{ "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_unitsAbsSalTT_unitsZdtUTC
01982.07.016.01.3549.25-123.943NaN12.0NaNNone5.28mg/m^36.613.6umol/LNaN14.30'deg_C_(IPTS68)'12.01982-07-16 01:21:00
11982.07.016.01.3549.25-123.943NaN21.5NaNNone0.61mg/m^321.245.0umol/LNaN10.76'deg_C_(IPTS68)'21.51982-07-16 01:21:00
21982.07.016.01.3549.25-123.943NaN30.5NaNNoneNaNmg/m^323.547.4umol/LNaN10.06'deg_C_(IPTS68)'30.51982-07-16 01:21:00
31982.07.016.01.3549.25-123.943NaN52.3NaNNoneNaNmg/m^328.050.2umol/LNaN8.85'deg_C_(IPTS68)'52.31982-07-16 01:21:00
41982.07.016.01.3549.25-123.943NaN75.4NaNNoneNaNmg/m^326.549.1umol/LNaN8.32'deg_C_(IPTS68)'75.41982-07-16 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 T T_units Z \\\n", "0 13.6 umol/L NaN 14.30 'deg_C_(IPTS68)' 12.0 \n", "1 45.0 umol/L NaN 10.76 'deg_C_(IPTS68)' 21.5 \n", "2 47.4 umol/L NaN 10.06 'deg_C_(IPTS68)' 30.5 \n", "3 50.2 umol/L NaN 8.85 'deg_C_(IPTS68)' 52.3 \n", "4 49.1 umol/L NaN 8.32 'deg_C_(IPTS68)' 75.4 \n", "\n", " dtUTC \n", "0 1982-07-16 01:21:00 \n", "1 1982-07-16 01:21:00 \n", "2 1982-07-16 01:21:00 \n", "3 1982-07-16 01:21:00 \n", "4 1982-07-16 01:21:00 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_Z3/'\n", "start_date = datetime.datetime(2015,2,6)\n", "#end_date = datetime.datetime(2015,10,3)\n", "end_date = datetime.datetime(2015,8,4)\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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\nokWe78Nzk9cpCYD/A7AewM7M/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (6,6))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(data['Lon'], data['Lat'], 'ro',label='data')\n", "ax.plot(data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lon']], \n", " data.loc[(data.Lon < -123.5) & (data.Lat < 48.6),['Lat']], \n", " 'bo', label = 'Juan de Fuca')\n", "\n", "ax.plot(data.loc[data.Si>75,['Lon']],data.loc[data.Si>75,['Lat']],'*',color='y',label='high Si')\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48, 50.5)\n", "ax.legend()\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Nitrate" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nitrate\n", "z<15 m:\n", " N: 110\n", " bias: -1.5407336018965996\n", " RMSE: 5.226660717326153\n", " WSS: 0.891203923996186\n", "15 m<=z<22 m:\n", " N: 33\n", " bias: 0.09542770501338893\n", " RMSE: 4.2578522810919255\n", " WSS: 0.7218862645118287\n", "z>=22 m:\n", " N: 303\n", " bias: -0.7452065715223242\n", " RMSE: 3.1470027373631178\n", " WSS: 0.8070081734416424\n", "all:\n", " N: 446\n", " bias: -0.879213392633293\n", " RMSE: 3.848021999279102\n", " WSS: 0.9381871972195008\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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nwWjwbWraCACYM2di3PWMBGu7TxmkwqQ4IiIXMLpFqb+729Stc63qoS9evA53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\nICMY+S5j4zI4sorRgH45gDsRWroGAH8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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: 1.425325078964235\n", " RMSE: 3.028960456229805\n", " WSS: 0.7676659918555468\n", "April:\n", " N: 70\n", " bias: -1.9668003409590096\n", " RMSE: 5.973740141346855\n", " WSS: 0.7466037646612596\n", "May-Jun:\n", " N: 32\n", " bias: -1.3502272804128008\n", " RMSE: 3.680995309684819\n", " WSS: 0.874982200701136\n", "Sep-Oct:\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" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 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/_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:593: 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:594: 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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SEqVLl3YdqUhQzRUpmjIyMoiLi2Pz5s3Mnj2bO+64w3WkApHrBqwxpgwwH+hh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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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"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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1dqia12iGLiKB1czM8CCuBMwVnOs5olZt4K9kLErGrI8CuogEVrMyw4O4EuDn\njLfa9670+UrGrI/T6gGIiNQqmxm+5ro1vgbZYisB7a5U0luz3tt1E4yNbc7NzP0aixylGbqIBFoz\nMsNbcUa8Xn4WCJrrvYudK++0YkXtSAFdRGQOzT4j3gh+7knP9d6FM/LJyQntjzeBArqISAUavRJQ\nLMmu0Yl3fu5Jl3vvYjP4oO2PJxIQj0MsBtGADFsBXUSkyYol2QGBS7wrpd0z1ucK1okEDA9DKgV9\nfTAyEoygroAuItJkpZLsOqk5S/6MvJ0arVQSrOPx9M+np9Nf43EFdBERKaJUkl3QEu8q4efxuVqW\nxSsJ1rFYOthng34s1pDh+k4BXUSkyUol2fmdeDerRWkTiuX41Re9cKZ9440wMXE0+G7dmv66YcPM\ngF1JsI5G0zP3oO2hq/SriEgXmHWU7Mjd7Hzd9Kw9+0Yvj/s1Q9+8Ga65Jj3Tdhzo6QHPS3+1FiYn\n08/r65s9Cw9CwptKv4qISFGFM+X9d+/ES62auY+/7pGGB1+/EuTyZ9rGpAO756X/y5+nTk7ODujR\naPsG8noooIuIdIHCo2TLzh3A/eL0jD37ZPLrDV8eT8+Go8RiUVatKv6c7KpAb+8SJicnKgr8+cvi\nS5bApk3p4F44Q+/tDc4eeL0U0EVEfNYOjV2KzZQXjhSMy21sdblKMsqPLskfATzAwXHmV7Q6kD/T\nXr/+6DI6lN5D72QK6CIiPmqnxi6FxV0Ki+U0enm8kozyo1sBXuYRr6bVgcJl9G4J4vkU0EVEfORn\ni1c/zncXBv16rlFJRvnRrYD8GbrqvddCAV1ExEd+NXbx83x3o65RyfGv/FWBavbQZTYFdBGRCtWy\nF+5XYxe/znc3+hqVZJQHrc57u1JAFxGpQD174XM1dqnlRsHP9qi1XqPdSrxmM+CzBWc6fV9dAV1E\npAJ+7YXXeqPQjAYo1Vyj1uV5P4q8JBLw0pfCkSPp7x0H5s8PTpOVWimgi4hUwK+98Bk3Ckc8dl+7\nm9XXrq44qPs9E670GrUsz9fT1azcjcDWrUeDOaSLzQSpyUqtFNBFRIpIuC7xZJJYOEw0FPJtLzx3\no3DEAw8O3H2A5H8kWXvTWlZsXNGQazRDLVsAtXY1q/ZGwJhgNVmpldPqAYiItJuE6zI8Oso1u3Yx\nPDpKwnWB9F74qqtWNfQcefZGYfHLF4MBLNgpyxPvfgI34TbsOn7LLs+vWXNdxcvt2WNtPT3VBdxi\nNwL5Nmx9/Hq4AAAgAElEQVRIv58xMG8evPOdnb/cDpqhi4jMEk8mSXke00DK84gnk0RD/haD6fmd\nnhnf22kbuJ7o1W4B1NrVbK7z7dFo+j3bvQFLoymgi4gUiIXD9DkOKc+jz3GIhf3rTe4mXH72hz+D\n6bwHDTjzO6cnejm1NEqp5EagUxuwlKOALiJSIBoKMRKJzNhD98uTH35yZjAHFp+7uOLEuG7VjQF7\nLgroIiJFREMh35fZ3YTLr+/79cwHDV0VzAuTD6V2CugiIi2SjCeP9iTJWHjmwtYMpg61niXPJh9m\ntzZGIhEF9Tooy11EpEXCsTBmnpnx2G8e/A2jw6OByXDPHiG75pr010Si8tcWSz6U2imgi4i0SCga\nYu1NazG9Jn1kDcAerURXiptwGds81hZBf64jZIUSrsvmsTESrptLPuwB35MPu4GW3EVEWmjFxhUs\nXL+Q8a3jjN86jp2yZSvRtVN/daisRWpWsSX2ZiUfdgMFdBGRFso2Zunf0E//hv6ylejchMvua3fn\nqspVW1M+m4C2pLeXicnJhgTRas6SF1tiv2rVqpJj8KPOeydTQBcRaZFis+1VV60q/9xMMMehqpry\nCdflj3fsYNJaIL3C32sM8cHBhgT1SgJuNef766nz3q0U0EVEWqSaDm6552aC+eKXV3dW/fpf/jIX\nzAEskLKWrePjVQX0embNlZzvz77/U0/VVue9m/kW0I0xJwFbgeNJ/93ZYq39nDHmWuBSYH/mqVdb\na7/n1zhERNpVNR3cCp9b7Vn1p/Pbj9WoEbPmcuf789+/pyddhx26o7FKI/g5Q58CrrTWPmCMWQRs\nN8bcnfnZZ621N/h4bRGRtldNB7d6u729fflyfnrw4KzHz1q0qOL3qLU7Wi3vD3DppbBypfbQK+Vb\nQLfW7gX2Zv580BjzKHCCX9cTEWmUbKJaI9uklhKKhiq+RjXPLbRxxQq+/9xzfPvZZ3OPGWBicrLi\n9yiX0d6IBLbC99+wQYG8Gk3ZQzfGrAbOAu4HXgJcYYzZAGwjPYs/0IxxiIjMpZ5jYc28EajFX510\nEt+bmCCV2UufB1Wd/Y5G4e67E+zcGWdgIEY0E20blcBWa/c1SfO9sIwx5hjgTmCTtfbXwJeAFwKD\npGfwny7xuo3GmG3GmG379+8v9hQRCaB2KopSTLFEtUpkbwR2XbOrpkpviQRs3lxdpbVqRUMhvrB2\nLT2kZ+eOMXO9ZAbXTTA9PcyqVdcwPT2M66YHW21xmVJ0TK0+vs7QjTG9pIP5HdbabwFYa/fl/fwr\nwHeLvdZauwXYAjA0NGSLPUdEgqXdiqIUU02iWr5qMtYLNfOIVnaJ3QJT1lbV6z2ZjON5KWAaz0uR\nTMYJhaJVFZcpRcfU6ufbDN0YY4CvAo9aaz+T9/jyvKe9Hvi5X2MQkfZS6+y3mbLJZ2uuW1PVDUf2\nRoCe6s6HQ+NmuJWop9xqOBzDcfqAHhynj3A4BhxdKr/uutoDcTN/B53Kzxn6S4C3Ag8ZY3ZkHrsa\n+AtjzCDpG8TdwDt9HIOItJFaZ7/NVkvyWT1Z6I2Y4VZqrrPg5Za9Q6EokcgIyWSccDhGKHT0CfX2\nJ2/m76BTGWvbfzV7aGjIbtu2rdXDEJEGaPfEsWYoFjSr2T/2a6+51cve2kM/yhiz3Vo7VM1rVClO\nRJqqnqNXnaBU0Cw3w80PdFB90E24LlvHxwHY0N9fcs/c73Pmc6l3lt/tFNBFRBqk2OpD4awzHoeT\nj7ic6SV58EiYeDxUNogV3gBcdFF1QTfhurx0xw6OZFZjbxkfL1m/XcvewaaALiLSAMUy+B8hNGs2\n/UdLXM7yRunFY9JzWLQkApResSicNUN1QTeeTObOnQNMlsls1znwYFNAFxFpgGIZ/HFCHDnZxTsz\nyZEH07PxC54aZ9J4YKHH8ThxIklhQM+2OY2Fw8RioVnV0zZsqDzoxsJh+ozJzdB7jSmb2a5l7+BS\nQBcRaYBiGfxLPBfvrFHo9fAmHU4YG2D82vH0GR/A9JpZmf4J12V4dDTXYnQkEmFkJDQrgFcadKOh\nEPcMDla0hy7BpoAuItIAxY6tTYyN4ezy0h1Pezzsk/ux09loDv0X989KEIwnk6Q8j2kg5XnEk0mu\nipbfZ59LuQ5n0jkU0EUE0HGyRijM4I+Fw8x3nNxse+DcZUx/0c3N4vs39M96j2zhl+xrqin8Ukz+\n8r2CemdTQBeRQJRkDaJiRVzckYVFb5yOZsOXL/xSjWLL9wrqnUsBXUTqqkMu5eUvd5daBZl9Nj3E\nVQ34/RdbvldA71wK6CISmJKsQVZuFcSvgi6NXr6X9uZ7+1QRaX+1NiSRypVrTJMt6NLT09iCLtFQ\niBsHBhhevJgbBwYA2Dw2RsJtTuta100wNrY512ZV/KUZuogA3VeStdIkwEYllZVbBWl0QZfsmJNT\nU3xmzx48a/lxMokFpq1tyn666yYYHR3G81I4Th+RyMiMZi7SeAroItJ1Kk0CbGRS2Vzd2BpV0CU7\n5iNe+rhc1hFr0+ffTXP200v1Tp9LuRuoSmvSdysFdBHpOpUmATY6qawZqyDZMXuFP5gCpg30WObN\n838/Pds7PTtDz/ZOL6fcDVTCdYnt2JErY3vr+Dj3lKhJ360U0EUkUBpxXr7Y8nexmWEQk8qyY87O\n0B0Az2A/txb7i4WYs5Nc/OIw0Vhelr0PZ9XL9U4vpdwNVDyZZDKvJn2qTE36bqWALiJtoZJA3ajz\n8oXL34+so+jMsNg58naXP+Ylvb1MTE6yZE+YTSOh9LG4XSE2XHb0+X6eVQ+FolXtm5e7gYqFw/Qa\nk5uh981Rk74bKaCLSMtVGqgbeV4+f/k7PjZWcmYYhLKphS1aZ415FawvkXTXTmfVy91ARUMh4qpJ\nX5YCuoi0XKWB2q/z8n4trftZdnXLFvjqV2HBArj/fpiaOtqitVhyXamku3bbVih3AxWEm6tWUkAX\nkZarNFDPlSleKz+W1vOXsufhcPFDETYM1ddkJWvLFnjn51wYTMKOMBxJj7eWojTN3FZQXXl/KaCL\nSMtVE6j9yBT3I9DkL2VPT3nc/NMkt30oVHIGXY2v/j8XPp1uy8qkA1dGMI+GKipKU+yzNmPmq7ry\n/lNAF5G2UG2gblR3OL8CTXYp+/C0h51ysA+EG1bWdcWrkulg3gNYDwaT/K9jQtx4Y/n3bmVQbae9\n+k6l0q8iEjjZJLpd1+xidHgUN1F7KdNigaYRskvZV/c8x1tHRjjDeaRhZV3/6hVheqyTPls+5cCO\nMG9/+9w3Cn591kpkb3B6oC326juRZugibcJ1E1Wd2e0mhbPxRma7+5kUto5HmOQteK9JMf3KT7Fg\nwQjRBmyiR0MhLn00ws33J7E/C+P8T4iJiblf18oEuCAeAQwaBXSRNqC616UVO9LWyGx3PwNNfvnT\nnp4U3tIfsHlsRUOus2EoxG0fypwtn1/ZzL/VQVVZ6v5SQBdpA7XWve4GxWbjq65a1dBsd78CTX75\nU0wf7x0/ngftrqr3r4smshVp6FJJcp+CaudSQJeu045L27XUve4WpWbjQegOl1/+9DuHT+XBvcdV\nnRRWLpEt/2x5ELLIszcc2Qp2pRqwaFm+Ngro0lXadWm7lrrXrdCKmyG/zp43S7b86ZDr0rdvtOr9\n63gymavLfqTMjUC7Z5EXdoFzgPlFGrC0+01JO1NAl67Szkvb1da9brZW3gwFYTY+l1r3r5fsCeMd\ndmCehzflsGRPGFbNfl67VXwrVNgFzqN4A5Z2vilpdwro0lW0tF27dr4ZCopa9q8nfhLC+XoE78wk\nzoNhJt4Ugpcc/Xn+EvWNAwPcuX8/b1i2rGWBsNSSebEucMUasLTzTUm7U0CXrhKUpe121E03Q+20\njxuLwfzrQqSKVIKbUV7WGCwwbS33ui7rFy6saez1fPay+/1FusAVa8Cio221U0CXrtPuS9vtqltu\nhtptH7cwm511LpvH0gEvf4nas5Zst/Bal6vr/exzLZlXskKhLPzaKaCLSMW64WaoHfdxs9ns+Yll\njjG8/8QTZyxjZ82rsVd4vZ9dS+atpdKvIhJIiQRs3pz+2kitLFFa+JkSrsvmsTESbrq0bX7G+5S1\nfHbPHm4cGODlixfn/jE3wMVleoUXvme+ej97dsn8ujVrWr6y0Y00QxeRwEkkYHg43S60XA/wcv7z\n7qfZefd+Bs5dxkvOXZF7vNp93IY1iSn4TDfe7bJpeubydywcxjEGz6YX16etZWJykmtXr+Ze1809\nd0N/f/FrzLGk3og9bC2Zt44Cuoi0pXKBMh5PB77p6dp6gP/n3U9z8LWPc+IkHPz8Af7zX5kV1CsJ\nSsXK0lYb1LNJaE9tC5NKhZg+1eXweeN8bOIQR471ZhzvumrVKm5au5Z3P/EE09YyPzOLrjQQV7Kk\nroAcXAroIgGRSMws8xmU967FXIEyFkvPYrOz2Wo7mO28ez8nTkKPB3Yy/X1+QK9UvU1iEq5LbMcO\nJq1l3nqDee1aeNcT2F7Lr0z6OYXHuzauWMH6hQsr6mlemLGuPe7OpoAuEgCNWGJuxXvXaq5AWayO\neTUGzl3Gwc8fwE7CVG/6+1pU2yRmy9NPc+f+/QwecwzhefP46a9/TSqzfD6J5UXv3cuj1qY3wkl/\nefnixVy7evWMamqVLImXWl7XsbDOpYAuEgD1LjG36r1rVUmgzK9jXq2XnLuC//xXZu2hV7tSUU1Z\n2i1PP807H38cgB8eOIAhF7dzTl06n50Th5jMBHkLM4rEVHOsrNTyupbUO5cCukgA1LvE3Kr3rlUz\n6re/5NwVM5bZa12pKFaWNuG6bB0fB2BDJuP8zv37ZzzHZv7L6gH+6qST6O/t5ea9e7Gkl9snJidz\nz6nmWJmW17uPArpIANS7xNyq965HI+u3VzLzbtRKxZann+ayxx9nOvP9rePj3DM4yBuWLeOHBw7M\n+fqzFi1i3vj4jKS3rGqCtJbXu4+x1s79rBYbGhqy27Zta/UwRCRgEq7L1geT3PLeMNMPhsrOvBuR\nS7Dl6ad51+OPzyjyAnD+kiW8+Nhjefg3v+Efn3kGj/SM3ELuuQ6wcflybtu3L1c45qa1a9m4Ymay\nXjuVpRX/GGO2W2uHqnmNZugi0pGy+82Hpz3s3zlwZYTUY6GiM+/sDP7GG2FiovRMvtxMP+G6XP7E\nE7OCOcC3Jyb4zsQEPWbmrvmfLl3Kv01M5GbjQK4jmcmcMS+kPXApRQFdRDpSdr/ZGmCehzk7Sd+u\n0KwcgezM/MjJLs45SW66NEy0yFJ/qRl87hz54cO5gi/FeADW4hiDsZY+x+GvTjqJvzrppNyMG+C2\nffuauu+tGX/nUEAXkY6Uv988b57DxS8Os+Gy2TPreDwdzL1PjeL1erz7sMN6d3b2eLE99odWPZ0r\n8jLPGHqNIZXXJAXSmezZBLdeY3jVccfR39eXS5YDZlyrmfvexbLm1/FI3Q14XDfR8U182pECuoj4\nplFlUWsxKyksViIbPAbOY0m8Xg96YJri2eOFpwGW/FF6iX0qMyufspaNy5ezcsECklNTfGbPHqat\npSfTROXXU1PcMj7Ov05MlC3P2swl9cKs+W3jI0zue0uuRW4kMlIyIJea2btugtHR4YreQxpLAV1E\nfNGIsqj1qqhdZxTeP9XLDZPpuXRhZnn+8/JPA8RXJJnadXQu7pHOUN+4YgWbx8Zy7Uw9awnPm8ev\nn57HpGexprld3MotqS/p7cUYg5PZAhhklGkvBUzjeSmSyXjRYFzuPHwyGcer4D2k8dRtTUR8Uaza\nWztKuC5fsDvBSe9v3zgwUDLQRqNw1VXpr0v2hGGaGYfJs0lsS3p7c8lxHpB8qpdb3hvGHnFgCubR\nvP3x4dFRrtm1i+HR0Rkd1hKuy6adO/Eyqwg3DgxwZv8rcZw+oAfH6SMcjhV932Ln4bPC4VhF7yGN\npxm6iPii2rKorZINTuUyy4v52QPAqaSnRRZ67NEe5BOTkzikg7kD7PjFJNMPhuDKCObsJBe/uPQW\nQCOVK0RT7HOHQlEikZE597/LnYev9D2k8RTQRcQXzaj2BtVlaRdL1qq2olr26Nr4QDJ9mNwA0/Da\n3qNJbrFwmPl57/mGgTD39kHqsRB9u0JsuKz+zwrM+bnLfbZSPwuFonMG4bmK1lTyHtJ4Kiwj0iVa\nmaDml2pqm5dL1qq44Une0bWeM13sDaNMGY8+43DPWTOvXfie9Xa0y/+sPcZgSCfizfW5y302HVlr\nXyosIyJFtSJBrRk3EJXUNs8GrYGxH7B0OoUxs5O1Ks0szz+6xoMhXrtrgOeH9s9ooJJV+J71NJMp\n/KxeXvOWuRLsyn02FanpLAroIl2g3r7d1WrWDcRcy+XZWe0Rz+O0I8fzadPHPCcF9LFnT4xVq6q8\nXuzo0bWeM13+7eQnmDpg+XEmKWxictK32W7+Zy2coavxioACukhXaHaCWjNvIC46/niAGYVa8qu3\nZRO/HulZx5X/djuDzzzG6GiMX/wiWnW99vyjaz99yTjf9tIz5SPWclmmNepcS+C1Kty3hrn30KW7\nKKCLdIFmJahlNeMGonD/PFuopXCveZ4xWGvxphweuXuYRx6+AICento6qmWXzt/1GLD36OPZ7mr1\nnDGfa0971jK+Arnk8S2gG2NOArYCx5Pe6tlirf2cMeY44BvAamA38EZr7dw9BUXaSL0JTq1Qqh2p\nH58l/waid0lv7gx6I28kSu2f5z+OtVyaqd62ZE+Yn/1hiFt3wtRU/b3fN/T389W9e8k/5OZAzUvg\n1ST4iRTj5wx9CrjSWvuAMWYRsN0YczfwNmDEWvsJY8yHgQ8DH/JxHCIN1Yg2m+3Cr8+ScF3iK5L8\n0VAv06/b2ZC99MLZa6n988LHc0vxq4CXwIYNjbmBiYZCvGbJEr49MZF7bGjRorKFacopvEHZOj6u\nJXWpim8B3Vq7l8yClLX2oDHmUeAE4HVALPO024A4CugSIMWadAQ1oPvxWfJnmm/5v4a3pWzde+ml\nZq/FzkIX22vePDaWe0692eblnH3MMTUH3xnNZIzhlvFxpis4liaS1ZQ9dGPMauAs4H7g+EywBxgn\nvSRf7DUbgY0AK1eu9H+QIhUqbNJRz7Jtq/nxWfJnmtsjlrf2Gnqwde2ll1peL3XsKvt4/o3APGO4\nuL9/RvJcPRKuy/eeey73fS+UbLhSifwbkacOH+Yre/eWPY4nUsj3gG6MOQa4E9hkrf21MSb3M2ut\nNcYUrWxjrd0CbIF0YRm/xylSqcImHUGdnYM/nyV/pvnkeocF3xngxG2TdSXjVVvNLSv/RmDaWm7e\nu5fb9u1ryIw3nkwynTkPboC3L19e93vm34g0uy+6BJ+vAd0Y00s6mN9hrf1W5uF9xpjl1tq9xpjl\nwDN+jkHED34u2zZboz9L0aXwc314zyJK7bMf9jwspQux1JIYWGyvvlEq/bwi+Xwr/WrSU/HbgOes\ntZvyHv8UMJGXFHectfavyr2XSr+KyFxK7bMnXJet4+Mz9qRvHBjIFYHhkVDNiYEqnSp+abfSry8B\n3go8ZIzZkXnsauATwDeNMW8HxoA3+jgGEekS5crArlywgC+sXcvE5CRLenvZtHNnLvBfNBohlQrV\nlBjYrNKpunGQSviZ5X4f6a2lYob9uq6IdKdi++zFZu2FgZ/BJH19obZNctT5dKmUKsWJSElBKqBT\nbN9589jYrFn7rL3vM8NsaOMkx0oa0IiAArqIlBDEAjqFS+DFZu3RUIgbBwa4c39el7Q2TnKsNcNf\nuo8CuogU1SkFdAqbtyRcN7eHfq/rsn7hwrae8SrjXSqlgC4SYH4mSwW9gE6p5i1BXMJW33KphAK6\nSED5nSwV9AI6pQK3lrClUymgiwRUM2aarS6gU88KxJLeXpxM69T8wO33EraOmEmrKKCLBFSnzzTr\nWYHI7pNPW4tjzKwOaPlL2I0IwNn3KDzjriNm0kwK6CIBVe9Ms91nkvWsQGRf6wHGWiYmJ4s+rxHb\nFvnv4RjDtLV4NYxZpF4K6CIBVmuyVBCKldSzAlHpaxuxbZH/HjazImAKlvn9VMuNWbvfzEltFNBF\nulAQMr3rWYGo9LWN2LYofI/8OvF+/05ruTELws2c1EYBXaQLBWX/vZ7jWpW8thEJcq08J17LjVkQ\nbuakNgroIl2o04qV1LOE3Igz3q06J17LjVlQbuaker61T20ktU8Vab6g7LN2+xKy9tA7U8Pbpxpj\njiv3c2vtc9VcTESCIUhBstuXkGtZHVDluc4015L7dsBSvA2qBV7Y8BGJSMsFKUhqCVkkrWxAt9au\nadZARKR9NDNI1tuitZJ8AC0xSzeoKCnOGGOANwNrrLXXGWNWAv3W2p/6OjoRaYlmJc01qkVruSXk\nIG0fiNTDqfB5/weIAm/KfH8QuMmXEYlIQyVcl81jYyRct6rXRUMhrlq1ytfgV6xFa8OvUWT7QKQT\nVXps7festWcbY34GYK09YIzp83FcItIA7T47bUaL1kZsH2jJXoKg0oA+aYzpIZ0IhzFmGeD5NioR\naYh2T25rRovWRtS8b+ebIpGsSgP654G7gN81xnwc+P+Aj/o2KhGZxU24JONJwrEwoWhlASUIGeDN\naNFazzGtdr8pEsmqKKBba+8wxmwHhkkfYTvfWvuoryMTkRw34TI6PIqX8nD6HCIjkYqCeqdVhCvU\njKXwINwUiUB1hWWeAf4x/2cqLCPSHMl4Ei/lwTR4KY9kPFnxLL1Ti4gULoX71RSl02+KpHNUU1hm\nJXAg8+cw8BSgc+oiTRCOhXH6nNwMPRzTLDF/KfyI5/HuJ57Ay7QtbfQ+d6feFElnqaiwjDHmK8Bd\n1trvZb5/FXC+/8MTEYBQNERkJFL1Hnony18KN8YwbS0e2ueW7lVpUtzvW2svzX5jrf2+MeZ6n8Yk\nIkWEoqG2DuSumyCZjBMOxwiFfM5yY+ZS+JLeXjbt3Nm0fe569+51DE78UGlAf9oY81Hg9sz3bwae\n9mdIIhI0rptgdHQYz0vhOH1EIiO+B/XCoLh+4cKmBMl6j7HpGJz4pdKA/hfA35A+ugbwk8xjIiIk\nk3E8LwVM43kpksm4rwG9VFDMD4z11ogvpd5jbKVe3+wVDuk8lR5bew54rzFmUfpbe8jfYYl0p6Au\nxYbDMRynLzdDD4djvl5vrqDaqBrxxdR7jK3Y61uxwiGdp9LmLOuBrcBxme+fBS6y1v7cx7GJdJUg\nL8WGQlEikZGmzTDnCqrFasQ3KqDXe4yt2OvHxpq7wiGdqdIl95uB91tr7wEwxsSALcD/9mlcIl0n\n6BXJQqFo04LQXEHV7xrx9R5jK3x9s1c4pDNVGtAXZoM5gLU2boxZ6NOYRLqSKpJVp1xQbUaN+EZq\n9gqHdCZjrZ37ScbcBTwA/EPmobcA51hrX+/j2HKGhobstm3bmnEpkboV7oNXsy8e1D10EWksY8x2\na+1QNa+pdIZ+CfC3wLcy39+beUyk6+UHYWBWOdL889Fz7YurIllj6MZIulGlWe4HgPf4PBaRwClM\nZLvo+ONn7IPfuX9/oPfFW6GaYFysA13CdYnt2MGktfQaQ3xwUL9z6QpzNWf5TrmfW2v/tLHDEQmW\nwkQ2YMY++BuWLeNe19W+eIWqyfQv1YFu6/g4qcxWYspato6PK6BLV5hrhh4Ffkm6y9r9pBuziEhG\nYSLbhv5+NvT3t6SCWSeoJtO/ng50Ip1oroDeD5xLuircm4B/A/7RWvuw3wMTCYJSx6fyg5D2xStX\nTaZ/qQ50G/r7uTUzS+8zhg39/c0avkhLVZTlDmCMmU86sH8K+Ftr7Rf9HFg+ZbmLdI9699CrfQ+R\ndlRLlvucAT0TyF9DOpivBr4D3GKt/VWN46yaArqIZPlVo12knTT82JoxZitwBvA90rNylXoV6QBB\nDYp+1mgXCbq59tDfAvwGeC/wHmNyOXGGdJOWY30cm4j4IMhB0c8a7SJB55T7obXWsdYuyvx3bN5/\nixTMRVorkYDNm9Nfq1EsKAZFtkZ7T48/NdpFgqzSSnEi0kbqmWX73bjET0Gr0S7STAroIgFUz9Jz\n0INiNNqaMStzXtqdArpIANU7y25VUGyUZgfXIPeql+6hgC4SQEGfZdejFcE16L3qpTsooIsEVCtn\n2a089taK4Kpe9RIECugiHcyPwNvqY2+tCK6lSvyKtBMFdJEO5VfgbfVZ8LmCq1/766rJL+1OAV2k\nQ/kVeNvh2Fup4KrkNelmCugiHcqvwNvOCXlKXpNupoAu0qH8DLzteuxNyWvSzXwL6MaYW4A/AZ6x\n1p6Reexa4FJgf+ZpV1trv+fXGES6XbsGXr8oeU26mZ8z9K8BXwS2Fjz+WWvtDT5eV+oU1E5cIqDk\nNelevgV0a+1PjDGr/Xp/8UerjySJiEhtynZb88kVxpgHjTG3GGMWl3qSMWajMWabMWbb/v37Sz1N\nGizInbhERLpZswP6l4AXAoPAXuDTpZ5ord1irR2y1g4tW7asWePrempPKSISTE3NcrfW7sv+2Rjz\nFeC7zby+zK2djyRJZ1H3MpHGampAN8Yst9buzXz7euDnzby+VKbbMqProaBUm2IFYNY9Asl4knAs\nTCiq36VItfw8tvaPQAxYaozZA/wNEDPGDAIW2A2806/ri/hNVclqV1gAZtvIOJNv2YeX8nD6HCIj\nEQV1kSr5meX+F0Ue/qpf1xNpNlUlq11hAZjBUZhOeTANXsojGU8qoItUSZXiGkDntruTqpLVrrAA\nzLpeGP3U0Rl6OKbfpUi1jLW21WOY09DQkN22bVurh1GUzm13N+2hN46bcBuyh67/TaQTGGO2W2uH\nqnmNZuh1anUrSWktVSVrnFA0VPcyu/IapJu1orBMR9G5bek2rptgbGwzrpto9VBmKZbXINItNEOv\nk85tSzdx3QSjo8N4XgrH6SMSGSEUap+/9MprkG6mgN4AOrct3SKZjON5KWAaz0uRTMbbKqCr25p0\nM2RNgSEAABS7SURBVAV0EalYOBzDcfpyM/RwONbqIc2ivAbpVgroIlKxUChKJDJCMhknHI41bXbe\nqAx4kU6mgC4iVQmFok1dZncTLqPDo6oiJzIHZbmLSFtLxpN4BVXkRGS2jg7oiQRs3pz+KiLBFI6F\ncfoc6EFV5ETK6Ngld1VwE+kMoWiIyEhEe+gic+jYgK4KbiKdoxFV5EQ6XccuuauCm4iIdJOOnaGr\ngpuIiHSTjg3ooApuIiLSPTp2yV1ERKSbKKCLiIh0AAV0ERGRDqCALiIi0gEU0EWkbgnXZfPYGAnX\nbfVQRLpWR2e5i0htEq5bcU/xhOsyPDpKyvPocxxGIhG1LxVpAQV0abhEQuf/g6zaAB1PJkl5HtNA\nyvOIJ5MK6CItoIAuDaUa+sFXbYCOhcP0OU7uBiAWVvMUkVZQQJeGUg394Ks2QEdDIUYikYqX6EXE\nHwro0lDZGvrZGbpq6AdPLQE6GgopkIu0mAK6NJRq6PurmmS1eihAiwSPAro0nGro+6OV2eRuwlU/\ncpE2p4AuEhCtyiZ3Ey6jw6N4KQ+nzyEyElFQF2lDKizTRRIJ2Lw5/VWCJ5us1gNNzSZPxpN4KQ+m\nwUt5JOPJplxXRKqjGXqX0HGy4GtVNnk4Fsbpc3Iz9HBMx9JE2pECegeopJCLjpN1hlYkq4WiISIj\nEe2hi7Q5BfSAq3TmreNkUo9QNKRALtLmFNADrtKZt46TSbtR5rxIYymgB1w1M28dJ5N2ocx5kcZT\nQA84zbwliIplziugi9RHAb0DaOYtQaPMeZHGU0AXkaZT5rxI4ymgi0hLKHNepLFUKU5ERKQDKKCL\nVMhNuIxtHsNNuK0eiojILFpyF6mAjlmJSLvTDF2kAmpQIiLtTgFdpALZY1b0oGNWItKWtOQuUgEd\nsxKRdqeALlIhHbMSkXamJXcREZEOoIAuIiLSARTQRUREOoACuoiISAdQQJeyXDfB2NhmXDfR6qGI\niEgZynKXklw3wejoMJ6XwnH6iERGCIXUp3UuCdclnkwSC4eJhpQVLyLNoYAuJSWTcTwvBUzjeSmS\nybgC+hwSrsvw6Cgpz6PPcRiJRBTURaQpfFtyN8bcYox5xhjz87zHjjPG3G2MeSLzdbFf15f6hcMx\nHKcP6MFx+giHY60eUtuLJ5OkPI9pIOV5xJMqESsizeHnHvrXgFcWPPZhYMRauxYYyXwvbSoUihKJ\njLBmzXVabq9QLBymz3HoAfoch1i4O0rEJlyXzWNjJFx1ohNpFWOt9e/NjVkNfNdae0bm+8eAmLV2\nrzFmORC31p461/sMDQ3Zbdu2+TZOkUbqtj10bTOINJ4xZru1dqia1zR7D/14a+3ezJ/HgeObfH0R\n30VDId8Dmptw26aufLFtBgV0keZrWVKctdYaY0ouDxhjNgIbAVauXNm0cYm0u3brzZ7dZsjO0Ltl\nm0Gk3TT7HPq+zFI7ma/PlHqitXaLtXbIWju0bNmypg1QpN21W2/2aCjESCTCdWvWaLldpIWaPUP/\nDnAR8InM139p8vVFAi/bmz07Q2+H3uzN2GYQkfJ8C+jGmH8EYsBSY8we4G9IB/JvGmPeDowBb/Tr\n+iKdSr3ZRaQY3wK6tfYvSvxo2K9rinQL9WYXkUKq5S4iItIBFNBFREQ6gAK6SJ3UkU5E2oGas4jU\nQR3pGq+diuaIBIkCukgd1JGusdqtaI5IkGjJXaQO6kjXWO1WNEckSDRDF6lDtiNdMhknHI5pdl6n\ndiyaIxIUCugidQqFogrkDaKiOSK1U0CXQOi2lqTQvclhKpojUhsFdGl73dhvW8lhIlItJcVJ2yvW\nb7vTKTlMRKqlgC5tL9tvuwfaot92MwrJZJPD6EHJYSJSES25S9vL9ttuhz30ZhWSUXKYiFRLAV0C\noV36bTezkIySw0SkGlpyF6mCCsmISLvSDF2kCiokIyLtqmsDuusm9I+y1ESFZESkHXVlQFeHLGm1\nbi0aIyL+6cqArg5Z0krNKBrTjZX1RLpdVwb0bGJTdoauxKbu0Q4z42JFYxo5lm6srCciXRrQldjU\nndqlnKrfHcWKVdZTQBfpfF0Z0EGJTd3I75lxpfwuGpOtrJedobe6sp6INEfXBnRprnbY022nXtt+\nFo1pp8p6ItI8Cujiu3bZ0+2mcqrtUllPRJpHAV181057uiqnKiKdSqVfxXft1i1NRKQTaYYuvtOe\nroiI/xTQpSm0pysi4i8tuYuIiHQABXQREZEOoIAuIiLSARTQRUREOoACuoiISAdQQBfxkesmGBvb\njOsmWj0UEelwOrYm4hPXTTA6Opxr0xuJjKghkIj4RjN0EZ8kk3E8LwVM43kpksl4q4ckIh1MAV3E\nJ+FwDMfpA3pwnD7C4VirhyQiHUxL7iI+CYWiRCIjJJNxwuFY1y+3t0MLXZFOpoAu4qNQKNr1gRza\np4WuSCfTkruI+K5YC10RaSwFdJEOkHBdNo+NkXDdVg+lKLXQFfGflty7kJtwScaThGNhQlEtewZd\nEJaz1UJXxH8K6F3GTbiMDo/ipTycPofISERBvU6tvkEqtpzdjgFTLXRF/KWA3mWS8SReyoNp8FIe\nyXhSAb0O7XCDlF3Ozs7QtZwt0p0U0LtMOBbG6XNyASgc0z/+9WiHGyQtZ4sIKKB3nVA0RGQkoj30\nBmmXGyQtZ4uIAnoXCkVDCuQNohskEWkXCugiddINkoi0A51DFxER6QAK6CIiIh1AAV1ERKQDKKCL\niIh0AAV0EfGFm3AZ2zyGm2jP+vIinaYlWe7GmN3AQWAamLLWDrViHCKFXDeh/uUN0A4V9ES6TSuP\nrb3UWvtsC68vMoPrJhgdHcbzUjhOH5HIiIJ6jdqhgp5It9GSu0+03Bg8yWQcz0sB03heimQy3uoh\nBVa2gh49qMSwSJO0aoZugR8ZY6aBm621W1o0Dl9ouTGYwuEYjtOXm6GHw7FWDymwVEFPpPlaFdD/\nwFr7K2PM7wJ3G2P+x1r7k/wnGGM2AhsBVq5c2Yox1kzLjcEUCkWJREa0h94gqqAn0lwtCejW2l9l\nvj5jjLkLeDHwk4LnbAG2AAwNDdmmD7IO7dKwQ6oXCkUVyEUkkJoe0I0xCwHHWnsw8+dXAB9r9jj8\npOVG6VZuwtXfe5EWacUM/XjgLmNM9vpft9b+oAXj8JWWG2ujY2PBpdwRkdZqekC31v4CiDT7utL+\ndGws2JQ7ItJaOrZWJR1H84+OjQWbjqqJtJb6oVdBS4r+0rGxYFPuiEhrKaBXQUuK/tKxseBT7ohI\n6yigV0HH0fynY2MiIrVRQK+ClhTbV8J1iSeTxMJhoiH97yIi3UcBvUpaUmw/CddleHSUlOfR5ziM\nRCIK6iLSdZTlLoEXTyZJeR7TQMrziCeTrR6SiEjTKaBL4MXCYfochx6gz3GIhZXbICLdp6uW3LXP\n2pmioRAjkYj+txWRrtY1AV37rJ0tGgrpf08R6Wpds+SufVYREelkXRPQK9lnTbgum8fGSLgq6yoi\nIsHSNUvuc+2zakleRESCrGsCOpTfZy22JK+ALiIiQdE1S+5z0dEnEREJsq6aoZejo08iIhJkCuh5\ndPRJRESCSkvuImW4CZexzWO4CZ18EJH2phm6SAluwmV0eDTXLjcyElFjHhFpW5qhi5SQjCfxUh5M\ng5fySMZVjEhE2pcCukgJ4VgYp8+BHnD6HMIxnXzIct0EY2Obcd1Eq4fy/7d3fzFylWUcx7+/2XYp\nLTDDH0OhrQqEcgF0ihDMKpANTU3VC8AoyIVAjMELMWi80GAiKBjxD0QSiAkoigoYEIQmEA1u2IBm\nIxTSpfyRggaka0sDZAZLKdvuebw4p2UpO8tOu7Nn5pzfJ2k6e3Yn+z55tvv0fd9zntfMMl5yN2uh\nOlClPlSnMdygNljzcnum2RxhdHQVSTJOpdJPvT5EtTqQ97DMSs8F3Wwa1YGqC/leGo1hkmQcmCBJ\nxmk0hl3QzbqAl9zNrC212iCVSj/QR6XST602mPeQzAzP0M2sTdXqAPX6EI3GMLXaoGfnZl3CBd3M\n2latDriQm3UZL7mbmZkVgAu6mZlZAbigm5mZFYALuvU8NzkxM/NNcdbj3OTEzCzlGbr1tKmanJiZ\nlZELuvU0NzkxM0t5yd16mpucmJmlXNCt57nJiZmZl9zNzMwKwQXdzMysAHqqoI80m/zo5ZcZaTbz\nHoqZmVlX6Zk99JFmk1Wjo4wnCf2VCkP1OgNVn1NtZmYGPTRDH240OG5DwgW3w3EbEoYbjbyHZGZm\n1jV6ZoZ+1sb5nPItmL8TJuYnLDj8jzRrn/DdzWZmZvTQDH3pup0s2AV9CfTvTEiG1jM6umq/+3d7\nX97MzIqgZ2botcEalf4KyfgEzNsFK5/c0+pzX2fp3pc3M7Oi6JkZenWgSn2ozlHfnYeuvwJOfH6/\nW30ONxqMJwkTwHjifXkzM+tdPTFDH98yTnOkSXWgSnXgTBY3b5qVVp+DtRr9lcqeGfpgrTaLozYz\nM5s7ioi8x/CBTtAJccuBt1AfqlMdmN0l8ZFmk+FGg8FazcvtZmbWFSQ9ERGntfOenpihAyTjCY3h\nxqwX9IFq1YV8BprNER+AYmbWxXqmoFf6K9QGvSSeh2ZzhNHRVSTJOJVKP/X60JRF3UXfzCw/PVHQ\nD1hyAPW7Z3+5fbY0R5o0hhvUBmtdO8b90WgMkyTjwETLJwtmWvTNzKwzeqKg9y/u79pC2RxpMrpq\nlGQ8odJf6cg+f95qtUEqlf49xXqqJwtmUvTNzKxzeqKgd7PGcINkPIGJzu3z561aHaBeH5p2OX0m\nRd/MzDrHBX0/vdvwJin0Pn+1OjDtjHsmRd/MzDqnJx5bW7F0RTx696NdO/OdrT10P0JnZmbQQ4+t\nSVoD3AD0Ab+MiGun+/p3xt5h/dnrOH7tAo5e/ck5GWM70oY3+1eA3YbWzMz2x5wXdEl9wE3AamAT\n8LiktRHx7HTvi/Fg44338sadE8w/4EgWX7T4fUV090x5/mmb2Ln8kfcs/c7lI1X78r2makPrgm5m\nZjOVxwz9dODFiPg3gKQ/AOcA0xT0gL4JeHANr+2aADaz5dYtrBxeuaeoT77bnHk74Lo7qJx8NfX6\nEMCcPVK1r49vuQ2tmZntjzwOZ1kCvDLp403ZtdaOeB3W/Bkm+gABEDuDxvC7h6lMvtucnfNg/Yo9\nj09N9UhVp+zr9xqoVhmq17n6mGO83G5mZm2b85viJH0eWBMRX8k+/hLw8Yi4bK+vuxS4FOCQQzh1\ncXUBbFoGkRV0IsYYe347298CWMjCRUtYslyoggKWvkIs2JGMjbERYMkSlksoghgbY+P27bzVifgW\nLmRRB77XEcBrszG+HlTm2MHxO37HX9b4T4iIg9t5Qx5L7mPAskkfL82uvUdE3AzcDCBpXbP5dlt3\n+xWJpHXt3u1YFGWOHRy/43f8ZY1f0rp235PHkvvjwPGSjpHUD3wRWJvDOMzMzApjzmfoEbFL0mXA\nX0gfW7s1Ip6Z63GYmZkVSS7PoUfEg8CDbbzl5k6NpUeUOf4yxw6O3/GXW5njbzv2nugUZ2ZmZtPL\nYw/dzMzMZllXF3RJayQ9L+lFSd/JezxzTdJLkjZIWr8vdzz2Gkm3Stoq6elJ1w6T9JCkF7K/D81z\njJ3UIv6rJI1lPwPrJX0mzzF2iqRlkh6W9KykZyRdnl0vRf6nib8s+V8g6TFJo1n838+ulyX/reJv\nK/9du+SetYjdyKQWscCFH9QitkgkvQScFhGleA5T0lnANuC3EXFSdu0nwBsRcW32n7pDI+LbeY6z\nU1rEfxWwLSJ+lufYOk3SUcBREfGkpIOBJ4BzgUsoQf6nif98ypF/AYsiYpuk+cDfgMuBz1GO/LeK\nfw1t5L+bZ+h7WsRGxDiwu0WsFVREPAK8sdflc4Dbste3kf6SK6QW8ZdCRGyOiCez1/8DniPtIFmK\n/E8TfylEalv24fzsT1Ce/LeKvy3dXNDbbxFbPAH8VdITWee8MjoyIjZnr7cAR+Y5mJx8XdJT2ZJ8\nIZccJ5P0UeAU4B+UMP97xQ8lyb+kPknrga3AQxFRqvy3iB/ayH83F3SDMyJiJfBp4GvZkmxpRbo/\n1J17RJ3zC+BYYCWwGbgu3+F0lqSDgHuAb0TEm5M/V4b8TxF/afIfERPZ77ulwOmSTtrr84XOf4v4\n28p/Nxf0GbWILbKIGMv+3gr8iXQbomxezfYXd+8zbs15PHMqIl7N/qEnwC0U+Gcg2zu8B7g9Iu7N\nLpcm/1PFX6b87xYRDeBh0v3j0uR/t8nxt5v/bi7opW4RK2lRdnMMkhYBnwKenv5dhbQWuDh7fTFw\nf45jmXO7f5llzqOgPwPZTUG/Ap6LiOsnfaoU+W8Vf4ny/yFJtez1gaQ3Q/+T8uR/yvjbzX/X3uUO\nkN2i/3PebRH7w5yHNGckHUs6K4e0o98dRY9f0p3AIOkJS68CVwL3AXcBHwZeBs6PiELeONYi/kHS\n5bYAXgK+OmlPsTAknQE8CmwAkuzyFaT7yIXP/zTxX0g58r+C9Ka3PtKJ5l0R8QNJh1OO/LeK/3e0\nkf+uLuhmZmY2M9285G5mZmYz5IJuZmZWAC7oZmZmBeCCbmZmVgAu6GZmZgXggm5WYpKWSro/O83q\nX5JukNQv6RJJN+Y9PjObORd0s5LKmpncC9wXEccDy4GDgEL3OzArKhd0s/I6G9gREb+GtJc08E3g\ny8BCYJmk4Wz2fiXs6WD4QHZu89OSLsht9Gb2HvPyHoCZ5eZE0nO394iINyX9h/R3w+nAScB24HFJ\nDwAfAf4bEZ8FkFSd2yGbWSueoZtZKw9FxOsR8Tbp0vwZpK1JV0v6saQzI6KZ7xDNbDcXdLPyehY4\ndfIFSYeQ9s3exfuPqoyI2Ah8jLSwXyPpe3MxUDP7YC7oZuU1BCyUdBGApD7S85Z/Q7rMvlrSYdnp\nT+cCf5d0NLA9In4P/JS0uJtZF3BBNyupSE9mOg/4gqQXgI3ADtJTvgAeIz2f+yngnohYB5wMPCZp\nPelpcNfM+cDNbEo+bc3MzKwAPEM3MzMrABd0MzOzAnBBNzMzKwAXdDMzswJwQTczMysAF3QzM7MC\ncEE3MzMrABd0MzOzAvg//ewr9iGr71EAAAAASUVORK5CYII=\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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6I9XyON/8tj7zfHfHgbdfnKtf8WPp3vNReHyv/xz7d03hgEGtj14rtc1a0elt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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(-20,20)\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: 110\n", " bias: 0.009154372822159473\n", " RMSE: 8.444933883201125\n", " WSS: 0.8053526202700533\n", "15 m<=z<22 m:\n", " N: 33\n", " bias: 1.2794900697650249\n", " RMSE: 7.533341208960483\n", " WSS: 0.7247567223643636\n", "z>=22 m:\n", " N: 303\n", " bias: -3.008608001860061\n", " RMSE: 6.136469363256213\n", " WSS: 0.8915378491253212\n", "all:\n", " N: 446\n", " bias: -1.9470360341948876\n", " RMSE: 6.882664278604756\n", " WSS: 0.916777435962073\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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JG3snTpwY+T7bbULfffddNm/ezNatW/nlL3/Jc889x7Jlyxg2bBhPPPEE5eXlPfrMbqOm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\n3PbJPtr3t7Fw72ZWjRmVcSClMzI7Uev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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: -3.783451099395755\n", " RMSE: 4.919875585996648\n", " WSS: 0.8640266905459482\n", "April:\n", " N: 70\n", " bias: 0.7754554944719558\n", " RMSE: 9.523536104692187\n", " WSS: 0.7494485849749217\n", "May-Jun:\n", " N: 32\n", " bias: -0.7189779627323176\n", " RMSE: 6.379598121674781\n", " WSS: 0.8143702570109718\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:593: 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:594: 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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ZzdvZxphWwPdA/dBEFBFXrLV07tyZ+fPnM3ToUBo0aOA6Ul6hmiuSR61atYrG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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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QkGNoL9+aG8ShukVAgj4fnYGA9sgFUCAXkQoodL6bLYuGnN3u7dxI78eWYNPl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\nAElFTkSuQmCC\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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YERERkeJQMCsiUgTBYATH8QPaHysiIiJSDEozFpExLea6RONxIsEg4cA46su6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\nGArMq7kdeDX6q7CvKIYR8wihPRBK1rUp/bMWux1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ndOjAXqfTd/76xupcV1LiG6v30eHD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uBxIMVaO8oY0wfoA/Q+3b8kvzFQFlGxUcVOPXXrlcrT5c9tbMpT4Y7Fh79qwY7svGNTi3P25LDo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\nFbMiIiIiIiLiOv8fo7/ll6cE4zYAAAAASUVORK5CYII=\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: 76\n", " bias: 0.29234691224006415\n", " RMSE: 0.48834837369187933\n", " WSS: 0.6024634017923678\n", "z>=15 m:\n", " N: 31\n", " bias: 0.25129998353763094\n", " RMSE: 0.36020337481098064\n", " WSS: 0.63960180370257\n", "all:\n", " N: 107\n", " bias: 0.2804548114010415\n", " RMSE: 0.45495131503561587\n", " WSS: 0.681000909868173\n", "\n", "\n", "Chl\n", "z<15 m:\n", " N: 76\n", " bias: 1.7013075958564885\n", " RMSE: 4.476244379679082\n", " WSS: 0.7496618686890693\n", "z>=15 m:\n", " N: 31\n", " bias: 0.6161690367944537\n", " RMSE: 1.131626540823517\n", " WSS: 0.7159592367732757\n", "all:\n", " N: 107\n", " bias: 1.3869216581843102\n", " RMSE: 3.8213516987674936\n", " WSS: 0.7775064854159999\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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PP/44VKhA5ZDJ3N25HweX+mZboloIIYTIqaVLl9KrVy/q1KlDeHg4Tz/9tNEhATLCJIQQ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\niEgQKphERERERESC+F+w/iS0g5vWlAAAAABJRU5ErkJggg==\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": [] } ], "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 }