{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": 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", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# definitions\n", "basepath='/ocean/eolson/MEOPAR/obs/'\n", "basedir=basepath + 'DFOOPDB/'\n", "dbname='DFO_OcProfDB'\n", "# if db does not exist, exit\n", "if not isfile(basedir + dbname + '.sqlite'):\n", " print('ERROR: ' + dbname + '.sqlite does not exist')\n", "engine = create_engine('sqlite:///' + basedir + dbname + '.sqlite', echo = False)\n", "Base = automap_base()\n", "# reflect the tables in salish.sqlite:\n", "Base.prepare(engine, reflect=True)\n", "# mapped classes have been created\n", "\n", "# existing tables:\n", "StationTBL=Base.classes.StationTBL\n", "ObsTBL=Base.classes.ObsTBL\n", "CalcsTBL=Base.classes.CalcsTBL\n", "JDFLocsTBL=Base.classes.JDFLocsTBL\n", "\n", "session = create_session(bind = engine, autocommit = False, autoflush = True)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "qry0=(session\n", " .query(StationTBL.StartTimeZone.label('TimeZone'))\n", " .filter(StationTBL.StartYear>2014)\n", " .group_by(StationTBL.StartTimeZone))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('UTC',)\n" ] } ], "source": [ "for row in qry0.all():\n", " print(row)\n", " # one value means time zone is the same for all data for 2015 on" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SA=case([(CalcsTBL.Salinity_Bottle_SA!=None, CalcsTBL.Salinity_Bottle_SA)], else_=\n", " case([(CalcsTBL.Salinity_T0_C0_SA!=None, CalcsTBL.Salinity_T0_C0_SA)], else_=\n", " case([(CalcsTBL.Salinity_T1_C1_SA!=None, CalcsTBL.Salinity_T1_C1_SA)], else_=\n", " case([(CalcsTBL.Salinity_SA!=None, CalcsTBL.Salinity_SA)], else_=\n", " case([(CalcsTBL.Salinity__Unknown_SA!=None, CalcsTBL.Salinity__Unknown_SA)], \n", " else_=CalcsTBL.Salinity__Pre1978_SA)\n", " ))))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Tem=case([(ObsTBL.Temperature!=None, ObsTBL.Temperature)], else_=\n", " case([(ObsTBL.Temperature_Primary!=None, ObsTBL.Temperature_Primary)], else_=\n", " case([(ObsTBL.Temperature_Secondary!=None, ObsTBL.Temperature_Secondary)], else_=ObsTBL.Temperature_Reversing)))\n", "TemUnits=case([(ObsTBL.Temperature!=None, ObsTBL.Temperature_units)], else_=\n", " case([(ObsTBL.Temperature_Primary!=None, ObsTBL.Temperature_Primary_units)], else_=\n", " case([(ObsTBL.Temperature_Secondary!=None, ObsTBL.Temperature_Secondary_units)], \n", " else_=ObsTBL.Temperature_Reversing_units)))\n", "TemFlag=ObsTBL.Quality_Flag_Temp" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(None,)\n", "('umol/L',)\n" ] } ], "source": [ "qry1=session.query(ObsTBL.Nitrate_plus_Nitrite_units).group_by(ObsTBL.Nitrate_plus_Nitrite_units)\n", "for row in qry1.all():\n", " print(row)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "qry=session.query(StationTBL.StartYear.label('Year'),StationTBL.StartMonth.label('Month'),\n", " StationTBL.StartDay.label('Day'),StationTBL.StartHour.label('Hour'),\n", " StationTBL.Lat,StationTBL.Lon,\n", " ObsTBL.Pressure,ObsTBL.Depth,ObsTBL.Ammonium,ObsTBL.Ammonium_units,ObsTBL.Chlorophyll_Extracted,\n", " ObsTBL.Chlorophyll_Extracted_units,ObsTBL.Nitrate_plus_Nitrite.label('N'),\n", " ObsTBL.Silicate.label('Si'),ObsTBL.Silicate_units,SA.label('AbsSal'),Tem.label('T'),TemUnits.label('T_units')).\\\n", " select_from(StationTBL).join(ObsTBL,ObsTBL.StationTBLID==StationTBL.ID).\\\n", " join(CalcsTBL,CalcsTBL.ObsID==ObsTBL.ID).filter(and_(StationTBL.StartYear>2014,\n", " StationTBL.Lat>47-3/2.5*(StationTBL.Lon+123.5),\n", " StationTBL.Lat<47-3/2.5*(StationTBL.Lon+121)))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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YearMonthDayHourLatLonPressureDepthAmmoniumAmmonium_unitsChlorophyll_ExtractedChlorophyll_Extracted_unitsNSiSilicate_unitsAbsSalTT_units
02015.02.011.011.06861148.300833-124.0003331.9NoneNoneNoneNaNmg/m^315.3132.14umol/L29.2275079.7647'deg_C_(ITS90)'
12015.02.011.011.06861148.300833-124.0003336.6NoneNoneNone2.57mg/m^317.1333.90umol/L29.4843419.6880'deg_C_(ITS90)'
22015.02.011.011.06861148.300833-124.0003336.7NoneNoneNoneNaNmg/m^3NaNNaNumol/L29.4848399.6828'deg_C_(ITS90)'
32015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^3NaNNaNumol/L30.1445499.3646'deg_C_(ITS90)'
42015.02.011.011.06861148.300833-124.00033311.0NoneNoneNoneNaNmg/m^320.6237.65umol/L30.1579139.3586'deg_C_(ITS90)'
\n", "
" ], "text/plain": [ " Year Month Day Hour Lat Lon Pressure Depth \\\n", "0 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 1.9 None \n", "1 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.6 None \n", "2 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 6.7 None \n", "3 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "4 2015.0 2.0 11.0 11.068611 48.300833 -124.000333 11.0 None \n", "\n", " Ammonium Ammonium_units Chlorophyll_Extracted Chlorophyll_Extracted_units \\\n", "0 None None NaN mg/m^3 \n", "1 None None 2.57 mg/m^3 \n", "2 None None NaN mg/m^3 \n", "3 None None NaN mg/m^3 \n", "4 None None NaN mg/m^3 \n", "\n", " N Si Silicate_units AbsSal T T_units \n", "0 15.31 32.14 umol/L 29.227507 9.7647 'deg_C_(ITS90)' \n", "1 17.13 33.90 umol/L 29.484341 9.6880 'deg_C_(ITS90)' \n", "2 NaN NaN umol/L 29.484839 9.6828 'deg_C_(ITS90)' \n", "3 NaN NaN umol/L 30.144549 9.3646 'deg_C_(ITS90)' \n", "4 20.62 37.65 umol/L 30.157913 9.3586 'deg_C_(ITS90)' " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1=pd.DataFrame(qry.all())\n", "df1.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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V6OLF3Erz4eFtticzMyYXq0bdSi3ZKsPcYm7mYR5gO5/xGm/Zes5qTV1JB136HzBiH+gP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\nXyN3EvNCFfF4ut3RjTErxnD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as f:\n", " tmask=np.copy(f.variables['tmask'])\n", " lon=np.copy(f.variables['nav_lon'])\n", " lat=np.copy(f.variables['nav_lat'])\n", "plt.pcolormesh(lon,lat,tmask[0,0,:,:])\n", "plt.plot(df1.Lon,df1.Lat,'k*')\n", "x0=-123.5\n", "y0=47\n", "x1=-126\n", "y1=50\n", "x=np.arange(-127,-123,.5)\n", "y=y0+(y1-y0)/(x1-x0)*(x-x0) # take lat>47-3/2.5*(lon+123.5)\n", "plt.plot(x,y,'m-')\n", "x0=-121\n", "y0=47\n", "x1=-123.5\n", "y1=50\n", "x=np.arange(-124,-120,.5)\n", "y=y0+(y1-y0)/(x1-x0)*(x-x0) # take lat<47-3/2.5*(lon+121)\n", "plt.plot(x,y,'m-')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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F8PCwpxVEMBi0akj4/XeFciXrE0L8DyHEt4UQv1X2/URwDETdspDtBaWi2goM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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(df1['N'],df1['Si'],'k.')\n", "plt.xlabel('N')\n", "plt.ylabel('Si')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from salishsea_tools import gsw_calls, viz_tools, geo_tools, tidetools\n", "import datetime" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "depths = gsw_calls.generic_gsw_caller('gsw_z_from_p.m', \n", " [df1.Pressure.values, df1.Lat.values])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "depths = depths * -1" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df1 = df1.assign(depth = depths)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2495, 19)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.shape" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2495, 19)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.dropna(subset=['Year', 'Month', 'Hour', 'Lat', 'Lon','Pressure']).shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df2 = df1.dropna(subset=['Year', 'Month', 'Hour', 'Lat', 'Lon', 'Si', 'N'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "deptht = (nc.Dataset(\n", "'/results/SalishSea/nowcast-green/01jan18/SalishSea_1d_20180101_20180101_dia2_T.nc')\n", " .variables['deptht'][:])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0.5000003, 1.5000031, 2.5000114, 3.5000305, 4.5000706,\n", " 5.5001507, 6.5003104, 7.500623 , 8.501236 , 9.502433 ,\n", " 10.5047655, 11.509312 , 12.518167 , 13.535412 , 14.568982 ,\n", " 15.634288 , 16.761173 , 18.007135 , 19.481785 , 21.389978 ,\n", " 24.100256 , 28.229916 , 34.685757 , 44.517723 , 58.484333 ,\n", " 76.58559 , 98.06296 , 121.866516 , 147.08946 , 173.11449 ,\n", " 199.57304 , 226.2603 , 253.06664 , 279.93454 , 306.8342 ,\n", " 333.75018 , 360.67453 , 387.6032 , 414.5341 , 441.4661 ],\n", " dtype=float32)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "deptht" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "HINDCAST_PATH= '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2329, 19)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.shape" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons = np.array([])\n", "list_of_lats = np.array([])\n", "list_of_datetimes = np.array([])\n", "list_of_cs_ni = np.array([])\n", "list_of_cs_si = np.array([])\n", "list_of_model_ni = np.array([])\n", "list_of_model_si = np.array([])\n", "list_of_depths = np.array([])\n", "for n in df2.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(df2.Lon[n], df2.Lat[n], \n", " X, Y, land_mask = bathy.mask)\n", " depth = np.argmin(np.abs(deptht - df2.depth[n]))\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = datetime.datetime(year = int(df2.Year[n]), month = int(df2.Month[n]),\n", " day = int(df2.Day[n]), hour = int(df2.Hour[n]),\n", " minute = int((df2.Hour[n] - int(df2.Hour[n]))*60))\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute + 30) / 60\n", " ni_val = ((1-delta)*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " si_val = ((1-delta)*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " ni_val = (delta*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " si_val = (delta*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", "\n", " list_of_lons = np.append(list_of_lons, df2.Lon[n])\n", " list_of_lats = np.append(list_of_lats, df2.Lat[n])\n", " list_of_datetimes = np.append(list_of_datetimes, date)\n", " list_of_cs_ni = np.append(list_of_cs_ni, float(df2['N'][n]))\n", " list_of_cs_si = np.append(list_of_cs_si, float(df2['Si'][n]))\n", " list_of_model_ni = np.append(list_of_model_ni, ni_val)\n", " list_of_model_si = np.append(list_of_model_si, si_val)\n", " list_of_depths = np.append(list_of_depths, depth)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(2279,)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_ni.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shallow nutrient samples (644,)\n" ] } ], "source": [ "print('shallow nutrient samples', list_of_cs_ni[list_of_depths < 15].shape)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intermediate nutrient samples (355,)\n" ] } ], "source": [ "print('intermediate nutrient samples', list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)].shape)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deep nutrient samples (1280,)\n" ] } ], "source": [ "print('deep nutrient samples', list_of_cs_ni[list_of_depths >= 22].shape)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Tp07hwIEDvOiSFtVVxLx580BEiI6OVjqnT58+sLe3R48ePSAUCmFubo7t27fzXrd3oX37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\nJ5F65X//+x+cnZ2l/1eoUAFDhgzB8+fPkZC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons, list_of_lats, 'ro')\n", "ax.plot(list_of_lons[(list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_lats[(list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " 'bo', label = 'Juan de Fuca')\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": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GhIQoY2fPnqUQgu7u7oyKisrV/tklIiKC/v7+BMAffvgh3fzs2bMJgDNnzsx0n4MHD9LD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\nIBUrVpSePXuKu7u79W6dm5ubAPLUU09ZJ1M0bdpUFi1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_lats[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'go')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_title('Stations with 25 <= Ni <= 32 & 58 <= Si <= 93')\n", "ax.set_ylim(48, 50.5)\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(211,)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# All boxed samples have depths > 30 m and are not in Juan de Fuca (211 samples in total)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -3.538846003674042\n", "surface RMSE = 6.917660684363097\n", "surface Willmott = 0.8309561362318326\n", "intermediate bias = -4.384472351795072\n", "intermediate RMSE = 6.776651945388753\n", "intermediate Willmott = 0.5530268758659311\n", "deep bias = -1.1940150120221134\n", "deep RMSE = 3.8010982374846325\n", "deep Willmott = 0.7678296473713924\n", "bias = -2.35359531664837\n", "RMSE = 5.36571883921976\n", "Willmott = 0.912549833123462\n" ] }, { "data": { "image/png": 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v5uTJkwDU1NQ02UPVVjNnzmTz5s0UFxcDUF5eTlZWFklJSfzvf/+jrKwMt9vNpk2bmrzf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\nKX1CCAeA5wF8GsBvgucRgIx99D6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_ni[list_of_depths < 15], list_of_model_ni[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'surface')\n", "ax.plot(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'intermediate')\n", "ax.plot(list_of_cs_ni[list_of_depths >= 22], list_of_model_ni[list_of_depths >= 22], \n", " '.', color = 'DeepPink', alpha = 0.5, label = 'deep')\n", "ax.plot(list_of_cs_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " '.', color = 'Black', alpha = 0.5, label = 'box')\n", "\n", "ax.plot(list_of_cs_ni[(list_of_depths < 15) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = ' Juan de Fuca surface')\n", "ax.plot(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5, label = ' Juan de Fuca intermediate')\n", "ax.plot(list_of_cs_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5, label = ' Juan de Fuca deep')\n", "\n", "ax.plot(np.arange(0,35), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('DFO Nitrate')\n", "ax.set_xlabel('DFO')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths < 15]) \n", " + np.mean(list_of_model_ni[list_of_depths < 15])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths < 15] \n", " - list_of_cs_ni[list_of_depths < 15])**2) /\n", " len(list_of_cs_ni[list_of_depths < 15]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths < 15])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths < 15] \n", " - list_of_cs_ni[list_of_depths < 15])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths < 15] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths < 15] - xbar))**2))))\n", "\n", "print('intermediate bias = ' + str(-np.mean(list_of_cs_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)]) \n", " + np.mean(list_of_model_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])))\n", "print('intermediate RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) /\n", " len(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)]))))\n", "xbar = np.mean(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)])\n", "print('intermediate Willmott = ' + str(1-(np.sum((list_of_model_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) / \n", " np.sum((np.abs(list_of_model_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar) \n", " + np.abs(list_of_cs_ni[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar))**2))))\n", "\n", "print('deep bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths >= 22]) \n", " + np.mean(list_of_model_ni[list_of_depths >= 22])))\n", "print('deep RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths >= 22] \n", " - list_of_cs_ni[list_of_depths >= 22])**2) /\n", " len(list_of_cs_ni[list_of_depths >= 22]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths >= 22])\n", "print('deep Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths >= 22] \n", " - list_of_cs_ni[list_of_depths >= 22])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths >= 22] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths >= 22] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_ni) + np.mean(list_of_model_ni)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni - list_of_cs_ni)**2) /\n", " len(list_of_cs_ni))))\n", "xbar = np.mean(list_of_cs_ni)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_ni - list_of_cs_ni)**2) / \n", " np.sum((np.abs(list_of_model_ni - xbar) \n", " + np.abs(list_of_cs_ni - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IiIhIMxJ26w8xTn9F9cFyfM5qLHEWIrq2w3rrD4MdTUREGtlh52Hax7avNRYb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4non9w8K5f1a8sTh5EO4CuEFEMRkvYRl1x+8kUMft1pnjefUm4PVTxUzT+mhEvzvPknbHvb8jfw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\naZB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Cl0cHEl/eCOLS9V5MVsZiMsvcIycY+cJfEg5nMTeFiNgpwsER4m+5NXKzW6wD2IlH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\nZnbc2u3SkiwuJD61d1mbhcTpqqXF2Ec2JtP3do4NLiK+Ys9T8wM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths < 15], \n", " list_of_model_ni[list_of_depths < 15] \n", " - list_of_cs_ni[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lats[list_of_depths >= 22], \n", " list_of_model_ni[list_of_depths >= 22] \n", " - list_of_cs_ni[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lats[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_lats[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lats[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WrFjBp59+SmRkJKdPnwZg4sSJzJ8/n27duvHpp58yefJkPvroo2/N0Jip6CQi\nIiIiIkEht3wf48wXVB4uxe+qxBZrI6xrO+y3fN/qaCJXvS9dX9I+pn21tpjwGL50fVnvz71+/Xpe\neOEFysvLOX36NAkJCcGi06hRowDo27cvBQUFF527YcMGxowZg91up0OHDtx+++0A7Nmzhx07djBk\nyBAAfD4f7du3v+h8uLzpdWvXrmXJkiXB/ZYtWwLwzjvv8Prrr+P1eiksLCQ/P/+iopPT6eShhx7i\nnnvu4Z577vnW5+rcuXOw4PRVVVVVTJkyhW3btmG329m7d28w36OPPkpkZCQA11xzDW63m02bNvHA\nAw8Ez/d4mv4IUxWdRERERETkvDZO7IOfocX+5eA6BLGdoesoaOP89nNFpF51iO2Aq8IVHOEEUOop\npUNshzrpPyQkBL/fH9yvqKgIbidPnkx2djadOnVi9uzZwccAwsPDAbDb7Xi93ho/n2maJCQksHnz\n5lrnvTDPpRw8eJA5c+aQlZVFy5YtGT9+/CXP+fDDD9mwYQMffPABzz//PNu3b//a7wsQLBxdyty5\nc2nbti25ubn4/X4iIiK+9li/309cXBzbtm37xtfR1GhNJxERERERqa6NE26ZDcP/GNhaUHA6teoI\n2eO2kHnnJrLHbeHUqiMNnkGksRnebTglnhJKKkrwm35KKkoo8ZQwvNvwOun/+uuvJz8/H4/HQ3Fx\nMevWrQPOF1lat26N2+2+rDvPAQwYMIClS5fi8/koLCxk/fr1APTo0YMTJ04Ei05VVVXs3Lmzxv3G\nx8eTk5MDEFy3CWDIkCG8/PLLwf2ioiJcLhdRUVE4HA6OHTvGqlWrLurP7/fzxRdfMGjQIH79619T\nUlKC2+0mPj6erVu3ArB161YOHjxYo3wlJSW0b98em83G22+/jc/nC+Z74403KC8vB+D06dPExsbS\npUsX3n33XSBQkMvNza3x96KxUtFJREREREQalVOrjpD34ud43D6iWoXgcfvIe/FzFZ7kqtezTU8m\npE0gNiKWwtJCYiNimZA2odbrOXm9XsLDw+nUqROjR48mMTGR0aNHk5qaCkBcXBwTJkwgMTGRYcOG\nkZ5+eWu83XvvvXTr1o3evXvzyCOP0K9fPwDCwsJYtmwZM2bMIDk5mZSUlGqLbX+bWbNmMXXqVNLS\n0rDbz98A4emnn6aoqIjExESSk5NZv349ycnJpKam0rNnT8aOHUv//v0v6s/n8/Hwww+TlJREamoq\nP/rRj4hB5B2MAAAgAElEQVSLi+O+++4LTin8wx/+QPfu3WuUb/LkyfzpT38iOTmZ3bt3ExUVuCvo\n8OHDufvuu0lLSyMlJSW4SPmiRYtYuHAhycnJJCQksGLFihp/Lxor49yK881NWlqamZ2dXS99Z2Zm\nBlfFF5Ga0XUjcmV07YhcPl03TV/2uC143D7CY86vBuIp9RIebSft7RstTNa86dqxxq5du+jVq5el\nGXJzc5kwYQJbtmyxNEdTVFpaSkxMjNUx6s2lfj4Nw8gxTTOtJudrpJOIiIiIiDQq7pNewqLs1drC\nouy4T9Z8rRgRqZn58+czZswYnnvuOaujSDOkopOIiIiIiDQq0a1DqCzzVWurLPMR3Vr3QRKpa088\n8QT5+fkMHTrU6ijSDKnoJCIiIiIijUqXsR2pLDfxlHox/YFtZblJl7EdrY4mIiKXQR8ViIiIiIhI\no9Lqzo44gYOLj+A+6SW6dQg9J3ak1Z0qOomINCUqOomIiIhIvfpibz6fbS/gVJmNVlF+UpPi6dS9\nt9WxpJFrdaeKTCIiTZ2KTiLSYDw79+NeuQHfkaPYO7YjeuQAwhO6Wh1LRETq0Rd781mz+RBRoXBN\npJ9yD6zZfIihoMKTiIhIM6c1nUSkQYR+fpTiV5bgLynF3qEN/pJSil9ZgmfnfqujiYhIPfpsewFR\noX4iww0MwyAy3CAq1M9n2wusjiYiIheIjo5usOcaP348y5Ytq/Hxs2fPpmPHjqSkpJCSksJTTz1V\nb9l+/vOfs3bt2m88JjMzk02bNtVbhpo693f25Zdfcv/993/jsQUFBSxevLghYlWjkU4i0iBafJqP\nLa4V9rgYgODWvXKDRjuJiDRjB055OFp+BLevkhh7KF1jW3FtbBynyvTZp4jIlfjipJfP/lPJKbef\nVtE2Uv9fGJ2ugjs7Tps2jenTp9f78/ziF7/41mMyMzOJjo7mlltuqXG/Xq+XkJD6+Xvq0KHDtxbx\nzhWdxo4dWy8Zvo7e7UWkQdhPFGOLjcJ7/DRnPt5K2aqNeHbsw7Njr9XRRESknuRtXsPe0v9QYYYR\nbQ+hwu8jp+goXxS5aRXltzqeiEiT88VJL2tyKyj3+LkmyqDc42dNbgVfnPTWSf+ZmZmMHDkyuD9l\nyhTefPNNIFCMSU9PJzExkYkTJ2KaJgADBw5kxowZ3HjjjXTv3p2NGzde1K9pmkyZMoUePXpwxx13\ncPz48eBjOTk53HbbbfTt25dhw4ZRWFhY47zx8fGcPHkSgOzsbAYOHAiA2+3m0UcfJSkpCafTyXvv\nvQfApEmTSEtLIyEhgVmzZl2yzwtHYcXHxzNr1iz69OlDUlISu3fvpqCggPnz5zN37lxSUlLYtGkT\nJ06c4L777iM9PZ309HQ+/vhjIDBCa9y4cfTv359x48bx5ptvcs899zBkyBDi4+P5wx/+wO9+9ztS\nU1O5+eabOX36NAAHDhxg+PDh9O3bl4yMDHbv3g3AwYMH6devH0lJSTz99NPBzAUFBSQmJga/zsjI\noE+fPvTp0yc4Iuupp55i48aNpKSkMHfuXHw+H08++STp6ek4nU5ee+21Gn/fL4eKTiLSIHzXxlF5\n8AierB34KyoxYqLwu9x4Dx3VFDsRkWbqw42Lia7MJ8QWjZ9Iwm0hhNmiOVjuJTUp3up4IiJNzmf/\nqSQqDCLDbWenLNuICgu017cpU6aQlZXFjh07OHPmDCtXrgw+5vV62bJlCy+++CLPPPPMRee+//77\n7Nmzh/z8fN56661gIaSqqoof/vCHLFu2jJycHB577DFmzpx5yec/V+RJSUnhH//4xzdmffbZZ3E4\nHGzfvp28vDxuv/12AJ5//nmys7PJy8vjX//6F3l5ed/6ulu3bs3WrVuZNGkSc+bMIT4+nieeeIJp\n06axbds2brnlFqZOncq0adPIysrivffe4/vf/37w/Pz8fNauXctf/vIXAHbs2MHy5cvJyspi5syZ\nREZG8tlnn9GvXz/eeustACZOnMi8efPIyclhzpw5TJ48GYCpU6cyadIktm/fTvv27S+Zt02bNvzz\nn/9k69atLF26lB/96EcA/OpXvyIjI4Nt27Yxbdo0Fi5ciMPhICsri6ysLBYsWMDBgwe/9ftxuZr/\nGDwRaRTO3NSbqj+uBgNs4WGYnkowIaxnF02xExFppgrLj9I2sg3eqk2cCemO12hFBKcoc2+kU/eG\nHd4vItIcnHIHRjhdqEWYwSl3/Y8eXb9+PS+88ALl5eWcPn2ahIQE7rrrLgBGjRoFQN++fSkoKLjo\n3A0bNjBmzBjsdjsdOnQIFoH27NnDjh07GDJkCAA+n+9riymXM71u7dq1LFmyJLjfsmVLAN555x1e\nf/11vF4vhYWF5Ofn43Q6v7GvC1/b8uXLv/b58vPzg/sulwu32w3A3XffTYsWLYKPDRo0iJiYGGJi\nYnA4HMHvYVJSEnl5ebjdbjZt2sQDDzwQPMfj8QDw8ccfB0dtjRs3jhkzZlyUpaqqiilTprBt2zbs\ndjt79156ZsmaNWvIy8sLjuoqKSlh3759dOnS5Ru/H5er0RWdDMP4IzASOG6aZuLZtmuApUA8UACM\nNk2zyKqMInL5qq5vR2jn9niLSzFLyzBioglP6o69dRy+I0etjiciIvWgfWQ7XJUuHOE2wqu2AlDi\ncdExLNbiZCIiTVOraBvlnsDNGc45U2nSKrpuJjGFhITg958vYFVUVAS3kydPJjs7m06dOjF79uzg\nYwDh4eEA2O12vN6aT/UzTZOEhAQ2b95c67wX5rmUgwcPMmfOHLKysmjZsiXjx4//1nOgZq/N7/fz\nySefEBERcdFjUVFRl+wPwGazBfdtNhterxe/309cXBzbtm275HMZhnHJ9nPmzp1L27Ztyc3Nxe/3\nXzITBL738+bNY9iwYd/YX201xul1bwLDv9L2FLDONM1uwLqz+yLSxIQldiMiqRtRd2YQeWsqIW2u\nwe8qw96xndXRRESkHozIGIuryk2Jx4XP9FPiceGqcjMiQ6OcRESuROr/C6OsEso9fkzTpNzjp6wy\n0F4Xrr/+evLz8/F4PBQXF7Nu3TrgfEGndevWuN3uy7rzHMCAAQNYunQpPp+PwsJC1q9fD0CPHj04\nceJEsOhUVVXFzp07a9xvfHw8OTk5AMERQABDhgzh5ZdfDu4XFRXhcrmIiorC4XBw7NgxVq1adVmv\n4UIxMTGUlpYG94cOHcq8efOC+19XMKqJ2NhYunTpwrvvvgsEikO5ubkA9O/fPziCa9GiRZc8v6Sk\nhPbt22Oz2Xj77bfx+XyXzDxs2DBeffVVqqqqANi7dy9lZWVXnPvrNLqik2maG4DTX2n+DvCns1//\nCbinQUOJSJ2IHjkAf0kpvuJSTL8fX3Ep/pJSokcOsDqaiIjUA2e/oTw+fDqxYbEcKz9ObFgsjw+f\njrPfUKujiYg0SZ1ahzA0OYLIcBuny0wiw20MTY6o9d3rvF4v4eHhdOrUidGjR5OYmMjo0aNJTU0F\nIC4ujgkTJpCYmMiwYcNIT0+/rP7vvfdeunXrRu/evXnkkUfo168fAGFhYSxbtowZM2aQnJwcXJi7\npmbNmsXUqVNJS0vDbrcH259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PUeN+wih+AoBn536KX1mCr7i0dgvAf9Mnq83gOvhsewFR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\nc66IJTW/MF0ge/ErKT71LOXcQVKDfWTWrSVMFxpdNbUoQydJkiRJNTWzIlZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths < 15], \n", " list_of_model_ni[list_of_depths < 15] \n", " - list_of_cs_ni[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lons[list_of_depths >= 22], \n", " list_of_model_ni[list_of_depths >= 22] \n", " - list_of_cs_ni[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lons[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_lons[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lons[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m4cf76P7CcYrZKvVNIYrZKt1fOM7w431BR6t5KkqJiIiIiIiIiEzT0S19ROKGaDKEcfzb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\nfUZGBrW1tZ0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths < 15], \n", " list_of_model_ni[list_of_depths < 15] \n", " - list_of_cs_ni[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'deep')\n", "ax.plot(list_of_datetimes[list_of_depths >= 22], \n", " list_of_model_ni[list_of_depths >= 22] \n", " - list_of_cs_ni[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_datetimes[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_ni[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_datetimes[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_datetimes[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -14.989891596808667\n", "surface RMSE = 18.830299908140564\n", "surface Willmott = 0.6581290261877007\n", "intermediate bias = -13.325015558077133\n", "intermediate RMSE = 16.478273605659705\n", "intermediate Willmott = 0.4775273029038256\n", "deep bias = -11.047469003404188\n", "deep RMSE = 13.94310899459952\n", "deep Willmott = 0.5698284914540124\n", "bias = -12.516292687941863\n", "RMSE = 15.864570645189147\n", "Willmott = 0.7493683577201395\n" ] }, { "data": { "image/png": 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7XFRUVO3zKyozmUxN7nvUOimfzheyKNF70L6wgMJ9pylu78m5VI3iHaccli0K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\ntAcXuuDGi0Eph8MmsLbD1nqI9EOfDDYdPmWHIRNcNx8cHsjugcUhUBm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TrchhkaMFgwTp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\nefGNopefMFNBtKIyZVVFTQghhPU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_si[list_of_depths < 15], list_of_model_si[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'surface')\n", "ax.plot(list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'intermediate')\n", "ax.plot(list_of_cs_si[list_of_depths >= 22], list_of_model_si[list_of_depths >= 22], \n", " '.', color = 'DeepPink', alpha = 0.5, label = 'deep')\n", "ax.plot(list_of_cs_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " '.', color = 'Black', alpha = 0.5, label = 'box')\n", "\n", "ax.plot(list_of_cs_si[(list_of_depths < 15) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = ' Juan de Fuca surface')\n", "ax.plot(list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5, label = ' Juan de Fuca intermediate')\n", "ax.plot(list_of_cs_si[(list_of_depths >= 22) & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5, label = ' Juan de Fuca deep')\n", "\n", "ax.plot(np.arange(0,56), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('DFO Silicon')\n", "ax.set_xlabel('DFO')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_si[list_of_depths < 15]) \n", " + np.mean(list_of_model_si[list_of_depths < 15])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths < 15] \n", " - list_of_cs_si[list_of_depths < 15])**2) /\n", " len(list_of_cs_si[list_of_depths < 15]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths < 15])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths < 15] \n", " - list_of_cs_si[list_of_depths < 15])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths < 15] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths < 15] - xbar))**2))))\n", "\n", "print('intermediate bias = ' + str(-np.mean(list_of_cs_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)]) \n", " + np.mean(list_of_model_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])))\n", "print('intermediate RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) /\n", " len(list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)]))))\n", "xbar = np.mean(list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)])\n", "print('intermediate Willmott = ' + str(1-(np.sum((list_of_model_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] \n", " - list_of_cs_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)])**2) / \n", " np.sum((np.abs(list_of_model_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar) \n", " + np.abs(list_of_cs_si[(22 > list_of_depths) \n", " & (list_of_depths >= 15)] - xbar))**2))))\n", "\n", "print('deep bias = ' + str(-np.mean(list_of_cs_si[list_of_depths >= 22]) \n", " + np.mean(list_of_model_si[list_of_depths >= 22])))\n", "print('deep RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths >= 22] \n", " - list_of_cs_si[list_of_depths >= 22])**2) /\n", " len(list_of_cs_si[list_of_depths >= 22]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths >= 22])\n", "print('deep Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths >= 22] \n", " - list_of_cs_si[list_of_depths >= 22])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths >= 22] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths >= 22] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_si) + np.mean(list_of_model_si)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_si - list_of_cs_si)**2) /\n", " len(list_of_cs_si))))\n", "xbar = np.mean(list_of_cs_si)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_si - list_of_cs_si)**2) / \n", " np.sum((np.abs(list_of_model_si - xbar) \n", " + np.abs(list_of_cs_si - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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naZDrB4/jleUzAV/SxFnjxFHrZOywSUGOrHmLj+iIo8ZBTFi0v60hybpT59Bq\nFxKjObRERKRFCUvqriSTiEgT2X54O8t3LeeA4wCdojsxqscoenfoHeywmtzUqVOZNm1asMM4I9M0\nMU2TefPmMXfuXK6++upgh9QsqNJJGsQ+cATDul/HjuP7WO7MY8fxfQzrfp0SIGdx/eBxOGqdlLsc\neEwv5S4Hjlon1w8e973nnTosz9CwPBEREZEzO1wI67Jh+T2+7eHCYEck0mS2H97O3Ly5OKodxEfF\n46h2MDdvLtsPbw9I/zk5OYwePdq/P2XKFObPnw/Ab37zGzIzM0lOTmbixImYpglAVlYW06dPZ8CA\nAfTs2ZM1a9ac1q9pmkyZMoVevXpx3XXXcfjwYf9z+fn5XHPNNfTv35+RI0dSUlLS4HgTExM5cuQI\nAHl5eWRlZQHgdDq5++67SUlJwW6388477wBw//33k5GRQVJSEjNmzKi3zzlz5tC3b1/sdju33347\n4Ku0mjlzpv+Y5ORkiouLKS4uplevXtx1110kJyfz5JNP8tlnn/Hf//3fPPTQQxQXFzN48GD69etH\nv379WLdunb+PZ599lpSUFFJTU/2VW3v27GHUqFH079+fwYMHs317YP5fg0mVTtIghetX8PHulfRq\n24X+JyqdPt69ku7r05R4+h72gSO4D+qsXjd22KSzvmclVQe5LKLuyj+aQ0tERETkPxwuhLyZEB4H\nUZdDdalvP2MadLAHOzqRgFu+azkxYTHEhMcA+LfLdy1v8mqnKVOm8Otf/xqA8ePHs2zZMm644QYA\n3G43GzZs4MMPP+SJJ55g5cqVdc5999132bFjB0VFRRw6dIi+fftyzz33UFtbyy9/+Uvef/99Lr30\nUhYvXsxjjz3Ga6+9dtr1Z82axZtvvgn4EjYjR448Y6xPPvkkMTExbN68GYDS0lIAnn76aS655BI8\nHg/Dhg2jsLAQu73u94rf/e537N27l7CwMMrKys76vuzatYu//vWv/PCHPwRg1apVzJw5k4yMDKqq\nqvjXv/5FeHg4u3btYuzYseTl5fHRRx/x/vvv88UXXxAREcGxY8cAmDhxIi+//DI9evTgiy++YPLk\nyXzyySdnjaE5U9JJGuTUyhvAv/1gzUIlnc7CPnDEOb9H8REdKa74mm/NchxmNdHl4VxqxJAY1bmJ\nohQRkRblcCHsXgqOfRDdBbqP0QdsuTjtXupLOIXH+fZPbncv1T0hrdIBxwHio+LrtEWFRXHAcaDJ\nr71q1SpmAcMxAAAgAElEQVSee+45qqqqOHbsGElJSf6k05gxYwDo378/xcXFp527evVqxo4di9Vq\npVOnTlx77bUA7Nixgy1btjB8+HAAPB4P8fHxp50P5za8buXKlSxatMi/Hxfn+97w1ltv8eqrr+J2\nuykpKaGoqOi0pJPdbueOO+7gpptu4qabbjrrtbp27epPOP2n2tpapkyZwqZNm7BarezcudMf3913\n301ERAQAl1xyCU6nk3Xr1nHrrbf6z3e5XA16vc2Zkk7SIKq8ubB6xfdlWeUXRHhDCPdaqLC6OGQ5\nwMj4M2fzRUTkIqHKDpHvOPb57oNThcX42kVaoU7RnXBUO/wVTgAVrgo6RXcKSP8hISF4vV7/fnV1\ntX87efJk8vLy6Ny5M9nZ2f7nAMLCwgCwWq243e4GX880TZKSkli/fn2j4z01nvrs3buXmTNnkpub\nS1xcHBMmTKj3nA8++IDVq1fzj3/8g6effprNmzef8X0BiIyMPOM1Z82axWWXXUZBQQFer5fw8PAz\nHuv1eomNjWXTpk3f+zpaGs3pJA0SH9GRfRX72VC+hU8cG9lQvoV9Ffu1el0T2VFSRIrZiSgzjGqr\nhygzjBSzEztKioIdmki9XFt3c/TZ1zj8wG85+uxruLbuDnZIIq3XqZUdhuW7x7uXBjsykQsvugu4\nyuu2ucp97VIv/cxu2Ub1GEW5q5zy6nK8ppfy6nLKXeWM6jEqIP137dqVoqIiXC4XZWVlfPzxx8B3\nSZb27dvjdDrPaeU5gCFDhrB48WI8Hg8lJSWsWrUKgF69evHtt9/6k061tbVs3bq1wf0mJiaSn58P\n4J+3CWD48OG8+OKL/v3S0lIcDgeRkZHExMRw6NAhPvroo9P683q9fP311wwdOpRnn32W8vJynE4n\niYmJbNy4EYCNGzeyd+/eBsVXXl5OfHw8FouFN954A4/H44/vL3/5C1VVVQAcO3aM6OhounXrxttv\nvw34EnIFBQUNfi+aKyWdpEF6xfdli+UAFYaLCDOECsPFFssBesX3DXZorVJJ1UE62xIYEJNMBj0Y\nEJNMZ1uCKsukWXJt3U3ZS4vwlldg7dQBb3kFZS8t0i+xIk3Fsc9XyXEqVXbIxar7GF+1X3UpmN7v\nHncfE+zImiX9zG75enfozb0Z9xIdHk1JRQnR4dHcm3Fvo+dzcrvdhIWF0blzZ2677TaSk5O57bbb\nSE9PByA2NpZ7772X5ORkRo4cSWZm5jn1f/PNN9OjRw/69u3LXXfdxcCBAwEIDQ1lyZIlTJ8+ndTU\nVNLS0upMtn02M2bM4MEHHyQjIwOr1epvf/zxxyktLSU5OZnU1FRWrVpFamoq6enp9O7dm3HjxjFo\n0KDT+vN4PNx5552kpKSQnp7OAw88QGxsLLfccot/SOEf//hHevbs2aD4Jk+ezF//+ldSU1PZvn27\nvypq1KhR3HjjjWRkZJCWluafpHzBggXMmzeP1NRUkpKSeP/99xv8XjRXxskZ51ubjIwMMy8vL9hh\ntBrPPDeBr5xfc9hbjtOowWaG0sESQ1dbZx59eH6ww2t1nnluAo4aBzFh0ZSVlREbG0u5y0F0aLTe\nb2l2jj77mu+X19gof5unrAJLTBTtpt8TxMiCLycnx7+KikjArMv2fag+OXcNfLd/VXawomp1dP+2\nIJrjrMEulp/ZLe3+3bZtG3369AlqDAUFBdx7771s2LAhqHFI81Pf16dhGPmmaWY05HzN6SQNcrLy\nJtH4biJrj+lV5U0TuX7wOJ77IJvC6n9TbdYSXt6GOCJ4eNikYIcmchrP/oNYO9Wd880SHYlnv74/\niDSJ7mN8cziBr8LJVe5LOiX/d3DjEgmWDnYlmRpIP7OlPi+//DJz5sxh9uzZwQ5FWiENr5MGiY/o\niLPGWafNWePUnE5NyMA48cj8j32R5sWa0BGvo7JOm9dRiTVB3x9EmkQHu2/S8PA4qPjGt9Uk4iLS\nAPqZLfWZNGkSRUVFjBihVckl8FTp1Moc/Wg/exfux3nEja19CN3GJdDuRwmN7vf6weN4Zbnvr6q2\nUBvOGieOWidjVXnTJD5Ys5DLwy8j6eTwuhjf8LoP1izEPlA/DKR5sY0eQtlLviVpLdGReB2VeMsr\niL7j+iBHJiKthoZPyffR10eD6We2iFxoqnRqRY5+tJ/C2V/hcnqIbBeCy+mhcPZXHP1of6P7tg8c\nwX2jphEdGs2hqsNEh0Zz36hpSoA0kZKqg9hCbXXabKE2DWeUZiksqTuxk2/HEhOF58BhLDFRxE6+\nnbCk7sEOTaR1OlzoG15XXepbKr661Ld/uDDYkTWNi+31yrnR18c50c9sEbnQVOnUiuxduJ/QCIOw\nKN9/q2/rZu/C/QGpdrIPHKEk03k61wq0+IiO/onET9JwRmnOwpK66xdWkQtl91LclQY1W4sxHU6M\naBuhibGE7F7aOqs7di/1DSE8OXH6yW1rfb1ybvT1cc70M1tELiRVOrUiziNuQiOtddpCI604j7iD\nFJHA+VWgXT94HI5aJ+UuB6bppdzlwFHr5PrB4y5g5CIi0hy5922mumAfZrULIyoSs9pFdcE+3Ps2\nBzu0puHY55sw/VRhMb52Ecc+KLkE/tYW5kT6tiWX6OtDRKSZUNKpFbG1D6Gk9FvWl29gheNT1pdv\noKT0W2ztVdAWTKdWoBkW3zY0wmDvwjMnnU4OZ7zkSFdsWwaR8OmPuX7rAySUJV3AyEVEpDmq2efG\nEu7BEh6GYRhYwsOwhHuo2ddK/8gU3cW3Qt+pXOW+dpGj3WBpCDgt0M70bZeG+NpF5JzYbLazHxQg\nEyZMYMmSJQ0+Pjs7m4SEBNLS0khLS+ORRx5psth+/etfs3Llyu89Jicnh3Xr1jVZDA118v/swIED\n/OQnP/neY4uLi1m4cOGFCKsOZSNaEfeVh9n+j4NYTQu2kHBq3Ba2e0rocKUZ7NAuas4jbiLb1b3V\nGlKBllCWRMY2GzXeSi65LIaaSl+FlB0CMlxSRERapuOHuhB52WGgEpMIDKowQmupPNSFiGAH1xS6\nj/HN0QO+CidXuW/enuT/Dm5c0jzsTIOwLyDcDUY4hB8HVy3svDLYkYk0ma+PuPny3zUcdXppZ7OQ\n/oNQOl8EhQZTp05l2rRpTX6d3/zmN2c9JicnB5vNxlVXXdXgft1uNyEhTfP/1KlTp7Mm8U4mncaN\nu7CjZ1Tp1IqsqlpCZc9c2rTxYKmOok0bD5U9c1lV1fAMckN9vbOIv7/zIX95fTl/f+dDvt5ZFPBr\ntBa29iHUVHrqtNVUes5agXayQsralgZXSImIyEWgQzpVFYPxEonBMbxEUlUxGDqkBzsyP9fW3Rx9\n9jUOP/Bbjj77Gq6tu8+/sw52yJjmm6un4hvfNmOa5usRn9K2cEUmhLSFGodve0Wmr12kFfr6iJsV\nBdVUubxcEmlQ5fKyoqCarwM0pUpOTg6jR4/270+ZMoX58+cDvmRMZmYmycnJTJw4EdP0FTdkZWUx\nffp0BgwYQM+ePVmzZs1p/ZqmyZQpU+jVqxfXXXcdhw8f9j+Xn5/PNddcQ//+/Rk5ciQlJSUNjjcx\nMZEjR44AkJeXR1ZWFgBOp5O7776blJQU7HY777zzDgD3338/GRkZJCUlMWPGjHr7PLUKKzExkRkz\nZtCvXz9SUlLYvn07xcXFvPzyy8yaNYu0tDTWrFnDt99+yy233EJmZiaZmZmsXbsW8FVojR8/nkGD\nBjF+/Hjmz5/PTTfdxPDhw0lMTOSPf/wjzz//POnp6fzwhz/k2LFjAOzZs4dRo0bRv39/Bg8ezPbt\n2wHYu3cvAwcOJCUlhccff9wfc3FxMcnJyf7HgwcPpl+/fvTr189fkfXII4+wZs0a0tLSmDVrFh6P\nh4ceeojMzEzsdjuvvPJKg9/3c6GkUytSUnWQ0M7Hqbo6D+fwVVRdnUdo5+MBX/Hs651FrFi/jyoX\nXBLhpcoFK9bvU+LpDLqNS6CmysRV4cb0+rY1VSbdxn1/tZLm6BIRkfrYRg+h9lg0laXXUumZQGXp\ntdQei8Y2ekiwQwN8CaeylxbhLa/A2qkD3vIKyl5a1PjE01XZMOo131YJJzkpIQo8cdD5Guh+o2/r\nifO1i7RCX/67hshQiAizYBgGEWEWIkN97U1typQp5ObmsmXLFo4fP86yZcv8z7ndbjZs2MDs2bN5\n4oknTjv33XffZceOHRQVFfH666/7EyG1tbX88pe/ZMmSJeTn53PPPffw2GOP1Xv9k0metLQ0/vnP\nf35vrE8++SQxMTFs3ryZwsJCrr32WgCefvpp8vLyKCws5NNPP6Ww8OwrXbZv356NGzdy//33M3Pm\nTBITE5k0aRJTp05l06ZNDB48mAcffJCpU6eSm5vLO++8w89//nP/+UVFRaxcuZK//e1vAGzZsoWl\nS5eSm5vLY489RkREBF9++SUDBw7k9ddfB2DixIm88MIL5OfnM3PmTCZPngzAgw8+yP3338/mzZuJ\nj4+vN94OHTrwr3/9i40bN7J48WIeeOABAH73u98xePBgNm3axNSpU5k3bx4xMTHk5uaSm5vL3Llz\n2bt371nfj3PV+mvwLiIXasWzLzcXE9kGIsIMACLCALx8ubmYzj37BvRarUG7HyVghzqr1/We+P2r\n14GvQsrlPPcKKRERad1OLnnuXLYaz/6DWBM6En3H9c1mNSrnstVYYqKwxvo+9J/cOpetbjYxSisy\n+gp46Uvf4+hQcNRAuQvu0O+k0joddfoqnE7VNtTgqNPb5NdetWoVzz33HFVVVRw7doykpCRuuOEG\nAMaMGQNA//79KS4uPu3c1atXM3bsWKxWK506dfIngXbs2MGWLVsYPnw4AB6P54zJlHMZXrdy5UoW\nLVrk34+L861s+dZbb/Hqq6/idrspKSmhqKgIu/37/5Bx6mtbunTpGa9XVPRdEYbD4cDpdAJw4403\n0rbtd9WXQ4cOJSoqiqioKGJiYvzvYUpKCoWFhTidTtatW8ett97qP8flcgGwdu1af9XW+PHjmT59\n+mmx1NbWMmXKFDZt2oTVamXnzp31xrxixQoKCwv9VV3l5eXs2rWLbt0COyeePr22ItcPHscry31z\nHthCbThrnDhqnYwdNimg1zlaaeGSiLrf1NqG+tqlfu1+dPYk03/qNi6BDb/dS2VVKGUHarAaJuHh\nMGCiJk4VEbnYNeclzz37DxIa0o7QtTVYHCbeaIOaK8KpcQa28loEgKT2MDkdlu2B/RW+Cqc7+vra\nRVqhdjYLVS6vvwAA4HiNSTtbYD6LhYSE4PV+91mvurrav508eTJ5eXl07tyZ7Oxs/3MAYWFhAFit\nVtzuho/MME2TpKQk1q9f3+h4T42nPnv37mXmzJnk5uYSFxfHhAkTznoONOy1eb1ePv/8c8LDw097\nLjIyst7+ACwWi3/fYrHgdrvxer3ExsayadOmeq9lGEa97SfNmjWLyy67jIKCArxeb70xge+9f+GF\nFxg5cuT39tdYyhK0IidXPIsOjeZQ1WGiQ6O5b9Q07ANHBPQ67SK9HP+P6s3jNb52CayT31BME0zD\nOOs3GBERkWALbXMp4etdWKpNzCiwVJuEr3cR2ubS8+6zZv0yqp77Mcez+1P13I+pWb/s7CfJxSOp\nPUy/EuZc59sq4SStWPoPQqmsgSqXF9M0qXJ5qazxtQdC165dKSoqwuVyUVZWxscffwx8l9Bp3749\nTqfznFaeAxgyZAiLFy/G4/FQUlLCqlWrAOjVqxfffvutP+lUW1vL1q1bG9xvYmIi+fn5AP4KIIDh\nw4fz4osv+vdLS0txOBxERkYSExPDoUOH+Oijj87pNZwqKiqKiooK//6IESN44YUX/PtnShg1RHR0\nNN26dePtt98GfMmhgoICAAYNGuSv4FqwYEG955eXlxMfH4/FYuGNN97A4/HUG/PIkSP505/+RG1t\nLQA7d+6ksrLyvOM+EyWdWhn7wBE8+vB85mQv59GH5wc84QSQnpJIZa2FKpd54hudSWWthfSUxIBf\n62K2d+F+otpZiE2ooVtSKF16hxLVzqKJxEVEpFmzGZfjoRYPtZjgf2wzLj+v/mrWL8Oz/H+hphQz\nohPUlOJZ/r9KPInIRalz+xBGpIYTEWbhWKVJRJiFEanhjV69zu12ExYWRufOnbnttttITk7mtttu\nIz3dt0hFbGws9957L8nJyYwcOZLMzMxz6v/mm2+mR48e9O3bl7vuuouBAwcCEBoaypIlS5g+fTqp\nqamkpaX553tqiBkzZvDggw+SkZGB1frdfLiPP/44paWlJCcnk5qayqpVq0hNTSU9PZ3evXszbtw4\nBg0adE6v4VQ33HAD7777rn8i8Tlz5pCXl4fdbqdv3768/PLL5903+BJK8+bNIzU1laSkJN5//30A\n/vCHP/Diiy+SkpLC/v31fy6cPHkyf/3rX0lNTWX79u3+Siu73Y7VaiU1NZVZs2bx85//nL59+9Kv\nXz+Sk5O57777zqlKraGMkzPOtzYZGRlmXl5esMNotb7eWcSXm4s5WmmhXaSX9JREzecUYDk/Wkdk\nuxDKHeXExsYCYHpNKo+6yfqo4Utzikjw5OTk+FdREbloPLASd0gNNbv3YVZUYkRFEtq9CyHuUF8l\nyjmqeu7HUFOKERbnbzNdpRAaR8TD7wcy8jp0/4q0XC3t/t22bRt9+vQJagwFBQXce++9bNiwIahx\nSPNT39enYRj5pmlmNOR8zekk56Vzz75KMjUxW/sQyg7U4nC0oaykhtAQk4gIg9hObYIdmoiIyJkl\nRBFS7iLk6vTv2spcEBN25nO+h1H1DTh7ErKrI4YjHDO6GnePg2Crf2JUERE5Ny+//DJz5sxh9uzZ\nwQ5FWiElnVqZox/tr7NKWrdx5z6BtTQPcX0j2FXkwIKF8BCTmlqDyjKDbtdFBDs0ERGRMxt9BTz/\nCZR8BSFl4I4FS1e449rz68/ZmzZfdMSMsGBGVUN1CG2+6ETtlZolQkQkECZNmsSkSYFdfErkJCWd\nWpGjH+2ncPZXhEYYRLYLweX0UDj7K+ygxFMLVFpURYc4k/Jyk1qvQWgbiIs0KS2qCnZoIiIiZ3bp\nAcj8GAo6wbFYuKQKUj+GS3sD5z7BcxvXKMw2a6GNAUYYtHFitjFp4xoV+Nil2XFt3Y1z2Wo8+w9i\nTeiIbfSQZrtyo4iInE5Jp1Zk78L9hEYYhEX5/lt9Wzd7F+5X0imIzrf6zHnETXTHNpgRVcTG+qqb\nTK+J80jgJ3cTEREJmN1LoWc42E3gxCo41eG+9g72c+4uxIjH0+cqvN98CbUOaBONpU86ViM+sHFL\ns+PaupuylxZhiYnC2qkD3vIKyl5aROzk25V4agQl8kTkQlLSqRVxHnET2a7uf2lopFVJiiBqTPWZ\nrb3v+FPVVHqwNXJlChERkSbl2AdR/7FSXViMr/18JERhLU/E2rXXd22NmCNKWg7nstW+hFNsFIB/\n61y2WkmS86REnohcaBoM34rY2odQU6kkRXNyavWZYfFtQyMM9i6sf3nLU3Ubl0BNlYnnuK/CyVXh\npqbKpNs4Va2JiEgzFt0FSnJhy3zY+IJvW5Lraz8fo6+Acpcv0eQ1fdtyl69dWjXP/oNYoiPrtFmi\nI/HsPxikiFq+UxN5hsWCNTYKS0wUzmWrgx2aiLRSSjq1IieTFK4Kt5IUzYTziJvQSGudtoZWn7X7\nUQL2X3XF0tak8qibMJsV+6+6aqikNEuurbs5+uxrHH7gtxx99jVcW3cHOyQRCRZrFBxYAzWVEBLp\n2x5Y42s/H0ntYXK6r7LpgNO3nZzua5dWzZrQEa+jsk6b11GJNaFjkCJq+ZTIk+9js9ku2LUmTJjA\nkiVLGnx8dnY2CQkJpKWlkZaWxiOPPNKE0X2nuLiY5OTkC3Kt1kolMK1Iux8lYIc68wf1nqjV64Lp\n5BC5k/NswblVn7X7UQJt2u4iK+uqpgpRpNFUqi8idRT/AyITwOMCTzWERoL1El/7lf9zfn0mtVeS\n6SJkGz2EspcWAb7EiNdRibe8gug7rg9yZC2XNaEj3vIK/1BFUCKvJTq6q4q9n5ThLKnBFh9Kt2tj\nadej9a9wPXXqVKZNmxbsMOQcqdKplWn3owQy3hhA1kdXkfHGACWcgkzVZ3IxUKm+iNTh3A8Rl0FM\nIlzS27eNuMzXLnIOwpK6Ezv5diwxUXgOHMYSE6U/aDSSbfQQvOUVeMoqML1ePGUVeMsrsI0eEuzQ\npIGO7qqi8I1DuBxuIi9rg8vhpvCNQxzdFZgVrnNychg9erR/f8qUKcyfPx+A3/zmN2RmZpKcnMzE\niRMxTROArKwspk+fzoABA+jZsydr1qw5rV/TNJkyZQq9evXiuuuu4/Dhw/7n8vPzueaaa+jfvz8j\nR46kpKSkwfEmJiZy5MgRAPLy8sjKygLA6XRy9913k5KSgt1u55133gHg/vvvJyMjg6SkJGbMmFFv\nn/n5+aSmppKamsqLL77ob/d4PDz00ENkZmZit9t55ZVX/M/9/ve/97ef7Le4uJjevXtzxx130KdP\nH37yk59QVXXxrUSupJNIEzo5RC7MZtUQOWm1VKovAXW4ENZlw/J7fNvDhcGOSM6VLQGv41tqvy6h\nZvdX1H5dgtfxLdj0s0/OXVhSd9pNv4cOc/4f7abfo4RTIymR1/Lt/aSM0CgrYdEn5oyNDiE0ysre\nT8qa/NpTpkwhNzeXLVu2cPz4cZYtW+Z/zu12s2HDBmbPns0TTzxx2rnvvvsuO3bsoKioiNdff511\n69YBUFtbyy9/+UuWLFlCfn4+99xzD4899li91581a5Z/eN0///nP7431ySefJCYmhs2bN1NYWMi1\n114LwNNPP01eXh6FhYV8+umnFBae/nvG3XffzQsvvEBBQUGd9nnz5hETE0Nubi65ubnMnTuXvXv3\nsmLFCnbt2sWGDRvYtGkT+fn5rF7t++Prjh07mDx5Mtu2bSM6OpqXXnrpe+NujTS8TqSJtfuRhjhK\n66ZSfQmYw4WQNxPC43yrn1WX+vYzpkEHe7CjkwaqveQWjH/PAKMtRmgEuJ14jx3H84PJtAl2cC3J\n4ULYvdS36l90F+g+RveBBERYUnclmVowZ0kNkZfV/W4aarPiLKlp8muvWrWK5557jqqqKo4dO0ZS\nUhI33HADAGPGjAGgf//+FBcXn3bu6tWrGTt2LFarlU6dOvmTQDt27GDLli0MHz4c8FUTxcfH13v9\ncxlet3LlShYtWuTfj4uLA+Ctt97i1Vdfxe12U1JSQlFREXb7d99by8rKKCsrY8gQX/Xf+PHj+eij\njwBYsWIFhYWF/rmoysvL2bVrFytWrGDFihWkp6cDviqrXbt20aVLFzp37sygQYMAuPPOO5kzZ85F\nN0RQSScREWkUzbkhAbN7qS/hFO77xdC/3b1UH7ZbEMfGSEKqb6StbT0WyvBaY6lyDse9MZJ2w4Md\nXQuhBKyInIEtPhSXw01Y9Clzxjo92OJDA9J/SEgIXq/Xv19dXe3fTp48mby8PDp37kx2drb/OYCw\nsDAArFYrbvfZF006yTRNkpKSWL9+faPjPTWe+uzdu5eZM2eSm5tLXFwcEyZMOOs5/xnrCy+8wMiR\nI+u0//Of/+TRRx/lvvvuq9NeXFyMYRh12v5z/2Kg4XUiItIoKtWXgHHsg7CYum1hMb52qWvrEXj2\nC3hgpW+79UiwI/Lz7D+Iu+3VOM3pOMxncJrTcbe9ulFDbi+6FTJPTcAalu8e714a7MhEJMi6XRtL\nTYUHl+PEnLEONzUVHrpdGxuQ/rt27UpRUREul4uysjI+/vhj4LuETvv27XE6nee08hzAkCFDWLx4\nMR6Ph5KSElatWgVAr169+Pbbb/1Jp9raWrZu3drgfhMTE8nPzwfwz9sEMHz48DrzMZWWluJwOIiM\njCQmJoZDhw75K5hOFRsbS2xsLJ999hkACxYs8D83cuRI/vSnP1FbWwvAzp07qaysZOTIkbz22ms4\nnU4A9u/f75+zat++ff7XtnDhQq6++uoGv7bWQpVOcl6+3lnEl5uLOVppoV2kl/SURDr37BvssEQk\nSMKIJYwkoAsQBQTmFx+5yER38VV0nKxwAnCV+9qbk61HYNke2F8BCVEw+ooLu7La1iPw0pcQEwad\nbFDu8u1PTm8WK7wFesjtRblCpmOfr8LpVErAigjQrkcE9vGX1Vm9rvdN7Ru9ep3b7SYsLIzOnTtz\n2223kZycTLdu3fxDxmJjY7n33v/P3ptHyXHcd56fiLzq7BuNJpoECAIUCTR4gxIPiZZkWRIlmLZo\nr55NPq8tWtLallf28/itZjj2SuvnoUaztEfWszQ+uOTs2kPLGpmWaFoUNbbI4U2KJ4AGeOBqAA00\n+gC6666szIj9I6q7qwH0UX1WN/LzHhhdwcqoyKysyIhf/H7f3+fYsWMHXV1d3HjjjXW1/6lPfYof\n//jHbN++nY0bN3LzzTcD4Lou3/3ud/niF7/I2NgYQRDwu7/7u/T09Myp3S9/+cv8+q//On/4h384\nISIO8Ad/8Ad84QtfYMeOHViWxZe//GXuvPNOrrvuOq688sopYW9n89BDD3HPPfcghOCjH/3oRP1n\nP/tZjhw5wvXXX4/WmnXr1vG9732Pj370o+zfv3/inFKpFH/7t3+LZVlcccUVfPOb3+See+5h+/bt\n/OZv/mZd120tIMYV59caO3fu1K+88spKd2NNcuydffzohaMkHUXchaIP+YrkozdvjAxP52Hk8X4O\nP9xPbjgg1WGz+a76NJ6eeuqpKQNoRETDUbsAbnIh45tFcIMsgFeS6PdbJ7UhRV6zMTiVzjRWSFEj\n3O9fe8l8Zos3WTdaNn360vuWpw8zUGskqg25na+RaORrD55jxApHs8jmNO1fumcxuz6FFf39Pv+V\ncw2w469v+crK9CkiYhWx2p6/+/fvZ9u2bSvahzfffJPPfe5zvPzyyyvaj7XEkSNH2LVrF3v37l3p\nrqoVFwcAACAASURBVCyI892fQohXtdY753J8FF4XUTev7zlC0lEkPIEQgoQnSDqK1/ccWemuNRwj\nj/ez++t9lHMhyXabci5k99f7GHl8bmmjRx7vp/KnPk/d/jyv/MrLcz4uImJZeeygWey2eCCFKZs9\nUx8RUQ+dVxsDU6wVssdN2UgGJ2iM+70/awxetTS5pr4B8Hq20vqxT5Dc65F4JENyr0frxz4xb6+k\nsH8AVfIpPPs6+cefofDs66iSv7YzZG690xiZSmdAq8m/t9650j2LiIhYg/zFX/wFv/zLv8wf//Ef\nr3RXItYgUXhdxJwZ99g5NdZGIlnBv7aEu9WIxMVdGMlHNsyzOfxwP25C4KXNT82UAYcf7p/V22nc\nYKWUILl+0mB1NUTZ8CIai/6sCfGppYEWwBGrjM6rG8vIdDaNcL93p8/1dMr4pr4R6B3GfWIEd8d2\nuKXqDfbECGwZnp83mOtQeu4NZFMSkU6iy2VKL7xB/NZrF7/v07HcmeTGDbC1n7nj1xv7txEREbFq\n+Y3f+A1+4zd+Y6W7sea49NJLV72X02IQGZ0i5sS4AcRNCOKJEL9sET6dBPK4WwOKPrQn1aztXGjk\nhgPCZsWRSkhRWMR1SJcHleHZw1rHDVZhCEKKugxWERHLSqMvgFcbK60XFDEzjXC/79piQvxgaojf\n3Q0S4l7rDQaT5WMH53Uvay04O9ePqNYvCyuVSW6uBthozIiuQUREREQDExmdIqalVosoM6pIJARe\n2mFDEHIwJgBN+Y0YwSVZ8hXJrTsbTOi1AVCtioNlGzvQWGOSYmhx0BJckpo9NWduOCDZblPMTNa5\nSYvc8NxTkEZELAuNvgBeTfQOw30vwlAB/ADeOg27h+Dem6IFVKPQCPd7Twdsb4MH9hgtpxYPPntV\n49wji+wNJio+ySuuxX4zh5UThClNcE2KsOIvQmfnwIFHCPICv/cIOpNDNKVwL23BPvDIynseNbio\n/IKZi4fZWr8GFwrPPA/feQb6i9Adh09/AD5wy0r3alnRWiPEMhnTIyLmyGJogEfxUGuM3S/8iK/+\np1/ji1/5OF/9T7/G7hd+NK92ztYiKvqCM2NQOF2hyfbYQojjKgp5h4RHJCI+DaevKSJHBEG/TSUn\nUWUBJc1AyZ5VnynVYePnwyl1fj4k1RHZiiMajJ4OM7lv9uBEzpTRZH9+PLQHDo0aN44mz5SHRk19\nRGPQCPf7o+/CQ73ms3e0m/KhXlO/CJR7DzDytQcZ/OJ9jHztQcq9B+proDttjHG1LMAbzHXWkXzb\nw+vswtq2Hq+zi+TbHq6zbl7t1UtwdA+lN4+iS2UT3lcqU3rzKMHRBvhdNoLG2FIx7mFWOjPVw2xw\n99T3reVrcKHwzPNw/xMw5kNX3JT3P2HqLxBisRgjIyOLssCPiFgstNaMjIwQi8UW1E60el1D7H7h\nR/zlD++nyUmxPtFJxs/wlz+8n/8NuPrmj856fC1naxHFXfArMDqiSLRBk+3hZQO8ZsnOX/jEEpzN\n2mCsYqGLIIRmIjZAayqumDVMbvNd3ez+eh+hAt2k8fMhfkFz5eej0LqIBqSnIzIyLQavnIK0A7Hq\n4zlmg9amPqJxWOn7/YE9kHLMwhomywf2wB2XL6jp2sxz1oZO1FiW0W99u77Mc4vsDZYSF1NmHwAC\nB0UFqJASCzvXueIfDZCxEOGZ6yxiHloU8I8GKz+RbgSNsaXiwCMmpHE8g994ebaHWX+WwPbxn92H\nzuYR6STu1o3YuWXyhItYON95BoQLR+NQEJBwoKVo6i8Qb6eLL76Y48ePMzQ0tNJdiYiYQiwW4+KL\nL15QGyv+rIxYPP75mYdpclI0e02ofJHESJ6gkuf7/+1PuKLpsrqyxoyHdo3T2i4ZOKko+QKtIgPI\nXHFe9igFVYdCAUKAtsHOa3J65jC59tu7uRp47b/0kh8JSHXYXPn57kjPKSJiLSM0nKNeM14fEVFl\nIA+Whj0Z8BW4EtbHYWDh4de5x542BqcW45U0XuYee3ru84hxb7BajZ27t8/bUGf7Dty8Df/A0Umj\nws1bTf0yUDy1keT6QSCPJoGggHAr5E9tJLEsPZiBRtAYm4Zy7wFyjz1N2D+A1d1Fatdt9WUwzBw1\nHk61eM2mvobArVB+bj80OYh0Al32Kb+wH27dHi10Vgtv+3A6BS4QB3wBxxNQyK10z5YNx3HYvHnz\nSncjImJJiMbiBqbeh/XJwgDrE52ofJFK3wl0JSCuFScTQ4zc91e03/v5OT/sUx0mW9qEp1ObTVvJ\nJ5/X5EcCpATLgT3f6CP1cD+b74qMIWcz8ng/ql8ysYDUxmEBX2CXQ1IbZ/75HXtnHy/t7ud0IkE8\nB91htGMXEbHmuX49PH/CWKg9C8ohZCtwy4aV7llEI2EDR7JgS3AEBAr6snBp04KbDvsHsDZ0TqmT\nTUnC/oH6GlpMb7DuNPZYGfv9103WjZYnPbyWms7rKGTjxJreRjKCop1S9nrovHJ5Pn8mGkFj7Dws\nisdc00YTUjfu4QRQHjP1NeT0cWI4gIMGJM5EfcvinE7EUuMngRBcy7x2AT+s1kdERKx2Ik2nBqXc\ne4CR+/6Kwo9fpLz7HQo/fpGR+/5qRl2FixJd5PwcwckhdKkMQN7TdBY9gkP9jD74vTl//ua7uvEL\nmnI2QCtTSkvQc0cLUkL/AAwPaqSEci5k99f7ZtUoutA4/HA/QlG1NNWgQCnB5rumN9Ide2cfP/z7\nAbJPp3ALiiClOVC2eeHrh6LrHBGxlrnnaris2fw9rolzWbOpj4gYp1Zodrq/54nV3YXK5KfUqUwe\nq7urvoZ6h+FrL8EX/8WUvcPz79SuLdA3Bv/aBz84ZMq+MVO/DLjbNlN+Iov/wJUED32c8NFb0Yda\nSO26bVk+f0YaQWPsPNR6zAkpsVrSyOY0uceennsjW+80RqfSGdBq8u+td055m18ZonSzh4oJRBZU\nTFC62cOvRGFKq4bOLghCKAdm3lwOzOvOOsediIiIhiQyOjUoow9+j+CQMS6IJhOrP5vh6JMfuItM\nJcdYKYOyJFk3JOcEfDC3EZFO4L/WO+fPb7+9m6t/dxNeyiI/EuClLDZ+sImjT2UYGVR4UiOAwVMa\nVQE3YTSKIibJDQdUtADN1H9Vl6eZPMNe33MEZ5+H7SqEp3CFxnVDziRkdJ1rGdwNz38FfniPKc8W\nF42IWG30dMC9N8OHN8HV60x5780rvoBcchbTQHEhUNHQlYRQQ75iyq6kqV8gqV23ocayhKNZtFKE\no1nUWLY+A8t4NrGx8tRsYgv6XkXNM7T6ehnwH30N6z+8SsepK4iV29GlEvpUlnT2ErxG8aPp6YAv\nvQ++8RFTNsB4EfYPIJumeqnU7THXeTXs/H3j6ZQ9bsqdv39O9jqru4tKrETpVpfC7R6lW10qsVL9\nhtKIleOGLXDNJuPhmwtMec0mUx8REbHqicLrGhT/tV5EOoGMTYpWKq1nNBxdffNH+ZVXfV58dh9l\nkaZNZ+nhJJenAkJKdUuCtN8+NWTulV95GTchCE8LHGtyQ/XMiOKiLQ654YVrSawlUh02aoDzzotD\nMbO9dyQvYVhSLkq07+BrgfQUfruOrvM441ltYq1Ts9qcZ0IasQz0Dk/Vb9m1pSEWPquSlRapXm6i\ndOf10+TC4TFoi5kQu0CZbE+bmxfctNezlZbf+qUp4f1Nd3+yPi2exw6aPu0dhmwZ0h5clDT18/lO\nHzsIm5rgmppsdaPl+bc3R5J9RdSD+7EzHiItsISNHSTxO0LCUm7JP3/ONOD4a3V3ocayE5pgME+P\nuc6rZ32mp3bdxui3vg0Yw5bK5FFjWZru/mTd/Y5YIXZtgaMZE0peGya6TN6MERERS0tkdGpUxjfy\nplbNaDgaebyf4j+1cV32SmTuNIFupiK2MKafJhEfJfHh9y6oS+Pi4q4dEoQC2wJLgh+Anw9JdUS3\nUy2b7+rm9Xv7zfdW/TbHvz45SzrU9EmLM3kL7UuULdACCCTWgEKuU0va71XDXLPaRCw9kdEgYiHU\npjuHybJRFvSNyCUpODRqDDtWVdNJa1O/CHg9W+szMp3N3mET/ha3Ie2aUJn9I1CY56ZJf1W/6rlh\nsxhtcmFLCyxxdrKOlzKooIAtYuiqZrlGY+csKlahMTLELcb4uwRGq8U0BM2mcboohtKIlWWRkw9E\nREQ0FpGVoEHxdm6n+NwbKCEQnosu++hsgdit1057zOGH+3ETAtuKU8lpHF0GrRnhGuLBUeK37VxQ\nn8bFxVvaJYMDmgBAgxREmezOQ/vt3TT/wRHGlDPhFmZpjUDT5Mw88W57M84wlvGSCkBIUBIUkpwO\nl6H3q4A5ZrWJWAYW26vhQqcBvRaWlLWc8n2pSHtw28Xw5hDkKpBy4H0XmfpGYKyMKvuE2TPocgXh\nOVhuEjlWnl97jjQC+00upB0oBfDCiSUX2I8NVaAtgcoEyECibcACUQiR6xINkSFuYvztrTHIddUx\n/i7RpsFiGYLmKki+YENpxMpzoXn5RkRcQERGpwal+TOfwn+nj8rhflSxhIzHcDZ30/yZT017TG44\nQAgYHrDwnc04ukJKjRFaSWI3XYu//zDc8aF592nzXd3s/nofbkKwrhNODynKSrLhIuj5wqYoe915\nuOEXm3nhO1nCCf0JjQVce+fMOhCVfpC+JhQCAYgQ7FCDpRgR1tJ3fDUwx6w2EcvAYns1XMhciF5j\nDZzyvWHpTkPKhe0198RyZnObhUBU0MOjaNdCeDa6pAgzo6iu+PwmntMJpC+CcPpMlNY5rAu78Qff\nxR1ykUpARaOlxvVaGyP0Z+8Q9GWq42/VILd/BAqVuR2/hJ6Gi2EIqhUkBybK3GNPT2m73ozPEQ3I\n4G7jrZ45auZyW++MPNcjItYIq8roJIT4OPBngAU8oLX+jyvcpSVFphPYG9ZB2QfPRaYTM79fwskB\njaMEjqVQ2mZYrme9l8Hd3F1/uuOzaL+9m6sxHlXZER/LhlZXkWh1F9TuWmbLv9sB7KX30VEKviTh\nKnruaKnWT0/ZBwRY6qwwvFBQtCL9f8BMRl653/ztNRuDU+kM7Pj1le3XhchY2bg8xqqPlJgN5dDU\nR9THhRhq1qAp3xuaBr9mvj6D6JDYvkSUgZggaNJofWZ+E08/hJs3wIHRSW/KmztM/RIy/L4mNr9s\nIzZvQg+eQBcrCC3RTWJR7V0LMpiM+dOMv3MMPVxkT8Pac8F10FogKv68DUFh/wDWhs4pdWcLkpd7\nD3D6vr8mGDqD9n3EW0fwd79N272fiwxPq4VIpzMiYk2zalavQggL+CZwO7Ad+GUhRGPMrpaA3GNP\n42zqJvnTN5H8xG0kf/omnE3dM6eaFdX/CIFQQChAgSyBODwP8cbz0H57N5vv6saLS9q7LNoucSnn\nQnZ/vY+Rx6OsaouF62D0Oc5B4Jai8DpgzlltIpaBZtdk0Do0Cu+eMWW+Yuoj6qM/azwVnu2Hxw+Z\nshSs7VCzBk353tA0+DUrNo8iPJuwU1LZKgk7JcKz8dvfnV/G0e60Maa8vxtuv8yUMXvJveHym+Lm\nug6X0EGAtjSh5RMGRcqHjhA89JMFf8Z4+Jgay04JHyv3HphbA80eKG3GCV0tlZ6711t3Gt4YhL/b\nD3+925RvDM7r2taei7Ydis+9Qfn519G2Xf95VbG6u1CZ/JS6swXJxx76R/xDx0GAbEqBAP/QccYe\n+se6zyFihajV6RRy8u8Dj6x0zyIiFo3Kb36fsPvPUZ3fIOz+cyq/+f2V7tKysWqMTsB7gQNa60Na\nax/4NvBzK9ynJWM+qWZVCBd1gW0JKsrC1ooukSFUgvirAelt0+tB1UPvN/s4c0Zz8rji5MEKqgJu\nQnD44cjodDYHv7qXZ/4+y1DJIa9shkoOz/x9loNf3TvjcR2bXAinMS4NL0+a6FVB59Vwy1fg4w+a\nMjI4rQydCaoxpJPG0lCb+oj6cC2jVVMOJkMVXzhh6iMah2eeh//9a3DnV0z5zPMr3aPGYkcnhW0V\nVEwgsqBignJPP7HtLxgPhlpPhrkYnnZtMSFk/9IHPzhoyr4M7NpC9tEnOX7Hb9P33l/i+B2/TfbR\nJxf3XHo6qIwMo8IKyg7QMRBKYJ0WBP/69oKbrw0fE1JitaSRzemZNxlr2dEB29rBsyHrm3Jbu6mf\nCykbXjxpwvESlilfPGnqF3AulQNHkU1JRFOS4ODR+s9rvHu7bkONZQlHs2ilCEezqLEsqV23Tbyn\n/Mo+7EqS1Ltpml9Lk3o3jV1JUn5lX93nELFCZI4ar/VaIp3OiDVE5Te/j/XdPqSvEVoifY313b4L\nxvC0msLruoFjNa+PA+9bob4sOfNJNZvqsBk7WQHFhM5BJZQ0OWWcGy7H3l+BO+rrx+4XfsQ/P/Mw\nJwsDXJTo4qaTn+LI8S4qQiAQiEBzul+xoSmgUpo5I9uFyE++O0pFuEg047nrKsLiJ98dZcu/m/64\nzXd189q9J6opC2v+h4ZARYvPCS40weVGRQjwLFgXN2U5NOE+S6y3siaZLrPlLBkvVzW9w3DfCzBc\nNPfO3uPw1LPwqYOwo7PxdD2eeR7ufwKabeiKmzCm+58w/+8DtyxPH3qH4U9/DKoP7FF4qwXe6YPf\n+3BDjIHjmcvCnsnMZXHxAvally8g46iu8eiGysAQp37l31I+8S64DtbF61GZHCN/9BcApBegYXkO\nIwWQ9uSs2Tae5IwUFtz0XMLHZmTXFrjvxameTrnK3PWmnuiD9XHwlfn9JRxokab+CzfM+1x0NodI\nm83TcU+lus6rylwEya0xi9RgG9pShE4FGVikT7aR6xyu67MiVpBIpzNijWM9cgwxsagzczqBwHrk\nGPyXlevXcrGajE6zIoT4PPB5gPXr1/PUU0+tbIcWgNOVIP3y64SpGDoRQxRKWLkS2TtupTLNeel0\nmYG9KZwQHBlSwiJnNdHWOsBxWcJ75V3efqo45z6cPPA6//LOP5IQHgkrzmi/Zu9eD08CWqAFaAS+\nlvSP2ayXmVV9zZeCnIoDGi3kpP1IK3LKmflaxUGQQCPGxyUEemKIiq4zJPuKXPLoMEHKIkhI7H2D\n2C+/w7E7OkxIRMSycUVfP+pSSJzIYY+EBEmLwqUusq+fty/wezWXy9X1e73i6Alke4WmgzmskiKM\nSTJbPNTRE2v2Wm79q+O07isQxiXIErHCafA9io+1kY3twX77BY6t/zT5RAOINgPXPPAEtlSE2oKs\neaZaMiT4y3/izXCOOjoL5PL/9hYtA/sgLKJ9EO4gWMcY/fpp3r37ymXpw2zEL24h9cOXkKczqLYm\n1n2ywOnBHM4bTyIKJXQiRmVDB07yHd72n5qxrU3fOYVjhwRbLEBiHxsksa+PmO9StCUohTrcT7i+\nDWVL8n/yIENNCzd6j/9+r1dFXD+OroRoocGykUriyzIvLvB32RSUiB9+huaOI7j2GH7QzNjwpRSt\nTeybQ9vJviKbh4dwsiGyolGOoCLyHH7lJ+SHZn8WvvfwMH6LhJjEzFIUqAD38DAv13luTUEJsf9t\ndDKOpwLEkDH6aNdh6MgRRL6ITsbndF61OH0DxPuOYA2NEgYliq8kqAwdn/j/23MthKpMKBWEgAZL\nSexcSzRfWiUkC5dwyakXCKwUgZXEDvPYYc6M/fP8Dut9/kZELCW3KcVUT4IqSl0Q9+lqMjr1A5fU\nvL64WjeB1vqvgL8C2Llzp/7gBz+4bJ1bCso7d07u7GzfPKsA4yv/z8usb6tQOAO+solZioQso1UL\nl7Y6cKnHRR+cu3PY//2973Pl4Z8nXmxHxbPIUhwriKOEQiInfzZCECBJJVPc9sFl2uVdJRzQL6Ol\nuVIaYYxGwgKtmO3+7NMvUq5qdI0fj9Y4zH7sBcHXXoLOE5B/Fc5kwG2CzhvoGmiDX12zTpCNyUsv\nGRHj6yY1RFqrmbTqGXPWIk899VR9v9d/+rFJDb8xOeE1Fh/x4ZYNXLRWf/f/199BZzPEHRjrg3QM\nKg7uQDvNW6+C0hm6YsfglgZJEvCNpyCegGM2FAQkNGwIoFBYtrE5/M/PobIgx7qh4oLjo5pP0zU4\nQncD3Cfl3gOMHn8WeevOCU8n79QhEvYRRGodorkZXfbh1Am862+c/d5+5F9gW8oIZgOZF/ajUw72\n6QTSdRBCosMQOZIBW0L/MFv/9Ls0f/YXFuTx9NRTT3HzuospxMuEFXBpQioLpQJ8p4C8vGXB37nv\n5Qh/+E9oJw3uJST8MVq7dmN9/H+hPKQZe+AfCAeGsbo6zn8+X3sJbkhOzf44WqZjwJvbs3DzaRKZ\nszIfjpVhs1f3uZXXXczot76NbE6jbkhTeuENBODdcBUy5qFElpbf+qW6xL3LvQcY/e/PIlvakRs3\nojJ51MsHaNm5c6KdQvIlymoEK6x6e0kBrk0q2R7Nl85DY2b6+yAM3liTve4q2HonXQvwcq37+RsR\nsYQopg8lvxDu09VkdPoJcLkQYjPG2PRLwF0r26Wlpd5Us7nhgOaLHFpaBPTnwBZoKcgVRN1ZbUYe\n74d9PcQsjY5lEb6HNboJoSRagFAaXRM6Y2mFivStz8ERIWUczg6MEZhr3H5797THtscrnChZcNbR\n7fE5pkFe6/TuheEXYWQdlC8CrwjtL0Ie1nDkbWOya4sJ9TlZDfUJWkBugrs/vNI9W32sUGr4FUXX\nnFtYAussAeRG0/VIJGCPBUkBccAX0GvBVcunYabzg8hjGxDaMtdPOMhMDO2eXLY+zMT50twXXuoi\nvWk3VqwVjYuMBSADcm+30zJbg91pM4+pGlZUroD0kgR2FkJlDE1KQamayU1KKgf6GPr33wAWFmqX\ne+xp5OUtuK+4oEETAhK3koI76ws/Ox+ufoXyJZspv3kclTuNTCXwrtmMeuu/M/LNEjIVR65vnz50\ncKHZ5z57FfzRC+bvtAPZignP+72ddZ9LbSiczg0Qv/Xaiex1srnjnLC4uXC+e2m8fqKtjc24pySh\nn0eXfYTnYrlJWL+0QvOrkXGxd9mcniJcX68xcEnovLqxQqkjIhYTqwLheRLsWBfGum7VGJ201oEQ\n4reBJwALeFBr3bvC3WooUh02oycqFAoav5LA9UMSwqclLerOanP44X5iliYse8RGtoByQUtAIrVV\nY3AyBhEpQEZSQ+eQlAFlZU9dMGqNrUMOPzyz0SmIafBhwhVTayQad44JadY82T1wZCMkFMQCCDzz\n2tuz0j278Fh3Am78V3hzA5xugbYCXPOvsO5KYOX1ZVYVK5QafkXZuR6e6zfjpIwZ8fSiAzuqE7FG\n0/VovgzKR6AIKAlSgdSmfpnQYzFk2UNoMan9J2zUWGzZ+jATYf8AVsbBerwPKycIUxpFK6PZLaQq\np7FkH6FqJYi/n7DkzN7gri3wrdfN300uViyFKCqK60swqNFBYAxOAAhIJcCyoVji9J/9zYKMTmH/\nAPHROIgKJv/O+PNcIV49Pe92xwmO7sF/awAdhAjHRgch/lsDEOxBpm7Faq4aTqrl2AP/MPV8zjLI\nAUZTb67Z5+643JQP7IGBPHQljcFpvL5O6t0wnY25aF7Zn30v4R89iWhug7QN2QCRq2B99r2L1o+1\nwpyMeBEREYuOv/Mt3Jd6EDV53DQKf+dbNMaTe2lZNUYnAK31D4AfrHQ/GpXW7Qne3ZfBEeDYGj+0\nyWuHzR9rqltYNDcc0JW/mOFiCo1CEGJuFwsxxfFGANr48qxhndv5ErhllG80KEAgNUitcaQmNxxM\ne9yxd/Yx6MfNYeMhwLYgHlbI5FdT0sklxM+DWIe5QFWENPURy8uBR+A9MbhaU3U1g1KsDoHgiAm6\n03BodIpgMvkKXDarL8jq5TNXwck8DBUgaIbCkEnHekbA3wi4pgR33rnSvZwkE4dkM+QKoJUZd5Ip\nU79MiNGLzHNZVI0gQiNQiNGLlq0PM2FlPbynx1CeQCVBlCA12s7Y6TEyYiPCc9FlH50ZxLtl+s2X\nCXo6zOZZNXGE894rGHn5h4RNGumtR/UPmvdJAc0prKT5LnTMIzxan3D1OefS3YX1j8MoO0Tjo5UC\nIZDCRr648Ky9pbcy6NwIyJS5LmGIzo0QnA4nhLjHEekk4cBZ4ti7thDe9zT+K6dQfgHpJnDXrce6\n9zbmzB2Xz9vItNTMJbGOe8f1+EDwwMuIgQK6K4H1e+/HveP6FehxYxP2D6Bth/Kzr1fF3lM4Wzei\ncwv7nURERMxM6QMXYzmvYr3ZA2UPvDLhNb2UbtoaGZ0iVhdn9hVojoWcKVrkQgtHKFrjIWf21Z9d\nJdVhc2ygGU9qfKuC1i4SgdC66so//k6N1ApLKoq5yOpUy+4XfsSx+ACpymakNppMoVBYlkCgSXVM\nv7v70j/2g99ikvXYxqCntaDgWHjB9MaqCwrZBJv7YaTDeEXEK9B1CkTTSvfswiNz1KRAr6XRQqJW\nC9va4L/uMYamUIMlIOnAJ5fPi2bZ6emAe28yBoW9Q/BGBQol6FVwoAUOXwof2ACds7a0PIyVIZ2C\ni9un1o2Vl60LUiRQooBwfYRQaC3RvosUyxfiNxPeMQlK4BbjyIKNEgG+LpMMusgzeZ00IMQc5w49\nHRMbaDGg6dFOxh74B/TAMM61V1Le8w4i5iFjNR4/ofEeWgipXbfBf/57YwwSYdVzWYCl0aXSgtoG\nyL2aIHW5QhOgA4mMBQgU+Zc70U35CQ8nAJ3NY3VN3UQsM0qOt4iJFBYJQlFh9OSbeL/Th5XR6K4E\n9mffu2oNMOOZEGEyE6Iay9J09yenvM+94/pVe47LiusQ7nmS9GWnsJIFwnyCfO9B7KsWMdtjRETE\nOcR33U3m5NeJXf8UlpclLKcpjWwltevule7ashAZndYQw30++bIkbmtSMiRUkC9Lhvvqz6az+a5u\n9tx7HEHFzAq1RCMQKMDC0mHVCUfgCI0joLw8SXtWDf/8zMNobye+VcIJzUJAABWtSWKu8XSMWSuQ\nSgAAIABJREFUvpnEWJoketzGJDQai871azjMph627YC3noHNx40GTFiGHHDljSvdswuPKNXx4vH9\nA0ZTJVSgNChhXn//QMN6IiwK4waFz/yzcZbzJoXUeacE978ED31y1maWhWYXRksmNf14H5U29cuE\nbEugA4VSdtXzRiI9G9HWGEYne1hj027CQpVGSg+LNnw7RsEbmfCwiN18Ofjz07NI3/GhKWFmJ3/9\nDyk8+bIJ/3cd8Cvosk/8QwsPsSqJ08RlCzJRAacCgYsuO5TiBRb6rVdybeSOXEW8+zh2LEtQSlPs\n30KIhJzJjijSSXQ2j8oVaf29X51yfO6xp1GbkpSvMbpO+q0C3lMa5Y0it66HjE/4R0/iw7RGmSUT\nlh7cXSMMvRG23lm392utTtR4/+ajDRVhsKyTJLb2EpYsKhkbGTtD09ZhylZjZL2MiFireD1b4XO/\na8ay49Wx9nONIOK/PERGpzWEX90Y9wOB0gKJwiLAL1bMg7+OB3377d04/+fbjCEQQiLRaAKUAIkE\nLapBTSYnm8bM8SImeStzkC67h7gMCShjKQ80KKFoS4sZ9Zxkv0QpE7o4qekkIFT0fGHTsvS/4fnV\nn4WvhlDaA9YIhO0m28mv/uxK9+zC45mdqAf2QcFGuz7hDYewfmEI66cbJNvYauKZ4xCEVWM/xpih\nQ1N/IfDSgDHkxKrTk/HypQYK/dixDhKO0b/J+Ea0+dLm5Q2BvHUD4okjWDkgUOBISLhw64ZFaX6h\nRgir4iLLGoSDqMpOaSWwlCbx/usm3heOZpHN7dM3VMuj707VHfrsVcYQ2zsMjx1knX89+WZJtnCQ\ncm4EGY/h7bictrOMNPUy+uD30G29JMR70MUkohxDWwG0DuBvX7jnsXt9D+XnX6eSv7Ym7DBP/EPX\nkfipG6Zkr2v9vV89R5/qbM0j+/UMwrJxCw72QY32LELXhJ6dz+hUr7D0nO+Nwd3wyv1mMyJ9sdmY\neOV+2Pn78zI8XSgLs6XGCV9GVTyUb7aOle8iLIUTvrzSXWvQrHoREYvHhTyWRUantYTWFFQ1U5oG\nkAgsEmUfHvkm3PmFuh70p7Y9Tfyd9yNEBS3yiKAFsFFiXN9JmNS0OqS1GVo2LN8u72ogq4tsLreC\nUCAUSviEdoAWFVQ4cwiYndMEkzGMk6hzqy5YejrwP309wQPBhIaD/b9ej1unflnEAvnmq6hvHkWH\nLsLxkRUb8fw2CmOdOFcn8BolJGq1kPUhpCoMTdXwVK2/EKgo8M7SrbMElBto8BsXte7pMAanjG9C\n63ZtWb4+/NQl8MN3wC6DFYKwzL3yU5csuOlxI4QKQsKTQ6hX95H/wdO0/ptzDR7TYQnXZCKUoKUA\npRFIrNAm/68vGtdoz8XqaKH93s/P3uCj75oMaykH1schU0b9wdMU/uv/wDpWgtY4zo5NJN97A95b\nXeQ3jsGOzkVZtPqv9ZK67gjlUyHe4etBO2jp43ftI74zOXsDs9Byz88zMjBIODyKzuTAc7Ev66bl\nnp/H69k66zW3urtQr53AfaeClRM4mTjSBpEqIr0iOnARxRRB+fxSC/UIS5d7D5C77zvEhlNY5VbC\nt3Pkdn8H7v30udf5wCNwaj281gFDEtYl4Xo30vpbYSQjBIGDkBqtNEJKVGBhM7Ki/WrorHoREREL\nJjI6NTLV3Tv6s0ZcdteWGQXB/Yqork8EWhjdIKnBx4b/sRHS34e75/6g77vsRTahiR+6FqFTKPcM\n2newaJt8k4CidhgbK3Pd789BDPQCIiVixPwW7CCOpVwQoLRCMHs0gaV01VhVs/jSGhs9a9a7Vc8c\n7/ty7wFGn/gBckcaeUuT0Xl44ge0bGmKJijLyQN7THiPY6FlAu2C8CH2bidjUTac+lE1+jZ6mvq1\nyPjvHmCkCI5ltHPGDW+Xt8509PJylqg13Wm4e3vdCTsWxKtvwfpBOJmCkgWx0Lx+9a0Fh2HmHnsa\nFYQEbx2GmItsb0Flcpz5k/8Xd8slc/pNS2WhEza6okyoqCXBFYjQGMc0IDSI822unI8H9qAsRTh2\nGj1YASER2YD4izY67aJKAf7YftwPbCd2aw+xZg++9L4FXYcJNLg0YZ96D2HzCDgD4Ds4p96DZeUW\n3LzXs5X2ez8/bw+PWKoL/dJhlAdhQuJlBJYy80CNhbADRDCGJc6fzW4u2eHGKT74JKnDEpk+hmjK\nYpXT2IfbKT74JN6fmP6Oe6skjz2LvedG5EU+st2DnIQfdELlMNxS50WaC3XOmS9UwnITBAPoMAaW\nNFkTdYmw3DX7wUtIlFUvImJtExmdGpXeYbOT2uzBhpTZRf3W62aiO81DtKwkYXUKJ6qrlVAIytiQ\nduB/jkIdWmWXvfERnJPXIsM4WpYI2o7hDF1dbbvq5VTldMVe24aQeXBV7kbihXasMI6WJlzGqyQR\nxBHuzLv2nlTkFUyG12mE1lgocsNrePHZOwz/9ik4koFSCDELnj0G//GD59z30QSlQRgtGwOprEkB\n64Dw5XkXLRGz4Ekonmd8ONv7Zy1R+7zb0Q7PnTAhhuM4Ej4V/aan8MrbMJQEZYGFKYeSpp6FhRiH\n/QOEJ4eMwakqyi2bUqiR0bmPr00uohQiHAWWBilQlQAdkyQ/ctPkZ41m59RmeHSUsJQBx0J4Dmo4\njyzbCEDFQYYS94xL8PoR7J+5jmDvCca+9uCihOl4O7cjX1AQL6NVyYQzygqixcY+0jOvNs/5jAWE\nXIgnjiJamrEzISIPUgrQErIeWufQ2kJoC9l2fqH7uWSHG8d9ox8rPQQxgSaOiBWxOIb7hhFUL/ce\n4PR9f00wdIZE8RLCcIRw+DROYgMyFTfai3uWQCKgdxjue9FkwPQDeOs07B4yCQoiw9MUisObaXIL\nOKe2IvLN6OQYle4DZIY307yC/arH+BkREbH6WMOz2FXOYwfNBLzFMymAWzzzenwn+Dz4WhrzhJAT\n/wTgCxtiRcjMfaf4jc+/SrLvA8ggAVoiwyTu0A0IXCYSzQgx8U9Li4Nf3bugU15r9Bz/6epWrm/m\n3FqiRYjNVAeG8xHzmEyFDYBAC4mFJtWxhm3F978EvSNmUp+0Tdk7YurPIuwfQDZNDW2IJigrQItn\nbE6lCrJYQZYrCF+hHXXeRUvELLyn3RiYbGHGfluY1++Zo+7NaqT2eTdYmAwtFFSvA/Da4Mr2sZZx\nI9lYeeqmUO/w7McuFoMBZKrPgnE9xYxt6heI1d2FGhlFeJMh87rsI9pa5j6+bmszLr3lEHw1UYbr\np0475zpmh6KI0BbCNsfLQJq5h1AQgrZBewJ5skxweJDS0QPGkFITplPuPTD3i1BD82c+BSObscZa\ncUY2Y49dgkUSGS8SDq2fV5uLiewr4pZjWMkksiOJcM0MQygLQgdthYQtGeg+//2Z2nUbaixLOJpF\nK0U4mkWNZU3WvrNwVBltK3T1ptM4aFvhKGPQGnvoH/EPHTf7kmPdiFgB/ALBwBAERXALUFqCTJwP\n7YH9I3AyB4NFU+4fMfURU7CzCZzemxDlGCRHEeUYTu9N2NmVTUJgdXehMvkpddMZPyMiIlYfkdGp\nUenPmsw4z/bD44dMWQpM/QxoIc99LQRkKnDF3DNT7PmJDwgcLRGoauY6kArMbXOWS7wQvPEPo3Nu\n/0IgkW8jGTgI7aC1yfznaYGlrFlF1zMlyflMU762Zsx6t+qpFREWwpSedV4R4WiC0iB8OA0VjA4R\nQCCgovG7T5930RIxC1+83tzzmqpmHub1F9dwKvD+rNFGAjieA1ca7Z64bQSj0y68cGJl+1jLPDaF\nFh3fJKagICArTKmr9Qsktes2sG1UJofWGlUqo0s+zoZ1cx9fhTAhdY4036cjwZYm3K6GuY7ZhY15\nREkgRzTytEaGDkJJfC+PCAQEGq01MrQJ3urHv9LFakkjpMRqSSOb0+Qee3o+lwOPFiy/GTXWiijH\nsApt2APvQQ/1UC6U5tXmXCn3HmDkaw8y+MX7GPnag+c1nEnposoVVL5AeCZLaOWM0cdW6O1jsNFH\nxsDvPL9xbzw7nGxOE54YRDanp9XRkZf46IKLrnoi6iBEF1zkJUZzrvzKPkQ6gYx5VCybyplL0LhQ\nHAU7DukbYesSZDV99jh6OIcaKaBO51EjBfRwDp69QBIw1EFyTEM2iTi8A9F7C+LwDsgmTf0KUo/x\nMyIiYvWxhl0mVjmuBT8+CpXQ6CEMF+F4Fj48z4d1/Gr49M1zfnsZCwFYWmBpm0DImb1ztCIbRLdT\nLdICQgdLCIyhTqOAmKzQsWlm0fWStjCZAaump6qNTwnWdhhjHSLCqV23MfqtbwNmt1xl8qixLE13\nN0ha9QsF/wByK6hjHvgCrICwI4t3BVhRmOP80JhUpLWGp7VMd9p4C7V45nknMJssGlPvSgga6CL0\nZ8GW8NzwZPa6LS2QW0axdzcNYQ5CYTKbCm3C2Nzz6/bUg9ezldSnP8bYnz9M5ajxKHWv3Iywrbkv\nAA+PodbH0MN54+nkSmh1sc4UTMa6esfsra2og0WsnERUQFsCrSqEiQA2gDWoEAWFuKyD/EXHYXPH\nlK2xhXjBBg/9hMAfwwtbEePGdQ3WSUFhY4al8g+Zq2i36EiiB7JmRm9LVNlCOnlwLUQ2hm7KEF51\niILeSnyaz5preJ/1sRbEwyFhkEcHBQQJrEQS+TGr2pnJLclSW5bUiTb8koumgnvzTXMS3J9PBjN1\nKm9C8i1hQr21RpcU+lQ+2l0/C3uoA2u0a/L3oS1E5mKwrJXsFl7PVlo/9gmCB15GDGRMcpjPfgA3\nmkdERKwJorG4UTldNGKqY2UzkR0rm9eni9MeItBVnaXxybl5LdDwex+uK65dVPN1ayEIhayaP6qP\nKH3u5N9FIUUDLQoagFIuRAkxYToaF3kPQjmrt5LSRstJ11z2iQXoWmZTExRDE1YHpiyGpv4s6tmd\njVhC+otwLcifqiC3hciLJU5rE9bxlZ3Arlq+9hIUKmbxZAtTFiqm/nz0Dpv/98V/MeVyhngtFru2\nmGfcaBkSNrqs0BWNUgpVrKBHy7AuttK9nMSRxvOqFBi9xFJgXjvLOKVyPHRoo4VCS9+UoQ3Owj2d\nyr0HqOw7SOy2nXg7tmIl44Qnh0l87NY5j69h0Sc4M0aY1Kh1FmFSExYKyKbkvMbslLiYSrpC6QpF\n6QaL8lbQMYErWlBhifAiB3nzRqw/+zjs6FxUL9jglSNYJMaVz5ncBVJ4udS82pwLxQefJHkohYWD\nbgILh+ShFMUHn5zyvkq8RLjeQTsSWREoLMpekcrFRwg+8QyV9x8nH78KOq9beKd+5ueQP3sS57IU\nbsulOJelkD97En7m5wBwr+9BZwuoUplKsky24xQqLOE0dxpvwBl0SaEmc2KdoZG6EkxKPsCk9ENl\n4eGmaw2Za0doCVKDZYz8IrSwcm0wuHvlOtY7jPvECIkd24nfeQuJHdtxnxhZnc+0iIiIc4hcUxqV\nfaeNgSFQJl221GZndd/paQ+xhcKvEZ42aGyh6hZS7PR8TpZjTPqXjKebqW178v9pBF0t0cO9lkxe\nEpcBBeWghAl9kGjCOdh6XaEpTXyXVQTYa93o9MXr4d4noZgFVRWnjsenDS3yaMGjB9gIpIGW5ext\nBEB3HI4F0J8ER0McyCsopMxkMRJxrY8jGXQIVSsz42OAOJI5973zSDjRkPR0wMcuNRnKChXQioln\nTmAM9uEGr3EmLELUV78EhKUKZhvDgqpSoEZBqcJCzb3jSRqcljRsucR83mgWf/9huONDc2rDT+Zx\nhizMUw8kEhRUWiu0f+lzdffJ9h244jLUmycQuTI65SCuX48zqnCvWjclW1mKxfWCDUSeuI6hRYCW\nmO9ZaVAKN790WRXt18bQ6QTEzH2lY4C2sV8bm/K+YvMoyaYmWC8IPdBnXNSJkLGswA1/beL8W35p\nEcKUOq+GO78AVz8Cmf3QtBG2fsHUAy33/DwjA4OEw6PoTI5SqUhBZ5GlA9jPHaB52y+Q7pn+Hppv\nghDlBliqOkKMD5uWMPULP+u1hYrBxOy+ZlczjMGBRya+y2WnNmwZJsvHDq6u51lERMR5iTydGpWR\nogkzcC1I2KYMlamfBlue3yBhU6l79+KWL1+GpysIrY1w+BRjx1SjFhraXJ8b/o/NdX3GhUBFmbA6\ns0FqrpkWmsMP9894XGts3Ie/VlHXpJceeXzmY1c1NxXhF/fChjIkhSl/ca+pP5tGEPONgE9/AN51\n4LSGQQkngaKG7Rctr8bNGkH5VYPLlA0EXa0/i0bQFloMeofhiSOwowPllk1mMEBoDVaIjucIDx1a\n6V5O4odw8wbwbMj6prx5g6lfJlSpiHKFibkOASVQrkCVpp8jzJXFSNJQ2JAh9EIYKSNP+DBSJvRC\nChvOYzydC47EfjuP27kOZ9sluJ3rsAcqcP16+MgmeK4fPvM4fOTv8e5/m/ZMD8m9HvQOL9gLNrje\n5PQSlgMIMxfTAp1ysGIL9yybDlsnUUzdzFME2Hrqd8OOTgrbKqiYQGSBthjFnTZhtzd3j7LB3fD8\nV+CH95hypjlj59Vwy1fg4w+assZI4fVspf3ez5P48E2I5jTWkKaVHXT415I6kCbz7/8/so8+OW3T\n8733gs0uytNoF3BAu6A8TbB5ZimDCxGRTKCdoPp4MaG52gmNtEHm6Mp1rFbbb5wmd1Yt24iIiNVB\nw2wcRpyNntw1HTf4nNfLaBJVjcWq3WvVCJS24ZX7Yefvz3kHo/32btZ/9TBl36cSCsqhoKDt6qfX\n7IxoiBPw/q9ctra1huZBc0pzetSqfm/mnwYsrRnum1n7o7ldcqpfM3WZKQiFoPebfdy2Vq/1gUfg\nxhHYthvKY+A1Q6r7/Ltvjx00noB7hyFbhrQHFyWjXbHlpu09IPaCVTWUCwnxVmjvjCaLC0LUlNOM\n+/1ZY3CtZTVO0muMZyIogW2hZQBSo5I58C1kobDSvZxkXIPq/TXj8GjZnMMyEQoft+hMbGagwSpq\nyrE8s+SpmBWru8uEN7VM6kPVHZ5mO4gzZWQQQyDQSqPOlMCeZ++m8yI7Mgb/87gRnk/ZcHgMDo1i\n33Yx9o7tJMbKsGthnn/xez6E/6/fxx1yEbaDlhotQ6zmNOxcuux19s5LCZ/bhxIgPAddrkC2gn3r\n5VPeN65vGPbUenbBut/63bkZ2gZ3mzlirBXSF0PpTN1zxlrG9aEGfvrfkLK3o2MSZYVYYZzm4iZy\nf/YY6Wk85qzuLsShLLEBD5nRqCZBqauMddnM9571OzdR+dK/IPMaEZoRUyUF1u98pO7+r3Xk+7tR\nPyoaj9KJbNQSuT1vPNdWilptv3EyvqmPiIhY9USeTo1KW9xoefih0bTxqwKJbdPJQEKoJQ4htlZI\nrbG1wiE04VyxVrNwr4OOTS4dF1lcus3FszRW7QOqhmYviAxO50HrcU+FsyfLGr8y28HjMuLVF1V9\nrgDByZNrOMRu8A148zj80+XwnQ+b8s3jpv5s9g6blMjlwGS3Kgfm9d7I02lZeewgdLfA5otgxya4\n8hJobzLfQzRZnAeKc8cMAZzH06k7bSbltazGSXrtDrcdgLIQFQdRiiGzaUTFgVgDGZ1qNaiUNuUc\nBJIXEztfY3CqIhDYY3JW/ZvZWIwsUslXLOzAzFd0Ve/RDuIkX5lnsJMfEm5LUhkcorL/OJXBIcJt\nSdh/2hicmj04YzTB8Cx4c2jRPP+8nq1Yf/QhgostwngAcYHV3Ybc1gmfuWpBbc+E/ZkbiV22Gakd\ndKaA1A6xyzZjf+bGc/rX+rFPkNzrkXgkQ3KvR+vHPjF3z64Dj5g5YqzVbBqM/13nnPFsYkclKibQ\ntprIpqdigtjR6Zce6W3XEn81gDEfldIw5hN/NSC97doZP0tvaSK3NUOpKYufKFBqypLbmkFvOVcP\n8oLnU+9Bxi2E0Eb6SoJ0A9g5AFvvXLl+NcC4GhERsXREnk6NSk87HBszngNok6EGbeqnwZGKQFm1\ngW8IDY4O4GQbtPfV1YXNd3Xz9J/s5njpOGG8lZjagNQCe8o8Vy2rjsVqIpOX2DokENakz4LWBEi8\nWTy+C1lVm7tuCmW1hm3FhxQ8fQ2kBLQWoZgwr2NHzn3vWNmEFMWqw1jMhnJo6iOWj/6s8TB7acDo\ncMVtYwQshdFkcR5oSyLCs/Tc0GjrPL/7XVtMSCkYo02mmnTi7u3L0dXFo3aH2xOQk6DN71qUPbQN\nurmBlFlqNKgYyENXEj571bJ6WMppougs5ZKZRf9mNsaTNNRmEGu6+5N1tekMSWNo0OMJTgRCCFM/\nDwK3QuWNQ1iBi3RsVKDw3ziEV0oi01XvqXJoDE6WgFx1Z2eRPP/cO66HLRuNAas/O0VDasno6cC6\n9zbis31mVYDZ3bEdbqmOA0+MwJY5aupljhoPp1q85gWHWtlOM0EpAwUFYWiyo0mJ7TZPe4y7v0J4\nVQfq9BtQyUBzE3LztVj7K3DH9J+Ve+xprA3rcKTxkJJNgrCrPKsW1AXJq2/BtiE47Rr9RbcAzQUo\nXLdyek5g7tXfum7qb+zu7ZHnekTEGiEyOjUq5VHQAcYZbTzMLoChaqai80xA2po0x0YnvWOMf4yg\njRw8YsOd9Wku9bf08twVf8f649cSL6bQKAIZ4miBrS1CLYhJjbtQX/41jCM0UgeESBQSZQINiKdn\nnngbTygjvzpB1QYlz+fxsFbYswXiBYgpELbxbgilqT+bZhdGSyZzlGeZBYfSpj5i+XAtePsMdMTM\nQq8QQKFgQo+iyWL9tHswWGKqplO1/mzWyiS9xngmRCtCj49xJoRbVGJI+z0r17+zqdGg4pYN1UX+\nEdjSumzXXp7f8RiQdWkvTcd4iNR8EQrQCiFrvH2VQoRy2jnMTBRG+kiMWIS6TKArCOHgKBstAuPt\nlHbNxxQDk+0RAc/2G4P4ZecmmCj3HphiVEvtuq0xjRM9HbNfn4WGmjdtJOg/jH/EiH+LphTupS3Y\n3QvT6bQ2dmK9ppDSQkmFX8mgdYC89qLpDzpwFFF5E6igVQxBxbw+kADeN/1xewdJ9DVBXKPTIEua\nxH6HfGFwQeewovQOL42R8+23IOlANg6ugEQS2gtwtAG8xOdyv0dERKxK1rDLxCpn7ymzWydEVehP\nGK+ON85MK5wcS0gcqVC2IHQtlC1wrJCYXQGvCO/M7J58Nk/8/eNVg1M7qnkE1dSHsjOUpQmYb7JD\nOlo0HZtWYJH/6LtwxyPw3r8x5aPvLn8fZqFzvUAKjUaiEQgUAo2NJj+mZhQE99xzA2zGiVtrOLyu\nuAHaWkA6EJZN2dZi6s9mxzrY1m48nLIVU25rN/URy8e45lzCgUvScGkTtMehtYFS3K8irPd1o+3x\nhboxPGlbYL1vmhDmng740vvgGx8x5WqcsI8bz5o95BmBFiYBw4RZRVrYRxvIo7ZhBNxrdb/G/6n6\ntJemox5h6fOgvGq/xr9GXX0tmV/yh/0jlKxRtAyQ0gat0GGAwjdtFyrm32jJGGC6E5Apw6unYFvb\nlKbKvQcY/da3jW7Vhk7UWJbRb317+rDE3mH4/Sfh134AP+4zmYQbKXHF3mHYcxyG+6ByxJR7js85\n1NwXO6ns3Q3lM4h0AspnqOzdjS92zr9PvcPIMwFWLAVCIAKIqw7cpi7+f/bePEqyo77z/UTcJffK\nyqrqtXqTutVauiUkISEkLBlkA5ZpY1t+M+MDw/GzAL952I+ZsfHBZrw97JEfD9nGeNDYMwyMwQfz\nPEYYLFaDBEJCu4RavSD1vlR37VW5Z94l4v0RN6uyqquqs6prbeVHp87tDNWtjJt5l4hf/H7fr7d9\n9oWzMDxIcK6ODiQi5qIDSXCuThgenPPtEvlOlAzQcTNe1nGBkgGJ/Bp1tF1KoxRdhP1pOG/BqDTb\n/WnT3qZNmzZLRDvotFrJA0H09TS+JU9CwKwD3WIYUtsiEAmwrRARg1qXQzFMwtmdcLz1QfvIN/rg\n0B7iXgYdLyK8GMJPIbWDb1focEOyWbBswRXvWmY9p68egd97HI6MQrFmtr/3+KoLPO359e10p3W0\nam+K5RwUvZ0+HT3WnA523dtco6E1ZS1bI7jMM8uuvgaqDviboW8vHLoSXu6E7hlWXPftNIP/RqnL\nnh7zul3Stbz4yjh3NQf/bt9s2tvMH62RroVIWIiEjUhYSNea5iB6GRIFz0z1sEY7Eu3aaMccu6pc\nTAhvGVkNLksbmvUdJ4vqVUzPS3tpRhrC0rWxqcLS8wg8VXbXzeQfU2LXMCHxc+GCgnWyoAljHl6u\nRq2rjHY0ygrQUsFPbjFBby9y/N3RAXHX/O3XbzCZUE2UHn4Mmc1gdWYQUmJ1ZpDZDKWHH7vgfVOn\nqoT3P4b/rR8Rlk6izh1CPfoC5AdWj1Pk8Ci6dB5V7UeVRlHVfnTpPAyPXnxfoPjYIFX1VojlkGIM\nYjmq6q0UH7uELKGHjxHaVdRVceTGLHZPF2JdCrEljecPzbpb0PUswk8jgpjJcgxiCD9N0PXsnG/n\nZjcgRgOclzzc581WjAa42aUTel9SGtlrjazKg8Pm9WKcb9UMFASUBFSjbUGY9jZt2rRZItrldasV\nLY0NssU086JpgaOmge54Dqy8RiqN1gJLaYSvGe9Owo+rUBw2D64WVsJPfKGPuKWpuSXiuAhlIYIE\noQywLI+614E/Djf9Usfyi4h/8gUYrZpSKoUJyklh2t951cX2Xja67+nlVuDRPziJVoqYC7luSaIr\nhlaa0nAw676565KoAxWE1ugmPXGXYA7/wsuAf307/NYYHBozAVZhg5uE0+LCc/dyKS1a6/Rm4IV+\nOF0w5XVpB+IW3LwI2RavRU4WTInoSB0CDbYwpXUnF2g1v8bQUiM1RsdQE2X7apRcRXe+1eCy9DNX\nor90GFEKowaFcoC3b7/0MrFmYWmY3M7kIjoL/tu6KceKJH5sIeqgYxDGFGqTC0/0mc8zoDy4AAAg\nAElEQVSrw4WdnVCa280VQHcIrEEXuxpHagvpWSgRoJPANd3m5+vHAAE/e+XkjkpfEAwM+/qxNq+f\n0iY7UjOWJW741jm8033EAo2Oa7QC6kXU84eRb3WhL9XS57GUhPXjCM8HR5oM+UCg/RqqfpxWlNDM\n57Gbmr5mok2n1KWVafYVoStJ6PnobVGAVmsY8efMxPMTNezbjmAd2Y4oxNEdNcLrTxEkaszlDWnb\nLjKfQOsQhEIoSSyfQNprtNz+wBCcKkQaiY6RETg8EpWOXiLncyCKRkFcCyP+ijLtbdq0abNEtINO\nqxXHBemDagy8wQj6TEtOaxroVtZp9KsWYXPKfV1T2eGYv5H34LMvwwMzW9U2UxoOuDK5iRfDw6Ah\nVekltOpo5dIVppESLDR9jxdY9rySV0dMFkVD7koDvjbtq4zue3rZ8YU+6qWQWGbycvPKIeme2S+/\nsUMVYgR42CbzIcpyEojLO9MJYECBb5mgE5jVvVdHZz532/X/K0/aRj3Zh1bKCLlU64iRCvKuLRff\nt82FjNdgoDpZkuRr83omIfHLEL/DJ1ZzplTXgcDv8FuaQC8Lq0DA3b/CQlZ9QEZKgYBS6Ju7LrJn\nCyyCsHR6312U9v8D8qo0Vt0hjPnIAZ/YeBqcYHIi/eQ5o4t1EfS13STO1wh1gNI+Ehtbu6h1w3D0\nq6Z/cgM40xx+ZwgGWr0bTWld52S7KpRnDIYkj4xirRtGl3MQOGArsDW6IOHsq3DNJWaVLQaZw+ie\nHKLSAfUYxOrozCg6PsLgB++/qGbVfD6PlunN4NZ7qf7oZYJKDcIQoR1Eh0t638/OuluQvgs7/jDh\nTxTQJBFUwMsT2Pvmfr8zJaRtQTJmMp4DZfQFz5QWfgwrSd6bxSjl4gHai1IWEHdAlEGHICzQKdPe\npk2bNkvEa2MUuxbJxAHZnDVvViUsa1Y7UbnfYaq2g/mR56IADRqeG2jp7dM9Np2qm5uda4njEigb\nK3RJeB349STlwKIUSk6fE3NqEy0JfpThpDDZYI1/+6toJbwJO2Fx7CQc2B/yygGfgaM1vIqesyyx\nNBzQ4Soy0ieGj4XGFhpbrpCG1nLx8LHo/MZkeLjGAYnxOjxyaU46bZaG8MuHCS0PbI2QEmxNaHmE\nXz680l1bmxQ8c/433/tV1D4bByODiQ9+x2xXg87MfImOwfIctKWnVBarmEJvnCvPYZlp0qDiXMls\nP3DTsgbA1f/YjwgFIlpkEghEKFD/Y37aSzPSsQ3q+alt9bxpb5EYnXRyDVI7hFSQ2iFGJ3Km0GEL\nDrjJ7u2ouMYJYrheBqklyACrPwcv9MCzAryzkPEvarme3ncXKl8kHC+ilSIcL6LyxRnLEgNdRoYK\n3V1DBJaRPdAWmhDGKquinFtdcQgs0OtH0LtOoLuHgBC1/UBLmlXz+TxaZt9OxPkK7lCcxFgH8WIG\n23Oprq/MuVti37spD91GWLMReoSwZlMeuo3EvnfP/X4FD7ZnTMCpHprt9szc983VTDZmzuFaYDLE\nakFklLII98GUBt8DXLBTZut7pr1NmzZtloh2ptNqJWFPlhY04yr4pxegCGSAX9k1MdBVecusjExB\noGpR8ErpKI324lzxrl72f+IUlDvJVbqoahuNQKFoJPcG2kKgOfipU9y1nCV2toQgZMLETTe1rzIe\n/Y9f4ccvpQjiAY7vEuo4Q1WXG/fac5YlpntsKkWPvGehAVtopNA4Yu5g1Zqnr4huWF0rRaOcVEhg\neAaP8MH9puSjcNpMiHbdu7KWv69B9Km80VHxhQkCSwGOZdrbzJ/Zyidma28IzmZjUwVnlzkIckk0\nHYOVSUK+ZMqKhQCp0ULjZrpXupdTWeEsS6dPgSXRzTGcUJr2S2XXvUbDCUwGUT1vdJ32vrf1v/Hw\nMaztPSRe1/S8+spRiEmI2ZMua7f3gBfO/nci7CNVVDUGDY1ErcFzET5QwTz/NwJvOAl615wl17E9\nu+j8wC9Pca/rePc7ZswEGt0t6D6TMknVUiHGE6BBbRuEf5VeFddYsLkLW3wf8eM9MJyF1Cj6xpep\nx90JzSowWlYzHWNszy6Sb38T+U9/ibB/GGtjD9n3/dLCyzQH98OPvoLuL2MlkxDPoK2k0RvdnJ61\nH42+8P7/YL6bs5Gz4PtbcBbcmDLC8ds6JtvyddO+FtnbA0kbzpcnr5Ud2RmdGOfN1aNQto0zsI/J\nok2Gpr1NmzZtlohZg05CiM/M5w9pre+79O60maAaTpaONTtn50PIajNw8xT891dgcxze89NGqnqi\nFC9CRxLWXjQQvbk1UcXue3rJfbmfE88GTBnCCgul1UR3JHDuvF46a9eZSFpQm2GQmlw1xRcA7H/y\n27z4gkeMOHbooqSkKitkfIfTL1vM5SWYuy7JkUMBrlT4CnwtQUuuvXXuYNVaJ+gbRaKi1ftJMTOt\nBGL619sQu43npord3vKhduBpGVH42MXoUaJNnMCqCYLUKhJ+XkvMFjOYrb3ZSQ0mt63apa8Gmo5B\nehotZRRbUCAklrARa7RKZumQJjCvtfmZcLpdhMWX9TeY+2hzQH/ve+d3X+0rEobnUAdfBL8ATgeW\nfS2ynoSfaXqGjddby944NoYMtAlYSWEm4o0xT1aZcuwBF77mwezVWxPE9uxqKagy9varqf7Tj0gd\niqODEJUcRieLWKkUbPupi7/RMqB2/Fv887+PvPlRhAO6HBBUHWq1X5zIK5tNswqMm1/lW08Q23sV\n8o4bUYUylW89gbtz6/wDT43n8uM7UakaYlMJQR8hO6GWIX7epRSbWyuq1e9mCu+73hjKDJSZGAg7\nFvzmJTjwrST7dsL9T03NdCr5i5NZd9dJGL7SiIf7gAN0KNPepk2bNkvEXJlO1097vQ1YBwxGP+uj\nnyHg1JL07rVMyZsaPBJMuhdZ0kR7lIS6gP/yMrznp5l40F6QzBQ1KAX3tT5oPPZiFYmNK4zzWlmb\n00VFdtZCQ4imGlprf6V9CfjaD75AR/U9WKFLQ3dDhA5VFFZt7onB2KEK6zo1YzUoYxPGBK4TMFq6\nvCfy4snBpoATNAJPGhCb0lN/eRHEbttcOjpjw7ieKPOB6BuLtRNpF4QdLSg0x101s2dy9hXNfbeZ\n5XZSu1Saj6HsI7SRGUFLsC0INQzPXZazYizngksTOiMR+WjxRUTPfa3RHYuU8bv+hku6jwb6PPq5\nZxHFNHhZcOuE7ivg7EaO1+evhVUOZsjkjpCAixHeP5K50Gb+EsYi/vaNuF03UU88gZsuYBW7oJYj\nPJtA/89B7DsX9GcXldoJiQ5+AafwPJYcwx+zqfZvR8VjJHeY35lLo6nZzQ+4aGZU/eDRKVliU/Si\nGs/lsSQiM44OJMJ2sDhPEMsgRnysNy2BycTOnCmnO1kwi5LxqLxu51oWx9bRUEhM6rouBnvXw9Ao\n/EsPlCSkFNw5atpXmDnPrTZt2qxpZp0VaK1vbfxbCPFzwCeAX9Ra/7Cp/U3A3wJ/spSdfE3ScGaz\nxOTEQ0UPnIKYdG1zgIGoXeupgaoGjWDVPLPui74NwmTZqAv+sEAL0FgIHTJSEHRvX6aV9onAS/MD\nWDS1rw7OV/rpDB0EMSbKxFCRRMvc5QSl4QAvphjTcYSncZQmjAmOlRyuevUQW3cvn2DtkjDLRE34\njRO7GQEouHra4HERxG7XDCs0sW0Fx4sjqNKckikAOy9bdsts08T6pNEJahbSllH7TKwGJ7VLpfkY\nGq6tIeb4w6bM3tXGCpY2Vm+A5ONRxXxjCCBMe3rOPZcHf/TbuAO7EbE6JErgxdHjnXjXP088e+P8\nHUcTtjnYujLnBGbxa2JoopUp8RXW4mf9HT6Gk6ghzu6E0I2y7xT6kZOr4h5nJuivJ5S3EgKBM0pw\n8mUoj6GVQhXKqHyRjne/Y/b9W3Tzqx88yviDXzRBqia9qM4P/LIJDhROw8h26LewRragRAHdXUZ0\nFNEFH2XX5xQSn4mWAhEPH4Pr18OdWyfbxutrK+OzmYePwfYsvK7pe1ms4wnfBs98C7aV4TrXLHI/\n48Bdb7u0v3uJ1A8eJf/nf0LMfZmYmyc8mSX/54+R/c3fawee2rS5DGh1Sez/AX6vOeAEoLV+AvgD\n4GOL3bHXPFIaIeVGwKk55hMI42oXCKgKk/HEzPGmifaYNLorDx9ruQsC8IUkEBIlxKxvINCcmD7P\nX8qV9qAxytZNI24dta8eto5fi4kKNl9mEoGc9bua+C0L+kZiUARdlfhFi/CcjagrXnz55JL1eVk4\nOAy/8z34u4PwjRNm+zvfi8SPo4nEFKIJRjCteRHEbtcEjYnt9NX7VSIWLYtBpL0TWS9LAUKYUph5\n3G/aRNy9DXIxc/8Hs83FTPtM7NtpzomLiCevapqPwRaT13rCMgsvtRBiq6t8Gpha2iiF2WZjy3Le\nB9lj6HVjaCdES8x23RhBdnVcc9aAD+lxRDGLGNyCKGYhPY6sFuDDt8Enf9psW51AX5ODSgihmlxI\nQ0RZ34EZBykbOuNT97vEsYhzqh/NK4iBzQg/csbT5v2EH8BnFkG4/RKxejeiCuWJ1/b6Lpxrr0R2\ndxKeG0RmM5NBoRb2h9kzo5qzohp6UToIGfrdTzD4wfupfqeO+oKGLoWMWVhWBut8Dj2QRWoH97d+\nal4BhEaQS+WLc4ui9xXNd93MWsv4bGYpj+eHFlz5OnOvCgpme+XrTPsKUvrcgyST30c4dZTKIZw6\nyeT3KX3uwRXtV5s2bRaHVusfrsRINc5EBdixKL1pM0lX3EwgQmW2UsziziaYCGrM5gDTSL3flpnX\nA8uSAVrHZo9mRQRCUippeLxvUvBwU2pxBA9nQoZoFXVKT9afCLm6VsL3nP0pTgmN1gECi4lsJ61R\neu4PtVZW6FBOjb9ogRqxGDocn3W/NcEDT8PBETOJTEU2wAdHTPsEzUJm0Sd3fpqoy2KI3a4FHj4G\nB4bg6LixgbYl7OpcPSu4UjRl/kfndaM0bK0O+FeSn9wKX3rVBNE1ZlsLTftMNJzUmjPhWs0eWS00\nH4MVLbjYkomgQsyG7sRK9/JCDgzDeM1kCmRisDsHPYllOe+Towq1aRR2NQXeyyHJ0dURnLMGepFD\nmzFK5wICx7xeqCt7LgFoLkgStiSIrPm7sdAIMDdziVl/iacPoa86gjx5PQhlAusqejalavBCa47A\nC6aFLNf0vrsYf/CLgMlQUoUybskhu/sd2J6DcZ2ZfTw20/6zZUZNz4oKBkepHz6OCEOsO25Ef08R\n5ocAB+lZCF8ipIvMXY/zwD3zvi+1XPp3OWR8NrOUx9NXJLDjeKc60EULkUnh7opjr/Dz2h57BCpb\ncPuuRpZTqFSZoPcV7PojK9qvNm3aLA6tZjq9APyREGJTc6MQYjPwR8Dzi9yvNndugbSGWB2cqtkC\nF47YhHGgYPZqb60xpRnXr5vXA8sWAqlDhI6cYmZ8AyNgKmuBcQ5JO2b7/ABc29Xye80HlRxnqp+4\n2Zr21UOy3IWjBIJo8kTDPFAQIBn5Rt+s+xZKomk1twktcJ52L2xfSzzdb+489RDG6mYrTbtMTH5W\nk99tFNQoTrM+bojdxnNQPGu2l6OI+FdegUOjprxIYbaHRk37amBTVPalp/0krLU74F9JPnfQ6NfA\n5KVQDkz7TKzi0st5safHZL68cRNs6TCr70kbMi6sS5qFjNXEwWE4XYDBssnQemUUvnYcXhxYlvPe\nChMw2IH17Fasp3ZgPbvVvA5XR3BOjG0A5USvGiX+jmlfCC9GwR1bTP6YdzJBybgNu7LQX4Fj41Ds\nh8OPwaFHYcu3jcD1ArCGxlHbUyi3Yg7Dc8F3QYeIWCJa+FoiWsxyje3ZRVfXreS+aNH5lxVyf2fR\neaIX2021lB3bcPOT2cxFM6OmZ0V5r55CSIHV02kyn8ZziNHt6JKGjhrkBHR2Q09uQfelsK8f2TH1\n2p+x9G/fTjiVh++egq8fN9tT+bWV8dnMEmawBq7PC1//Ln/61Ff49Rf/kT996iu88PXvErgrK1Hh\n1OK4h29GeDF0soLwYriHb8aprfGF1jZt2gCtZzr9GvBt4KQQ4nkmhcRfD4wA/3Zpuvca5udj8NIg\nFOMQ2GB7MBozq3qWNZn91LCLgkjTaQb7OjS8YZNZOZ7HA8uWkCEg0BKlBTWsibwTEYk7A0itIW6Z\nSULBM9uru+DwKLxzET6Laej1ZxCltFlBbRyuCNHrzyz+m10CUoJQAjG9NFFrBJqDnzrFXbM40QXG\nFXqGVWGBOL9IQrErRdUHP8rYkZhz2TM6HeGWJOJIcUIBq3H+aqLPcRr1oSSlH2wj7HON1kM2SWzl\ntTAXl6OF+bUvN9d0w7H8hXHgjvjaHfCvJE+eM9eF1XS+h9q0T2cFNYWWjL3rIOlAf9k8TzpcY3u+\nVJmzC+XhY7AxCU+fN/cwIYxZx9PnWxPGvkSsajdywImyb0JQEntgPWLdKtE29GMY+9zm55WO2hfA\ncM08M9ymTC4vNPebN/Waa6DDhRN5OHgOjp+BXRr+FbBpeMHOpuG6Tjx9E4mYQpTjTDyXFIhCHG7N\nLux4WqFVZ8pPPY/zuWNghZAJoOzA8SJsHjVjvxa0rS7mGNfQVfIOHIFXxonHrsCxMsjzSaodPtYt\nOwAQddDSRYUSqzsqCc7XIe/N+rfnwurdiMoXcb0kzpEQWdCEro+/d92Fv1zwoK8E9cAEIt3VkfW3\nIJYwg/WZI0/wX8/+gE4nSW+sk3Gvyl+d/QH/55EEd3DPInR+YVjDt6CtIsqrQ12DqCCtGNbwGnUg\nbNOmzRRaCjpprQ8KIXYC9wG3AhuBV4C/Az6rta4uXRdfo1jfhneV4QUXhgJYp6Dgw6hrJiMxy0Qm\nAg07zKqqA/gXZMdoHLRZLf7V6+f1wIpZioEwZvScLAEqNGnlDYM8bfScNugSyrbMwK+B0ktWYqCl\nj95xCAa3gR8HpwbrT6PldNGflaVWUZEF03Q0KStgcGD2FVJHaCKl9gsCVqglXFldDlIOeqBqBGGb\nDlB0xgjCMmZtfAb3utTU21X94FFG7//vBENjaM9D/Pgk3v5X6PrI+y8v0clZUxiXtRezM1KddFxr\nJiHXbuBjJQmM2QChjhYSousjmKF8uNVJ6Vpi3074ne+b4EFj8qg0fPD1K92zqfQVJx31gkjc2ooC\nEt8/A++8amnf/1waoepEEUombginZhGcX2akZaPV9Fo4gbQWGAiwMJmeSjdXXptrpPka2NkJ3n6I\na3hP45cW7mxave067L89jRhtZFtEz6zANeXhnQsMorVCq86Uf/MC6DoEEjzHlCCqEH7YByM1s8/O\nTlMGugCaxcMT63bgvDhGcG6QmjOA0A4d1R0EZI32f0wgSwrijvlu6qH5zrIL+5zS++6i+jv/SPIV\ngRAS5SiUE5Dp754q4v6Z/TBchd60GR/XQ/P6M/vhz+5e0HuvOHt6luQ+/vBLz5DtSNKpkogQOmNJ\ndMK037Ho7zYPvCvBfgoRSnQoETIEqwTe3pXsVZs2bRaJlj2ttdY1oK3mtlwUTkOvA8lnjVZNLAvr\nb4HPbjaZT/XAZD1l46YkAUhYPr6apsGkBQnlQ3V+AZljf3qAQd9FiWiVUgFIo9+ilbG0BjYkPHJo\nYtP1lJawlj7Aw0lXEeufmRh86kqKoGa1fkIvA4WSICMDxidKDBrldeBIMaeZYDoFIwUFQk4psxNa\n464y7ar5EkqNnCpWNdHuJ6vY8Tii1ryHMKv56allhfnPfhnv+FlkRwrZkUbXPbzjZ8l/9susf+C3\nl/w4lp9pbo2rhR+PTgacmisjT5VWhbPTWkPZAjERwJsss1WuvLAevtVJ6Vri2BgcHYOybwI59dC8\nPja2us6l3owp4/GjwIqMFgmUgidmyEpbbIoheorxghFSE/lw8a67wf0mUFM4bQwadt3betAm4yJG\n62A16m0FhMIsgC2EKztNCaMXTrr3SmGeC7UAnhiezIyLlQhHHepPPIsulBAdadxdW7G9+Tub+ts3\nkh4sAvXG8gcTycteYLJ2l4pWdX1GK6AsE5iTmM9HS9O3jGM+nyfPwR2bF9SNZl0l+9t5Qq8MHS7C\ndbEyScK+MeTTkuAdXQTZAOX5xLo2mtLToj8ZAPqtR+C+G+a3+EknzuBGQquEIkAIm7jbhUynpgbX\nXxhgf+0MD514itO1EbbFu7l30xu54YU1nO20RKXTfbUim5NxcEYxrg02GT9BX2Vlnxu1kTzu2G7c\nMAGhA5aPZ1XxcnmWMLTbpk2bZWJedTpCiHuEEL8vhPhvQohtUdtdkbZTm8XEisHZxyCogtthtr1f\ng1/thxs3QG+H2X7srokV1bQbRYKEaPqBpK4TBNV5Oeo894/jhJiHtSkGE9EAF7AEDiEuIeU6eDGX\nKzaEy+aeVN/lQD0B1ZRZ2aumoJ4w7asMZWNCu5GjF9LYyfsK1q+fPXDQvc0lIwOknhzQSq2xUWza\nuIoCDgtADMzsSSAGKgQ3ZwGFdkE7UQWlpQmT8oLMnvpzh9CWJBwcxT96mnBwFG1J6s8dWvqDWHZm\ncvRbJZSich7R9AMmC7PtXjdvwvSFAdkL2yN6M2YS2sxaFs8F+MvnoeqB9gHfbKueaV9NXNtldOY8\nHWWlEQWdgNGlT/5WqpEpCs3RXg3w2Zcv/Q0G95uStNoYZLaY7XMPtK6NdE2Xcc1Vke6kEub1ljR8\n7Gn44HfMtlUXznuvMs9RKcARk/++MmsCKrVgIsCiDnegxgfRtTpaSvwTZ6l841uUnjpzoetZC8hC\ngJQgRZNCo8Rk6y7ltdaqro+M9P4CAZ6Y1JkS0+4Zs5nNXIRmXSVxrowQNrFalvhwglgphd3VhRjx\nCM8N4u9N4F57BXJnj/nOa6H5wLrj8MNzcP+T83NeffgY0rZxrtqEu3sbzpWbkZ1JYyzSFFzfP3yC\nB458hbFKkS0qy1ilyANHvsL+4RMLOuYVZwlda7dv20ixMoYYd2EojRixKZZG2LZhaXRYWyUoFnCr\n69B+Cq0dtJ/Cra4jKK4SKYE2bdpcEi0FnYQQG4QQTwP/DPwK8F6gEW7/VeD3l6Z7r2VmmVS+sQBf\nvReeeY/ZNqXwF5WEWJN+kABigpIbo3b4VYIDra++FpVrAk3T9IgUgjAusASECKrKZtvbcnR/9BaT\nPn2uZLZLqCmS+sVOvI2D6P6t6FduRvdvxds4SOoXV5fmR2qDYtyJ4ycsQkugpEBhYUlFR1Kz5ze2\nz7rvFe/qJZfSJEVAXPu4OsRB0eX6c+63JphtYVhB4r63ELiRLbYCLTWhG2KtT0N26gq5qtVRgyPo\nIETEXHQQogZHULX6LG+wVpleonKx9mWmOdg0IfSGebGWM25WjKrR6GlGhKZ9OksoNrtiHB+Dug80\nlavVfdM+D+oHjzLysc8w+MH7GfnYZxYUbJiVg8PwuWdMVhM6cprVRtxazmICschM6leLKVsN8Nwi\nOKodfciYM8RzJuO28e+jD7W2/1Vdk2LwMctskzaUgoVNpEuBMUNxLXPrcy3zeoZMI1W3EJZCqDLh\n+UGEXUemobS/g/EHvzj/c0GIKHsoeq0xfdAs7bXW0PW52NiqK+pPo0/RRkmFf/gs/uAQ4bUpkyW2\nAJrFw5XvEaukEQEm+Bdo3EIC2ZFg/Sc/QuefvR/rI3fB+TLka+Y7356FroTJQhtuYQH04PBkYPIb\nJ4xIfL2p7zHLlA02BfweGn+OnI6TEwmkJciJBDkd56Hx5xZ0zCtOc+m0FGabjS3KQs7/9qZe8hWL\nsWodRcCY75OvWPzcRr2498l5klIbCS0PLG3sYyxNaHmk1MYV61ObNm0Wj1arkf4KSAPXACeB5qXV\n7wB/uLjdakPowZa7YOyVyfK6dTea9lmoOjZCKGxLTYxIAy2puS5W3cXLD7T8hc82ZBYAFUEFGxtF\nWgaMHarA7y5N7flM2IMBjNyMHx9Ex/sRJHFGbsYenN+kZKkZuK1O7ak0dlWhQ9AKtBRYPZo3/Lsr\n6J5FRByg+55ebgUOfuoU/ecDpLRYv16w5zeunHO/tU6MTlRPDiVLiLoCLbFiCeQVOSMw3EwqDsPm\nTNWNSZ7Spv2yYrbV6VWS8bYtA0eabNsbGR8d9trOuFkhZE1PiuY10FH7dJZQbHbF8H3z/AoamnZR\nEMdvXSC7WYPG2rwelS8y/uAXZ3XkmjcPfg9e6QM7Fk30o+BYoCDlmAn2EqOtEJheOiQwCteLEPQq\nnDYZTs3Esqa9pQ5qVEwQygAdBAjbxqrYSFcuTIPswLA5x5WeNKDoKwIC7t4GR8ehWIdMDC+nsNR2\n/OFnsNI1Qj9L6fxe/LEE8WsylB5+bH7nQcaFyoUSBcoWFD7zZTx/yBhZ7Ltr8fUEW9H12dQDY0NQ\ntc1iDaBFgLJCKs4YBBbWj/LE775pQRIE6X13Mf7gFwFwXAdR0kjtIBwbipHVR6rpnN/TAzs6oFCD\njthkhlXMisS+51iMmG6O8MooDFXNPSBQZkFKY/5uU8DvdG2ILSINfuMBBFmZ4HRtaAFHvApYwtLp\nG8od/MedN/JP545xpl5ka6KDX920l+sdSWG+18Yi4iRy+LVBlB3Jh4QK/BAncbm5w7Rp89qk1efP\nzwC/orU+KsQFyshngct3FrxSdGwz6exb3zzZVhuD+KZZdwl7NGJANLS+jdC30oRZgfuqpLixQKsS\no5ZWKKw5qngEgbCoKM3I6YWJUy4U/9Es9FdxyldA6ILlocrD+I9mcX5tWbsyJ6d6MsRu9Uges9Al\ngU5rKjsDhjfI1gNHq1TGZ8l4+Bj6ijQUyiipIGFhxWLGBnvairK7eQO1QgVqdfB8sCxELou7eYGW\n3G0Wxruvg//8VDTYjxCY1e21nHGzQgi/IczSfMHLqH0GlkhsdsWI+VCfrvsjINX6c6ZZgwaY2M47\n2DAbz54xGjpqWimT1mYyfOeWufdfBHTGQlejjIDJVpOVdPMi3AMbY5B4brKtnmAPTZcAACAASURB\nVDftLRAM5vGsMWzfQQgHTUioauDFp6bYtzqRPj6G7i9HH7eGUCH6A0Q2ZjJhfmLymSq+M4BXLTL6\n3U1ovQEZjyHTLjKXRnakCPv6WzqGCdI2jE01S9AJiQ59nAMh4VuWILA5H9wUWEXo8MEK0EXAt9FK\nI1zXOIGVa+RHD9K9AHey2J5dONftJP/pL5EY3o1WNsKOI4REKw1S4WamBQZ6M0bvrx6a7wfMv2PW\n3IsR080Rru9BffMYjNXRwuhcCtdBrp8a2N1GjrGgQE5OtueDKtvIsSZpVc9rIRRyXN8xxo3cBp4L\nMQ+Vq6DL6flfG4uItbMHfQbC/Dja8xGug9XVjbX1Mnq+tWnzGmY+ix6zKVH3MGPef5tLYte9Rj8B\nzOpiPW8GgHvfO+suuduLjD6Sxa87ZiAsNI7QdCVKaD8kVkrPuu90tnT6nCxaEOk5NRDTolAeFnVv\neV3jwmeSuNUuo2MgA1AWVn4T3jM1VpOqkwDCDQG+VDhHHERJEDtmo1rQ4xn5Rh/P3H+CQkUgIzWt\n8+eh8qcnuRUu22yn4MA5audOYq/zcYo+ogYqGET3bMOaNrF2916FSMYJzg+jiyVEJo29qQfnyq0r\n1PulolkseHr7KqAUwE0bTCZCLTClAOuTcPPGyysYskzIQE655xoEMlgl3/cSsf+h7/PQg5/n9PmX\n2UYX97qv4wancZ/TZuW7RcK+fqzNUyfBCwo2zEYhhPEYyCjQpKPgk1RwXY9xil1i5KZO9MgIImwE\nKKN7RNo2Ys2XygLGIM14+QGEdBC2ZapDbQtsCCulqXeuFifS6nzJBJqasri0hjBfxf/mo8j4IDJd\nAdGDFWxmdPwwoMCy0HWPoFgmsXs7qlDG6t3Yskhz6lQ1+n41xKXJtlGgawqVkViejZBy8QObmIy9\n6mcexX4hj61T2LfswP7VWy/spwbWZUz5XD1E6XG0be7FlmcTxAOK3aMEx8/QvYB+FL/6KIXP/hNW\nNo2d70DXNL4qIJ0EsiOF5WaQatroa99O2D8Ex8cny02LvtHgmmsxYlqGT0AdVSthCRvVYaGtkCBR\nwt28CbspQ+5esZcH+A4oTVYkyOsqY1R5r1hRP7aFs2+nyfgCE5gteCYI9e7rLv1vp3NY59eBXQdZ\nhbqNPJPD36TNtbFSvO967I8+ib1tq9FnK/pGM/J9S38/bdOmzdLT6ijuB8AHp2U5NZ789wGPLGqv\n2hiHmFs+ZFYZi2fN9pYPzekcs/02h7O3x6hudFFpSXWDy9nXZ9k+PozwFM5A6zHGnW/PYWMEIIVQ\nE1LiwAXz38IyS+hYpTg6tBChg/BdROigQwurtLrKqq7IjBAMJHCfimGdFchRsM8J1j0RMvKNvjn3\nPfGFPmo1cCwz17JtcC1NpWb+3+WKlx/Atjzs3En0tkHC3WPojWMo++kLBGzT++5C2BaxvbtIvv1N\nxPbuQtgW6X13rVDvl5ILgxCrhgPDMFSBhG1WtG0JZc84jrWZP9qaCPVP/mijqn+Zsv+h7/PAR/6E\nsfw4W+hiTFV4oPYI+/3GvU5AqfUlhWYNmgYTwYbFIHQwAY0QrMAEm0Sk6fSRNy5LsNUSDlKbhaEJ\ndzgEsiu5OO+/gDFIM54ocPh4H3/8yj/z/uOf449f+WdeHu1DBcGCNMh0tY5oOLdOZJcphPbRe7+G\ndoqokRRajBNs/Xus14dYm9bhlGJ0VnaxTt9K8mmNPFUmc+2NLYs09zxdgBvXm3ubp0w5pQK0RoYi\ncuczLGZgs37wKKX7/4H4D6tYTpLQ9ak/cYjw/scu7Gc2Nll+hp5YdPRTdcavGqC0bYQgWZv7sdGs\nozRN4D3/6S8h0wmsbAZlKYTtIJ0YKHDWr0PG3As0F9nTY66FN/UasX1fGfe8j9w+9/k5zRzBe/UU\nQlioHkFwlUV4pYvOOXjn+qZkyN0gNvKh+N3kZJKzepycTPKh+N3cINaoHlCrel4LIBw7D34MSllE\nvhuKHVB3EH5+ZcdP77wK/uB2ky06UDXbP7h9inZtmzZt1i6tRiE+DDwOHAC+jBnhvF8IsQe4Hnjj\n0nTvNc7QZvjBPZMrcdnNwOwWxudHKmzdXmOssoXRWIpE3WNLYYxzG3K8/vA5GGu9PGHsUIVtnSFj\ntZCisAmq0YRnesKFENT0Ai2QF4iwLIRvoZU2WgKN/1ZTmhPw5jfsoPhQCUoWyhEIW+MEmkQ+5OCn\nTnHXHNlKpeGAUAscC8JIP9OSRk+3NLy8mWWLjuWZssjpZSGWRzVbIdtfRZzbjKjGzO/E6vi3PWfO\n+6YJT2zPLjo/8MuUHn7MZDb0bqTj3e9YMT2CpWcVBZqaOVc0mhuBMsLPloBqYCYti2Xd/lpCSCMA\nN1P7ZcpDD36eXCZLrrMTqJCTKVDwkPcSN7i9gJiXbn6zBo3sSKEKZVS+SMe737E4HXZscMsQWuZ7\nsQMTgEqnlu98P1eKpJua1a0F9JcW77pbf0PLQabpvPrqEH9V/B45kmwROcZVlb8oP8IHvTdza/b2\n+WuQOXWouia7LDpmoYFYjaCzAp0/NqYSlgVBgYT9YxI3vZ/YSBnGPURdoz1NurAD6/vjU0u45tCW\nig/58PosdMVN1kX0cQshoKYRlclrdTEDm6WHHyM+nIYOB+ICiYsS4A0NkJjezw3JpiCRQLg22qsT\nyjpaa3TdQxcrxO64aeY3m66j1AjCRUGOsH8YucHkSPlpDy01lm8b3cW4DTuycOUMRi57euCBt8zv\nwPftNA53z1ehHmKfryG0TZiZvP+JmAMjFfiJqRlyNzi9TdmRDVaR0+t8WaLSad1XArIIJdFKgFBo\nWyCDGPZKj5/eeVU7yNSmzWVKS0EnrfUBIcQtGMHw/x0z/LsX+C7wPq31kSXr4WuVg8OE9z+GNzSA\n8irIHydxnz+EdfdTsDs+1cI4Wn0cKUvWZxTrTw+AkiCNwONoZzqayLQ+ai8NB2Q3OXRKM9HtP1rj\nXC3KJJoWK1j2R3oyhsrXEEgEAhN6CiG5ujKdtu6+jlzfD6k4mtCXyDrYgUJpwfnzs1m4GdI9NmPD\nHqGa/LBDUylAumchUqCrB3lzDf2cBbqpLEQo5M01rPUbEM+XkWMd5v8LjQ4snINXw/NHYFqmfGxd\nhdidp6MgrAfrKitxSEuLZGbHv9USgyh7ZhW7ucpHSpPJ0IpAcJupxEOozhBgjK8St8Il4PS5M2zZ\nFE0Wo/M9K5KcVmOTzmGx1k/4JQ9Ir6+bc90PwBfgaOPktW4Z036LtSg42XyuKPBZFdfdw2dfJkeC\nnDRKkjmRBKX558GXufXDH5//H+woQq3b6GgBjSCbTo+jT6Rxh3cj/U50ooi//SwydxzrRR+7aqMz\nNlprpBBYwwEMnYVf2D3t78+sLVVb55jMm4JnMtnA3NuEMbCQgxqt1KIHNsO+fqx6Dt0x2SZiDqpQ\nubCfWhutpHUJiFmIMQdOD5vxWaEEMRf7yl467/uFmd/s4WNm0eDA8IQYO5tSE+eRtbEHVShBNkOt\nq0i61oXnlKDDIranZwkcM8WEmYJwbZRWCE8iahodAwo+0k5OfU9LN50bTG1vMwVdckHW0Zlg0qjB\ns9GVVTCGHpx9Yb1NmzZrm5ZHcVrro1rr92itN2utXa31Rq31u9sBp6Uh+Oyz1I6fQAkf0ZFECZ9w\n8CXCJ7tmtTDuTimqHmi34V6jqcZcuvJlM3lPt16eke6x8cqTk5yNu2KY4MC0XxQg5fI+1HVMI4XT\nFHBSCMtGpVff4MJRmkw1IF4KifsBjlZoDVVlzVlid8W7eonHwQ9NsCkIwAsFybj5f2ua370bcWUB\n0VFFJOpme2UBfvdu0uPrEGMZc/46JntAhBZiaAN8d5p73eB+E3StjU0Nwk4rw1vz9Kaif+imH2Dd\nKhggAsRdECH4HlTqUK0CNXBYFKed1xwpjxlvtLMJaX/1CLzzIXjD5832q2vvkbxt81byhYJ5kTRB\n9byusk12TQZc5xlEie3ZRfeH72P9Jz9C94fvW9wMyLecARGVFG11zFa4pn25UCGm/p3Jn4Z73Sq4\n7s74Y2RFw7okchMTSc74Cyu7FUmNThfB9cFS4AToVB6BIHH2JoTnosQowo8TP76XsK8X+WqJsFwi\nLJbQ9TrWhpzRiin4U0q4gFm1pYZv6zBBlWpgsjhdywR2uhLITAzpScJzg8hsZlFFxK3ejYQxH9EU\nx9R1H+kmL+ynr+D2zSbrqOgju9KIt1yBs2kDsRt2k7z7jXR/5Ndm79uBYXhxAE6Mw0DZbF8cMO1A\n9n2/hCpVCfNFvGSNQsdZwrBKfMeuRS37AkygK+2YYxECa0OO0PUJ3AAVA0Z8lK4jf+u2qe+ZdInq\nHpt+VNTeppkgsBDKQpYyyHwHspRBKIsgWOES7tfKmK5Nm9coLaVMCCE+Cvy91vrwEvenTUTw3EnI\nOMi4eWCKuIuwy6jTiakmyU0Wxjddv4NvP3katUmQPBtSdWNU4g53HDiKiim4c3vL73/Fu3rZ/4lT\nQICbsvDKIcIR6KChIdFAY2/1zETn0y9Dfxk2pozw31KkyB4cRuRDhDYOTwIjXxCuBy9XY7UNL9av\nF5w4J40mi2jMnwRJGXDiC32zCoJ339PLG4CD/+UU/f0CBWzaBHt+fcfaFxG/8w74OPAPP4C+MvQm\n4F+/Fe68A/v3v4jGAaFM6Yo2kyrhA6emBZ2OPjQZeIXJ7bQyvDXPBhsGPajbTFx7IoSqvzrK13oV\n/Dg0fbIxY31PQnoUcptXtm9rEseUEDWv2ktt2qfz1SPw0SfNJG1DwgjsffRJ8//WUInCvR94Dx//\nrT8kGBih03MpqjrjVHive7v5BcniuDYtFm/Ngj0I/9IDoxK6FPzCELwlu3x9SHnGeUqIJh1xDXa4\nKj6rbVaOsbBqMpyi+1ZeV9lm5Yxm0EUEvKcjOwR6XEPogRTGyUwqtJeAWAGr1I3wYhD30B1l7IHX\nYcUqCOmjpSasxfBP9yPdGDKexMpH0ZyLiDSXtyfglr3wraNQDDCl4AKKGmFLrE1Z1n/yN2btd/Gr\nj5L/9JcI+4exNvaQfd8vkXnnxUvO0vvuovD4/yT5SoxQeGgHLDeBe+01F2YV9WYiwW5opJ/bsST2\nPTcT//BtF30vzpdgpGYCvjHbZD2N1Ew7TPS3cRxeJgl7e/BTp7HwSNNNjEV6Dh0YhlN5oxGYcZH1\nkJjdhe9Xye8Yw3rTRtL7fhZ3egAtKaGIyf6LNK0QwrS3mYJKxHhpaJCv1A5yWo2zTXby8/E9XL1t\n/cV3XkqOPsT+5wQPPXyQ00N5tq3Lcu++Xm7ovMzGdG3avEZptU7n14D/JIQ4CHwR+P+01seWrltt\nAlHGrsSxhkJEHZNSnF6HTg8DTRO5Jgvjrbuv423Ai8FphlWKruEyt794hM1eFfG6DVi/+RMtv3/3\nPb1s+9EYB786TsXTJF0Ftyk4Y6HOxifkI+SWOuon/OWb+Pzh41h1y2g5CZOCLTSIcUXw1mUc8LfI\nnt/YzqmPnEIhqGuJBiytyaYvrs1U2Zln/L5xhofrbOmJccX1O+jevcYDTg3uvMP8TEdoBBY6bEQv\nADRaWwiVmvq7hdMwsh2eisOQhHUK3iig+9RS9355kQMgrInsRQAsjMDXZ/bDn929kr0D0QdJBVUj\nLIuMJr4o2P0j4OdWtn9rDT8GyjefY6P0QUXt0/n0y+a+m43+X2P76ZfXVNDp6qt7ef+11/PNV47Q\n542zXeZ4r/tGrnd6J7N4Xlg5K+8L2HUvjD8At5enOrvt+tDy9eFWBU+EULHM+SEwZX7dLHKp08L4\n+dQN/EXhe1Gp5KSb2H3OGy8U8G4hUybMuoiajQhcUBIhQpQS5joZ3gqxKsTroGxkvpt4dgh2nEWc\nugKtqtjJCmHNQYQu9dQo9ttvxD3st6Ytte4cXDUIL3dGIuZR8AsH9szuB1f86qOMfPSvkekEckM3\nqlBi5KN/DdBS4Mnv8ChuKJAYSWH5CVRKEf6bHRc4uXJtF/yvV8y9IOOYMdiJcRM8+uB3Lh7cK3om\nkAaTTnOWMO0RmXe+hcw730L94FGe/u2/5Jvfe5a+cp7eVJaf+f6L3Pbxfz+RSVU/eHSytDUxTCzx\nMhaj6OQW7Dvfj3v7vtkPOl83DqjxaHoSt5HJOLGOLOs/+YHZ90tWwJGRlAST987kZVhyf4kcUkU+\nWX6CThGnlxyjYZW/KD/O/1V7M29YwX7t/+YhHvjUcXL1FFt0N2NDVR44dpAPBVVuWKMmhG3atJmk\n1aDTZuDNwL8B/gPwx0KIF4G/B/6X1vr00nTvtYvakcb+rodAmkyPEjCyjvCtR6GWmNXCeOvu69i6\n+zr4wQ/hH16CzdUok+TmeWVEjHyjj9PfK9C90WJTlOk0eNzm/C0u9tur2IQEWFRVnN2vquWb+Dzb\nbxb8Q6NXZfQ+NKIGifvmKVi5DHTf08uGjx2nLz+ZpSCEZqQo2ZKefb8zrx7i20+eJuVAyqpSqcf4\n9pOneRvmO75s2dGBOjASOSU2BsECCAkT07L8Rq6Av47BoAueAFfDjwT8uyuWv99LSXwIXd806dgE\nEGiEE8ALAyvXrwaVMuzIw6lNUIlyDTtrsG4MukdXtm9rERVNnCZKRER0n5thxb6/DGkLThegHhpd\nl5xr2tcQpYcf49obd7H3zTfR+WcVhIKJAKvGqEgOVVeug9NpOLs1a4/sfe/yrsb/Hz/B/ue/yEPD\nr3LaH2OblePe3B5u+O17Vj77EdiT2sBvej/JP3kvT2RT3Ofext7EppYEvKcTnE/geJa5DrSJRAol\nUUIjczF0vBMdVrGsPNQCdD1JeMtjWKMuFLNQjyOtKqqrk9qNDv73H8Fe30VIPxYb587Weem/gp+E\nMG0ycBFga3Dr0JWYtc/Nrm8ARNv8p7900aBT6eHHcLb3Yr0uQ4i5BMLxIv7hH9H9zpun/vLhUdjj\nwqlzcC4A2wErDWeKcPe2iwf3kjY4CSgHk/eRrGvsc6fx3Mc+z988+zS5RIrNHTkKtSp/8+zTWB/7\nPG/63P9N/eBRxh/8IjKbwYoPkeh7HHnqGiQ3QkcRderP8WD2wFM2un+NROYUtmR//SwPHX2R09f9\nDds2b+XeD7yHG+79yWn7lWA8A2VhskQtDWlt2ttM4Z8HDtAp4uREAoEgJxJGb+3cfl538OiKmbE8\n9PlxcpUUOTsJEnI6CRXTfsNHV6RLbdq0WURaFRJXwCPAI0KIDwA/jQlA/Sfg/xVCPKm1bj2Nps1F\nSYqNIE6B1ggdaRcJiazfA/FTcw90B/fDwb+FYDM4KQgq5vXV6ZYHxSe+0IebFMQy5hSJZWxEySd+\n3CLYyEQ6vwaoS4h5kO+HsAZWHGJd0L8ELmu+QjgWuKD90Ah6SoFArlrXMiHMANlBYwlNqE3WU73i\nz7rPiy+fJOWAfcah/twm/GoMK6N5ur+PrR++jINOsjGxbgo6AVoKAh1MDTp9fSec6AfHM85RngUn\nbPj6Fnj3MvY5Ysrqbu9G0vvuWpRzUo0EoMU0lR+JrmtEZRU4GSZTcFhCZgxygbGTr8UhW5/Iwmwz\nDyxpRLNrTSLRcWnap5Nx4NVRCKNsKAkMV2B31zJ2+NIJ+/qxNkelHROi+Y2asegz8Oc2X1h2LsHZ\nbTHY/8IIH+97mhwuvU6GUcp8vPA4vz36ZlZDIYpWIa9ztvI6Z+uUdjXd0GQWAe/pWGcdRBhpVolo\n8KEso+yogbpCWkWElULrMtqqojqH0Td/F+tHb4bzVyC1hXYVctCn9sKzJN96B9bm9ah8kfEHvzij\nJlOqcgyefwFO/Lx5zghtAl8KoAKnz8/a52bXtwYikyLsH55lj6Z9m6+JCNmRIuybIePv6GlwXoJr\n42b8td+HcABGxuH4S2aR0t01e3Dv5g3ww3OwPmkCTvXQlBzetuGCX/3aY0/SmUiRTZjM42wihY7a\n34QJlslsBqszg7P/IPYrb0TbAdodRwad2Ptvwv/S38NsQaf1yQktKYRgf+EUDwx/k1y2ky2behnL\nj/PAR/6ED8HUwNO6OJwOISnM/dDClHyvFu3DVcSZyjC9ImUWbgEQkd7aOKWHH1uxsfTpwSJbrI6o\nnNyUSGatOKcHCyvSnzZt2iwu87bB0lqHwLeEEN8D/gV4ALh9kfv1msc+UcXvdPCHR42KtG1j93Th\n9MXhjj+adb+Rb/Rx4hOvUDz/DtIiz/aOH9E9nkecXIfMfAXe3dpwtDQckOqeenqomKB7rMKoDKmE\nMZJWnd3JAYJEBwz1Q1qAFZWGDPXDhiXQc8nFYLyOcCTCtc3A01eTK6arkHxJkJIBvpaECCyhiYuQ\nfGkGp5WIkbIkc05S+UEKbQWItMKqCcYe72Dkhtm1oNYMB4fNAHi6rsexPFoqxPSsDmURitrUtueL\nJrvJVuY8cKLJyPPLL6JbP3iUkfv/G+HwONQ9eOUk9f0/nlu8tUX0YAYhQ1DN16MyE5/MKlAxi+eA\ncqSlASgF2gekKUNqMz+yLozXzaRJmkxOago2zPBdOxLqysRlJCYdItCmfQ1h9W5E5YtYnQ0tomZT\niKkB6NXCUgWZW+Uf//KzZImZyb8UZJWDqpX5x7/8LDf8+8Upab2UY7RCBy1ChJCTGjsKRCjhiT4T\n1OhwjQbklZ0X/XvCA40yE+Xo9IjynfBSHraKIXQckXZR8TOQioIz4z3I0c2oWBntKIRKkHpGEGza\niozOt8Z5N9OEu2f8B6gD14FSCBlAzAT6hZLgSzg/e6J/s+tbA10sY228eCbahdcEqEIZq3fjhb8c\nPw5n0jCegIpADSuEU0cn8oQDAVanQjrPQikEZtB4uu8Gk100XDXfS8yCK7OmfRp9tSKbklOlDDJ2\njL5KHpgaLHP71qOdENwAHYYQD9BY2IfmCASJqLSuw4WYxUNPfZWclSYXz4CU5DrNufLQg5+fGnTK\nXgHqhHn+IKOtMu1tprDV6WTMK9ElJyULCrrKNpGDA4Mr1q9tsosxVSYXNrIHBXldM4YSbdq0WfPM\na2QqhHCEED8nhPg7YBD4W+AQRvOpzSIS5EuooXGEbSFSCYRtoYbG8YfGGfnYZxj84P2MfOwz1A8e\nndhn5Bt97P/EKWpDkBJ56sLhQOFORmo5dNBH+PXWNTGmu9cBxGsKK624urvMTetHubq7jGtDd88J\nqEqTwl0ZiZxeJLxlCaouP3CjmYiFyqxmhcq8/sCNi/9ei4iyBV6HpNZp4XVIlD33JKo7pSi9lEK4\nGhFTCAFhHOK2ESBf0xwcNqn+03U9Dg5DLYgCTnrqj1CI1LQyhv+fvTePr+sq772/aw9nHjXYsiTL\nk+Lg2JbjDIRAYkKAhsGFYGgvLaUFkt626X3f20JaPuWlXKC8fdu3ZuYNtFB6W3opLwUTIJAwhzgD\nQwZbtjyPsiVrPvOwp7XuH/vI1mhLtizJoG8+8s5ZOvuctbf2OXutZ/2e32NVffWHEQYz4m91zW+f\nZ7JffBj74Enc3kGc/mHc3kHsgyfJfvHhK35tJXXfI0lzQZO+ybqomZmtuEiO5nxRzMAqoJyCwUYo\nRWFFAYyGJfPPyyGg+X4qgvOl2f2qWVPcrrsLfmqzUZvYG5r/uHvhq5fNhtj2bchcAS9b8Cep44JO\n+I+DiyeQNppCJHOFcUqZsffjq0330DlSRhDNcdEqDprjkjKCdA9Nr7yZDVd6jMI0Qa9pU2s+QQqB\nQIejGb9K2tEMPN3jexJdCnlBlSEulOtDIUEDt1GDrTa0lVCYqI1HEYbEOPQSMCxEyMZzgkhDIZVN\nvDJegTWdiigycgrZG0GYtfuKJy6ovL0A6NOrlsZWfZNS+ttiheT9b77k4Y77TEiJly0gcwVi27dN\nfnJDHxyLQkmgdAdcx08pjJZRrofbn0fmdD84NRUbG+B9t8Pdq6Cj0d++7/YpVVGr1q4lXy6hXP9z\nqlyPfLnEqrVrgVqwLF9L7y3VQ6CMUhIxei0YJahcxLDa9uhszPLBvf+Ldz3+Mb6ZfZ5qSI75+0My\nkaC7d0KlyHwIYilfLS2lv42l/PYlxrG94QayVMnIMlIpMrJMlgo7AluIHl+4McWOulvIeGUysoIE\nMrJCxiuzo+6WeeuD1XVs2jnWEksscWXMaBQnhHitEOJfgH7gYWAl8FdAi1Lq1Uqpf76Kffy1pGL1\nIYSJEIY/xBIGQumUsyenHQSe/HIP0lOMOCm6VSsjsg6p4HRhk2+w2TtxID89a363BbussAouSvrb\ndFni3GBRthRKKcqWouRobG37IfKVP0bqBeRI0N++8sew/pdzf2L+9GZ4x0bfa8CR/vYdG/32RUpk\nmSRvmrhSYHgSVwrypklk2fTpIls3r6ZcNhmOhhgMJRg0wpQ1k+aguqQB+aLnkeO+71cq6AcMU0H/\n8SPHqVmYTUIpDz2eGN/YUIGqDgUBeeFvq7rfPs9Un3oeWfQH2lrIV93JYonqU89f8Wt7LbJWGc4G\nzfEDT5pEJlzYtPDeLcgCnEmBjPiR0UoSTqyByiJLh7pWcIH6gJ++U/Njpz7gt0/EqQUgxyLU4ktF\nuwTBje08XpW85VOf4UX9H+Gu7Kf4WuWF8d8FcXu63eedsSlEQtPQU3G0ZJziI0/MWx9WmjHyVtWP\nftTi9HmrykpzbiaNV3qMojnOvkoPHyo8xn2F/+BDhcfY5/T4Cj69ZvKsC/8e/tMzl3w9Ry/XNG+j\n+ibfdsCmiHVnFCkc7AM6UmVwb+/GrY+hxaMIK44K6XhWDOWZCENDpCLoJUHoKZvIoxahp2zEyalV\nRGKggEj1QaACkYL//ev5ARSVLOIlz047QY2/4RXUf+CP0RIxZP8wWiJG/Qf+eEYm4sGN7aQeeCta\nMo7XO4CWjE+Z/gfAUBO0lyGqkDkX4nlUuAqFlB/scYPIAQ82X6TIxsYGeO9t8KlX+dtpPLbe8uB/\npRDWyTlVvKpNzqlSCOu85UF/7XlssMxL1CNsgVA2Ihz07RcqCrFpeouAD2YUOgAAIABJREFUzuxJ\ndj7zFTIBh9amZgK6yROZg/Q7ufPPyeXztDWPDxqSs+ks9PHBgR/wrv6v8sGBH9BZ6IPc4vneWCxs\nbl3Le0KvIK1FOKuypLUI7wndTYfZTGBw4dTTHbdu5cHoq/x+eRnSWoQHo6+i49at8/L+i2ExYYkl\nfpWZaXrdd4BfAB8GvqqU6r16XVoCoGCcRI+0ozsmwtVQmsLRy+T1k0RTLwImS8KHu23yRYEuNAK4\neEJnhBSuayDsIF6kyGRbyKmpf20Lywb62PNYmXJeEIm63HhvBL3vOJ3fDiOtGFqwSMeNRZobDuE0\nHEe+8pe+8kjX0KJgDK+b8fvNmK4hGLHgrRsulDoesRZH6fhpKG+rov/QRFQFygNdU6iwpLzt4ooc\nFVMIG8SYzEG3AsmGWWfFLi56Cr7CaSyjvh55a8pdBAZeYUJe/8sV8ssKIZU/gRECpQm0l888uDpX\nyHwRdB1h+Fe8MHSUq/vtV/raLz6Od6oFvdjoxxc0idRtVKO1KKpUYSVgCN+8dRRbwMnkov5cLloM\nIFNLcdFr/iQZG5JTrNjHTThr+UEHgf/cgoTWa2t1/2t/+Sn+6t8/TcKIsELEyckK7618C4C3hLcC\nCuFN74E338zKb2e2TJd6PIE3ta7m44f3gBIXqsPJKu9ofdGV94ErP8Yu2c9Hqz8hTZhWkSIjy3y0\n+hP+IvRqOtaOWSSqODMqiFBZUcY8M7aCqR+CKseH8LQwpdApPCNLwHVJ3RBHnTqFLdcTiCWgbELA\nI7CmES0aRnZnUPki5Gxk3ICcQ7jHRX/9ZMW0li8j2zoRfY3sO1tlV/FZup0cbUaKextbWZ88g9UZ\nmjalerTq21WluhYanocVDl5oAD2YRRRN1Ll1iIJEJSo4rXswNk2RWjdLOna8nL/gQ+x66Et0956h\nrXkdfzTG2Hs0WFZ85AkqKypEDqxB886hGEG5abT0Row/fu20r7/r2JOk9ShpMwpCsDW5mp8OH+D5\nzBHuGaqSq0LG0bnvr/6Pcft1Dhxj55lHSOsRWo06Mk6JnWce4cG64KLwOFtMmM0r6NjnssVsnfAb\ngfCm3GV+aI7RcdetdLyw6oKh/dZlk8eLV4mxgXa4eNrtEkssMXsuOXsVQpjANuCkUuoaz+u5dpCr\nIuT6zxCxl2NYBm7QJZ85hJseP6EeOwi0bD8d3tAluAIdiYeGpQLIShr3xUOYU73ZFJw5coCfMUj0\nNyXLAlCx4ftHirhPakSqEt2r4OmSrj6bxOpGblnehdAMFLrve1B1sU9nmL6uy2UyViUDs6p+s1AU\nVngkX5nH2htGFnS0uEdwS4XCiunVCC/sO0Vyo4l8KoqsuhgRDcfW6Hc0bvnda9zPqSXup9SN9eHK\n2357psrk1Bp/XVuVxiuYXKsVmvahZerACYBpIdMjSGvz7M3qrhAtEcMdyaJcrxZw8lCeh153aa+S\nS6H6j6MCDXjBLJoTAQRKd3Gaf4mxGK75YyGQ3oS/mkLldbRF/LlctIyW+pZOzSdL83/EFBrAsFEL\nONV+J/BNWMPXVmD6M//8jxhKJ+uU6JM2IXQCyuAz1hO8JXwjChdVMWfnB3AVmZXfzmwYTT1OBsen\nHk9RdWxL3Qp+M1zh/yv+jF6Zo1lL8qexl7ClbsWV9aGGHhnEOP119EAeT6Zxo3cgtVUzPsavH95N\nSguTFv53VpoIePD1/At0MEGZrC6ebg4Q3roZu+8oATeGUBoKD4cyUa0F9+ECXjhFpTGA3T1A7tnr\niNzzDuyDJ3HahojtDaCbYbTeKlBFKzu4HY1g5FGFEiIRxbx+NcZBB94w4TxIm6qmczTcxcczZdJE\nadXSZLwyH+vfwx/tW8vqlTGUZeOe6CH7xYdZ/tEHz+9/ub5Y46rAXcLsnPY26NPBPYYW9JBeDM0A\neV0f7h1nUFYWLejOmcdex46XT64eN4bgxnaCG9v9Y//brxIa2oBumXhxh2oqS4zstJUCu7N9NDcl\n8PpKYEsaAyZ3NqzgF9l+zg5laUvq3Pdqk44bBsftt+vUU6TNCGnh34/Segg0v30p6DQeY1Mz8oc9\nvv/fGDNxAMwF9M9riUMsALeN8YPNWhcqYl9lrupiwhJLLDGjMZwH/Ai4/ir3ZYkxJO9/M5Y3Qi55\nipF158glT+EYecz1q8c9b+xAN2D6tw9XC6B0DxcdhUYAB3fzPvQ3/86M39+vniaJBAVCCCJBgbPX\nJGStwJAaQrcxpEa42sDzp+/BziZQ0kQLeChpYmcTVI9fhZtXT8FXxYxlhtVvFor6qMRtc4m/pUjy\nnTnibynitrnUR6cPOg2XNOLrHQLtVWTOxDodgBENq9299k3Et6/zJ1NZy/dpyFr+4+3rwB47CBqL\nQgtFxrW4+4q40TQqZUOihErZuNE07r75L5EcetlN6DF/FV5WfbWWHosSetlNF9ttZnStRcUHoeUk\n1PdDPAfBEhyfuEq5QOQkCnE+7Q+tdl07Enf/kih21lSrqHgZ5ShUVfO38TJUp1BGOso3/A0bvp9Z\n2PAfO/Ov9rsSjufPkfNKOJ5DQOk4SpKjygl3CD/kbKDsxWMmPiu/ndlwsdTjCXT1FHikcpgtRjNv\nDd7EFqOZRyqH6ZqDe6H9zCOEvEehMowzqKA0RLDwdejfM+NjPG0NktTDqIBABUAFBEktTLccgarr\nB1arLhQcuGVylbSJhOwYgWXLcCMOdrCAq9uYWhy9quOFJBoB4j1pAqHlaMk49sGT1L/3XaT+9l0Y\nHc1oIRNsz1cPhk1YNmFJLGpMOY6w3STK0/nGPo20FiFthNA0RVoPk1JRvncihxACLRRExCPYz3ed\n3/dK0nVmld64fR2dh3v44Hd+yR8+3cWHnzrJ84egGjyAd+4wbsZDu+N9c+ex1zUEf/9z+D9/6G+7\npva1Kj7yBGJtFvGqH8Hr/xfiVT9CrM1eNEWzNdXASF8fXlQhG3WIZwnoDm9c28gX/y7KB9+fouNm\nF37+N36l5hrd1iBJzJp/mB+4T2LSbQ1O+16/rtgbTH9h7HyRhgv+aJ6xgPeO7eugvw8OPgFHv+Vv\n+/vmTdE9zo+sxpwsJiyxxBLADIJOSikJHAWWPnXzyFReAKk//33MhtS0A92GVQHSSTACOo4eRjcc\nkuYAdfX9aL/3bgLTlaidguGSRnhCbCeQCfgG2LpXM7f1EMJBVVeh0HEySSpnV+Bkkih0isca5/CM\n1GiJ+6qYsYyqZBYpWzevpuRok72wNq+edp/6qKRwxKR4PEKx0STbbpBfZiJOmAw/eo0LDjc2wD2r\n/bLIu47623tWw8YGpBhTJn4cCmPzeIm1rJYx+uMotx4vWIdy6zH648hqeR4OYjypd91LYMMajOZG\nzOX1GM2NBDasIfWue6/8xTMpjKCH3r8GkW9AVGJoVhyzf820g/15ZTTIJPVaKfFarpdQ2LlLp80s\nMR4pMqiSjgrbqLjlb0s6UmQmP7kpCgEDNjfCzcv9bcDw268hdARSSgw0hBAYQkci0c+ru8Q4I+GF\nZlZ+O7Ohp+AHYp7sgUdP+NuqO2UwZFffAVxP0un28ojdRafbi+tJdvUduLI+APZjn8IrKJSZADOA\nrBp4RUGw/sSMj3FlMEXerSBsef4nJyusNFL+ukLe8rdrU/DOzZd+wZyFHgwTTDcSSjQRCCX9wJyr\nwNCQOHjKJiZax6kT3H/5JZVqP6WGDOUbJO49K5ANJvLp0yjLRsQjKMvGeuYgbmByCudw4FaMhgBn\nrTJVz+Vx6wTfrHbxuHUCS3qcsXLYR0/jdJ/DK1fHrZlciS+W19OHrFpUnnqe0qO7qTz1PLJqTam6\n6Dzcxc6u/59MpY9WzSRLlk9kfsYvDjSQ2f9ySn13oBJzk3Z50UIgExl4gUh8NxolFHVolIjEd8PA\nC9O+/D3t7eQ8i7xTRSpF1qqScxzeeKvrFwsRAoJJXwl6bNf5/dqicXJu1U/zloAU5NwqbdHFOzZc\nKAoH9yBNF2rVIP3/JJ5uIdUCpjE39kLT9+BgDnaH/W3T9/z2eeCqLSYsscQSwMw9nf4v4O+FEPuU\nUvuuZoeWuMBUXgCFb/2E3Be+jtc3hN7UQPL+N58fBK753Rae+GgnZ1NnKQRyxO0krU4rN7/npQRu\nn506pj4qKVsQGaNq1dBxhE0uWMLTFLoURK0wYSdI7vk2YuuHMeIV3EKI4pHlyPj6Kz4Hk9i+zh/g\nwAVPp5wFb5vemHKhWbn+Bn4DXz02XNKoj0pedksbK9dP3+etm1fz7V0FytEgmumhobBDBqb02Pul\nk9x9Lauduobge6d8E+yXNvt/w++dgnVpEC6oyUmgCqDyAvD2820iGoYhF1wNrVjbVSm0hvmRYo8l\nuLGd+vf916tSQl2ks6izaxHFJAJzjBjehS92wkfvvuL3uBJkxEVURiPUYwOGkkoyS2SqnZaYFi/Q\nj66a/eCdkP5WCbxA/+RVovs3w4ef8f8/bvqqkaID756/aj9zwepQij3FHizlElAGNi4OkjX6aAqO\nQswgBWs+GU0hmlMCOvzoNLi16qxDFTiTh1eumvTUPZUeTsgMYWGQIEhFOexXfZQrU/vizYrsSZSI\noYVNRnPkleOgWTOf/P3m9Rv49AtPgqcueE5R4e3tN/nHcwnPqkkIBX2l8/59ouqhCQ0pNKhYiEgI\nfVkK3QtSqakTCt/6CeLhn+FpFiIaQrge1V92oXkGAVdDr32fajXjgaI6y8SE6MzWV7D8BZOAep4n\n3OMkRIiECFNVDrvd42wz10HARFk2Mlcg+IoXn993Vuk6A51+ECXfDYk29HCe0hP9iEQUEY8iqzbW\nM3sJvnSyqfKuT36OdKBMOgnSskkDVOAnTpatr3otXrYwd740s7A4CC/vRtomIugHwRVRlG0TXj59\nZePrUkEeeM09fPcXL3A2P0xbIsw7X1Fh03UloLaQ6VUh3Oifqxo7ll/HzqFfgPAVdTnpe5zdt3wp\nuW4S+wdQ6ChdIEwLUCANBAo7UZ2xDcec860v0vldh119u+m2CrTl4uz47io61nwR7v/EVX/7sX5k\no+O4xNtev+TntMQSc8RMg07vB+qBPUKIHvwqduOWHZVSL55qxyXmDqvrGOXvPUVw03VoL70RmS9R\n/t5TBNatJLixnZ5UF09d/x8sP3sj8Uoj1fAwT639D9aldOqZXZBi6+bVfP+ZbkASrnk6WfUOcqiC\nEAa6dBDKwNYMIpE+nMFlZJ+vw590KpRu0Pj+t1/iXS6DUZXMF/b5A9CmqD/xWsS+MV3/+pxvyF6q\nIxJ1WPeayEUDTuAHqoL5Z7ATHp4QGEqS9EoIQ9GTXyzOJpfJxQatugvSYKLaSaDQnhtvS282r8AZ\nOklgxAQhkLpCCY9AKb4gBtZXZRIKqI0nECduwi/7JMacGQO+fWThg06OPkXBAIWn2bDpIqWxl5gS\npYHXOIQ+UAdVE3QXb9kwaqqP/Ruu84MSX9gHp/P+Z+n+zX77NcS2aCthx+CAM0BBWcRFiJv0ldxq\nrsIfaiweldNVZbjsL6IEdf/H8qDk+O0TyFJFA8LCnyKGMbGUS5aLF6iYCV4ligjaMGb6KQwbrzJz\nBd3NXgPvTt3Gw6UjdLsZ2swU74x20BGoVUmbLUUHXM9XNtXElQLQ6yLoTQ2IUABNGXiGg3a6RDTU\nhPv5x9HtAJgaTiYHgxlELIzmaNDUiDMwgl4ELwbulhieMzk121nVROyWP4N/egeAn0rMmCtSKV8x\nZRjoqQRaKnl+3xl7fw10wrM7IZSGeCtUM0RiT2IlluNx4ZwrQEysVgl0nz5Ea9QDjJo/liIZcDkz\nfIbyky9gtrehipfhSzMhEEb7josXAplAoM2gul9HKAsRDKAsG2XphNqnn3roLU2sjxXYsNn3n9I5\nQ0T+Ixi6H3D0quBWIdXu96lGh76ONyQKfCbzFD0yR4uW5L+lX0aHvgiKbSwywrkUbvIsuhXw/TCl\nBniIoIX7soUbX3Z+qZedJ46SDgZoDcfIOFV2ntjHg1+6jo7756cPV2sct8QSS8w86LS/9rPEAlJ8\n5Amk6+F2HUXmS2iJKFpT4/kVrO/s/jJRLUyQAAIIEiCqhfnO7i/TcftvzOq9plLnHFj5FVYWbyFo\nJxAqghIuldAAh9of4ff+7L9PUmBdlYotoyqZFVFAwXAFPvqs/7tFONHq+tfneOprLqapE4642JbO\nU19zgefY+Ac3X3RfFVfUl6tIw8Ew/I+qtARWYh46fjW52KB1KrPk0eF9Yfw+xqZmODyMq2dQro0w\nTPSGOrR0fFEby88W7c52xLf1ceEmqIWfMu4C9WpMP4raeWeIURQKzTMIrZnet2yJqfFIE8hKMJya\nR5aHlg1jx6eY8HcNwYEReO3aC8rPAyPXXNXAe+vaOVnJ88bIOpKVOnLKIkuFHYEtjF5Zmr64Sp9P\npTq+4nveqTy0xPwAi+VByICGsN8+gZQIM0KZinIIYVLFQaJIiSsv3+HWvYJgYRdetYKsGmghFz3k\nYdXNwog6A1tScbaE7wTP8BcUgmXUFFmiM6K/5HuVafhmx54ffNJyLpFUA95IEU+z8G4Kkxpai9w7\nhKiEQWgYeRMVsHGNCqIswVZk8nuRLQHESj8YIg+XCL9scvU68CeiThi2qXYOuwPkVIWECLHFaMHS\nHMymBrREFGNdG8K5cJ3Gtm8j+9BXAF/hJPMlZK5A4m2vH/8Gx3b5AadQ2n8cSqPcIInbHLJ7gqhC\nERGPEbr9OrAnpz+1xRWZMqRjOuCAJ8lVYVVaoCyL6jN7pj22aZkiEMazOyH9W5APTF0IZAJG22bC\n3vPI3sPg5CGUQFt7PXrb9OmUE8+ZnU+hnG0k2vdCZdBXOKXaQejjjNE7Mxm+lT/IFr2FbUY7OVXh\nW/mDrM+sWjISn0AguRxvxQt4BYUoNiIcE6VbEHWI3Llw37O7Dg2QDpikDQOUW9sqdh0aWPobLrHE\nrwAzCjoppd55tTuyxKWx9h9B9e0hsvwU+vISXjlK+cRqrLJf1StzGtqOvAxlWKhQAWEHaTz0Mrrl\njy/r/Vauv2GcIucf9j6I295Lc98thKp1VEMj9DY9y6n6Y/NTFhj8YIIr4YV+qLj+wBPgI8/46VmL\nbKK157EypqkTCPqT79HtnsdsNv7BxfdNbSlReCKG8DSUDsoSuLZG6iXzb5Q9p1ysep0pwZZcqAGv\nzv/IqDMuvcjeYKKdK6GLEEIPo1yFGiji3lCPsYiN5WeLHnwDMJWP1+JINxJSTBEQ00CZiFPfBuZp\nifJXhUoUUfUQAQcCFrgmVCNQmawnG/0+lE8fRg0MgllCJhTic30Yn74KStOrxIb26/lz0+Lh3pOc\nUVnatHruC9xOhzmq0BUQWxzXO/gBp+EPfw4tFkZbXo/MFxn+8OcAruw+qIRvBl83JnBUcWoFFsZz\nY3AlTtWly+snr6okRIiN+nJuDK68/PevEXjpG8ju3EuktQcjVsYtRigcXU3ywTdceudRjDKdAzbf\nqLxAt8zQpqV5U3gjm5ddpude3vFHrEqBJ2sLFL5/jxYOoqUimA1hQkKHoRE8x0EFNKg6KGFiygig\ncFWJYrQfxy5gjlGAC0BNl8LZNURbqJEjlTMXbksIilisXd5E9LV3AuBlC2jJC2OQGafr5Lv9wM5Y\nYg3odj+ROy6k0/mvXz+pezvuNvlv/9zH8VM5KsolLAzWBuN84s4gZC5xbNMxRSAMgPV78L67EfvZ\nfqRdRgtECDQuR3/fZN+bzudC7PrcSbpzGm11Ley4CzpS+6Hu96d926nOWXj7R9BGBuCru6GnAi1h\n+O07xxmj7xp6njQR0pr/2UmLCEjBrqHnlwIWEzA2NbP/uGTXyWN0V56nTU/xpvSL6Ni4DD10asH6\n1e0WyJXKfNPuI49FgiA3B5ooRL0F69MSSywxd8yqrrIQQgCtwEpgr1KqdIldlphDtMIhIqv2Ii0T\nN2ugBcvEV+2lPBQCoPXsLVhmiYBZM2MO2FjCpfXs5fl7nDlyYJzSaYWxnr6645TSF3wdCsKi0ZtH\n15aeAhwb8YMWAR0C2gXvi0XgbzORcskkHBmvRjEDknLp0lnzt72phcfsPsQ+A62oIeMK96YKt73p\nGvZzgov6cqlvfQ+OBMeEMPyJhdJsytfDWJFX+afPEQsIhCMQCt9UVtdwj/Vi/Oa15WlzMbx/PoHO\nVD5VE/VFiw2BKJ9d6E5ccxgFB6I2qhIEOwiaB9EqRiEw+cn7B5EHe1DlHj8TSobRBhXqZ3uxn0nP\nqnjEQqLf/ypu+IjNxnVxzJPrEdJPJfWpBZ7dxeMOlvvC19FiYYRh4J3t99OGFGQ/9e9XFnS6ZTn8\nuBuckh9Y0TUwdbi7bdJTN0VW8m/lX5ASYdpEmjxVDspB3hm5ctNb++BJ9A0vp9I3iDznq6r1DY3Y\nB0/CDI+v0xng46W9pAjRqiXJyDIfK+3mz50tTHYlmgG6AsfzR61CXKh0aujwurX+c7IWPHwUWmOI\nqokmFF6lghQKPBhwfwa6hp5IEVRNxAZWoBcFXkzV0uumUXk8cpxNbdfxb/27SYggCS1MTpY542R4\nTdNmlJTTqphmlK6TaPOVRKOBHSCwOk11TxFPFS6ukgKO9K3gROUIrlIYSuAiOWkVOHi0gabWAMbG\n9nEKrBkxVSAsmMTV95BDJyRi6ETwhEOWQ8ToIMiFgFvnrp+y86P/SToQojWtyBQtdu7yeDC+hY6N\n+4G3TPvWk87Z7qfh00+DWYIVMTDa4SslqLug6OyuDmEqncedHnKqQlKEuV5bRnd1ERTbWGR0hgb4\n6z1Pc7I6zJAq4QnFV0p7+Vv9Ht4yvHCFyvNulR9aJwlhEiNABZcfWid5dXApRXKJJX4VmHHQSQjx\nAL63UxP+KPBW4HkhxC7gCaXU1Xd5+zUnmDiCLGlIWwMUsqyBqxFMHAFgZXkd+xOnsIIrESKC8ipI\nelnX1+KXtZ2pYSd+wOn7z3QTNaEu4puKb6x7G7uz/0LBOkNUmZSEQ1lz+ZP187ii3hL30+sCOhij\nuhcFEROeX3yVsiJRB9u6oHQCcGyNSPTSFUJWrr+B1/wX+HHzHjyzjvqoZOvm1Zf0g1r0bGyAlwj4\n52dhyIMGHe7rgI0NOJZJ4Lxbhjr/r60PUbBL44JOxvM59oSG+fbQXrrdEVYG6rg3toXNfcvnrcTu\nfGCedhBTBp0WBxrqvM/JeBQq0jpF+xIXQ1MuVEIgND+QKnSohNBiU0waczaqNAxBQBh+Op5rgB3G\n3f35ayboFHjDTdiA/cmfYsrR73U5JqaqT6n2WSi8viGUruOdOOt/QZkGmDrO8TNYXccu3xNkWyt8\n/5Sv5gV/K4TfPoH91R5eoq+mV+XIqQopEeEGsYL91Z6LTOdnhtfTR2BNC2LdBdWUknJqA+xpeHj4\nNCktSJoIIEhrvtLo4eHTlxd0Wl6BnlowUuKrwnQFUZfO/Z3s+vkP6M7101aOsSNwB5sa2nB7BhGG\nDlZtIc7Q0JbVYQwLkqIVo70JtRIMC4KHHaovnWgjXqOnwP6RU7wk0U5PeZicVyZpRNgQaOHIyBBe\n78CVmQ637/BT18CvzGblMKKKwPZ3Yz0xcElT4898/whR3cSSLlWlCAqDIDqfP1zkdf/lpkkKrBkx\nRSAMK4fd7SJXRbG2jKa7B5FZNcmofNdDXyId1EknE4AgHQYKFXb9oEDHndMbiU9ioBP5T19DnjMR\nuRDCtRGJLsT1141Low8qg8fdoyREmAQhKsrhCfcYd5mLz3Zhplhdx65KcZLP/tOn2V/tJaMqSBSO\nkhRUlfec+g7rv7WVjrfNQecvg5OVLBoCQ2gINAwUmhKcrGQXpkNLLLHEnDKjoJMQ4i+AvwH+HvgJ\nMDZf63Hgd4CloNNVRg8WcEvj/2TSNjBifipRsjFO3L6RgqnjoaGLFHFtOYlY4UJZ2we2zijw9MK+\nU0RNiAT9UX8kCNfXRQlr9/Kznn9iUC/T6EX4k/VvZ8fb/3LuD3Y6tq+Dz3eCbYFr+8aiyoCGSM1A\nc3Fx42siNQ8nX+Hk2BqOo/PiN84siLBy/Q2s6h3grrvuuoq9nGd2Pw3/82mwwn4qieX6j1dH0HtM\nPzVrDAKF5iSxTx8d135oaIRPnvkRKT1Ci5km65T5+PCP+LOVr+LmRZZmeSUI+2Jf04vAM0lIpna5\nVhh3/uG8d+daRwSBnIHQXb9ilxIoz6gZO08gGURIB+UFwJDgagglUGGuOZVZ4A03EXjDTchVD0FZ\ncl7JVyviR3CK9MIFQsRjuIdOgK6DqYGUULQhHrmyKmEHR+D2Zr9IRt72laBNUb99QmZbtxxhndnI\ndSxj9FxJFN1y5EoPb+YG2BfhjJ2lhVQtcOgHDJMqzBn7MieQrz0D/7Yaqlz42tOgM3GUnd/rJB2M\n0RppIGPl2Hn0YR7MvoZNgRakJ5HYVEIZjPY2NMMgOhxHehZWby94Hug6uhkmJiYHKMzTfVROdXPq\n3DHWmmHaE82ghVCehpQePW6ZZZ963+Ud0yjLOuCWB8ebdm+6j8CyDupvv/TuJ4oDVD0LU+gEhYGr\nJBXpUK2OnC/7PpVCaiwTAxzxbbcQqH7V/2UtEEY1Q6W/Da1xvL/cVBX5unvP0BpPgHRB85XdyWiI\n7oERSNxx8QMaY2Du9XShDt2ByCcgoFCmhypItD1nEfLC9alqKY/jEbX2aw+r6xjZh76CloyjNy9D\n5gpkH/oKqQfeesWBp5+d7KKoHCq4qDGLe+dUjs/+5Dt8lvfMwRHMnry0WaPVMawqWDgEMVmj1ZGX\ni8vPb4kllrg8Zqp0+lPgA0qp/1cIMXHkdxhYP7fdWmIq3EIILVRBOsHzvgKaaeEW/Bz27g1V3Bfq\n0SwHz3TRbANXBelus33zyWRwxgbLwyWNusj4CW04APUj7byv+yGKQy6xBoM1d8xzqtfGBrgtBk+f\nAzQI6RB2oDQCN0+zSrmA+Gbhz7HnMZtyySQSdXjxG4OXNBH/leZ7IQnhAAAgAElEQVQfn4RzMfB0\n8AA9ADkd/vFJNDfA+QqIjA4hhZ9eJsdfj98qHSJJiJQZBk2QlGFkVfJN5xC/SmdXRYDKIk6kCzmI\nij5Z7SQUgcRLFqZP1zCaZqIMF1zdD6QLhTBchDZFSu6mBrxjZUROg0oQAjayzkGlc9esykxbkYAz\nWXDwZ5IS3zh62cwrp11tjFVNOAeOEWgoEm0fwIhVcfNByrn1s1IDTaKnAGuSsG7MvUyqKSuDtUYb\nyGZzNQWR/52Zk2Vao5M9f2bLjA2wL0KbkSRjWaT1C/5UeWnRFkxeZK+L0F4HdTb0Bf1rwlBgSHb1\nHiUdjJI2o+BK0k31cFayK/MsHc2tKM1ACxs4rVk0qRDBIIHUcuyRPrQx1fmUoaB/fOU/q+sYjT/8\nJtraIdqeSJKp2qR1E6F5oAlypkWLMdlA+7JY1jHOo2g2aChs5WEriYtER0OgiCiIPx3AuOVmDKYf\nH00V4Mj8ey/p3/ttAurZcYEw9j07o4BkW/NKMkPnSGu1c6oZ5EpF2uoi4wzAJzHBwFyNPIbmCtCk\n/zdCgCFQdhmRs87vZuse29Q6DquB8+l1N2ot2Pq16QdUfOQJ/+9RO8+j2ysKatdQUlGgiodEH7Uw\nQOGh+HH2wJV2/bJp1pL0ublxbSVl06xf5nfGEksssaiYadCpCXhumt9JIDQ33VliHF1DfpCopwAt\ncdyzWwlt2O0bY1o6IuihhTzKp/0b0OH6KOVNRepPGYSKOnbE48w6j5FwHfzHM3Bbk78aOwPqo35K\nXWSMIKdwxMR8OsSwaTOYhEpZcuDTp7l5oG9+gyivOwZDJhQC4Ah/QtIo4aUH568Ps2DjH9x8SdPw\nXyv2Chg2xot0NAP2eow1Dx+veNIwVzWPe5mzIk9LLA2u46ehaBrpWJqzYnKlp2sZt07DHF7oXlyE\nlRYc0xFybFDEQxgC/mUf7JyHAgO/QkhP+sbsBueDTiCRnmKinszeYCK/EkZLnUaZEqwwwtLxWrsw\n7nzvAvT+Chi935XLtWICtSCmwvfyWbd4lE5GLELgRQbJ1aeRVQO3FEKLSxINB3DC01fmuiQtcTiR\nnax0Wjs5YPCbyzfxqewPQQqSIkxOVchS4R3mS6+4euGMDbAvwo7E9ewc/DlIdb5/GSrcl7jM8/P0\nBsifhLDnl3jXJHge3ZkCrekmP91+eQSGqyRTSboLg9AUQ4ZsvIBHpHE12sv89VH3305gGimCRj2i\nJpZ2hYed6x83KC4+8gTxptNAE/em0ny8rxPhGbXjKZM1Kvz2LRevCne1UqTG0mCE6XXz6GiYaNi4\neEjatQZCr9nqX0sXUbpPF+AoPDFA/Xs/OO65se2RGQUkdzzwdna+7yMQSpLULHK5PBnL476/fODi\nwbUJBubSCiJMC1G2UUUBhkRoBkpqkLzgc9cWaySTz3OXduHcZmSFFbFrs9yv19OH3rxsXNtUirLL\n4SXxVeyz+s4v6qnamMvEIOddptH/HPD6hq38j3MP18JggjxVFHBfw10L1qclllhi7pgqJ2IqjgEv\nn+Z324CFC43/qtI15A8ScpZfXj5nEXdeSmX/7SgVQU+5KBWhcHwT+uZXAlDwFOUGj5NbKxy4o8Sp\nG6uU6xT5oAUoeLrXTwWYAVs3r6bkaJQthVKKsqWo7I8RM12ORhVntSLnggP0RUr8+HtlzhyZx0ug\n/iT8Vi+0H4XGk/72t3r99kXI8KM9PPv2X/D4a5/m2bf/guFHp6pE9mvEUKAWcBIXfmSt3ZC1AdAY\nvy4UAkn6nteNe5m2NavJ1wn0dBw9FkNPx8nXCdrWrJ6vI5kXPDmxNty4385jT6bh7l78HCgXhIfv\nxaP5CsRnF5/P2mJHUUYJDQI2hCsQsFFCQzF5MlA4uIfyi9O4sTVQSUG4iLX+MOX0LdeMnxMw/n5X\nnqI+iRJwsndy+wKhtzQRXzeIkmGUEUeLRlBeGGWbBMP7Lv+FN9TBc/3+eYgZ/va5fr99Aptp5D3x\nV5LWIpxVGdJahHfHX8lmY7kfvFtgOpav4sFlt5I2Q5wlS9oM8eCyW+lYvuryXvDZCrhh8BygVNuG\naDPqyS3ToC0OURMsj5yo0ra8GV67FvHKtbhBGzFk+75U2QKWO0zITSGqChVQiKrCHNKwJyxYeD19\nmOES2pE2NgeaeE/oFaS18Pnz/aBxNzc6q6ft8qiCSOYK41KkrK5jl3cOpiFmhGkWCYLoOEiC6DST\nIGaEfF+4VPCC0n0KvJ4+tMSlU+bgQkBSS8bxegfQkvFJKV9W1zFajh7n/nU3EKsIujOS9MoOHvzY\nx+h45/SV6wDId+PmPMpPvUDp0d1YAwFU3VlU/TkwPXB1lCrjJDXY1Hh+tx3LbuKEHORR+wAPW508\nah/ghBxkx7KbZnEmFw96SxMyP/67cLYprtPxwNY3EkJHAR6yNuLSCKGTHKNMnG+Oe4PUEcFAw0Ni\noFFHhOPe4IL1aYkllpg7Zqp0+gTwkBDCBr5Wa1smhLgPeDewZNwx1zxyHAIFKLwAQzkIJgncsJzw\ngZvIDTaAZUMwgL4iRepd9wJQdfZjmzfhaWUkDp5moBOA/EF/FdByamWGL83K9TfwGzCuel18xKUn\n6TCoVXFEFQlUQw5OWfHYk3v4w/kyuNaDoP0A7kmAHgKvClYe9Lvm5/1nwfCjPTzziRNkIhrVlEao\n6ND3iRPcDtS/9hqvQne5uDqjHh8XEOBqyOsG0Y82QG0gNIqMlokWx6eN7Hjg7ez8yw+A6ZFMQ64K\nmarOfQ/8+VU+gPlFC0XAyIIbZXySnUKmB2a8cnDVWPNjCLVApWYsqynfmdcVUF3yYpgtMmyhlcNg\nhUAK0BQqaCPDFhO1Pl5PH/qaZVTXxfELy9YMn3sH5r3fV8Qjx/1JcSoIhQlXtFD+z+nFo3SKbd+G\n+7efRTt9F1oxggzksZefQNugo3MFnkoHR6A9BYdHoKcIMROur5vS00nTAnSIZrZEL9xH1Kip/xTp\neLNhTvxkbltDx089OhobQXfBM3wfv9vWXF6ncmVQFgRN3/hMSbAsdkQ72Fn4BQDJRIKcLJOpFLjv\nrjcDYCyrI7RhPfa53vOG38GW9bhF0G2BsECFwEt4BNR4VYze0oQ9FEXkTbR8GsHEILoicmT66/Jq\npkiNJaXHSehllutxQsKk6rpUpE1KGxNISgSmvS5m6+F1sYp8Y6+djXduZsOWtchcYcbXjluNYf/g\nKMbpdkQ5huu04ehDBAabEMpEGjaOrSFEZHzBkFLpgq+T8LdK+e3XIrHt2/j5X3ySxw4fpaeUoyWa\n5DXXX8dt//Dfr/i1O175Cl63+wa+Xz2Mg4eGRgSTKCZ3JS/z8zkH/DxzlBYtSVi7EEysSJufZ45e\nZK8llljiWmFGQSel1BeEEGngA8CHas3fBcrAB5VSX75K/fv15Vg3qOfBDEEgAW4FXT9EdM31OFub\np5RqDxS/TSDZSIA6dGIobMrqDMXKN4F7YHUC7JkrIyLHkzQ/3ECi5t9UNlwGpaCqVdGVQFeg2wa5\nWIFzOfcqnYgpqAwhi30wchblaSg9hhYNoU0KZCw8e790kt6YSSDgEcHDCQl6NZO9XzrJ3b+uQSfg\nQhrd2Mcg3tyN+ljSn6BIzX+K4aKtq0waMHfckebBtzay67EhuodLtNVHue81DXTckeZXinV1qMHj\niJwLVpzzgadgHrXh0IJ2DYBqDpIl8IIQcGtpLwIcA6KBS++/xDi8ZB36iAMBB6QOmocQHl6yjomu\nTqOTRWU7OEdP+SvjAZPApmvMZrGn4Ct6YXJBCFX78RaPq1mQFF17NvPwwBHO2AVWBuLcW3oRG9YO\nohomq5JmzP4h6C3Csgis1MHy/Mfm5MCGrocRqsTY71EBYDFjRfN0zEmw5IG7oN+C3gF/wStowppl\nfvvlECzTmeln11An3V6GNj3NjnAHHU0rePB/vJ9dD32J7t4ztLU0cV/6tXS0rvf9sPI2hhHG+H/e\nQqSWWubu/waVwwew3Crgq2c0M0Q4OX7hLLZ9G6f/7gc0RDN0WvD+0ncZlCWqwuGA6uc55wx/o2+f\nthrf1UyRGsuNqXYi0qSnOkJOVkmKMOsCjayPjElJz9t++uYUzIWH1yhXeu2Udy8jsk+DiEDFq+hn\nouiZtdhUETKAZsUwQwalJovwmFTBXdlOEkaQomdhS5ewZpDQg+zKdnJ5TlkLy+HDPXz+4D4SnmBF\nMEbOsfj8wX2kDvfQcaUBy+3reN8n76JvsMAJb5iKcjCFTque4o+aNszNAVwGSqnzxubn2/CzLZZY\nYolrn5kqnVBK/YMQ4nPA7UADMAI8o5TKXXzPJS6L0AnIRSBcM1UywlDS0Bv7qX/v1F4dOecYTvlz\n1AdeQVC1Yss+hpyfEKYX6u6F6+qmHXRMZPjRHjo/cZpARBCtN7CKHqWcBOUQ1CJIo4LuGBiOwbnr\nhsl585RGM9CJPPsLvKKBMEBoLkLmsfpTmOnBmV/Q80RPXsOMeUghGNaCOJqOrktO5n6Nb6IaY9Lr\nxrcbt6/Fu6EMh2KgPAhIRFQhhhsmT6SO7aLj7hY6XrfpQls143tCXKYh62KkmsojXDAjFiKV9Sfl\nTgiVGqTSZBC79EtcXYJJiOehGgLX9JVswoOoBc1zZLL7a4Sx+jr2du7m4XLX+cn1vZGNbF5956Tn\nxrZvo3D/54mejGCoVlzdphA/h2wYxOo6NufeMVeNlrifSpYKwrj0WjifgqstgkqNNTo//K984uwL\npAyd1lCUrGvxiTPP8WdPtbPp0++8/BfOWX46VKh2JwsZfuBpjGHyKGKC6fX5do8ZK5qnY06CJRsb\n4EP3jPOlZPu6y/aa6owfZefRZ0lrYVpFmoyssLPwOA9edwsdO/6cjh1jHCAm+GHythvGv+/yEKJr\n/DkSroDl4+1JgxvbGXzVG2nqPMZnf/Bdutxz2MLDUxIdnQE3z+fKT/GP0/R5LqoAzoQ3tt/Gx546\nzZZgM0k9QM61yboWb0xvPR94I2f552EKZu3hNfH8jvm7Trx2Du4/zXd//ixnRgZZ+4On2fHA28f/\nrSagPR/CCzejhc4hqIDVgKd0BDHU1jQeoHL2JFXaHucsJ5wsYWGQ0IJUlMN+p5+yPvmzcy2w66Ev\n4WmCrvwAOatEMhilObWMXQ996aLnb0ZsbECl8yRHQrSQwlIOQc0gaYRQ5jwuIE/gxUYru+1TaEoj\niIGFSwGLO43VC9anJZZYYu6Y1RxdKVUAvn+V+rLEWDafhh+sAR2IKCgLqITgjul9i4LKRC+fYcj6\nn7gCgm6AmG1gKgNeVOen2I2VI1+Ek1/uIRARBOP+JRKMGySAojyFCK4mVIphhYv0XzdCpUGnUnxy\nDg56BhzbhVfSUTKALARQnocwFZqZxe52F13QyUoAliAXDaMriak8pC0Yqoty5sgBVs5XSuJiYksD\nvDDEJKXTlgZo34ae+HeI6xCywZQgQyDqJ0+k8t1wNgZP9PvG8g0ObDOhtXs+j+aqYzuDVOorJPN5\nQm69n27VfIK8cQIn/uaFDzq13Q2tGQh5kIv5aWEhxw84bbp8M+NfVw7s3cfHC7tJiRCtIkVGlvl4\nYTcP7k3Rwb3jnqs93kvyZANSOXjCRpcGdbm1FDPOnKfwXFW2r/M9ncBPpZsqJr+IqlDtevL7pAIR\nUpqOUC5pwwCl+ObZHDddiZdWMgBDWRjsA63qf/eRhOQUwVtrNAg3PuVWAWIWiuapmLNgycaGKzI0\nH8uu/FHSoSBpEQZFbSvZlT86Wcky8X0HOuHpz5yvwlZWBoFgAqMxjQqCsIC8Q1GdnVTjzVnVROIP\n3spPPvEpClgElUEAAw9JAYufOEem7fNcKoguxgYF76l7Cd8oHaLbydJmpnhX/GY2milfKTdV4G0C\nwcYywTu7a+fIhsZpDKW7huj8iy+z6/BuuksDtEWXseOnd9LxD78LGxvGXTsH95/ms997jKQRoiXV\nQCaXZef7PsKDMG3gxFBRXBw0rvcfuxbSLaJpJq5SKMtBSZtQcuW4/bKGiyYU4VqVz7AwsaRD1li4\nIMqVsOfQPk6M9BLWBAlNo2IV2H8uT9maG6Pvzw0d4pA9QJ/K46FIyzANIsw3Mn0LVv33/vitnMuW\nGJBFcqpCUJi0643cH791gXq0xBJLzCUz0mALId5c828afbxGCPG0ECIrhPi6EGLx1aq/1tm0DF43\nADEJw8Lfvm4A1ih4+oPw2Lv87UDn+V06zDaKukvBdCgEHLKhMrlQhc35FX71m2kql0xFccglEB0v\n6Q9EdeqrOs9d90kO3v4CZ27Ok0v3M1j8CtfP1yJ0vht7JI6qllBOGWXbKMtCODlKRxffBDe1pUTZ\nC2FUJZoEURVotoA1ZV7Yd2qhu7cw/HUbLC+BXvNq0ZX/+K/b/N87GjRloRCGcynIB6A9Mjk19Gwc\n/lNCUYN6x9/+p/Tbf4XQW5qw9Tx9Tg+nzUOcDhzldH+RTHc9amIq0kKw5U/gZQoME5r6Yf0haB6G\neNOMg9xLXGDX0adIayHqzDC6qagzw6S1ELuOPjXpueoL+5C6B1EDLRKCiIE0FOFD+pyn8FxVNjb4\n96dkENRUwxIF3uLxdDpdGSIhDUBDaUEUQRIiSredubIXXqugvhsMxw/eGo7/eO0UUTgxpsLfhUZA\nzljRPB2x7duQuQJetnDefFvmCsS2b7ui170Suqsu1UiZxytH+WZxH49XjlKNlOmuXiKoMNAJz+70\nVbDxVqhmMBNfx72+gDYgMQ9KtAGJfb2J7UxjWNw1RF5V0dEwhI4QAkPo6Gjk1fRKmpmYbs8FmtXP\nxhcF+MCaO/nCqjfxgTV3svEGHZXugU+9Ct5728XHflOcI57dOW58OUrn33+Dnb/8KhmnRGtiGRmn\nxM5ffpXOv/8GMP7a+e7PnyVphEgaQczGNOlUinQ8ya6HvjRtV4xbVkPBQVZtP90qKNACIUgEUIUy\nIhggtGE9xqbx1WxT8TRSF1SEgxKKinCQuiAVvzbT7bOlHJp0CesGQtMJ6waadMmWrjy5pHPXT/nm\nUBen1DAWHi4eA6rI4/YJnswuXKGbGxvX86HYq7knuJ6tZgv3BP3HNzZeY+niSyyxxJTMVBjyfuDf\nxjz+NH6K3d8BfwT838Cfzm3Xfs1p3wHZnfAm209fsXKQPQF5BXpg/MDglgdhWQcr4yspVA8C/lze\nE4p80GbF+hZ4922zevtYg59SN6p0ArBLHjfEm9hr5Rix/gNbeASUzjKi/P7r/8ecHv60JNpQ1Z8g\nTQ8zbgMCt2pSOZ2menZ+ujAbbntTC5+vOKSPuxhFcGNQ3qhYuXaY4dLFJ1Gdz3yf7+z+MseHTvLM\nL9bw+jt/l47bf2Oeen4V0b8Pv2PDD0wY0aBOwqtzfvsxIBqD7hg0KjABW8GBAXjVivGv88skyjyL\nlBZkFBgCzQwiftkK9y/EgV0dYtu3UfjyIyjXReVLoBQYBoFbNyOcRWDUvawDfuPNUPoMdLZB4X+z\nd+bxdZzlvf++s559kWxZiyVvih0vUezE2eMkNBRCEyC4aQu0tDRpy9bCbUnZWnrhsrRQF0rpdSjt\nTdrkwofSW4WEQBNIwLGzJ7YTeYtteZOsfTn7MufMzHv/GFmWLFuWLFmyXX398edIo5l33jNn5sw7\nz/s8v98iWKDCNa/C/GvxbhVzTJS28iALlZiX7SMESIgqPtrKYwWqlaSNYyhI10UoQ8EaHZSiglo3\nf8z6FzQnslO++dKQfpMcIf0mvDKhC4SFUR/JwRJx1Y8QDkiXtGNRH8d7UD/X8t7lr8NuHZYJCJS9\nDOe07i3nnaNWdYIKewaP80DhOV62j4KA67XFfCiwgXVTDPZOutzqTGx7AX64DToKUOeH39wAG248\ntz75w2xp20dEM4j4DApuma39Hdy24izaiK3N4It7/wF8cUR2CeahNE5VBU69l+lk7C/j3niGa+aJ\nQ8TUAH12GhsVTSjY0sXGYb42fq7peKLb04WozCBzQdyGk0FPmROIyuzEGjjNMRpefsq53Lz1SeL+\nMHG/F9j0XiXNW5+kiT8cde60dB0l6VhkKBHLdnD5wqVUzZtPW2f7Gbui/f41iK4Cpb4e3HQeN+rD\nEEGUdUGMUBskOyGRhRtH31fWrlhD0PTTkeglZWWJmiEa41VctvjinPiIGRqDBUnBsfGpOkXHxkUS\nM6aez9+8+REybnG4kFmg4CKxsDmQnr2gk9pYzRU5hzVuDRIXgYJQdJTG6S1HnWOOOWaHiX57LQV2\nAQghosDbgPdIKX8ihGjDCz7NBZ2mk6omCH94xICtFq7E+yTOMDB4duBVlmeWUddzLX6rgoI5SMeC\nV3g2/CqT9btY8v46z3UNl6JPwVd0ieddbvgf61gY+5/8ZNv36cp3UxOontlgSMUazGgfblGhnA6i\n6DaK7lDonIebmZ604+mkfvkqLmv8Ce3VMWyp4VctGgJZdEUQMM+cHtby4s/4pyc3EdFDVGpR0qU0\n//TkJj4EF3/gaXcvvL4Eljiw2vYerF6Pw/wj0FAEdxFkLOjTPCFlVQfTgVPEJJ0OG9dWUBSBUB2k\nq2HbCkqHPcbl62JHK4eIZGvQhB9bFMkpPTjHOpBLF8521zwGd8N1V8KtI2aVi9Ylp681EzT4IwwW\n88RFwNM+E5CUeRr8kTHrujGNPd3H+VHmDdrcJA1qnHebq1gVmDerWSlTQkBLuYPm0hu0uQkalDgb\njStp0mrOvu0McUfTMr7z/HZwHGKuSYoCCS3HB64PjpoImjSVR2DjInhJgz4F5rvwVhsqj41ZdXdV\nhr9s/zGH3X7C+EBKni0f5HgxzVf330HT6qnpvkw5WLLtBdj0FEQ1qPZDquT9njoKFQeGS91o3Dih\nYyXlUNllSXjZcMIFwdlFhnf3esHwftU7nteX0PuvwFG6sDoNcBxQVVTdT0hcdtom7N2d3Go28jNn\nLyUcim4ZTShEhJ9bA8vo/fhXxxi7zCTirWH4gYtEIAISN+0isg6lhuOkv/bg2fuVbvMmMkdiRr3l\np9BWHGBhYLSTbFQL0JYfOLnp6kb27++gzc0gEETNEIWyxYutb7A6u4zlS8YJBK2eh/q5W/CP1Iyq\nzcDWp6EnDNUBuLoHMt+B3tDwubPxox9g0+e+zJVLV3ouhuk0iUyKjR/9wNkP4AXI2oVxgrpGRzZD\nqlQkavhojFVw2YKpZ3K3dbZj4wAC5xSn4Kx7eq24mUC7cTG2T8E90IuSLSNDOsryKrSrGmasD9ae\n1lHB9tm6pueY41JkMhYnJ76XbgUc4Omh348DF9mU6kXAnn741+OjS4ceC0LXKc44IwYGdraSta13\nU1GIoSs5Kgox1rbejX2K1fxEyC9L0XVzGccHZkbi+KDr5jL5ZSmabngbn/3Uv/IPX3iSz37qX2c2\nCDK4m1KqCokfxXBxSzpWfwW+BscrL7kAue3aJSzwZ1geHWB5RRZdgVxZYd0Vi8+4zU+2fZ+IHiJq\nRhBCIWpGiOghfrLtEjCK3LUI/EUISe8bKCS933ctAtWEw3ko6J77ma1ACShq0Dq6dMVRC5CJweGV\n8Po1iDfWohxZhFu8cLRfpoPCg78kZi1BUU1sYaFInWhpCWo/CHGBZH+k27zvopGc4aFljvF5901R\nEo5FolzEdRQS5SIJx+LdN0XHrLv7GoVvJp4lIYue/pOd5++zz7HrOv2iHSi3aMfZVPwFCTc/rGm1\nqfgLWrQLJ5X18htv48NvuYH4vCLteg+xeSU+/vZKVl9V500GtTafW8ORBqgZhPcV4OM577Vm0Ft+\nCo/1bKefHGHhx6/o+BWTiOKnz8mMW740Y/xwmxdwipqgCu81UIbv/3xCZVynUhpMcouyBD86aSz8\n6NyiLKE0mDzzRnv64emlkC5DpRwaR/nhmIpUR5cmSk3CacTZ9WPdFNta+VD0etYY1dSpUaqVMHVq\njNXGAv6w5hrU2ircVIbk5h9g7Wmd9KGaKtpv/S67LzvKl3dv5w9/uZUv797OG/N3UV6+fmL9ijR4\n2fQjsVKnPe8ali4ilc+C7QISbJdUPkvD0kWj1mve/AhrqpchgaJTxqcbCAR7ug+fPRC0ep5XEnii\nNHDZc9618GdleH8RVgTHXGdNG2/l/q/+JfFojONdHcSjMe7/6l9OXXR7lth4TxOqIriypoZ3rlrJ\nlTU1qIpg4z1Tn8RpqK1HGcpuAjH0z3vIM5RTPVJnkLuWsTfTzVdTW/hQ5lG+mtrC3kz3jJXpW3ta\nSW7+gadJNsvX9BxzXIpMNNPpDeC3hRAv4RWu/FLK4UL2BqD3fHTuvzU/fBEKLRDVQY2AlgdtAH4R\nhfsCJ9cbMTBYefwmCnoGRfNKbmy9QEk4rDx+06R3v3PXUfyqjsDFRUXHRVMdtrxyhOiuowzkFCqD\nLuuuWDyzYtjpNmR0GVZ7N5gGQlWR0kbzpTCuWj1z/ZgE9ctX8Ta8Y3riuN20vmHc49aV72ZBYLR7\nUMgI0ZW/iHRazkRxKRg7vEGr6gOnCEYRipcDR3D7Y4jyiHi4FIiSgNbRDxdF1STUGUOUVNBKnqtb\nNoDsNLyHjWkSsJ1ttB0psCWGE0GRGi5lbFEkaC/A6hlbcjUbFLscyk89hpN0UEIBzKtWYi6Knfah\nZY7xWaXX8kn/Mh61dg1n+txrXs9KvTBm3ccPbydWXUE8pYAtiRthiAb5aeIA185C36eDZvUAMcUk\nJvwAxPAjpUuzeuCCsT4P3XULS1re5FN3WjhZP2gaSkBiXLZoasHWxo1eEAZOltUXE7DmvjGrtmV7\nsbCJqn7EkMmCz9VJycK45UsTprfFe6ifZEbSMB0FL8NpJFoC+gMTKuM6lQYrSELPc1voZDA1YeWp\nsQJn3uiJQ1C3FLKvgutC0AdOCRIlpFKPmdNRSgLXkLiqRinVM2ZQ7H95L6XLK7myt4IvKbfzaPZN\n2kpJGtQY717YwJrLIKsow6LrsyHg3/Jcgm8+N0A87rAwAlE6mVwAACAASURBVIlCjm/tUPjIfFi5\nZgL9msR5t/H+e9n0yS9COUfU9pGSRRL+Mvfdf++o9do621m2aAmRYJh9xw8NlbwFiQcjkw8ETSIT\n61Kh6b4PcX+uh+Yn+2kbSNFQGeS+X19G030fmnLbGz/6ATY98zAWjMpzUhFUGWMzameKlv17+OPn\nvs2hXA8Ft4xf0flF/xv84/6mKWduToTsE1tRouHha3k2r+k55rgUmWjQ6XPAj4HfA7LAr474293A\ny9Pcrzn2vwkxHbShQZvmh4oYdOa9spXTDAzWpFbx2rxj+PVlaCKMLTNY9lHW9zR4ouOTGDT27fOh\nveBDMSUi5OIWFawXwrSV/Kxa3kFFwCVvwc9ebONtMHOBp0gDvtUOhWweN19EWiWEz8bVq4nde/fZ\nt58F2g/sHRVwmkigriZQTbqUJmqeHABkS1lqApdAbXtjA+x1oLUTMjaEw7BoBaxqwB7oQ8mv4FTL\ndAmIU2zDdbsCjDwSE+EKpO6Av4iiRL2HjUsk6KTn/YiCjSIEQgcUBUOolIQgn8rMdvfIPP5LUg+1\nE1k5iEDDGSxRfG4botyIcfem2e7eRYf2ylKu1AVX+mtOahrZAveVsVltbZ3tLFxWh6KcvF7irjs9\nQYdZ4qibYqHuw0uo9ojg46g7dQHd6cTN5CkLgVCSSOlHqENFvWfIEJkQVU1ead7IYM+a+057324I\nVrEn005R2vilDgKKio0pDRpq60/T+CQ4ISzti59WP3JC1Plp2X2c5iMHaMslaAjG2biggjVLghSf\n34lMZxGREEZjPVrp7MGDjYHVbMpvhYIgKvykZIGELHBfYBxnq44M1NZC5AYYfNP7bMJR7IKKmjZw\nFRepgygJ9F5JurKbU0NYwexBfGteR9opml64jabAbUi/gy37UWNBnOUtwBWA51A3GwL+zZsfYSCb\nZevgUdJ2gbDiY2Wgmp++vJ2VaxadvV8TOO9OlB1Vd3TzoQ0beKq1lePJfhpq67nvox8YE0hqqK0n\nkUqyoKqKBVXeBFoimSQePbvv0PZv/TvNmx+hfbCX+ooqfv09FVz1ttTJICWMuc5amp/lLz72p/Rm\n+rHsMnva9rF9zw6+wjcvzmynqiaaPv5XNP3aFAK/42CgkaM8apkAFhhjM2pnii994lO8kWnDJ3RC\nioElHd7ItPGlT3yK/9h4/h8znY5u1NrRk72zdU3PMcelyISCTlLK54QQDcBy4JCUcmTKwYN48r9z\nTCeRBBRjnpDyCZxKqCmBL3ragUFdVTV9pSoG9TQlshiYLC6vpy4yMOlBo2+PTtpXJm1mPMFwn4qq\n1xA/ZBO4wptVDZgALjt3HZ25oFPjRrTkJvzXNVI6moBsP0oIlJs/i3EBzkS0H9jLz15sI6gzqUDd\nnRvezz896T2wS+mSstKky1ned/uHZ6jn55GVFfAf+yFUA7U6ZMqwpwS/XkHpTRufe6LsYbQVOOXR\nGliGGBowBXJQ8CNsDekoKLrrPWxcImhqECgidAuQSFdBcf0YIQtjwezrmCW+9T3sDpO0vIzgki60\ncJ5yQmfgp0Fq/uhCyU25eBAlfUivxsET0xYgFERpbDV8Q209B44cojPZS8rKETWD1MaqxtdMuVAZ\nyqyp92dIlF0qZAQcBVRIUqLOf+G4UKUeepRyeze5UC3R1QdxyyWcdIbSGzvQrll62gyRCVPVNKF7\n9MZb7uCZH77OvnI3Qkp0oWEKjTXhhqnr2ExCWPpMtFTH2fTwD4mbARb6YyTyef52Xy+fqIywsuhH\nhIPIooW1cztcdc1ZB6NN1Qu533oLzfkW2uwEDVqc+wLX0VQ9jtZXXRgOJ6HbhnQDRAyoDiJLr2Np\nKVTHQCmouKpDWSuhDZ5yjfW2MG/JHhRbZ5czwI+s/6RtUNCgR7l7UYRVV6VwquYNi0+46Rxq3cxP\nDD37+ku8NnAQ7w4psZwcz2cOUXRtPjnRfo1z3p0oO1KiYdTaKpaHcjSGV47rxHdCYwkYpbF032f/\nZNxubP/Wv/ON//W3xHxB6mLzSGYzfP5/H2ThD/yUUWioqmDjXXU0rZejrrMHPv8VdvcdoYSLI11U\nW6G3mOGBz3+FBy7GoNN5pHnzI6goGEOTeyfK7BQgU8jNWr+2de7FJzT8qvfg40cBR7Ktc++M7F+t\nq/ZK62IndbNm65qeY45LkQnbIEgpM8D20yz/6bT2aA6PW/3wwyxkU2BkoBSGchR+swJu/PxpNxm8\nskB8a4j5ThyhFpAlBdvWGLymOOlBozqYp3e+iiZVdBdsRaVgCqoGRz/k+g0YyE1GGmyKDM3Iaa3N\naGEVIldN6+zPdLNz11GCOgTMyQXqmm54Gx/C03Y6lD7CMmMJ77v9wxe/iDjAvkHsZX7cA72IjhFi\nkfsGKfQ24BNDgrGj5C2HrMBHoFb2I7UIpCOgOqDaCFdDZAHj0pESV10NVxVQNvD0FyQgEa6P0GUD\nZ9v8vOO0dSI1hVKHQaltIagqUldR3DNbic8xDrqCLDkI7zkA5JBYsjH2e3bNVU08vO0xIlqAiBEg\nWczSdryXjb/+nhnv9pQYkVnzzrU6394ygOIrEjEDpIoOKavE+y6/cAJphW070FIqwcRaRPdVGJU9\nOA27KR1NEvjIOYqIT5YVLlHVYIEI0S9zlHEIYfB7d7596pkd01DO1PzLV4jXVhEvuGC5xAMBHK3M\nY60Z1rxFR2Kg+GxQbLL7Kzlr/ktjNU0dgqaqWtAFlCUUgcYFY0oBS2I9ma29qC/0E96jovizCLMA\ng0E4WokEHL0XtSbvmVRYKk5/AK10SoZaazPOvDB7X+7hmz/XiPsKLKwSJIp5vtHexScHciyLVSJN\nFzedw01liPz2nRM+RtPF/sRxSjgYaENaPS4lbPbne3CSmSn3a9JlR3v6aTro4/5l76K5dRttg+00\nLFnEfZ/9k7Oem82bH8GWkt2pTlIDBVQpGLTz9NlB7li9nEQqzaYHE9xf/wmaRlxnv2h9nbRj4VN0\nTKFhS5e0a/GL1tfP+X3PKtORbXgG2jrbcYdDlGJ4es9FknVm775dkg6+Ux5LVRSK0p6R/YfuuoXk\n5h8AXobTbF7Tc8xxKTLhoJMQ4grgs8C1QA3QhVdW9zUp5dlVIOeYHFevhENfhzdXQzruZT41vQhX\nf+qMm2RqHMIbMlhv+HFTGkqoTHjlMTInHIUnMWjs9R0kkArjhipwlQCam0fkBkiFbEYORQslqAye\n2YXtvDDBmeALgYGcQkVg9PGZaKDuRIDp+z/eTFe+e1hE/GIPPNm7Oyn17kGrHURoFtI2KfX2wW4N\nZ0EDUi8hSiajS+xcCJwiEL7mEGLb9VAeEh1XJCguBKwxTncXNVKCCrgCIRVQJBIXaUu0+OwHdlzA\nMHsIrulHCxexMz5yB+dRKlSddds5xqKsC+G+nISRumZCoKwba82+e0cLN9QupyPRTaqYImb6WV21\nnN07WrhnBvs8ZUZk1qxdn+BPCxU89opGW7JAvT/O715jsvqmC6e8Th0UREpLQZPYto3bXQfHF5L1\nHyM21XvTBLWU/t9/fJ/FYZOrQpd7Lp+Kw6BI0bLnpal/9pEG7yF3nHKms9HW2c7CeVGwEp5un+oj\n3GvSlnZwCaIwgEslJfUmSh0TEC+unA+3SHi9D/IuBBS4dj4EtFEP53bHEZzdjyHcX8UnTURNFzId\nQ+b8YKYg3IZarMJfWUIqEtdSUXSJf0EJyz5FlDzdhq5n+dH2IHEzT9znPZ7H/d5r84sx/mLFbgqd\n16PWVRP57TtnRfsl6xZRUYYmJDxUFHKyiBINT7lfTkc3UtMoPX8QN50DVcWVLgw5Bo9y+NrTD5t3\nQtRk9eIoK+1FiFwN5bX9qDVnz0Bu6TrCMSuJT9EJqz4OF/ux3DKGraLEFxOPA8kkzd/bStPv/+7w\ndim7gCZUdMWbcNKFii1dUvZYLbyLgmnINjwTDbX1uPtO/CaHzxoFMTrBfIZZ6qvgUGEA4YImFGzp\nUpBllvknb4Z0LpirG4l99L2j3Otm65qeY45LkQkFnYQQdwM/BA4B/w9POLwKeDfwmhDiN6WUPzpv\nvfzvyOBuuKoRVhwB63UvYBRs9JafYUhZGXTJN7iEL8tC+ii4ZfIySKU69GA6iUHj8YWv0XDgV5B2\nN+gWlE1cN8qxaxTyVgC/4QWccmWFm9bPiQWficqgV1LnZTh5TDRQ1/Liz/jOMw+jxm/GMKrpcfr4\nzjMP82Eu7sBTOXUQvZhA9IbAqkAxS+iRBOXUQWSVgl3Rhd5XjxgOHA253DWdcsz0MLjSEyG3DU9I\nHBdqjkN69jOApo2wgZAgfbY3PHQEuBoEXOyEiTHL3TMbbCL17biWhp0xUYwy0avaSbdXnH3jOcay\noR3ljQBYKkNVDwjTgQ1jdZra2g6xLAaXVdaDooFr4zpl2toOzXy/p8KIzBo1P58rE1dwZZOF8OWx\n87WIQQWhXjh+JSEWImUJF4kQCo4soUhBiIVn33g8JpHd0NbTR10ogFRPOq5FHY22nr6p9QEmJSx9\nJhrmV3Dg4C46c3lSZYuoblKj6yyN1VGU7x5ez0lnUOsmYANfF4aQAWtHZLx1dcDAz6HnNQhUQcVK\nSkeToIfxmfvRM3XIaAbpT4EQCJ8Jbgm1qOIU/EhFBdVCFnwIaSLWnlLGE2nAKDxFWyJEfUQyPBEi\nIWoK2jIS1chR9Q+fO2O3Z8KCPaCYlNwyrpDY0kUTCrpUMRSdyk/fe/YGzoLUDawXdiIiQaSiYLd1\ngeuiNtQMO3wNl9o9cQiiJk7mGO7hLaCbyGAQdV8Y58nPUwKMG+46477SbomiUyLlFLCkTda1ME7J\ndolGImN066KqjwE7T9l1hgMWDi6V6jhC8xcy51E8feNHP8C3n/k+IDDxgnQOLhoKIXX2XKA/8/67\n+R8PPUxZutjSG+8FFZ3PvH/m9FrN1Y1zQaY55jhPTLQu6mvAY8AqKeVnpJTfkFJ+BlgFPD709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tZ9ddsZifvdgGuPgVHwVbIycD3HRisD4JEcLTua71ZhS6S5Vk+gqUpUZX3ubolk7eAzMWeLJe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths < 15], \n", " list_of_model_si[list_of_depths < 15] \n", " - list_of_cs_si[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_lats[list_of_depths >= 22], \n", " list_of_model_si[list_of_depths >= 22] \n", " - list_of_cs_si[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lats[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_lats[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lats[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lats[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Dbyx512fVeCLs0ERE6tK7d+1S03ARkTqnpJOIiEgF3Lf5N/nSya/hGYvnANYSLznct/k3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RVINXUjpp2yCmelkQ9ZHtm4J4gnEKXqv1M9wJuGNS7MdbCa4cbYxKTQvqtX9DYIor8nlyV2JH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths < 15], \n", " list_of_model_si[list_of_depths < 15] \n", " - list_of_cs_si[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_lons[list_of_depths >= 22], \n", " list_of_model_si[list_of_depths >= 22] \n", " - list_of_cs_si[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lons[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_lons[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_lons[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_lons[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WFESMPP5w3KG1PSWlZMWa9KfJJrMLxrLJLMdruuImIiIi0k6y27YSzpYJZsrYMCSYKRPO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X0xONsPGue2ls2JLv0IQQk5QkpYQQQgghhBBiEmjY9BClgRCl4TCGYVAaDlMaCNGw6aF8hyaE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\nREQ8T0WpalzVtTmRo9rgF9iEEwd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths < 15], \n", " list_of_model_si[list_of_depths < 15] \n", " - list_of_cs_si[list_of_depths < 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " 'o', color = 'DarkOrange', alpha =0.5, label = 'intermediate')\n", "ax.plot(list_of_datetimes[list_of_depths >= 22], \n", " list_of_model_si[list_of_depths >= 22] \n", " - list_of_cs_si[list_of_depths >= 22], 'o', color = 'DeepPink',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_datetimes[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " list_of_model_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)] \n", " - list_of_cs_si[(list_of_cs_ni >= 25) & (list_of_cs_ni <= 32) \n", " & (list_of_cs_si >= 58) & (list_of_cs_si <= 93)], \n", " 'o', color = 'Black', alpha =0.5, label = 'box')\n", "\n", "ax.plot(list_of_datetimes[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.plot(list_of_datetimes[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)],\n", " 'o', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax.plot(list_of_datetimes[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " list_of_model_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)] \n", " - list_of_cs_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)],\n", " 'o', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('datetime', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XX3552RiEuBStby6kru6EFGbs4iShFaIzKzNryUzfSCir0p5LQtOhnM4azObt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\nzTE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Um1j6lZXIJ3s4/mKSUiuDJVioMQNflQGf2WpniRv8+EfzOJ6MEtANdM1i8werMLMW\npmmhlJiYmu2roVWm2f7MIQxTQBJHuPtWCFXXkTwQZc//fwwtC04nbF4rkR3XCDZ6aLhveVHI/hpS\nFLSA1jNIzjWEsdREGnDgHm1CXl5Y5jgfcTOV5XXIWJo+9fukyDufeJztcowlLOrooblYDKF+ubLX\nC+Gsn9cC3s8LLbWefD9M3eDnzjCP+JtIaAYfvm4Jf3bbcvwuxT5wZqDNREB2Q3gNjHeTGjvGvrGT\ndJ/uJaDcQKCmHmHNLWcE4plrVL3wTFsf+YoNiKbBDa0daFevhFyA8hKRSFIgMjJMqLrOzsRaBnW+\nEobzBxk48ij1iV3Ub/0cn/ydr9J7fCdN2edRxnuQkkO4mpdiHQugcC3yo11w3xq7nPgEhHQP0eVd\nbD85jmFJSFoXd9d1k3ttJRp1yJaJgUBE8WJKEoJTRJIghIaqG5hMz5C9UIOm2VnWkR1D9P0qft5R\nPJPlxpIioOsW6z9cVwyERYq8QSiaPxW5aBLdhWW/53MTPg8pLcXegb1k8hk2Vm2kXgAGdk0L1glz\npSkn/nPNlgX0jgMo0imEmhWYr+UR/+JlUBwgC+ifbyX+o+0Edjqw4hKWS0LIK5g767CuDsB4GGvl\nbqzwOBJhpB8sxdQUMATEMheCpEDYbZf7GoZddmxaMJaFEqf99712llbbUMEjd1fyfw6NYgkWn7i5\nhT+8cSkuRSpYb+V9S7lt3y46xtLkQoPcuOouortcBRVODe8sZ3R/AjMhIJoGomAxqMr4ozq+2+wM\nq68WWv+sAfXrr+MX8vj2p+l/Rx2qaGIlREo8dvw/PdKFYQqEfVbBM8zIjiEiMQFZsNAtkZblHjbd\nf9UFf65F3vy8JQTtxWQHLctAqxxBK4mh9PhxpppwNp75n8/ZejJnriH60PcwE0lyRztRltSS7xrA\nuXopYsA3JTrOJR5nuxy7Wlfhal11STOfizGvd7Gy14vJ2cToQgXqhZRa53uHOGEqPFSygoO6g80e\nkQf/cCura2aJs5mBNj0KyQEAIqKT/eowkViSPS/+DIclsfOQxCfLNk+VBs+1xr6DbZiiTEWVh9Ek\nGL+1jdqW5cjPHCKSFJBEi3CFfS9TmdhMH04F6itWgJmGRDf1LTdQ7xmHQ6/QnfeB04eUq4HEKnAt\ns3ttTichnYeTMUjm6auMoS5vocoxwqjs4UC1znLjGcQX3k9WL8EERAGUkAPdFDAEUB0KaDmUW53o\npJHxz6tEeC5mC2FgXmXEk0LYVyISHzFInUrN+3MuUqTIpeNKGDMWeQtytrLfCyCSjrD/9H4EBLbW\nbyWUTxVmfxv/HL7VZ/eKyuJ09nMWU8+sZQaO2L9ByesI2V+hq++FbBlYOqRMzB+24zkmgdOBYBlY\nKQsBGQ5vQhoOYTnBQsS4sx6puhxquhFDEmYPmLk8giwiRrN2htYC8iYIgm0Q9cseewRfg5+XT0X4\nzI8O0BXN0eKDO6vhg6vdZ4hZAGr9VD58PZUz5r/HX25HHdEwdMi0xxF/MkS90wJ3Hm/AoD1bhRm1\nEP+qk9Zyz1Qs9mWz+CJj4JGJHk/z7EoF/TYLfdCg9Q67TczaLSNmJCIYBc8wU0y2zxb5tedNL2gv\nJjuY3v8q0fYnkJaHqHjfx5CHXGcVOnP1ZM7OrhqJJFYqi5XT7P9AJsakoBtTIupc4vFsLseXUhwu\nxrzexRDFl4K5xOhi9AKfbQNFHxgmduo0D3eo/Lt7BYG8wWf1Pj74O7+BY7aYhelAGzli2/eXLKMn\nPcahxnfhC9RT1deNw5Ko9VUzkByk98h26lO/gsqr0a2mM9Yw6SY8lneiOPNUliYJeS3uvnUdkZHh\ngv6T+pb1BZnYWiVdGOzTYYho+NQ+cI7Y4wKEE3BAAC1M9Lp+ImURwvU6jg4HA6dWo1aGiSp1ZMMS\nCA46q/JUhPIERjV0SyAlKAwnZCTRYuvvhpCVLHrbHsz2HNGH9kz92/VtXLjT8GwhDND3q/h5M73+\ndQGM/AC9PRYg0vlMjIo7osUsbZEiVxDb/OkVdD1RYMxYpMiCOVfZ7wKYNH/yOXxsqd1iGzOOHSnM\n/p44hRFNYLniCIkSpIns50xmPrMqnl4CrQkcNWBl0igVEcR91WBpIID8wiiipiDmDUyHgZgFXCZo\nEtZoPXhziCkfwr5KCErQ68XMCJCTbNFKBmNFKdJNK+D1UXBI4JZgTTn9x9s5sKyXnz7h5JnONFVe\niffXiVwjSkS7HPTv6Sf0m3VzvBPY9zRxX75a27xp5Ie9dL6Q4NRzcaJpH6WKhtOUqZezmIaF32mi\niiLqzhF8maydwZ4hRCMeJwYC5Q0afe4s0fEop/42gqmZ1FgOqu6Tqbu1ceoZpuKOKsJPx9ByFg6n\n/eciv9686QXthWYHk/t30//3n8bCwPkvZZT+9TZcW9dc8HWM8QS5tmNYpomVSmPmNJAlrGQaIeCb\nEh7nE4+zXY4vBxcr8hZDFF8O5pvJP1+f8+wNFIB8/xA/+Luf8L/laqKCzPuaA/zpCj/ly649+7Um\nA+2pn2FZFkfdFXRGjlPh9LG5/m0MaSGkVx5jIDmIImVoGv5nGAPThETH7eiZ2oJNnJDX4u4NOpG4\nRnjsGUIDGRj8GaGtnyO0oRV9YHjKcEyuraS+ZT31LeshcU9hsB9Q4W97QN+EOzgGVzWCvAJKD8IW\niGYcbM8n+L/snXd8XXd9999n3KG7JF1dzatl2ZZlO57yiDMgOwHiEFJ2CeMpvFrgaRmBlkLT0BYK\nhUIZhZaWzcMqoUAWIYTgTDt2JHnJliVb+2peXd29znr+OJqWbMuOndjOef9j0D33nt85V8rvfL7j\n89VqCpFKFbZHMxSEHezYP0ZHg4+0L0PQFaJfWUGm1M1yt8zQsAF5kEQDwzDQ8zolOwQSx3Kn/ts9\nuXTrDJwshE/O9Cb3RxZkfj0b/TTcXEz+oUmKyiRyac0yhbKweBmxzJ8szjtnKPs9HYZhcHjs8Hzz\np+QwjLaY3hdzsr9qgQK9z4IOhgiqWotM1bzPy7YeQR0OY19Zi5bwYSSPImlxcBZAwgk2oECGtIao\ngbCmHL1vEjEQRewsgqyICOi6BDY/2EEqcMCBcYjbwZhqlpUFDM2AVB5GU+CQ4B1rYN8IvWM9fCjY\nw+HJrRiTcd6z0c/7rq7jsfuPEd7lRdBhpFWlYdkSgruhBJ7+CInWIaSMHcEAHRt2Q0cXRNhSgXgg\nQ0IUEUXwtvTDMcHMYN+91swSx3MEimQkr0I4IiEnbTjiNvR8Bm86zWRGQvxeFnsQqDRP69no58ov\nrT7rai6Ly5dLXtCeS3Ywlxsi0vkQaAZudTVGNGqWEjefWtCe7jxqaJT4Dx8EQUB0OZFWVON53atx\nbmqa10MLl55b8FK52K9rqZn8pfQ5nxzYGErqvONnh3neXssaSeFLiU62r7txaYEJXw1K/Wtp7XyA\nsUg3DZ4K1ix/DYJkm8mi9nW3UyccIjjwc/DWYIyfwCYPQO0Wsm1HmPjC9yjYEMBT/Ef8Ths9Ax08\nEo9TbCvnxiIP1btfQA0oRH70P6TDkE46qfrg7RTdvGJmDfM2+9ZRONYBGx7BrsRgIgrlBWZfT6KM\nsF9Ds8sECgXCMRu5O52IDznQkwXUhmBonUjYtgKnaMebs5PICogSSIKBTQAVsyT4tH+7oYQ5F+8M\npVunY67APZVpFJiR3YGnouTS2ln17VpYWJxf5ps/7ZhnzGhh8ZISH0CJHqclE2cckeX+5awOrDZn\nxc8tM56eLeurR9v9OMbWVgRlOYbtBEJ6EzI7Zj5SDY2SfGAXSs8gSs8gjo1NcMWfwf57QU1D6W4Q\n682xOZINBAXjxCCCqKKv6UeMumFENstsERHddpCAvUOQ0wAQEDAwpsqLDZSrAhw42MrB4hDrv3uU\n/Dtu4GPHCxjUrqbWNswK4TFuLHoDVTXXsqNgko5cAn+JiDohLB7cnRtoBnOfHk7iHUkhyuXkFRBF\nyDttONwSZe9aThlTBo1CHs+ePnPOfH/cNIj69NXQn8Ce1LmybZRcxyjOdJQqp52RvIPJjETEcGDE\nYeLkkuVzqOayuHy55AXt2WYH0+lO0uljFCxvQu8/jpGLmv2qm5pO+77TnUfpH0Fw2pH8PvR4CrGg\nAM9rrrmoBd4rjaVm8pfS5zwtwtKyjW8PqHynLYPbLvE3Sog7k+NIZ1F2ncqn2Du0j5SSZYPDR63T\nZ/a4TDGTRR1qgMFfQmIAQZTIjBeS72gj19aBYID2Qgz51RnaG1Zyz8QokyKg9vLkpMg/vLCPstzz\n9Maj7I3V4o/bGflcN9tK52wGc8caGIA7DIIGsSqwl0HjzbDpRpgoRNb6SHakyWV1XB6VmqsbWH60\nj8SkhrdQIn/VcsJGkkBZOfYrXSQOxRGdAoe+NUg+C3anQdltFchB/6n/dvsTppid3vgWKd06GxYb\nzcOUhj/Xvl0LC4vzg2EYZDKdpNOd2Gx+vN6tlvmTxctHfIDUM3/H7vF+0tkcV2z7FA2r1ky91rv4\nbFlAWrYBxZfDMA4iiDqSTzf31qmAsdI/guiw477lKvJdfXhuvw45KMHodvToEEZjO8Jbn0M8tgwm\nZHQ1ClkHbHkcwzeGLlYhCn4QDbOtbbkGTavhBwdBMUAXGLG7Cds9II0yvuIQaW2Yf7v6cXKCm6i+\njOSxGBV2jasd36UIFclWQZHffF4JXlnDyAMdqBPG/OBuywi0jUG1Bx7tmQ0031hn/u+VxXh64jSX\nJknYnIivLUUvsC+ohiKUgBcGzD1dFsEuMvqjbgb3Jhgf1nHIOlrKQYnfDRU6zW8upvcXwxhx8Bdo\nJESHVUFlcUoueUELS8sOGoZGMnmAXC6Ew1GNZ9vr8H5t84zJ0+mys2c6j622AsnngfoqjGwe/z3v\nuuzE7MU2ludsWWomfyl9zsUfezePPN/L548mGG4d4ZqgzFfecx1FsehZ3aOJ9AT7hvZBYoAdvipK\nAk2ndmGs2g6v+SHqsT8Qf2QQTfejj/chOBwIkoiSVNAzcQ6Nd5EHHIqEIhiM5+yESv8IOYMfFOeI\nxIewazqv6797dmOYdlvOxUDNwPKPQt0qcD6PUhHFVr4clr8eEkVE+rp4vD9KTnOR13Vu3VaKP+EF\nr4Bnrd/cqFJe/DtWmeuuZGbzca/0LhCNp/zbrfWaG970xld7ejG7WDnxXBZ1T47Ovm5Fei0sXh7m\nmj85HDV4POst8yeLl5Xw2H6eH+tB7U7QLKq4f/oAatkWc686yWRKTbtRplt5GjfD276FduyP2DJP\nI0afht27Z0YFTT9fiCdSeOOVOO1l4POi5xT04cOIYhJKf4POesRDVyI4BzGiPnBnEIomUa4+iuOR\nzZB1gmS28bAjCL86BhmNUbuHp0pWkpE0YgVeekr2cKKwlQlhGwntZjRB5lrpWf7rJifdfQ4eSdxF\ngd1Hy7EsVTWD+DdWLwzutozAB38PqgGKBmsCsLwQuiZhImPuz9EcbChlcodAv2uU2s2V1DQ2Lryx\nQa9ZbdU6CpEMo3/fwq7BQvKIqIJMjZAkrDvJjPmIRw2a3+Wn/u/8THyum4ToQLSLVgWVxSm5LATt\nmdC07JTBRBSXazUul1lq6WxeuyQheyYulR7Sc+ViHMtztiz1OzrTcb3hFPc91s+TnRM0VXj5+jua\nSfYeJOBxgGfpZdf9sX4Ojh7EbXOzbeVO3LGOU7owzoq1lUhOJ2rmIRxNlWiTcRiLYKQyaJKDVPQG\n1mwpRuq6n6RNA0OgRLVRrUgMaE7EgiSlE8WM2xKE7SEKKlTzBPFeU8zGTpj/8mX4yBdhqInuwae4\n4sY3Q6IIvriXbt8gfaXrsEsKeRxEJqOUZQMkBnW80Uk8AdspxedZicbpjW8JPbSLlROffJ5Fs7C7\nlrYUCwuLC4O5N+9FVWO43WsoKFj+ci/J4hVOX7SPQ8kwBXmDjaKO211MctKH2tKH3K9BbdGMyZSa\ndhP55mPzn40aNyO7UnDo0IJRQXKwHP9td5ijeUQRPrGb+B0upGAjtslOhIwT3OMYfhVRMjBixSAp\n4J3A0CS4sQqk47C7lrys4Bz2w7EJ+N7t8Is2xp/Mkc8YhH1joHkYta3iODeQ0StwiseokH7Dh8t8\nFLTWYXPVUuIqJOCVCCcFTtzfx9DxcUqv8c+f2942ZorZoAf64jCWItkeI5EX8YaO4LklCG47Aysz\nfHnvv6BndeTnf86H6/6CmuWrYXO5uX/PzfJ+/xB0xxjP+NAdAh49z6RUwITuAFGgwKui290kRlQq\n766nudRlVVBZnJHLXtCqaox4fC+GoeD1bsXheHFOaKfKVF7sPaQvhotxLM+5sNTvaLHjsorGN3ed\n4D+fPIFdErn39jW8a0cdsiSyq3f2uIHOg/S07qHKXkL99oVl54ZhcGT8CN2T3ZS6S2mubMYm2U7p\nwjhXrKH3suaOHEZeIdfRjTYcxr62AT2exnPHq/G98VbKg+V8+YlmdrU+RMBdwi1XXYOr99foiox9\nMkc60I93Epo9I+Qfvh91zXuQffVmZjYXA3uhOQ/XFYbrriW8K2Wup30IVJ1UkY08DgxDQBHsTPRl\naflJP3rejRjXaX5XA54XURo8j+DSzKAWKydebNOzsrAWFhcPihKdMn9Sp8yfLr09xeLywTAM2sfb\n6ZnsoSywhg2v+hKZ736H5KQP0gHsD42DPTbr6VB9LcruA4s/G/nqQc3C0PPgKJwXpJYHVbDZ0X0C\n6tERlJ8dIl11nIB+FYKYB01GWNMOrxpBzGZQ5QF0VwCxKIjDMQbNEuzXsHdWgJCGf2uBVSXw+ddQ\n+os+tH/pRqGYJxtVOsqacRDjvcuGCCiDbKr8C5qfcEM6QcDlQtpoI5w0EE7IdD0CgpFGfCbNdUD5\nm+rMBW8qM6cchJLglEiuqaDlDxlzFN+4QfO3O/AUS4Rq+hEqoD5eQqggxtBzu6lRIrClHO5qhE8/\nawrjeB5iWRAFSkUD0V5KVpApMFQaPWkmbC4UXcY2Jxtr7d0WS+GyFrS53DDJZBuCYKew8Bpk+exL\nFeYKWOCSz1SeCxfrWJ6Xij92jHHfA+30R9LcsaGKT71uNeU+54LjBjoP8q8//Bj5ySiyLvDex/ew\n9lMfm/kdUXWVlqEWhvs7qU662LCm3hSzcEqxntxhAAAgAElEQVQXxmmx5i7UifQOEHv6MEX+HHLj\nRgTA3tSA2j9MwbYNM+fZfsNdbL/hLgAiw4M8OCCiGSrLS26j1tdFTWSUmo1Nsxvwjg1w5b2w559M\nMXvSBgxArZeIFOWYVgA2g6gRwC3E6RhzstyuUhEoMMXkiIrnvN35pbFoObGFhcVFSy43RDLZNmX+\ndI1l/mTx0jPHN0JxV9Ay3MJ4apyG4gbWlK5BEATk98poPQeQYssQn1KgHOgegY4TENx4+mcjYWpA\n6hxPDGBGIBqhBBg6xrI8Pm8MYaIWXBk4sQrxUCFM+ODOIeSt/wfc5ZAahe6HoLEeynSMEzr4CyCR\nhz90MNCQpEfdz9ENMv9bUogqQL3L4IPBDG/6s/eZ5949BEI7rC7H3x9n7bN2+vvBkY8RVx245Swp\nw8X4M5FZQdtcAd+42cyubirjxPdfYKwgRyCnoSteEqIDTzRJTcaBvVgm5IohayLVMR/YdTOr+2jP\nbJY3PG76dNglynNpriuPMF5ZSukaN+V3ryc5rtD6qxfY/IaFlVYWFqfjshW06XQX6XQHslyMz7cV\nUXQsEKdnKj89udTWdeP2yyJTuVTm3q/zXVJ9KfTkDk6m+ccHj/DYkVEaPDI/urORa69cecrj+7rb\nUZU8lYqbEWeWodQ4jVO/I2klzd7QXmLDA9Tcf5iavI/JR7rOGBTxrkgh2iaJT+SwF49RsvIALimM\n3rADddCzuOt2Z6u5CS/bQDhjoGEjb0Tpy7hxOktoKtIWvq9qO9z0H6ed1Rd2ZpENF8vz3Rx3rmC5\nM4QgCmR89pdVTFqmThYWlw7p9LE55k9bEEXHy70ki1ca074RukrKMNhb91pSNjcbKjZQW1hrvj7y\nPHLnL5ElB6h70eNXYhxvR5A1xMHHIP4Z5GDN4s9GU8ZRulCEPh6GE63Im6b21CmBmP3qw0w+9RRi\nfhC35kBIViPGikAUoDADE0XQ44M7tpv7cXwAeh+FWC/J2lqiLYUUxdJ4dIVQ/2P83XcjtBk3EC8t\npFoUWeeswOtwMzxQRmT/cfwbV8zzpug4rNAWK5y6IS7s5EF1IkoGpdfM7qEDnQfp79pPrb8Gshl+\nzI8JFF1PnyGxdtSBN5kBDIJSMX/ZejWDrijVER/BlBdIm3MGNd00jwolwWszn6k1A5wS5feso/y2\n2TnTniDoUbu1j1ucNZedoF1g/uTZgCCI88SpnsujZ3KgKIg+D4FPf2BJjrcYwismU7lY3+z5mo97\nsffk5lWd/366m68/0YVgwAeVEd4+MortZ22oNadea13DWuRn7AzbosiKQJWjFFttBZFMhD0HH0MZ\ni7BBrcKV9y0tKBIfwBP/N5rvkoj35nBkTuDEBpKBY5kTx/aFG6na2Yry0z8HQ0XfI+O98m8ZimY4\nYNhxSnX0pRUmlxXy9hWllK5ZM//cp5vV158goLqQHCKGBk6yGAgUuFWu/LNq5P6CRcXkmcyazhdW\nSZKFxcWNuTfvJ5cbssyfLJbOXAf+U+xPZx0gnxKcEwVl7BtuM40Z17+HElfJrNhNhCB6HJbfjuYY\nIlNyP07vIHphCrIq4vDzM32xC84p2tFHWtEjUUAn9Yvv4e4tQp4ohk1lJMe7GHvmfzBUlYK+Yhyh\nHYiCHbQSqHPDaClgQPc607/Cx8zc+uSeLlqOymRLkzizGvXqEPe51vIkVbiFNFvzT7HWczsZuQhZ\nzGEYEO4aMQVt0At/UQOdJxg44AJAxkAF/HKCZcv7KX3ttpns7EDnQb78w08gTIKki7xaWUeuaBK5\nooUJXcSTCeLx1EE8B3aJoFRB0FkNdSJJw0YilMMr6XiieQi64YY6uK4WxtPwdAiuDcIcMWth8WK4\nrAStrueIx/ehqpO4XE24XLPZtLniNP1sK2rPEKLfh9ETIttyFM8p3IvnClhn82qczasv+szi+eBC\n9s1ezD25zx4Pc+9vDtM9nuLWteX8dZWA91etS1prTeN6PvbOf53XQzvsydO2//cov3ySzdkqnLlR\ndEE4c1AklIDDL0AyjWdVI56SdvSkE10tQPRWIi7fDL6FG6nWcwAMFdy1GLEewvd/nxfKJ0kW76AI\nULUeJtQ6EmU+HBNRwvvaCTQE8a9fdfobU+vFrxWxsz9K2JVBvjWH6vUTKCvHX1m96FuWYtZkYWFx\n+TPXmNEyf7JYMnMyqYjyjFvwXM46QB4fgNQo/ekJDk4O4JYdpjHjtJg98RvTT8IbhPAhGGvDyPvR\n7AJUDYEigGpHjURn3Y3nni8+AIf2ofetR80NIZefwBkNI35yN9g85jPllgnQDKTSYuyjfnSnC7Gx\nEMYNuKIORpKwsth0D54eWTcl7BP9xehaAkdRmsdtBfy6qYq0DKuTbawQ9mFzq1xdtJnfa0FUZMbd\nPuSyxOza+r4ANpWauq30tm+dmQu/codA02dfM3t/Qwn6n9iLntWpVQIMOiMYOQNJkBgsGkBWRRpY\nBVcEIK1Cczms8kOVh+TXD9JyUEC3aYiKQbMnjqfcDVdVmxlqsISsxXnnshG0ZzJ/mitOBVECWWKq\nwwEEY9HPPJXj7cUivi4kF7Jv9mLsyR2NZ/nMw0d58MAQtX4X33v3Vq5vKjM3y7NY6/TcWMMwOBo+\nyomRExRGDVZkayiorUbtH8Z1y9VIpcWnDoqEEuawciMN/ijQCZ5CxC0fQ5wa4H6qSLW0bAP6HhlS\n/RgqDIl5Cm0hhtWncMmrsEuVlNhtyIk8Dz5/GA0B6cQkO+H0onbKddjfn8B/BtfhaZZq1mRhYXH5\nMrs3q+fFmNHiFcTJM18XGWl3VgHy+ADGc5/mSCpMdyZGacNtNK9+K7bihvnj60ZbAMMU0YIE69+L\nsv8p1FQvgpxD8DYQvf84em50voiOD8BD/wz3+xGTFcj5MqjyILVvh4wOnn6Ie/EofcQKc5AfQ69I\nIeQ3QVgCmwCvWWb2nEZzsyPr4gOEfvcRBmKTBAbq6RZ28oMVDvp9sH00z18d6ifmHkerWsVmbT2p\nW+tYdqwHp2qQlQXUoiLzuaLlMMQFaKin6U/3wSMrGDjsoWa7h6bP32reo1ACWkbhoePUYccuyYSk\nCLIistl5BRvvfAP9A8eoHSkm+EIEDowzqjoYt6mU1tkob64g0RxF7x3D64ZEKEvC68Hjc5xx/J6F\nxYvhshC0udwIyWQrgmCjsPBqZLlw3uvT5Si+u3di5FUEu0z0W79AjyWxFXpwbl6z6PHTguNSFLAv\ntkf1Qo4imvvZgl02NyRenkCBqul8/7levvJ4F3lN50M3ruT91y3HaZMWrHWp90HVVVqHWxlNjlJf\nVE/TulImf/f9eZn+uZ8zt+dVbtxsRmRVnYFikf7hVdSuqKfm5rsWbOQDnQfpadtNedJBsKwO56pC\nc1zAnf+ANjKK4Kmh5v7vkDd0bMoYGe2/eGPgJm7f+X7Cz3eiIRCQFMKajXB3aIGgTe6PIP4xT7Io\nYgrRJboOT2OZNVlYvLIxzZ/2TxkzXn1OxowWr2BOmvm6wKyQswuQK9HjtCZGGLP7aCiANTXXIBRP\nZQqnxXNgLWTGQclA8CrITiKXeCn66EdQu65HKsyixpzoe1/AXuvAGD2G2rUfOXir+RlDChg2xCo7\nxolqhF1NAIiKBAhQoCGvTlJ2201w/BGkcgMpdwSMN8KOVWYGc13pvJF1A7t/ydeOHyaVK6EjtZzu\nzTYCWZUv7htnx+QYX7/iWRSnhuAtxp/dSGVEx+XOo+kCLtEgYBSaLsORBORq4a39UCrT9Nk1NCWK\nzHOFprK4X9wLw0noiVN9yzI+NPZm+oIxat21BK/fDs0V1LDdNJg6uJ/RSYFd3V70QwZi+yDXAd5r\nyxB/GyGhGYhlLrzvKIPrK8/q+cHC4my5JAWtoGpkpko98sXxBeZPczlVOUrgvsCiIuVM5SuXgpnR\n+epRnRbzamh05n6fr2ue/pyXs5d2X2+Ev/vFfo5NZHh1nY9/fPNm6krci651qeuaNn9K5pOsK19H\nvSiB0oX/A7egTEgLf99O6nnlbd9Crl3JgDbAFxO/QisuQuro4+Nbr6dmjqAd6DzIv37vo+QiEaS8\nzntHvKzeNISwqhG5Iog8VZp1vP1xDkf2oAkGkjGG32M3S4QbUkgnJglrNiQM5EABnQdaZkqIp8uF\n00mJln0d51QubJk1WVi8ckmnO0mnj1nmTxbnzlTf6Ol6aJcadE7lU+xNjJHSFNYbCnWeUihcNudc\n9bPi2VVhuhNnJ2eEtOwrN0UrQGgU0fFHHKlfQaGBHIqQ3QVysYZs7IU0kLIhKcUg580e2Egeyibh\nmv0g1VNQ2Qi+E7PZ53UiVE+J8ZOCx73jKbpyV3I0ezt5yc7OzFHu258koDvYs1FBsWuUG3X0+a/j\n2XwR5ZEE1+6oRNU0AkYh/scjZtbVZ4dkENSNsGPjzHx5MknQk3DTCtO8aWUx9MTh0DjVkpfqXick\nk7BnD3z1RpLjCokX4ngjGuN9oCPgthukVHHGIdna+y1eai5JQStNJoj/+AGyJWM4374NV9XaKfMn\nacGxpypHOZVIOV35ysVuZjTN+exRvZDXfPI6s61HkJbgPP1iAwrhZI7PPdLBL1sHKTfy/Es2xHXH\nkpRkG4GFgnapzDV/2rb61VSK0kz/jyzKUyLz1D2vpPrJtz1DtiBOi6OVfPBOXMikBZWDT/yOwIQx\nc909bbvJTUapmBQZLcqSWH0cSU5CnwpO+0xp1p6xTgxRpEgTiUs6z3Uf4HbM8uKdExnCHf3ItT6e\n7omi6QKSOMbOmyB3SEXXDWxFOnreOOdyYcusycLilcWpjBktLM6J05kVTnGmoPNEeoIXhl7AcBRy\n5fVfJKDEFwrkk8UznFJIy8Fyit6xAw4dAVc1ypHnybbej2BP46uNIt78AkQ84L8SvqlBAnA44M1r\noX0VRF1wOAnXGUAviDJq2r1oT+6BgSif7VxJR7aegNHP5uSz/E32WkSPHcqqqZaTSOJeBsoMcOhU\nlSXJ292omkZjoNEUrD1RiGahQALRBiWrzWvatx8iPWDvhAkXdLaC8WqIAiuLIKOaBk7HJk335Z4o\nyX8/SMsBAT2tIo7L1KkxREcRqbyIKM46JFt7v8VLzSUpaMEgvyaNOhnFHi7Eu2rzKY88237N0x1/\nMZsZzeXF9KieLBgv5DXPXaeeV0g+sAvRYT+lcH6x4lrTDX6yt58vPtpBRtF430ov72h7Fm9tOWp/\nbOG1LcFdcZqB2ABtR54k/+PH2BAuRPCOon5gM/Kc/p+B9j/QF3NQ17CWmsb1wEk9rxrEH+0g27oL\neXkBYlAkowwh2iuROkZJHH5o5rqr5FJsss54eRa7oVCVM8DtRJBzkEzNbMg7Vr6KB7sOEhMNRF1g\nc+FVDP+oF2+FjP/hCfxqAZ1DQ2j1RQSKIJwUGHhhAG+oEE0BJS1i81jlwhYWFkvBIBZ7DlWN4nKt\nxuVa8XIvyOIVTn+sn0Ojh3DZXGwLbsNtPylo/Wj3fMfdk0XuScw8I5XUIJeXoY4OgiYglK+C8RbQ\ngTKgeBSudcMV185+fqETuvaBsQ/GZQg74MpbUIUGIt98jOH0KENGjKZ3v5OijVfxxceO8dO9/ZS6\n7Hw6nWRVKk6tfhPBN1zD7nw3O3bsoLo/wV/pqzg6doTjky7ykgNJNAiUlUOv2b7EulIYSILHDnU+\n2DzV7zv6LYh7IZOAokJYFofXuGG4Do5F4EgYJnPmhcsCqAaJI0nyWQ+2vEYeCUepk+tig4xXV1L6\nzmWz82stLF5iLklBa9gU8pEQzkQN3vrtpz32bHsgT3f8xWhmtBjn2v+6mGC8kNc8d53a+CTpx549\nrXB+MeL6wECUe39zmIODMXbUufmnq6He6SFy6BSOw0twVwQwDIO+VB+JkQTu3hhr9mWxF4jkusfJ\nda9F9pglTKHoGP/W8p/E8yLZZ+Avb/gY22+4C7lxM+pNn0M98CiCLEJvFEM3qO2NsWqDQkoux5tX\naZSi2KsqyPfnUFq7qcfDRwpVBg2VoKJTQzkiBYgasOWTM2vd+ZYPw89hd9dTbC68itLfXkWHHkLM\nazRXKXjWFxMYjSNpOuGkjJ4VCX1foSA1abb7rFNpfp/lTmxhYbEUMmhawjJ/snjZMQyD3lQviZEE\npe5SmiubsUk2YI4o7daQ790HGvDTI/DNm0/rvjv9jCQaE0iOON4/vQvKFFIHdqNP5BAddSDrEJKg\nVDFdR6+ywW3Xmh8QSpilvWEZnG4oN8BdjjIgMZwe5dvOvSiqwn8+8Ct6H8uQVAz+z9XL+LDPi/d/\nOghVSQwMnUBXB8gF7DOlyTVUURNaw5ZDvYQdKQJN1WZrkZ4wjaWiOdOF+I4VqFUSSn83NmcvcnEG\n/tQNB45A7TCUBsBTAw8eh9G0ud4yF4gQ8RQQ9rsRVruJ/B503Y4oyYixCcrdKuWfbpp1MLaweBm4\nJAWt7rRRsv7NeJq3LknQnK2x06mOv5BGSeebczGzWkwwFuzYcEGveW6fbvqJPacVzucirqPpPF/4\n3VSU0+Pgq6+v4Y7Y1xBCplD1f+ADi/a2LsVdUdVV2obbCGVCbCraRE1OIZpRMWQVAMNeStbzVvK7\nf02v2kaaFMNOg3jextef+BJV1SuodJeT/N/HcXt2YegK3mpQjlfi7s1y/UOPkF5VzLIdMXxqH6T2\no+rXY3tgGNnXi63AjVRcib1Uwt74Noh7YFkTAyj0PfrTmUzwzrd8mJ18mOEf9dKhh0zX4aEciaSA\npz+OXy5i55XVhI0k+gsCw6nMjDOxGBAsMWthYbFkCguvscyfLC48p6mgUnWVlqEWhjJDbCnewtrS\ntQiCOZ5mbuDes9+JqLkQ/QUQycHTIdR17lM+7yj9I4jGBJ7q5zFSCTg4jvz6r1L00SvN99h9iN96\n3izjzY2B/GuofHQ2IB70wj1b4Xd7oSQEpQb46rHV2hkyYkzoJXS5djIuVLHKmeer77+epgofhBKE\n9FG+Ev4ZmlPHaH2SV1/x5tmFTU1G8Ks6flmExilj1KnpBNMGUyrpmWsXHQn81yiInjBsr4TGN0Ll\ndngyB/vHwSWb2eYb64jcWc2DoTxaoYYQUSkrlHE7RPJxA319Lbx3uSVmLV52LklBKyUg/8RhaN76\nkp/7YnA9vlDGVKcSjC/FNS8lWHA2AQVdN7i/dZDP/7aDWEbhPVct4yM3r8Qb3gPRWaEqu1LIjdcu\n/IAzuCtmlAx7Q3tJ5BMscy9jjVpO+NlfIsgSeiKNc30j2GRGPvQf2O09lK4Lkyl1knTpuBGx6yLH\nn3iM4mAzEhMIHgd6zIdtmZ2Sja8lO1JEkaLj2STiyD+Bvvx69LFOitasRX7ay4DbwdcIo2UnkIYk\n/mpjOTU7bmGg8yBf+skn0AwNaY/EPW///Ex58zzXYbuI94NrwWOOBfAHvfiBpBFh9JcdM87ERp3V\n+2ZhYbFUCiwxa3HhOVUFVXyAdKSDvalJkjYXDZ4Grii7Yt5b5wbu86ExnP2GKWYlUNe45wm+onfs\nAHfNTNDbVluB5IhDegIEJ4JdgeHnIW1DyDlhYBJG28HeAUkXdPaDv3x+QLypEao+Nk+Mp2SFR5vf\nwnM9Cg4hxRbHg3x5+a3UPtQLm8qguYLeV+nk2lSC3nIGlREmw/2zFzU1GYFaH/THZ2fXtoxA2xhq\ntYzSP44WjoCqYS8qh0MySukWHFdpUCFBxXZzjcZxAELyBIP+caqKy8k0l6LtjxHwGIwLNjSnhKEb\nOAplvH/eBFbQ2+Ii4JIUtIYsg6pdtD2sF5ILadI0LRhTj+9GG4+ijoRfvMPz3CjqEs6/lJLwMx1z\nZCjOvb85TEvfJFvqivnH11/Bmqqph6wljAEwj1vcXVENjTJ2opMDjiGEkkK2B7fTPtRuRm4ddjyv\nvZZ8Vx/eN9+GOjgG2TyqUESFOsyfZw3+yyEhqT5cUQV/OESyJYFo8+BM5hDtWeTSJuw3vgHX9OYX\nH4DdTyHqYcTyMlhm2uX3hcbIukuoqfAzkM/QNzxBzQbo625HMzSCnkpCyWH6utupcS+D/gSeWu8Z\nnQdPdiZ+IXrwtPfawsLCYhbh5V6AxeXK3GeJxSqogMjTn2RffARDlLjyun/hsHNywcfYaisQczJC\nyxhqQED/3JWIR1JwbRClMIG4dwJHbQpb+hn0ffvRhidIRa5DF0rwf/w9eP/09YhPPwxMIMbC6K3/\njdIVBk0gFVmHV/EgxgtAVMDWDikdfPUnPT+Z+7se6+H+AxE+v2uMaFplZ22aHfojbEiI1P7TCbBP\ngs0G37iZ2s0bETt+xmB2BHtaZm23i6znaeSbG5FrvWZpcX/c/NcuwvcPwb+3omsaxBJktqfJe7KI\nGQnHc3FsUSdifxSeGTbH+MSeNEcHraihpWmEfy98BIchU9C9jz+74uNIokE4KSAHFDZ/rBYpZLcc\njC0uKi5JQSso6kXdw3ohudDGVOpImOh//A+oGon7H6P8G5/C2bz23IT0SVFUh3DLeVvnYiSyCl/+\nfSc/eK6XIpedL75xPX+yuRpRnPOQdZJQVRN2lPZTjCQ6yV1RDY1y+F+/QrsQwik6uPH//i16PEfy\nyCjdOQl30oGLBHJlKc7m1agjYXDaUcfTTO5bTuOOau577evp7ezHPxaiZsU61P5hXLe8HsF3G3Jh\nFnH55tM7L/pq4OPV1O0RkNqeZyCnIQkF1DWsBaCuYS3SHolQchhJkKjzLjNdDlUdZBHPx7fhubv+\ntPdxnjvhrnP9NiwsLCwsLM4DJ2dk171vQWB6YOh5DsaHKfAG2Y6KW4kv+lEyLvzCFeikEAU34nUr\n4U/NETm2zlbc/l2I2RiSM4JONaIYxRFMkQuBdvgRHOV5sMsgOkFJoicm0POFSIU5jHQW41XtMBqD\noigUpqHyStSEff7z0wduoePgj/n7zvW0xgM0V7v4+C1ejrUOk9Wv4oVcCZXOEfwlAoQNaBuj5r3r\nuWfz3xD6zpPUdNopj9jgqVbiv9+N7wvvQp4uLbaL8KN2ODoB4SwEHRABh+FHdYTxrNqIfWQUQc4j\nigqkBehsgP+VwdZByLufr25/gB7nBG7DRlAoJhoZYedN1xIeG50Z7WdhcbFxSQpazec+o6C6FObF\nngsX2pgq29ZhCuZgGWpojGxbB87mtecmpE+KojrVkfO61mkMw+CBA0N85uGjhJM53r6tlo/fuooi\nl33xN0wJ1QUi/QO3ILtSi/bkGIbB4aO7OSQMUlZawxUhJ5muPh7uVhgdbOCQIbJucjNX3lRA0fUN\nM5nkim/dR+qP+5BLi3DftINAsJyaVaNEOr438x06m1ef/l6ePLYg6KXmT27gnnUB+rrb57km1zSu\n5563f3725xMBUNsXliJZWFhYWFhcCpyckdXzM4Few1vH0VyCE5k4pTYXzYKBTS6Yqr46sfCz+hOI\ndjtic2DBniifGEMYvxqjKoNY+FtEtQ1dzmPLPoGtxIEc7YCxITA0kFygCIh2EdEew0gKqHodxvW3\nQevfmoZQUikqZaQe/jVaPImjqYHJ/jG+9rsT/CR0PcV2lX9dtZe7brqR4919aMgEpGHCLhcdAZBS\nx6m2lxKs9sCDx6n5foSao5XoiRy6qCIIMrYwqC19yKXVUOudLT9e7YfOSRjLI2gCajwKFRL27X6k\nPz5vlkQLApTkYTQPegCqfAxkQjg1Gy5kUmKenK5Q17AWf2W1JWQtLmouSUFrOO1nFLOXwrzYc+FC\nG1M5NzURkyXU0JgptjY1AecopE8q781eANfL42MJ7v11O7u7J1hfXci337mFDTVFS3rvXJGuh47C\n85+BgG+Bq/GM+ZMrQbXgZ3WoAFG2MWGHbEbGlVJQi0VSXhnFqJz3nTib1+JsXjvvvOfrO6xpXD8j\nZAc6D84Tt9M/J5SYX4pUa4lZCwsLC4vZwL8Ujr3cSzk9i7UK+WpQPZW0DrcymhylvmoraxtuREz0\nm68niig8moKVJwVxTy7Pnd4TW0bgvmGEZBDB0ODtGzHqwuj2IHKuC8GhImV6IJ9EV7KQzYDdhVhY\nie3mnai5GopWbjT385om6HsMvfcZlKd+ji2nofbU8bCzlG96m4gO2bg7eIKP1h+i0G5A4TICdhtS\ncoCwrYGsI8//rngWPRtHEgQ+/PMigmk/9MbBa4d4HsEQMAwNzSPgfmgc7DGQRdTbKiESRTBkpBov\n4lAS3VeAp9+B7ZZqkI/A9Q9CUx2oWXjd6+FYBTw5Dn0ZavwleOwFVFNMTlf4yxvumX2esLC4iLkk\nBe2ZeDFluZdCZvdcTJqWel3O5rWUf+NTZmZ2U9OMGDsnEXZSuWyudZFo6TmSzqt87Q/H+fbT3bjs\nEp+58wretq0WSVx6D9dckW5zxRFctgWuxnPNnzasvoaaj94yew9EBWfHEWJuG2JOxJvJL3le6/k0\n2jqdEdTJLodWdtbCwsLCYm7g3zc+hrrjyov2mWdB6w2Q7v39jPnTuvJ11BeZP6ewbsb1t3IwAsf2\nmnvg9N43Z09U7TlzhA0VyG1j6IqBJoiIGYH0M6uR8r9HlI8gOoYRDBn0LEZBJUpMR8BAVWpxlDmR\na1YhV88xl6zaDnoevWsfer6Q4x4f9225k/1SKRsr3PzwTZu4wrse4ptmxLf/553szNgISwa91cMc\nV2MEBT8hIgykQwRXLoeeGFS6ECtcDHhTlN62HE9JMeLvhqHWh9Y2ROarbWhOlYJuJ3hKEBQNo8SG\nPpJB+207yZED+JbFEMt6QUlBqhB+nASbDKpO8M9v4iNbr19Q/WVhcbFzWQracy3LvVwzu2d7XYtl\nFeEcRdi8ctkTLzpgYBgGv2sf4R8fPMJQLMsbm6v5xGuaCHgcZ/1Z80R6iYbU8815EeDJzCT7hvah\n6Rrbgtsoc5dBMTPr9gN33QHP/epZVohlVN+k4mlITb2yMGt6oVjUCGru+YKWkLWwsLCwmGVu4F8Y\nGbmoTTbN54YIttpGZPLzzJ+2v/rzlBiF60EAACAASURBVE6L2Wmmym6zZXZQddRnW9AKe5CWbUBu\n3AzB6RE2P599LrrtDkRdh6SILomkU1m0A0141yXRcwo2/0pE/QCa4cVQHOAuQFBSGIkYpEbNPt95\n/hf1JAv8fIn1/CS2Da+o87kb63nLjWumfD0KZ49vHwJVx7+8Cn9/nAJXAX/IPskwk9gMiRqxAqJZ\n2FgKt6+AoIfw3hZqbt5ovv8Po9AxgXBkApsgYnf4MMQsWpGOfELBGMhiGAparRM1U4XuaER0CeAo\nhL4gqH3QUAShJGS0+VVeFhaXCJeloD3Xks4Lbbj0cnGxXJcUjhH59bkHDHrDKe57oJ0nO8dpqvDy\n1bdtYmv9uTvsLRDXFbMR4BAi+weeo8BWwFU1V+Gxe+a9d65YLVkh0GT8GPIq7DbLlQdGJk+dNT3P\nLDCCalgYjLCwsLCwsJhmbuDfkMSL1mTz5IB86s0Bjsw1f1ITC980VVbsHMyjeydR934DwxNH3yPD\n276F3Lh5QcuRJjyP+qFyUl9oJydEyQ6GEKIFKD0xiq/JgxRCWrcFam4neew4TGrIBUM4XCnofgh6\nZ+fNGobBr08IfLbjbUyoCm+tEblncyMBXDCcXBhgnlMGrefzlEVs/GX7dYS8MaoTRQQ3Bc3Xb18O\n60oXZp8/vg1+24ORyaGNxpEiWVAFpN4sus3A8EhMip1ocTeyOwBX/TNM+4V02eD/9ZtiVhbMMUEW\nFpcgl6WghXPLJl5ow6ULwcmibLEM6MVyXdL45DkJ66yi8R+7TvAfT57ALonce/sa3rWjDlk69xmp\ni2etazC81RybOEbXRBclrhK2VG3BLtnnva93z7N8ve1b6BJIeyR2LtsIZfNHCPR1D54+a3oeWWAE\nZUVWLSwsLCxOw9zA/7FQ70UbvJ8WnlJNBUeHDjI6lKPKVsCWeeZPJzFVVjz8wFMUF45gdMbBXQup\nfrSeA8iNm2eei7Tep/GUPIU0cgBsHtRXVUOsBA5NILpcaDGNrH4HtnQGseyNOHfcSlHt1HOWsxdx\n5Ffm3h9uhxO/4Zj3Vu79Q5i9PRE21BTx3fesZb0gzZs2MK8Ees561dY+4j97BNvTAhWjdqpYjjiS\nhoe7QZbgmUH4v5tns8/xHPy2B16zDF6zDOnwOA5q0Bxx2FEDLTHyEwMIWZBrgrjfcTXOzWvmf9fN\nwDduhraxmZm3FhaXIpe0oF1MvL2YktYLbbh0vjlZlPnu3kn8Rw8uyIC+mOvKtrQv6Kc9V7TSYpBH\nzkpY/7FjjPseaKc/kuaODVV86nWrKfc5z+n8c383FstaC5UBWodbGUmOUFtYS7q9i+898Ak2rr6G\n7TfcNXO/uxJHyTsnqa1cwZAywVAsBxWmYYWeVcgfT1ORL0DIKgxoA9hkxzllTSPDg4T7jhJwZfHX\nb1zgvDwXq0TIwsLCwuJsmH4+0HYtnNd6sWCrrUCVoW34BcbsadY23snGunfPmj/5auDRbng6BNcG\n4bYG841BL7HVbqSqTehdMqT6QZCRlm0AzGv3vWkLxqP/jVwQwRjKIFRdgb0oRz4zjLfuCNnxYtS4\nm/wYULAc78qNM++Vg+UQ98PYgxBuJzFyjK/2bOF7Ix14nTY+d9c63rKlxiwv3m2WFJ922kDQi9qS\npuCojIQTDAUdDdEhg6aDU4asBhMZkEVcx7MQzpvvPTxuCuK7G0h8qQWtUoWBMP7yK3CUrMTIZim8\nZwty87LFb3JzhSVkLS55LllBm21pJ/KlHyA47Ug+D/6PvwfgRffAnk+zngvNyaJsZuTOIhnQc7mu\nbEs7ox/8LKgaMVmamUl7rmiBwiUL68HJNP/44BEeOzLK8lI3P3nvdq5aETin86qhUbItR0k+tAvR\nbpsR/3Oz1mpVIXv7nyGRT7C2bC3jbfv5xJP3oYsaPw0/zL/kw6wv3A6qRm1VI3K4g8HEELYCF96y\ndbDjRtQTrUT/327UyaexHenm3Y1NjDqyNL37nWctNiPDgzz4WBtaZhIJlZ0n/hn/jZ80X5w7k/YS\nIbk/QuJQ3BrEbmFhYfFKIz5w1vvWdABarSqk4x1rSA752NF4JSuatpoHFNaZ/z7aDR/4PWjAT4/A\nN2+eFbVg9sy+7VtoPQdme2inEJIDIDsRbD5QE6Bm8f7JVbDr4+ipFEXiOGO7NmJfs4LiD7xl0Vn1\nSv37efCpXXy+/02Mqy7eWtnNX792A8Ura2cOixSkCcsKgf4Iftm+cNpAKAH9CeQeFaIShqiAgCnQ\ne9PQOgZpFQJOuK4WKtxEvxalbLwAmkpmRLJCHMWvzDwD5m8pxTk9zsfy0bC4zLkkBa2gakS+9AOU\nzj5Enxvqq0xxBxdFr+hLxcmlxM5NTeQPd5230uJTzaR9MZxJWOdVnf9+upuvP9GFgMBf37aK917T\ngF0+t/Li6ayqOjyO0hPCfctV6NEERl7Fd/dOsm0dZNZWslvtnGf+9Puj/44ualTaVUbRaD/6bZpf\ntwVkidJJjfdyLbHNK1m2aQcnhiLmxpaNoOcOI3gEUDWChdVUGwZesfis1x0eGyWRzSJqI+hiFeGM\nA//w82afzvRw+TmjhS5mkvsjtHyyA103EMUhmv+5yRK1FhYWFq8E4gOw+x/Oat+a3rejWpL9jiHc\nb7yZV934VkrdpQsPfjpkilm/AyI58//PEbRgitq5QnYaadkGlD0u1DQIYgHSlk8g691obid6BERn\nCmcwifuuGxd9bjl6qJe/++FxWqQmrhBC/OfqXWyuyEP5G2aOiQwP8uChLrS1MlJWZOe1dfiDXnNM\nUNsYVHvg0R5QdeShJLrLjSEYCDYBUZXhfRvg2AR0x83S4qlM6sRWLzwjzYwfUu05tNAkel5BDx3F\n5oojN8nQWLWEL8nC4tLnkhS0qBqi047oc6PHUxjZ/Kx4uwh6RV8qFisllisC561k+lQzaS8Uzx4P\nc+9vDtM9nuLWteX8/c61BIsKXtRnTmex7SvrUHpC5Lv6EQs95I/1knmujVFnhsMdo5S++Xau2XAr\nXocZxdy4+hp+Gn6YUTREXWJDYSGyKzVzv/1z7u+JoV3AbIDBiCdBltBTaSSf55x+D/O5OEcySSCA\nIGS5wQiDAMkhicTECrwlPXimRgtd7CQOxdF1A2+ZncRYnsShuCVoLSwsLF4JxHtNMXvSSDzztcUz\nt0r/CEN6hI6qHLYx2KbULy5mwcxi/vSIKWYlUNe4UXYfWNq+6w6i1Pw5RLqx77gBecNN0PUAkg2o\nsWHki3D/2T3zA/nxAZLhHr52wMF394ZxiU4+6Yrz+okuiiq2wo6b5l1LeGwUTRcI+DXCEQh3jZA6\n2M3Qj56lOl1MMFkIawKwqYzRjjSDSoACXaU2EcHz8Al4cgDWlkCx0xS+60oh6CUXsMPHm2fGD0V+\nZDo2i1KUwiu6EP0ec3JDxaUR+LaweLFcmoJWlhB9Hmz1VWiTCdy3XmX++CXogT1fc2rP1+ecnPE8\nnyXTckWAor94C9pEBNd12150dvZUjMazfObhozx4YIhav4vvvXsr1zedH6e9aZGpRxM4Nqyi4JpN\nZJ5pI/nbJ+kY62DkmmqKEg62K/UzYhZg+5atfGHyTg73PcaGogDNwTrw1SP7Tn1/5/7+CXYZI6+e\n8/cbjYwgJh6m1FVFOHucyYbXkZxYTcsDE+i6gCgW09zkx1N9zrfmJcO7zocoDpEYyyOKwpJn9VpY\nWFhYXOL46s3M7JyReMApM7eGYXDcG+eQYxT/qJONLKe4oeHUn39bg1lm/HQIdY2byL7HYLfZdiZd\ns3rx98QHzBahrzyN2hZHlbPInc8QKPUj9zwAgXVIuUnY+gnklXfMvM2I9fPwA9/hM11XMJJ38abG\nAt53sIWiVB55shSppQz0driaGREZKCtHEscIRySk3gKUiW6+o/4CtUZHlkT+6uD1BKMeRp+L8NhY\ngJzLhmAY9Ms+ron34cmkoEuko7CcgbBITfwgTd+92lzQ1Eg+ZfeB2RFMo70IDgmpcvXCAIKFxWXM\nJSlojan+2Om+yNy+dnJtHfNMkC4E52tO7aUw7/bkNcoV59a/etpzaDrff66XrzzeRV7T+dCNK3n/\ndctx2qR563gxxl8nBzmU/hHS+w5xtFGkL5Wgti/LOn8T7vo5/8Gf2mi3uVS2NTZB459AxfZFNwU1\nNIr9aC/qytGZ372z+i6nemdO7nGpa1iLvOdHhOPHkASJ2lXXknjejZ5ZgbcsTWLMReK4G8+OpZ/q\n5cKz0U/zPzdZPbQWFhYWrxTmZl933LcwE7tI5lb1VNI23MaILcrau9/NqmQRjrqqeXu/2rUffaKL\nXE8OsXQ57pt2IN/WALc1mMJu92zbmTS+iNlVfAD9D59AOxyhsHMZ+VwZRkYiOZoxHZB1FSq3mmsy\n8jD4NGrazbFenc+2D/Pc6DbWFqb45to/sPnqN6De+k7U33di/9oxxLaj8BMD3v8w3P3X4KvBX1nN\nzpsg/EwvgViCY54JlIRGTaKYQXeUQV+M4IfupPsrg2QkO4iAIRKXnSQEOx4lT8dkAU8rZutSbxvw\niQNw2+wlzW0/Ex0liN70wgCChcVlziUpaMEUKlL/CKLd9pL1zJ6vea4Xy1zY03GmNb7YDPO+3gj3\n/vowHSMJrltVyj/csZa6Eve8YxYT/nD2xl9zRWZWzbLXOUg8leb/s/fe4XFWZ97/5ylTJM2MpFEZ\nSaPmIldcZRtsIJhegiHZkEYgIeXdN2U3jSWb3YQlCeH3EliSTTZlUzYJYUMSIMmCIRAIxInBBtuS\nu2zLlq3e68xo6lN+f4wkj6QZNcvCIudzXVwGa+Z5znM0zDnfc9/3976oeB0r3/7O8Tb2YxfadE9K\nMdv78M9wNLfQe6J96gcTwwt9Qzp8rxXsCrhso6z8k7XiCQR7keU0/J12ZFkirUAjNJRadaF9fsbi\nWOsWQlYgEAj+FkgWfS2+fPRrxkRuQ+kF7Gl8DX/Uz0X5F7Ege7Qjr9bSQf83v0Wa5Tn0rm4UQ6av\najHBl14n7xufQ/V6xvmK6Hnj/Su0umpih49j1pUhxQwMay+SPwebVUZx6dATiY8p3AsHfoBfc/Ht\nmmX8PLaFNNPgq1otd2TUoWRFz2ZtaR1g6uCOQX8a1NlHRUbdhcW4t2TCa3so8eWgqDL1pT1YNIWi\nrZdCpp2wRYqLWSSQTAxZwqnEINNOk80NJqiYaEg07erGcVXPyDONPbiXndF5aR4pEJwL81bQwtz3\nV52t+10ofWEnYqIxnkuEuTsQ4cHnj/NUVTNFmXb+645Krl/pQZKkca9NJqrjA5j+YYDW0kFXXS0H\nbW0ot13B5eECiitWJn9vqhSpFOPT8rNB0ycdS/i1P6EdfAG74yhqRjbs7YbmG0EthHLXOCv/sa14\nEiOdaQUa0eeeInoBR/kFAoFA8DfIRHWzw7hKRiK3fdYs9vadGWXMOJZYYzsKPYCBNmBHzY5iyQyj\ndfXG115nFPXQUdz5q9CKXKjXLkE/eWzcdbQBO+gScqkfqa4Iq7MCeVEG6Te8htzfBqYJhZsxjz/B\nC+2ZfK3r72jTs3mH3sm/PDtIrpqBYlsL37zk7DOtyweLFXotIMdgUXj8vmGo12xxo59PG0tp8J+m\nzLmQkicDsOcojgwNLPZ4ex9ZoiTbj+Mja+BoDyW1EeoHnGjE90klJcdwtT4Pvs0jYxiXHSaErOBv\njHktaOe6b+xs3W8+9LtVvZ4RF2D7umWjxjiTCLNumLzSGOPTO3YQjOp8/IpFfPrqxaRbU38EU4rq\naR4GaC0dHL7/GxyO1ZOW7uCaz99H9oJFqd+QsNAmO+Ecjk5LVjWejt3cB8XeCccyuP0p9Of+CTU9\nhOEMouXdgKoakDcADTnx/nJjrfyTMBzpDO0+SHQWo/yirY5AIBAIZoUpHgrjKqEFmQPtB7CrdraU\nbcFhdSR9qaW0gEFyABk1MwyaTGzAjrXMjSVHh8cegh+UohoSqiMHVlUkvY5asRbfc5uwqE2EV8s4\nbrwatbADul7FkHIx+mo50zDI1xo+yE4ll+WWZh6x/A+rXt9MWjgLeVluvP/rSeCKoYtWFsAPboTd\nJ2BRCC5938R948tXUMIKeP4M+HpgWQ6L6OVIySB6lwUlL8byDyyBtYuhxc+yRj883kbTwX5KSo6x\n7FPddNYEoO5pWHSrEK8CAfNc0MLc942drftd6P1utZYOfI9tB00neuQkakHuyHinG2E+2NTPvU8f\n4VBzlM0Lc7j/HStZnD+5eEsl/KdzGGCaJod2vcD+5r1kK05WtStYjjTCRIIW4gvEBGnGw9Fp153b\nOLVnL+5bbkw5Fq2lg8Djj5GWHiXal4HqGMSI1ILFCzkLwJYNd28Er5PetmY6ak+SFYW8FStSXnM2\no/yirY5AIBAIZsxYL4hJDoUhvjaf6DnByZ6T5KTnsKFoA1bFmvIWqtdD1uc/h3bySqShGtqsrUM1\ntIM7oSYKKOCOwGA03hJncZLrOKNkbRnA8EvIzh7kKzKBTIymGP2HXuWHvTfwU2sFNsPkK8daueOK\nnXDdp9HKncjfrUPqjoIqxaOyiVQWjLTUSUbHj2o5/ZMzYJoszNfxeBXwx6CmG0Iabk8Gt36gmG5p\ngNz8MtyFQ46PQ8ZPyzYXsczXBLt/Bd0DZIRPQ9NfoPPAvGnhJxCcT+a9oJ3vzJbb8WwzURR2qhHm\n/mCUh/54gl/taSTPYePjq2388/svTppenIpkwn+qhwG6oXOg/QB14RYKw+ms0PKQzAiYU7//CEN1\nr9qp4Kh5MaMa0eXlE44n1tiOafHQn+6hP81D9qCL/M0fgkU3QE/myCagt62ZZ144QKzPj2zoXPHS\nLso/87Gk157NKL9oqyMQCASCGdHih4f3xFNlVfmsF0SKQ2GIr83VbdW0B9opzSxllWcVsiSnbOMz\nTHztvx58K0gffh1R2P9byGkC3Qu9aeCwwrp8bD3HoXnnODMq2W5B9qwfSYc2vZfxXPQOHggGaE9L\n5x1nfPxLTwhPjwFp/wfWXIG6hnjUd39nXMxOIF7H0vFkA3/6QTdBsgGJ001RrvF34lEjIEvQH4F/\n2oR7bQETrrzDBwV1TzPY1UlG7krhZCwQDCEE7ZtIKtOjubx/KkE0WQRwIlFpGCZPVTfz4PPHGQjF\n+PCWBXzu2gqqXn9tWmL2XJ5H82Syp2UPA+EB1my4GucffehdvSjFhdgrU1j5p7hm5I0dWHt+gex2\nYJVVZFsJWiNn5+VkEifFBCylBQQKyvhL7hYMyUR1ZHDr2i3YCkf33Onu7ECL6WTHBuizu/FZmDCV\neLai/KKtjkAgEAimw8h6262gagaUuqDRN84LYiyhWIg9LXvwt3WwMljCQsdCGBazSdr4jGPs68pv\nAMUGV24Ex1EIXQGbCqGwgbLDj4KeN/p6Y9KhT7Xb+OoTr7Cz02CxKfHjjjqu3GsiZzrBlg6bl569\nd5IobMp9VELUuuvVXjRTIr79MYlJMl0hCx7TH+8vW5gBUWPUM2p11fFa4Yq142tjF92KdvB54WQs\nECQgBO2bSErTozlgMmOniSKAEwnhmlYf9z59hKqGPirLsrn/1otYUXT+BFJiPetwivSAJUrd+1Zi\nup1s8m4iZwC602wYditGMITW3j1lI6nur/4AmnfiWFgHzjLSNhSQdcdmYuHys8+fxHgiEdXrIfb2\nLZgnfOQ7oCdmo7uz42xK0RC5+R5USxt9lkzkWBRXjDkxDBNtdQQCgUAwwkSR0qp2tB2n8FXvQsuO\nIUdU3NJFyI2+eIR2Ai+IvlAfe1v3onf52fSETH4sAOqeeFTXrJ/cSArGG05JxEVduA9WyGD+FdgD\nr3ejagHI3Dj6ekNRzlDPGb73hskPX+nAisnntA4++r7NKFoFvM+C3Kwlj8QmCFWNYPJ91Jiodd7K\nEtS/hokCIGGRDfLeWwZ7giBHIE07O29DbYVih4+DLtG//RqyPv+5caK2oehDFK0oFE7GAsEQQtC+\niSSNgk4S7ZstpmLslCwCmEoI+8MxvvlSLb/Y3UBmmoWHblvNbeuLkeXzG5EdHovWO4Bkt9K7NJsD\nHSfI6iri8rU3MNBQz85XXiQr0k2uP4ThG6TngR+Redc7sVcun1CoxxrbMQYCYLhBbkQyuzGDOaiL\n1qNOcwHxLKnA0niYnpiEIpvk5nvG3c9dWMwtN5BQQ3vtnKWhi7Y6AoFAIJgwUlrVDp96CSkQxjVo\nY/DWbCJ0Er0uD3te8bh+6om0+FpGzJ82x1bhjDVAqQv9SD2xn/8Mo0LBGvNDVzWy04mc0kiqfLTh\nVMHF8X/a3oDeY9B1KC52Y4Ooeiu0vg727FFRzJearXx1u0ZzX4gbtH4+l6eT3dyJoumkbV6Tem7G\nCFXtKmfyfVSjP/6aoai1Z5WDa/7VxunftAImC99bjOd6GYr+DJ0K5OvgXAc46T1zgM6udJyGlxxH\nD0qgJ+n+LGLNH98KSSD4G0YI2jeRpFHQSaJ9qZhuLe5YMS1ZVUK7DyJZVcyolvI6Y4VwtKGN57o0\nvv7cMboDEW7fVMo91y8lKz21ucNskTgWIxjipN5OfUcD2VIGW1ffSG9DPY88/kU0LQJpPj4YKaQg\nLYtYfQu+X24n+MrrI4I8mVC3lBYgZzqInFHoP7ictDVubBd/Glwlo+Y7FU21h0b1kd12TTytODff\ng8uwJD0YcBcWj4vcCgQCgUAwJ/jq0QN+DC0bWe1DSYyU7u8EzUQudqIfDyIf64PlCmplGaTYd4yY\nPzXtIscIs2Hh9Vht+aA2oR+px6jbiSb9GaNpkP7Ti7At8WLainCU+jCjCX3WE6PGYw2nfE1Q/wJE\nBuKCFkBW0WQ7IGGEQkSra2jNN3lgTwcvH+9kicfBL/9uKRWPPwXN+khQQWvpIFx1DCRzfI/6MUJV\nldJR+yxYTnZDriW+H6hqh13N0BeOv6cvDLua8WwtJePLS/Ef9pFR4QTfUcgOQXn5SAS5d1DimSoN\nPbIZOTPC9YEnsZJzQbZ2FAguNP4mBW246uhIOxp75co3dSyzUQc5k76wiWJaH/DR+8ijmKaBdqYV\n24qFyC4Hrju3jRO3iUL4jCWdb1X7eL25hVXeTH7ywQ2sKck6p+eYiSiPNLZwJHsA39XrWKzkUrny\nbVhdGgf+9Ht0KURxZhmNWj1dpWkUBTMxI1GsFWUY/f6Rk89kEeu0zWvIve8ThKtrwJRGIrpj51u5\nbHxNblPtIR55/Ivopo7yusLdtz9IyZLVI2I1tPvgjPrpCgQCgUBwvtCCGcSOnAZTA0nFsioDlfj6\nrKkDWDGQu6PIWQ7Mi/Nx3bo65dqlGzr72/fT1nGI0jPbWWV3IXdXxwXpPZuI/fxnaNKfiUWiKJYY\nxMJo8jLMviC9jzyK6s6M72k+eR3qme+PjhonRieH05Bzh/ZzJVdARgFG108wHCsZeGMnPwwc5qdy\nFItV5Us3LeeuS8uxKDKa98OjDqe7v/J9IgdPAGBbu4zc+z5x9vlKnfG06qH0atWSTtaJfHpUiV4p\nHZ47jfunp0AzIaLBkmw40Qsn+gg8foqqzGIMqxLvJvClPBxjWht17D9JrD+MOxakV3XRW/p+ln3k\nFrE3EAimwN+coA1XHaXjUw/Eay1VBc/3vpRU1F6o7sPJmElf2FG1p7/YTqy2ARQZMxJDcqRj+AKj\nF5Qhkax6Pdg/+0G+86dT/Px0gPTuEPe/4yJu31SKcg7pxTMV5emfez+vH32Fwaxy1izbzGL34pGU\nqbJYD3ZrOy1BsNrTWfEPnyCr1yTwzA6Mfv8os6tk6d/DczT2lHbsfCtd49PEG04fRTd1vI5CWgJt\nNJw+SsmS1SM/t5QW0Gb003riJEW2PNziBFYgEAgEc8jwGqd0D4z8XaxHYbB3K1avQrRFJ6NHgYT1\nWV1qwVFWTqi1mtiAhfBjDaPa+g0T1sIjxowrbRksTMscXR9bfDlGhYLU3YMlDHpYQQs6kANBjHAU\nyW4dWWP1l6pQ67JhqQw5h6D9jdF1o4lpyLZMSLsOmoIwkMHLwTBfC/0DTYqb62J9/Ov1Kyh/28KR\ntyYGFUK7D2L4AqgWJ2rUhtkRGr2f8jrj9b7DLYqeP0N/uo0/bChFjykop2Nss6q40yU45oeBSNzs\naUUG/i4JI6zjLE6LdxM4bcdx6+hIc1b0FLKh02vPR45FySlafMHvPwWCC4W/PUG7/3j8S9mbj9bS\nGY/UJgja4XSTwLM7kK2WKYurN5Pp9iQdW3uKaSK7MtD7fGCamEkWlFhjO0pRPn882s7Xth+jdSDM\nbZXFfPHGZeQ6bOf8DFMW5QlpRwNWF3u0WmIVHi4pXE+BY+i5h05ri0vW8BmgwbKW0oveOSIo7etX\njDusGJv+DYzMkRGN4bh560iEdux863nZ44ZZtnAlyusKLYE2FEmhbOHoQ5O2wQ5+6j6IFouiWlr5\np8EOSrhwP2MCgUAgeOuQuA9wdXWibb5kZH0zpBzCjWfTcEeV9yjHMAtexGrtwWqxM3B8FeGqYzgS\n0oL7rdns9behGRqbXF48/tOgR0a78vqasFt2EXG5IS1IsHkT7q/+I0qma8TkUWtsw+oLY/lRFKI5\n8IcI3NYH9t/G62aHRW1i39uAB/6riSZd50vczl8z7JSbQb4XPsVGKYR76bVJ56Op9hBnGt4gU9ZZ\n2OpBMiVk04XFOsbU0ptQJ7wun+7fnUKPKeQOhugugW6HDXddD5hAoSMezW3243RmEEtTaOmMkCbH\nuwvgco8S5nkrVnDFS7vwWcAVi/toCASCqTGvBe1Moqj2dcsYUBW0lk5QFezrlo26Xu/DP0Nr6yJ2\npoWM67aMSku9UJluT9KxtadGOIpaXoRSkIvrg9vGLSioCi2uLL7+873sONHFsgIn337/OjaWz56J\n0JREeYJZRZsWZX/p9VidXi4rvQyXLWHRSTitLc7KoXjzR0YtGqnSvMee1KLpyFlOQi/uwhjwj6q5\nTZxvPUndc8mS1dx9+4OjamgTa6Q6SQAAIABJREFUaTh9FEORKMksTxrBFQgEAoHgfJG4D5Da20f2\nOSn3E0PrsyXdh+J2EGuLQXcD9KQTeHYH9mUu1DPfpzXsY3+oH/tFH+aygrU4qx6JpwObJiy8GQqH\nhGjzTmS7BdvmmzA6a3G/+wOo686mEasFuWhHX8L6u78gRx2Q0QM+B7SXxa831gXZVYLmtxL863F+\npgX5vkNGNmx8cUURH9xagHz6EGpmGNUZHTcXiSVCqlfis2tuoDCnEMVMR4naxr12ZF2vXE3uXeUo\n1YN0Z6koGWFyP78UdvbC06dAN8GTAbcsIvo2N62HW9F7LCg5MaKeIFpLbNQ8q14P5Z/52LzJDhQI\nLiTmraCdSYoqgL1yJZ7vfSlpDe3wF7y1oozYmRaiJxtRC3PnRUH+dGpxE8Wj7HKQ9anxtbIQX1D8\nZ9r4aafBD39Vg1WRuffmFXxocxmqIs/6+CcV5UOR15Oqk+N9NWTHAmwsvRybOiZCnHhaO0NL++E5\nip5sBBhXcztqvlMYeZUsWZ1SpE4WwRUIBAKB4HyRuA8wFXnUPmfsfmLU+pyjo575PtYFIWJ1TqyV\nb0PrU9FOH6Au2EOtYsctq6yLWFCqXkcP+FEKl8ejsxmehKhqOcgqstGN7MmHRetHjU91RlEDv8bI\n6cYwisHnQFYkKGoCzQ2yFZp3jqzxWksHzz3yJP8uF9HksHFT2OT/dA6w7jNXgLMfIk9Cuwad28f1\nuB1VIqS30ZYXpczmHtWGqKn2EPv2vMjztX/AJlni3hjX3kfJM11sO9BNtyuNXCmK+zur4Ksr4ZaK\nuInWUOuf7oNVGG6dXE+QrgC07TuA9vKRcXvY2eovLxD8rTFvBe1M6kYhLoTNqIbjxsvGvX74C97o\n92NbsxTHLVvHu9ydAxdKXe5UI7o7/RL37eqjsTfItjVFfPnty/G47Od1XBPNi+4o4WCon5ZwE8V2\nJ2sqbkYeK2aHGe43dw5jcd/zYcLVNUlrbs+VySK4AoFAIBCcL1SvB9ed2wjvP07AKJ2SZ8XIawru\nQ86vJnRiN8agiq5KHMyy0dk/SJE2yEVBlYH/fg3ZopLhPo0VUBzOUa1zxh08A5x4Kt5XtuDiuNty\nTMJwNCFd/yR0eDFXu1CWuyH/I/Dk45AThDyT5hX/wn2/OsnL1gWUEuW7fXVcu3Et1VnWeHpw84EJ\ne9yOOmBWFbx3XQFyyUgbouEIbofWR4s8wOWW5fhiARoPH6ak3Y7b34871AuSCbtPxHvXDv8zPH+K\ngj+iEOzRSDNCqHsPo+sWbMsWCmNIgWAWmLeCdrp1ozB5VHe6qbvTYaYR5fPFROKxuS/I17bX8GJN\nB4vyMvjlxy7m0sW5czzC0YS1MHsHmuhfcAvLbWksLr5sxoJ17MHCmdd2UH94H+WrNrDg0q0jr1O9\nHhxeT9Ka29lgogiuQCAQCATnC62lA99j20HTcXR1or39uqmvb64S1HUlZOVfQv/eg1QHawgbBssr\nPkX+b/5AX5tJ5EQbGddtYbB3K7JjBcrma8av2cMHz74m+OsXoH1fXNDmV0Ll5zCjFvRoFlKJQsiW\nS9qGa1DKLoVH9mK0pRMhnZ9clsb3/noMNIO/P32Qdzcew7m6AuXGpUSGs6fG9q51lcd7yg6ZO02l\nREg3dRbai2iJDnAm3Eq+mk1Beiax8GkU3YJsyJARgaKWcdPV29bMzv1tqLpBTFLZSB+ZugUjHJ3W\nHlYgEKRm3gramYjPqUR1z1e6x0wjynNJVDP4yaun+c7LJ5GQ+MINS/nYZQuxqrObXpyKVBHsgfAA\ne1r2EDNibKy46az50wzvkXiw4LtqGd9+4UE0dNRDT/F5HhwlauH8fSYEAoFAIJhThoybtFPBpDW0\n06E/MsCfX/0NmqGxam8x3quuIRgsRS1zEjmxa6RsS7noJnBNcG1fPYT7wJIRF7SRATCicPGXCR3+\nIXqvC0PKwXHRTdCoow/GeNU5yFfyt3Cm38l1WYP8Q0s9RUszicpFOG7ZGn+WEUE7Jhrsz4KH98R7\nyqoy3LNpSiVCvnCAFdFCblh0LRcVLsP67/9NZPFJ7AWFYDqQV3SDpQx8l48S792dHeiGRHGmRmco\niNbnm7DcSyAQTJ95K2hh+kJjJlHdcyFRoM31vafLrlPd3Pv0Eeq6Brl+pYd/27YSb1baeb9vb1sz\n3Z0dZEkqvv95dsTdr/wzH0P1emjzt7G/fT9WxTre/GkGjD1YOFO1Gw2dIsVNq95L/eF94wStQCAQ\nCATzngRjRWs4hmwrQWtkXA3tVGht3cvePY8jm342e64gvakfTGlmZVuucrBnQ39dXNDaMsFVjuoC\n5/tvQhuwo1asRfV6aPV38bVsOy84r6csPMiPo4+xSV1IKGKFVo00JR97UXmSeySUIR1tjYvZUlfc\nhbjRH6+zTea70eKn5EQ6d2d9nJb9NRTbiig+5qW/tZ6g1o5pGyRsq6FvUZSWrIsoDkYoHkppHt4D\nZmWoKLJJT8yGJVuhcNUW3Ctmr5xNIBDMc0GbilSRvvOZUpxsDGNTjIfrVezrll0wX2QdvjBff+4Y\n2w+2UupO52d3beTKZflzcu/etma2/+kwuiERC8UwCipQFZBjUTJqagjYfRzvPk52WjYbizaON3+a\nBol9dxMPFhZUbkZ94S+06r2oKJSv2jCLTygQCAQCwQXCkLEimeXI1JN1x2Zi4XJOtNRPa09S2/AX\nTux+gOyozmpXP1prGYaag71yOfbK5cn3WAkt95KmHr/tIWh742wNLdDyx8/RNNBHSWY2eWse4cGn\nXuVn1X3gtPP5yJ/4iP0ZFCPA4Ok05MFyMkOlyFmZKI+dhoIJyqRKnfHIbKMv/md2AJ79FnQqtGT0\nUF9wGaVLL6ckYwH881/gUCclukmJrRBuWgD9YVTTScyfjqnBqax8HpNKMXr7sPQc55N5beRV7yDw\n7A7aGaDNHGDtbbeSVlBMbr4Hd2HxlOdaIBBMjXkpaCVNJ7T7YFJROpU62dmujU325T02EhiuOkbw\nlddB04keOZm0EflcoukGj+5u4Fsv1RLVDT5zdQWf2LoIu0WZszEMp+HkOkzqwmmYskRpuJke1cmu\nSC3W7gBel5e1BWuRpZmnPY/9TLjuPJvmk+/18PmcrKQ1tAKBQCAQvGUYU0uqLlqP6ipB39GX+j0J\nQlR3FHGw4yAtLbspVm2sKVmPmXEczbEC5aKbRvV1H3eNocgwsnrWZXj42rI1nmI83NIHaNr9c75z\n6giaYaGnLZ26mn20hOwUKCdZ73ySdy7Pxd7djxZw4MirI1ztRbJYUZbln426psLrhHs2jdTQ0rYH\nfptPi6rxnfzDhJt+jVT1HHeXfoaS/S0wGAN5aA9ysg8KM7DfuhFL3SW0RRbyYsGlhFQLGVaTUN9v\nee3RX5HZp6MMBHl+1SCaoWF5pZ57PvofQswKBOeJeSlolT4//l8+m1SwzmWt6kTieWyKMZJ5wdTQ\n7qvv5cv/e4Tj7X62Ls3jK9tWUp6bMaX3zqZTc26+B0XupDsgkWHRMBWZrrRcmow6nLn5rM5dRkVO\nxTndA85+JuQsJ9GTDWgtXThu2Try8wWXbp2WkL1Q3KoFAoFAIJgy021plyBEw8DespvpV2wsL76U\nxf5T4GsAh3PI8CmJiB2+T9sb4G8GZzH4W6D9DQi0wuv3x/vT9p+CvNVgy0Rb8EliPQpnTncQ0J2c\nit7Kyeg6spRBNqnPUJnZT0esj5aQhteRieEvQhr0Q3Y/spZxNupa6oSTEzybN+5gDMDxHDBkmjOb\n0ACvWUST2U9j225KoioYNojJsDAN7lgB6z2oXif5D32evr2vk95hogyeZtDIQzOzecV6AEu+jK8o\nhs2wsFB302mRRL95geA8Mi8FLaaZUhjOZa3qZOI5/apLQDKxr18BQPDlN9Aa2zCiMfSuPrSWjjkV\nRN2BCA8+f5ynqpopyrTzX3dUcnUWaCdPoUUmF2cTCfhRzcan+IXtLixm2zXxSG1uvgdf1M+O2j+z\nxlXIIruXjr37sC8MnfMCYCktwIhECb24CyDeBL5y+YzmPtkcCAQCgUDwpjNRWu8w02lpN5SiPJBe\nwJ62amIDp9m46oNxY8as8tT3SozIamHQgtB3HFp3xetj930LkCDYBpICehQkCb3rNIEdjxD0r+DP\nFgsv2b6IgcxK2wt8cdMqfru3ieaAjmJZgZa7mX6OkpkbwgzGsNz+EeSMirNRV+8kgjaRZYugaB3e\nbidKVg/NsQEUu0LpwhiUdkMwG4wQfMQG2xaPvE31ekjrK8Ps7mGhYxm6MUhBMIfXDJmCsJ1whk40\nXaYzXUJVbaLfvEBwHpmfglaSUgrWuayTTSWex4qeYVOExL6mwRdfI/jK6yOicDjqp3QPzPo4dcPk\n8T2NPPzCcYJRnY9fsYhPX70Ya1fPtFoJpRLwwz3adFOPNxu//cFpiVp3YTHtgXZq2s7gXVhBUSid\nHz/1wIyulwzV68Fxy1YM3yDWilKMfv+MI+TJ5kAgEAgEgjeVVGm9kxCuOkrG868TduZhrxwjuFzl\ntGlR9rfuw6pYuGzxzbiGuwxMJIwTanVpfQMwoWATNP4VZAtGXx2mpiGl5yIb4bigbduDFDM4oLr4\nWuZyTus2NqfV8V7vQTY4eyle8x7KKy7h2NEqTvW5qR20Uccytq0Dd/nas2MZjrpOleH2Pdsuovin\nYT7deznN4R68d15ByYo8AvsfwF+v4Cw/g2Pru0e9dbgdj0VWARvv2FKENJDHG82v0aHGcMpp3H7p\nJzAy7KLfvEBwnpmXglbPduL8wM0pBetctVlJJZ5TCT/V60FpbEe2WccJomFh6erqRNt8yayN/2BT\nP/c+fYRDzQNsXpjD/e9YyeL8+Bd+KMU4U6XUphLwwz3avI5CWgJt006rOdV7imNdx8iyZ7HRu5F9\nf/r9tK6ntXQQrq4BU4pHXp3RkZNjzW+NP1dRPmphLka//5wi90nn4OQE9UcCgUAgEJxvEkXkQP3Q\nGjixoA1XHaXjUw/gDATo+MshPN/70ihRezIW5njxNWTrITYuvB6be3HyC42NDCfW6to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+KCtmADvO2hs8L5+y+CptOc3Y5SvprK7DbO+CyUpPl4201fGrXvSWo6lULQCgSCty7zUtCi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\nMZ7kNmDH2Sbi/iC2pYtQ8nPI2F2Nk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/Hd6jfjz/Bw45kTfPTYi+R6XUhb1uDcvBp1UWGq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\nTm5QeO0iohMRu4DDwFOZWU3N+uQGhdesMvbmslWxVsygq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as patches\n", "fig, ax = plt.subplots(1,2, figsize = (16,8))\n", "ax[0].plot(list_of_cs_ni[list_of_depths >= 22], list_of_cs_si[list_of_depths >=22], \n", " '.', color = 'DeepPink', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[list_of_depths < 15], list_of_cs_si[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " list_of_cs_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " list_of_cs_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_cs_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5)\n", "ax[0].plot(np.unique(list_of_cs_ni), \n", " np.poly1d(np.polyfit(list_of_cs_ni, list_of_cs_si, 1))(np.unique(list_of_cs_ni)))\n", "x = np.arange(0,40)\n", "ax[0].plot(x, 2*x, 'g-', alpha = 0.3)\n", "ax[0].plot(x, 2*x+30, 'y-', alpha = 0.3)\n", "ax[0].add_patch(patches.Rectangle((25, 58),7,35,fill=False, linewidth = 5))\n", "\n", "ax[1].plot(list_of_model_ni[list_of_depths < 15], list_of_model_si[list_of_depths < 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'surface')\n", "ax[1].plot(list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15)], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'intermediate')\n", "ax[1].plot(list_of_model_ni[list_of_depths >= 22], list_of_model_si[list_of_depths >=22], \n", " '.', color = 'DeepPink', alpha = 0.5, label = 'deep')\n", "ax[1].plot(list_of_model_ni[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " list_of_model_si[(list_of_depths < 15) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax[1].plot(list_of_model_ni[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " list_of_model_si[(22 > list_of_depths) & (list_of_depths >= 15) \n", " & (list_of_lons < -123.5) & (list_of_lats < 48.6)], \n", " '.', color = 'CornflowerBlue', alpha = 0.5, label = 'Juan de Fuca intermediate')\n", "ax[1].plot(list_of_model_ni[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " list_of_model_si[(list_of_depths >= 22) & (list_of_lons < -123.5) \n", " & (list_of_lats < 48.6)], \n", " '.', color = 'DarkOrchid', alpha = 0.5, label = 'Juan de Fuca deep')\n", "ax[1].plot(np.unique(list_of_model_ni), \n", " np.poly1d(np.polyfit(list_of_model_ni, \n", " list_of_model_si, 1))(np.unique(list_of_model_ni)))\n", "x = np.arange(0,40)\n", "ax[1].plot(x, 2*x, 'g-', alpha = 0.3, label = 'slope = 2')\n", "ax[1].plot(x, 2*x+30, 'y-', alpha = 0.3, label = '2*N + 30')\n", "ax[0].set_title('DFO', fontsize = 16)\n", "ax[1].set_title('Model', fontsize = 16)\n", "for ax in ax:\n", " ax.grid('on')\n", " ax.set_ylabel('Si', fontsize = 14)\n", " ax.set_xlabel('N', fontsize = 14)\n", " ax.set_ylim(0,95)\n", " ax.set_xlim(0,37)\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DFO slope = 1.4521633927972242\n", "DFO y int = 11.211950984417776\n", "model slope = 1.4428449221565187\n", "model y int = 2.2954405839561116\n" ] } ], "source": [ "m1, b1 = np.polyfit(list_of_cs_ni, list_of_cs_si, 1)\n", "print('DFO slope = ' + str(m1))\n", "print('DFO y int = ' + str(b1))\n", "m2, b2 = np.polyfit(list_of_model_ni, list_of_model_si, 1)\n", "print('model slope = ' + str(m2))\n", "print('model y int = ' + str(b2))" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df3 = df1.dropna(subset=['Year', 'Month', 'Hour', 'Lat', 'Lon',\n", " 'depth', 'Chlorophyll_Extracted'])" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(539, 19)" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3.shape" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons2 = np.array([])\n", "list_of_lats2 = np.array([])\n", "list_of_datetimes2 = np.array([])\n", "list_of_cs_chl = np.array([])\n", "list_of_model_chl = np.array([])\n", "list_of_depths2 = np.array([])\n", "for n in df3.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(df3.Lon[n], df3.Lat[n], \n", " X, Y, land_mask = bathy.mask)\n", " depth = np.argmin(np.abs(deptht - df3.depth[n]))\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = datetime.datetime(year = int(df3.Year[n]), month = int(df3.Month[n]),\n", " day = int(df3.Day[n]), hour = int(df3.Hour[n]),\n", " minute = int((df3.Hour[n] - int(df3.Hour[n]))*60))\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute + 30) / 60\n", " chl_val = 1.6*((1-delta)*(nuts.variables['diatoms'][before.hour, depth, Yind, Xind]\n", " + nuts.variables['ciliates'][before.hour, depth, Yind, Xind]\n", " +nuts.variables['flagellates'][before.hour, depth, Yind, Xind]) + \n", " (delta)*(nuts.variables['diatoms'][before.hour, depth, Yind, Xind]\n", " + nuts.variables['ciliates'][before.hour, depth, Yind, Xind]\n", " +nuts.variables['flagellates'][before.hour, depth, Yind, Xind]))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " chl_val = 1.6*((1-delta)*(nuts.variables['diatoms'][before.hour, depth, Yind, Xind]\n", " + nuts.variables['ciliates'][before.hour, depth, Yind, Xind]\n", " +nuts.variables['flagellates'][before.hour, depth, Yind, Xind]) + \n", " (delta)*(nuts.variables['diatoms'][before.hour, depth, Yind, Xind]\n", " + nuts.variables['ciliates'][before.hour, depth, Yind, Xind]\n", " +nuts.variables['flagellates'][before.hour, depth, Yind, Xind]))\n", " list_of_lons2 = np.append(list_of_lons2, df3.Lon[n])\n", " list_of_lats2 = np.append(list_of_lats2, df3.Lat[n])\n", " list_of_datetimes2 = np.append(list_of_datetimes2, date)\n", " list_of_cs_chl = np.append(list_of_cs_chl, float(df3['Chlorophyll_Extracted'][n]))\n", " list_of_model_chl = np.append(list_of_model_chl, chl_val)\n", " list_of_depths2 = np.append(list_of_depths2, depth)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(537,)" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_chl.shape" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shallow chl samples (368,)\n" ] } ], "source": [ "print('shallow chl samples',list_of_cs_chl[list_of_depths2 < 15].shape)" ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deep chl samples (169,)\n" ] } ], "source": [ "print('deep chl samples',list_of_cs_chl[list_of_depths2 >= 15].shape)" ] }, { "cell_type": "code", "execution_count": 184, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+cyaoMu7fv89nvCprTZSTkwNXV1fenoYNG6pcIqOqFBUV4fr165g4cSKICPv2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UMf/Bk2lIyMDDIyMiJLS8vGm/fI1FhxcTGdOHGCHB0dCQCpqKjQ0KFDacuWLbRr1y4C8MG5aLVh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\nJCJHsyiap3H7wCZsIpKnfU2NMRWAMOAVETmSrr4zaX9eM8bMJ/X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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons2, list_of_lats2, 'o', color = 'orange')\n", "ax.plot(list_of_lons2[(list_of_lons2 < -123.5) & (list_of_lats2 < 48.6)], \n", " list_of_lats2[(list_of_lons2 < -123.5) & (list_of_lats2 < 48.6)], \n", " 'bo', label = 'Juan de Fuca')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.legend()\n", "ax.set_ylim(48, 50.5)\n", "ax.set_xlim(-125.7, -122.5);" ] }, { "cell_type": "code", "execution_count": 186, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = 1.32929405292739\n", "surface RMSE = 3.7156042633343764\n", "surface Willmott = 0.5965416173112374\n", "20m bias = 0.8602995628718089\n", "20m RMSE = 1.5483612785189933\n", "20m Willmott = 0.6250446100472942\n", "bias = 1.181696159408967\n", "RMSE = 3.196153287040885\n", "Willmott = 0.6480941162236973\n" ] }, { "data": { "image/png": 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ZtGgRBQUFrssRkRSnsCYi0kvPpIIRI0Zo708RiQsKayIivZw4cYLGxkbWrFnDiBEjXJcj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_chl[list_of_depths2 < 15], list_of_model_chl[list_of_depths2 < 15], \n", " '.', color = 'DarkOrange', alpha = 0.5, label = 'surface')\n", "ax.plot(list_of_cs_chl[list_of_depths2 >= 15], list_of_model_chl[list_of_depths2 >= 15], \n", " '.', color = 'Crimson', alpha = 0.5, label = 'deep')\n", "ax.plot(list_of_cs_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)], \n", " list_of_model_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)], \n", " '.', color = 'ForestGreen', alpha = 0.5, label = ' Juan de Fuca deep')\n", "ax.plot(list_of_cs_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)], \n", " list_of_model_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)], \n", " '.', color = 'DarkViolet', alpha = 0.5, label = ' Juan de Fuca surface')\n", "ax.plot(np.arange(0,18), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('DFO Chl')\n", "ax.set_xlabel('DFO')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_chl[list_of_depths2 < 15]) \n", " + np.mean(list_of_model_chl[list_of_depths2 < 15])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl[list_of_depths2 < 15] \n", " - list_of_cs_chl[list_of_depths2 < 15])**2) /\n", " len(list_of_cs_chl[list_of_depths2 < 15]))))\n", "xbar = np.mean(list_of_cs_chl[list_of_depths2 < 15])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_chl[list_of_depths2 < 15] \n", " - list_of_cs_chl[list_of_depths2 < 15])**2) / \n", " np.sum((np.abs(list_of_model_chl[list_of_depths2 < 15] - xbar) \n", " + np.abs(list_of_cs_chl[list_of_depths2 < 15] - xbar))**2))))\n", "\n", "print('20m bias = ' + str(-np.mean(list_of_cs_chl[list_of_depths2 >= 15]) \n", " + np.mean(list_of_model_chl[list_of_depths2 >= 15])))\n", "print('20m RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl[list_of_depths2 >= 15] \n", " - list_of_cs_chl[list_of_depths2 >= 15])**2) /\n", " len(list_of_cs_chl[list_of_depths2 >= 15]))))\n", "xbar = np.mean(list_of_cs_chl[list_of_depths2 >= 15])\n", "print('20m Willmott = ' + str(1-(np.sum((list_of_model_chl[list_of_depths2 >= 15] \n", " - list_of_cs_chl[list_of_depths2 >= 15])**2) / \n", " np.sum((np.abs(list_of_model_chl[list_of_depths2 >= 15] - xbar) \n", " + np.abs(list_of_cs_chl[list_of_depths2 >= 15] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_chl) + np.mean(list_of_model_chl)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_chl - list_of_cs_chl)**2) /\n", " len(list_of_cs_chl))))\n", "xbar = np.mean(list_of_cs_chl)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_chl - list_of_cs_chl)**2) / \n", " np.sum((np.abs(list_of_model_chl - xbar) \n", " + np.abs(list_of_cs_chl - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oaWlpwzpOzDUStyzrSWApUG+MKTg5dhawDpgG7AGuNcY0RitGEREREYlDeWV2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\n/wg8foRM3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats2[list_of_depths2 < 15], \n", " list_of_model_chl[list_of_depths2 < 15] \n", " - list_of_cs_chl[list_of_depths2 < 15], 'o', color = 'DarkOrange',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lats2[list_of_depths2 >= 15], \n", " list_of_model_chl[list_of_depths2 >= 15] \n", " - list_of_cs_chl[list_of_depths2 >= 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lats2[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca deep')\n", "ax.plot(list_of_lats2[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'DarkViolet', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Chl', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 188, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IiIiIiESdptfF0De+8Q3q6upYuHBhvEMRkVTRWGstGRxohqzJ1rZ6tTUuIiIi\nIiISRUo6iYiMZA3rwZljfRi27tsN6+MdmYiIiIiIjHApl3QaqT2sJPL0tyIjgncPONy9xxxua1xE\nRERERCSKUirp5HQ6OXr0qJIJclamaXL06FGcTme8QxEZHtcUCHp6jwU91riIiIiIiEgUJVwjccMw\nngCWAI2maRafHBsLrAMKgN3AdaZpNg9235MnT2bfvn0cOXJkWDEGAgElI1KA0+lk8uTJ8Q5DZHgK\nK60eTmBVOAU9Vl+n4mXxjUtEREREREa8hEs6AU8C/w081WPsO8Arpmn+wDCM75z8/K7B7njUqFFM\nnTp12AFWVVUxe/bsYe9HRCTq8kqgfEXv1euKl2n1OhERERERibqESzqZprnRMIyCU4Y/C1ScvP0L\noIohJJ1ERFJSXomSTCIiIiIiEnPJ0tNpnGmaB0/ePgSMi2cwIiIiIiIiIiLSPyMRm2qfrHR6vkdP\npxbTNLN7fL3ZNM2cM9zvFuAWgHHjxs1Zu3ZtVOLz+/1kZmZGZd8iI5WOG5Gh0bEjMng6bkSGZiQd\nO2NaPyS3ZRPOtsME0sfRlD2P4xnnxzssGYFG0nEzUAsWLNhmmmb5QL434abX9eGwYRgTTNM8aBjG\nBKDxTN9kmubPgJ8BlJeXmxUVFVEJpqqqimjtW2Sk0nEjMjQ6dkQGT8eNyNCMmGOnsRaqn4DxOeCw\nVvKdGvgrzJyrlgMScSPmuImSZJle9wfg6ydvfx14Lo6xiIiIiIiISKJqWA/OHOvDsHXfblgf78hE\nUk7CJZ0Mw/gV8AYw3TCMfYZhLAN+AFxlGMYHwKdOfi4iIiIiIiLSm3cPONy9xxxua1xEYirhpteZ\npnl9H1+6MqaBiIiIiMiwNVXVsmtNPb69Jln5BtOWFpFboektIhJFrikQaLaqmzoFPda4iMRUwiWd\nREREROKmsdaafuHdY705KaxU/49haKqqpWZVHQ63SeZEG8HmMDWr6igDJZ5EJHoKK6F6tXXb4bYS\nToFmKF4W37hEUlDCTa8TERERiYvGWutNSqAZsiZb2+rV1rgMya419TjcJo4cO4bdwJFjx+E22bWm\nPt6hichIllcC5SusSiffPmtbvkIXEUTiQJVOIiIiItC78Sx0bxvW643KEPn2WhVOPaW7bPj2mnGK\nSERSRl6J/neLJABVOomIiIiAGs9GQVa+QZs33GuszRsmK9+IU0QiIiISS0o6iYiIiIDVwyno6T2m\nxrPDMm34S8/kAAAgAElEQVRpEUGPQbA5hBkyCTaHCHqsZuIiIiIy8inpJCIiIgJW49lAs/Vhhrtv\nF1bGO7KklVtRQtm9M3Hk2PAfMHHk2Ci7d6aaiIuIiKQI9XQSERERge7Gsz1Xrytepp4gw5RbUaIk\nk4iISIpS0klERESkkxrPioiIiESMpteJiIiIiIiIiEjEKekkIiIiIiIiIiIRp+l1IiIiIiKScJqq\natm1ph7fXpOsfGvVQ/UHExFJLqp0EhERERGRhNJUVUvNqjqCzWEyJxoEm8PUrKqjqao23qGJiMgg\nqNJJRESST2Nt7xXGCivV/FlEZATZtaYeh9vEkWMHOLkNsWtNvaqdRESSiCqdREQkuTTWQvVqCDRD\n1mRrW73aGhcRkRHBt9ck3dX7rUq6y4ZvrxmniEREZCiUdBIRkeTSsB6cOdaHYeu+3bA+3pGJiEiE\nZOUbtHnDvcbavGGy8o04RSQiIkOh6XUiIpJcvHusCqeeHG5rPI7U8FZEJHKmLS2iZlUdECLdZaPN\nGyboMSi6oyjeoYmIyCAo6SQiIsnFNcWaUufM6R4LeqzxOOlseOtwm2ROtHU1vC0DJZ5EJDnFuXde\nbkUJZdAjmW+j6A4l80VEko2STiIiklwKK60eTmBVOAU9VhKqeFncQlLDWxEZUTp75zlzevfOK18R\n88ST/oeKiCQ39XQSEZHkkldivfFx5oBvn7WN8RuhU6nhrYiMKOqdJyIiEaJKJxERST55JXFNMp0q\nK98g2BzuqnSCzoa3urYjIkkoQXvniYhI8tHZsIiIyDBNW1pE0GMQbA5hhkyCzSGCHquZuIhI0nFN\nsaYu9xTn3nkiIpKclHQSEREZptyKEsrunYkjx4b/gIkjx0bZvTPVi0REklNhpdXHKdAMZrj7dmFl\nvCMTEZEko+l1IiIiEaCGtyIyYnT2zuu5el3xsoSa1iwiIslBSScREREREektwXrniYhIctL0OhER\nERERERERiThVOomIyGmaqmrZtaYe316TrHyrIbamjomIiIiIyGCo0klERHppqqqlZlUdweYwmRMN\ngs1halbV0VRVG+/QREREREQkiSjpJCIivexaU4/DbeLIsWPYDRw5dhxuk11r6uMdmoiIiIiIJBEl\nnUREpBffXpN0V++Xh3SXDd9eM04RiYiIiIhIMlJPJxER6SUr35pS58ixd421ecNk5es6hYiIDEFj\nLTSsB+8ecE2BwkqtjCcikiL0DkJERHqZtrSIoMcg2BzCDJkEm0MEPVYzcRERkUFprIXq1RBohqzJ\n1rZ6tTUuIiIjniqdRESkl9yKEsqgx+p1Noru0Op1Z6MV/0TOTMdGimtYD84c6wO6tw3rVe0kIpIC\nlHQSEZHT5FaU6E3hIHSu+Odwm2ROtHWt+FcGeh4lpenYELx7rAqnnhxua1xEREY8Ta8TEREZJq34\nJ3Jm8Tg2mqpqCT60k1cWrmXLsnU0VWkaV1y5pkDQ03ss6LHGRURkxFPSSUREZJi04p/ImcX62Ois\nrAr5bGRONLoqq5R4iqPCSquPU6AZzHD37cLKeEcmIiIxoKSTiIjIMGXlG7R5w73GrBX/jDhFJJIY\nYn1sdFZWpWWZqjpMFHklUL7C6uXk22dty1eon5OISIpQTycREZFhmra0iJpVdUCIdJeNNm+YoMeg\n6A6t+CepLdbHhm+v1TvqhK97TFWHCSCvREkmEZEUpaSTiIjIMGnFP5Ezi/WxkZVvTamjRyGVVVml\n4n4REZF4UNJJREQkArTin8iZxfLY6Kys6rAbmFmmqg5FRETiTEknERERERkROiurtj30Bv4Dqjoc\nlsZaaFgP3j3WSnOFlZoilyj0uxGRJKKkk4iInKapqrbHdBiDaUv1pu1s9JyJJIbcihIcHKOioiLe\noSSvxlqoXm01/c6abK02V71aDcATgX43IpJklHQSkdjRlbn4GOTz3rnkuMNtNeTtXHK8DJRE6UPE\nn7Mev7PzjoWhcayOFRGJnYb1VlLDmWN93rltWK//RfGm342IJBl1VRSRmBjT+qF1JS7Q3PvKXGNt\nvEMbvsZa2LwSNtxkbRPpZ+q8IjqI571zyXFHjl1Ljg9QRJ+zU35nozp8I+dYEZHk4N0DDnfvMYfb\nGpf40u9GRJKMKp1EJCZyWzbB+BwIBWHfRgh6wJYO2x+Bqx6Nd3hDl+hl7kO4Itq55HhPWnK8fxF9\nzk75nXWkZYHTravYIhI7rinW61nnawZYr9uuKfGLSSyuKXDsfTh+wPqdONwwZiKMvTDekYmMHJqd\nEVGqdBKRmHC2HYaOABx4AzpOQLoLMOHjl5O7gqNngsCwdd9uWB/vyCxDuCKalW/Q5g33GrOWHDf6\nuIdE9DnTVWwRibfCSivpFGgGM9x9u7Ay3pHJ2GI4+CYEWmBUlrU9+KY1LiLDN4RZAtI/JZ1EJCYC\n6eOgsQbSnJA2GgzD+hh9TuIkaIYi0RMErinWldCeznK1etrSIoIeg2BzCDNkEmwOEfRYjbHlzCL6\nnA3hdyYiElF5JTDtGjiyHd77lbWddo2u9CeCYztg4mXgzIZ2n7WdeJk1LiLDl+gXlJOQkk4iEhNN\n2fMgcBRM0/roOGFVPp1bljgJmqFI9ATBEK5W51aUUHbvTBw5NvwHTBw5Nsrunakm4v2I6HN2yu8s\nrcOnCgMRia3GWtj1Bzi3FGZcb213/UFX+hOBdw9knw/5FVD4WWubfX5yn0uJJJJEv6CchNTTSURi\n4njG+XDeVdD4NrR5rX/eeReDPR2cE+Id3tAVVlolt2D9TEGPlSAoXhbfuDrllVj9pXrOSy9edtar\n1bkVJb0TJp3N0oc7t30Ez5E/7TkbqlN+Z+1pWVD+v0fM8yQiSUArpCUu9dsSiS4dYxGnpJOIxE7p\nbd1NtxMxQTMUQ0zqxFReyfDiaayFTf8HThyBcBCa3oWD1TDv3we330Rvup5IevzOPq6qYqqeHxGJ\nJe8e6/90T7rSnxgS/WKXSLLTMRZxSjqJSOwkQ4JmKIab1El02x8Bz4fgcEG6G0IB6/PBrjyoK+ci\nIslBV/oT10g9l5LkMYKr1gEdY1GgpJOIxNZIT9CMRAffhPQsqwE8WFvTtMYHQ1fORUSSg670Jzad\nS0m8pErVuo6xiFLSSUREzsIY5HgfdOVcRCQ56Eq/RMtIr5IZKfr6PalqXYZASScREenfhEthbxUY\nBtid1vS6Np+1Ys5g6Mq5iEjy0JV+ibRI9YiU6OqvmklV6zIEtngHICIiCa70NsgutG4HPdY2u9Aa\nH4zOK+fOHPDts7YjrRxbREREzqyzR6SB1SPSoLtHpCSOntVMhq37dsN6q+qp81ywk6rW5SxU6SQi\nIv3LK4Er7o9MObyunIuklKaqWnatqce31yQr32Da0iJyK/Q/QCQlRapHpERXf9VMF/8zvH43nGiE\njiCkOWB0nnWeKNIHJZ1EROTsOhNFnYmnhvW9x0VETtFUVUvNqjocbpPMiTaCzWFqVtVRBko8iaSi\n9hPQfgTMkDVdf3SuVUkz2B6REl1n68FpmmBi/drMk5+L9ENJJxEROc1p1QnXZJA76jfWCYhtFOx6\nEeqehvOusqbZKfkkIqfYtaYeh9vEkWMHOLkNsWtNvZJOIqmmsRYwob3VqnAKt4N3N4zKgqmL4x2d\n9NRfD86G9ZBzPkwo7/7+QLMaiUu/1NNJRER66axOCDaHyZxoWNUJP9pL04c5EApaZfAG4BwLjW9b\nJyaNtfEOW0QSjG+vSbqr96lmusuGb6+uiouknO0/AbvDqnJq90FHAAw72EcNvkekRFd/PTi9e6xE\nVE9qJC5noUonERHp5YzVCV4fu/46kdy8FyHN2d2Hoc3b3VxSV7gi6+RyxdN3vwWbq7SstCSdrHwr\nad35vwSgzRsmK1/XPEVSSmMtfPwX62JVzgVw/BB0nIDMyeDK12tbIuqrB+fZpt6JnIFe9UVEpJcz\nVie4wXcowzqxsDutwVDAurqlK1yR17lccaCZ4Khzu5crVkWZJJFpS4sIegz27/bz+s6P+HPNXqrf\n99IxpyPeoYlILDWsB+c5YBhWI/GcC6wPexrklUXvcRtrYfNK2HCTtdVr6PAVVlrnJIFmMMPdtwsr\n4x2ZJLCkSjoZhrHbMIx3DMOoMQyjOt7xiIiMRFn5Bm3ecK+xtvZzyco9CrZ06+pkxwmrNH5ska5w\nRUN/yxWLJIncihIyPh+iJnCAdk8WozPaOXb5mzxz+BfUvvFSvMMTkVjx7rGSSx0B6/zBNK2PE0ej\nl6zocfGGrMm6eBMp/U29E+lDMk6vW2CaZlO8gxARGammLS2iZlUdECLdZaPNGyZ4PIOiO+ZAxiH4\n+GUYfQ5MuBTs6d3NJSVy+luuWCSJ/NX/F9o+7WW0w0UHMAboCGbywqZfUnLZwniHJyKx0Dkla+Jl\ncOw962KVLR3O+1T0khU9L95A91btAIavr6l3In1IxqSTiIhEUW5FCWXQY/U6G0V3FJ1cbeozXb2G\n8O4B5wQr4aSTj8hSzwQZIQ62HmJcRl6vscz0TA62HopTRCISc52roTlzYPL87tXQSpdH7zFH6sWb\nnudgrinq9yhJIdmSTibwsmEYIeCnpmn+LN4BiQyKXigkSeRWlPS9pLmucEVfz+WKe/ZMUEWZJJkJ\nGePxtnlxO1xdY/42PxMyxscxKhGJqc4pWQ3robEGgi2Qnt09ZTwa5xQj8eLNe8/CW6sg3A6jz7VW\nFK5ereltkvAM00yeZWsNw5hkmuZ+wzDygL8A3zRNc2OPr98C3AIwbty4OWvXro1KHH6/n8zMzKjs\nW0auMa0fkn/413TYM+mwjyEtdJy0kJ+9467jeMb58Q4v6nTcCFjHQW7LJpxthwmkj6Mpe15K/P0P\nRedzZT++j9CYyXquJCkdbPgfXn7/d2QYDjLso2kNnaDVDPKpC69lQuHsqD2uXnNEhiaax04sz4VH\n2nn3mNYPmfHRvwMQsmdiM9uwhdvwj57KCedkPp54Q3wDTHGp+JqzYMGCbaZplg/ke5Mq6dSTYRgr\nAb9pmqvP9PXy8nKzujo6vcarqqqoqKiIyr5lBNu88vQrLp2f//3KeEUVMzpupKuppzPHKnHvLK/X\nFbp+DenYUVWlJJDaN17ihU2/5GDrISZkjOfqeV+Oej8nveaIDE1Uj51YnwuPpNfCzSth56+tCifD\nsMY6TlgrCmefD4ufiGt4qS4VX3MMwxhw0ilpptcZhjEGsJmm6Tt5eyHwvTiHJTJwI3Vu+WCMpBd/\nGTw19YyNnsm9niv2KLkncVJy2UI1DZfedD6QmmJ9LjyS2gF495ycUheAtNHWmN0JJ47AlAXxjU3k\nLGzxDmAQxgGvG4axHdgCvGCa5oY4xyQycK4pVmVHT8k+t3wQxrR+qKVrU513j3Vy2VOqJV5joWdy\nz7B13+7snSEyVI211tX2DTdZW/3/lqHQUvapK8XPhYfFNQUyJ0FHwKpwMs2TqwCOspK2IgksaSqd\nTNPcBZTGOw6RIevZGLjn1KIUaQyc27IJxqvKJaW5psCx9+H4Aevv3+GGMRNh7IXxjiwi4jGF6IxU\nVSnRoAo6iRRVvcZfvCrNUvxceFg6n7tzZoF/v1XhZBsFf3evjhtJeMlU6SSS3DpX7nDmgG+ftU2h\nk3Vn22FVuaS6scVw8E0ItMCoLGt78E1rPMnVvvESP92wGm+bl3EZeXjbvPx0w2pq33gp9sHoSrJE\ngyroJFJU9Rpf8aw0S/Fz4WHpfO7GXmj1cJp+HXx6Dcz4h3hHJnJWSVPpJDIijKS55YMUSB9nvfEd\nSUvXyuAc2wETL7Ou0AU94MyG3FnWOMl90vTCpl/iGpXZtSx85/aFTb+MfbWTriRLNKiCTiJlJC5l\nn0ziXWmWwufCw6bnTpKUkk4iEhNN2fOYGvir9YneCKcm7x7r6lzOBd1jZnjwb1oTsAHtwdZDjMvI\n6zWWmZ7JwdZDsQ+m82poz+eoeFncnyNJckoUSKQoMR5fSiBHXfDdBvzPbyS0/xD2SePJXDIfx6zC\neIclEjeaXiciMXE843yVVKe6SEz7StAGtBMyxuNv8/ca87f5mZAxPj4B5ZVYy08vfsLa6jiT4Sqs\ntI63QLOVLO68rQa2MliaYhVfZ3otbvkQPLtgw02cd+DJuL+mJrPguw20PLKWsMeHfWIeYY+PlkfW\nEny3Id6hicSNKp1EJHZUFpzaInF1O97TAvpw9bwv89MN1s+WmZ6Jv82Pt93P9Vd+I24xiUSUKugk\nknQ+ED+nvha3fAgH3oAJl0LWZEY1vqtFAobB//xGbO4s7NlZAF1b//MbVe0kKUtJJxERiY1IvGnt\nnBZw/DAcq7cSV+mu3lN+4qDksoXcCr1Wr7v+ym/EZ/U6kWhRokCGKgGnRaesU1+L/futhNPJlWQ7\n0rLA6Y77xZxkFdp/CPvE3tPtba4xhPbHYbq9SIJQ0klERM4qYv0Jhvum1TUFmj+Aph2Q5rQSTkEP\nBFusNzVxPEEuuWyhkkwiIqfqnBbtzOk9LVqVNPHT87V4w03q8RRB9knjral1JyucAMLe49gnxWm6\nvUgC6DPpZBjGE4PZkWmaNw0/HBERSTSd/Qls7qxe/Qmyl38p9qXihZXw4lLAALsTQgHAhHNm6aqs\niEgiStBp0XKSFgmIqMwl82l5ZC1gVTiFvccJe3y4vnJ1nCMTiZ/+Kp0uOuXzKcC5QOPJj7yTH0eA\nj6MSnYiIxF1C9SfIKwHXVAg2Q5vXuhqbNxsy8uJ+VbapqpZda+rx7TXJyjeYtrSI3Aq9oRKpfeOl\nXlNPr573ZVUFphLvHrCNgr1VVjLD4Yac6XH/ny0nndLjKa3DB4GwVhMcIsesQrKXf6lXdbjrK1er\nn5OktD6TTqZpzu28bRjGZ4AfA9eaprm5x/jlwC+A70czSBERiZ+E608wruz0q7KB5rhelW2qqqVm\nVR0Ot0nmRBvB5jA1q+ooAyWeJKXVvvESP92wGteoTMZl5OFt8/LTDau5FZR4ShV2h5VwcrisKdEd\nJ2DfRsivOOtdlbCMgVN6PLWnZUH5/45eFVoK9PdyzCpUkinZRfrvNAX+7vtjG+D3/QC4p2fCCcA0\nzb8B/wb8MNKBiYhIYrBPGk/Ye7zXWFz7EyTg0u271tTjcJs4cuwYdgNHjh2H22TXmvq4xSSSCF7Y\n9EtcozJxO1zYDRtuhwvXqExe2PTLeIcmMWMOctzSmbD0tnl7JSxr33gp8iGmurwS6zXUNQVn22Hr\nzXFjbeQfp7O/V6C5d3+vaDzWSNVYC5tXWr24Nq/UcxcNkf471d/9gJNO04DWPr7WChREJBoRGdn0\nQpmUMpfMJ+zxEWrxYYbDhFp8hD0+MpfMj09AnVdlnTng22dt49yQ1rfXJN3V+yU13WXDt7f/N1Ui\nI93B1kNkpmf2GstMz+Rgq1ZyShmhNpg8H9JGW9Oi00Zbn4fa+r2bEpb9iPT5VI83xcFR50bvTXHP\n/l6Grft2w/rIPs5IpeRFbET671R/9wNeve5tYKVhGFtM0zzYOWgYxkRgJbAtCrGJyAgypvVDqH5C\nq9ckoYTsT5BgS7dn5RsEm8M4cuxdY23eMFn5A722IzIyTcgYj7fNi9vh6hrzt/mZkKGVnFJGZ6Pq\nntPpAs3gnNDv3Q62HmJcRu+p3UpYEp3VAHu9KfZEr9m7d0/sVsobidOZ1JQ/Nrx7CB51439zF6Ej\nAeznOsm89Bwc5wzx7zSWf/cJaqBJp1uAl4DdhmFso7uR+BzgKPDV6IQnIiNFbssmGK8XymSl/gT9\nm7a0iJf+aQdHjo6ioyONtLQOzj2ng4UPF8UnoJF4si1J6ep5X+anG6wmxZnpmfjb/Hjb/Vx/5Tfi\nHJnETGElbPo/cOIIhINgc8Doc2Hev/d7NyUs+xCNxEOs3hTHaqW8aCTmEoGSFzERPJpDy/oGbK4M\n7Oc4CPvbaVm/i+zKQhxD2aFWiBzY9DrTNN8FzgfuBHYCjpPbO4HzTdPcEbUIRWREcLYdtl4Ye9IL\nZUJqqqply7J1vLJwLVuWraOpSmXbZ/N+3Tt83NpGByZpBnRg8nFrG+/XvRP7YFR+Lwmk5LKF3Lp4\nBa50F4dbG3Glu7h18Qo1g04RwXcbOPrwCzT+4gRHN9gI7reBARjGWe979bwv42334wl6CZlhPEEv\n3nY/V8/7cvQDT2TePZE/n3JNsd4E9xSNN8Wx6sk4Uqczxer3lOL87+dic7Rjd3ZgGGB3dmBztON/\nP3doO0zAXqSxNtBKJ0zTDACPRDEWERnBAunjrBfGFM7yJwOtwjY0b6zdhzE2HWNMIyFOvqc6Poo3\n1rbx98tjHIzK7yXBlFy2UEmmFBR8t4GWR9Zia30X+8QcwsE8Wv6ng+wpU3Bkd5z1f1LJZQu5FXqt\nXnf9ld/Q31I0qiYKK62LE9D7TXHxsuHFeiajxlirF2LChEujU300UiuCev6eHG7r9x6t31MKCzWb\n2M+/Alres55jhxvb+bMJNQ+xT+cpK0TimmL9zlLonGzASScAwzA+DZQD+cD3TdPcYxjGfKDBNM0D\n0QhQREaGpux5TA381fpEL5QJq+cqbMDJbYhda+qVdOpH4FgWzmwfVrrJMmp0G4FjWbEPZqSebItI\nUvE/vxGbOwt7eyukubCPsv4/+t88guNLBQP6n6SE5RlEI/HQ402xo/19cE6L/JvinlPezv9Md9zR\nMFKnMyl5ERP2SeMJe3zYe/ShC7f4sE+KwzndCDGgpJNhGOOAP2D1cNoNTAUeBfYANwIB4LbohCgi\nI8HxjPNh5ly9UMZB8N2GXk3AM5fM77M/k2+vVeHUk1ZhOzvnWB+hxmwcx3MgOBocJwiOacaZ1xL7\nYEbqybYkLvUQkzMI7T+EfWIe+NzQcQLSRmPLSCN0JKD/ScMRrcTDyQU6drZVMeHvKyISai+dVbih\nNqvSKegBezps/wlc9ZPIPlZhJcH19+PffoDQMbCPhcxSG47KEXChMxYLqaT4//TMJfNpeWQtADbX\nGMLe44Q9PlxfuXpoOxypPcYGYaCVTg8BmcAMrKRTzzVOXwbui2xYIjIiJdiKY6mga3qDOwv7xDzC\nHh8tj6wle/mXzph40ipsQ1M6dyy1/3cqofRW7OknCAWcpHnPp+Tqj2IfjMrvJYaCm/6E/6mfEGq2\nYR/vInPOfhwtvU+mm6pq2bWmHt9ek6x8g2lLi1Q5mQK6qgXGFsGBzQCET9ix55j6nzRckTifinVi\nwbsHbKPg4JuQ5oR0l5WM/PgvViwRfOzgkQxatk7GFj6A3XWccGAMLVsnkj0vA0fe2e+f0joTJGYI\njr4HH/4R3v4vmPIpuPTelDiPj/iqzWp7MOCk02Lg66ZpNhiGYT/la/uASZENS0REIqFrekO2VRLc\nufU/v/GML57TlhZRs6qOE0dD+BvTCXgysNlDzFkxqNnYKcfV4mLSBQc4dNhJR2A0ac4TjD+vBVeL\n6+x3PoOe1WmujgDBcycP/GRH5fcSI8F3G2h56OfYnGnYx2USPt5By4stZH86G8fJk2n1iUtdXdUC\n7ixs4y8jvO8dwi0eXFcVQfnX9T8pnvqrvIgW1xT46EUr4ZQ22hozDHCeE/E33/7nN2IbNwWzbQKB\nD3YT9h6HdB8tT/yecf9/FH/GkaBhvZVwOrQVAsfA7oCwDfa+Bu0nrFUnU+DYjeiqzWp7MKieTh19\njOcCJyIQi4iIRFjX9IYebK4xhPYfOuP351aUcN72A2xb3UEoZGe0+wSZ49r4+A+QU1qrN4l98O01\nKSh2MLUUOl8SzZBjSNMST61OM+p39luddkaqKhy6FJ9WMBj+5zdiG3UCuysHDAN75ihrfFsAxwTr\nZFp94lJX72qB49hnXIWrn+ndEkP9VV5QEZ3HLKyEuqfBORZME0IB6AhYzcQj/OY7tP8QZloabdvq\nwJmOkTUGMxAksHErwXcb9DfYH+8e8O2D9uNWwsk2Cow0CLXCiSMpVZ0TMWp7MOCk0ybgDsMw/tRj\nrPNM+ibg1YhGJSIiEdE1vSG7u/lh2Hsc+6Txfd6nudbDpLk9p9jZCDbrTWJ/Ijkt8dTqNHPMaGzu\nrD6r0ySC1HdhUEL7D2HPzrHePJ6sXLBlpBE65AXXbEB94lJdV7VAZzJ377+DZwrB0CX4Nx8aUK9B\niYL+Ki+cUXrMvBI471Nw+H+gzWs9Xt5sK7HhnBDRh7JPGk/rq2+CMx2b0wGAaRjYctzJ/1oa7Qsj\nrinWFMhwCNKs5w6zA9LGQDgI3j2D6hUqqO0BMNCz4buAucAOYBVWwulmwzD+ClwG3BOd8EREZDgy\nl8wn7PERavFhhsOEWnyEPT4yl8zv8z6+vSbpLr1JHIxpS4sIegyCzSHMkEmwOUTQY/WuGazQ/kPY\nXGN6jfVXnSYR1PPqv2Hrvt2wPt6RJST7pPGE0wusaoWOE2CahH1+7Dlh6yQbKyHr+SjM/s1pfPRy\nBvs3p+H5KExWvtH/zmXk6EzmBprBNorg6xtoWXUv4Xeew+6mq9dg8N2GeEeaOlxTrDe+PcWi8qJ0\nOYydDpPnWx92h/V3cfL/RaRkLplP+JgH0zQxTZNwIIgZaCO9+ILYvJY21sLmlbDhJmvbWBu5/XYe\nSz0vjERq/2D9LmyjINwOJ45Ca6P1t2Gkgc1B8GgOLY+stS5o9ugVquO3H51tD5w5VhWZMyflLmYN\nKOlkmuYOoByoBm4AQkAlVj+nvzNN8/1oBSgiIkPXOb3B5s4idKARmzvrrNO0svIN2rzhXmNW1U4C\nvUmM1gndEOVWlFB270wcOTb8B0wcOTbK7p05pMow+6TxVv+JHs5WnSYR4t1jXYXsKcX6LgxG5pL5\nhNschDLLMG1OQs3NhANpZH7ttq6T6ZwSN4frcgn600kb3UbQn87hulxyStxn2buMGA3rIdwB+/8G\nO9fif6sJW9px7G0fYux7Ffuo1q5qTomRwkorYRFoBjPcfTvCyZ/TxOjNt2NWIaMvmYbh34+5vx4j\neFJ30tAAACAASURBVBBn8QRszvTov5Y21sLrd1v9qw6/bW1fvzsy5ykN6wkednD0d800PvQeR3/X\nTPCwI7IXRvJKYMbXrKRTuB0MO9jSIXAEbOn438/tqsY2bDbs2Vk6fgcirwT+fiUsfsLaplDCCQbR\n08k0zQZgaRRjERGRKBhsM8TOZuIQIt1lo80bJnisjaJF78OGP8e/z02CToE64DjEK9Nf5GD+ISZk\njMfpyCGXwcdz6lK9xvEThI1hLNU7EsSqz5JrCjR/AP791pVdhxsyJ0HOBZF/rGiJYU+qXj17GgLY\nxxq4LurAYd8CjZMhr4TmWg/jZpkcb0wn6E/HkdXG2PP9NNcmUBJboutwDXh3gf8QdLQRavl/7L17\nfFxXee/9XXvN7D0ajWZGd8m3+CLbSRzkhJQ0DrGTAAmQpFBSCIEcCgXeUmihN05v9G3p4UN76En7\n9qUtefM5HFoupSahoZTcSEhi7FxMrrZiW7EtO4lt2bprNLPnsvfMXuv9Y0uy5NjySJrRzfP9fOyt\nWdJea+09M2uv9azn+T1BZDQP3qixo+d5jDU3V7w555KpEk4c2FH+tsv9rO7rIPaWoyR6ghg1UYxQ\nATW8F5Vzid752fK2vfduSHSBFfWfIV7Of733brjx7llV7ew7ROLhJIYcQZou6pRJ4r9ixN+bxrqm\nRP0H8FKw9lYYPgT2CT/GqaoBGi/D262Ryyre2BWmR1FGJyHE/wD+XWvdWeb+VKhQoUKFeabh+nYu\nh9MpzlsyXHLtszSsrwZrhb8of/hjEF0DzZfPvQFqAaae7Xj2Ue555C6iwQjN4SaSbpJ7HrmLzwDt\nW26aVl3jC/l778Pb8zR1xgDxa67AasyUp/MLnbk0MtZdBvu/46fyNqOQS/gLsnUfKG075WIeDLLW\npjb/s/nCDr9dKzap3dRxTWy1IL6uwFhOGu2JSrjuYqBUBkw3ARhQyIAwkFEHlRXIqgIgwO6ueHPO\nB0s54UTX/VgbWojXBLB39+P1K2RtNdFrKb/20KndYNacztAXqPKF00/tnnXV9os5DN2DDJlgmEjD\nA7sH+0UTa9a1TyB5DGrboG7D6TKtIHViRlqhFSoUq+n0m8A+IUSHEOLPhBDrytmpChUqVKgwvzRc\n385V/+fDvPPRO7jqt47TcHm1v6DM9MPAPkCAM1wePYHzsQBDoB7c9X2iwQgxK4oUBjErSjQY4cFd\n359RfVZjhvpf7qTpN1vRt6zAai3M/X1eKMylztLQPj+TUigO+ZR/bL3aL18MzJcm1RTtLopw3Qpv\nppTaMVbcX7CqAngOkQ0DKCeA50i0a+PZhfNqDVZYQsxFePzoPMFqSlN/7TGabj5M/XV9WOEjpW/r\nTZzLoD57Q7s3kMcITa7HCGm8gfys657EFJpfM9EKXZQsMBmHxU6xRqdlwI3As8DvAYeEEC8IIf5Q\nCHHh5PqrUKFChQuEjmcf5W/+9hN84cvv4W/+6xE63kj5vxjqhEDIN/K4yfkRWp4vAdQpOJXpIWJG\nJpVFzAinMjN0N68IWp9mLo2MY7u7K6+Htvf7x9q2xaPpNF8G2eQxX0z8+A7o+rF/LOQgeaykIvsV\n5pBSjkFNl0PjW3xxYjRWS4741f0YVRovKTEiwfNqDVY4g8W6IJ4LIWwYDZXugjee8L2z06dg6CAM\nHij/vWq9GtzUeHIFCln/devVs65a1huowHIwAuC5YARQgeXI+ulnyp2SKTS/ZqIVuuiYq8/pBUSx\nQuJKa/2E1vozQCtwM9ABfAl4TQjxVBn7WKFChQoV5pCxULGkm/RDxRDc07mHjoMnfOOODPkaBWOL\n27n2MpovAdQpaA23YLv2pDLbtWkNz9DdfAF6c80bc2lkXIAGzWkxX/2XFpzY6S+uzKh/PLETpFVS\nkf0Kc0gpx6C223wx4nAjBKNgBLGaM9S/Y4Sm213qP9SytBas5WYxL4jnakOl7TboecEXvwbA8D3t\ndB72fqO0bZ3J5s9BbJ3v2OSO+MfYOr98lkSua0NlBZ5cjo5vwJPLUVlB5LoSf3/OI/hubWqj/o8/\nSdPX/4z6P/7k0vv+Vjb+Sk7RQuJjaK094KdCiB3AY8BdwJYS96tChQpLkTkUuK0wgWne94mhYgCx\nmuUw8hoPHu6kvT06uqjV0HSFf8JcL8qnEkCdJ27Z+lHueeQuwPdwsl2bZN7mI+/8rZlVGF3lLyTG\n9KpgcRk/Sknbbf6CCvxFrzPi35vLPrW42yoH89b/qcNJSiWyX2EOKeUYNDZmp46BEKA831AZaV18\nQv0Lga77QXvQv3dywoN51DUsmuQxnMEY9u6jeP05ZGOIyNX1WPUl3lBpaveNBYGwf69kCCLL/LIS\naCudt+2tf12W+a5148eJD/wR9vN9eK8pZJ1BdFsM68aPl6DjZ7CUNb/OR/KYb9CdyIW68VcipmV0\nEkIEgfcAHwZ+BagCfg78Rem7VqFChaVEdeYIvPCtBZdxbMkzA2HhU5kemsNNpwvMCJHoak6ljkOo\nEZwE1G+CcNNpL6O5XpQvsMlQ+5ab+Ay+we5Uxl9Yf+SdvzVtEfFxJhoPJnpzLRbjRymZSyPjAjRo\nTov56r/nwoptMHzw9CK48XLw3JKK7FeYQ0ptwGxqhxu+fvp5NLHOefRSXZT07YHEUQhWnfYs7H8F\n8un57tl5cQZrSdzfhRENI+stlJ0ncf9R4re1lVYIG/z7Y0UhGD5dls8Ac6AnV8Y5irUyiNWgoOBA\nwIKqYFnauaCpbPyVnGKz170XuB14PxADngL+FLhPa90/1bkVKlSoANCQ2AUtCyvj2AXBDDK9tYZb\nSLrJcU8nABtNa/2l8Kv/+mbPqcW0KC8j7VtuKt0ieoLxwMofgtDaC/s+z6WRcYEZNKfNfPRfmtD7\nMijXNybUXex7soRa3+w5OXp8cNf3y2Z0GtjRgfOPB3n8r3uoWenrR1XC+aZJOQyYi92ou1BwEqNe\nPBOyoxUcv3yBYx9qwLA6kaECiIB/dPLYhxpKb3RqvdrXlxPitCyAm/K1+hYrXfdDfC20XHm6LDdc\nmUuXmsXu9bwAKdbT6UHgOeB/APdqrU+Wr0sVKlRYioTcXrDO2CGouKqWnxm4CJ83VGyxL8oXC6P3\n+aC7g9Zrrp/v3lSocHb6OiDV7ScWMGt8T4LjP/c1TLb+Nace/aPJnpPMUmT/PAzs6GDPVw7gSYP4\nMoEzrNjzlQNcDhXD03Qpx1hfeX7MHjMOuSHfw2nMmILyy6fDPEgeeMOaAmtJ//xVVCaPEQ5iXn4x\ngeHZZ3Z7E5s/6+sRZft8o0HAgnibX75YmavwxAudioG85JzX6DQaUrcNeE1r3V3+LlWoUGEpkjOb\nIXEE7O7JGgQVLYfyMgMX4ZKHilWoUGHumOuF5NjOe80KP7ulM+KHtERXQlP72T0nZyOyfx6OfrcT\nK6ZRQiOkwKqVgMfR73ZWjE4LgYq24+xpvtwPGUufPD2fiq2Dug3F1zFV6H0Z8dJZsrsPY4TCiHgQ\n7ebJ7j5M+Iba8588XZracRo/i33vdrzuQeTyeiK334G1iD9vcxqeeKFTMZCXlGI8nTzgceC9QMXo\nVKFChRmRtlbDye/4+gNmFHIJf9K57gPz3bVZ4+zvwn5gJ153D3J5C5Fbty2cTB4zdBEuaahYiVnQ\n97uUvPpD2PtPXNXfBb1tsPl34OIPznevKixkZqDhNmvGd97TeP1NyMZV/s6752fRK7nI/nlIHddE\nlhlkU6fLzKhB6ngZPCkqTI/5+HwuRcae642bZ66NNVXoPdeXusfj5DqPgOOinBwYCswAQgRxXy/9\nEtPZ30Vi+0sYsSuRV1WjkmkS218iXrdh0c4Z5jQ8sULpuYCN7uc1OmmtlRDiMFCeLakKFSpcEFQ7\nr/vx9WM7c6E41F8KQ/uAxbuQdvZ3kfjGdoxYDXJZE2okReIb24l/7o6FMalZYC7CszUYLfj7XSpe\n/SHs+iMwo7iyjnAu4b+GiuGpwrmZgYbbbDnfzvtce07WrPRD6iZqBbtJRc1KoyztVZgGM/h8Duzo\n4Oh3O0kd1xV9rjFK8VyfKvQ+VNrujuHs70J394FZgIIAJcDxEHEFidLrUdkP7PTnCvEagPGj/cDO\nRTtf8IY1ctkl0Pe8r09l1mAsexteGcITL5gNvnNRagNRXwc89SU/3LPgwOB+6HkRrv3qBWF4KlbT\n6UvA14QQr2itXylnhypUWNJcwBbukNsLtW+b7P6t1aLXdFoUk5oF4iJcCoPRorjfpWDvP/kegaG4\n7xUYip8uvxCNThfw2Dktyp3m+SzvQzE778ucFt558L3jhoNlV5VvH3Ptxy5hz1cOUJACXaNxkwpn\nRHDJFy4pW5sVpmDiZ6bvJYi1Qf/e02FhtRvP+fkc0+eyYr73WkWfawKzfa5HV8HQockhetXL/Dma\nW7puTsR+YCcipBGeRFT5S1DtacgVkA35krfndfcgl03WkzOi1Xjd5dGTmwtkrUAd7kTGmiF6EXg5\n1MlO5PqtJW3ngtngOxev/hCe/jNwhgEJVQ2zNxDtvRsSXX74uRXztdgSXX75jXeXtPsLkWKNTn8O\n1AN7hBDdQC8wyaSqtb6qxH2rUGFpcYFbuHNmsz+x8RwYetX/2TCh+Yr57tqsWIqTmo5nH53klXDL\n1o+WxCuhFAajpXi/z4rdDeHWyWVm1C8vlqViqKmE5BRPOdM8n+N98E42I9ddC4lXxxevxrorxnfe\n59pw0HB9O5cDL/7js9gnNTUrDS75QsU7Zl448zPT8zwcewwiK6Gq3hfCPrHznNnExvS5fF0uKvpc\nE5nt+F53Gew/i+RB221Qpsep192DtTZArtMDFAQFuqDAhdgNpQ8Ok8tbUCOp8bkGgEqmkcsXb/BO\nZMMAiX1ByAUwwqByAZQTJLphoKTtJL71n7idr6IG+1COi2GZGPVNjPzLj2i667+XtK0FR18H7Pwi\npHsAATIAdg7y6dkZiE7t9pNtTMw6qbVffgFQrNFp3+i/ChUqzJS9d8PAPj+ltPLAkJDuu2As3APx\nrawZ/hGMHPEHXSPoZztKdfsD/CJdPC61SU3Hs49yzyN3EQ1GaA43kXST3PPIXXzyeA+rXyvMys26\nFAajpXa/z4kZg+GDIARWHnADoAq++H4xLCVDzTyEjC1aypnmuet+/zM40Uulehky1IvyViAnGA5U\nIoVc7n9HX7lrH8OvV6MKEjPsEl/rYMV0WQ0HDde3YzHE9ddff96/rVBGzvzuSgswfO+BqvoJf3j2\n0KAxfa6JVPS5KM34PrQPlm05ndwlFIeGTaOSB9eXpdtyeQsiVYdgAOdIDpVWiKBB6LIQNTdeVvL2\nIrduI/GN7YA/11DJNGokRfTOW0re1lxh1Q8Tv20t9u7B8ex10XetxaofLlkbzv4uck8+DV4CL6XA\nkKi8i+YE2SfSOPu7loa307kMt3vvhvQpEAHf4KSVv2GeT8/SQKRxugX2foU3DLIWIpsEVuuFMZ4V\nZXTSWv9GuTtSocKS5/iTvpElEPLTtqqC//r4k/PdszkhHV4HhbB/zZlef2et5SqItC7qxeNSm9Q8\nuOv7RIOR8UxTMSuKyjo8+Ni/8NnItUjvdVTHMyRefJj4538Da+vNRdddCoPRUrvfZ6WvAwJh3/Va\nhjBUwc/8GKyGX/7z4upYSoaacoeMLSXKqeHWuweSR/3dWTPqe6kM7iOyupbEL7IQzGLEa1HmapRr\nEb3zFgZ2dHDiFw1YNVmCYZeCK+ntqKH5LUncC91wcCFw5ndXexBuBvuEvwln1kDzL4F39niuMX2u\nMU8nqOhzAaUZ35PHIL5ucgbhMcmDMmk6RW7dRuKVZwkEOzGvNFGuhUq7xLf0Qt1nSt6etamN+Ofu\nmKRLFL3zlsVtMImuwjKHsT6y9nRZbhhCJfBmHcV+YCdGyKEwACIYQEiB9gQ6o5CNztKQM5jKcHtq\nN2CAYQAChAShoWBzLgN5MTjuZhJPHMCoLiDjEmV7JJ5QxD+0+YIQgS/W0wkAIYQAVgArgb1a63RZ\nelWhwlIklwAj4Hv4gH80Cn75BUB15oiv5xBZ7i9avJzvyRGqXdSLx6U2qTmV6aE5PNkbKZzM0xu0\nkfYeCISQtbWQtLG/czfWxhVFT3JLYTCyNrURv+OtfgrkV/0UyNE7lpjGQNf9fthpdTP0PI9whyBY\n4+9KF6vntIQMNc5gLfaPO/GGBbIxROTqRqzWQmlCxs7GYg9LLJeGm5sAjMmhAdlhrPBB4u/dgP1i\nCK8niazdQ/TXP4u1qY29n/oBKmRxKqNx3QKm8IgTZOBgNRddnyt9HyssLCaGe6Z7we6B3JC/8RZd\n7XsRDO6Hlded9fQxfS7wMKNGRZ9rjFKM71OF4pZJ08na1Eb8epeR/wyS2adB5zDXSGhsL1tSGWtT\n2/TmBwt9/C+nN+soXncP5grIn9QIE9CgtUbkwVzB0pAzmDJ7owYz4ns2GeD/p/0oldarZ9ykffxi\njNgJpJkF5SDDAQhEsY9fXDE6TUQI8Tl8bacWfDPf24CXhBD3Azu11v9Qni5WqLBEsKJg90Ih48fw\nCgHagEjzfPdsTmhI7IJQvZ9RSIjTC5f+PbDmvfPat9ky7UnNAqY13ELSTY57OgHY+TTNnjHqpee/\nb0ZNBK83Oa2d1ZIY6Po6sFLbsT5QC9Zqf8KV2g59xRu/FjxjC4pQLTRs4uTrr7P6olWQOlF8HVOJ\nxC4inP1dJJ4AI5tGxsOolEvi/i7iN4awbivdJHucpRSWWGqsOM6RBPYBBy8RQMYLRNZmsVaGsTYu\nx9o4+ne5YZDPATdz7ECOY7WniJxswwS8QJ6+vKIuE2Htx9bM48VUKIZZZ68aWyBnB6D/FZyTgsQv\nVuGerAGhsVakiW0pYK0UZz19TJ/rdPa6ij4XUJrxve02nPu/ir33JN4QyDqIbDb8cfXAUFm67ex6\niJEfvUL2SBVGxMBs9TACBRKP5ojLQ1jXlKXZ4lkM4/8cZCSWy1tQqRiBpjzeiEIXFMIQBJokRnUM\nYynIGUxluG29Gpyfgsr7USk673sBVjXD5s/NuElvWCM3vnOy/mH84rJkHlyIFGV0EkL8d+ArwNeA\nJ4EnJvx6B/ARoGJ0qlBhKho3g/2wb3DS4P+n/fILgJDbC8suPx0PLUP+vcgN+RPTCguCW7Z+lHse\n8XfRImYE27WxLcX7e8PQcNrnXmUKyJbotD1nZm2gW8BhYyUTYC+FGPRUIrGLCPuBnRjNq5DBBhjq\nRKoRiIaxT7VjleP97rofp9fCfmkYr/+U71n1VgtrAXy+5hs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8m98r6sHsHXwZWQ2ke/2s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\nJ7hQsPzKGOPbL7GOd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons2[list_of_depths2 < 15], \n", " list_of_model_chl[list_of_depths2 < 15] \n", " - list_of_cs_chl[list_of_depths2 < 15], 'o', color = 'DarkOrange',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_lons2[list_of_depths2 >= 15], \n", " list_of_model_chl[list_of_depths2 >= 15] \n", " - list_of_cs_chl[list_of_depths2 >= 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_lons2[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca deep')\n", "ax.plot(list_of_lons2[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'DarkViolet', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Chl', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 189, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hUIiMjAwbopKeevbDyd4vhmFsNU2zJBbPpZpSklhqA72Lak8rUz0jERERERGR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\nw5mUkiRJk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes2[list_of_depths2 < 15], \n", " list_of_model_chl[list_of_depths2 < 15] \n", " - list_of_cs_chl[list_of_depths2 < 15], 'o', color = 'DarkOrange',\n", " alpha =0.5, label = 'surface')\n", "ax.plot(list_of_datetimes2[list_of_depths2 >= 15], \n", " list_of_model_chl[list_of_depths2 >= 15] \n", " - list_of_cs_chl[list_of_depths2 >= 15], 'o', color = 'Crimson',\n", " alpha =0.5, label = 'deep')\n", "ax.plot(list_of_datetimes2[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 >= 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'ForestGreen', alpha = 0.5, label = 'Juan de Fuca deep')\n", "ax.plot(list_of_datetimes2[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " list_of_model_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)] \n", " - list_of_cs_chl[(list_of_depths2 < 15) & (list_of_lons2 < -123.5) \n", " & (list_of_lats2 < 48.6)],\n", " 'o', color = 'DarkViolet', alpha = 0.5, label = 'Juan de Fuca surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Chl', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }