DIC
Contents
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>
