{
"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": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Year | \n",
" Month | \n",
" Day | \n",
" Hour | \n",
" Lat | \n",
" Lon | \n",
" Pressure | \n",
" Depth | \n",
" Ammonium | \n",
" Ammonium_units | \n",
" Chlorophyll_Extracted | \n",
" Chlorophyll_Extracted_units | \n",
" N | \n",
" Si | \n",
" Silicate_units | \n",
" AbsSal | \n",
" ConsT | \n",
" Z | \n",
" dtUTC | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 12.0 | \n",
" NaN | \n",
" None | \n",
" 5.28 | \n",
" mg/m^3 | \n",
" 6.6 | \n",
" 13.6 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 12.0 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 1 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 21.5 | \n",
" NaN | \n",
" None | \n",
" 0.61 | \n",
" mg/m^3 | \n",
" 21.2 | \n",
" 45.0 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 21.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 2 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 30.5 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 23.5 | \n",
" 47.4 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 30.5 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 3 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 52.3 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 28.0 | \n",
" 50.2 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 52.3 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
" 4 | \n",
" 1982.0 | \n",
" 7.0 | \n",
" 16.0 | \n",
" 1.35 | \n",
" 49.25 | \n",
" -123.943 | \n",
" NaN | \n",
" 75.4 | \n",
" NaN | \n",
" None | \n",
" NaN | \n",
" mg/m^3 | \n",
" 26.5 | \n",
" 49.1 | \n",
" umol/L | \n",
" NaN | \n",
" NaN | \n",
" 75.4 | \n",
" 1982-07-16 01:21:00 | \n",
"
\n",
" \n",
"
\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/NewLONoSiT/'\n",
"start_date = datetime.datetime(2017,1,1)\n",
"end_date = datetime.datetime(2017,10,27)\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": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(Lat,Lon)= 50.4882 -126.3484 not matched to domain\n",
"(Lat,Lon)= 50.6318 -126.4979 not matched to domain\n",
"(Lat,Lon)= 50.8046 -126.5291 not matched to domain\n",
"(Lat,Lon)= 50.8762 -126.6183 not matched to domain\n",
"(Lat,Lon)= 50.9086 -126.5451 not matched to domain\n"
]
}
],
"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": {
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XFi0tLbq6urJ27drs1q0b/fz82KpVK7Zq1Yr9+/cXUznnzp3jvn37uGPHDkrZiIYEZPmm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\n/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O0ZM2YoDqVqtZqffvoply1bZuSA+MknnxAAb9++bbId3UxL5yGuT2JiIhs0aEBnZ2ej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\nEUNJSR5Nw1wAAAAASUVORK5CYII=\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: 517\n",
" bias: -3.298149134109167\n",
" RMSE: 5.818057737194904\n",
" WSS: 0.8617468609259903\n",
"15 m<=z<22 m:\n",
" N: 140\n",
" bias: -2.5263966441154544\n",
" RMSE: 4.415716840712705\n",
" WSS: 0.8321313281758582\n",
"z>=22 m:\n",
" N: 959\n",
" bias: -0.8983766311549992\n",
" RMSE: 2.750193692922834\n",
" WSS: 0.9007170423343667\n",
"all:\n",
" N: 1616\n",
" bias: -1.807166968928371\n",
" RMSE: 4.123976121472125\n",
" WSS: 0.9408295243922696\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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e69btTL7+usT73TQdV31SUiLx8SZlZX5sG957bxfvv7+bVasmhLnGo7nP3ZBB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\njXzvsi97Fqe2NlgajdZwNOxtwqFQ2bgV8luBfwT+e+jr54a+JwiusGL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eGxxD/0DmkrBM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Nls13vdVKkA1868JCE+nm6dYqmnp6QJflon/isIAiBC7kuyFcT1e9u5t2MdptZUZxB+LxO0Sp3F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\nzQAAAABJRU5ErkJggg==\n",
"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: -2.574384400503977\n",
" RMSE: 3.6493789841486604\n",
" WSS: 0.8241184255759302\n",
"April:\n",
" N: 188\n",
" bias: -1.8430447242488235\n",
" RMSE: 3.99568317426581\n",
" WSS: 0.8893212943815766\n",
"May-Jun:\n",
" N: 187\n",
" bias: -3.6281078517038567\n",
" RMSE: 6.016589301739648\n",
" WSS: 0.8070717484454617\n",
"Sep-Oct:\n",
" N: 100\n",
" bias: -5.720703810858726\n",
" RMSE: 8.467703926801374\n",
" WSS: 0.7196266274732086\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HR/Puu+8W+QcdFoWaC6q7IsXVzz//TP369Tlx4gQbNmygVq1aTkfKtaJQd1Vz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\nMXwIPfJHc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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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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-Aug')\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-Nov')\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": {
"text/plain": [
"[]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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E+Oqrr97o3ZQ1giCgWbNmhQ5Gnjx5gh07dmDYsGHYvn07QkJCsH//fgQHByMwMBDbt2/H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\nmME3DMMwDB/ADL5hGIZh+AD/D0Kk7mmOB7h2AAAAAElFTkSuQmCC\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);\n",
"dNSOGN=data.loc[(data.Lat>=49.7)&(data.Lon<=-124.0)]\n",
"dNSOGS=data.loc[(data.Lat<49.7)&(data.Lat>=49.1)&(data.Lon<=-124.0)]\n",
"dNSOGW=data.loc[(data.Lat>=49.1)&(data.Lon<=-124.5)]\n",
"dNSOGE=data.loc[(data.Lat>=49.1)&(data.Lon>-124.5)&(data.Lon<=-124.0)]\n",
"dBaynes=data.loc[(data.Lat>=49.35)&(data.Lat<49.7)&(data.Lon<-124.65)&(data.Lon>-125.0)]\n",
"\n",
"ax.plot(dNSOGE['Lon'],dNSOGE['Lat'],'go',ms=12,alpha=.03,label='NSOGE')\n",
"ax.plot(dNSOGN['Lon'],dNSOGN['Lat'],'kx',ms=8,label='NSOGE')\n",
"ax.plot(dBaynes['Lon'],dBaynes['Lat'],'k+',ms=8,label='Baynes')"
]
},
{
"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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fkwMvvNB5v3DWem/j4RUVkJZmCbndbrWHTUUMf8xY6E5nBYaRHrHQnc6KlJw3PD61oqKC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\nhCAqJRJrmFvPEbhzh2WRrzoMxy5O1pPf8j1LzB0SIiHJ00+8yi3hNyq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0V4ObTCs5HivP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\nFfSA6ciC3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Y98gpmZLwMGY5Y5e2SK0tLgmiNVjYTcqVh16xyw2xaysNpirxe928eG23o7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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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V0yzphvl/KYjP1gnd/H2ozeebCyyFgy38kNFUc6W4l+CnoNnOiQ/8mrbgPBaP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\n",
"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: 517\n",
" bias: -6.321375405119749\n",
" RMSE: 13.688129949116881\n",
" WSS: 0.7049536653245267\n",
"15 m<=z<22 m:\n",
" N: 140\n",
" bias: -4.802994841166907\n",
" RMSE: 9.82365467910546\n",
" WSS: 0.747033687297239\n",
"z>=22 m:\n",
" N: 958\n",
" bias: -2.2443288510826207\n",
" RMSE: 6.3653262229817695\n",
" WSS: 0.8776033300587136\n",
"all:\n",
" N: 1615\n",
" bias: -3.771292508698096\n",
" RMSE: 9.611457588170401\n",
" WSS: 0.8714182737544602\n",
"obs Si < 50:\n",
" N: 1060\n",
" bias: -2.7122029800100194\n",
" RMSE: 10.302068909327941\n",
" WSS: 0.7738864077107039\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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EIeVJ5QYgbksXwDQtSzla0xXT1I3Hxc4sj2ZBh34XkeLH9jEQfXZ4U591P0op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9/SvT3iuC3d2/Mi6CfLRtE+6jr8UtItBCfLRmXluJmIcSlbW5luZgbj34hJroR3sG+C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\n++xvAAAAAElFTkSuQmCC\n",
"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: -6.698283424377436\n",
" RMSE: 7.716106349067112\n",
" WSS: 0.8313187265742236\n",
"April:\n",
" N: 188\n",
" bias: 4.487469980767436\n",
" RMSE: 8.151269396817629\n",
" WSS: 0.8170310705135491\n",
"May-Jun:\n",
" N: 187\n",
" bias: -9.80258458520002\n",
" RMSE: 12.074481858968179\n",
" WSS: 0.6681622219284467\n",
"Sep-Oct:\n",
" N: 100\n",
" bias: -19.973842195749288\n",
" RMSE: 23.369298957947922\n",
" WSS: 0.39280214317786755\n"
]
},
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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EJFR+/PFHoqOj2b17N6tWreKaa65xHUlExNOeeeYZxo8fT58+fejevXu+jaszahEp0J5/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\nRERERETkIb7QgP1QdYA6aDUbc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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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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": {
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+pxtPZanUSVfie+idBLZ0pURT3Yv4IfXu3i9nhZP8FfnUX12PDmn23LUHDFB2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\nbc4i7+uyT2w0kIAuhAA6brvqTna1VFw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hmoAQPfQQop9mguzlXv4c33Grun1D9rEpkGgs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YScdWNYTmXPTdpBDW5RnMoogz5LVOM5zEdvo5SBi3fHGTs8hvAIJFYh2fVb/Jw94t7rtA3U2OGx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\ns60FYPCAjdAAAAAASUVORK5CYII=\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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wcAaV7sNfxZ2SlEloLampq6DuZcCDx+N3g6WIiIgMKoFAI+O33uluq5fejgfA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\nkuxej7mUVkM4Ag4dZES95vquCeuiGghuiHDg+x/T+nEFlH4AVReaSWZ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yo/gNprEG4mY7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\n/D/48Zz2OhkWHAAAAABJRU5ErkJggg==\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": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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u3l+zGYuI7CASjRJubCQUCBD0+9Mdzk69uxHCiyH4wnC+tqqWL38Ajgca/r6E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\nVmw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JbNmyhfPPP58PPviAm266ScRmgUAQFA3pZvwlEOg3UUJdj+s2gCrZXVIx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\nAABJRU5ErkJggg==\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(dNSOGN['N'],dNSOGN['Si'],'r.',label='NSOG_N')\n",
"p4=ax[0].plot(dNSOGS['N'],dNSOGS['Si'],'g.',label='NSOG_S')\n",
"p4=ax[0].plot(dBaynes['N'],dBaynes['Si'],'.',color='purple',label='Baynes')\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(dNSOGN['mod_nitrate'],dNSOGN['mod_silicon'],'r.',label='NSOG_N')\n",
"p8=ax[1].plot(dNSOGS['mod_nitrate'],dNSOGS['mod_silicon'],'g.',label='NSOG_S')\n",
"p8=ax[1].plot(dBaynes['mod_nitrate'],dBaynes['mod_silicon'],'.',color='purple',label='Baynes')\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": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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w4XCYiRMnsmDBgsyx8ePHU1tbi+u6OI7DT37yE37yk5/Qp0+fdr+viIhId6DYnBuqzIqI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eQExvCAhY+ysuIP0mluxn6g9d1mJ1jIy2udHp3Vq1fz4IMPUlJSws9+9jOef/55Bg8e3DIfpqOj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tyKVELQHcfUYDkwZWuoEQG2sm4dxoZvVwUHBc5v96z6n2LN/amENcXFzM888/z5QpU3A4HIwc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\n5jl3jgAAAABJRU5ErkJggg==\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(dNSOGE['N'],dNSOGE['Si'],'r.',label='NSOG_E')\n",
"p4=ax[0].plot(dNSOGW['N'],dNSOGW['Si'],'g.',label='NSOG_W')\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(dNSOGE['mod_nitrate'],dNSOGE['mod_silicon'],'r.',label='NSOG_E')\n",
"p8=ax[1].plot(dNSOGW['mod_nitrate'],dNSOGW['mod_silicon'],'g.',label='NSOG_W')\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": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" 80 | \n",
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],
"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\n",
"1544 9.0 49.705333 -124.723667 284.6 67.10\n",
"1568 9.0 49.670500 -124.271833 198.7 86.13\n",
"1612 10.0 48.651667 -123.510000 99.8 68.23\n",
"1861 10.0 49.591833 -124.637500 149.2 72.69\n",
"1862 10.0 49.591833 -124.637500 164.4 73.88\n",
"1878 10.0 49.726667 -124.680167 344.2 65.81"
]
},
"execution_count": 18,
"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": 19,
"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": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"log10[Chl+0.01]\n",
"z<15 m:\n",
" N: 317\n",
" bias: -0.004517006078131547\n",
" RMSE: 0.5102642120030684\n",
" WSS: 0.5682368544173102\n",
"z>=15 m:\n",
" N: 122\n",
" bias: 0.06422846514870588\n",
" RMSE: 0.49870806719657984\n",
" WSS: 0.5360824468534566\n",
"all:\n",
" N: 439\n",
" bias: 0.014587657907458806\n",
" RMSE: 0.5070791347469302\n",
" WSS: 0.6435943797895953\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 317\n",
" bias: -0.9431608092544588\n",
" RMSE: 5.481460636088154\n",
" WSS: 0.47687186105475465\n",
"z>=15 m:\n",
" N: 122\n",
" bias: -0.10750034358030303\n",
" RMSE: 1.7553119316168633\n",
" WSS: 0.4965305354471582\n",
"all:\n",
" N: 439\n",
" bias: -0.7109271490898883\n",
" RMSE: 4.748961960837798\n",
" WSS: 0.5197710257623236\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": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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37dvn6DCEyKakJSjx08O5HjoPUtPA2YnKo/rxwNCeDounNNFas2DBAt5++22c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\nMkEAAAAASUVORK5CYII=\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
}