{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime\n", "import glob\n", "import gsw\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalConsTZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaNNaN12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaNNaN21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaNNaN30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaNNaN52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaNNaN75.41982-07-16 01:21:00
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth Ammonium \\\n", "0 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 12.0 NaN \n", "1 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 21.5 NaN \n", "2 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 30.5 NaN \n", "3 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 52.3 NaN \n", "4 1982.0 7.0 16.0 1.35 49.25 -123.943 NaN 75.4 NaN \n", "\n", " Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units N \\\n", "0 None 5.28 mg/m^3 6.6 \n", "1 None 0.61 mg/m^3 21.2 \n", "2 None NaN mg/m^3 23.5 \n", "3 None NaN mg/m^3 28.0 \n", "4 None NaN mg/m^3 26.5 \n", "\n", " Si Silicate_units AbsSal ConsT Z dtUTC \n", "0 13.6 umol/L NaN NaN 12.0 1982-07-16 01:21:00 \n", "1 45.0 umol/L NaN NaN 21.5 1982-07-16 01:21:00 \n", "2 47.4 umol/L NaN NaN 30.5 1982-07-16 01:21:00 \n", "3 50.2 umol/L NaN NaN 52.3 1982-07-16 01:21:00 \n", "4 49.1 umol/L NaN NaN 75.4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/PAR_1_3/'\n", "start_date = datetime.datetime(2017,1,1)\n", "end_date = datetime.datetime(2017,8,1)\n", "flen=10\n", "namfmt='long'\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T',\n", " 'flagellates':'ptrc_T'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "df1=et.loadDFO()\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=et.matchData(df1,filemap, fdict, start_date, end_date, namfmt, PATH, flen)" ] }, { "cell_type": "raw", "metadata": { "collapsed": true }, "source": [ "import pickle\n", "data=pickle.load(open('/data/eolson/MEOPAR/SS36runs/calcFiles/evalMatches/dataDFO.pkl','rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Z9s/pSKNy5cqZvnwuX76clSpVopubGy0tLfnLL79k2CYvRUOVg1sGs2fPBgAc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\n//6oWrWqQRBBCwsLrF69Gq+88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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\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": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 408\n", " bias: -2.6537948000312355\n", " RMSE: 5.234806439222821\n", " WSS: 0.8760465924942191\n", "15 m<=z<22 m:\n", " N: 101\n", " bias: -2.1448205669327542\n", " RMSE: 4.439298816262117\n", " WSS: 0.8132718154456451\n", "z>=22 m:\n", " N: 719\n", " bias: -0.8496479145442706\n", " RMSE: 2.7778914302144435\n", " WSS: 0.9110686108615034\n", "all:\n", " N: 1228\n", " bias: -1.5555960962787339\n", " RMSE: 3.904315998590504\n", " WSS: 0.9464059030932883\n" ] } ], "source": [ "N_s, modmean_s, obsmean_s, bias_s, RMSE_s, WSS_s = et.stats(data.loc[data.Z<15,['N']],data.loc[data.Z<15,['mod_nitrate']])\n", "N_i, modmean_i, obsmean_i, bias_i, RMSE_i, WSS_i = et.stats(data.loc[(data.Z>=15)&(data.Z<22),['N']],data.loc[(data.Z>=15)&(data.Z<22),['mod_nitrate']])\n", "N_d, modmean_d, obsmean_d, bias_d, RMSE_d, WSS_d = et.stats(data.loc[data.Z>=22,['N']],data.loc[data.Z>=22,['mod_nitrate']])\n", "N, modmean, obsmean, bias, RMSE, WSS = et.stats(data.loc[:,['N']],data.loc[:,['mod_nitrate']])\n", "print('Nitrate')\n", "print('z<15 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_s,bias_s,RMSE_s,WSS_s))\n", "print('15 m<=z<22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_i,bias_i,RMSE_i,WSS_i))\n", "print('z>=22 m:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N_d,bias_d,RMSE_d,WSS_d))\n", "print('all:')\n", "print(' N: {}\\n bias: {}\\n RMSE: {}\\n WSS: {}'.format(N,bias,RMSE,WSS))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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m2rTFWJZFerqL5cvzyc8fzPPPlzrvz88fHHZuj6eM668fxEsvrXeeHzSoO2AP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'N','mod_nitrate','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -3.8918320855640225\n", " RMSE: 4.960858457496126\n", " WSS: 0.7243942643010972\n", "April:\n", " N: 188\n", " bias: -4.254968431731486\n", " RMSE: 5.845727756870848\n", " WSS: 0.7853669177060316\n", "May-Jun:\n", " N: 178\n", " bias: -0.6705464362558207\n", " RMSE: 4.573030285145554\n", " WSS: 0.8799312362934376\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3MWvWLMLDw52OFBJUd0VC0/79+4mMjGT37t0kJSVRo0YNpyOFBNVckdA1cOBA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\n1fO2nbptu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,30),np.arange(0,30),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Nitrate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],'N','mod_nitrate')\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],'N','mod_nitrate')\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],'N','mod_nitrate')\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],'N','mod_nitrate')\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DS/VuyhpBENCkSZMCByPPnz/H9u3bMWzYMGzbtg1BQUE4cOAADh8+jF27dmHbtm3YunUr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\n6OCUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "dJDF=data.loc[(data.Lon<-123.6)&(data.Lat<48.6)]\n", "ax.plot(dJDF['Lon'],dJDF['Lat'],'b.',label='JDF')\n", "dSJGI=data.loc[(data.Lon>=-123.6)&(data.Lat<48.9)]\n", "ax.plot(dSJGI['Lon'],dSJGI['Lat'],'c.',label='SJGI')\n", "dSOG=data.loc[(data.Lat>=48.9)&(data.Lon>-124.0)]\n", "ax.plot(dSOG['Lon'],dSOG['Lat'],'y.',label='SOG')\n", "dNSOG=data.loc[(data.Lat>=48.9)&(data.Lon<=-124.0)]\n", "ax.plot(dNSOG['Lon'],dNSOG['Lat'],'m.',label='NSOG')\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": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UzMIHFlK+qtwqH3zF3Zgf3YNqPp99p53Jf/c8wO3Vp2J2dFsHikPv1t7UcQMB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\nB9nQthblZrkfBz7u8FqEJiQzGSpVQ5z6fTO4IlslY71Win1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Bli2wYYP1mWzcCCswWDhq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,'N','mod_nitrate',cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,'N','mod_nitrate',cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,'N','mod_nitrate',cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,'N','mod_nitrate',cols=('m','darkturquoise','navy'),lname='NSOGF')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('NO$_3$ ($\\mu$M)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-40, 20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Qi1c96Lo87ziBB0YYhgFXzzTYtcvGtgE0JoyHXbulsW4YMDVpcF3/JFp2ZeVIgi5HCryZ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\na36f4Td9kdrpeyj+IEfhHb8N/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','red','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan','darkturquoise','royalblue',\n", " 'lightskyblue','blue','darkblue','mediumslateblue','blueviolet','darkmagenta','fuchsia','deeppink','pink')\n", "ii0=start_date\n", "for ii in range(0,int((end_date-start_date).days/30)):\n", " iii=(data.dtUTC>=(start_date+dt.timedelta(days=ii*30)))&(data.dtUTC<(start_date+dt.timedelta(days=(ii+1)*30)))\n", " ax[0].plot(data.loc[iii,['mod_nitrate']].values-data.loc[iii,['N']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", " ax[1].plot(data.loc[iii,['mod_silicon']].values-data.loc[iii,['Si']].values, data.loc[iii,['Z']].values, \n", " '.', color = cols[ii],label=str(ii))\n", "for axi in (ax[0],ax[1]):\n", " axi.legend(loc=4)\n", " axi.set_ylim(400,0)\n", " axi.set_ylabel('depth (m)')\n", "ax[0].set_xlabel('model - obs N')\n", "ax[0].set_xlim(-20,20)\n", "ax[1].set_xlabel('model - obs Si')\n", "ax[1].set_xlim(-40,20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Silicate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 408\n", " bias: 3.239940827126592\n", " RMSE: 8.72961877743578\n", " WSS: 0.8512026306176373\n", "15 m<=z<22 m:\n", " N: 101\n", " bias: 1.2884485157881684\n", " RMSE: 6.5641039831358485\n", " WSS: 0.8388630857516797\n", "z>=22 m:\n", " N: 718\n", " bias: -1.2640967267602292\n", " RMSE: 8.000488560938594\n", " WSS: 0.7701281160541672\n", "all:\n", " N: 1227\n", " bias: 0.44369006336463457\n", " RMSE: 8.145057845364887\n", " WSS: 0.8857354768367287\n", "obs Si < 50:\n", " N: 869\n", " bias: 3.6445810186739465\n", " RMSE: 7.400399742280486\n", " WSS: 0.8628295440288553\n" ] } ], "source": [ "print('Nitrate')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Si','mod_silicon')\n", "print('15 m<=z<22 m:')\n", "et.printstats(data.loc[(data.Z>=15)&(data.Z<22),:],'Si','mod_silicon')\n", "print('z>=22 m:')\n", "et.printstats(data.loc[data.Z>=22,:],'Si','mod_silicon')\n", "print('all:')\n", "et.printstats(data,'Si','mod_silicon')\n", "print('obs Si < 50:')\n", "et.printstats(data.loc[data.Si<50,:],'Si','mod_silicon')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p1xNBF4R2QLpEg6cj8Z6NI6rhZUcdfvvbdwFbBIJBOwf7xIkg06atRGuN12tw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps=et.varvarPlot(ax,data,'Si','mod_silicon','Z',(15,22),'z','m',('mediumseagreen','darkturquoise','navy'))\n", "ax.legend(handles=ps)\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('dSi ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 42\n", " bias: -6.842793693542475\n", " RMSE: 7.815912707150922\n", " WSS: 0.8411748519568665\n", "April:\n", " N: 188\n", " bias: 1.8525515852583219\n", " RMSE: 7.453918923345409\n", " WSS: 0.8451170830289715\n", "May-Jun:\n", " N: 178\n", " bias: 7.0843454751004025\n", " RMSE: 10.07861802091332\n", " WSS: 0.6612790796195628\n", "Sep-Oct:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/fromnumeric.py:2957: RuntimeWarning: Mean of empty slice.\n", " out=out, **kwargs)\n", "/home/eolson/anaconda3/envs/python36/lib/python3.6/site-packages/numpy/core/_methods.py:80: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:874: RuntimeWarning: invalid value encountered in double_scalars\n", " RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n", "/data/eolson/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:875: RuntimeWarning: invalid value encountered in double_scalars\n", " WSS=1.0-np.sum((mod-obs)**2)/np.sum((np.abs(mod-obsmean)+np.abs(obs-obsmean))**2)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FzvO4fwIzjTFFgW+B9mQ1b+cZYzoCO4FmwYkoIq5Ya+nZsycLFy7k5Zdfpnnz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\nJ+ECloiIiIiIiIiIi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obsvar='Si'; modvar='mod_silicon'\n", "fig, ax = plt.subplots(1,4,figsize = (24,6))\n", "for axi in ax:\n", " axi.plot(np.arange(0,70),np.arange(0,70),'k-')\n", "ps=et.varvarPlot(ax[0],data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii1,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[1].set_title('April')\n", "ii2=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,9,1))&(data.dtUTC>dt.datetime(2017,5,1))\n", "ps=et.varvarPlot(ax[2],data.loc[ii2,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[2].set_title('May-Jun')\n", "ii3=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,12,1))&(data.dtUTC>dt.datetime(2017,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "ii4=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,4,1))&(data.dtUTC>dt.datetime(2017,2,1))\n", "ps=et.varvarPlot(ax[0],data.loc[ii4,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "ii5=(data.Z < 15)&(data.dtUTC<=dt.datetime(2017,5,1))&(data.dtUTC>dt.datetime(2017,4,1))\n", "ps=et.varvarPlot(ax[1],data.loc[ii5,:],obsvar,modvar,cols=('darkturquoise','navy'))\n", "\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2017,4,1)),:],obsvar,modvar)\n", "print('April:')\n", "et.printstats(data.loc[ii1,:],obsvar,modvar)\n", "print('May-Jun:')\n", "et.printstats(data.loc[ii2,:],obsvar,modvar)\n", "print('Sep-Oct:')\n", "et.printstats(data.loc[ii3,:],obsvar,modvar)\n", "fig,ax=plt.subplots(1,1,figsize=(24,1))\n", "plt.plot(data.dtUTC,np.ones(np.shape(data.dtUTC)),'k.')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 80)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UsTn9jo7u5yor6/mPU9bTsKAaHQJljzDh3+096p/HlrABSRn4WSWz9SOw9fZZ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iAIglA1zLmFrrUOKaWuAR4FXMBWrfULc70OQRAEQagmyhJD11r/EvhlDh/ZUqq1VAhyffOXar42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\n4C8dNRjakK60swAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ps1=et.varvarPlot(ax,dJDF,obsvar,modvar,cols=('b','darkturquoise','navy'),lname='SJDF')\n", "ps2=et.varvarPlot(ax,dSJGI,obsvar,modvar,cols=('c','darkturquoise','navy'),lname='SJGI')\n", "ps3=et.varvarPlot(ax,dSOG,obsvar,modvar,cols=('y','darkturquoise','navy'),lname='SOG')\n", "ps4=et.varvarPlot(ax,dNSOG,obsvar,modvar,cols=('m','darkturquoise','navy'),lname='NSOG')\n", "ax.legend(handles=[ps1[0][0],ps2[0][0],ps3[0][0],ps4[0][0]])\n", "ax.set_xlabel('Obs')\n", "ax.set_ylabel('Model')\n", "ax.set_title('Si ($\\mu$M)')\n", "ax.set_xlim(0,80)\n", "ax.set_ylim(0,80)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Ratios" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DXnYnHy/hEY/G9e9AREREJM9UZjyKxeNRPC8BpPC8BPF4dKSHJIOIR+N4CQ9S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8ZnlJg7sJolWUOo9vn4uOIf3F8XFK6YmMYiLpO3Y1J9GFARkg9bn08p/e3NOLPHYLhxAZDYhTte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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(16,7))\n", "p1=ax[0].plot(dJDF['N'],dJDF['Si'],'b.',label='SJDF')\n", "p2=ax[0].plot(dSJGI['N'],dSJGI['Si'],'c.',label='SJGI')\n", "p3=ax[0].plot(dSOG['N'],dSOG['Si'],'y.',label='SOG')\n", "p4=ax[0].plot(dNSOG['N'],dNSOG['Si'],'m.',label='NSOG')\n", "ax[0].set_title('Observed')\n", "ax[0].set_xlabel('N')\n", "ax[0].set_ylabel('Si')\n", "ax[0].set_xlim(0,40)\n", "ax[0].set_ylim(0,85)\n", "ax[0].legend()\n", "\n", "p5=ax[1].plot(dJDF['mod_nitrate'],dJDF['mod_silicon'],'b.',label='SJDF')\n", "p6=ax[1].plot(dSJGI['mod_nitrate'],dSJGI['mod_silicon'],'c.',label='SJGI')\n", "p7=ax[1].plot(dSOG['mod_nitrate'],dSOG['mod_silicon'],'y.',label='SOG')\n", "p8=ax[1].plot(dNSOG['mod_nitrate'],dNSOG['mod_silicon'],'m.',label='NSOG')\n", "ax[1].set_title('Model')\n", "ax[1].set_xlabel('N')\n", "ax[1].set_ylabel('Si')\n", "ax[1].set_xlim(0,40)\n", "ax[1].set_ylim(0,85)\n", "ax[1].legend()\n", "ax[0].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')\n", "ax[1].plot(np.arange(0,35),1.3*np.arange(0,35),'k-')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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MonthLatLonZSi
802.049.027667-123.437833297.566.85
812.049.027667-123.437833311.867.82
972.049.163167-123.551000347.166.29
982.049.163167-123.551000367.268.34
1092.049.250833-123.749000390.972.03
1402.049.402000-124.155167272.665.08
1532.049.466500-124.499500316.169.51
1692.049.730000-124.685000347.968.70
1842.049.885333-124.995333307.266.13
1852.049.483667-124.7666670.666.38
2314.048.651667-123.49966798.783.80
3704.049.030000-123.437000314.067.87
3894.049.164167-123.549833298.065.52
3904.049.164167-123.549833347.169.04
3914.049.164167-123.549833368.571.44
4114.049.318333-123.799000297.566.13
4124.049.318333-123.799000336.667.33
4304.049.401833-124.155167247.967.95
4314.049.401833-124.155167272.068.41
4504.049.443333-124.337667297.668.10
4514.049.443333-124.337667315.769.80
4874.049.592000-124.637667163.966.94
5034.049.726333-124.680000297.768.27
5044.049.726333-124.680000346.273.59
5204.049.883667-124.993833308.266.64
8076.049.706833-124.724333197.973.17
8086.049.706833-124.724333287.275.08
8256.049.670667-124.272333198.769.14
8266.049.670667-124.272333343.878.96
8436.049.250833-123.751500198.270.85
8446.049.250833-123.751500388.971.47
8486.049.054667-123.3731671.466.25
11036.049.029667-123.436333247.869.83
11046.049.029667-123.436333298.167.66
11056.049.029667-123.436333313.069.44
11216.049.163333-123.550333297.969.22
11226.049.163333-123.550333347.183.94
11236.049.163333-123.550333370.583.76
11486.049.318167-123.799333297.869.70
11496.049.318167-123.799333334.580.44
11666.049.402000-124.154333271.070.33
11846.049.443833-124.335667247.870.53
11856.049.443833-124.335667297.577.42
11866.049.443833-124.335667313.879.93
12206.049.591500-124.639000149.371.18
12216.049.591500-124.639000164.373.79
12376.049.727000-124.680333297.676.22
12386.049.727000-124.680333348.782.07
12506.049.962000-125.147333147.966.55
12646.049.883167-124.993500173.765.36
12656.049.883167-124.993500198.666.20
12666.049.883167-124.993500248.169.74
12676.049.883167-124.993500307.875.95
\n", "
" ], "text/plain": [ " Month Lat Lon Z Si\n", "80 2.0 49.027667 -123.437833 297.5 66.85\n", "81 2.0 49.027667 -123.437833 311.8 67.82\n", "97 2.0 49.163167 -123.551000 347.1 66.29\n", "98 2.0 49.163167 -123.551000 367.2 68.34\n", "109 2.0 49.250833 -123.749000 390.9 72.03\n", "140 2.0 49.402000 -124.155167 272.6 65.08\n", "153 2.0 49.466500 -124.499500 316.1 69.51\n", "169 2.0 49.730000 -124.685000 347.9 68.70\n", "184 2.0 49.885333 -124.995333 307.2 66.13\n", "185 2.0 49.483667 -124.766667 0.6 66.38\n", "231 4.0 48.651667 -123.499667 98.7 83.80\n", "370 4.0 49.030000 -123.437000 314.0 67.87\n", "389 4.0 49.164167 -123.549833 298.0 65.52\n", "390 4.0 49.164167 -123.549833 347.1 69.04\n", "391 4.0 49.164167 -123.549833 368.5 71.44\n", "411 4.0 49.318333 -123.799000 297.5 66.13\n", "412 4.0 49.318333 -123.799000 336.6 67.33\n", "430 4.0 49.401833 -124.155167 247.9 67.95\n", "431 4.0 49.401833 -124.155167 272.0 68.41\n", "450 4.0 49.443333 -124.337667 297.6 68.10\n", "451 4.0 49.443333 -124.337667 315.7 69.80\n", "487 4.0 49.592000 -124.637667 163.9 66.94\n", "503 4.0 49.726333 -124.680000 297.7 68.27\n", "504 4.0 49.726333 -124.680000 346.2 73.59\n", "520 4.0 49.883667 -124.993833 308.2 66.64\n", "807 6.0 49.706833 -124.724333 197.9 73.17\n", "808 6.0 49.706833 -124.724333 287.2 75.08\n", "825 6.0 49.670667 -124.272333 198.7 69.14\n", "826 6.0 49.670667 -124.272333 343.8 78.96\n", "843 6.0 49.250833 -123.751500 198.2 70.85\n", "844 6.0 49.250833 -123.751500 388.9 71.47\n", "848 6.0 49.054667 -123.373167 1.4 66.25\n", "1103 6.0 49.029667 -123.436333 247.8 69.83\n", "1104 6.0 49.029667 -123.436333 298.1 67.66\n", "1105 6.0 49.029667 -123.436333 313.0 69.44\n", "1121 6.0 49.163333 -123.550333 297.9 69.22\n", "1122 6.0 49.163333 -123.550333 347.1 83.94\n", "1123 6.0 49.163333 -123.550333 370.5 83.76\n", "1148 6.0 49.318167 -123.799333 297.8 69.70\n", "1149 6.0 49.318167 -123.799333 334.5 80.44\n", "1166 6.0 49.402000 -124.154333 271.0 70.33\n", "1184 6.0 49.443833 -124.335667 247.8 70.53\n", "1185 6.0 49.443833 -124.335667 297.5 77.42\n", "1186 6.0 49.443833 -124.335667 313.8 79.93\n", "1220 6.0 49.591500 -124.639000 149.3 71.18\n", "1221 6.0 49.591500 -124.639000 164.3 73.79\n", "1237 6.0 49.727000 -124.680333 297.6 76.22\n", "1238 6.0 49.727000 -124.680333 348.7 82.07\n", "1250 6.0 49.962000 -125.147333 147.9 66.55\n", "1264 6.0 49.883167 -124.993500 173.7 65.36\n", "1265 6.0 49.883167 -124.993500 198.6 66.20\n", "1266 6.0 49.883167 -124.993500 248.1 69.74\n", "1267 6.0 49.883167 -124.993500 307.8 75.95" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[data.Si>65,['Month','Lat','Lon','Z','Si']]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data['l10_obsChl']=np.log10(data['Chlorophyll_Extracted']+0.01)\n", "data['l10_modChl']=np.log10(2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])+0.01)\n", "data['mod_Chl']=2*(data['mod_diatoms']+data['mod_ciliates']+data['mod_flagellates'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 208\n", " bias: 0.10369949947678575\n", " RMSE: 0.516073366891549\n", " WSS: 0.600866471100388\n", "z>=15 m:\n", " N: 80\n", " bias: 0.12618954251863623\n", " RMSE: 0.42346750376089515\n", " WSS: 0.5566132260070961\n", "all:\n", " N: 288\n", " bias: 0.10994673365507762\n", " RMSE: 0.4921007120216321\n", " WSS: 0.6521154072097779\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 208\n", " bias: -0.6522260918339597\n", " RMSE: 5.385168480890236\n", " WSS: 0.5537632226508387\n", "z>=15 m:\n", " N: 80\n", " bias: 0.1720573520440416\n", " RMSE: 1.5959544625382338\n", " WSS: 0.6239337331596642\n", "all:\n", " N: 288\n", " bias: -0.42325846853451443\n", " RMSE: 4.653170171512321\n", " WSS: 0.6120552091414133\n" ] } ], "source": [ "print('log10[Chl+0.01]')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'l10_obsChl','l10_modChl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'l10_obsChl','l10_modChl')\n", "print('all:')\n", "et.printstats(data,'l10_obsChl','l10_modChl')\n", "print('\\n')\n", "print('Chl')\n", "print('z<15 m:')\n", "et.printstats(data.loc[data.Z<15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('z>=15 m:')\n", "et.printstats(data.loc[data.Z>=15,:],'Chlorophyll_Extracted','mod_Chl')\n", "print('all:')\n", "et.printstats(data,'Chlorophyll_Extracted','mod_Chl')\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WXFwcvXv35vDhw/Tq1YupU6fy4IMPOjosIYQQpUhUVBTt2rXD29ubqKgoqlat6uiQ7E5G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\nQggh3JCESQghhBBCCCHc+P/BrXoXgUXohwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (14,6))\n", "ax[0].plot(np.arange(-.6,1.6,.1),np.arange(-.6,1.6,.1),'k-')\n", "ps=et.varvarPlot(ax[0],data,'l10_obsChl','l10_modChl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[0].legend(handles=ps)\n", "ax[0].set_xlabel('Obs')\n", "ax[0].set_ylabel('Model')\n", "ax[0].set_title('log10[Chl ($\\mu$g/L)+0.01]')\n", "ax[1].plot(np.arange(0,35),np.arange(0,35),'k-')\n", "ps=et.varvarPlot(ax[1],data,'Chlorophyll_Extracted','mod_Chl','Z',(5,10,15,20,25),'z','m',('crimson','darkorange','lime','mediumseagreen','darkturquoise','navy'))\n", "ax[1].legend(handles=ps)\n", "ax[1].set_xlabel('Obs')\n", "ax[1].set_ylabel('Model')\n", "ax[1].set_title('Chl ($\\mu$g/L)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:python36]", "language": "python", "name": "conda-env-python36-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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }