Coordinates:
* lat (lat) float64 2kB -90.0 -89.06 -88.12 ... 88.12 89.06 90.0
* zlon (zlon) float64 8B 0.0
* lon (lon) float64 2kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8
* lev (lev) float64 560B 5.96e-06 9.827e-06 1.62e-05 ... 976.3 992.6
* ilev (ilev) float64 568B 4.5e-06 7.42e-06 1.223e-05 ... 985.1 1e+03
* time (time) object 16kB 1850-02-01 00:00:00 ... 2015-01-01 00:00:00
Dimensions without coordinates: nbnd
Data variables: (12/27)
zlon_bnds (time, zlon, nbnd) float64 32kB dask.array<chunksize=(600, 1, 2), meta=np.ndarray>
gw (time, lat) float64 3MB dask.array<chunksize=(600, 192), meta=np.ndarray>
hyam (time, lev) float64 1MB dask.array<chunksize=(600, 70), meta=np.ndarray>
hybm (time, lev) float64 1MB dask.array<chunksize=(600, 70), meta=np.ndarray>
P0 (time) float64 16kB 1e+05 1e+05 1e+05 ... 1e+05 1e+05 1e+05
hyai (time, ilev) float64 1MB dask.array<chunksize=(600, 71), meta=np.ndarray>
... ...
n2ovmr (time) float64 16kB dask.array<chunksize=(512,), meta=np.ndarray>
f11vmr (time) float64 16kB dask.array<chunksize=(512,), meta=np.ndarray>
f12vmr (time) float64 16kB dask.array<chunksize=(512,), meta=np.ndarray>
sol_tsi (time) float64 16kB dask.array<chunksize=(512,), meta=np.ndarray>
nsteph (time) float64 16kB dask.array<chunksize=(600,), meta=np.ndarray>
TREFHT (time, lat, lon) float32 438MB dask.array<chunksize=(1, 192, 288), meta=np.ndarray>
Attributes:
Conventions: CF-1.0
source: CAM
case: b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg...
logname: mmills
host: cheyenne1
initial_file: b.e21.BWma1850.f09_g17.release-cesm2.1.3.c20200918.cam...
topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/fv_0.9x1...
model_doi_url: https://doi.org/10.5065/D67H1H0V
time_period_freq: month_1We aggregate to yearly means using groupby('time.year').mean('time') and drop the final year, which is missing some months.
temp_yearly = ds_all.groupby("time.year").mean(dim="time").isel(year=slice(None, -1))["TREFHT"]
temp_yearly
<xarray.DataArray 'TREFHT' (year: 165, lat: 192, lon: 288)> Size: 36MB
dask.array<getitem, shape=(165, 192, 288), dtype=float32, chunksize=(1, 192, 288), chunktype=numpy.ndarray>
Coordinates:
* lat (lat) float64 2kB -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0
* lon (lon) float64 2kB 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8
* year (year) int64 1kB 1850 1851 1852 1853 1854 ... 2011 2012 2013 2014
Attributes:
units: K
long_name: Reference height temperature
cell_methods: time: meanReading an individual file#
We read one NetCDF file via xr.open_dataset with engine='h5netcdf' and use simplecache::s3:// for access
variable_name = "TREFHT"
scenario = "historical"
SAI = ""
desired_file = "b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg.002.cam.h0.TREFHT.195001-199912.nc"
url = f"simplecache::s3://{bucket}/{group}/{variable_name}/{scenario}/{desired_file}"
# simplecache downloads once to a local temp file for fast random access
ds = xr.open_dataset(
url,
engine="h5netcdf", # or "netcdf4" if you prefer that backend
)
ds
<xarray.Dataset> Size: 133MB
Dimensions: (lat: 192, lon: 288, zlon: 1, nbnd: 2, lev: 70, ilev: 71,
time: 600)
Coordinates:
* lat (lat) float64 2kB -90.0 -89.06 -88.12 ... 88.12 89.06 90.0
* lon (lon) float64 2kB 0.0 1.25 2.5 3.75 ... 356.2 357.5 358.8
* zlon (zlon) float64 8B 0.0
* lev (lev) float64 560B 5.96e-06 9.827e-06 1.62e-05 ... 976.3 992.6
* ilev (ilev) float64 568B 4.5e-06 7.42e-06 1.223e-05 ... 985.1 1e+03
* time (time) object 5kB 1950-02-01 00:00:00 ... 2000-01-01 00:00:00
Dimensions without coordinates: nbnd
Data variables: (12/27)
gw (lat) float64 2kB ...
zlon_bnds (zlon, nbnd) float64 16B ...
hyam (lev) float64 560B ...
hybm (lev) float64 560B ...
P0 float64 8B ...
hyai (ilev) float64 568B ...
... ...
n2ovmr (time) float64 5kB ...
f11vmr (time) float64 5kB ...
f12vmr (time) float64 5kB ...
sol_tsi (time) float64 5kB ...
nsteph (time) float64 5kB ...
TREFHT (time, lat, lon) float32 133MB ...
Attributes:
Conventions: CF-1.0
source: CAM
case: b.e21.BWmaHIST.f09_g17.release-cesm2.1.3.WACCM-MA-1deg...
logname: mmills
host: r6i6n31
initial_file: b.e21.BWma1850.f09_g17.release-cesm2.1.3.c20200918.cam...
topography_file: /glade/p/cesmdata/cseg/inputdata/atm/cam/topo/fv_0.9x1...
model_doi_url: https://doi.org/10.5065/D67H1H0V
time_period_freq: month_1Plotting#
Line plot: Time series of global temperature anomaly#
We compute an area-weighted global mean using cos(lat) as weights, define a preindustrial baseline (1850–1880), and plot the anomaly time series with hvplot.
# weights for latitudes
weights = np.cos(np.deg2rad(temp_yearly.lat))
# calculate preindustrial avg temp
pi_temp = temp_yearly.weighted(weights).mean(dim=('lat','lon')).sel(year=slice(1850,1880)).mean(dim="year")
# calculate temp anomaly
temp_anomaly = temp_yearly.weighted(weights).mean(dim=('lat', 'lon'))-pi_temp
# plot temp anomaly timeseries
temp_anomaly.hvplot.line(
ylabel="Surface Temperature anomaly (K)"
)
Map: decadal change relative to preindustrial#
We compute the mean over a chosen decade (e.g., 2000–2010) and subtract the preindustrial mean (1850–1880), then render a georeferenced image with coastlines.
# plot the temp difference between preindustrial and 2000-2010 decade
pi_map = temp_yearly.sel(year=slice(1850,1880)).mean(dim="year")
chosen_decade = temp_yearly.sel(year=slice(2000,2010)).mean(dim="year")
(chosen_decade-pi_map).hvplot.image(
x="lon", y="lat", cmap="RdBu_r", clim=(-5, 5),
geo=True, # Enable geographic features
coastline=True, # Add coastlines
features=['borders'] # Add country borders
)
kde plot: distribution by latitude bands#
We flatten a single time slice to a tidy DataFrame, build labeled latitude bands (N/S × magnitude ranges), and plot kernel density estimates to compare temperature distributions by latitude band.
import numpy as np
import pandas as pd
import xarray as xr
import hvplot.xarray
import hvplot.pandas
import holoviews as hv
hv.extension("bokeh") # or "plotly"
# --- pick your variable (first timestep if 'time' exists) ---
da = ds["TREFHT"]-273.15
if "time" in da.dims:
da = da.isel(time=0) # adjust if you want a different time slice
# --- flatten to a tidy DataFrame: columns ['lat', 'TREFHT'] (+others) ---
df = da.to_dataframe(name="TREFHT").reset_index()[["lat", "TREFHT"]].dropna()
# --- build latitude-band labels (N/S × 0–15, 15–30, 30–60, 60–90) ---
mag_labels = ["0–15", "15–30", "30–60", "60–90"]
mag_bins = pd.cut(np.abs(df["lat"]),
bins=[0, 15, 30, 60, 90],
labels=mag_labels,
include_lowest=True, right=True)
hemi = np.where(df["lat"] >= 0, "N", "S")
df["band"] = (pd.Series(hemi) + " " + mag_bins.astype(str) + "°")
# optional: sort legend in a nice order
order = ["S 60–90°","S 30–60°","S 15–30°","S 0–15°",
"N 0–15°","N 15–30°","N 30–60°","N 60–90°"]
df["band"] = pd.Categorical(df["band"], categories=order, ordered=True)
# --- KDE by latitude band ---
kde_plot = df.hvplot.kde(
"TREFHT",
by="band",
alpha=0.4,
line_width=2,
width=800,
height=400,
legend="right",
title="TREFHT distribution by latitude band"
)
kde_plot