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@aidanheerdegen
Last active February 8, 2019 01:33
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python and xarray code to generate isotherms using the contour plot function
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import xarray"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"f = '/g/data1/rr3/publications/CMIP5/output1/CSIRO-BOM/ACCESS1-0/historical/mon/ocean/Omon/r1i1p1/latest/thetao/thetao_Omon_ACCESS1-0_historical_r1i1p1_185001-185412.nc'"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"ds = xarray.open_dataset(f)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (bnds: 2, i: 360, j: 300, lev: 50, time: 60, vertices: 4)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 1850-01-16T12:00:00 ... 1854-12-16T12:00:00\n",
" * lev (lev) float64 5.0 15.0 25.0 ... 5.166e+03 5.499e+03 5.831e+03\n",
" * j (j) int32 0 1 2 3 4 5 6 7 ... 292 293 294 295 296 297 298 299\n",
" * i (i) int32 0 1 2 3 4 5 6 7 ... 352 353 354 355 356 357 358 359\n",
" lat (j, i) float32 ...\n",
" lon (j, i) float32 ...\n",
"Dimensions without coordinates: bnds, vertices\n",
"Data variables:\n",
" time_bnds (time, bnds) datetime64[ns] ...\n",
" lev_bnds (lev, bnds) float64 ...\n",
" lat_vertices (j, i, vertices) float32 ...\n",
" lon_vertices (j, i, vertices) float32 ...\n",
" thetao (time, lev, j, i) float32 ...\n",
"Attributes:\n",
" institution: CSIRO (Commonwealth Scientific and Industrial Res...\n",
" institute_id: CSIRO-BOM\n",
" experiment_id: historical\n",
" source: ACCESS1-0 2011. Atmosphere: AGCM v1.0 (N96 grid-p...\n",
" model_id: ACCESS1-0\n",
" forcing: GHG, Oz, SA, Sl, Vl, BC, OC, (GHG = CO2, N2O, CH4...\n",
" parent_experiment_id: piControl\n",
" parent_experiment_rip: r1i1p1\n",
" branch_time: 109207.0\n",
" contact: The ACCESS wiki: http://wiki.csiro.au/confluence/...\n",
" history: CMIP5 compliant file produced from raw ACCESS mod...\n",
" references: See http://wiki.csiro.au/confluence/display/ACCES...\n",
" initialization_method: 1\n",
" physics_version: 1\n",
" tracking_id: dd827ba2-11cd-4597-bbf4-73b9eb6c8643\n",
" version_number: v20120115\n",
" product: output\n",
" experiment: historical\n",
" frequency: mon\n",
" creation_date: 2012-01-15T15:19:48Z\n",
" Conventions: CF-1.4\n",
" project_id: CMIP5\n",
" table_id: Table Omon (27 April 2011) 694b38a3f68f18e58ba802...\n",
" title: ACCESS1-0 model output prepared for CMIP5 historical\n",
" parent_experiment: pre-industrial control\n",
" modeling_realm: ocean\n",
" realization: 1\n",
" cmor_version: 2.8.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A simple plot of the `time==0` slice. Limiting `depth` to 25 levels shows the temperature structure better."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fe755f83278>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds.thetao[0,0:25,150,:].plot(size=12,yincrease=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 20 degree C (293.15K) isotherm is easy to plot as a contour with one level (and fast)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cont = ds.thetao[0,0:25,150,:].plot.contour(levels=[293.15],size=12,yincrease=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is possible to extract the depth along this line, but scientifically I'm not sure how you can describe how it was generated. The `contour` method from `matplotlib` uses C++ code which I haven't looked into."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make an new xarray DataArray to receive the calculated isotherm data"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray (time: 60, i: 360)>\n",
"array([[nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" ...,\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan],\n",
" [nan, nan, nan, ..., nan, nan, nan]])\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 1850-01-16T12:00:00 ... 1854-12-16T12:00:00\n",
" * i (i) int32 0 1 2 3 4 5 6 7 8 ... 351 352 353 354 355 356 357 358 359"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"isotherm = xarray.DataArray(np.zeros((len(ds.time),len(ds.i))),dims=['time','i'],coords={'time': ds.time,'i': ds.i})\n",
"isotherm[:]=np.nan\n",
"isotherm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Loop over all the time dimension, create a contour plot at each time and extract the x,y values from the contour plot for all the paths (the line separated by missing values in the contour plot). A temporary DataArray is made to store these values, and them they interpolated on to the original dataset index values."
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 1850-01-16T12:00:00.000000000\n",
"1 1850-02-15T00:00:00.000000000\n",
"2 1850-03-16T12:00:00.000000000\n",
"3 1850-04-16T00:00:00.000000000\n",
"4 1850-05-16T12:00:00.000000000\n",
"5 1850-06-16T00:00:00.000000000\n",
"6 1850-07-16T12:00:00.000000000\n",
"7 1850-08-16T12:00:00.000000000\n",
"8 1850-09-16T00:00:00.000000000\n",
"9 1850-10-16T12:00:00.000000000\n",
"10 1850-11-16T00:00:00.000000000\n",
"11 1850-12-16T12:00:00.000000000\n",
"12 1851-01-16T12:00:00.000000000\n",
"13 1851-02-15T00:00:00.000000000\n",
"14 1851-03-16T12:00:00.000000000\n",
"15 1851-04-16T00:00:00.000000000\n",
"16 1851-05-16T12:00:00.000000000\n",
"17 1851-06-16T00:00:00.000000000\n",
"18 1851-07-16T12:00:00.000000000\n",
"19 1851-08-16T12:00:00.000000000\n",
"20 1851-09-16T00:00:00.000000000\n",
"21 1851-10-16T12:00:00.000000000\n",
"22 1851-11-16T00:00:00.000000000\n",
"23 1851-12-16T12:00:00.000000000\n",
"24 1852-01-16T12:00:00.000000000\n",
"25 1852-02-15T12:00:00.000000000\n",
"26 1852-03-16T12:00:00.000000000\n",
"27 1852-04-16T00:00:00.000000000\n",
"28 1852-05-16T12:00:00.000000000\n",
"29 1852-06-16T00:00:00.000000000\n",
"30 1852-07-16T12:00:00.000000000\n",
"31 1852-08-16T12:00:00.000000000\n",
"32 1852-09-16T00:00:00.000000000\n",
"33 1852-10-16T12:00:00.000000000\n",
"34 1852-11-16T00:00:00.000000000\n",
"35 1852-12-16T12:00:00.000000000\n",
"36 1853-01-16T12:00:00.000000000\n",
"37 1853-02-15T00:00:00.000000000\n",
"38 1853-03-16T12:00:00.000000000\n",
"39 1853-04-16T00:00:00.000000000\n",
"40 1853-05-16T12:00:00.000000000\n",
"41 1853-06-16T00:00:00.000000000\n",
"42 1853-07-16T12:00:00.000000000\n",
"43 1853-08-16T12:00:00.000000000\n",
"44 1853-09-16T00:00:00.000000000\n",
"45 1853-10-16T12:00:00.000000000\n",
"46 1853-11-16T00:00:00.000000000\n",
"47 1853-12-16T12:00:00.000000000\n",
"48 1854-01-16T12:00:00.000000000\n",
"49 1854-02-15T00:00:00.000000000\n",
"50 1854-03-16T12:00:00.000000000\n",
"51 1854-04-16T00:00:00.000000000\n",
"52 1854-05-16T12:00:00.000000000\n",
"53 1854-06-16T00:00:00.000000000\n",
"54 1854-07-16T12:00:00.000000000\n",
"55 1854-08-16T12:00:00.000000000\n",
"56 1854-09-16T00:00:00.000000000\n",
"57 1854-10-16T12:00:00.000000000\n",
"58 1854-11-16T00:00:00.000000000\n",
"59 1854-12-16T12:00:00.000000000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i, t in enumerate(ds.thetao.time):\n",
" print(i,t.values)\n",
" cont = None\n",
" try:\n",
" cont = ds.thetao[i,0:25,150,:].plot.contour(levels=[293.15],yincrease=False)\n",
" val = {}\n",
" for path in cont.collections[0].get_paths():\n",
" for (x,y),s in path.iter_segments():\n",
" val[x] = y\n",
" tmp = xarray.DataArray(list(val.values()),dims=['i'],coords={'i':list(val.keys())})\n",
" # Thought it was necessary to sort the index, but appears not to be\n",
" # tmp = tmp.reindex(i=sorted(tmp.i.values))\n",
" isotherm[i,:] = tmp.interp(i=ds.i)\n",
" except Exception as e:\n",
" print('Exception',e)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fe73f6ccc50>"
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"isotherm.plot(size=12)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-18.10]",
"language": "python",
"name": "conda-env-analysis3-18.10-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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@aidanheerdegen
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One outstanding issue is the lack of masking of NA values, as I've used the interp() method, it has interpolated where there is no data (land). As the isotherm depth changes with time, it isn't possible to use a time invariant mask, but a time varying one could be generated.

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