Calculating ENSO Using Intake-ESGF

Overview

In this workflow, we combine topics covered in previous Pythia Foundations and CMIP6 Cookbook content to apply the Niño 3.4 Index to a broader range of datasets. As a refresher of what the ENSO 3.4 index is, please see the following text, which is also included in the ENSO Xarray content in the Pythia Foundations content.

Niño 3.4 (5N-5S, 170W-120W): The Niño 3.4 anomalies may be thought of as representing the average equatorial SSTs across the Pacific from about the dateline to the South American coast. The Niño 3.4 index typically uses a 5-month running mean, and El Niño or La Niña events are defined when the Niño 3.4 SSTs exceed +/- 0.4C for a period of six months or more.

Niño X Index computation: a) Compute area averaged total SST from Niño X region; b) Compute monthly climatology (e.g., 1950-1979) for area averaged total SST from Niño X region, and subtract climatology from area averaged total SST time series to obtain anomalies; c) Smooth the anomalies with a 5-month running mean; d) Normalize the smoothed values by its standard deviation over the climatological period.

The previous example in the Pythia Foundations content detailed a single simulation. In this example, we aim to apply this computation more generically across a variety of datasets.

The overall goal of this tutorial is to produce a plot of ENSO data using Xarray and intake-ESGF. The plots will resemble the Oceanic Niño Index plot shown below.

ONI index plot from NCAR Climate Data Guide

Prerequisites

Concepts	Importance	Notes
Intro to Xarray	Necessary
hvPlot Basics	Necessary	Interactive Visualization with hvPlot
Understanding of NetCDF	Helpful	Familiarity with metadata structure
Calculating ENSO with Xarray	Neccessary	Understanding of Masking and Xarray Functions
Dask	Helpful

Time to learn: 30 minutes

Imports

import hvplot.xarray
import holoviews as hv
import numpy as np
import hvplot.xarray
import matplotlib.pyplot as plt
import cartopy.crs as ccrs
from intake_esgf import ESGFCatalog
import xarray as xr
import cf_xarray
import warnings
warnings.filterwarnings("ignore")

hv.extension("bokeh")

Access ESGF-hosted CMIP6 Data

We will use the Climate Model Intercomparison Project version 6 (CMIP6) dataset, which is available from the Earth System Grid Federation (ESGF) data servers.

There is a toolkit, intake-esgf, we can use to interface with the data servers, making it easier to search for our datasets.

cat = ESGFCatalog()
cat.search(
        activity_id='CMIP',
        experiment_id=["historical","ssp585"],
        source_id="CESM2",
        variable_id=["tos"],
        member_id='r11i1p1f1',
        table_id="Omon",
    )

   Searching indices:   0%|          |0/1 [       ?index/s]

   Searching indices: 100%|##########|1/1 [    1.10s/index]

   Searching indices: 100%|##########|1/1 [    1.10s/index]

Summary information for 2 results:
mip_era                [CMIP6]
activity_id             [CMIP]
institution_id          [NCAR]
source_id              [CESM2]
experiment_id     [historical]
member_id          [r11i1p1f1]
table_id                [Omon]
variable_id              [tos]
grid_label            [gn, gr]
dtype: object

Load into a DataTree

Once we subset for our data, we can load the data into a datatree, which is a nested structure of xarray.Datasets, which include the climate grid cell statistics as well!

tos_tree = cat.to_datatree()
tos_tree

 Obtaining file info:   0%|          |0/2 [     ?dataset/s]

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 Obtaining file info: 100%|##########|2/2 [  1.41dataset/s]

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tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  52%|#####1    |23.8M/46.3M [8.43MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  12%|#2        |18.2M/150M [8.46MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  12%|#2        |18.4M/150M [8.00MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  44%|####3     |20.4M/46.7M [9.47MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  12%|#1        |17.7M/150M [8.52MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  53%|#####3    |24.8M/46.3M [8.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  14%|#4        |22.4M/156M [7.99MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  13%|#2        |19.1M/150M [8.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  13%|#2        |19.3M/150M [8.48MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  46%|####5     |21.4M/46.7M [9.55MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  12%|#2        |18.6M/150M [8.40MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  56%|#####5    |25.8M/46.3M [9.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  15%|#4        |23.2M/156M [7.81MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  13%|#3        |19.9M/150M [8.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  13%|#3        |20.2M/150M [8.44MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  48%|####7     |22.4M/46.7M [9.29MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  13%|#2        |19.4M/150M [7.93MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  58%|#####7    |26.7M/46.3M [8.96MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  15%|#5        |24.0M/156M [7.63MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  14%|#3        |20.7M/150M [8.06MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  14%|#4        |21.1M/150M [8.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  50%|#####     |23.4M/46.7M [9.54MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  14%|#3        |20.2M/150M [7.94MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  60%|#####9    |27.6M/46.3M [8.63MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  16%|#5        |24.9M/156M [7.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  14%|#4        |21.5M/150M [8.00MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  15%|#4        |22.0M/150M [8.41MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  52%|#####2    |24.4M/46.7M [9.45MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  14%|#4        |21.0M/150M [7.83MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  61%|######1   |28.4M/46.3M [8.44MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  16%|#6        |25.7M/156M [7.93MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  15%|#4        |22.3M/150M [7.87MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  15%|#5        |22.9M/150M [8.50MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  54%|#####4    |25.3M/46.7M [9.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  15%|#4        |21.8M/150M [7.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  17%|#7        |26.5M/156M [7.86MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  63%|######3   |29.3M/46.3M [8.28MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  16%|#5        |23.9M/150M [9.09MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  15%|#5        |23.1M/150M [7.75MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  56%|#####6    |26.3M/46.7M [9.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  15%|#5        |22.8M/150M [8.25MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  18%|#7        |27.3M/156M [8.01MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  65%|######5   |30.2M/46.3M [8.51MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  17%|#6        |24.9M/150M [9.44MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  16%|#5        |23.9M/150M [7.49MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  58%|#####8    |27.3M/46.7M [9.48MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  16%|#5        |23.7M/150M [8.48MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  18%|#8        |28.2M/156M [8.27MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  67%|######7   |31.1M/46.3M [8.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  17%|#7        |25.9M/150M [9.62MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  16%|#6        |24.6M/150M [7.53MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  60%|######    |28.2M/46.7M [9.35MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  16%|#6        |24.7M/150M [8.86MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  19%|#8        |29.1M/156M [8.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  18%|#7        |26.9M/150M [9.69MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  69%|######9   |32.0M/46.3M [8.35MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  17%|#6        |25.4M/150M [7.43MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  62%|######2   |29.1M/46.7M [9.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  17%|#7        |25.5M/150M [8.62MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  19%|#9        |29.9M/156M [8.16MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  71%|#######   |32.8M/46.3M [8.15MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  19%|#8        |27.9M/150M [9.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  18%|#7        |26.2M/150M [7.61MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  64%|######4   |30.1M/46.7M [9.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  18%|#7        |26.4M/150M [8.65MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  20%|#9        |30.7M/156M [8.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  73%|#######2  |33.8M/46.3M [8.51MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  18%|#8        |27.0M/150M [7.70MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  19%|#9        |28.8M/150M [9.06MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  66%|######6   |31.1M/46.7M [9.32MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  18%|#8        |27.3M/150M [8.50MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  20%|##        |31.6M/156M [8.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  19%|#8        |27.8M/150M [7.78MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  75%|#######4  |34.6M/46.3M [8.23MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  20%|#9        |29.8M/150M [8.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  68%|######8   |32.0M/46.7M [9.21MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  19%|#8        |28.1M/150M [8.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  21%|##        |32.4M/156M [8.33MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  19%|#9        |28.7M/150M [8.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  77%|#######6  |35.5M/46.3M [8.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  20%|##        |30.7M/150M [9.01MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  71%|#######   |33.0M/46.7M [9.38MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  19%|#9        |29.0M/150M [8.35MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  21%|##1       |33.4M/156M [8.70MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  20%|#9        |29.5M/150M [8.00MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  21%|##1       |31.8M/150M [9.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  78%|#######8  |36.3M/46.3M [8.04MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  73%|#######2  |34.0M/46.7M [9.50MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  20%|##        |30.0M/150M [8.75MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  22%|##2       |34.5M/156M [9.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  20%|##        |30.3M/150M [8.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  22%|##2       |33.0M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  80%|########  |37.1M/46.3M [8.15MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  75%|#######4  |34.9M/46.7M [9.58MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  21%|##        |30.9M/150M [8.88MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  23%|##2       |35.5M/156M [9.58MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  21%|##        |31.2M/150M [8.40MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  23%|##2       |34.0M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  82%|########2 |38.0M/46.3M [8.42MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  77%|#######6  |35.9M/46.7M [8.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  21%|##1       |31.8M/150M [8.72MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  23%|##3       |36.5M/156M [9.21MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  21%|##1       |32.1M/150M [8.18MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  23%|##3       |35.1M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  84%|########4 |38.9M/46.3M [8.47MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  79%|#######8  |36.8M/46.7M [8.99MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  22%|##1       |32.7M/150M [8.93MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  24%|##4       |37.5M/156M [9.54MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  86%|########5 |39.8M/46.3M [8.48MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  22%|##1       |32.9M/150M [8.06MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  24%|##4       |36.1M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  81%|########1 |37.9M/46.7M [9.67MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  22%|##2       |33.7M/150M [9.04MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  25%|##4       |38.4M/156M [9.49MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  23%|##2       |33.8M/150M [8.32MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  88%|########7 |40.6M/46.3M [8.44MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  25%|##4       |37.1M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  83%|########3 |38.9M/46.7M [9.29MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  23%|##3       |34.6M/150M [9.00MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  25%|##5       |39.5M/156M [9.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  23%|##3       |34.7M/150M [8.62MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  90%|########9 |41.5M/46.3M [8.41MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  26%|##5       |38.2M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  85%|########5 |39.8M/46.7M [9.19MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  24%|##3       |35.5M/150M [8.81MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  26%|##6       |40.5M/156M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  92%|#########1|42.5M/46.3M [8.87MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  26%|##6       |39.3M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  24%|##3       |35.6M/150M [8.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  87%|########7 |40.8M/46.7M [8.79MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  24%|##4       |36.4M/150M [8.80MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  27%|##6       |41.6M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  94%|#########4|43.7M/46.3M [9.77MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  27%|##6       |40.4M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  24%|##4       |36.4M/150M [8.33MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  89%|########9 |41.7M/46.7M [8.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  25%|##4       |37.4M/150M [9.26MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  27%|##7       |42.6M/156M [9.55MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  28%|##7       |41.5M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  25%|##4       |37.3M/150M [8.44MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  96%|#########6|44.6M/46.3M [9.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  91%|######### |42.5M/46.7M [8.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  26%|##5       |38.3M/150M [9.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc:  98%|#########8|45.6M/46.3M [8.20MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  26%|##5       |38.2M/150M [7.36MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  28%|##8       |43.6M/156M [7.55MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  28%|##8       |42.6M/150M [8.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  93%|#########2|43.4M/46.7M [7.23MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_200001-201412.nc: 100%|##########|46.3M/46.3M [9.26MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  26%|##6       |39.3M/150M [7.43MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  26%|##6       |39.0M/150M [7.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  29%|##8       |44.7M/156M [8.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  29%|##9       |43.7M/150M [8.61MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  95%|#########5|44.5M/46.7M [8.23MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  27%|##6       |40.4M/150M [8.47MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  27%|##6       |40.3M/150M [8.99MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  29%|##9       |45.6M/156M [8.48MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  30%|##9       |44.6M/150M [8.70MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc:  98%|#########7|45.6M/46.7M [9.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  28%|##7       |41.4M/150M [8.83MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  28%|##7       |41.3M/150M [9.37MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  30%|##9       |46.6M/156M [8.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_200001-201412.nc: 100%|##########|46.7M/46.7M [9.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  31%|###       |45.8M/150M [9.59MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  28%|##8       |42.3M/150M [9.02MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  28%|##8       |42.5M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  31%|###       |48.1M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  31%|###1      |47.1M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  29%|##8       |43.4M/150M [9.55MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  29%|##9       |43.9M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  32%|###1      |49.8M/156M [12.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  32%|###2      |48.3M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  30%|##9       |44.6M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  30%|###       |45.2M/150M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  33%|###2      |51.2M/156M [12.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  33%|###3      |49.5M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  30%|###       |45.7M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  31%|###       |46.4M/150M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  34%|###3      |52.5M/156M [12.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  34%|###3      |50.7M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  32%|###1      |47.2M/150M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  32%|###1      |47.8M/150M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  35%|###4      |54.1M/156M [13.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  35%|###4      |51.8M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  33%|###2      |49.0M/150M [13.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  33%|###2      |49.3M/150M [13.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  36%|###5      |55.9M/156M [15.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  35%|###5      |52.9M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  34%|###3      |50.5M/150M [14.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  34%|###3      |50.7M/150M [13.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   0%|          |0.00/156M [?B/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  37%|###6      |57.4M/156M [14.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  36%|###6      |54.1M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  35%|###4      |52.0M/150M [14.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   1%|          |1.27M/156M [12.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  35%|###4      |52.0M/150M [13.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  38%|###7      |58.9M/156M [14.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  37%|###6      |55.4M/150M [11.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  36%|###5      |53.4M/150M [14.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   2%|1         |2.60M/156M [13.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   0%|          |0.00/156M [?B/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  36%|###5      |53.4M/150M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  39%|###8      |60.4M/156M [13.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  38%|###7      |56.6M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   0%|          |753k/156M [7.52MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  37%|###6      |54.8M/150M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   3%|2         |3.90M/156M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  36%|###6      |54.6M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  40%|###9      |61.8M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   1%|1         |1.70M/156M [8.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  38%|###8      |57.6M/150M [9.62MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   3%|3         |5.04M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  37%|###7      |56.1M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  37%|###7      |55.7M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  41%|####      |63.1M/156M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   2%|1         |2.72M/156M [9.37MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  39%|###9      |58.7M/150M [9.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   4%|3         |6.12M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  38%|###8      |57.2M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  38%|###7      |56.8M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  41%|####1     |64.4M/156M [12.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   2%|2         |3.77M/156M [9.80MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  40%|###9      |59.8M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   5%|4         |7.27M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  39%|###8      |58.3M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  39%|###8      |57.9M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   3%|3         |4.79M/156M [9.93MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  42%|####2     |65.7M/156M [12.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  41%|####      |60.8M/150M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   5%|5         |8.35M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  40%|###9      |59.4M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   4%|3         |5.93M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  39%|###9      |59.0M/150M [9.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  43%|####3     |67.0M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  41%|####1     |61.8M/150M [9.63MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   6%|6         |9.60M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   5%|4         |7.07M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  40%|####      |60.1M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  40%|####      |60.5M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  44%|####3     |68.3M/156M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  42%|####1     |62.8M/150M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   7%|6         |10.9M/156M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  41%|####      |61.1M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  41%|####1     |61.5M/150M [9.71MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  45%|####4     |69.6M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   5%|5         |8.15M/156M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  43%|####2     |63.8M/150M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   8%|7         |12.1M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  42%|####1     |62.6M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  45%|####5     |70.8M/156M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   6%|5         |9.15M/156M [9.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  41%|####1     |62.1M/150M [9.43MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  43%|####3     |64.7M/150M [9.45MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   8%|8         |13.2M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  42%|####2     |63.7M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  46%|####6     |72.1M/156M [12.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   7%|6         |10.2M/156M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  42%|####2     |63.1M/150M [9.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  44%|####3     |65.7M/150M [9.42MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:   9%|9         |14.4M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  43%|####3     |64.7M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   7%|7         |11.3M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  47%|####7     |73.3M/156M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  43%|####2     |64.0M/150M [9.41MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  45%|####4     |66.7M/150M [9.46MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  10%|9         |15.5M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  44%|####3     |65.9M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   8%|7         |12.3M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  43%|####3     |65.0M/150M [9.51MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  48%|####7     |74.5M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  45%|####5     |67.6M/150M [9.51MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  11%|#         |16.7M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  45%|####4     |66.9M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  44%|####4     |66.0M/150M [9.62MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   9%|8         |13.4M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  46%|####5     |68.7M/150M [9.94MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  49%|####8     |75.7M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  12%|#1        |18.1M/156M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  45%|####5     |68.1M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:   9%|9         |14.5M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  45%|####4     |67.2M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  47%|####6     |70.1M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  49%|####9     |76.8M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  12%|#2        |19.4M/156M [12.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  46%|####6     |69.4M/150M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  10%|9         |15.6M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  46%|####5     |68.2M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  48%|####7     |71.3M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  50%|#####     |78.0M/156M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  13%|#3        |21.0M/156M [13.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  47%|####7     |70.6M/150M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  11%|#         |16.7M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  46%|####6     |69.2M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  48%|####8     |72.4M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  51%|#####     |79.3M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  14%|#4        |22.3M/156M [13.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  48%|####7     |71.8M/150M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  12%|#1        |17.9M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  47%|####6     |70.3M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  49%|####9     |73.8M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  52%|#####1    |80.5M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  15%|#5        |23.7M/156M [13.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  49%|####8     |73.0M/150M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  12%|#2        |19.1M/156M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  48%|####7     |71.3M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  50%|#####     |75.0M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  53%|#####2    |81.8M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  16%|#6        |25.1M/156M [13.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  50%|####9     |74.5M/150M [12.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  13%|#3        |20.4M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  48%|####8     |72.4M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  53%|#####3    |83.0M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  51%|#####     |76.2M/150M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  17%|#7        |26.5M/156M [13.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  51%|#####     |75.7M/150M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  49%|####9     |73.5M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  14%|#3        |21.5M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  52%|#####1    |77.3M/150M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  54%|#####4    |84.2M/156M [11.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  18%|#7        |27.8M/156M [12.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  51%|#####1    |76.9M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  50%|####9     |74.5M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  15%|#4        |22.6M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  53%|#####2    |78.7M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  55%|#####4    |85.4M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  19%|#8        |29.1M/156M [12.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  52%|#####2    |78.3M/150M [12.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  50%|#####     |75.6M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  15%|#5        |23.7M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  53%|#####3    |79.8M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  56%|#####5    |86.5M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  19%|#9        |30.3M/156M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  53%|#####3    |79.6M/150M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  51%|#####1    |76.6M/150M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  54%|#####4    |81.0M/150M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  16%|#5        |24.8M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  56%|#####6    |87.7M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  20%|##        |31.6M/156M [12.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  54%|#####3    |80.8M/150M [11.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  52%|#####1    |77.6M/150M [9.79MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  55%|#####4    |82.2M/150M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  17%|#6        |25.8M/156M [9.88MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  57%|#####7    |88.8M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  21%|##1       |32.8M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  55%|#####4    |82.0M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  52%|#####2    |78.6M/150M [9.60MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  56%|#####5    |83.4M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  17%|#7        |26.8M/156M [9.52MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  58%|#####7    |89.9M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  22%|##1       |34.0M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  55%|#####5    |83.1M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  57%|#####6    |84.7M/150M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  53%|#####3    |79.6M/150M [9.18MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  18%|#7        |27.9M/156M [9.87MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  58%|#####8    |91.0M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  23%|##2       |35.3M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  56%|#####6    |84.2M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  54%|#####3    |80.5M/150M [8.75MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  59%|#####9    |92.3M/156M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  57%|#####7    |85.9M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  19%|#8        |28.9M/156M [9.19MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  23%|##3       |36.4M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  57%|#####6    |85.3M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  54%|#####4    |81.4M/150M [8.84MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  60%|######    |93.5M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  58%|#####8    |87.0M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  19%|#9        |29.8M/156M [8.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  24%|##4       |37.5M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  55%|#####5    |82.3M/150M [9.06MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  61%|######    |94.6M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  58%|#####7    |86.4M/150M [9.72MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  59%|#####8    |88.1M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  20%|#9        |30.7M/156M [8.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  25%|##4       |38.5M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  56%|#####5    |83.3M/150M [8.89MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  61%|######1   |95.7M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  58%|#####8    |87.3M/150M [9.63MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  60%|#####9    |89.2M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  20%|##        |31.6M/156M [8.70MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  25%|##5       |39.6M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  56%|#####6    |84.2M/150M [8.96MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  62%|######2   |96.9M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  59%|#####8    |88.3M/150M [9.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  21%|##        |32.5M/156M [8.55MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  60%|######    |90.2M/150M [9.59MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  26%|##6       |40.6M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  57%|#####6    |85.1M/150M [8.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  63%|######2   |98.0M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  60%|#####9    |89.2M/150M [9.02MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  21%|##1       |33.4M/156M [8.23MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  61%|######    |91.2M/150M [9.21MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  27%|##6       |41.6M/156M [9.83MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  57%|#####7    |86.0M/150M [9.11MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  64%|######3   |99.1M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  60%|######    |90.2M/150M [9.05MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  22%|##1       |34.2M/156M [8.22MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  62%|######1   |92.1M/150M [9.15MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  27%|##7       |42.7M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  58%|#####8    |86.9M/150M [9.07MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  64%|######4   |100M/156M [10.7MB/s] 

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  61%|######    |91.1M/150M [8.96MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  22%|##2       |35.0M/156M [8.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  62%|######2   |93.1M/150M [9.32MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  28%|##8       |43.7M/156M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  59%|#####8    |87.9M/150M [9.16MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  65%|######5   |101M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  61%|######1   |92.0M/150M [8.79MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  23%|##3       |35.8M/156M [8.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  63%|######2   |94.1M/150M [9.40MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  29%|##8       |44.7M/156M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  59%|#####9    |88.8M/150M [8.96MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  66%|######5   |102M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  62%|######1   |92.8M/150M [8.72MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  24%|##3       |36.7M/156M [8.25MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  63%|######3   |95.0M/150M [9.37MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  29%|##9       |45.8M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  60%|#####9    |89.7M/150M [8.88MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  67%|######6   |104M/156M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  63%|######2   |93.7M/150M [8.54MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  24%|##4       |37.5M/156M [8.32MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  64%|######4   |96.0M/150M [9.56MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  30%|###       |46.8M/156M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  61%|######    |90.6M/150M [8.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  67%|######7   |105M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  63%|######3   |94.6M/150M [8.53MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  25%|##4       |38.4M/156M [8.33MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  65%|######4   |97.0M/150M [9.70MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  31%|###       |47.9M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  61%|######1   |91.5M/150M [8.83MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  68%|######7   |106M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  64%|######3   |95.4M/150M [8.32MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  25%|##5       |39.2M/156M [8.34MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  65%|######5   |98.0M/150M [9.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  31%|###1      |48.9M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  62%|######1   |92.4M/150M [8.81MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  69%|######8   |107M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  64%|######4   |96.3M/150M [8.49MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  26%|##5       |40.1M/156M [8.57MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  66%|######6   |99.0M/150M [9.77MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  32%|###2      |50.1M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  62%|######2   |93.4M/150M [9.26MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  69%|######9   |108M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  65%|######4   |97.2M/150M [8.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  26%|##6       |41.1M/156M [8.82MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  67%|######6   |100M/150M [9.90MB/s] 

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  33%|###3      |51.4M/156M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  63%|######3   |94.6M/150M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  70%|#######   |109M/156M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  66%|######5   |98.2M/150M [8.99MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  27%|##6       |42.0M/156M [8.82MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  67%|######7   |101M/150M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  34%|###3      |52.6M/156M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  64%|######3   |95.6M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  71%|#######1  |111M/156M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  66%|######6   |99.2M/150M [9.16MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  28%|##7       |43.0M/156M [9.13MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  68%|######8   |102M/150M [9.50MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  65%|######4   |96.8M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  72%|#######1  |112M/156M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  34%|###4      |53.7M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  28%|##8       |43.9M/156M [9.01MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  67%|######6   |100M/150M [8.97MB/s] 

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  69%|######8   |103M/150M [9.36MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  73%|#######2  |113M/156M [12.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  65%|######5   |97.8M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  35%|###5      |54.8M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  29%|##8       |44.8M/156M [9.12MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  67%|######7   |101M/150M [8.71MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  69%|######9   |104M/150M [9.31MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  74%|#######3  |115M/156M [12.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  66%|######6   |98.9M/150M [9.88MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  36%|###5      |55.8M/156M [9.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  29%|##9       |45.7M/156M [9.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  68%|######7   |102M/150M [8.53MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  70%|#######   |105M/150M [9.12MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  67%|######6   |99.9M/150M [9.84MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  74%|#######4  |116M/156M [12.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  36%|###6      |56.8M/156M [9.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  30%|###       |46.8M/156M [9.56MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  69%|######8   |103M/150M [8.23MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  71%|#######   |106M/150M [8.89MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  67%|######7   |101M/150M [9.65MB/s] 

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  75%|#######5  |117M/156M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  37%|###7      |57.8M/156M [9.86MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  31%|###       |47.8M/156M [9.28MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  69%|######9   |104M/150M [8.20MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  71%|#######1  |107M/150M [9.11MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  68%|######8   |102M/150M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  76%|#######6  |118M/156M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  38%|###7      |58.8M/156M [9.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  31%|###1      |48.8M/156M [9.74MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  70%|######9   |104M/150M [8.13MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  72%|#######1  |108M/150M [9.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  69%|######8   |103M/150M [9.27MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  77%|#######6  |119M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  38%|###8      |59.8M/156M [9.59MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  32%|###2      |49.8M/156M [9.60MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  70%|#######   |105M/150M [8.87MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  73%|#######2  |109M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  69%|######9   |104M/150M [9.50MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  78%|#######7  |121M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  39%|###9      |60.9M/156M [9.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  33%|###2      |50.9M/156M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  71%|#######   |106M/150M [9.03MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  74%|#######3  |110M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  70%|#######   |105M/150M [9.82MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  78%|#######8  |122M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  40%|###9      |61.8M/156M [9.64MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  33%|###3      |51.9M/156M [9.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  72%|#######1  |107M/150M [9.69MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  74%|#######4  |111M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  71%|#######   |106M/150M [9.86MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  79%|#######8  |123M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  40%|####      |62.8M/156M [9.56MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  34%|###3      |52.9M/156M [9.73MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  72%|#######2  |109M/150M [9.90MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  75%|#######5  |112M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  71%|#######1  |107M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  41%|####1     |64.0M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  35%|###4      |53.9M/156M [9.81MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  80%|#######9  |124M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  76%|#######5  |114M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  73%|#######3  |110M/150M [9.39MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  72%|#######2  |108M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  42%|####1     |65.0M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  35%|###5      |54.9M/156M [9.82MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  80%|########  |125M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  77%|#######6  |115M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  74%|#######3  |111M/150M [9.78MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  73%|#######2  |109M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  36%|###5      |55.9M/156M [9.94MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  81%|########1 |126M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  42%|####2     |66.0M/156M [9.63MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  77%|#######7  |116M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  75%|#######4  |112M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  73%|#######3  |110M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  37%|###6      |57.0M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  82%|########1 |127M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  43%|####3     |67.0M/156M [9.76MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  78%|#######8  |117M/150M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  75%|#######5  |113M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  74%|#######4  |111M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  37%|###7      |58.3M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  83%|########2 |129M/156M [11.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  44%|####3     |68.2M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  79%|#######8  |118M/150M [11.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  76%|#######6  |114M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  75%|#######4  |112M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  83%|########3 |130M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  38%|###8      |59.4M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  45%|####4     |69.3M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  80%|#######9  |119M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  77%|#######6  |115M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  76%|#######5  |113M/150M [9.65MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  84%|########4 |131M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  39%|###8      |60.5M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  45%|####5     |70.4M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  78%|#######7  |116M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  81%|########  |121M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  85%|########5 |132M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  76%|#######6  |114M/150M [9.41MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  40%|###9      |61.6M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  46%|####5     |71.5M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  81%|########1 |122M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  78%|#######8  |117M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  77%|#######6  |115M/150M [9.24MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  86%|########5 |134M/156M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  40%|####      |62.6M/156M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  47%|####6     |72.6M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  82%|########1 |123M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  79%|#######9  |119M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  78%|#######7  |116M/150M [9.67MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  41%|####      |63.7M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  47%|####7     |73.7M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  87%|########6 |135M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  83%|########2 |124M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  80%|#######9  |120M/150M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  78%|#######8  |117M/150M [9.87MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  42%|####1     |64.8M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  87%|########7 |136M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  48%|####8     |74.7M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  84%|########3 |125M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  81%|########  |121M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  79%|#######8  |118M/150M [9.88MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  42%|####2     |65.8M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  88%|########7 |137M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  49%|####8     |75.8M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  84%|########4 |126M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  81%|########1 |122M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  80%|#######9  |119M/150M [9.94MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  43%|####2     |66.8M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  89%|########8 |138M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  49%|####9     |76.8M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  85%|########5 |127M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  82%|########2 |123M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  80%|########  |120M/150M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  44%|####3     |67.9M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  50%|#####     |77.9M/156M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  89%|########9 |139M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  86%|########5 |128M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  83%|########2 |124M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  81%|########1 |121M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  44%|####4     |69.0M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  51%|#####     |79.0M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  90%|######### |141M/156M [11.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  86%|########6 |130M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  84%|########3 |125M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  82%|########1 |122M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  45%|####4     |70.0M/156M [10.4MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  52%|#####1    |80.2M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  91%|#########1|142M/156M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  87%|########7 |131M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  84%|########4 |126M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  82%|########2 |123M/150M [9.75MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  46%|####5     |71.0M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  52%|#####2    |81.3M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  92%|#########1|143M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  88%|########7 |132M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  85%|########5 |128M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  83%|########3 |124M/150M [9.77MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  46%|####6     |72.1M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  53%|#####2    |82.4M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  92%|#########2|144M/156M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  89%|########8 |133M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  86%|########5 |129M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  84%|########3 |125M/150M [9.77MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  47%|####6     |73.1M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  54%|#####3    |83.4M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  93%|#########3|145M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  89%|########9 |134M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  87%|########6 |130M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  84%|########4 |126M/150M [10.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  48%|####7     |74.1M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  94%|#########4|146M/156M [11.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  54%|#####4    |84.5M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  90%|######### |135M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  87%|########7 |131M/150M [10.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  85%|########5 |127M/150M [9.98MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  48%|####8     |75.3M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  95%|#########4|148M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  55%|#####4    |85.5M/156M [10.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  91%|#########1|136M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  88%|########8 |132M/150M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  86%|########5 |128M/150M [9.68MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  49%|####9     |76.4M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  56%|#####5    |86.6M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  92%|#########1|137M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  96%|#########5|149M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  89%|########8 |133M/150M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  86%|########6 |129M/150M [9.83MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  50%|####9     |77.5M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  57%|#####6    |88.0M/156M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  93%|#########2|139M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  96%|#########6|150M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  89%|########9 |134M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  87%|########7 |131M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  51%|#####     |78.6M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  57%|#####7    |89.1M/156M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  93%|#########3|140M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  97%|#########7|151M/156M [11.5MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  90%|######### |135M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  51%|#####1    |79.7M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  88%|########7 |132M/150M [9.85MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  94%|#########4|141M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  58%|#####7    |90.2M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  98%|#########7|153M/156M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  91%|#########1|136M/150M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  52%|#####1    |80.8M/156M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  89%|########8 |133M/150M [9.89MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  95%|#########4|142M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  59%|#####8    |91.3M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc:  99%|#########8|154M/156M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  92%|#########1|138M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  89%|########9 |134M/150M [9.91MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  53%|#####2    |81.8M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  96%|#########5|143M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  59%|#####9    |92.4M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc: 100%|#########9|155M/156M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  93%|#########2|139M/150M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_195001-199912.nc: 100%|##########|156M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  53%|#####3    |82.9M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  90%|########9 |135M/150M [9.52MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  96%|#########6|144M/150M [11.2MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  60%|######    |93.5M/156M [10.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  93%|#########3|140M/150M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  54%|#####4    |84.1M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  91%|######### |136M/150M [10.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  97%|#########7|146M/150M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  61%|######    |94.7M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  94%|#########4|141M/150M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  55%|#####4    |85.2M/156M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  92%|#########1|137M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  98%|#########8|147M/150M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  62%|######1   |95.8M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  95%|#########5|142M/150M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  55%|#####5    |86.3M/156M [10.9MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  92%|#########2|138M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc:  99%|#########8|148M/150M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  62%|######2   |97.0M/156M [11.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  96%|#########5|144M/150M [11.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  56%|#####6    |87.4M/156M [10.6MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  93%|#########3|139M/150M [11.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc: 100%|#########9|149M/150M [12.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  63%|######3   |98.2M/156M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_185001-189912.nc: 100%|##########|150M/150M [10.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  97%|#########6|145M/150M [11.7MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  57%|#####6    |88.5M/156M [10.8MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  94%|#########3|140M/150M [11.1MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc:  64%|######3   |99.6M/156M [12.0MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gn_195001-199912.nc:  98%|#########7|146M/150M [12.3MB/s]

tos_Omon_CESM2_historical_r11i1p1f1_gr_190001-194912.nc:  58%|#####7    |89.8M/156M [11.3MB/s]

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tos_Omon_CESM2_historical_r11i1p1f1_gn_190001-194912.nc:  99%|#########9|149M/150M [14.2MB/s]

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tos_Omon_CESM2_historical_r11i1p1f1_gr_185001-189912.nc: 100%|##########|156M/156M [14.0MB/s]

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Adding cell measures:   0%|          |0/2 [     ?dataset/s]

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Adding cell measures:  50%|#####     |1/2 [  4.13s/dataset]

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<xarray.DatasetView>
Dimensions:  ()
Data variables:
    *empty*

The nodes in the tree represent two different, grids. We would like to stay on the native model grid, using the gn node of the datatree, which represents the model native grid data.

ds = tos_tree["gn"].to_dataset()
ds

<xarray.Dataset>
Dimensions:    (time: 1980, nlat: 384, nlon: 320, d2: 2, vertices: 4)
Coordinates:
    lat        (nlat, nlon) float64 -79.22 -79.22 -79.22 ... 72.2 72.19 72.19
    lon        (nlat, nlon) float64 320.6 321.7 322.8 ... 318.9 319.4 319.8
  * nlat       (nlat) int32 1 2 3 4 5 6 7 8 ... 377 378 379 380 381 382 383 384
  * nlon       (nlon) int32 1 2 3 4 5 6 7 8 ... 313 314 315 316 317 318 319 320
  * time       (time) object 1850-01-15 13:00:00.000007 ... 2014-12-15 12:00:00
Dimensions without coordinates: d2, vertices
Data variables:
    tos        (time, nlat, nlon) float32 dask.array<chunksize=(1, 384, 320), meta=np.ndarray>
    time_bnds  (time, d2) object dask.array<chunksize=(1, 2), meta=np.ndarray>
    lat_bnds   (time, nlat, nlon, vertices) float32 dask.array<chunksize=(600, 384, 320, 4), meta=np.ndarray>
    lon_bnds   (time, nlat, nlon, vertices) float32 dask.array<chunksize=(600, 384, 320, 4), meta=np.ndarray>
    areacello  (nlat, nlon) float32 ...
    sftof      (nlat, nlon) float32 ...
Attributes: (12/45)
    Conventions:            CF-1.7 CMIP-6.2
    activity_id:            CMIP
    branch_method:          standard
    branch_time_in_child:   674885.0
    branch_time_in_parent:  219000.0
    case_id:                972
    ...                     ...
    sub_experiment_id:      none
    table_id:               Omon
    tracking_id:            hdl:21.14100/b0ffb89d-095d-4533-a159-a2e1241ff138
    variable_id:            tos
    variant_info:           CMIP6 20th century experiments (1850-2014) with C...
    variant_label:          r11i1p1f1

Calculate ENSO

The calculation is covered in more detail in the Pythia Foundations book, here, we apply the calculation to our datasets!

def calculate_enso(ds):
    
    # Subset the El Nino 3.4 index region
    dso = ds.where(
    (ds.cf["latitude"] < 5) & (ds.cf["latitude"] > -5) & (ds.cf["longitude"] > 190) & (ds.cf["longitude"] < 240), drop=True
    )
    
    # Calculate the monthly means
    gb = dso.tos.groupby('time.month')
    
    # Subtract the monthly averages, returning the anomalies
    tos_nino34_anom = gb - gb.mean(dim='time')
    
    # Determine the non-time dimensions and average using these
    non_time_dims = set(tos_nino34_anom.dims)
    non_time_dims.remove(ds.tos.cf["T"].name)
    weighted_average = tos_nino34_anom.weighted(ds["areacello"]).mean(dim=list(non_time_dims))
    
    # Calculate the rolling average
    rolling_average = weighted_average.rolling(time=5, center=True).mean()
    std_dev = weighted_average.std()
    return rolling_average / std_dev

enso_index = calculate_enso(ds).compute()
enso_index

<xarray.DataArray 'tos' (time: 1980)>
array([       nan,        nan, 0.06341499, ..., 0.79205155,        nan,
              nan], dtype=float32)
Coordinates:
  * time     (time) object 1850-01-15 13:00:00.000007 ... 2014-12-15 12:00:00
    month    (time) int64 1 2 3 4 5 6 7 8 9 10 11 ... 2 3 4 5 6 7 8 9 10 11 12

Apply to Multiple Datasets

Now that we have the workflow, let’s apply this to multiple datasets. We focus here on two different instiutions:

The National Center for Atmospheric Research (NCAR)
Model for Interdisciplinary Research on Climate (MIROC)

Both of these modeling centers produced output for CMIP6.

Setup a Function for Searching and Combining Datasets

We can use the query mentioned previously to configure our search. Here, we parameterize based on the institution id (ex. NCAR, MIROC).

def search_esgf(institution_id, grid='gn'):
    
    # Search and load the ocean surface temperature (tos)
    cat = ESGFCatalog()
    cat.search(
        activity_id="CMIP",
        experiment_id="historical",
        institution_id=institution_id,
        variable_id=["tos"],
        member_id='r11i1p1f1',
        table_id="Omon",
    )
    try:
        tos_ds = cat.to_datatree()[grid].to_dataset()
    except KeyError:
        tos_ds = cat.to_dataset_dict()["tos"]

    return tos_ds

Apply the Search and Computations

ncar_ds = search_esgf("NCAR")
enso_index_ncar = add_enso_thresholds(calculate_enso(ncar_ds).compute())

   Searching indices:   0%|          |0/1 [       ?index/s]

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Adding cell measures: 100%|##########|2/2 [  4.76s/dataset]

Adding cell measures: 100%|##########|2/2 [  4.61s/dataset]

miroc_ds = search_esgf("MIROC")
enso_index_miroc = add_enso_thresholds(calculate_enso(miroc_ds).compute())

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   Searching indices: 100%|##########|1/1 [    1.25index/s]

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 Obtaining file info: 100%|##########|1/1 [  1.38dataset/s]

 Obtaining file info: 100%|##########|1/1 [  1.38dataset/s]

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tos_Omon_MIROC6_historical_r11i1p1f1_gn_195001-201412.nc:  32%|###1      |40.2M/127M [52.4MB/s]

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tos_Omon_MIROC6_historical_r11i1p1f1_gn_195001-201412.nc:  52%|#####2    |65.8M/127M [50.4MB/s]

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tos_Omon_MIROC6_historical_r11i1p1f1_gn_195001-201412.nc:  81%|########1 |103M/127M [51.4MB/s] 

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tos_Omon_MIROC6_historical_r11i1p1f1_gn_195001-201412.nc:  85%|########5 |108M/127M [51.2MB/s]

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tos_Omon_MIROC6_historical_r11i1p1f1_gn_195001-201412.nc: 100%|##########|127M/127M [52.3MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  55%|#####4    |106M/194M [46.2MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  62%|######1   |120M/194M [72.2MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  69%|######9   |134M/194M [93.2MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  78%|#######7  |151M/194M [115MB/s] 

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  86%|########6 |167M/194M [130MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc:  95%|#########4|184M/194M [142MB/s]

tos_Omon_MIROC6_historical_r11i1p1f1_gn_185001-194912.nc: 100%|##########|194M/194M [67.3MB/s]

Adding cell measures:   0%|          |0/1 [     ?dataset/s]

areacello_Ofx_MIROC6_historical_r11i1p1f1_gn.nc:   0%|          |0.00/1.04M [?B/s]

areacello_Ofx_MIROC6_historical_r11i1p1f1_gn.nc: 100%|##########|1.04M/1.04M [16.4MB/s]

sftof_Ofx_MIROC6_historical_r11i1p1f1_gn.nc:   0%|          |0.00/1.02M [?B/s]

sftof_Ofx_MIROC6_historical_r11i1p1f1_gn.nc: 100%|##########|1.02M/1.02M [23.8MB/s]

Adding cell measures: 100%|##########|1/1 [  4.46s/dataset]

Adding cell measures: 100%|##########|1/1 [  4.46s/dataset]

 Obtaining file info:   0%|          |0/1 [     ?dataset/s]

 Obtaining file info: 100%|##########|1/1 [  1.24dataset/s]

 Obtaining file info: 100%|##########|1/1 [  1.24dataset/s]

Adding cell measures:   0%|          |0/1 [     ?dataset/s]

Adding cell measures: 100%|##########|1/1 [  3.39s/dataset]

Adding cell measures: 100%|##########|1/1 [  3.39s/dataset]

Visualize our ENSO Comparison

Now that we have our data, we can plot the comparison, stacking the two together using hvPlot.

ncar_enso_plot = plot_enso(enso_index_ncar).opts(title=f'NCAR {ncar_ds.attrs["source_id"]} \n Ensemble Member: {ncar_ds.attrs["variant_label"]}')
miroc_enso_plot = plot_enso(enso_index_miroc).opts(title=f'MIROC {miroc_ds.attrs["source_id"]} \n Ensemble Member: {miroc_ds.attrs["variant_label"]}')

(ncar_enso_plot + miroc_enso_plot).cols(1)

Summary

In this notebook, we searched for and accessed two different CMIP6 datasets hosted through ESGF, calculated the ENSO 3.4 indices for the datasets, and created interactive plots comparing where we see El Niño and La Niña.

What’s next?

We will see some more advanced examples of using the CMIP6 and other data access methods as well as computations

Resources and references

Intake-ESGF Documentation