{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "42b348c7", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:22:41.657635Z", "iopub.status.busy": "2025-05-14T17:22:41.657465Z", "iopub.status.idle": "2025-05-14T17:22:41.662111Z", "shell.execute_reply": "2025-05-14T17:22:41.661848Z" }, "papermill": { "duration": 0.017049, "end_time": "2025-05-14T17:22:41.662893", "exception": false, "start_time": "2025-05-14T17:22:41.645844", "status": "completed" }, "tags": [ "injected-parameters" ] }, "outputs": [], "source": [ "# Parameters\n", "variable = \"oml\"\n", "long_name = \"Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP\"\n" ] }, { "cell_type": "markdown", "id": "93b7f37d-9e43-4040-9650-65c9a12d6a59", "metadata": { "editable": true, "papermill": { "duration": 0.002725, "end_time": "2025-05-14T17:22:41.668752", "exception": false, "start_time": "2025-05-14T17:22:41.666027", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# oml" ] }, { "cell_type": "code", "execution_count": 2, "id": "3ef91a67-a0c0-4e7e-b89d-cc06c5fefbf5", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-05-14T17:22:41.674930Z", "iopub.status.busy": "2025-05-14T17:22:41.674796Z", "iopub.status.idle": "2025-05-14T17:22:41.749990Z", "shell.execute_reply": "2025-05-14T17:22:41.749338Z" }, "papermill": { "duration": 0.08091, "end_time": "2025-05-14T17:22:41.752399", "exception": false, "start_time": "2025-05-14T17:22:41.671489", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "from IPython.display import display, Markdown" ] }, { "cell_type": "code", "execution_count": 3, "id": "dce4db04-3953-4356-b4cd-7f811e6ac563", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:22:41.763213Z", "iopub.status.busy": "2025-05-14T17:22:41.763087Z", "iopub.status.idle": "2025-05-14T17:22:41.768513Z", "shell.execute_reply": "2025-05-14T17:22:41.768259Z" }, "papermill": { "duration": 0.009693, "end_time": "2025-05-14T17:22:41.769391", "exception": false, "start_time": "2025-05-14T17:22:41.759698", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/markdown": [ " This notebook compares area-weighted mean and, in some cases, integral time series for oml in different basins." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dynamically generate markdown content\n", "markdown_text = f\" This notebook compares area-weighted mean and, in some cases, integral time series for {variable} in different basins.\"\n", "\n", "# Display the updated markdown content\n", "display(Markdown(markdown_text))" ] }, { "cell_type": "code", "execution_count": 4, "id": "13834ab8-5413-4cd4-8b72-d02389459983", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-05-14T17:22:41.775887Z", "iopub.status.busy": "2025-05-14T17:22:41.775776Z", "iopub.status.idle": "2025-05-14T17:22:41.796773Z", "shell.execute_reply": "2025-05-14T17:22:41.796516Z" }, "papermill": { "duration": 0.025135, "end_time": "2025-05-14T17:22:41.797624", "exception": false, "start_time": "2025-05-14T17:22:41.772489", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 5, "id": "ca374cc2", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-05-14T17:22:41.804576Z", "iopub.status.busy": "2025-05-14T17:22:41.804357Z", "iopub.status.idle": "2025-05-14T17:22:53.220527Z", "shell.execute_reply": "2025-05-14T17:22:53.220165Z" }, "papermill": { "duration": 11.420692, "end_time": "2025-05-14T17:22:53.221645", "exception": false, "start_time": "2025-05-14T17:22:41.800953", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "%%capture \n", "# comment above line to see details about the run(s) displayed\n", "import sys, os\n", "sys.path.append(os.path.abspath(\"..\"))\n", "from misc import *\n", "import glob\n", "print(\"Last update:\", date.today())\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "id": "9f7b0baf-fc8c-42a2-8f85-394752748d3c", "metadata": { "editable": true, "execution": { "iopub.execute_input": "2025-05-14T17:22:53.231717Z", "iopub.status.busy": "2025-05-14T17:22:53.230819Z", "iopub.status.idle": "2025-05-14T17:22:53.317331Z", "shell.execute_reply": "2025-05-14T17:22:53.317012Z" }, "papermill": { "duration": 0.091576, "end_time": "2025-05-14T17:22:53.318333", "exception": false, "start_time": "2025-05-14T17:22:53.226757", "status": "completed" }, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [], "source": [ "# figure size\n", "fs = (10,4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "7a76c19e-4617-421e-9912-6e37b8b411cd", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:22:53.326010Z", "iopub.status.busy": "2025-05-14T17:22:53.325480Z", "iopub.status.idle": "2025-05-14T17:23:02.309499Z", "shell.execute_reply": "2025-05-14T17:23:02.309195Z" }, "papermill": { "duration": 8.988365, "end_time": "2025-05-14T17:23:02.310282", "exception": false, "start_time": "2025-05-14T17:22:53.321917", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The history saving thread hit an unexpected error (OperationalError('database is locked')).History will not be written to the database.\n" ] } ], "source": [ "# load data\n", "ds = []\n", "for c, p in zip(casename, ocn_path):\n", " file = glob.glob(p+'{}.native.{}.??????-??????.nc'.format(c, variable))[0]\n", " ds.append(xr.open_dataset(file))" ] }, { "cell_type": "code", "execution_count": 8, "id": "b0fd49de-fa27-4501-9d57-990fc8d28878", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.319687Z", "iopub.status.busy": "2025-05-14T17:23:02.319093Z", "iopub.status.idle": "2025-05-14T17:23:02.399329Z", "shell.execute_reply": "2025-05-14T17:23:02.399035Z" }, "papermill": { "duration": 0.08507, "end_time": "2025-05-14T17:23:02.400328", "exception": false, "start_time": "2025-05-14T17:23:02.315258", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def ts_plot(variable, ds, fs, label, reg='Global'):\n", " \"\"\"\n", " Plot time series of regional means and integrals for a given variable from a list of datasets.\n", "\n", " Parameters\n", " ----------\n", " variable : str\n", " Name of the variable to plot (prefix for \"_mean\" and \"_int\" variables in dataset).\n", " ds : list of xarray.Dataset\n", " List of datasets, each containing time series data for the specified variable with\n", " variables named as `_mean` and optionally `_int`, and with\n", " attributes 'long_name', 'units_mean', and optionally 'units_int'.\n", " fs : tuple\n", " Figure size (width, height) in inches for the plots.\n", " label : list of str\n", " List of labels corresponding to each dataset, used for the legend.\n", " reg : str, optional\n", " Name of the region to select for plotting (default is 'Global').\n", "\n", " Returns\n", " -------\n", " None\n", " Displays the plots but does not return any value.\n", "\n", " Notes\n", " -----\n", " - This function creates one or two plots:\n", " 1. A time series of the variable's regional mean (`_mean`).\n", " 2. If available, a time series of the variable's regional integral (`_int`).\n", " - The function expects each dataset to have attributes 'long_name', 'units_mean', and optionally 'units_int'.\n", " - The same region name is applied across all datasets.\n", " \"\"\"\n", " \n", " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=fs)\n", " for l, i in zip(label, range(len(label))):\n", " ds[i][variable+\"_mean\"].sel(region=reg).plot(ax=ax, label=l, lw=3, linestyle=linestyle[i], color=color[i])\n", " \n", " long_name = ds[0].attrs['long_name']\n", " ax.set_title(\"{}, {}\".format(reg, long_name))\n", " ax.set_ylabel(variable+\"_mean, \" + ds[i].attrs['units_mean'])\n", " ax.set_xlabel('Year')\n", " ax.grid()\n", " ax.legend(ncol=3, loc=1)\n", " \n", " if variable+\"_int\" in ds[0]:\n", " fig, ax = plt.subplots(nrows=1, ncols=1, figsize=fs)\n", " for l, i in zip(label, range(len(label))):\n", " ds[i][variable+\"_int\"].sel(region=reg).plot(ax=ax, label=l, lw=3, linestyle=linestyle[i], color=color[i])\n", "\n", " ax.set_title(\"{}, {}\".format(reg, long_name))\n", " ax.set_ylabel(variable+\"_int, \" + ds[i].attrs['units_int'])\n", " ax.set_xlabel('Year')\n", " ax.grid()\n", " ax.legend(ncol=3, loc=1)\n", "\n", " return" ] }, { "cell_type": "markdown", "id": "502465ab-ff8d-4a56-82eb-96eb140f2fb9", "metadata": { "papermill": { "duration": 0.003123, "end_time": "2025-05-14T17:23:02.408893", "exception": false, "start_time": "2025-05-14T17:23:02.405770", "status": "completed" }, "tags": [] }, "source": [ "## Global" ] }, { "cell_type": "code", "execution_count": 9, "id": "ea77f10f-3d7e-4191-a3d1-8bcd7318125c", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.415681Z", "iopub.status.busy": "2025-05-14T17:23:02.415446Z", "iopub.status.idle": "2025-05-14T17:23:02.633830Z", "shell.execute_reply": "2025-05-14T17:23:02.633513Z" }, "papermill": { "duration": 0.222797, "end_time": "2025-05-14T17:23:02.634763", "exception": false, "start_time": "2025-05-14T17:23:02.411966", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Global'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "b8b4dc27-3be0-4973-8bdd-4a0de25e4316", "metadata": { "papermill": { "duration": 0.003725, "end_time": "2025-05-14T17:23:02.642880", "exception": false, "start_time": "2025-05-14T17:23:02.639155", "status": "completed" }, "tags": [] }, "source": [ "## PersianGulf" ] }, { "cell_type": "code", "execution_count": 10, "id": "11b61be4-fdcf-475c-a524-2a3ac8c76ecf", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.651043Z", "iopub.status.busy": "2025-05-14T17:23:02.650874Z", "iopub.status.idle": "2025-05-14T17:23:02.803273Z", "shell.execute_reply": "2025-05-14T17:23:02.802995Z" }, "papermill": { "duration": 0.157402, "end_time": "2025-05-14T17:23:02.804058", "exception": false, "start_time": "2025-05-14T17:23:02.646656", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PersianGulf'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "fa711e4f-4e29-4094-ada2-4ae38e234a82", "metadata": { "papermill": { "duration": 0.004112, "end_time": "2025-05-14T17:23:02.840072", "exception": false, "start_time": "2025-05-14T17:23:02.835960", "status": "completed" }, "tags": [] }, "source": [ "## RedSea" ] }, { "cell_type": "code", "execution_count": 11, "id": "a40d43fe-7d25-414c-8d87-79517880d35f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:02.849229Z", "iopub.status.busy": "2025-05-14T17:23:02.849034Z", "iopub.status.idle": "2025-05-14T17:23:03.001847Z", "shell.execute_reply": "2025-05-14T17:23:03.001555Z" }, "papermill": { "duration": 0.1585, "end_time": "2025-05-14T17:23:03.002653", "exception": false, "start_time": "2025-05-14T17:23:02.844153", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'RedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "88ad3620-a8da-4180-83d1-f39edfd5aae2", "metadata": { "papermill": { "duration": 0.004722, "end_time": "2025-05-14T17:23:03.012820", "exception": false, "start_time": "2025-05-14T17:23:03.008098", "status": "completed" }, "tags": [] }, "source": [ "## BlackSea" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e85f68d-eb4e-44fe-acba-84c08de56905", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.022909Z", "iopub.status.busy": "2025-05-14T17:23:03.022754Z", "iopub.status.idle": "2025-05-14T17:23:03.193549Z", "shell.execute_reply": "2025-05-14T17:23:03.193270Z" }, "papermill": { "duration": 0.176778, "end_time": "2025-05-14T17:23:03.194312", "exception": false, "start_time": "2025-05-14T17:23:03.017534", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BlackSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "9c5641d3-c954-411b-abee-d4825c4208ab", "metadata": { "papermill": { "duration": 0.0053, "end_time": "2025-05-14T17:23:03.205539", "exception": false, "start_time": "2025-05-14T17:23:03.200239", "status": "completed" }, "tags": [] }, "source": [ "## MedSea" ] }, { "cell_type": "code", "execution_count": 13, "id": "67297917-8d56-4a6d-9d59-a478035429a1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.216789Z", "iopub.status.busy": "2025-05-14T17:23:03.216601Z", "iopub.status.idle": "2025-05-14T17:23:03.395522Z", "shell.execute_reply": "2025-05-14T17:23:03.395242Z" }, "papermill": { "duration": 0.185723, "end_time": "2025-05-14T17:23:03.396309", "exception": false, "start_time": "2025-05-14T17:23:03.210586", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'MedSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0543bf55-997b-4ac3-b22b-76c7f52ee97b", "metadata": { "papermill": { "duration": 0.005686, "end_time": "2025-05-14T17:23:03.408569", "exception": false, "start_time": "2025-05-14T17:23:03.402883", "status": "completed" }, "tags": [] }, "source": [ "## BalticSea" ] }, { "cell_type": "code", "execution_count": 14, "id": "198da03e-467e-49f3-b8a5-2a31ad3b9711", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.420618Z", "iopub.status.busy": "2025-05-14T17:23:03.420455Z", "iopub.status.idle": "2025-05-14T17:23:03.600426Z", "shell.execute_reply": "2025-05-14T17:23:03.600135Z" }, "papermill": { "duration": 0.186943, "end_time": "2025-05-14T17:23:03.601220", "exception": false, "start_time": "2025-05-14T17:23:03.414277", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BalticSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "44aa11d1-830c-45a8-9235-0a03ec35daa6", "metadata": { "papermill": { "duration": 0.006139, "end_time": "2025-05-14T17:23:03.614385", "exception": false, "start_time": "2025-05-14T17:23:03.608246", "status": "completed" }, "tags": [] }, "source": [ "## HudsonBay" ] }, { "cell_type": "code", "execution_count": 15, "id": "0fa02937-1b4e-4ade-a803-d2994b12545f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.627464Z", "iopub.status.busy": "2025-05-14T17:23:03.627299Z", "iopub.status.idle": "2025-05-14T17:23:03.813526Z", "shell.execute_reply": "2025-05-14T17:23:03.813242Z" }, "papermill": { "duration": 0.193819, "end_time": "2025-05-14T17:23:03.814336", "exception": false, "start_time": "2025-05-14T17:23:03.620517", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'HudsonBay'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "e29ef839-e162-4ceb-927a-d82b7a59277e", "metadata": { "papermill": { "duration": 0.006818, "end_time": "2025-05-14T17:23:03.829086", "exception": false, "start_time": "2025-05-14T17:23:03.822268", "status": "completed" }, "tags": [] }, "source": [ "## Arctic" ] }, { "cell_type": "code", "execution_count": 16, "id": "64880ae9-0688-4c3a-ab45-0e76d5284852", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:03.843377Z", "iopub.status.busy": "2025-05-14T17:23:03.843217Z", "iopub.status.idle": "2025-05-14T17:23:04.021518Z", "shell.execute_reply": "2025-05-14T17:23:04.021226Z" }, "papermill": { "duration": 0.186385, "end_time": "2025-05-14T17:23:04.022335", "exception": false, "start_time": "2025-05-14T17:23:03.835950", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Arctic'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "1de03483-3233-4881-86a7-06813ce0211f", "metadata": { "papermill": { "duration": 0.006848, "end_time": "2025-05-14T17:23:04.036969", "exception": false, "start_time": "2025-05-14T17:23:04.030121", "status": "completed" }, "tags": [] }, "source": [ "## PacificOcean" ] }, { "cell_type": "code", "execution_count": 17, "id": "d8be41b0-a06e-4bac-ad2f-72b3dc32a3c1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.052036Z", "iopub.status.busy": "2025-05-14T17:23:04.051872Z", "iopub.status.idle": "2025-05-14T17:23:04.216595Z", "shell.execute_reply": "2025-05-14T17:23:04.216268Z" }, "papermill": { "duration": 0.173253, "end_time": "2025-05-14T17:23:04.217480", "exception": false, "start_time": "2025-05-14T17:23:04.044227", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'PacificOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "1b5bb92f-04ee-4edb-844a-dc32285a3017", "metadata": { "papermill": { "duration": 0.008142, "end_time": "2025-05-14T17:23:04.234594", "exception": false, "start_time": "2025-05-14T17:23:04.226452", "status": "completed" }, "tags": [] }, "source": [ "## AtlanticOcean " ] }, { "cell_type": "code", "execution_count": 18, "id": "c7a7a1b2-7665-4f42-aa57-3e8ccf255528", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.252306Z", "iopub.status.busy": "2025-05-14T17:23:04.252112Z", "iopub.status.idle": "2025-05-14T17:23:04.407359Z", "shell.execute_reply": "2025-05-14T17:23:04.407080Z" }, "papermill": { "duration": 0.164582, "end_time": "2025-05-14T17:23:04.408119", "exception": false, "start_time": "2025-05-14T17:23:04.243537", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'AtlanticOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "bfa1406b-88fb-4638-a11c-9b530c50e48b", "metadata": { "papermill": { "duration": 0.008065, "end_time": "2025-05-14T17:23:04.425082", "exception": false, "start_time": "2025-05-14T17:23:04.417017", "status": "completed" }, "tags": [] }, "source": [ "## IndianOcean" ] }, { "cell_type": "code", "execution_count": 19, "id": "674dc694-f91c-48d8-8cf9-18a9dc35dd87", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.443316Z", "iopub.status.busy": "2025-05-14T17:23:04.443122Z", "iopub.status.idle": "2025-05-14T17:23:04.593122Z", "shell.execute_reply": "2025-05-14T17:23:04.592851Z" }, "papermill": { "duration": 0.160194, "end_time": "2025-05-14T17:23:04.593876", "exception": false, "start_time": "2025-05-14T17:23:04.433682", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'IndianOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "36a07721-9d05-42e2-b24d-a559f814478b", "metadata": { "papermill": { "duration": 0.008961, "end_time": "2025-05-14T17:23:04.612558", "exception": false, "start_time": "2025-05-14T17:23:04.603597", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean" ] }, { "cell_type": "code", "execution_count": 20, "id": "5f6bc7ed-e959-49ad-8916-e307249b43fc", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.630297Z", "iopub.status.busy": "2025-05-14T17:23:04.630145Z", "iopub.status.idle": "2025-05-14T17:23:04.799750Z", "shell.execute_reply": "2025-05-14T17:23:04.799478Z" }, "papermill": { "duration": 0.179414, "end_time": "2025-05-14T17:23:04.800519", "exception": false, "start_time": "2025-05-14T17:23:04.621105", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "0b23cca5-e9a3-477a-a387-1c653c04989b", "metadata": { "papermill": { "duration": 0.009052, "end_time": "2025-05-14T17:23:04.819528", "exception": false, "start_time": "2025-05-14T17:23:04.810476", "status": "completed" }, "tags": [] }, "source": [ "## LabSea" ] }, { "cell_type": "code", "execution_count": 21, "id": "51e70d80-7a39-4989-aecc-bd5016b324fa", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:04.838171Z", "iopub.status.busy": "2025-05-14T17:23:04.838010Z", "iopub.status.idle": "2025-05-14T17:23:05.013935Z", "shell.execute_reply": "2025-05-14T17:23:05.013633Z" }, "papermill": { "duration": 0.186291, "end_time": "2025-05-14T17:23:05.014759", "exception": false, "start_time": "2025-05-14T17:23:04.828468", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'LabSea'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "8f01e1c4-7a2b-491f-a311-1c52f299f45b", "metadata": { "papermill": { "duration": 0.009636, "end_time": "2025-05-14T17:23:05.035335", "exception": false, "start_time": "2025-05-14T17:23:05.025699", "status": "completed" }, "tags": [] }, "source": [ "## BaffinBay" ] }, { "cell_type": "code", "execution_count": 22, "id": "64bdc239-6eef-4838-93d4-340528c4cde1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.056211Z", "iopub.status.busy": "2025-05-14T17:23:05.056018Z", "iopub.status.idle": "2025-05-14T17:23:05.239556Z", "shell.execute_reply": "2025-05-14T17:23:05.239275Z" }, "papermill": { "duration": 0.194806, "end_time": "2025-05-14T17:23:05.240340", "exception": false, "start_time": "2025-05-14T17:23:05.045534", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'BaffinBay'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "5a24685a-397b-4381-bdfa-4bacdde702a8", "metadata": { "papermill": { "duration": 0.010226, "end_time": "2025-05-14T17:23:05.261821", "exception": false, "start_time": "2025-05-14T17:23:05.251595", "status": "completed" }, "tags": [] }, "source": [ "## Maritime" ] }, { "cell_type": "code", "execution_count": 23, "id": "9215bd4f-3bb8-41b7-a4b5-98d228cedfc6", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.283398Z", "iopub.status.busy": "2025-05-14T17:23:05.283212Z", "iopub.status.idle": "2025-05-14T17:23:05.472595Z", "shell.execute_reply": "2025-05-14T17:23:05.472320Z" }, "papermill": { "duration": 0.201177, "end_time": "2025-05-14T17:23:05.473362", "exception": false, "start_time": "2025-05-14T17:23:05.272185", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'Maritime'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "248dd205-fc5c-486c-b405-87109b2bf2f4", "metadata": { "papermill": { "duration": 0.01084, "end_time": "2025-05-14T17:23:05.495726", "exception": false, "start_time": "2025-05-14T17:23:05.484886", "status": "completed" }, "tags": [] }, "source": [ "## SouthernOcean60S" ] }, { "cell_type": "code", "execution_count": 24, "id": "1bed67b9-8a1a-4852-b49d-9c646f161e85", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.518185Z", "iopub.status.busy": "2025-05-14T17:23:05.517990Z", "iopub.status.idle": "2025-05-14T17:23:05.695305Z", "shell.execute_reply": "2025-05-14T17:23:05.695030Z" }, "papermill": { "duration": 0.189648, "end_time": "2025-05-14T17:23:05.696069", "exception": false, "start_time": "2025-05-14T17:23:05.506421", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'SouthernOcean60S'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "afe8fb58-ac12-49a8-bf4d-6f108d49d309", "metadata": { "papermill": { "duration": 0.011558, "end_time": "2025-05-14T17:23:05.719906", "exception": false, "start_time": "2025-05-14T17:23:05.708348", "status": "completed" }, "tags": [] }, "source": [ "## EGreenlandIceland" ] }, { "cell_type": "code", "execution_count": 25, "id": "56262637-8837-49a4-969d-da4bc203a2b1", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.742828Z", "iopub.status.busy": "2025-05-14T17:23:05.742655Z", "iopub.status.idle": "2025-05-14T17:23:05.928865Z", "shell.execute_reply": "2025-05-14T17:23:05.928579Z" }, "papermill": { "duration": 0.198673, "end_time": "2025-05-14T17:23:05.929660", "exception": false, "start_time": "2025-05-14T17:23:05.730987", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'EGreenlandIceland'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] }, { "cell_type": "markdown", "id": "d48518b7-cd5b-451e-8658-addee4bdb8cf", "metadata": { "papermill": { "duration": 0.011924, "end_time": "2025-05-14T17:23:05.954756", "exception": false, "start_time": "2025-05-14T17:23:05.942832", "status": "completed" }, "tags": [] }, "source": [ "## GulfOfMexico" ] }, { "cell_type": "code", "execution_count": 26, "id": "c26c8ac6-187f-4649-bafa-47d69525784f", "metadata": { "execution": { "iopub.execute_input": "2025-05-14T17:23:05.980036Z", "iopub.status.busy": "2025-05-14T17:23:05.979846Z", "iopub.status.idle": "2025-05-14T17:23:06.157183Z", "shell.execute_reply": "2025-05-14T17:23:06.156885Z" }, "papermill": { "duration": 0.191079, "end_time": "2025-05-14T17:23:06.158023", "exception": false, "start_time": "2025-05-14T17:23:05.966944", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg = 'GulfOfMexico'\n", "ts_plot(variable, ds, fs, label, reg = reg)" ] } ], "metadata": { "kernelspec": { "display_name": "Python (mom6-tools)", "language": "python", "name": "mom6-tools" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" }, "papermill": { "default_parameters": {}, "duration": 29.197596, "end_time": "2025-05-14T17:23:08.802634", "environment_variables": {}, "exception": null, "input_path": "/glade/u/home/gmarques/libs/mom6-tools/mom6_tools/nb_templates/ts.ipynb", "output_path": "oml.ipynb", "parameters": { "long_name": "Thickness of the surface Ocean Boundary Layer calculated by [CVMix] KPP", "variable": "oml" }, "start_time": "2025-05-14T17:22:39.605038", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }