{ "cells": [ { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import cmocean as cmo\n", "import datetime as dt\n", "import netCDF4 as nc\n", "import matplotlib.dates as mdates\n", "import matplotlib as mpl\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.colors import LogNorm\n", "import cmocean\n", "import pandas as pd\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### definitions for matching model output" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# path to model files:\n", "PATH= '/results/SalishSea/nowcast-green.201812/'\n", "\n", "# start and end dates for analysis:\n", "start_date = dt.datetime(2015,1,1)\n", "end_date = dt.datetime(2016,1,1)\n", "\n", "# number of days per model file:\n", "flen=1\n", "\n", "# dictionary mapping desired model variables to the file types where they are found\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T','vosaline':'grid_T','votemper':'grid_T'}\n", "\n", "# dictionary mapping model file types to their time resolution in hours (1 is hourly files, 24 is daily)\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\n", "# results format\n", "# -- nowcast: files like 01jan15/SalishSea_1h_20150101_20150101_ptrc_T.nc\n", "# -- long: files like SalishSea_1h_20150206_20150804_ptrc_T_20150427-20150506.nc, all in one directory\n", "namfmt='nowcast'\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load PSF data and create csv file" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "# load PSF bottle data (returns pandas dataframe)\n", "# NO23 is nitrate+nitrate, Si is Silicate; Chl is chlorophyll; Z is depth (m); dtUTC is datetime in UTC\n", "# SA is reference salinity (g/kg), CT is Conservative Temperature (deg C)\n", "df1=et.loadPSF(loadCTD=True)\n", "df1.drop(columns=['pLat','pLon','tdiffH'])\n", "print(len(df1))\n", "df1.head()" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "df1.to_csv('/data/eolson/results/MEOPAR/oldDBs/PSFBotChl.csv',index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### load csv file" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3558\n" ] }, { "data": { "text/html": [ "
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LatLonNO23PO4SiStationZdtUTCChlDepth_mPhaeoSACTpLatpLontdiffH
049.608333-124.86666718.651.45968.43BS12.02015-02-18 23:07:00NaNNaNNaN24.34558.98638749.603803-124.8671290.059306
149.608333-124.86666726.622.17555.73BS120.02015-02-18 23:07:00NaNNaNNaN28.00358.81068949.603803-124.8671290.059306
249.608333-124.86666716.251.80939.14BS12.02015-03-21 22:55:00NaNNaNNaN26.97309.67533249.608083-124.8657690.060139
349.608333-124.86666716.832.06939.11BS120.02015-03-21 22:55:00NaNNaNNaN28.33109.11370249.608083-124.8657690.060139
449.608333-124.86666724.270.55149.90BS120.02015-04-05 23:10:00NaNNaNNaN28.64159.29622949.607844-124.8677360.029306
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" ], "text/plain": [ " Lat Lon NO23 PO4 Si Station Z \\\n", "0 49.608333 -124.866667 18.65 1.459 68.43 BS1 2.0 \n", "1 49.608333 -124.866667 26.62 2.175 55.73 BS1 20.0 \n", "2 49.608333 -124.866667 16.25 1.809 39.14 BS1 2.0 \n", "3 49.608333 -124.866667 16.83 2.069 39.11 BS1 20.0 \n", "4 49.608333 -124.866667 24.27 0.551 49.90 BS1 20.0 \n", "\n", " dtUTC Chl Depth_m Phaeo SA CT pLat \\\n", "0 2015-02-18 23:07:00 NaN NaN NaN 24.3455 8.986387 49.603803 \n", "1 2015-02-18 23:07:00 NaN NaN NaN 28.0035 8.810689 49.603803 \n", "2 2015-03-21 22:55:00 NaN NaN NaN 26.9730 9.675332 49.608083 \n", "3 2015-03-21 22:55:00 NaN NaN NaN 28.3310 9.113702 49.608083 \n", "4 2015-04-05 23:10:00 NaN NaN NaN 28.6415 9.296229 49.607844 \n", "\n", " pLon tdiffH \n", "0 -124.867129 0.059306 \n", "1 -124.867129 0.059306 \n", "2 -124.865769 0.060139 \n", "3 -124.865769 0.060139 \n", "4 -124.867736 0.029306 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2=pd.read_csv('/data/eolson/results/MEOPAR/oldDBs/PSFBotChl.csv')\n", "# convert dtUTC back to datetime\n", "df2['dtUTC']=[dt.datetime.strptime(ii,'%Y-%m-%d %H:%M:%S') for ii in df2['dtUTC']]\n", "print(len(df2))\n", "df2.head()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# match model output to observations and return both in a dataframe\n", "# the model variables will have their original names prefixed by mod_, eg mod_vosaline\n", "# the observation file names are unchanged. \n", "data=et.matchData(data=df2,filemap=filemap, fdict=fdict, mod_start=start_date, mod_end=end_date, \n", " mod_nam_fmt=namfmt, mod_basedir=PATH, mod_flen=flen)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "#Chl:N ratio used later in plots: grab from appropriate namelist\n", "mod_chl_N=et.getChlNRatio(basedir=PATH,nam_fmt=namfmt)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/viz_tools.py:123: UserWarning: No contour levels were found within the data range.\n", " contour_lines = axes.contour(\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot matched data locations\n", "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='matched obs')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# create dictionary of dataframe views by year\n", "datyr=dict()\n", "yy=np.array([ii.year for ii in data['dtUTC']])\n", "yys=np.unique(yy)\n", "for yr in yys:\n", " datyr[yr]=data.loc[yy==yr]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot matched data sampling times\n", "clist=('gold','aqua','plum','c','m','r','g','b','brown','gray')\n", "fig,axL=plt.subplots(1,1,figsize=(12,1))\n", "for ii, yr in enumerate(yys):\n", " dshift=dt.datetime(yys[0],1,1)-dt.datetime(yr,1,1)\n", " axL.plot(datyr[yr].dtUTC+dshift,np.zeros(np.shape(datyr[yr].dtUTC))+.1*ii,'.',\n", " color=clist[ii],markersize=4,label=str(yr))\n", "axL.set_yticks(());\n", "yearsFmt = mdates.DateFormatter('%d %b')\n", "axL.xaxis.set_major_formatter(yearsFmt)\n", "axL.xaxis.set_ticks([dt.datetime(int(yys[0]),1,1), dt.datetime(int(yys[0]),3,1),dt.datetime(int(yys[0]),5,1),dt.datetime(int(yys[0]),7,1),\n", " dt.datetime(int(yys[0]),9,1),dt.datetime(int(yys[0]),11,1),dt.datetime(int(yys[0])+1,1,1)])\n", "for tick in axL.get_xticklabels():\n", " tick.set_rotation(90)\n", " tick.set_horizontalalignment('center')\n", "axL.set_ylim(-.1,.1*(len(datyr.keys())+1))\n", "axL.set_xlim(dt.datetime(yys[0],1,1),dt.datetime(yys[0],12,31))\n", "axL.legend()\n", "axL.set_frame_on(False)\n", "xmin, xmax = axL.get_xaxis().get_view_interval()\n", "ymin, ymax = axL.get_yaxis().get_view_interval()\n", "axL.add_artist(mpl.lines.Line2D((xmin, xmax), (ymin, ymin), color='black', linewidth=2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Display stats" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NO3 depth<15:\n", " N: 391\n", " bias: -0.7725768276013598\n", " RMSE: 4.703735413902654\n", " WSS: 0.9085849267808243\n", "dSi depth<15:\n", " N: 391\n", " bias: 6.810807028312716\n", " RMSE: 16.32044125034323\n", " WSS: 0.6644405124413911\n" ] } ], "source": [ "print('NO3 depth<15:') \n", "et.printstats(data.loc[data.Z<15,:],'NO23','mod_nitrate')\n", "print('dSi depth<15:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# chlorophyll calculations\n", "data['l10_obsChl']=np.log10(data['Chl']+0.001)\n", "data['l10_modChl']=np.log10(mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.001)\n", "data['mod_Chl']=mod_chl_N*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### mod vs. obs plots" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'log10[Chl (mg/m3)]')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cm1=cmocean.cm.thermal\n", "bounds = np.array([0,5,10,35,100,200,250,300,450])\n", "norm = mpl.colors.BoundaryNorm(boundaries=bounds, ncolors=256)\n", "#pcm = ax[1].pcolormesh(X, Y, Z1, norm=norm, cmap='RdBu_r')\n", "fig,ax=plt.subplots(1,3,figsize=(12,3))\n", "args={'marker':'.','s':8,'norm':norm}\n", "ps=et.varvarScatter(ax[0],data,'NO23','mod_nitrate','Z',cm=cm1,args=args)\n", "ps=et.varvarScatter(ax[1],data,'Si','mod_silicon','Z',cm=cm1,args=args)\n", "ps=et.varvarScatter(ax[2],data,'l10_obsChl','l10_modChl','Z',cm=cm1,args=args)\n", "\n", "cb=fig.colorbar(ps,ax=ax[2],boundaries=np.linspace(0,450,46))\n", "cb.set_label('Depth (m)')\n", "for iax in ax:\n", " iax.set_xlabel('Model')\n", " iax.set_ylabel('Obs')\n", "ax[0].set_title('Nitrate ($\\mu$M)')\n", "ax[1].set_title('dSi ($\\mu$M)')\n", "ax[2].set_title('log10[Chl (mg/m3)]')\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 4 }