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@navidcy
Created November 11, 2019 05:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import cosima_cookbook as cc\n",
"import xarray as xr\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data3/hh5/public/apps/miniconda3/envs/analysis3-19.07/lib/python3.6/site-packages/distributed/dashboard/core.py:72: UserWarning: \n",
"Port 8787 is already in use. \n",
"Perhaps you already have a cluster running?\n",
"Hosting the diagnostics dashboard on a random port instead.\n",
" warnings.warn(\"\\n\" + msg)\n"
]
},
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:42015</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:43331/status' target='_blank'>http://127.0.0.1:43331/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>4</li>\n",
" <li><b>Cores: </b>8</li>\n",
" <li><b>Memory: </b>33.67 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:42015' processes=4 threads=8, memory=33.67 GB>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dask.distributed import Client\n",
"client = Client()\n",
"client"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"session = cc.database.create_session()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/g/data3/hh5/public/apps/miniconda3/envs/analysis3-19.07/lib/python3.6/site-packages/cosima_cookbook/querying.py:96: FutureWarning: In xarray version 0.14 the default behaviour of `open_mfdataset`\n",
"will change. To retain the existing behavior, pass\n",
"combine='nested'. To use future default behavior, pass\n",
"combine='by_coords'. See\n",
"http://xarray.pydata.org/en/stable/combining.html#combining-multi\n",
"\n",
" preprocess=lambda d: d[variable].to_dataset() if variable not in d.coords else d)\n",
"/g/data3/hh5/public/apps/miniconda3/envs/analysis3-19.07/lib/python3.6/site-packages/xarray/backends/api.py:934: FutureWarning: The datasets supplied have global dimension coordinates. You may want\n",
"to use the new `combine_by_coords` function (or the\n",
"`combine='by_coords'` option to `open_mfdataset`) to order the datasets\n",
"before concatenation. Alternatively, to continue concatenating based\n",
"on the order the datasets are supplied in future, please use the new\n",
"`combine_nested` function (or the `combine='nested'` option to\n",
"open_mfdataset).\n",
" from_openmfds=True,\n"
]
}
],
"source": [
"expt = '1deg_jra55_ryf9091_spinup1_B1'\n",
"variable = 'surface_temp'\n",
"surf_temp_1 = cc.querying.getvar(expt, variable, session, start_time='2200-01-01', end_time='2400-12-31')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f65b415dac8>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 276,
"width": 401
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lonpoint, latpoint = -45, 30\n",
"temptimeseries = surf_temp_1.sel(xt_ocean=lonpoint, method='nearest').sel(yt_ocean=latpoint, method='nearest')\n",
"\n",
"temptimeseries.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# But when I try to change the `xlim` I get nonsense...."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2220, 2280)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 276,
"width": 428
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"temptimeseries.plot()\n",
"plt.xlim(2220, 2280)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Of course I know that I have to give dates to xlim. I tried, e.g., `'2220-01-01'` and other variants but failed. Two other members of the ANU group failed also. It should be easier... Could we implement something in the `cc` that makes it easy?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-19.07] *",
"language": "python",
"name": "conda-env-analysis3-19.07-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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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