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@lbesnard
Last active April 8, 2019 02:44
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Argo notebook"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from numpy import unique, ones, arange\n",
"from netCDF4 import Dataset, num2date\n",
"from matplotlib.pyplot import (figure, subplot, pcolor, colorbar, xlabel, ylabel, \n",
" title, plot, setp, show)\n",
"from matplotlib.dates import MONTHLY, DateFormatter, rrulewrapper, RRuleLocator\n",
"\n",
"argo_URL = 'http://thredds.aodn.org.au/thredds/dodsC/IMOS/eMII/demos/Argo/aggregated_datasets/south_pacific/IMOS_Argo_TPS-20020101T000000_FV01_yearly-aggregation-South_Pacific_C-20121102T220000Z.nc' \n",
"argo_DATA = Dataset(argo_URL) "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"nProfData = len(argo_DATA.dimensions['N_PROF']) #Number of profiles contained in the file.\n",
"nLevelData = len(argo_DATA.dimensions['N_LEVELS']) #Maximum number of pressure levels contained in a profile.\n",
"\n",
"TEMP_ADJUSTED = argo_DATA.variables['TEMP_ADJUSTED']\n",
"PRES_ADJUSTED = argo_DATA.variables['PRES_ADJUSTED']\n",
"LATITUDE = argo_DATA.variables['LATITUDE']\n",
"LONGITUDE = argo_DATA.variables['LONGITUDE']\n",
"JULD = argo_DATA.variables['JULD']\n",
"\n",
"# Get the Argo float number (ID) for each profile...\n",
"profileFloatNumber = argo_DATA.variables['PLATFORM_NUMBER'][:]\n",
"# ... then find the unique ones to see which floats are in this file\n",
"uniqueFloatNumber = unique(profileFloatNumber)\n",
"\n",
"argoFloatNumberChosen = 5900106 # we randomly chose one float number"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the Argo data"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"argoFloatProfilesIndexes = profileFloatNumber == argoFloatNumberChosen \n",
"tempData = TEMP_ADJUSTED[argoFloatProfilesIndexes,:]\n",
"presData = PRES_ADJUSTED[argoFloatProfilesIndexes,:]\n",
"latProfile = LATITUDE[argoFloatProfilesIndexes]\n",
"lonProfile = LONGITUDE[argoFloatProfilesIndexes]\n",
"# convert the time values into an array of datetime objects\n",
"timeProfile = num2date(JULD[argoFloatProfilesIndexes], JULD.units)\n",
"\n",
"# creation of a profile variable array\n",
"nProfForFloat = sum(argoFloatProfilesIndexes)\n",
"sizer = ones((1,nLevelData),'float') \n",
"profIndex = arange(nProfForFloat)\n",
"profIndex = profIndex.reshape(nProfForFloat,1) \n",
"prof_2D = profIndex * sizer"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'Profile Index')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure1 = figure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\n",
"subplot(311)\n",
"pcolor(prof_2D, -presData, tempData)\n",
"cbar = colorbar()\n",
"cbar.ax.set_ylabel(TEMP_ADJUSTED.long_name + '\\n in ' + TEMP_ADJUSTED.units)\n",
"\n",
"xlabel('Profile Index')\n",
"ylabel(PRES_ADJUSTED.long_name + ' in negative ' + PRES_ADJUSTED.units)\n",
"title(argo_DATA.description + '\\nArgo Float Number : %d' % argoFloatNumberChosen )\n",
"\n",
"# format labels on time axis (for plots below)\n",
"rule = rrulewrapper(MONTHLY, bymonthday=1, interval=1)\n",
"formatter = DateFormatter('%d/%m/%y')\n",
"loc = RRuleLocator(rule)\n",
"\n",
"# plot the LON timeseries\n",
"ax3 = subplot(234)\n",
"plot(timeProfile,lonProfile)\n",
"ax3.xaxis.set_major_locator(loc)\n",
"ax3.xaxis.set_major_formatter(formatter)\n",
"labels = ax3.get_xticklabels()\n",
"setp(labels, rotation=30, fontsize=10)\n",
"xlabel(JULD.long_name + ' in dd/mm/yy' )\n",
"ylabel(LONGITUDE.long_name + ' in ' + LONGITUDE.units)\n",
"\n",
"#plot the LAT timeseries\n",
"ax4 = subplot(235)\n",
"plot(timeProfile,latProfile)\n",
"ax4.xaxis.set_major_locator(loc)\n",
"ax4.xaxis.set_major_formatter(formatter)\n",
"labels = ax4.get_xticklabels()\n",
"setp(labels, rotation=30, fontsize=10)\n",
"xlabel(JULD.long_name + ' in dd/mm/yy' )\n",
"ylabel(LATITUDE.long_name + ' in ' + LATITUDE.units)\n",
"\n",
"#plot the profile index with time values\n",
"ax5 = subplot(236)\n",
"plot(timeProfile,profIndex)\n",
"ax5.xaxis.set_major_locator(loc)\n",
"ax5.xaxis.set_major_formatter(formatter)\n",
"labels = ax5.get_xticklabels()\n",
"setp(labels, rotation=30, fontsize=10)\n",
"xlabel(JULD.long_name + ' in dd/mm/yy' )\n",
"ylabel('Profile Index')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot of an arbitrary profile. Modify profileToPlot (between 0 and nProfiles-1) if desired.\n",
"profileToPlot = 1\n",
"figure2 = figure(num=None, figsize=(8, 10), dpi=80, facecolor='w', edgecolor='k')\n",
"plot (tempData[profileToPlot,:],-presData[profileToPlot,:])\n",
"\n",
"title(argo_DATA.description + \n",
" '\\nlocation %0.2f / %0.2f\\n' % (latProfile[profileToPlot], lonProfile[profileToPlot]) + \n",
" timeProfile[profileToPlot].strftime('%d/%m/%Y'))\n",
"\n",
"xlabel(TEMP_ADJUSTED.long_name + ' in ' + TEMP_ADJUSTED.units)\n",
"ylabel(PRES_ADJUSTED.long_name + ' in negative ' + PRES_ADJUSTED.units)\n",
"\n",
"show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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