{
"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/t15r15LinbfSi/'\n",
"start_date = datetime.datetime(2015,1,1)\n",
"end_date = datetime.datetime(2015,5,30)\n",
"flen=10\n",
"namfmt='long'\n",
"filemap={'nitrate':'ptrc_T','silicon':'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": {
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TJ0/EPmPGjBHOEm+ONHLarzAii8Ybi4aGBl1dXVmjRg0GBgYyICCALVu2ZMuWLdmnTx8x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\nxKMl/IfFAAAAAElFTkSuQmCC\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",
"iSaa=(data.Lon>-123.7)&(data.Lon<-123.3)&(data.Lat>48.5)&(data.Lat<48.7)\n",
"ax.plot(data.loc[iSaa,['Lon']],data.loc[iSaa,['Lat']],'*',color='m',label='Saanich')\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",
"data.drop(data.loc[iSaa].index.values,inplace=True)"
]
},
{
"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: 76\n",
" bias: -2.9717284311040455\n",
" RMSE: 5.46332340971613\n",
" WSS: 0.7797226524861309\n",
"15 m<=z<22 m:\n",
" N: 24\n",
" bias: -2.1951975488662683\n",
" RMSE: 3.5692003739238682\n",
" WSS: 0.6338079093871759\n",
"z>=22 m:\n",
" N: 228\n",
" bias: -3.1565876699748827\n",
" RMSE: 3.552946312560195\n",
" WSS: 0.7477246618292172\n",
"all:\n",
" N: 328\n",
" bias: -3.043408813082223\n",
" RMSE: 4.0771233675638765\n",
" WSS: 0.8801551348540465\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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JIAeAnHk5FczPaWYNDeO1bNlc3XXXM9q0aV9P7Td1i1JJgy5fYvR6R0e3QqGQ\nfvCDeaqtHX3E6ya/fvIFzvTpY3ruL7em9FTmUkcKFKH6+nq3ceNGv4sBAL4pxAC41B3JFi2qk6T4\nIi6xed+LF8/stZzsYPrwc31Py5e3aPXqbaqrG6Pvf/+pkl6W1cxanHP12RxLjRwAilyhBsAl95FL\nUU2YcIyqq4cp0QIejUr79h0adB9+coBfd92Hsn7O0qUPq7MzonXrWtklLQlBDgBFrlAD4NL1zzc1\ntSoUik0lC4VMJ5zwnkH14Q/0oiT5M3BOA9olrVQR5ABQ5PIxAC5RC66uHpZxWlim/vmhQ989d+og\ntFwvKJJXZsvlomQg09vKBX3kABAA2fQnZzomUQvu6OiO93Wbhg7Nvjacr/755ubdmjVrpTo63p1e\nlrwOe6HKEQT0kQNAiWloGK/hUyLa1PaChh+IaNqIml6P99Vk/e7Urdix0WhuTfT5WuO9qam1Z964\nmbRoUV1Or+v3WvPFiiAHgADYeqBVS5tvV1e0W4eGjNbxx9frktHv1SfGTJLUdz96olk6uUZeDFuh\npi7dKpVXrTtfCHIACIBNbTv07L9V6I2WYYqcNVL612o98pe3JO3QJ8ZM6rMfPbnvu68+8mwMJmj7\nmyPv5/K0QUaQA0AA3HHVy3qtqTJ246G/SAeeVPQHf6cH3tivT4yZ1G9I5qNZutda7EPCuuLnF2jh\nrPepoaqq1zF9BX1f5fBzedogI8gB5Ky5vV1NB9vVOLyq1x9xeKO5ebee/O+9kuzdO//wmmzL6/rY\n3Jqeu7zuQ+61Fntnt+585AWtHGdaO/lENVRVDbpG7efytEFGkAPISXN7u2a/9LI6ndOQfe/+EUd+\nJddsm5pa0x4za92r+sQVcwpWpp612DsjchUhuZmj1Omcmg62q6GqakA16tQavF/L0wYZQQ4gJ00H\n29XpnCJSrz/iyJ/Umu2yZXN7aqrJTqo6pqDlSgTtqkdf0orug4q0vK6wmRpPep+k3GvUmWrwBHhu\nCHIAOWkcXqUh+yxWIzdT43BCPN9Sa7ZtbW+rqekyffvbv9cDD7wo51zGUd9eS4TsPbNXKdIZkQ15\nUTrpfVJDVc41avrE84MgB5CThqoqrZ18In3kHkpXs21oGK9f/eofi2J6VlNTq7o7I3IRp+6UAM6l\nRk2feH6wshsAFKF8B3by60m5bUOaWpZcB7X19V6K4cKkGOWyshtBDgAlor8lWjs7I6qoCMk5KRKJ\nZh3C6UJvrJFPAAAgAElEQVQ72wAezEj2cg55lmgFEFjl/Md7MO893QC5xMIvyX3R0WhEifpbNv3S\nmfqxs21CH2g/OIvDZI8gB1A0yvmP92Dfe3JgdnR06+qr1ygadb1GvXd0RBSNvtsKW1ER6rdferD9\n2AN9froLAJ06krEZaYT8LgAAJKT9410gze3tumXffjW3txfsnMkG+94TgRkOm0KhUGzRlqRR72vX\nLtScORMViv/VN5OuuKL/TUsSI9G//vVZA7qwGujzk9/PkCFhVZ9xgma/9LKu37tPs1962bffUzGi\nRg6gaPg1irkYFrkZ7HtPXU/9mmseUldXROFwqKep/sYbG7V+/a4+Ny3J9NqDaRkZyPNTp7I1TRyq\nzr3vsH5BGgQ5gKLh1cpe/fU9F8MiNw0N47Vs2VytXr1NCxacPKD3ngjM5ubdsvhqron/Jh4P0spp\nvS4A2ttZvyADghxAUcn3yl7Z9D0XwyI3zc27tXTpw+rsjGj9+l2qrR094NHdiX2/nZO6u6MDnudd\nTFi/IDOCHEBJy2bUdDGERD5Hd5fqQisNVQR4OgQ5gJKWbaj5HRLZlDNdF0G6C4DrrvtQoJrQMTgE\nOYCSVuh+4YHOBe+vnMk173A4pEWL6rRw4WkZLwCee26/7r//eW3Y8Iq+8IUzCfMSxspuAJAn+Z4H\nn7qV6fXXr1Mk8u7f7KFDw1q37jJJvZdcXb68RVdd9WDPcZWVIf3ud5cT5gHCym4A4IN87uaVuqzq\n+edPUjgc6rUyW0dHRKtWbdHtt3+013nuuuuZXq/V1RUdVFlQ3FgQBgDyJHURk8EMMuu9UltEv/71\nC4pEonrve/veg7y5ebc2bdrX677Kyv5XcENwUSMHgDzJZ3984qLg8OFuOaf4RidOu3e/pcrKkLq7\no6qsPHJRl6am1l7LsE6dOkp33fUxauMljCAHgDzK1zztxEXBqlVb9MMfPtPTN+6c05VXztCECcek\nvVhIHfxGiJc+ghwAclDI3dkSr79v3yH913+9KOechg6t0MKFp2U8d9BWb8PgEeQAkKX+RqXnO+RT\nB7xdcUVdnyGeMNhWgeb2dq1a9yf94Zsb9PrOt3TJJafqW9+aM+DXg7cIcgDIUl+j0rOdepZL2Cef\nT4pqwoRjPK9hL//vl/S/b29W5Jd/lqKx+7797d9LEmFepAhyAMggNXT7Wn0tm6lnfYV9uoDvb7W3\nwbYANDfv1qpVW7Rt2+s6fLhLkydX66c/+6Oi3dEjjv3lL7cR5EWKIAeANDKFbqb+52yWWE0N+1Wr\ntqipqVV//WuH/v3fmxWNRjV0aEXPufo632AXn2lu3q3GxpXq7Iz03Ldhw18yHO30oXl/m/Vro7AI\ncgCB0dzeXrCNTTKFbmNjja677kNHHJ/NILPksK+oCOmuuzapq6t37bejozur3coGu/hMU1Oruroi\n/R4XHhbVmPO7NOuaY7N+bRQWQQ4gK4UM0Uznn/3Sy7GtRveZ1k4+0dNypIbu3XdvViQS7bP2298g\ns+Sw37DhFd1//wtHHBMKZbd4y0A3WUl+fmVluFeN/F1OMilUKU276W2NOjmk6dWT+i0T/EGQA+hX\noUM0naaD7ep0ThFJnc6p6WC7p2VIDt1du97smcuda+03NUwT/y688D+PODYcNn30o5P13HP7++37\nzmWTlXQXH7F9yy/r1Ufe2DhRvz+4RftC+9V9MKRjars1ZeYIfbXuEk0bUZP9h4eCIsgB9KvQIZpO\n4/AqDdlnsYsJMzUO9/78idBtbt6tlSu35Ly/d6YwbW7erQcffKnXsWaSmemBB17Q/fe/oFDINHRo\n333ffbUAZLUPe5rnP7CzSv/23P/fc/uSE2cR4kWOIAfQLz9CNFVDVZXWTj7Rs+b9vpqhk1dZy0W6\nMJWkpUsfVnfKyHDn1Ou+aNTpnXe6c+77Tsh2H/ZUH3tvQ6zs+7ao8YTTem6jeBHkAPrldYjmUg4v\nzp3tCPBErXzlyi39jhJvbt6tXbveVEVFSFKsb726etgRI8X78/3vb9Bf/9qhY48dmtM0s8Gs8Pax\n9zYQ4AFCkAPIilchWgyyaYbOZZR48oVBOBzSBRe8XyecUKWHHnoppxCXpL17D/UsyJLYfzyx5/jq\n1du0YMHJWrx4ZtrnJsqXaAlgudbSRJADKHvZNEPn0lSdHPrORfXgg7F10lOdfvrf6sorZ2j16m16\n7LGXFT1yHZZeOjoi+va3n5Tkeka8P/roy5KUNsybm3fr7LPvVXd3VKGQ6fbbP5Ix9BFcBDmAspep\nDzy13zzbpurk0A+FTJFIVNGoFArFRqZHo05DhoS1bNlcNTSMV23taK1fv6vn+NS55cn+679e6NkJ\nLWH16m1avHjmEVMEv/SltT397tGo02c+8xvV1o6mZl5iCHIAZS0R1tXVw3r1gS9bNldLlz58RL95\nNiGYHPrV1cP0z//8kDo7I6qsDOt73ztfbW1v97oYSL1IeO65/Vq9epuOO65KL73UppaWvYpGnUIh\nS1uzX7Dg5LRTBP/0pzd6HReNugEPnkPx8izIzWy8pFWSjpfkJC13zn3XzEZK+pmkGkmtkj7unDvg\nVTkAIJPkvuzkmnNnZ0SrV28b1MppyVPXolEn52JBmqlGnHx86gWEpJ6LgsRjZqYZM07QlVfO0OLF\nM3XLvv1HTBG89NJTe/rXJamiIrvFZhAsXtbIuyVd65x7xsyGS2oxs99KulzSWufcN83sS5K+JOmL\nHpYDANLq3ZcdW1XNLNbsvWDByT3N3blM30q1atWWnqbyrq6oVq3a0ucFQbpBdddd96Ge59TWjk6/\n1nuaKYIN8U1OfvzjZ/W+943UN785m9p4CfIsyJ1zeyXtjf980My2Sxorab6kxvhhKyU1iSAH4INE\nX3ZHR7dCIdPnPtegY48dquozTlDbycdo2aSPq+2pfT0hfsst6/O213h/Zcp0AZGpeT/TFMFvfWsO\nu5aVOEvX35L3k5jVSHpc0jRJu5xzx8bvN0kHErczqa+vdxs3bvS6mADK0PLlLbr66jWKRJyGDg1r\n2YMf19KRh3tqtmsnnyg9+8aAdxpL7DLW1RXrI29quqzf5w52e1IEn5m1OOfqsznW88FuZvYeSasl\nLXXOvRXL7hjnnDOztFcSZrZY0mJJmjBhgtfFBFCm2treVjTqFI3GmrJXP/Yndf7Pv+3V16xB7jS2\naFGdJGnhwtOyHixH2CNbnga5mVUqFuI/ds79Mn73q2Y2xjm318zGSNqf7rnOueWSlkuxGrmX5QRQ\nvlKbshfMeZ/W2+Hey9FmaO7ub0e41BXjFi48LS9lHuxe5CgtXo5aN0l3SdrunPv3pIcekHSZpG/G\n//trr8oAYPC2HmjVprYdml49KXCbZ2Sz9Wq6+eG1qc9rqDpinnk2O8INds/wTLx6XQSTlzXyMyV9\nUtJzZrY5ft+XFQvwn5vZlZJ2Svq4h2UAMAhbD7RqafPt6op2qzJUoWUNnwlMmOey9WpqU3am5WiT\n55lf9vML1DlWfe4I9+5gutj0turqYXl5bwPdEAWlKeTVCzvnnnDOmXPuVOdcXfzfGudcm3NutnNu\nsnNujnPujf5fDQiOrQdadd+Ox7T1QKvfRRm0TW071BXtVlROXdFubWrb4XeRspZu69VBvV5KLVgt\nr2uImcJSxh3hGhrGa9myuT1z1JcufVjNzbsHVY7E665du1Bf//osmtXBym5APgW5BpvO9OpJqgxV\n9Lyf6dWT8vbaXgzWSn7NxlNHDnrr1eSm+dRa8MLzJmvh5JH9Nt23tb0t51zPQjP5agbPdpU5lD6C\nHMijdDXYIAf5tBE1Wtbwmbz3kXsxWCvda649deBbrx7RNH/qiWnXWu/vdb1oBs+m7x/lgyAH8sjL\nGqxfpo2oyfvFiBeDtdKuiNYwPmPQ9dcikK5p/roB1IITzeuJLUcHfcGSQ98/ygNBDuSRVzXYUuNF\nLTWX18ymRSDdkqfZSL1AaG7erX+Or4/+u/W7pElHq+3kYwZcm053gUGQlzeCHMgzL2qwpSaXLUH7\nkjw1rqGhJuvXzKZFINOSp31Jd4Gw6tGX1NHRLUWljs5u/e9fbZZGvH/AtemBXmCgdBHkAHwx2MFa\n6QYWNjT0DvCtB1r188ee0VvPVep/nV/X81hftfdeFwcjanIK2nQXCJo5SqoMS90RqSKsyMxRkgZe\nmx7IBQZKG0EOYMD8XCa0v4GFWw+06oq779QzXx6qaLd0561b9N9rL+u5gEhXex/srIO0FwinjtTd\nd56lro2vqaL+ONmpIxVR5ilr2cg0zx3liSAHMCB+LxPa38DCTW079PqzUrRbUtR0+HCk1xai6VoE\nBjvrINMFQtM/fEBNH27vCW5q08gnghzAgPi9TGh/AwunV0/SqFPXamdYclEnOdPdd29Ou3FJomVh\n/IyjBz3rIN0FQmoNmgBHPhHkAAakGJYJ7Wtg4bQRNbpn0VVa0vKI1v3nPjknRSLRIy44UlsWlv9q\ngdxJb+V11kGQ16tH8SPIAQxIvkaee2naiBr96zXzNPv+VWkvOJqbd+vGG5vU0RFRNOrU0RnRfb97\nQzee9SFNy1OtudRW+0PxIcgBDFgQlgnNdMGRqIl3dHQrGpVCIVO0IqTHThqq9S+9nLeFVkpttT8U\nH4IcQMlLd8GR6OOPhbh04ofG6uXLT1T0tOq8LrQyvXqSwqGwXLRb4VDYs9X+aL4vXwQ5gLKU2sf/\nf/7lbC0dedibhVac6/3fPKP5vrwR5ACKmldz1ZOb3MfPGCo3YaeWV9Votx2d16lhm9p2qNtF5SRF\nXNSTpnWa78sbQQ6gaHk9V72hYbyGT4nEarPPJ9Vmq0bn7RzHVFbJKVYTj8rpmMr8Tz0rxc16kD2C\nHEDRKsRc9Yf3PK3OaJec5Elt9s2udpkkJ8nit/ONzXrKG0EOoGh5PVd964FWrdm1QYmeay8Go02v\nnqQhoUrPa8ts1lO+CHIAvuprtHU2c9UH04f+8J6n1e0ikmK15XnjP5D3MKS2DK8R5ACy4sX0pmxG\nW/c1V30wfeiptfGKUIXmjvvAIN5NZtSW4SWCHEC/vJreNNjR1un60J+bPEyr//qmFhx7jBaPqj7i\nOc3t7Wo62K533mxVxEUleVcbBwqBIAfQL6+mNw12tHVqH/pf60boy7tfkSQ9evCQJPUK8+b2ds1+\n6WV1OqdKG6lpQ0/QsI59qvSwNg54jSAHSoSXK3t5Nb1psP3HqX3oNx7XJcUDXJJW//XNniBvbm/X\njXtfVYdzikqSk86c9DHNjOxOe25WSkNQmPNopaF8qq+vdxs3bvS7GEDRKsTKXkEItuWvt+mqeI1c\nku4cP1aLR1X31MQTIR6SNNQs43rqrJQGv5lZi3OuPptjqZEDJaAQK3t5MWAr3xcHidp3ah9508F2\ndSaF+Jzh79GNY47PuHobK6UhSAhyoARkavr2annTfPCq1rt4VPURg9wah1dpyD7rWUe9rxCXWCkN\nwUKQAyUgXV+z18ubDla+a719zkevqtLaySeq6WB7VuuoM/cbQUKQAyUitem7EMubDkY+a71ZzUev\nym0jFOZ+IygIcqBEeb286WDls9ZLnzbKGUEOlKhsljf1W75qvfRpo5wx/QwIiCBM//ITnw9KCdPP\ngBLDvOb+0aeNchXyuwAA+peuDxj923qgVffteExbD7T6XRTAM9TIgQCgDzh3tGKgXBDkQAD4Ma85\nmz7nxE5i2czNLjQ/RrLTTw8/EORAQBSyDzib2mzyTmJD9sXWLR/e+VrRBFmhWzFoAYBfCHIAR8im\nNptYvzwiqdM5/Wz/Hm3dfnfRBFlqK4Yk3bfjMc8uMpjLDr8Q5ACOkE1tNnX98qM79xZdkCVaMQpR\nW2YcA/xCkAM4QjZ98qnrlw/vHK4n/1ScQVao3eFYnx1+6DPIzWxkX487597Ib3EAFIts+uR7rV9e\nVVW0QVao2jJz2eGHPld2M7M/S3KSLM3Dzjl3olcFS8bKboB3SnmkdfJ7k1Sy7xOlJ28ruznnJuan\nSACKUSmPtE733j45aY7fxQLyLquV3SzmE2Z2ffz2BDM73duiAfBaKa8YV8rvDUiW7RKt/yGpQdIl\n8dsHJf3AkxIBSMuL5UYTfcchWdENUBusUn5vQLJsR62f4ZybYWabJMk5d8DMhnhYLqAk5Kv/2asm\n8FIeaZ14bw/vedrvogCeyjbIu8wsrNjAN5nZcZKinpUKKAHZhm82Ye/l9KliHWmdr4ugh3dvVFe0\nWw/v3lhSYwCAhGyD/HuSfiVptJl9Q9I/SPqqZ6UCSkA24Ztt2JfyYiPpAjtfLRCstoZykFWQO+d+\nbGYtkmYrNhXt751z2z0tGRBw2YRvtkFTqk3gmQI7XwFcyhdAQEIuC8Lsl/TT5MdYEAbILJvwzSVo\nirUJfDAyBXa+ArhUL4CAZP3VyFv07oIwEyQdiP98rKRdkphnDvQhXfimNiWXc9BkCuy+PpdMfeeZ\n7i/FCyAgWZ8ru/UcZPZDSb9yzq2J3z5fseb1qzwunyRWdkPpKOUFWAYql0FtmT4/PleUmlxWdst2\nHvkHEyEuSc65hyT93UAKB5QzFik50rQRNfrkpDlZBW+mz4/PFeUs2yD/i5l91cxq4v++IukvXhYM\nKEUsUjI4mT4/PleUs2yb1kdKukHS2fG7Hpd0U6EGu9G0jlJSrJuUNLe392xJ2rOjWRHKtY8cCKJc\nmtazCvKkFx6u2K5nhwZauIEgyAFvNbe3a/ZLL6vTOQ0x09rJJxZ1mAOlLu995GZWG1+edaukP5pZ\ni5lN6+c5d5vZfjPbmnTfjWb2ipltjv+bl835AfRvMGuxNx1sV6dzikjqdE5NB9vzXr5i48Xa9YAf\nsl3Z7U5Jn3POrZMkM2uUtFx9D3i7V9Jtklal3P9/nXO35lZMAH0Z7KjtxuFVGrLPemrkjcNLuzbO\nKHeUkmwHu1UlQlySnHNNkvr8P90597gkFowBCmCwo7Ybqqq0dvKJ+vqYE8qiWZ1R7igl2dbIX47v\nRX5f/PYnJL08wHNeY2YLJW2UdK1z7sAAXwdAXD5WQmuoKu5BbvnE0q0oJdmOWh8h6SZJZ8XvWi/p\nxv5C2MxqJD3onJsWv328pNcVWy3u65LGOOcWZXjuYkmLJWnChAkzd+7cmcXbAcoXo7Zzw+eFYubZ\nqPUBFKRGSUGe7WOpGLUOFFZQpqIBpSqXIO9v05QH+nrcOfexHAs2xjm3N37zQsVGwQMoIr2mou1j\nKhpQ7PrrI2+QtFuxXc+eUmzDlKyY2U8lNUoaZWZ7FFtQptHM6hRrWm+VVJC12gFkL91UNIIcKF79\nBfkJks6VdLGkSyT9RtJPnXN/7O+FnXMXp7n7rpxLCKCgym0qGhB0fQa5cy4i6WFJD5vZUMUCvcnM\nbnLO3VaIAgIorMRUNPrIgWDod/pZPMA/oliI10j6nqRfeVssAH4qp6loQND1N9htlaRpktYotkkK\ng9MAACgi/dXIPyGpXdISSf9s1jPWzRTbPOVoD8sGAAD60V8febZLuAIAAB8Q1AAABBhBDgBAgBHk\nADzBft9AYWS7+xkAZI39voHCoUYOIO/Y7xsoHIIcQN4l9vsOydjvG/AYTesA8m7aiBota/gM+30D\nBUCQI2tbD7TyhxlZmzaihu8JUAAEObLC4CXkGxeGQH4Q5MhKusFL/PHFQA30wpDwB45EkCMricFL\niT+8DF7CYAzkwpBWISA9ghxZYfBS/6gtZm8gF4a0CgHpEeTIGoOXMqO2mJuBXBjSKgSkR5ADeUBt\nMXe5XhjSKgSkR5ADeUBtsTBoFQKORJADeUBtsbAYjwC8iyAH8oTaYmEwHgHojbXWAQQKG7IAvRHk\nAAKFDVmA3mhaBxAojEcAeiPIAQQO4xGAd9G0DgBAgBHkAAAEGEEOAECAEeQAAAQYQQ4AQIAR5B7a\neqBV9+14TFsPtPpdFABAiWL6mUdYRhIAUAjUyD3CMpIAgEIgyD3CMpIAgEKgad0jLCOJcsK2ooB/\nCHIPsYwkygHjQQB/0bSOHoyyx0AwHgTwFzVySKJWhYFLjAdJfHcYDwIUFkEOSelrVQQ5ssF4EMBf\nBDkkUasqV/kapMZ4EMA/BDkkUasqR3SnAKWBIEcPalXlhe4UoDQwah0oUyxaBJQGauRAieqv/5vu\nFKA0EORACcq2/5vuFCD4aFoHShCLtADlgyAHShD930D5oGkdKEH0fwPlgyAHShT930B5oGkdAIAA\nK7sgZ4cvAEApKaumdZakBACUmrKqkTMlB36gFQiAl8qqRs4OXyg0WoEAeM2zIDezuyV9VNJ+59y0\n+H0jJf1MUo2kVkkfd84d8KoMqZiSg0JjYxIAXvOyaf1eSXNT7vuSpLXOucmS1sZvF9S0ETX65KQ5\n/DFFQbAwCwCveVYjd849bmY1KXfPl9QY/3mlpCZJX/SqDIDfaAUC4LVC95Ef75zbG/95n6TjC3x+\noOBYmAWAl3wbte6cc5JcpsfNbLGZbTS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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: 76\n",
" bias: -2.9717284311040455\n",
" RMSE: 5.46332340971613\n",
" WSS: 0.7797226524861309\n",
"April:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\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/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: 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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8kpKS6NKlC3Xq1GH48OGaAptPVHdFCqeffvqJyMhIihQpQiAQQH+P84dqrkjh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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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": {
"image/png": 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J3k1pIwgCGjVqlO9g5Pnz59i+fTuGDRuGbdu2ITAwEAcOHMDhw4exa9cubNu2DVu3bsWK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\nT+wkahbahPBDAAAAAElFTkSuQmCC\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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mDk7XTY/Zfx5NROn87iPs/vGvoPshbNeT/jV0jX39JFvlioO+UGa1ZxeZBf8M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\nMyvA3+YYm4XTa9KFAAAAAElFTkSuQmCC\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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84w/hrYXUoD+zzsbW9csbg38vrb7XYX7Xgxx/GvYlSdJe0q4O7ZSP2nmgBK9fglveBDe/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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: 76\n",
" bias: -0.34362951855910495\n",
" RMSE: 8.706914877763749\n",
" WSS: 0.8043620651838941\n",
"15 m<=z<22 m:\n",
" N: 24\n",
" bias: 0.1728374354044604\n",
" RMSE: 5.869503731337015\n",
" WSS: 0.7621470065301875\n",
"z>=22 m:\n",
" N: 228\n",
" bias: -4.128653998793212\n",
" RMSE: 6.277988570158981\n",
" WSS: 0.8828260841652344\n",
"all:\n",
" N: 328\n",
" bias: -2.9368928557489014\n",
" RMSE: 6.890832031569187\n",
" WSS: 0.9077298058329081\n",
"obs Si < 50:\n",
" N: 240\n",
" bias: -1.1859664016564722\n",
" RMSE: 6.0110439709831045\n",
" WSS: 0.8638642785636921\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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Pn/3sXGpqwoRCRihkvPZae8ZugiVLZiYfAKqrQ5x00nFcfPEUIDYobseOg92u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\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: 76\n",
" bias: -0.34362951855910495\n",
" RMSE: 8.706914877763749\n",
" WSS: 0.8043620651838941\n",
"April:\n",
" N: 0\n",
" bias: nan\n",
" RMSE: nan\n",
" WSS: nan\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/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:917: RuntimeWarning: invalid value encountered in double_scalars\n",
" RMSE=np.sqrt(np.sum((mod-obs)**2)/N)\n",
"/data/eolson/results/MEOPAR/tools/SalishSeaTools/salishsea_tools/evaltools.py:918: 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": {
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t/gnMMcYUAr4FWpK1vF1ojGkNfA8khCZRRFyx1tK1a1eWLl3KqFGjaNiwoeuk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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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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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kTiarDRfarCX3BiAbvgFAawBRD3a4GDO+Vh9zXS7t7OTOffuwpPvW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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,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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K51Qn4BAKh/IdkgxTKmZFRAao5zSoipUVdLZ10r61nZb7WsADOi2mcQGhL4bz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\nW/bkeH9+AAAAAElFTkSuQmCC\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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clBWx7eGGG27g3nvvbdl+8cUX+dGPfkSPHj0A+OUvf0mfPn2A+PT+11xzDdu2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fvDZc1sbm4uL730En369GHfvn20a9eOwYMHq2eFiBQ7FbNS4lwVXaS3Tj/vNbNerxePx0NGRga3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\nRK5CYII=\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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tS+5buXIl7e3tQHxiiebmZkaPHs2CBQt48MEHqaurA6C5uZnrr7+e6667DoDF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\nRKSE6ZzZ3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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(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": {
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" 49.318833 | \n",
" -123.799667 | \n",
" 299.211146 | \n",
" 66.73 | \n",
"
\n",
" \n",
" 247 | \n",
" 4.0 | \n",
" 49.318833 | \n",
" -123.799667 | \n",
" 346.826687 | \n",
" 70.58 | \n",
"
\n",
" \n",
" 261 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.156000 | \n",
" 248.710873 | \n",
" 65.86 | \n",
"
\n",
" \n",
" 262 | \n",
" 4.0 | \n",
" 49.401833 | \n",
" -124.156000 | \n",
" 269.604692 | \n",
" 70.17 | \n",
"
\n",
" \n",
" 276 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 248.808959 | \n",
" 68.77 | \n",
"
\n",
" \n",
" 277 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 298.712730 | \n",
" 70.83 | \n",
"
\n",
" \n",
" 278 | \n",
" 4.0 | \n",
" 49.443333 | \n",
" -124.337167 | \n",
" 314.651658 | \n",
" 77.02 | \n",
"
\n",
" \n",
" 311 | \n",
" 4.0 | \n",
" 49.591667 | \n",
" -124.637833 | \n",
" 162.832911 | \n",
" 70.41 | \n",
"
\n",
" \n",
" 324 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 198.887917 | \n",
" 65.16 | \n",
"
\n",
" \n",
" 325 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 248.703513 | \n",
" 69.50 | \n",
"
\n",
" \n",
" 326 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 298.012014 | \n",
" 73.43 | \n",
"
\n",
" \n",
" 327 | \n",
" 4.0 | \n",
" 49.726500 | \n",
" -124.680333 | \n",
" 348.298456 | \n",
" 80.74 | \n",
"
\n",
" \n",
" 341 | \n",
" 4.0 | \n",
" 49.882500 | \n",
" -124.993833 | \n",
" 249.096075 | \n",
" 75.41 | \n",
"
\n",
" \n",
" 342 | \n",
" 4.0 | \n",
" 49.882500 | \n",
" -124.993833 | \n",
" 309.392440 | \n",
" 80.29 | \n",
"
\n",
" \n",
" 352 | \n",
" 4.0 | \n",
" 49.962500 | \n",
" -125.147167 | \n",
" 124.882272 | \n",
" 66.16 | \n",
"
\n",
" \n",
" 353 | \n",
" 4.0 | \n",
" 49.962500 | \n",
" -125.147167 | \n",
" 152.920744 | \n",
" 68.27 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Month Lat Lon Z Si\n",
"211 4.0 49.029667 -123.436500 248.620295 67.85\n",
"212 4.0 49.029667 -123.436500 298.724014 73.00\n",
"213 4.0 49.029667 -123.436500 312.485544 74.76\n",
"227 4.0 49.163333 -123.551500 249.310468 68.35\n",
"228 4.0 49.163333 -123.551500 297.928316 69.99\n",
"229 4.0 49.163333 -123.551500 348.217366 76.12\n",
"246 4.0 49.318833 -123.799667 299.211146 66.73\n",
"247 4.0 49.318833 -123.799667 346.826687 70.58\n",
"261 4.0 49.401833 -124.156000 248.710873 65.86\n",
"262 4.0 49.401833 -124.156000 269.604692 70.17\n",
"276 4.0 49.443333 -124.337167 248.808959 68.77\n",
"277 4.0 49.443333 -124.337167 298.712730 70.83\n",
"278 4.0 49.443333 -124.337167 314.651658 77.02\n",
"311 4.0 49.591667 -124.637833 162.832911 70.41\n",
"324 4.0 49.726500 -124.680333 198.887917 65.16\n",
"325 4.0 49.726500 -124.680333 248.703513 69.50\n",
"326 4.0 49.726500 -124.680333 298.012014 73.43\n",
"327 4.0 49.726500 -124.680333 348.298456 80.74\n",
"341 4.0 49.882500 -124.993833 249.096075 75.41\n",
"342 4.0 49.882500 -124.993833 309.392440 80.29\n",
"352 4.0 49.962500 -125.147167 124.882272 66.16\n",
"353 4.0 49.962500 -125.147167 152.920744 68.27"
]
},
"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: 50\n",
" bias: 0.08026929068949457\n",
" RMSE: 0.4818749601779122\n",
" WSS: 0.5559482897942721\n",
"z>=15 m:\n",
" N: 22\n",
" bias: 0.008113479020329717\n",
" RMSE: 0.2253875602320496\n",
" WSS: 0.7344916056271464\n",
"all:\n",
" N: 72\n",
" bias: 0.0582216815683608\n",
" RMSE: 0.420445597172496\n",
" WSS: 0.7157283403055342\n",
"\n",
"\n",
"Chl\n",
"z<15 m:\n",
" N: 50\n",
" bias: 0.11649962706565864\n",
" RMSE: 5.100832205562233\n",
" WSS: 0.4783368139023887\n",
"z>=15 m:\n",
" N: 22\n",
" bias: -0.029827567962082968\n",
" RMSE: 0.6529471902486657\n",
" WSS: 0.6518468304130838\n",
"all:\n",
" N: 72\n",
" bias: 0.07178853969607069\n",
" RMSE: 4.265989432249477\n",
" WSS: 0.5541740867390688\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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YuHAhvr6+TscSERHJNXXqVHr16sUf/vAH1q1bxy233OJ0pFwqmEREyrBz587Ro0cP3n33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\nAAAASUVORK5CYII=\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": "markdown",
"metadata": {
"collapsed": true
},
"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
}