DIC#

%load_ext autoreload
%autoreload 2
import xarray as xr

from dask.distributed import Client

import catalog
import util

xr.set_options(keep_attrs=True)
/glade/work/kristenk/miniconda/envs/cesm-exp/lib/python3.7/site-packages/dask_jobqueue/core.py:20: FutureWarning: tmpfile is deprecated and will be removed in a future release. Please use dask.utils.tmpfile instead.
  from distributed.utils import tmpfile
<xarray.core.options.set_options at 0x2b58e5c71050>

Parameters#

casename = 'g.e22a06.G1850ECOIAF_JRA_PHYS_DEV.TL319_g17.scope_v1'
component = 'pop'
stream = 'h'

variable_id = 'TEMP'

cluster_scheduler_address = None
# Parameters
casename = "g.e22.GOMIPECOIAF_JRA-1p4-2018.TL319_g17.4p2z.001branch"
component = "pop"
stream = "h"
variable_id = "DIC"
cluster_scheduler_address = "tcp://10.12.206.3:35506"
assert component in ['pop']
assert stream in ['h', 'h.ecosys.nday1']

Connect to cluster#

if cluster_scheduler_address is None:
    cluster, client = util.get_ClusterClient()
    cluster.scale(12)
else:
    client = Client(cluster_scheduler_address)
client

Client

Client-a16f358c-9356-11ed-938c-3cecef1acc46

Connection method: Direct
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/8787/status

Scheduler Info

Scheduler

Scheduler-7b28f886-17c1-40f8-ae24-3360603786e8

Comm: tcp://10.12.206.3:35506 Workers: 32
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/8787/status Total threads: 32
Started: 11 minutes ago Total memory: 744.96 GiB

Workers

Worker: PBSCluster-0

Comm: tcp://10.12.206.60:40381 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/37473/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.60:43642
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-she593m8
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 290.01 MiB Spilled bytes: 0 B
Read bytes: 130.26 MiB Write bytes: 32.39 MiB

Worker: PBSCluster-1

Comm: tcp://10.12.206.57:34913 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/43168/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.57:40520
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ais4w5nl
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 451.07 MiB Spilled bytes: 0 B
Read bytes: 26.35 MiB Write bytes: 33.04 kiB

Worker: PBSCluster-10

Comm: tcp://10.12.206.55:40610 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41580/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:41770
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-24q12p4a
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 451.02 MiB Spilled bytes: 0 B
Read bytes: 27.83 kiB Write bytes: 18.71 kiB

Worker: PBSCluster-11

Comm: tcp://10.12.206.35:36760 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/34231/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.35:39163
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-tm589a2g
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 424.74 MiB Spilled bytes: 0 B
Read bytes: 36.07 kiB Write bytes: 18.68 kiB

Worker: PBSCluster-12

Comm: tcp://10.12.206.42:46667 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44609/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:43503
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-63bl396p
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 398.60 MiB Spilled bytes: 0 B
Read bytes: 41.94 kiB Write bytes: 21.74 kiB

Worker: PBSCluster-13

Comm: tcp://10.12.206.55:34741 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41987/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:39933
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-3taktpky
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 4.0% Last seen: Just now
Memory usage: 396.29 MiB Spilled bytes: 0 B
Read bytes: 27.76 kiB Write bytes: 15.37 kiB

Worker: PBSCluster-14

Comm: tcp://10.12.206.42:44723 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38884/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:37139
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-btgwv71o
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 417.57 MiB Spilled bytes: 0 B
Read bytes: 42.18 kiB Write bytes: 25.12 kiB

Worker: PBSCluster-15

Comm: tcp://10.12.206.60:34840 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/36356/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.60:36517
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-s50upym9
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 410.09 MiB Spilled bytes: 0 B
Read bytes: 130.46 MiB Write bytes: 32.44 MiB

Worker: PBSCluster-16

Comm: tcp://10.12.206.55:33480 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44604/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:34515
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-20gqvxq8
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 398.37 MiB Spilled bytes: 0 B
Read bytes: 27.88 kiB Write bytes: 17.13 kiB

Worker: PBSCluster-17

Comm: tcp://10.12.206.42:46005 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44117/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:32947
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-18iilri4
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 296.33 MiB Spilled bytes: 0 B
Read bytes: 42.10 kiB Write bytes: 24.26 kiB

Worker: PBSCluster-18

Comm: tcp://10.12.206.60:33226 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42773/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.60:46337
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-8qq6z3y3
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 403.37 MiB Spilled bytes: 0 B
Read bytes: 130.59 MiB Write bytes: 32.35 MiB

Worker: PBSCluster-19

Comm: tcp://10.12.206.36:36934 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38605/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.36:40345
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-0wibvgh_
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 335.54 MiB Spilled bytes: 0 B
Read bytes: 96.11 kiB Write bytes: 34.86 kiB

Worker: PBSCluster-2

Comm: tcp://10.12.206.42:35532 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/37233/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:38029
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-tvn8qi89
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 398.76 MiB Spilled bytes: 0 B
Read bytes: 42.13 kiB Write bytes: 22.66 kiB

Worker: PBSCluster-20

Comm: tcp://10.12.206.57:44618 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/35828/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.57:39590
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-j87b3i6z
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 408.90 MiB Spilled bytes: 0 B
Read bytes: 26.38 MiB Write bytes: 32.27 kiB

Worker: PBSCluster-21

Comm: tcp://10.12.206.42:36146 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42013/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:42567
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-te65hpsa
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 408.83 MiB Spilled bytes: 0 B
Read bytes: 42.64 kiB Write bytes: 27.72 kiB

Worker: PBSCluster-22

Comm: tcp://10.12.206.37:45266 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41617/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.37:46778
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-6zjl_rf2
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 409.69 MiB Spilled bytes: 0 B
Read bytes: 125.79 kiB Write bytes: 158.69 kiB

Worker: PBSCluster-23

Comm: tcp://10.12.206.57:36646 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/33282/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.57:39220
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-tedt0oqb
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 439.17 MiB Spilled bytes: 0 B
Read bytes: 16.14 MiB Write bytes: 26.10 kiB

Worker: PBSCluster-24

Comm: tcp://10.12.206.35:43781 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41280/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.35:41682
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-oenmf7ye
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 296.73 MiB Spilled bytes: 0 B
Read bytes: 36.33 kiB Write bytes: 21.25 kiB

Worker: PBSCluster-25

Comm: tcp://10.12.206.42:38958 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45762/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:41096
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-r999w54s
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 293.39 MiB Spilled bytes: 0 B
Read bytes: 42.13 kiB Write bytes: 25.08 kiB

Worker: PBSCluster-26

Comm: tcp://10.12.206.35:41019 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46197/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.35:41093
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-n8z_ugpj
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 329.27 MiB Spilled bytes: 0 B
Read bytes: 36.24 kiB Write bytes: 22.01 kiB

Worker: PBSCluster-27

Comm: tcp://10.12.206.40:37756 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/34868/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.40:46061
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ah4h4uwy
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 350.34 MiB Spilled bytes: 0 B
Read bytes: 26.10 kiB Write bytes: 14.75 kiB

Worker: PBSCluster-28

Comm: tcp://10.12.206.55:40536 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/40763/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:43688
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-mqh1_swd
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 4.0% Last seen: Just now
Memory usage: 377.38 MiB Spilled bytes: 0 B
Read bytes: 27.74 kiB Write bytes: 15.42 kiB

Worker: PBSCluster-29

Comm: tcp://10.12.206.35:43010 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45869/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.35:38155
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-0zp2yifw
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 297.74 MiB Spilled bytes: 0 B
Read bytes: 36.16 kiB Write bytes: 18.76 kiB

Worker: PBSCluster-3

Comm: tcp://10.12.206.55:43243 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45154/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:40506
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-d77lpe1m
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 291.27 MiB Spilled bytes: 0 B
Read bytes: 35.09 kiB Write bytes: 29.72 kiB

Worker: PBSCluster-30

Comm: tcp://10.12.206.42:40059 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38562/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:35150
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-s1j98ibm
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 399.44 MiB Spilled bytes: 0 B
Read bytes: 41.93 kiB Write bytes: 21.74 kiB

Worker: PBSCluster-31

Comm: tcp://10.12.206.55:40509 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46123/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:42505
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-0193oowl
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 368.16 MiB Spilled bytes: 0 B
Read bytes: 27.86 kiB Write bytes: 17.12 kiB

Worker: PBSCluster-4

Comm: tcp://10.12.206.60:33761 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38547/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.60:43086
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-go_20xsh
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 463.19 MiB Spilled bytes: 0 B
Read bytes: 130.42 MiB Write bytes: 32.43 MiB

Worker: PBSCluster-5

Comm: tcp://10.12.206.56:36183 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/39960/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.56:36523
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ak_et0qx
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 306.45 MiB Spilled bytes: 0 B
Read bytes: 145.53 kiB Write bytes: 177.58 MiB

Worker: PBSCluster-6

Comm: tcp://10.12.206.55:42418 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/43316/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:35755
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-w069mt42
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 291.33 MiB Spilled bytes: 0 B
Read bytes: 27.82 kiB Write bytes: 18.70 kiB

Worker: PBSCluster-7

Comm: tcp://10.12.206.42:38064 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/33959/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.42:37237
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-8g92ok8a
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 321.43 MiB Spilled bytes: 0 B
Read bytes: 41.60 kiB Write bytes: 26.74 kiB

Worker: PBSCluster-8

Comm: tcp://10.12.206.35:46716 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38950/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.35:46823
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-t0bj5mka
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 2.0% Last seen: Just now
Memory usage: 397.98 MiB Spilled bytes: 0 B
Read bytes: 36.07 kiB Write bytes: 20.29 kiB

Worker: PBSCluster-9

Comm: tcp://10.12.206.55:36074 Total threads: 1
Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41381/status Memory: 23.28 GiB
Nanny: tcp://10.12.206.55:35112
Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-vzrt3wyj
Tasks executing: 0 Tasks in memory: 0
Tasks ready: 0 Tasks in flight: 0
CPU usage: 0.0% Last seen: Just now
Memory usage: 406.45 MiB Spilled bytes: 0 B
Read bytes: 27.01 kiB Write bytes: 14.25 kiB

Load the data#

dsets = catalog.to_dataset_dict(
    case=casename,
    component=component,
    stream=stream,
)
dsets.keys()
g.e22.GOMIPECOIAF_JRA-1p4-2018.TL319_g17.4p2z.001branch pop h /glade/scratch/kristenk/archive
dict_keys(['g.e22.GOMIPECOIAF_JRA-1p4-2018.TL319_g17.4p2z.001branch.pop.h'])

Compute long-term mean and plot#

ds = dsets[f'{casename}.{component}.{stream}']
dt_wgt = ds.time_bound.diff('d2').squeeze()
dt_wgt /= dt_wgt.sum()
dt_wgt
<xarray.DataArray 'time_bound' (time: 120)>
dask.array<truediv, shape=(120,), dtype=float64, chunksize=(1,), chunktype=numpy.ndarray>
Coordinates:
  * time     (time) object 2012-01-16 12:00:00 ... 2021-12-16 12:00:00
Attributes:
    long_name:  boundaries for time-averaging interval
    units:      days since 0000-01-01 00:00:00
ds[variable_id].weighted(dt_wgt).mean('time').isel(z_t=0).plot()
<matplotlib.collections.QuadMesh at 0x2b591d33e390>
_images/ocn-tracer-views-dissolved_inorganic_carbon_14_1.png