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Merge pull request #162 from dabail10/seaice
Fix some titles and get the full sea ice diagnostics working again
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nblibrary/ice/Hemis_seaice_visual_compare_contour.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"id": "351f2902-54b0-463c-9d61-23574844481f", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"source": [ | ||
"### Sea Ice Diagnostics for two CESM3 runs" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "7e7f10ae-61c8-45f1-9d5c-9be60632b556", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"import xarray as xr\n", | ||
"import numpy as np\n", | ||
"import yaml" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "270b0ff5-779c-4293-8d06-bd91eb8eee2b", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"parameters", | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"CESM_output_dir = \"/glade/campaign/cesm/development/cross-wg/diagnostic_framework/CESM_output_for_testing\"\n", | ||
"serial = False # use dask LocalCluster\n", | ||
"\n", | ||
"case_name = \"b.e30_beta04.BLT1850.ne30_t232_wgx3.121congel\"\n", | ||
"base_case_name = \"b.e30_beta04.BLT1850.ne30_t232_wgx3.121\"\n", | ||
"\n", | ||
"start_date = \"0001-01-01\"\n", | ||
"end_date = \"0100-01-01\"\n", | ||
"base_start_date = \"0001-01-01\"\n", | ||
"base_end_date = \"0100-01-01\"\n", | ||
"\n", | ||
"climo_nyears = 35\n", | ||
"\n", | ||
"lc_kwargs = {}\n", | ||
"\n", | ||
"hist = 0" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "03782fa0-3224-4c2d-8355-b89d1b5f57c1", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"cupid_run = 1\n", | ||
"\n", | ||
"if cupid_run == 1:\n", | ||
"\n", | ||
" from dask.distributed import Client, LocalCluster\n", | ||
"\n", | ||
" # Spin up cluster (if running in parallel)\n", | ||
" client = None\n", | ||
" if not serial:\n", | ||
" cluster = LocalCluster(**lc_kwargs)\n", | ||
" client = Client(cluster)\n", | ||
"\n", | ||
"else:\n", | ||
"\n", | ||
" from dask.distributed import Client\n", | ||
" from dask_jobqueue import PBSCluster\n", | ||
"\n", | ||
" cluster = PBSCluster(\n", | ||
" cores=16,\n", | ||
" processes=16,\n", | ||
" memory=\"100GB\",\n", | ||
" account=\"P93300065\",\n", | ||
" queue=\"casper\",\n", | ||
" walltime=\"02:00:00\",\n", | ||
" )\n", | ||
"\n", | ||
" client = Client(cluster)\n", | ||
"\n", | ||
" cluster.scale(1)\n", | ||
"\n", | ||
" print(cluster)\n", | ||
"print(client)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "d3f591cc-dd67-4a3f-abe7-bfc740743db1", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"# Read in two cases. The ADF timeseries are needed here.\n", | ||
"\n", | ||
"ds1 = xr.open_mfdataset(\n", | ||
" CESM_output_dir\n", | ||
" + \"/\"\n", | ||
" + case_name\n", | ||
" + \"/ice/proc/tseries/month_1/\"\n", | ||
" + case_name\n", | ||
" + \".cice.h.\"\n", | ||
" + \"*.nc\",\n", | ||
" data_vars=\"minimal\",\n", | ||
" compat=\"override\",\n", | ||
" coords=\"minimal\",\n", | ||
").sel(time=slice(start_date, end_date))\n", | ||
"ds2 = xr.open_mfdataset(\n", | ||
" CESM_output_dir\n", | ||
" + \"/\"\n", | ||
" + base_case_name\n", | ||
" + \"/ice/proc/tseries/month_1/\"\n", | ||
" + base_case_name\n", | ||
" + \".cice.h.\"\n", | ||
" + \"*.nc\",\n", | ||
" data_vars=\"minimal\",\n", | ||
" compat=\"override\",\n", | ||
" coords=\"minimal\",\n", | ||
").sel(time=slice(base_start_date, base_end_date))\n", | ||
"\n", | ||
"ds_grid = xr.open_dataset(\"/glade/campaign/cesm/community/omwg/grids/tx2_3v2_grid.nc\")\n", | ||
"TLAT = ds_grid[\"TLAT\"]\n", | ||
"TLON = ds_grid[\"TLONG\"]\n", | ||
"tarea = ds_grid[\"TAREA\"] * 1.0e-4\n", | ||
"angle = ds_grid[\"ANGLE\"]\n", | ||
"\n", | ||
"ds1_ann = ds1.resample(time=\"YS\").mean(dim=\"time\")\n", | ||
"ds2_ann = ds2.resample(time=\"YS\").mean(dim=\"time\")\n", | ||
"\n", | ||
"with open(\"cice_masks.yml\", \"r\") as file:\n", | ||
" cice_masks = yaml.safe_load(file)\n", | ||
"\n", | ||
"with open(\"cice_vars.yml\", \"r\") as file:\n", | ||
" cice_vars = yaml.safe_load(file)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "da24abe2-7b48-4c3d-b8a5-95847029bd74", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"from plot_diff import plot_diff\n", | ||
"from vect_diff import vect_diff" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "28a0da20-6bad-45d7-a61a-43d55ea2acd2", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"for var in cice_vars:\n", | ||
" vmin = cice_vars[var][0][\"levels\"][0]\n", | ||
" vmax = cice_vars[var][0][\"levels\"][-1]\n", | ||
" levels = np.array(cice_vars[var][0][\"levels\"])\n", | ||
" title = cice_vars[var][1][\"title\"]\n", | ||
" field1 = ds1_ann[var].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
" field2 = ds2_ann[var].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
" plot_diff(field1, field2, levels, case_name, base_case_name, title, \"N\", TLAT, TLON)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "17591ebc-5360-479f-93bc-6ba8847df5c1", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"for var in cice_vars:\n", | ||
" vmin = cice_vars[var][0][\"levels\"][0]\n", | ||
" vmax = cice_vars[var][0][\"levels\"][1]\n", | ||
" levels = np.array(cice_vars[var][0][\"levels\"])\n", | ||
" title = cice_vars[var][1][\"title\"]\n", | ||
" field1 = ds1_ann[var].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
" field2 = ds2_ann[var].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
" plot_diff(field1, field2, levels, case_name, base_case_name, title, \"S\", TLAT, TLON)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "cfc18c63-fc78-45c3-a402-cfa57a6827cd", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"uvel1 = ds1_ann[\"uvel\"].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
"vvel1 = ds1_ann[\"vvel\"].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
"uvel2 = ds2_ann[\"uvel\"].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
"vvel2 = ds2_ann[\"vvel\"].isel(time=slice(-climo_nyears, None)).mean(\"time\").squeeze()\n", | ||
"\n", | ||
"vect_diff(uvel1, vvel1, uvel2, vvel2, angle, \"N\", case_name, base_case_name, TLAT, TLON)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "8116dbe6-6052-4d4e-8cf1-8a9feaf7d48e", | ||
"metadata": { | ||
"editable": true, | ||
"slideshow": { | ||
"slide_type": "" | ||
}, | ||
"tags": [ | ||
"hide-input" | ||
] | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"vect_diff(uvel1, vvel1, uvel2, vvel2, angle, \"S\", case_name, base_case_name, TLAT, TLON)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "5199b36e-614d-4242-9dd0-a402a7a24fa9", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "NPL 2024a", | ||
"language": "python", | ||
"name": "npl-2024a" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.11.6" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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