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@julia-neme
Created March 12, 2024 03:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "a257734d-de50-438e-ac4c-b5606650a4e6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-7bfcb23c-e01d-11ee-8b45-0000076bfe80</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
"\n",
" <tr>\n",
" \n",
" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
" <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
" \n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" \n",
"\n",
" </table>\n",
"\n",
" \n",
" <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"/proxy/8787/status\" }'>\n",
" Launch dashboard in JupyterLab\n",
" </button>\n",
" \n",
"\n",
" \n",
" <details>\n",
" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
" <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
" </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">9b8d9025</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Workers:</strong> 4\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads:</strong> 4\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total memory:</strong> 18.00 GiB\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
" <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
"</tr>\n",
"\n",
" \n",
" </table>\n",
"\n",
" <details>\n",
" <summary style=\"margin-bottom: 20px;\">\n",
" <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
" </summary>\n",
"\n",
" <div style=\"\">\n",
" <div>\n",
" <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-9e342c09-011d-4f4a-b115-c51375a57aa6</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm:</strong> tcp://127.0.0.1:37805\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Workers:</strong> 4\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard:</strong> <a href=\"/proxy/8787/status\" target=\"_blank\">/proxy/8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads:</strong> 4\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Started:</strong> Just now\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total memory:</strong> 18.00 GiB\n",
" </td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </div>\n",
"\n",
" <details style=\"margin-left: 48px;\">\n",
" <summary style=\"margin-bottom: 20px;\">\n",
" <h3 style=\"display: inline;\">Workers</h3>\n",
" </summary>\n",
"\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:36357\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"/proxy/35901/status\" target=\"_blank\">/proxy/35901/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 4.50 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:40957\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /jobfs/110631605.gadi-pbs/dask-scratch-space/worker-y1nck2cp\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:45711\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"/proxy/45949/status\" target=\"_blank\">/proxy/45949/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 4.50 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:46537\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /jobfs/110631605.gadi-pbs/dask-scratch-space/worker-3h3rs9yh\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:36867\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"/proxy/32847/status\" target=\"_blank\">/proxy/32847/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 4.50 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:35251\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /jobfs/110631605.gadi-pbs/dask-scratch-space/worker-f6v5jv41\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:41877\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"/proxy/34819/status\" target=\"_blank\">/proxy/34819/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 4.50 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:36929\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /jobfs/110631605.gadi-pbs/dask-scratch-space/worker-oc_mtxob\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
"\n",
" </details>\n",
"</div>\n",
"\n",
" </details>\n",
" </div>\n",
"</div>\n",
" </details>\n",
" \n",
"\n",
" </div>\n",
"</div>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:37805' processes=4 threads=4, memory=18.00 GiB>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import cmocean\n",
"import cosima_cookbook as cc\n",
"import dask.distributed as dsk\n",
"import glob\n",
"import gsw\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"\n",
"import warnings # ignore these warnings\n",
"warnings.filterwarnings(\"ignore\", category = FutureWarning)\n",
"warnings.filterwarnings(\"ignore\", category = UserWarning)\n",
"warnings.filterwarnings(\"ignore\", category = RuntimeWarning)\n",
"\n",
"clnt = dsk.Client()\n",
"clnt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "15e135aa-b672-4387-bf22-3fa7e6fb57e3",
"metadata": {},
"outputs": [],
"source": [
"expt = '01deg_jra55v140_iaf_cycle3'; \n",
"session = cc.database.create_session()\n",
"\n",
"lat_slice = slice(-72,-55)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d7ff0bb9-3b57-4459-928d-e8cbd6b0ed54",
"metadata": {},
"outputs": [],
"source": [
"def preprocess(ds):\n",
" ds = ds.groupby('time.year').mean('time').sel(yt_ocean = lat_slice).sel(xt_ocean = [-220, 0], method = 'nearest')\n",
" return ds"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9c4f8264-1733-4525-9924-e9a61ec27ecb",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"rho = cc.querying.getvar(expt = expt, variable = 'pot_rho_2', session = session, frequency = '1 monthly')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2bfc52f2-c37f-468e-a445-a2032c77ff7c",
"metadata": {},
"outputs": [],
"source": [
"rho = preprocess(rho)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8acd817d-ce52-453a-9466-30c4106effac",
"metadata": {},
"outputs": [],
"source": [
"rho = rho.load()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "631d2151-5f54-4083-8ae8-0e3851b83a74",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '37.125 contour for years of IAF 3rd cycle at 0E')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.cm.jet(np.linspace(0,1,len(rho['year'])))\n",
"rho.mean('year').isel(xt_ocean = 0).plot.contourf(levels = np.arange(1036.75, 1037.20, .01), cmap = cmocean.cm.dense)\n",
"for i in np.arange(0,len(rho['year']),1):\n",
" rho.isel(year = i, xt_ocean = 0).plot.contour(levels = [1037.125], colors = [colors[i]], linewidth = .4)\n",
"plt.gca().invert_yaxis(); plt.ylim(5000,None); plt.xlim(-68, None)\n",
"plt.title('37.125 contour for years of IAF 3rd cycle at 0E')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "77446c5f-d0f9-4ce3-b89b-25883d12ebab",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '37.125 contour for years of IAF 3rd cycle at 140E')"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.cm.jet(np.linspace(0,1,len(rho['year'])))\n",
"rho.mean('year').isel(xt_ocean = 1).plot.contourf(levels = np.arange(1036.75, 1037.20, .01), cmap = cmocean.cm.dense)\n",
"for i in np.arange(0,len(rho['year']),1):\n",
" rho.isel(year = i, xt_ocean = 1).plot.contour(levels = [1037.125], colors = [colors[i]], linewidth = .4)\n",
"plt.gca().invert_yaxis(); plt.ylim(5500,None); plt.xlim(-72, None)\n",
"plt.title('37.125 contour for years of IAF 3rd cycle at 140E')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b8029b20-b05f-4862-b9e9-3ec6091003da",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-23.10] *",
"language": "python",
"name": "conda-env-analysis3-23.10-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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