{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "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/OrcinusRuns/B05/'\n", "start_date = datetime.datetime(2015,1,31)\n", "#end_date = datetime.datetime(2015,10,3)\n", "end_date = datetime.datetime(2015,4,10)\n", "flen=10\n", "namfmt='long'\n", "#varmap={'N':'nitrate','Si':'silicon','Ammonium':'ammonium'}\n", "filemap={'nitrate':'ptrc_T','silicon':'ptrc_T','ammonium':'ptrc_T','diatoms':'ptrc_T','ciliates':'ptrc_T','flagellates':'ptrc_T'}\n", "#gridmap={'nitrate':'tmask','silicon':'tmask','ammonium':'tmask'}\n", "fdict={'ptrc_T':1,'grid_T':1}\n", "\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": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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B3LlzAQCHDx8WbStWrIC9vT1OnjyJrl27Yu7cuWjSpAkAwNbWNtPjaGhooFy5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\nn60AAAAASUVORK5CYII=\n", "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: 78\n", " bias: -0.7765914894678652\n", " RMSE: 5.404343147244373\n", " WSS: 0.8523199739004396\n", "15 m<=z<22 m:\n", " N: 25\n", " bias: 3.790402133178709\n", " RMSE: 6.316431447228611\n", " WSS: 0.5421565781539508\n", "z>=22 m:\n", " N: 233\n", " bias: 4.03587854933841\n", " RMSE: 5.954473648647328\n", " WSS: 0.6643168970242099\n", "all:\n", " N: 336\n", " bias: 2.9004333903179322\n", " RMSE: 5.859659313544806\n", " WSS: 0.849678418058198\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))\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 35)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eWpMdxoxUCs7cgHIhoAMou2wz75axdardaYnjzNQytnKC+bx5x+iOOzarpyex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\nU62Z1k6fqua6uhK3GBidmW1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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)')\n", "ax.set_xlim(0,35)\n", "ax.set_ylim(0,35)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: 4.35134117126465\n", " RMSE: 4.581030767815817\n", " WSS: 0.7223689085920058\n", "April:\n", " N: 70\n", " bias: -1.3626409364087309\n", " RMSE: 5.490580759526318\n", " WSS: 0.8263968309359719\n", "May-Jun:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\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:779: 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:780: 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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BvV+oMsZEARuB4njH6IXW2seNMeWA+UA14EugtbX2B1c5RURERKTg7N69m/j4eCpWrMiq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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(2015,4,1)),:],'N','mod_nitrate',cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\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(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\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(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\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(2015,4,1)),:],'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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ckMsBmSz337IQ/fwEPyEhAXp6egDUl/TzxtMvLVzwy1Hw30apVOKPP/5gxm5v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NAAAg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\nTkSuQmCC\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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gv/buZctjj7Fx5UqFekyENocuIiJLq3X/erPKVdlefdhhJACf7p5Dz+dhZCS4lIB66CIi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\ngAJdREQkBv5/7rLM75fwrxgAAAAASUVORK5CYII=\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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JhYPzFyf55JLbHRssg4nRtVJ8/MDhtMXF5MTJtCzm+IHDw5n36D3Jkf3Jjj3JtmvO/fGA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\nTeYAgCHreC7wTTwAs2HbNcn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2,figsize = (17,8))\n", "cols=('crimson','orangered','darkorange','gold','chartreuse','green','lightseagreen','cyan',\n", " 'lightskyblue','blue','mediumslateblue','blueviolet','darkmagenta','fuchsia')\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[1].set_xlabel('model - obs Si')\n", "ax[0].set_xlim(-15,20)\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: 78\n", " bias: -2.0698175823994127\n", " RMSE: 9.239593319435375\n", " WSS: 0.8375163387000977\n", "15 m<=z<22 m:\n", " N: 25\n", " bias: 3.1066539398193314\n", " RMSE: 7.1681653345837395\n", " WSS: 0.7325248528152436\n", "z>=22 m:\n", " N: 233\n", " bias: -1.019115506937574\n", " RMSE: 6.9189929430368124\n", " WSS: 0.8202134860257384\n", "all:\n", " N: 336\n", " bias: -0.956051595381318\n", " RMSE: 7.539127188224382\n", " WSS: 0.8975488568933392\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" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 85)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7kgs1o6JU+8STKchFJK18TxfLZarXYH2rTU3r4jVuiKwVHutDbm5u6xPwgUCg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\n9PK9IYkXN0LppgqW4xRCEb9TkEteDBR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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(0,85)\n", "ax.set_ylim(0,85)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silicate, z<15\n", "Feb-Mar:\n", " N: 8\n", " bias: -1.0374851417541535\n", " RMSE: 3.8470355852173426\n", " WSS: 0.8799644992241333\n", "April:\n", " N: 70\n", " bias: -2.1877984327588784\n", " RMSE: 9.666192295769715\n", " WSS: 0.7990708520608109\n", "May-Jun:\n", " N: 0\n", " bias: nan\n", " RMSE: nan\n", " WSS: nan\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:779: 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:780: 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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44uLiXCflmcLnebt/AbOMMUWAb4E2ZC9v5xtj2gHfA41Dkygirlhr6d69O4sX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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(2015,4,1)),:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[0].set_title('Feb-Mar')\n", "ii1=(data.Z < 15)&(data.dtUTC<=dt.datetime(2015,5,1))&(data.dtUTC>dt.datetime(2015,4,1))\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(2015,9,1))&(data.dtUTC>dt.datetime(2015,5,1))\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(2015,12,1))&(data.dtUTC>dt.datetime(2015,9,1))\n", "ps=et.varvarPlot(ax[3],data.loc[ii3,:],obsvar,modvar,cols=('crimson','darkturquoise','navy'))\n", "ax[3].set_title('Sep-Oct')\n", "\n", "print('Silicate, z<15')\n", "print('Feb-Mar:')\n", "et.printstats(data.loc[(data.Z<15)&(data.dtUTC<=dt.datetime(2015,4,1)),:],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, 85)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tmNV87f06hWojrr7oBwW5iJRU6+lik57qtWMVQ59YiU3tKdkiMLR5CDvSlhnL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\nAGr9IFRqqqCmEIoEk4JcfNdqNT3XTZB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eX+07TESsA9YBSNoSEedOzfBef23LA86UQdvy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\nzEVuZmaWmIvczMwssf8A4gfTJ+BAg8YAAAAASUVORK5CYII=\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='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('Si ($\\mu$M)')\n", "ax.set_xlim(0,85)\n", "ax.set_ylim(0,85)" ] }, { "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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kMEZ3mEVEROToFXJs1sysiEgeuTGXlsYWvISHU+oQagoRCBdWIDkSDQ0NbNq0Kd/DEBER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w+ZPXu2ClkREalQvMlePPEeiAMTZ7AhW1TY5ofwZ/sjGsvq1atp3LgxzZs3Jy4ujqysLLKyslTI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\n", "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": "markdown", "metadata": {}, "source": [ "# Chlorophyll" ] }, { "cell_type": "code", "execution_count": 16, "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": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log10[Chl+0.01]\n", "z<15 m:\n", " N: 51\n", " bias: 0.3690216446212232\n", " RMSE: 0.5907514922541999\n", " WSS: 0.5475517963424374\n", "z>=15 m:\n", " N: 23\n", " bias: 0.4343578134684384\n", " RMSE: 0.4872096174615791\n", " WSS: 0.4841065539443703\n", "all:\n", " N: 74\n", " bias: 0.3893288322358981\n", " RMSE: 0.560621487504271\n", " WSS: 0.6210262658512635\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 51\n", " bias: 2.886287026478379\n", " RMSE: 6.509716494297007\n", " WSS: 0.6556897950906544\n", "z>=15 m:\n", " N: 23\n", " bias: 1.4165856899126714\n", " RMSE: 1.7059634778251191\n", " WSS: 0.4183468682675525\n", "all:\n", " N: 74\n", " bias: 2.42948796241066\n", " RMSE: 5.487250594663187\n", " WSS: 0.6902898680939109\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": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nnuLtt9/mmWeeYcaMGZddxdJbqXUWESliGVXRlyxZwoQJE3jjjTe8riq6t7LW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\nC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"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": [] } ], "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 }