{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import (tidetools, geo_tools, viz_tools)\n", "import numpy.ma as ma\n", "import pandas as pd\n", "import datetime\n", "import pytz\n", "import os\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "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": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "HINDCAST_PATH= '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = pd.read_excel('/ocean/eolson/MEOPAR/obs/PSFCitSci/PSF 2017 Chla_Data_Final_v-January 22-2018_CN_edits.xlsx',\n", " sheetname=2, header=13)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Date sampledShip/BoatStationUnnamed: 3depthChl aChl a.1CV%qualityPhaeophytinPhaeophytin.1Unnamed: 11
1.02017-03-02 00:00:00CTLBS-113:28:0052.008282.05142.97282NaN0.4497060.49671NaN
1.02017-03-02 00:00:00CTLBS-113:28:0052.09452NaNNaNNaN0.543713NaNNaN
1.02017-06-13 00:00:00CTLBS-117:50:0051.342961.330641.30946NaN0.5087230.504657NaN
1.02017-06-13 00:00:00CTLBS-117:50:0051.31832NaNNaNNaN0.500591NaNNaN
1.02017-04-25 00:00:00CTLBS-117:55:00515.770515.46252.81716NaN1.763091.66145NaN
\n", "
" ], "text/plain": [ " Date sampled Ship/Boat Station Unnamed: 3 depth Chl a Chl a.1 \\\n", "1.0 2017-03-02 00:00:00 CTL BS-1 13:28:00 5 2.00828 2.0514 \n", "1.0 2017-03-02 00:00:00 CTL BS-1 13:28:00 5 2.09452 NaN \n", "1.0 2017-06-13 00:00:00 CTL BS-1 17:50:00 5 1.34296 1.33064 \n", "1.0 2017-06-13 00:00:00 CTL BS-1 17:50:00 5 1.31832 NaN \n", "1.0 2017-04-25 00:00:00 CTL BS-1 17:55:00 5 15.7705 15.4625 \n", "\n", " CV% quality Phaeophytin Phaeophytin.1 Unnamed: 11 \n", "1.0 2.97282 NaN 0.449706 0.49671 NaN \n", "1.0 NaN NaN 0.543713 NaN NaN \n", "1.0 1.30946 NaN 0.508723 0.504657 NaN \n", "1.0 NaN NaN 0.500591 NaN NaN \n", "1.0 2.81716 NaN 1.76309 1.66145 NaN " ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = f.drop(f.index[:2])\n", "f.head()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(357, 12)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(331, 12)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = f.dropna(subset=['Date sampled', 'Station', 'Unnamed: 3', 'depth', 'Chl a'])\n", "f.shape" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f[f['quality'] != 4]\n", "f = f[f['quality'] != 3]" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(292, 12)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "g = pd.read_csv('/ocean/eolson/MEOPAR/obs/PSFCitSci/2016ChlorophyllStationData.csv')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [], "source": [ "stations = {}\n", "for station in g.Station.unique():\n", " stations[station] = np.array([g[g.Station == station][:1].Longitude.values[0], \n", " g[g.Station == station][:1].Latitude.values[0]])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stations['BS-1'] = np.array([-124.8666667, 49.6083333])\n", "stations['IS-4'] = np.array([-124.155, 49.575])\n", "stations['CBC-1'] = np.array([-123.605, 48.74])\n", "stations['CBC-3'] = np.array([-123.605, 48.755])\n", "stations['NQ-4'] = np.array([-124.108333, 49.46167])\n", "stations['ST-7'] = np.array([-123.405, 49.278333])\n", "stations['NQ-7'] = np.array([-124.174771067, 49.3326498429])\n", "stations['ST-8'] = stations['SN-8']" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "local = pytz.timezone (\"America/Los_Angeles\")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(292, 12)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f2 = pd.DataFrame({'Date': f['Date sampled'].values,\n", " 'Station': f.Station.values,\n", " 'Time': f['Unnamed: 3'].values,\n", " 'Depth': f.depth.values,\n", " 'Chl': f['Chl a'].values})" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f2 = f2[f2.Station != 'CB-SN-1']" ] }, { "cell_type": "code", "execution_count": 80, "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_chl = np.array([])\n", "list_of_model_chl = np.array([])\n", "for n in f2.index:\n", " Lat = stations[f2.Station[n]][1]\n", " Lon = stations[f2.Station[n]][0]\n", " Yind, Xind = geo_tools.find_closest_model_point(Lon, Lat, X, Y, land_mask = bathy.mask)\n", " if mesh.variables['tmask'][0,4,Yind, Xind] == 1:\n", " local_datetime = (datetime.datetime.combine(pd.to_datetime(f2.Date[n]),\n", " f2.Time[n]))\n", " date = local.localize(local_datetime, is_dst=True).astimezone(pytz.utc)\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*(delta*(nuts.variables['diatoms'][before.hour, 4, Yind, Xind] \n", " + nuts.variables['ciliates'][before.hour,4,Yind, Xind] \n", " + nuts.variables['flagellates'][before.hour,4,Yind,Xind]) + \n", " (1- delta)*(nuts2.variables['diatoms'][after.hour, 4, Yind, Xind] \n", " + nuts2.variables['ciliates'][after.hour,4,Yind, Xind] \n", " + nuts2.variables['flagellates'][after.hour,4,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 + 30) / 60\n", " chl_val = 1.6*(delta*(nuts.variables['diatoms'][before.hour, 4, Yind, Xind] \n", " + nuts.variables['ciliates'][before.hour,4,Yind, Xind] \n", " + nuts.variables['flagellates'][before.hour,4,Yind,Xind]) + \n", " (1- delta)*(nuts2.variables['diatoms'][after.hour, 4, Yind, Xind] \n", " + nuts2.variables['ciliates'][after.hour,4,Yind, Xind] \n", " + nuts2.variables['flagellates'][after.hour,4,Yind,Xind]))\n", " list_of_lons = np.append(list_of_lons, Lon)\n", " list_of_lats = np.append(list_of_lats, Lat)\n", " list_of_datetimes = np.append(list_of_datetimes, date)\n", " list_of_cs_chl = np.append(list_of_cs_chl, f2.Chl[n])\n", " list_of_model_chl = np.append(list_of_model_chl, chl_val)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams['font.size'] = 12\n", "mpl.rcParams['axes.titlesize'] = 12" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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48GACYLNmzXj8+HG9iTg4OJgLFiygSqVSrplS0iBj/Pvvvxw4cCABsFq1agwM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LAAAg\nAElEQVSdsfD29iYAlihRQiUPcEURqz179uR4LHWg8EnS0tJi6dKlKZPJMkyJXRCQxIAkBgotHz9+\nZLNmzainp8fWrVvz8ePH6jZJIh9z48YNNmvWTJyeb9OmTa4m30lISKCxsTGtrKwylzcjHeRyOV+8\neJEtwQeA06ZNU9p3+vRpAuDPP/+cbZvUzYcPH1ipUiWamJiIdQzUXbU0t8krMaAFCQkNQ19fH/v3\n78ewYcNw9epVNGjQAIMHD0ZMTIy6TZPIhzg7O+P8+fOIiorCwoULceLECdSqVQtWVlbo3bs3Nm/e\njLCwMJWciyQ2btyImJgY/O9//0O5cuWyPZaWlhZsbGygpZW92/S6deuUfm7YsCEAIDg4ONs2qRtj\nY2Ps378fycnJ0NXVRUxMDHr27ImkpCR1m5b/yQvFoapNmhkofNy6dYuenp6UyWTs169foYg2kMhd\nXrx4wZ49e9LW1lasrwCAjo6OHD16NI8cOZKtank+Pj5iPolSpUopF9dSAcnJybx9+zZjY2MzbJtW\nm+TkZBobG7NRo0YqtUsdbN26lQBYrlw5AsoVPgsakJYJJDEg8R9z584lAG7atEndpkgUIBShsMuX\nL6eHhweLFCkirtOfPXuWR44cyTBbJJniAGtmZsZixYrxf//7n1LEDJkSUpheDYevERcXx+rVq7NR\no0ZiaK6+vj5dXFxYqVIlent7Z3osRdKj9u3bZ9kOTWTIkCEEwLJlyxIAf//9d3WblCtIYkASAxKf\nkZycTBcXFxYpUoRnz57l/fv3VVqVT0KCTPFXOXnypJg6WbEpCk99/PgxzX6KdMJfPpDkcjmnT58u\nhoJWq1aNkyZNylAYCILAc+fOiemsgZS0zxs3bmTfvn3FfcuXL8/UdQUGBtLMzIy2trY58mPQJBRC\nycjIiFZWVjQ1NWVwcLC6zVI5khiQxIDEF7x8+ZI2NjbijdDBwYFbtmzRmMxzBTnTX2EjOjqahw8f\n5qlTp7h3714OHDiQADhixIhUbd+9e0cAbNq0aapjPj4+SqJCse3atSvN8wqCwPXr14u1F8zMzDht\n2jSlmPrmzZsTADt37pypYlUxMTGsUKECtbS0ClzI7pMnT2hiYsLixYvT0NCQtWvX1pz7gYqQxIAk\nBiTSIDIyktu2bePAgQNpbW1NAOzevbv6fQkKQerfws6kSZMIgMOGDeOtW7f44MEDjhw5kiYmJuLD\n+Uv8/PxoYmLCatWqsXjx4qxcuTIHDx6cbgY9RW4BR0dHbt68OdXaf2xsLPEpNXVmadeuHQHkvB6I\nhqJY/lDkHxhewHJpSGJAEgMSGSAIAn/88UcCYN26dXnw4EH1GSOJgQJPYmIiPT09lcoJ6+vrs2/f\nvvT398+RIL169SpdXV0JgJaWlnz37l2qNrGxsWK1Rzc3t0yNO23aNALg0KFD1S+YcxFFmWyFQ2F6\nMy/5EUkMSGJAIhPI5XIuWbJErH/QunVrLl++nA8ePGB4eDgfP36cNzdBSQwUGsLCwti+fXsuWbKE\nkZGROR4vMjKSDg4ONDQ05IIFC9L1hbl48SIBcNSoUZn6mz58+LC4fPGlQ2NBIyEhgfXq1aOhoSFL\nlChBIyMjBgUFqdsslZBXYkCWcq78gbOzM2/evKluMyQ0kOjoaMybNw8nT57EkydPlI7Z2dnBzc0N\nbm5uaNmyJaysrFRvgEyW/rF89D8mkbfs2bMHAwYMQEJCAnbv3o1evXql2/b9+/cwNTWFtbU1nj9/\nDn19/VRtkpOTsWjRIpQoUQIjR46ElZUVLly4kKN8B/mF0NBQ1KpVCzo6Ovj48SNKly6Na9euwdDQ\nUN2m5QiZTBZA0jnXzyOJAYmCRmhoKPz8/BAREQELCwv4+fnh9OnTiI6OBgDUrFkT7u7uqFevHoKD\ng+Hk5ITw8HAMGjQozRtsppDEgEQWuXXrFho1agRLS0v8+eefqFKlylfbP3r0CE5OTnBwcMDdu3dh\nbGycqo2vry/c3d0BAHp6evD19UWzZs1yxX5N5Pjx42jXrh3Kli2LkJAQeHl5YevWreo2K0fklRjQ\nye0TSEjkNaVLl8bgwYPFn7/77jvI5XIEBATA19cXvr6++OWXX1JlLQsMDMSqVasgS+fBnpiYCD09\nPQiCkDorHJm2IJCEgEQ6+Pj4ICEhAd27d89QCADAqVOnAACnT59OUwgAUBKzs2fPLlRCAADatm2L\n77//HosXL0a5cuWwbds2NGvWDIMGDVK3aRqPNDMgUSiJiYnBrVu34ODggMePH2Pr1q3YuXMnihcv\nDldXV7i7u8PExAQ7d+6EmZkZoqOjceTIEZQqVQovX75E6dKl4e7uDjc3N7Ro0QJFixZV9yVJ5DM+\nfvyIRo0aISQkBA8ePICtre1X2zZu3BixsbF49OjRV8f93//+h/Xr1yMgIACHDx9Gp06dVG26RpOc\nnAxXV1dcv34dFhYWiIqKwtWrV1GjRg11m5YtpGWCNJDEgERukZycjN27d+PUqVPiEgMA2NjY4OPH\nj9DW1kbv3r0RHh4OKysrhIeH49y5c4iLi4O2tjaqV6+OsLAw7N+/H82bN1fvxUjkC+RyOSZOnIiV\nK1fi5MmT8PDwSLPNnDlzsG7dOrx58wbz5s3D7NmzMxw7ISEBdnZ2qFixIi5fvpwb5ms0L168QM2a\nNUESiYmJKF68OG7evJkvRXteiQG1RwhkZZOiCSTyArlcztu3b9PHx4dJSUmUy+VpVo77+PEjz549\ny+nTp7NJkyZiGttVq1YxKCgod6MYdu4kS5cmZbKUrzt35t65JHIFRShhqVKllGohJCcnMygoiImJ\niVy4cCEB0NXVlX5+fln6m6pSpQqtrKy4atUqjhs3juvWrWPHjh1ZuXJltm3bljVq1OCoUaP4xx9/\nMDExMTcuUa34+flRJpOxdOnS1NbW1ox8JNkAUmihJAYk8hf379+no6OjGINuZ2fHcePGZZjXPsvs\n3EkaGlIpfNHQUBIE+YwRI0YQALW1tdmiRQuWL1+ebm5uYg0CxVaxYsX0H9a6usp/B7q64qFjx47R\n0tJSPAcAWllZsVWrVixTpgxbtGgh1mLw8PDgwYMHuWzZMl69ejWPPoHcZ968eUr5B/Jj4qW8EgPS\nMoGEhIp59uwZfH19cfLkSfzxxx+YNm0aFi5cqNQmISFB9A7X09PL2gnKlAFCQ1PvL10aCAnJtt0S\neYtcLoePjw98fHxw7tw5WFtb48WLF7CxsUHnzp2ho6MDAwMDdO/eHQYGBqkH0NMD0irdq6sLJCYC\nAARBwN9//41SpUrh6dOnKF++vNLfW0JCAlatWoWpU6dCEARx/5gxYzB8+HA4Ojqm61CbH5DL5Wjd\nujXOnz8Pa2trvHr1CpcuXUK9evXUbVqmkXwG0kASAxL5jSFDhmDz5s2YMWMGPnz4gEOHDqFcuXII\nDAxEREQEjIyM8M0332DChAlwdXXN3KBaWmlHKchkwGc3dIkCjgrDWaOjo3Hv3j04ODhg5syZ2L59\nO4D/cnSMHj0atWrVyom1aiMyMhK1atVCfHw8SKJo0aK4desWLCws1G1appDEQBpIYkAivxEXF4cu\nXbrAx8cHOjo68PDwQHh4OOzt7dGxY0cEBATgyJEjiIqKwo0bN+Dk5JTxoNLMgASQq7ktFLNbvr6+\n8PPzg66uLm7fvg07O7scjasuLl26hObNm6NkyZJ48eIFWrdujT/++CNfzHpIDoSSz4BEAeL169d8\n8+ZNmsfCw8NpaWnJqlWrpipMkyaSz4AEqfz7z8UU2I8ePSIAjhkzRqXj5jVLliwhAJYvX54AuGTJ\nEnWblCmQRz4DWl+XChISEqqgWLFi6U5LlixZEjt37sSDBw8watQoxMfH49ixY9i4cSOY1huepyf+\nnT8fsZaWoEyWMiOwYQPg6ZnLVyGhUejqZm1/FhEEAd7e3mICr/ye0njSpEno0KEDQkJCYG9vj2nT\npuHSpUvqNktzyAvFoapNmhmQKMhMnz6dACiTyURPcg8PD65cuZLPnj0T2w0bNkw8/uOPP6rRYgm1\n85Vogpzy22+/iW/SS5cuLRDhh1FRUSxTpgzNzMxoYWFBW1tbRkREqNusrwIpmiA1ks+AREFGEASc\nPHkSFy5cQJ06dXDz5k0cOnQIwcHB0P8/e2ceV1P+//HXvS0qaRFSQgoZQnYSsmQZY5/RxBiGb9Yx\nYzcGM4yxjH0s2ZfsZB8UMWNnWoTGEoWyJdpUtN37+v1RnV9Xe6obPs/H4zzmdj6f8/m8z61xXufz\neS9lysDNzQ2xsbGYMGECXFxc8OLFC5w9exZnzpwRiY4ERc7//vc/bNq0Cdu3b0ffvn0/+II/Gfj6\n+sLBwQGVKlVCREQE2rVrB09PT2hoaKjbtGwRDoTZIMSA4FPk3r176NGjh1SN0d7eHgcOHEDZsmXR\ntGlTREdHw9nZGSEhIWjatCmcnJzQqlUraGqK0iMfBKW0pkVgYCC6dOmC58+fw9HREd7e3h/N39Sq\nVaswduxY1KxZE8HBwfnO7KgOhAOh2CYQCCQUCgX9/f0ZGBiocv7WrVts06YNNTU1aW1tTblcTgB0\ndHQs+mRHgqKnhJwAC0tqairXrFlDAFyzZo26zSkylEol+/fvTw0NDVavXp0ymYynT59Wt1nZghLa\nJvg4ZJ5A8JEjl8vRuHHjLOfr1q2L8+fPS5UUo6OjsXXrVkyYMAE9e/bE2LFj0a1bNzVYLCgtvHr1\nCocOHUKVKlUQGRmJSpUqIS4uDi1btswzVFBDQwNRUVEA0up3fCzIZDJs2LABAQEBiIiIgImJCQYM\nGICAgIBcC0Z9zAgxIBB8gLx8+RKbN2/G4cOHUadOHXTu3BmdOnWCkZERhg0bhtjYWMyePRvXrl1D\neHi4us0VqIHY2Fj88MMP2Lt3L5KSkrK0W1lZYfjw4XBycoKdnZ0Uc5+amorz58+jSpUquH//PqZP\nnw4nJycMHjy4pG+hWDEwMICHhwdatmyJsmXLIioqCi4uLjhz5sxHsx1SIEpi+aGoDrFNIBCQR48e\npba2NgGwcePGNDY2lqILDAwMKJPJaGJiQgD87rvv1G2uIDeKcZsgo8jR6NGjee3aNZ4+fZpXr16l\nl5cXf//9d9avX1/6u6lQoQLLly9PU1NTVq5cWaU2grm5OR89elQEN1s62bhxo0r+gZ9++kndJqmA\n0rZNIJPJNAD4AXhK8guZTNYQwFoA+gAeARhI8vU711QFsA2Aafof1nqSf6a3zQLgCuBlevefSZ4o\nqJgRCD41tmzZAoVCgWvXrqFRo0ZQKBTw9/fH6dOnERwcDAsLCwQHB6Nfv37o2bOnus0VqImMZf2e\nPXtmSSXcpUsXTJ8+Hc+fP8fp06fh7e0NhUIBkkhMTMTAgQMRFRUFQ0ND9O7du+D1Mz4ghg4divPn\nz2P79u2oUaMGFixYgDZt2uDzzz9Xt2klSr6jCWQy2QQATQEYpIsBXwCTSJ6TyWRDAdQgOfOda8wA\nmJG8JpPJygHwB9Cb5O10MRBPcnF+jRXRBAIBsHjxYkyePBl6enpo27YtnJyc4OTkhDp16uD58+ew\nsLDAixcvULlyZVy4cAEbNmxAamoqnJyc8Nlnn2Hv3r2wsLDApEmTQPKDSMn6UVNM0QRv3rxBy5Yt\n8fz58w86lXBJkJCQgObNm+Px48fQ1dVFamoqAgICUK1aNXWbVrpCC2UymQUAdwBzAUxIFwOxAIxI\nMn0F4CTJunmMcwTAKpLeQgwIBIWDJLy8vODp6Qlvb2/cvXsXAKCtrY3k5GTo6enhzZs3MDQ0RGxs\nLIyMjKCjo5PFd6BWrVp4/PgxFi9ejNatWyMyMhKtWrX6aOLJBcDdu3fRtGlTVKxYEYMGDcLMmTOh\nVUQZCj82AgMD0aBBA1SpUgWvX79GvXr1cO7cObWvipSq0EIA+wE0AeAI4Fj6uctIe8sHgAkA4vIY\nwxJAGNJWFgBgFoBQADcBbAZgnMN1w5G2PeFXrVq1wm+8CAQfKWFhYdy0aRPHjBnDpUuX0tXVlQsW\nLODgwYO5ceNGJiQkUKlU8ubNm9y5cyefPn3KZcuWsXv37ip7wwBYpkwZdurUibdv31b3bQmKiFOn\nTrF9+/YEwObNm3PLli3qNqlUERkZyVmzZtHc3JwAWK9ePe7Zs4cAuHjxYnWbV3oyEMpksi8AfE5y\ntEwmc0Ta1sAXMpmsDoAVAEwAHAXwA0mTHMbQB3AOwFySB9PPmQJ4lf6P0BykbScMzc0WsTIgEBQt\nycnJOHfuHEJDQ2Fubo4zZ87A3d0dqampsLa2Bkl4eHggKioKlStXRkxMDExMTD7Z8KsPmdWrV2PN\nmjW4desWevXqhYkTJ6JNmzbqNkut3L17F126dEFYWBi6dOmCUaNGoW7duti4cSMWLlyIefPmYdq0\naWq1sdRsE8hksvkABgFIBaADwADAQZLfZOpTG8AOks2zuV4LwDGkbSMszWEOS6StONjmZosQAwJB\n8RMYGIhly5bh3LlzePDgQbZ9+vfvj927d0MuF7XOPiSSkpIwdepU7N27F2/evMHVq1fzVza7lEMS\nsbGxSEpKgqmpabZ9nj17hmPHjkFbWxv+/v7Q1NTEhg0bULZsWRw7dgyvXr3CypUr4eXlBblcjl69\nemHDhg05FhgrKUqNGFDprLoyUIlkhEwmkwPYCuAsyc3v9JchzdcgiuS4d9rMSD5P/zweQAuSX+c2\nvxADAkHJEhISAk9PTxgYGCAqKgp6enoICgrC0qVLMWzYMHz33Xdo3ry52If+wAgLC4OdnR2io6PR\npEkTDBw4ELa2tmjduvUH4TOiUCiwZcsWHDt2DHfv3kVoaCgSExMBABYWFujatSvs7Ozw6tUr7Nq1\nC3FxcXjx4gWUSiUAQEdHB4mJiZDJZNi1axd2796No0ePwtzcHK6urnB1dUWVKlXUeYsSH4IY+BHA\nmPSmgwCmkaRMJjMHsJHk5zKZzAHABQCBAJTpfX8meUImk20HYIe0bYJHAEZkiIOcEGJAIFA/JDF6\n9GisX78eSqUSZcqUgaenJ9q3b69u0wQF4MGDB9ixYwd27dqFoKAgAJAy8dnY2MDFxUXtb8XZERkZ\niW7dusHX1xe1atVC/fr1UaNGDZiZmeHhw4e4ePEibty4IfVv3749LC0tYW5uDhcXFyiVSrx8+RLd\nunVDcnIygDRx8Pvvv+OHH34odcK2VIoBdSPEgEBQOiCJQ4cO4csvvwRJfPHFF/jrr7/UbZaggFSs\nWBGvXr3C5cuX8fr1a6xZswYnT55EYmIi9PT0sHz5cri6uuY6RkpKCq5duwZdXV3Uq1ev2Kv/9e7d\nG0eOHMH27dthYWEhpRQOCwvDxYsXIZPJIJfLkZCQgIiICFhbW6NWrVqwsbFBWFgYLl26hIiICFSo\nUAH79u3Dy5cv0bZtW1SuXLlY7S4sJSUGPsGciwKB4H3w8/PD4MGDcfv2bRgbG2Po0KEYN25c3hcK\nSh1r1qzB4sWLcfv2bYSGhkKpVKJdu3ZQKBSIiorC8OHDsWnTJixatAj169fH3r178fDhQ2hra4Mk\nDh8+jPDwcLx69QpA2sqCqakp6tWrB0tLS1SqVAn29vZo3LgxdHR03tteT09PHDlyBA4ODrh37x4G\nDRoEANDS0oKxsTEcHR2ho6OD+Ph4vHnzBjY2Nnj+/DmCgoJw9uxZVKlSBV27dkXbtm3RvXv3UisA\n1IFYGRAIBAWid+/e8Pb2xurVq+Hs7AxdXV11myQoBPPnz8fPP/8s/ayhoYG6detCV1cXfn5+sLS0\nhLOzMzZt2oSIiAipn5aWFlJSUgAATZo0ga2tLTp37oyXL1/C09MT0dHRuH//Pl6/fg2FQgEA0NTU\nRL169dCoUSMMGjQIbdq0yXU5Pjw8HNOmTcODBw+gVCphaWkJKysr/PbbbwAAW1tb/Pfff3B2doab\nmxuMjY0/2uRZYpsgG4QYEAjUz3fffQd3d3ecOHECTk5O0NDQwL1797B9+3YYGxvD2dk5385XSqUS\np0+fxpYtW6Crq4uhQ4fCwcGhmO9AQBJWVlaoWrUqDh48iIiICBgbG8PMzAwAcP78eXTp0gWJiYno\n378/7O3tER8fj0ePHuHGjRt4+vQpHB0dYWhoiA4dOuDevXuYPXu2tAf/LoaGhtDT08PLly+RmpoK\nU1NTDBw4ENOnT1fxS7hy5QrGjRsHHx8faGhooEaNGoiJiZFWHipXriwlz1qyZAkmTJhQzN+U+ilV\nSYdKyyEKFQkE6ufVq1esXr06AfCzzz7jli1bVBIXde7cOc8xYmJiuGTJEqk4TIUKFQiAzZo1K4E7\nEDx58kT6fc2ZM4dXr15lamqqSp/w8HCWK1eOAHjv3j22atWKAFiuXDm2bduWFhYWUjsA9u7dm+fO\nneO1a9cYHBzMly9f8v79+1y8eDH79etHuVxOAKxVqxbr1KlDAOzSpQsVCgWVSiX//PNPamhosHz5\n8tTX11f5mxo0aBCDg4PZtGlTAuCECRPU9M2VPCihpENqf8AX5BBiQCAoHURHR3PTpk3U1NSUsttl\nHDNmzMjz+gEDBhAAGzVqxJ07dzIxMZGNGzemiYkJY2JimJSUlOXhJCg6UlJS2KRJE2pqakq/NyMj\nI/bt25dubm6cNWsWx48fTwAcOnQot27dKlX0UygU0jjJycn8999/GRgYSKVSmeucT5484c8//yzN\n17dvXynrpYWFBQHQ0NBQas/8edq0ady5cycB8Isvvijur6dUIcSAEAMCQaln6dKlBMARI0Zw2rRp\nXL9+PZOSkvK8ztPTU/pHPoOLFy9SQ0ODBgYG1NfXp6GhIX/44Yc8HzKCwpGQkMCoqChGRERw9+7d\nHDp0KKtWraoi7GrXrs3o6GjOnj2bAOjh4fHe875+/ZpffPEFAdDY2JjVqlVjpUqVVFYDtLW1VVYd\nunXrRj09PQLgmzdviuDuPxxKSgyIaAKBQFBoxo0bh3PnzmHz5s24ePEimjfPkoQ0C2/fvkVwcDAA\nIDo6WjrfunVrnDlzBrt27YJSqURcXBxWrFiBI0eO4JdffsHQoblmKxcUkIzkQitXrkRkZCR69eqF\n3377DRcuXECDBg1w6NAhXLp0CVZWVoiOjkbHjh3Rr1+/9563XLly2LVrF9atW4edO3ciMDBQcjTM\naI+Li1PxP1ixYgVq1aoFMzMz4bBaXJSE4iiqQ6wMCASlj8jISJYvX55NmzbNV/+5c+cSAMuXL897\n9+7l2E+pVHLr1q1s2bKltKVw5cqVojJbQHLHjh1ZilVlPqysrOjq6srVq1czOjq6yOYNDg7m6tWr\n+eWXX9LY2FhlvndtGD16NC0sLKitrc0zZ84UmQ0fCigthYpKEyKaQCAonbRs2RL//vsvBg8ejJ49\ne6JPnz45hno9fPgQ1tbWsLCwwDfffINffvkl1xj0hIQErFixAmvWrMGLFy/g4OAAJycnODk5ISYm\nBhUqVECDBg0+2tCy4uT+/fuoXbs2Fi1ahKZNm8LHxwdWVla4c+cO7O3t0aFDhyL/Xjds2IARI0aA\nJKpWrQpHR0fs27cPSUlJKv1kMhm++eYbeHh4oGbNmli1ahXatWtXpLZ8CIjQwmwQYkAgKJ14e3tj\nw4YN8PDwAAA8evQI1atXz7H/uXPnMGfOHJw5cwZNmzZF79694eTkhCZNmuSYwe7hw4dYtWoVvL29\nERgYqNJWqVIlVKxYETExMUhKSkKHDh2wd+/eorvBj5RNmzbhf//7H65fv46GDRsW6dhKpRIXL15E\nbGws/v33X5w+fRoymQz//vsvunbtihUrVsDKygq3bt3C3Llz4evriypVqiA5ORlVqlTB48eP4evr\ni6ZNm8LT0xMVKlQoUvs+FIQYyAYhBgSC0o2Liwu8vLwQGRmpUtHw+fPnUCgUsLCwUOm/fv16rFmz\nBtevXwcAGBsbo2PHjnByckLnzp1haWmZ7TzPnz/H33//DT09PcTGxsLb2xtPnjyBqakpPDw8YGxs\njKioqGK7z4+Fw4cPo0+fPti6dSsGDx5cZOMGBgbC2dkZd+7cAQDI5XK0bNkSCQkJ6NKli/TGv2fP\nHty/fz/bMQwNDbFgwQKMGDHik171EWIgG4QYEAhKL0qlEsbGxqhRowYCAgKkf8CVSiVsbGwQHByM\ndevWwcXFBeXKlVO5NiIiAmfOnMGpU6fg7e2Np0+fAgBq1qwpbQl06NABhoaGOc7v5+cHd3d3rFq1\nCgDg4eGBL7/8spju9uPAz88PzZo1w4IFCzB16tQiGTMwMBCDBg3CkydPsGzZMlSvXh3nz5/H+vXr\n8fjxY2hoaEChUEAul6N9+/bo378/6tWrh7i4OMTHx+Pt27coX748OnXqhDJlyhSJTR8yQgxkgxAD\nAkHp5fXr1zA1NZWy1s2ePRsnTpyAm5sbQkJCpH7NmzfH4MGD8ejRI7Rq1Qrt27eHkZGR1E4Snp6e\nCAoKwpkzZ3D27FkkJCRAQ0MD7du3x969e6Gvrw+5XA5NzbSAqI0bN8LV1VUqTQukvVlGRkYWe+Gc\nD5nExETo6upi0KBB2LZt23uNFRsbixkzZsDNzQ2GhobYtGkTypYti9GjRyMkJARt27ZFvXr1QKZl\nPxw4cCDMzc2L6E4+XkQGQhFNIBB8cDx9+pRTp05V8QZv3bo1d+7cyZSUFG7fvp0GBgYEIGWkk8vl\nbNWqFVu3bk0HBwfpuv79+5Mkk5KSuHr1avbo0YOamposW7Ys9fX1Wa5cOfbs2ZMTJkygiYkJ69Wr\nx5iYGM6YMYMAuHDhQpGjIA+Cg4MJgAMGDOC2bdvylTwoM8nJyfzjjz+4Zs0ampmZUS6Xc/To0YyM\njKSHhwcB0MbGhidPnizGu/i4gYgmyIpYGRAIPgwCAwNx6dIltGrVKotjWkpKCkJCQlC9enX4+vrC\n29sb3t7eSEpKgkwmQ0BAAIC0N00DAwOEhYVJzojbtm3D1atXkZKSAplMBm9vb5rWVO4AACAASURB\nVDx69Ahdu3bFvHnzYGdnJ81R2urSl0Z8fX2z5IYwMzPDhAkTMGnSpByvS0hIwKpVq+Dl5YWzZ89K\n5//880/88MMPUlngxMRE3Llzp0gqFn6qiJUBsTIgEHySODg4UF9fnw8ePCCZlm9g06ZNHDp0aLb9\n3759q/Lz8OHDCYBbtmz55LLVFYYnT55w79699PHx4caNG9mxY0cCYL169Thnzhx6eXkxPj6eJBkS\nEsIpU6bQxMSEAFitWjVaW1szKCiI//33nzTm/PnzCUCsCBQBEOmIhRgQCD5Fjh49SgDcuXNnoa6v\nXbu2tNVgamrKy5cvq+TTF+ROUlISly1bJhUTAkAtLS02aNCAMpmMGhoa7Nu3Ly9evKhyXUpKCkny\nwIEDLFOmDJs3b64O8z86SkoMyHNYMBAIBAK1kFH++O+//86xz8aNG2FmZgY3N7e0t5pMWFtbQy6X\nY9GiRUhOToa9vT3atm2bJamNQJWEhATs2LEDcrkc48aNw9mzZ7Fjxw6cPHkS48aNg7GxMWbOnInQ\n0FAcOHAArVu3BpC2JdOjRw9oaWnBwMAAX375JRo1aoTjx4+r+Y4EBaIkFEdRHWJlQCD4NPjqq68I\ngDExMdm2//nnn9Jb67vlbHfs2EGZTEYAHDlypFRMKXNRJIEqSqWS06ZNIwA6ODjw4MGDWfqEhoZy\nxowZNDMzU9mycXd3JwCam5vzhx9+4C+//MKEhISSNP+jBmKbQIgBgeBTZeLEiQTAx48fZ9uuUCjY\nr18/SRBs375dpT0kJEQqk3zixAkaGxuzV69eJWH6B8k///wjfZdVqlSRShfv27eP0dHRfPHiRZaa\nAfHx8UxNTVU5d+3aNXXfykdHSYkBEU0gEAhKHdu3b8e3336LUaNGYeXKldnmCiCJS5cuoWfPnnj+\n/HmWBDVv375Fy5YtcfPmTQCAubk5bty48cmmtc2N+Ph4WFpagiRCQ0MxatQoHD16FK9fv4aJiQmu\nXr2KvXv3YsGCBYiPj0fTpk3h6+sLkrCwsMCzZ88AACEhIbCysipWWzMSU5mZmeHly5eoVq0anj9/\njs6dO8PBwaFY51YHIppArAwIBJ8sV69elerXjxs3rtDj3L17V+XNtUmTJkxKSipCSz8eRo4cSQBS\nBEZKSgr/+ecfGhoaskmTJkxMTOTz58+5ZMkSnj17lmvXrmXDhg0JgAYGBly0aFGx2KVUKvnvv//y\nn3/+ob+/P62traXfp4aGhsrv193dvVhsUCcQ2wRCDAgEnzLJyckcM2YMAfDQoUOFHufw4cOsUaOG\n9MAYMWIEIyIiitDSj4Pt27dLfhb79++nm5sbt23bRi0tLQLgpk2bWL16dZWHb8OGDblu3TrGxcUV\nmR0JCQlMTk4mSe7cuVMSHBmHjo4Ot2/fzpCQEMbHx/PWrVuMiYkhAH7zzTdFZkdpoaTEgNgmEAgE\npZakpCQ4ODggODgYAQEBORYuyo6UlBQcP34cderUQZ06dTBq1CisXbtWaj906BB69+5dDFZ/mJDE\niBEjsGHDBpXzxsbGGDJkCDp37oxu3bph+fLlqFChAqysrNCyZcv3KiJEpm1LVK1aFf7+/lizZg32\n7NkDLS0tmJubIygoCLa2tvj+++9hbm6O8PBw9OvXD+XLl88yToUKFWBpaQl/f/9C21MaEbUJskGI\nAYHg0+PBgwdo3LgxbGxscOHCBWhra+frut9++w2//vorXFxcsGvXLiQlJWHcuHGSIDA0NMSUKVPw\nv//9D5UqVSrOW/igCAsLw4MHD6CtrY21a9fi/v37sLW1lQpIRUREwNjYuFBjR0REYMeOHZIPyNq1\na3H37l3o6enhzZs3KFu2LAYOHAiZTAYvLy9ERETg3r17WapdZiY1NRVubm6YPXs2ateujStXrhTK\nttKK8BkQ2wQCgSCd/fv3F9h/wN/fn+3bt6efn590LiIiggDYpk0bNmvWjADYuHFjJiYmFofZHzSt\nWrXKUmPifTIK/v3339KWQ8bRvHlzLl68mCNHjuSqVasYGxurck1GIqPc8PLyksa7cuVKoe0rrUD4\nDAgxIBAI/p/vv/+eAHj48OFCj6FUKqmrq8tu3bqRTPMnAMAxY8YUlZkfDbdu3eLw4cPZvHlzAmC7\ndu34559/8t69ewUa5+3bt3R3d6eNjQ1NTEx4584dPnjwgLdu3Xov+06fPs0OHTpIToQzZsx4r/FK\nK0IMCDEgEAgykZiYyCZNmtDIyIgPHz4s9Diurq4EQE9PT5Lk+PHjCYAeHh5FZOnHx6JFi1izZk0C\noEwm45IlS/jy5ctcrwkODubkyZOlOgY2NjbvJeTexdLSUnIatLe3f29xUVoRYkCIAYFA8A7BwcFS\nCeQRI0YUqubAmzdvWL9+fWpoaNDR0ZEhISFs0aIFDQwMGBwcXAxWfzw8fPhQKjNtZGTE+/fvZ9vv\nwoULlMvl1NDQYL9+/Xj69OkiLye9b98+AuD48eOLdNzSRkmJAVGbQCAQfDBYW1tj9uzZANISE6Wm\nphZ4DF1dXXh5eWHq1Knw8/NDw4YNoaurC4VCAWdnZ1HDIBcsLS1x7tw5XL58GQqFAt999122/Xbv\n3g0dHR08evQI+/fvR8eOHd8r6iA7vvrqK3z//fdYtmwZjhw5UqRjf4qIaAKBQFBqIdOyDK5evRon\nTpyAjY0N/vvvPwDAo0eP3jsKwNfXF2vXrsXmzZtRq1Yt3L9/H2PHjsWKFSuKwvyPGkdHRzx79gz3\n7t3L0ta0aVNERkbiwYMHRS4CMpOUlITWrVsjJCQER48ehUKhgL6+Pt68eYN9+/bBysoKTk5OsLW1\nLVY7ihMRTSC2CQSCT54FCxYQAA0NDfntt9+ydevWdHV1ZWBgYJHOM3r0aAKQ9sXfx2v+U0ChUFBP\nT4/9+/fPtn3RokUEwJUrVxa7LSEhISxfvnyW2gk6OjrS58qVK3PYsGGMjo4udnuKGoikQ1kRKwMC\nwaeFvb09rly5gl69eqF///74+uuvIZfnb3czODgYlpaW0NTUzLNvYmIi7O3tERAQAABYtWoVxowZ\n8162f+y0aNECQUFBCAgIQI0aNVTalEolevbsCW9vb1y6dAlNmxbvi21UVBS8vb2hqamJxMREkETf\nvn0RGRkJb29vnD59Gh4eHqhWrRp69OgBJycntGvXDvr6+sVqV1FQ6lYGAGgACABwLP3nhgCuAAgE\n8BcAgxyu6wogCEAwgJ8ynS8PwBvA/fT/Gudlg1gZEAg+Lf755x9+8803NDU1JQAuWLAgX9cNHTqU\nANirVy/u2LGD69evz9OB7dmzZ5w2bRr37t3L169fF4X5HzUhISE0NDRks2bNsq338OrVK1apUoU1\natQolKNnUXP48GF27txZWjHQ0tJiu3btuHv3bnWblisobdEEACYA2JVJDPgCaJf+eSiAOdlcowEg\nBIAVAG0ANwDUTW9bmCEOAPwE4I+8bBBiQCD4uHn16hV79uzJiRMn0svLi2/fviWZlh+gf//+1NDQ\n4IULF3IdIykpiZqamgRAuVwuLRV36dJFCifMLzt37uSwYcN49OjRQt/Tx8zBgwcJgBMmTMi2ffjw\n4SrFj0oDb968obe3NydPnkxLS0vKZDLeuXNH3WblSKkSAwAsAJwB0CGTGIjF/zsgVgVwO5vrWgE4\nmennaQCmpX8OAmCW/tkMQFBedggxIBB83GzYsEFl37du3br09fWlQqFgbGwsra2taWFhkWeMu4OD\nA/X19enj48NLly5x8uTJrFq1KrW1tXnt2rV82aJUKlUK85T2N0h1YWdnx5o1a2bb5ubmRgBcvXp1\nCVuVPzZu3EgA/Pvvv9VtSo6UNjGwH0ATAI6ZxMBlAL35/6sGcdlc9yWAjZl+HgRgVfrnmEznZZl/\nfmeM4QD8APhVq1atqL9ngUBQinB2diYArlu3jjt37mSZMmUIgF999RVDQkLo7++fr7TEYWFh1NPT\nY8eOHaVzL1++JABWqFCBCQkJedoSHBxMAPztt9/YunVr6uvrMygo6L3v8WOjc+fO1NLSyvbtX6FQ\nsEuXLtTW1i6VORzu3LlDHR0ddurUiampqeo2J1tKSgzk6Ykjk8m+ABBB8t1SUEMBjJbJZP4AygFI\nzmusnEi/4Ww9GUmuJ9mUZNOKFSsWdgqBQPAB0KVLF1SrVg0jRoyAkZERwsLCMG3aNHh4eMDa2hr9\n+vUDgDwL5VStWhU2NjYIDQ2VzmlpaQEAEhISEBUVlacthoaGMDAwwNGjR7Ft2zZoa2ujf//+SExM\nfI87/PioV68eUlJSkJyc9REgl8vh4uKC5ORkBAcHq8G67PH394eRkRHc3d2xcuVKnD59Gvb29vDw\n8FC3aeojL7UAYD6AJwAeAQgH8AbAjnf61Abgk821YptAIBAUiMDAQALgokWLpHN3795lgo4OlYB0\n0Mgo13GmTp1KAJw0aRJ//PFHVqtWjQB48eLFfNvi4eEh7YkfO3aMADhkyBCGh4cX+v4+NjLqO0ye\nPDnb9oCAAGpoaNDZ2bmELcsZpG/9VKpUiUqlkkuXLpUKWJU2UJq2CaTOqtsEldL/KwewDcDQbPpr\nAngAoAb+34GwXnrbIqg6EC7Ma34hBgSCj5/IyEiWL1+eGhoa7NWrV9rys5FR2j9X7x65CIKkpCR+\n/vnnkiNhhw4duHr1atra2rJPnz5s0qQJr1+/nqc9Y8aMIQCuWbNGKpakoaEhfAgykRG9MWjQILZs\n2ZJfffUVHR0d6eLiIv0OAKh9KT40NJRNmzalpaUlDxw4oNLWokULGhkZ8fnz52qyLns+BDHwI4B7\n6ccC/L8zoTmAE5mu+Ty9TwiA6ZnOmyDNKfE+gNMAyuc1vxADAsGnwe3btzlx4kQCoIuLS9pKQE5H\nHoSHhzMuLo4kOXPmTAKgsbExAbBWrVpZwggjIiJUSue+fftWqtxXsWJF7t+/n/b29ixbtizv3r1b\ntDf+gZJRJwAA7ezsaGFhwbp167Jy5cqsUaMGTUxM2LNnT3WbyWnTpkl2Ojs7q4Sb+vr6EgDnz5+v\nRguzUirFgLoPIQYEgk+LjIf3+4iBzLRt25ZVq1YlSZ47d454p9DNgwcPJCfDzCQlJfHUqVNSXH1I\nSAhNTEzYoEED3r17t8iL8HxoPH78mNOmTaO/v3+27er+fpRKJS9evEgrKyu2bduW8+fPJwA2bNiQ\nkydPppeXF2vXrk0APHXqlFptfRchBoQYEAgETEtuU1RiYMaMGQTAAwcOUKlUskyZMlneWO3t7XOM\nOz9w4AAB0MzMjO3bt6eGhgYBcNiwYYyIiCj0PQqKj4iICDZu3JgAaGBgwCNHjlChUHD58uVs164d\ntbS0pNWCJUuWqNvcLAgxIMSAQCBIR2FklEUQKAEq83AifJf4+HgC4JgxY0iStra2LGjI8sGDB9mp\nUyfJaW7w4MGSX8KKFSvyFbYoKDlWrVpFpNdJiI+Pz9IeFxfHY8eOcfHixdlmUlQ3JSUGRG0CgUDw\nYWBsDMTESDHIrwBsW7wYEydOzPcQycnJqFy5MszNzXHu3Dm4uLjgypUriIqKkkIPcyMhIQF6enpI\nSUmBo6Mjrly5AhMTE0ydOhVHjx7FxYsXYWRkhP3798PExAQk0bBhw3zXUxAUPT179sStW7cQEhKi\nblMKRUnVJhB/oQKB4MMgOhpIe4OBn48PKgF49uxZgYbQ1tbGli1bcOvWLVSsWBHe3t6Ij49HZGSk\nSr+nT59i2bJl8PX1VTmvr68PuVyOwMBAnD17FidPnoRMJsOUKVPg5+eHMmXKICYmBp06dUKjRo3Q\nuHFjNGzYEA8fPnzfuxcUAqVSib///jvXQknLli3DhAkT4OPjU4KWlUJKYvmhqA6xTSAQCEgyNTWV\n7du3p56eHidNmsSTJ09KdQzyw7Vr1zhr1iw2a9aMhw4dytL+448/SvvIy5Ytk85369ZNOn/w4EGS\nZFRUFPft20dXV1eV9MW9evXiunXrpD3pWrVq8ZdfflG7M92nRoa/gJ2dHSdPnkxvb29u27aNffv2\n5U8//ST9vrS1tenn56duc7MA4TMgxIBAIMiZZ8+eSalwAbBevXpFVm3QxsaGDRs2ZM+ePampqcmh\nQ4fy1q1bJMnjx49z8ODB2c6VkcDGyMiIADhy5EiuWbOG8+fPl/wMmjZtypkzZzIgIKBIbBXkTnh4\nOOfOnZvFWdDMzIxyuZxVq1blxYsXaWFhQSsrK8bExKjbZBWEGBBiQCAQ5IP4+Hhu376dcrmcAwcO\nLJI374yCSGFhYRwwYADLlSvHSpUqccqUKYyKisrz+pSUFA4aNEh6+Ojo6NDJyYnfffcdW7RoQblc\nTrlczj/++INPnjx5b3sF+SMuLo7Hjx/nP//8Q6VSyYSEBCkR0o4dOwiAHh4earZSFSEGhBgQCAQF\n4LfffiMAzps3j5GRke811tmzZymXy/ntt9+SJG/cuCGFEtavX5/z58/PV/XDjIfPuHHjWLFiRRoa\nGvLrr7/mH3/8QTs7OwJg5cqVuW3btlKX+e5T488//yQAhoSEqNsUFYQYEGJAIBAUgNTUVHbt2pUA\nqK+vn69Uw7nh6OhIc3NzlXP79u1jgwYNpKXmcePGMTQ0NF/jBQYGctCgQaxcuTIBsF27dpw+fTr1\n9fWl8fr06ZNt+JugeElJSWHHjh1Zq1YtdZuSBSEGhBgQCAQFJDU1lRcvXqSZmRlr165daB8CpVLJ\nypUr51hc5/nz5xw0aBABUFNTk6dPny7Q2GvXrmXZsmWl/ATOzs4cP3685Mjm6OjIuXPn0sfHhykp\nKXz27Fmh7kOQOwqFgnPnzqW5uTkBcPr06eo2KQtCDAgxIBAICknGMv+AAQMK5UMQEBBAAFy3bl2O\nfZRKJW/fvs3PPvuMpqamBV7mT0pK4tmzZ6UIBSMjI/7888+cNGmStIUAgGXKlCEA7tu3r8D3IcgZ\npVLJjRs3EgA7derEI0eOqL2QUnYIMSDEgEAgeA8yfAg2bNhQ4Gtv3LhBABw8eHCefQMDA6mrq8t2\n7doVeGtCoVDw2LFj7N27N62trQmAderU4fPnz/nixQvu2LGDI0eOpI6ODsuVK8fg4OAC34tAlbdv\n33Ljxo1s0qQJAbBGjRpMTk5Wt1k5IsSAEAMCgeA9SE1NZadOnaijo8O//vqLiYmJBbp+ypQp0tJx\nXk5lW7dupUwmIwDOmjUr33N899130grA1atXJSe2dyvnPXr0iMbGxmzcuHGB70OgSoZIRHotgtjY\nWHWblCtCDAgxIBAI3pPw8HBaWFhIeQj8/Px45MgR3rx5M8/tg+TkZH7++eeSQ2Je5YqfPn1KFxcX\nymQyjhgxgjdv3szTvqVLl6o4I7Zo0YIA6OXllaXvkSNHCICjR4+mQqHgy5cv8xxfkJXbt29L37m9\nvT0vX75cqhNBCTEgxIBAICgC4uLi6O7uTm1tbekhAIAzZ87M1/V3796VyhXnlWMgPj6ezs7OLFu2\nLE1MTDhz5sxcH9oKhYJDhgwhAC5dupQuLi4EQF9f32z7T5gwQeUe7t27l697EKiSmJjItWvXUlNT\nkwA4ZcoUdZuUI0IMCDEgEAiKkGfPnnHHjh08fPhwvv0BMjhx4gQBUENDgxMnTsyz/927d+ng4EC5\nXE4HBwempKTk2j8mJoYKhUJyXGzZsqVKMqI7d+5w7NixtLW1VQlFDAwMJJm2ihEfH8/k5GSxjVAA\nXr16xaFDhxIAv/32W/r4+KjbpCwIMSDEgEAgKCY+//xzamtrc8aMGTx//ny+HMh8fHzYrl07AuDT\np0/zNU9GVrvKlSur1DjIidDQUFapUkV62NetW5dt2rQhAGppabFt27aUy+VSe8Z2wrBhw6TIgzp1\n6jAuLi5f9gnSHAq/++47GhkZ0dDQ8JNNOiSqFgoEgk8Od3d3tG7dGvPmzUPbtm1ha2uL6OjoPK/z\n9fWFqakpKlWqlG37mzdv4O7ujn379iEyMhIDBw6Eh4cHzMzMMH78eISFheU6frVq1fD48WNcv34d\nCxcuRJUqVRAVFYW5c+fiyZMnOHfuHB4+fIh9+/YhKCgIXbp0AQBUrVoVAJCUlIS7d+/i+vXrBfxG\nPl10dHSwefNmXLt2DQDw2WefoX379li0aBGSkpLUbF0JUhKKo6gOsTIgEAiKkqioKG7bto2ampps\n3bo1t2/fnmO+gDFjxlBPTy9XR8KMPX8AlMlktLOz48KFC9m5c2cC4LFjx/LcMigMmzdvJgApEVL3\n7t25fft2vnjxosjn+pi5efMmJ02axIYNG0pZIvfs2aNWmyC2CYQYEAgEJcOmTZtoYmIiPciXL1+u\n0u7l5UVjY2N2794913GqVq3K6tWr888//+TMmTOzOC0iPRrgfbl+/TrLly/Pbt26ce/evZw8eTIB\ncOvWrRw7dqx0L3p6evT393/v+T5Fli9fLkWibN++XW12CDEgxIBAIChBFAoF/fz82L17d2pqavLy\n5ctSW/369WlpackbN27kOsby5culh3758uU5ZswY+vr68vDhwxw4cCBr1arF//77L9trjx8/Tj09\nPY4YMSJPWx89epRFZHzxxReSr4BCoaCPj4+Ulrk0h86VZlJSUmhra0tjY2O1fYdCDAgxIBAI1EBM\nTAwrVqzIhg0bkkzLHwCACxYsyNf1L1684M6dO+ng4EAtLS1evXo1X9dlzjkwevRonjlzJsfIgKio\nKAKgg4MDN2zYkGNmwoxtg+LYmvhUcHZ2pkwm45s3b9Qyf0mJAeFAKBAIBJkwNDRE5cqVERYWBpI4\ndeoUAEjOenlRqVIlDBgwAEePHoW5uTl69+6NGTNmIDY2Ntfrxo4di9atWwMA3Nzc0LFjRxgbG+Pz\nzz/HrVu3VPoaGxvjhx9+wMWLF+Hq6gp7e3s4Oztj48aN2LlzJ7Zu3Yrw8HBYWloCAG7cuCHZ9tVX\nXxXk6/jkGTx4MEhi1qxZ6jaleCkJxVFUh1gZEAgExYm/v78Ud66pqcno6GgeOHCAADhv3rwCj3ft\n2jUpHLBHjx5UKBS59n/y5AkrVKhADQ0N6urqSisFzZs3z7b/v//+SwcHBzZv3lyqvJdxGBgYSI6L\nAOjq6ip9JsmDBw/yypUrBb6nTw2FQkE9PT0OHDhQLfNDbBMIMSAQCEoODw8Pyelu+PDhUjphpVJJ\nZ2dnamhocM6cOQwNDS3w2Bm+BBUqVOD69etz7evv788hQ4aoPNy3bt2q0ic4OJjNmjWTtgp27drF\nOXPmcNOmTbx8+TJ9fX2ziIPMQoCk9HNeaZY/dW7evClliFQHQgwIMSAQCEqQjKJB2YUWxsbGsm3b\ntgRAMzMzrl+/ngkJCfkeW6lUcu/evXRwcCAA2tjY5OlLoFQq+ddffzEgICBL26FDh6SH+bsRC1On\nTiWZlnL37NmzvHr1Kk+fPs2ePXuqjLVhwwYC4Jo1a/J9H58iERERBMAhQ4aoZX4hBoQYEAgEJcii\nRYuk6oFkWvriw4cPq4gDf39/VqhQQapmWFASEhK4fPlyVq9enVWqVCl0sSGlUsnmzZsTAOPj43nl\nyhW+fPlS2uI4ceJEvsaJj48nmfbAGz9+PMeMGcNDhw4xJiamUHZ9jERGRlImk/HXX39Vy/xCDAgx\nIBAIShB3d3cpcY+zs7NUxEYmk3HTpk1Sv8DAQOkt/Pfffy9ULYBr165RW1ubdnZ2XLZsGf/7778C\nh6717duXAFi/fn2+evWKJPnmzRs2aNCAJiYm9PDwyNfqhVKp5Lx581RWFzQ0NGhvb89ff/2Vly5d\n+qSjEfbs2UMAKqGmJYkQA0IMCASCEiQ5OZmDBg2inp4ejYyMOH78eJ45c4aOjo7U0dFRCd/z8fFh\njx49CIDlypXjP//8U+D59uzZw9q1a0sPYHNzc7q5ueX7+pcvX3L+/PkEwBUrVkjn7969S1NTU6lE\nb051F169esWFCxfSyspKsmH37t08e/Ysp0+fzmbNmlEmkxEADQ0N2bt3b7q5ufH+/fvZCpf169cT\nAK2srD4qP4SpU6cSABs1akRXV1d27NiR33//PT///HP+9NNPuYaAFgVCDAgxIBAI1EBSUpLKAzTj\nzfDIkSMkyWPHjtHR0ZEVKlSgnp6elPCnsISGhnLjxo1s27YtZTIZ3d3dpeX73FAqlaxXrx4B8MKF\nCyptycnJ0sM5p/K8TZo0IQC2adOGY8eOZZ8+ffj69WuVPpGRkfTw8KCrqyurV68uiYY2bdowIiJC\npa+9vb3Uvnr16gJ+C6WXO3fu0MzMjI0aNaKuri7r1q1LbW1t1qhRQ1o9atCgAa9fv14siYmEGBBi\nQCAQlAKuXbtGABw4cCBTU1NZpkwZAuDXX39NMzMzAuDs2bPfe574+HjWr19fWiXIT2VEW1tblQiB\nd+nVqxcBZOsD8NtvvxEAN27cmC/7lEol7927xwULFkgrBpmPlStX8scff5QiMt6HdyMfShsZIaKv\nX7/m5s2bqaWlRQD8448/8j2GUqlkUFAQ4+Li+Pjx4xy3dIQYEGJAIBCoEaVSybNnz7J///7SdkBK\nSgobNGjABg0aSH0ePHiQrxLI+SExMZF//fUX9fT02L59e6ampubYN+PNv1u3bjn2GTduHAHws88+\n4+PHj1XaUlNT2bFjR+rq6vLw4cMFyrAXEBDAzz77TEUMZKw0AGDHjh3zPVZ2fP3117S3t3+vMUqS\nM2fOEADXrl2bY5/IyEguW7aMM2bM4MqVK2lnZyfls8iIChk/fnyW37kQA0IMCASCEiAmJkblQZic\nnMykpCSuXr2aAGhkZMQJEyYwKCiIx48fp7a2NidOnJjv8ePj4+ng4MA+ffrQzc0tx9TBGYSGhkoP\nVQ8Pj+w7AVRmOhRAtkvUr169Yp06dVRCDjMTHh7OqlWrEgDLlCnDjh07csGCBbx27Zr09qtUKqlQ\nKOjp6clRo0Zx1apVDAoKklYdfHx86OPjw5SUFD59+pSxsbH5/m7yy9u3HnCmLwAAIABJREFUb+nn\n58cnT55w7NixnD59Ov38/Ip8nsKybNkyAuDDhw+ztPn4+HDIkCHU0dEhAMrlcmlrYfny5fz55585\nf/58DhgwgEivabFt2zbp+lInBgBoAAgAcCz9ZzsAVwFcB+AHoHk219ikt2ccrwGMS2+bBeBpprbP\n87JBiAGBQFBUvHjxgi4uLtTS0qKOjg7fyOUqD9jY9EiCjH300aNHS3kGbt++ne95vLy8siyp29jY\nMCgoiPHx8VmW8Pv160ddXV2OGjUq+xA/IMuRIQgyiiAplUp2796dHTp0kOacMmVKtvvaCQkJ9PT0\n5IQJE6RtBwCsWLEizc3NaWpqSktLSwKQHmiZj8GDBxfsiy8EW7ZsyTIvgALleihOunTpQhsbmyzn\nlyxZQgAsW7YsR4wYwevXrzM2Npa3b9/O8ntQKBTct28fW7RoQQCsXbs2AwICSqUYmABgVyYxcApA\nt/TPnwM4m8f1GgDCAVTn/4uBSQUxVogBgUBQVIwfP56ampr88ccfmSCTUZnNAzYW4Pnz50mS1apV\no6WlZZbl9rwICwtjuXLl2LJlS/73339ctWqVSolhuVzOFi1acMaMGTxz5gwNDAzo6uqa84DZiIEM\ne8uUKcPly5fz77//zvbhCYCmpqb85ptv6O7uzmfPnmUZ/unTp3R3d+c333zD3r1708XFhV27duXu\n3buZlJTE+/fv083NjatXr+acOXNKJOzw9u3bkv0dOnTgsGHD+NdffxX7vPlh3rx5lMvlHDdunMr5\n48eP08jIiC1atCjQasnr16+5YsWKzBkkS48YAGAB4AyADpnEwEkAzumfXQDsymOMzgAuZfpZiAGB\nQKA26tatyw4dOpBkFiGQ+QELgF5eXpwyZQqBtBj8HJfvcyAjImHixIlMTU2lp6cnK1WqxCFDhnDm\nzJls0qSJtHwMgGfOnMl5sFxsbdiwocqDv1WrVuzfv79KauL27duzYsWK0s+NGjXKc+tC3Tx58kSy\nt3LlygRQZH4a70NycjLLlSvHDh06MDo6mmTaqszly5dZq1Yt1qhRI8eS1Xlx8eJFGhoaljoxsB9A\nEwCOmcTAZwDCADxOX+6vnscYmwF8n+nnWQBCAdxMbzPOyw4hBgQCQVFRo0YNVq1aNS2ML5cH7Lt7\n8y1atGC5cuUK/AAdMWKEtCfs6ekpnW/Xrp0kOI4dO5b3FkQOtqb9c85sVwV++eUXXrhwgbq6uuzQ\noQPfvn3LgIAALliwgEZGRgSgtkI8+UWpVPLVq1fs0qULAeQa269QKAikOU6+L8HBwVJSp3ft+fXX\nXwmABw8elM5nJK8qV64c9+/f/97zlxoxAOALAG7pnzOLgRUA+qV/7g/gdC5jaAN4BcA00znT9K0D\nOYC5ADbncO1wpPkk+FWrVu29v1iBQCAgydOnT1Mmk7FPnz65rgy8e04B0NjYmIaGhhwyZAjfvn2b\nr/lSUlK4Z88e2trasnz58lLBo+DgYLZs2TL/Mep5iAEyLVIgw6kt49i+fTs3b94s7WEvXLiQSqWS\nx48fJwBaWloW+DsszWRsKbwPERERUtigq6uryu/ax8eHANi1a1fJAfXcuXMsX748a9WqlSVnQ2Ep\nTWJgPoAnAB6l7/m/AbADQCwAWXofGYDXuYzRC8CpXNotAfyXly1iZUAgEBQlGWl4cxIDOR1+fn4c\nPHgwAXDo0KHZvjlmh1Kp5Nq1awmAPXr0yLXvmzdvci55nJ1YyYb4+HgeP36cI0eO5M2bN6lUKnny\n5El27dqVAKQ8CRoaGtyxY0e+7uFTYseOHQQghQHq6upKeRky8jRklIEOCwujnZ0dK1WqlG1xqcKQ\nnJxcesSASmfVlYE7ABzTP3cE4J/LdXsAfPfOObNMn8cD2JPX/EIMCASCoiY8PJwKubxAYiCDzH4E\n+/bty3GOmJgYrlixQgrz09LSyjVLX2pqKs3NzdmrV68sbSkpKTx06BBbtWrFDh06FMqBLykpiVu2\nbKGzszNNTU156tSpAo/xKTBo0CBWqFBB8vOwtramiYkJSXLOnDnS7/7kyZPs0aMHdXV1s5Sbfh92\n7979QYgBBwD+AG4A+BdAk/Tz5gBOZLqmLIBIAIbvjLUdQGC6z8DRzOIgp0OIAYFAUCyMGpXlgZ/r\nakE6SqWSV65ckfwIFi5cyBcvXkjtN2/e5MiRI1m2bFkCYPPmzbl169Y8txauXr0qLe+/uzqQsSed\ncfTt25d///130X4fApJk8+bNaWJiQl9fX758+ZK9e/emlpaWFB0QEhJCGxsb6Xcxfvz4Ips7Li4u\no/5F6RMD6j6EGBAIBMXGqFGkhkbaP4vp/80u3DC7JfnQ0FA2btyYAFinTh2OGTOGbdu2JZAWmz9k\nyBD6+Pjk2xQ/Pz8CYLt27bK0zZ07V9qeGDZsmCQ0vLy83ufuiwWlUsnbt28zNjaWAQEBHD58OLt2\n7Vpk++nFTcZWEJCWc6JRo0bU0NDg119/Lfl43Lhxg0BavYbMfh9nz57lsGHDClzESKFQcMqUKZKv\nghADQgyUCAqFgnfu3GFSUhKDg4NLRbiOQFBqyCQCMqIJcuPkyZM0MzOjvr4+a9SowYULF+bbn+Bd\nQkNDs90CiImJobW1NS0sLOjn58e4uDhWr16d1atXL9Q8xUlGKufMYZMAuGrVqjyvffXqFRctWsQB\nAwZw1qxZbNiwIStWrEg7OzuamZnRxcWFq1at4tSpUxkVFVUs9q9Zs4YNGzbkxo0bOWTIEJV7WLNm\njdTvv//+Y3h4OCMiIqhUKhkZGSmJw/zWfsggMTFRKoB19uxZIQayO4QYKDqio6O5ZMkSWltbE/j/\n/NjlypVjz549uXLlSgYFBRVLFS6B4ENDqVSyWrVqBJBnRUGlUsmYmJicnf8y4eTkxGnTphXYHj8/\nP+rq6koPJhMTE9ra2hZ4nOLi0aNHnDZtGgFw0KBBnDFjBpcvX85//vmHQFqoY15klFbOyIlgZ2fH\nQYMG0d7ens7OzqxUqZJ0/1ZWVvzxxx95/PjxfFV8LAypqans06ePNGeZMmV4/fp1qf3UqVMqYiHj\nmDdvXoHnyogEOXHihBAD2R1CDLw/jx494ogRIyTl2bp1a65atYrjx4/nsmXLOHz4cNaoUUP6Q65e\nvTqHDRvGvXv3Skk1BIJPkVatWhEAra2tefny5VyLCGXH3bt3eefOHT58+FAq/5vx/1lhCA8P59y5\nc/nZZ5+xffv2BdqGKE48PT1VHoaZ8/WnpqZSJpOxf//+uY6hUCikBEoZ+QUCAgJ4+vRpPnz4kOfP\nn+fbt295//597tu3j507d5aqSWpra9PR0ZHz5s0rdMKf3MioLGlkZKQSQvj69WuV+85YGfjmm28K\nPMeBAwcyjyXEwLuHEAPvz507d6irq8uhQ4fy2rVrOfYLDg6mm5sb+/Tpk5EFi1WqVFFxjhIIPiXe\nvn3L/fv3S2/keb3d7ty5k82aNWOVKlXYtGlTlQeFlZUVd+/eTT8/v/defcvPCkRJEhYWJj0IM144\nMrYfMx6YdnZ22V6rVCq5atUq6YXk22+/ZWRkJFu3bp3ljVtXV5fdunXjnTt3SKaFYp48eZKTJk1i\ngwYNpH3+kydPFun9nTp1ijKZjDVr1qRcLqetrS1/+eUXXr16lbdu3VKpBwGAu3btKvAcb968yVwm\nWoiBdw8hBoqGgjrvpKSk0MvLi2XKlGHXrl1L3T8+AkFJEhwcTAD83//+l2Of8PBw6WHQv39/NmvW\njAsXLuTatWvZv39/GhgYqLxBzp8/XxIFFy5coLOzMwcMGFCkef/9/f0lIWJtbc1WrVqxQYMGfP78\neZHNkRmlUsmtW7cSSKuYmJiYyAkTJhAAf//992yvyUjk06pVK+7Zs4dJSUlSXob58+fz6NGjkpPm\n2LFjWaZMGbZp0ybbsZ49e8Z69erRyMiII0eO5IEDBwpUpjk3MhwLlyxZwpYtW0o+EStWrCBJ3rp1\nixs3bnyvyoohISH8/fffhRjI7hBiQL24ubkRSMuv/vTpU3WbIxCoBaVSyW7dulFbWzvXlMTffvst\nAWS7VJ2amsoLFy6ovEHu3LmT0dHRKueKsiLgs2fPpHEzv70+ePCgyObIjozQu/LlyxMAnZycsu2X\nmprKcePGUSaTSdsoJHns2DEC4E8//UQy7WUmQyQ1btyYVlZWOc59//599uzZk/r6+llWKd6HGTNm\nEADXrVvHqKgoRkVF8YsvvqCWlhavXr363uNnRogBIQZKHUqlUqq5ra2tzQsXLqjbJIFALWzatIkA\neOnSpRz7LFq0iAD46NGjbNvPnz8vPZAbNGggiYZjx45Jb54FKZWcH/766y8C4IgRI7hr1y4C4LZt\n26R2T09P9unTh0OHDi0S52GlUindY8+ePenl5ZVlZTEyMpLz58+XyiR369YtyzjDhg3L9vseOHBg\nvpw6k5OTuW7dOikEcNmyZbx161ah7zEsLIw1a9YkANatW5eHDx9mREQEq1atKomOoopwEGJAiIFS\niVKp5I0bN6TQpsKGTQkEHzIZRYdye8vs27cvgbQCQO7u7llW09KXgBkUFMS7d++WWFjvxIkTVVYf\nBgwYwBs3bjAkJETlfFE5JC5atCjXt+WMQk2Ojo7ct29ftt/DpUuXCKTVV8hM9+7dWbNmzXzbsmTJ\nEtaqVUu6xypVqnDIkCFSSuGCoFQqeeTIEWmsDRs2MCwsjL///ju1tLTYu3fvIhFUQgwIMVCq8fPz\no5aWFrt168Z79+6p2xyBoET56aefCEAltOxdLl26xAEDBqiUC65bt64Ud37u3DmV+PuVK1eWiO0K\nhYLHjx+X8u1nPubPn89ly5Zx3bp1xe4bFBAQIDkG/vbbb7n2/eOPPwhARVBlxOOPGTOmwHM/evSI\n69ev55dffkkjIyPq6+tz0qRJPHnyZIGTBHl7e0vf3549e0iSS5cuJQAuX768wLZlcOvWLY4aNUqI\ngewOIQZKF6tXr5b+J1i2bJm6zREIipXg4GA6OjpK4bdyuTxf0TUKhYIBAQHSA61jx45S240bN9i9\ne3fp/yNvb+/ivAUV4uLi6O7uLr2Z5yVuipIXL16wRYsWLF++PBcvXsykpKRc+2c4ER45ckQ69/jx\nY2nl5X14/PgxO3bsKH0Hffv2LdD1SqWSf/31F1u0aEE9PT1p+6Fly5bU1dVVEVUbNmzId6bIPXv2\niGiCnA4hBkofwcHB7NGjBzU1NQu11CYQfChkpAEGQHt7ex47dizf16ampvLw4cMEsiahUSqVnDVr\nFgHkWryoOFEoFCr5AIqLt2/fcsiQIdTW1iYALl26NF/XeXl5EQCnT5+u4h+Q4Vtx69atQtukVCol\nfwIDA4NCb488ffqUFStWpLm5OceNG8cKFSoQgFTHgKT095Of7QOlUsnZs2cLMZDdIcRA6SQ6OlpK\nh+rv7y9CDwUfJRn7w1OnTi3wtRmOtxYWFtk+dF++fEkAHD58eBFYWrT4+/tz5f+1d+ZxUVb7H/8c\ndgXcUtBAcLvaRdPURMlw72qkgUv8pKsGimhcTc01M5eyRU2vW2aU16u8tJtLptlVTNGy3He5GqIW\n5gKKaFdgWOfz+2Pmee4MzMDMsMt5v17Py5nznHOe83w9zPN9zvkuq1YV6zlhKcrbblRUFC9dusRD\nhw5x/vz5jIuLK/YB+ccff6heCU5OThwwYABTU1O5evVqAmC7du24dOlSq2yYMjIyGBMTw44dOxLQ\nBZMqrSvnkSNH2K9fPzUAEgBGR0er5+Pi4njjxg2r+pTKgFQGqhXHjh2ji4sLAXDw4MFWT3iJpDoQ\nFRVFQBcm1hJSUlIYHR1Ne3t7RkREmDUSDAkJIWAc776qMH78eCO7gtJkSIyIiGD9+vWZn5/Pixcv\nGgbW4bRp04ptq9Fo1KBCLi4ufOGFF3jz5k2+8cYbamroLl26lLjlcPnyZb7xxhtqMLWnn36an376\nKR89emTzfRUmKyuLn376KXv27Mn169eXqi+pDEhloNpx584d1f9WCSxSXbKTSSSWkJWVpYaj9ff3\n5++//15s/XfffZcA+Oc//5n37t0zWUeJQ//6669btKqWkJDAoKAgNcBNeZOWlqa+PQPg2rVrbern\n7Nmz9PT05CuvvEKS/OCDDwiAV69e5dixYwmAw4YNY0xMDG/fvl1sXzExMepvjMLWrVsJgJMnTzbb\nTvl9cnR0ZFhYGA8fPlzl869IZUAqA9WWixcvcuDAgQRAV1dXaUsgeaxISUnhBx98QDc3Nz7//PPF\nPsDv37/POnXqMCAgwOT59PR02tnZsVu3bhb7pSueDAB48OBBW27BJvLy8mzeT//4448J6EIIr1y5\nkjdv3uTIkSMJgHfv3qVGozHybqhXrx6Tk5PN9qfVajl8+HDa2dnxxx9/VMsnTpxIACZDEOfn57N+\n/focMGAAU1JSbLoPUrctunLlSs6bN69CtkSlMiCVgWpNXl4e4+PjaW9vz169elV57VsisRblwVOc\nR8H27dtZu3ZtBgUFmTz/4MEDurq6smvXrhbvV8fGxqoPzVq1apVpyOLC7N27l2vWrGFSUhJzc3N5\n+/ZtFhQUmF3lMIe/vz8bNWrEy5cvq+6UygrLmDFjSOpWIC5cuKCGMFbc9Mzxxx9/qFsDykM5OTmZ\nANikSRNOmDCBq1ev5v3796nVatX4Cl999ZVNskhOTma3bt2MtkyWLFliU1/WIJUBqQxUe7Kzs1VD\nGk9PT0ZHR3PHjh1SMZA8FijeBQcOHDBbp3379mzdujWTkpLM1lEe7m+//bZRuVar5datW7lu3Tqj\n8itXrrB3797qA2nevHmMj49nbGys1ZkUDTl//jznzJnD+/fvk9R5GBjmUFASNLm7uxPQ5Qc4ffq0\n2f7mzJnD7t2789KlS2qkQGWFIDAw0OihaugyuHjxYgIocQsmOzubrq6uBMDg4GAWFBQwLS2Nbdu2\nVQ0NAbBz5848e/YsAXDo0KFWxxFQUFIyKx4hwcHBFnlRZWVlGYVXthapDEhl4LEgOTmZ06ZNM/ox\nWbp0aWUPSyIpNRkZGXziiSfo7+9v8rySC+DDDz8ssa+IiAgKIYziDChR9wBwwYIFRZToAQMGFAka\n9OKLL1rl8qiQmZmp9qGE/D116hQBcOTIkVyyZAnHjRvHRYsWMSIigu+//z69vb3ZvHlzI9c5Qzw8\nPAiAISEhaoIiAGzWrBnz8/M5aNAgtSwkJERtN3fuXALg2bNnSxx3amqqWt/QLfPWrVvUaDSqEtK/\nf38CKFVSptzcXO7bt4/e3t5GMm/fvr3ZNklJSWq9a9eu2XRdqQxIZeCx4s6dO8zLy2NISAgdHR15\n/Pjxyh6SRFIqtFotvby8OGzYMJPnN2zYQAAWJa7JyMhgrVq1jLYTcnNzGRAQYPTgiYiIUBMLabVa\nNeTxrFmzGBUVRU9PzyJKRUnk5uaqb9MAmJOTw/z8/CJeBIUNFpWgYz/88IPJfjUaDU+dOsWHDx9S\no9Fw165dXLZsGW/evElSty2geBMYRupT3A+3bNli0fiVhE+TJk0qck55AVGOhw8fWioWkjq3yqio\nKC5evFgte/DgAf/1r39xzJgxHDVqVLHeAobZK20NKCWVAakMPJakp6fTx8eHvr6+XL9+PTUaTWUP\nSSKxidTUVAK6pD+mOHjwIAFw4sSJFvXXpEkTtmvXrohRmhIQRzm6deumnnvw4AGbNWtGX19fpqen\nMyMjg40bN+bTTz9t0TULCgpUd0nluH37trpUD+gSDAHgjBkzjNpOmzaN9vb2pXLJO3r0KDt16mS0\nJZCUlMRatWpRCMHQ0FBmZ2czJSWFubm5TE9PN7KRSE9PZ/369dmkSRNevHixSP8jRozgSy+9xEGD\nBlnt4qf8/ynHmjVrbPaOsiRSpTmkMiCVgceWY8eO8cknnySgS6W6Zs0azpw5k7t37y5TX1+JpDzR\narX09PRkjx49zNaZNGkSAXDHjh0l9qeE3O3cuTPnzJmj7scry/WGWwaGHD9+nA4ODmzTpg3Hjx9P\nFxcXk5n/THHy5EkCumBIPj4+BHRxQsLDwwmArVq1UrcjCttGKErEhAkTuHPnTm7ZssWmwET37t3j\nmTNnjOwdEhISOHnyZAJQ45e4urpSCME6deowJCSE4eHh6pv/vn37zPavpEDu1KmTVeOKjo5m7dq1\nmZKSohoOent7W31/pUUqA1IZeKzRarVcvXq1+sesLBc6OjpyyZIlpTKEkkgqCj8/P3p5eZk9n52d\nzc6dO7NevXpmUxkraLVarlixggEBAbSzs6MQQk0THhYWRsB82N2lS5eqysJrr71W4rUULl26VMTu\nYO7cuTx8+DBv3LjBDh06EADHjh1bxGvhzp07DA4OZu3atdW2Xl5eFsUX0Wq1PHLkCEeMGKEa+tWr\nV49BQUF86qmnGBoaygsXLjAuLo6vv/46Q0JCGBoayrfeeotjx46lr68va9euzcjISJ45c6bEa4WG\nhvLdd99lVlZWiTJJT09neHg4nZ2d+fLLL5Mkc3Jy2LhxYzo6OpoMapSamsq//e1vXLdunVWrnVlZ\nWSUGSZLKgFQGagQajYYJCQnMzMzk999/r76F1K9fn0OHDuXatWvVPdLKJi8vj8ePH+eDBw8qeyiS\nKkJoaCjt7OyK9ZA5evQoAXD16tUW96s8pN9//32L6mu1Wj58+NCmlOK7du3ipk2bGB4eTi8vL3Vb\n4tVXX1Xf/mNiYsy2z87OZnx8PJctW8bOnTurqwvmZHLgwAEj5SMyMpKxsbEcPXo0W7duzb59+9LV\n1VVNTTx69GgCurwBkydPZlpaGrVarUU+/omJiQwPD1dXF5ydndmvXz+zdg4k+fbbbxMAx48fr9o3\nkOS2bdsIgFOnTi3SRklCBYBhYWEljktBaRMXF2f2fqQyIJWBGklOTg6//PJLRkREGFntNm3alFOn\nTuXXX39ttRFQaUlNTeXChQvV8djZ2XHRokUVOgZJ1URxlSu8H63VatWEOps2bSIAq4xmU1JS6Ozs\nzN69e1d4rg/DVQblsEaRUWRiLkJiYRsIw9j9CoMHDyagywMB6GIJODg4WGVYSJJt27alq6srx40b\nx23btnHKlCn09vZm/fr1za6eKNsTJ0+eLHIuOjqagC4XgqFBYGGZnT9/3qLxKYoHAK5YsYJZWVmc\nOXMmw8LCOGvWLCURk1QGCh9SGahZaLVaXrp0icuXLzdairSzs2NAQADnzp3Ln376yWy8d1uvefLk\nSZ47d44nTpzgqFGj1GXMfv36cePGjQwMDKSzs7OMlyBhamoq7e3tOXjwYLXs0aNHDAgIoLOzMzdt\n2sShQ4eyYcOGVj/UZ8yYYdWDhdQZ340ePbpUczM+Pp6NGzdW/95mz55tlQKu1Wo5cOBAOjk58dSp\nU8XWVQIBzZw5k4mJiWr5zp07+dxzz6ljaNKkCQGwYcOGqs9+SVsRBQUFdHFxYe/evY3Kk5KS6O7u\nzm7dupn87bh//z6bNm3KFi1acP/+/UbbI9nZ2Vy2bBmbN29OAKpCsWvXLgJQ3SktuXeFQ4cOMTIy\nkqmpqYyLizNSKvQBmqQyUPiQykDNJTExkdevX+cPP/zAOXPmsGvXrmokM3d3d7788stctWoV4+Pj\nuX79el65csXqH8TY2FijkKiK0VJ0dDQvXbqk1hsxYgTd3NwqfIVCUnU4ceIEX3vtNTWoVmxsLEnd\nA+iNN94o8mZt6u23JKZMmUJnZ2dmZmZa3EbJjmiJwaIpfv31V6NxG7rUWUNaWhq9vb3p7OzMvn37\nctGiRTxz5kwRhSgnJ0f1VnBzc1NDEN+8eZPTp08v4tOvGCju2bOHgHGwIlN06dKFzZs3L1L+1Vdf\nmfSQUDhy5Iga0MjQdTQ3N1eNa2C4IpSamspGjRqxbdu2vH37Nr29vdmgQQNGRkZata1YUFDACRMm\nqIGd9IdUBgofUhmQGJKens5t27Zx3LhxqqZuePj6+jIyMpJbtmxRo6qZQ9nHbNeuHdeuXcv169fz\ns88+Ux/4Go2GR48eZXp6OqdPn271G5uk+pOfn88NGzbQ399fVRRff/111aVNq9WqoXRfeeUVZmZm\n8sCBA/zuu+9sChkcFBREFxcXqwzScnNz+c0331h9LQXlzdTDw4Pr168vVajjxMREvvnmm2zXrp36\nNzlkyJAiSvp7772nnh8zZgzz8vLYsWNH2tvbs3fv3vT19eWCBQuM3rT1y+esW7eu0b5+YUaOHEkh\nhMlIicOGDSNg3v//0aNH/Mtf/kIHBwfVoFlJkBQUFMTvvvtOVW40Gg179uxJBwcHZmVl8fz58wwN\nDaWDgwMHDx6sbhlZSm5uLg8fPqzYUElloPAhlQFJcVy9epXbt2/n+fPn+cknnzAkJEQNpyqE4LPP\nPsvZs2fz4MGDzMnJoVar5c8//8zhw4fTwcGBdevWNRlN7dGjR0WUDX9/f+nxUMNYtWoVAV0Y3pUr\nV6pzRaPRcP369arxnI+PT5nEz1DC3xb3sCtr8vLy2KNHDzo5OTE4OLjYZEHWcOvWLXV//OOPPzY6\nt2XLliKKPIAisRK0Wi1//PFHhoWF0dHRke3bt6erqysDAwPNbsGkpaXRy8uLLVu2NFJstFqtGtJ5\n48aNZsfdqVMnPv/88+p3xZah8MN94cKFBIrGlFDsJ5ycnNinTx9++OGHRquMJXH16lWpDJg6pDIg\nsZa8vDweOXKE8+fP53PPPUd7e3sCYO3atdm6dWv17WLy5Mkmw4UeO3ZM/QH46KOPuGDBAu7evbvC\njboklU/fvn3p5+envtlev36dM2bM4BNPPEEA9PPz4yeffFJmabtXrFhBoHgf+vIgJSWF7du3J2B7\nUh9TZGdnqw/6wltsN27cYG5uLt955x12797daEuAJPft28c//elP6t/rpEmTmJKSwgkTJhAoPlmU\nklBKUd7OnTunuky+9dZbZtspQaXGjBnD2bNns1+/fur4u3fvblQkxL54AAAM30lEQVQ3ICDAZFhq\nrVbLAwcOcOrUqWpiJnt7e4szuWZlZUllwNQhlQFJaXn48CG/+eYbTpgwgX379uWaNWtMBjpKSkpi\nly5dVJuEmTNnSgWgBpORkUEnJyfVrUxZJRBCcMiQIYyPjy9zg9IdO3YQKD4RUnlx+vRpAuD8+fPL\nrE9lC2LWrFlWy2rEiBEEwIULFxq9lStv5OHh4XzxxRdNbgcoYZO/+OIL/vbbbwwMDGS9evW4du3a\nYpMWXb9+3ciQz8/Pj76+vnR0dGR8fLxR3SZNmhTJUZCfn89vv/2WU6ZM4ebNm3n37l1euHBBfbGw\nlIpSBhwgkdQg6tati+DgYAQHBxdb7+9//zsuXryI1atXY9SoUXB3d6+gEUqqIteuXUNubi7s7e0B\nAJmZmQCAzZs3Y/jw4eVyzZ9++gkA8Oyzz5ZL/8Xh4eEBAHB1dS2zPvft2wcAeOqpp9Sy//73vzh9\n+jR69eoFIYTZtn5+fgCA4cOHG41p0qRJSEhIwD//+U8AQGRkJDp16mTUdty4cfj6668RGRkJALCz\ns8NHH32EcePGFTve5s2b44svvsCNGzcwevRo+Pr6gqTJcXbo0AHnzp0DANy9exfr1q3DZ599huTk\nZNjZ2UGr1RrV79GjR7HXrgykMiCRmMDd3R05OTnYsWMHMjIy8MILL+CZZ56BnZ1dZQ9NUgm0a9cO\nQUFBWL58OZKTk9G6dWsAgJubW7lds1WrVgCAI0eOYMCAAeV2HVMoikjbtm3LrM+OHTuiQYMGCA8P\nx6FDh+Di4oINGzZAo9Fg8eLFmD59utm2gYGBEEJg0aJFiImJUcvd3Nzw5ZdfokWLFli0aBH69OlT\npK2dnR1iY2OxZ88eXLt2DePGjYOPj49FYx4zZozRd3MKi5+fH/bu3YsOHTrgl19+QW5uLnr37o0l\nS5Zg0KBBuHDhAvbt24fdu3dj1KhR8Pf3t+j6FUpFLD+U1SG3CSQVRWZmJmfOnGlkCd2wYUMOHz6c\nMTExfOedd/iPf/xDuhfWINLS0tR9Y8V90JL0xLaiRLWrSANChV9//ZXu7u587rnnyiyOR05OjhqA\nSTn++te/0svLiw4ODiUm8+natSt9fHxMnuvSpQv9/PyKlH/++ed0d3enj48PPT091euacjcsDZmZ\nmXzvvffYp08fTpw4kZcvX1bPXbhwgenp6Tb3japmMwDAHsBZALv1358BcAzAOQCnAPibafcbgItK\nPYPyBgC+B5Ck/7d+SWOQyoCkMrh9+zY3btzIESNGGAVjAXS5zL/99tsyMxqTVG2U4DKKUWlERES5\nXWvs2LEEwBs3bpTbNYpDSSU8efJki2L6l4SSX0EJzAO9PU7Tpk3p5ORk0nYnLy+PQ4cOZadOnRgU\nFGQyS+KDBw9Uwzwlzn9BQQF3797Nhg0bsmPHjhwyZIjqSghYF8XQGhRbiMzMTK5bt87ot8JWm5Kq\nqAy8CWCzgTKwD8CL+s9BAA6ZafcbgIYmyhcDmKX/PAvAopLGIJUBSWWjREW8d+8et23bpgYmcXBw\nYGBgIPv378+ePXty4cKF3LFjB5ctW8Zvv/2WK1as4IkTJ6Q7YjVnyJAhdHBwYHR0NB0cHDh69Ohy\nu9aVK1fo5ubG7t27q1H3Kprx48er3jf//ve/S9VXgwYN2KVLFxYUFDA9PZ1bt25lVFQUe/Xqxa1b\nt5pss3fvXvVhOmHCBDo6OhZRBmJjY1UDQYVly5ap7bZv366WK7EbDKMdWkt+fn4R5f/MmTOMjIxU\nvZTq1atXxBW5OGPF4qhSygAAbwAHAPQxUAbiAPyf/nMYgM1m2ppTBhIBNNF/bgIgsaRxSGVAUtXQ\naDQ8cOAAZ82axc6dO7Nly5bs2LGjSb9pAGzQoAHXrl1b2cOW2EBeXh5r1apFJycnenh4sHXr1vzl\nl1/K9ZqGy+qzZ88ukzd0aygoKOCePXvYvn17NmjQgJ9//rnJWByWEBgYyEaNGllcX6PRcNmyZWzb\nti1fffVVenp6slevXkXqvfrqq/Tw8DDy9rl16xZDQ0Pp6OjInj178sqVKyT/lwBq3rx5Nt3D77//\nzpYtW7JOnTrcuXMnN2zYwK5du6oK06hRo/jSSy8xLCyMhw4d4oABA0oduryqKQPbAHQG0MtAGfgz\ngBsAfgdwC4Cvmba/6rcITgOIMih/aPBZGH43d0hlQFJduHv3Lvfv38/ffvuNe/fu5bVr17hp0yb2\n6NGD9vb2/Pnnnyt7iBIryc7OZqtWrdSVoLi4uAq57tmzZxkaGqo+cLZs2VLhbq6JiYls0aIFATAg\nIMAmO4KQkBDa2dlZrEwoYX+V9OYdOnQw6Z/v6enJ/v37m+xjw4YNqjI1d+5cNbbI/v37rR5/QkKC\nGjrZ8GjTpg2XL19uMuzwyJEjCYC3bt0yKr9y5QrffPNNdurUiQkJCcVet6KUAaG7lnmEEAMBBJGM\nFkL0AjCN5EAhxEoAP5DcLoQI1T/o+5lo70XylhDCAzrbgIkkfxRCPCRZz6DeA5L1TbSPAhCl/9oO\nQEKxA5YAQEMAaZU9iGqClJVlSDlZjpSVZUg5WUYbkuXu22yJMvAhgJEA8gG4AKgD4GsAgwDUI0mh\n87f4g2SdEvqaDyCD5MdCiEQAvUjeEUI0gc7moE0J7U+RrHin22qGlJPlSFlZhpST5UhZWYaUk2VU\nlJxKdJom+RZJb5LNAAwHEE9yBIDbAHrqq/WBzivACCGEqxDCXfkM4C/435v9LgCv6T+/BmBnKe5D\nIpFIJBKJjZQm6NBYACuEEA4AsqFfyhdCPAngC5JBADwB7NAHanCAzshwr779RwC2CCHGAEgGEFqK\nsUgkEolEIrERq5QBkocAHNJ//gk6o8LCdW5D52oIktcBdDDT130Afa0aLRBTchUJpJysQcrKMqSc\nLEfKyjKknCyjQuRUos2ARCKRSCSSxxsZaF0ikUgkkhpOpSsDQohXhBD/EUJohRDPGpS/IIQ4LYS4\nqP+3j8G5Q0KIRCHEOf3hYaLfZkIIjUGdtRV1T+VFeclKX+8tIcRVfd3+FXE/5YUtcjKos0sIYdJ9\nVc6pIm3Nykp/vkbPKSHEXiHEeX27tUIIexP9PlZzqrzkpK/32MwnwHpZCSFqCyG+E0L8om/3kZl+\nbZtTFRHMoLgDuuBFbaCzRXjWoLwjgCf1n9sBuGVwzqiumX6bAUio7PurJrLyA3AegDOA5gCuAbCv\n7PutSDnpy4ZAF3Lb5LyRc8oqWdX4OQWgjv5fAWA7gOGP+5wqRzk9VvPJFlkBqA2gt/6zE4DD0KcE\nKIs5VekpjEleBoqmhiR51uDrfwDUEkI4k8ypwOFVKcpRVsEA/qWv/6sQ4ioAfwBHSz/qiscWOQkh\n3KDLvxEFYEtFjbWyKUdZ1fg5RfK/+nIH6H68H3sDrXKU02M1nwCbZJUF4KC+Tq4Q4gx0qQLKhErf\nJrCQoQDOFHq4bdAvgbwjCkvzfzTX1/lBCBFYAeOsCtgiKy/owkor3NSXPc4UltN7AJYCyCqhnZxT\nlslKzikAQog4AHcBPIIurLspatqcskVONXE+AaZ/zyGEqAdd4L8DZtpZPacqZGVACLEfQGMTp94m\nWWywISFEWwCLoAtYpPBX6kIcu0O3rDQSwMZCTe8A8CF5XwjRGcA3Qoi2BlpolaSSZFXtKEs5CSGe\nAdCS5BQhRLNimtb4OWWFrKod5fC3B5L9hRAuADZBF5zt+0JNq92cqiQ5VUvKQ1ZCF9vnSwArqXPf\nL4xNc6pClAGayFlgCUIIbwA7AIwiec2gv1v6fx8JITZDt1xk9IDTa1I5+s+nhRDXALQGcMqmm6gg\nKkNW0CWaamrw3VtfVmUpYzkFAHhWCPEbdH8THkKIQyR7FbqmnFMWygpyThn2my2E2AndUvf3hc5V\nuzlVGXJCNZxPQLnJKgZAEsnlZq5p05yqstsE+mWQ7wDMIvmzQbmDEKKh/rMjgIEwkbxICNFI6K1S\nhRAtAPwJgCktqtpTWllBFxp6uBDCWQjRHDpZnSj/kVcs5uRE8lOST1IXcvt5AFdMPNzknILlskIN\nn1NCCDehy7mivMm9BOAXE+1rxJwqrZxQQ+YTYF5W+nMLAdQFMLmY9rbNKWstDsv6ADAYuv2fHACp\nAOL05XMAZEKX/lg5PAC4QpcO+QJ0xhUroLcqBfAygHf1n4fqz58DcAbAoMq+16oqK/33t6Gz0E2E\nCQvV6nRYK6dCbZvBwBJXzinbZFXT5xR0odhP6v/2EgCsAuDwuM+p8pLT4zafbJSVN3TGlZcNyiPL\nak7JCIQSiUQikdRwquw2gUQikUgkkopBKgMSiUQikdRwpDIgkUgkEkkNRyoDEolEIpHUcKQyIJFI\nJBJJDUcqAxKJRCKR1HCkMiCRSCQSSQ1HKgMSiUQikdRw/h+uVy8NOhY0/wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons, list_of_lats, 'ro')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48.5, 50.5)\n", "ax.set_xlim(-125.5, -122.5);" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(291,)" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_chl.shape" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = 0.576055578713\n", "RMSE = 4.02078955168\n", "Willmott = 0.523428341776\n" ] }, { "data": { "image/png": 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0oYsjUpEUyEUkK1rBTaQ4KJCLSFZefPFF9u/fz5IlS5TgJlJACuQikrGuri5eeOEFZs6c\nyfnnn1/o4ohUNAVyEcmYVnATKR4K5CKSkXfeeYfNmzczf/58JbiJFAEFchEJrLe3l6VLlzJmzBgu\nv/zyQhdHRFAgF5EMvPTSS0pwEykyCuQiEog/we28884rdHFEJE6BXEQCUYKbSHFSIJeCi8WgtdXd\nS3FSgptI8dIglxRULAbf/jb09sKQIfDAA1BfX+hSiZ8S3ESKm1rkUlDt7S6INzS4+/b2AhdITqMV\n3ESKW2SB3BjzT8aYDmPMG77nHjLGvGWM2WiM+bkxRn10Fa6hwbXE29vdfUNDgQsk/XR1ddHa2qoE\nN5EiFmWL/FEgcV/DlcBF1trZwFbgv0d4fikB9fWuO/1LX1K3ejFavny5EtxEilxk/WTW2heMMQ0J\nz63wPXwJuDWq85eTWMy1WIcNg48+cq3Wcgp49fXl9fuUi23btvHmm2+yaNEiJbiJFLFCDnh9EfjX\nAp6/JHjJYF1dsHEjzJ4NNTVqvUq0ent7WbZsGWPGjGHevHmFLo6IDMBYa6M7uGuR/8pae1HC838C\nNAKfsSkKYIy5D7gPYMKECXOeeOKJ0MrV3d1NdXV1aMeL0saNNTz99NkYY9m4sYbZs7uw1nD99buY\nPbur0MU7pZTqtBQUuj7fe+893n33XS6++GLGjBlTsHKEqdB1Wm5Un+Hz1+nChQs3WGsbg3wu7y1y\nY8y9wI3A1amCOIC19mHgYYDGxkbb3NwcWhlaWloI83hRmjbNtcS7uqC6Gqqrz6CmBm65pa6oWuSl\nVKeloJD12dXVxZo1a5g1axaf+cxnClKGKOhvNFyqz/BlW6d5DeTGmOuA+4EF1trD+Tx3qfKSwcp5\njFyKy/LlywGU4CZSIiIL5MaYnwLNwFhjzE7gAVyW+nBgpTEG4CVr7e9GVYZyoWQwyRd/gltNTU2h\niyMiAUSZtX5nkqd/GNX5RCQ3/hXclOAmUjq0spuIAG4FtwMHDmgFN5ESo0AuIhw8eJAXXniBWbNm\naQU3kRKjQC4iLF++HGOMEtxESpACuUiFe/vtt3nrrbe46qqrlOAmUoIUyEUqmLeC21lnnaUEN5ES\npUAuUsHWrl17KsFt8ODBhS6OiGRBgVykQh08eJDW1lYuuOACpk2bVujiiEiWFMhFKpSX4LZ48eJC\nF0VEcqBALlKBlOAmUj4UyEUqjLeCmxLcRMqDArlIhVm7di2dnZ1KcBMpEwrkInkWi0Frq7vP9zGV\n4CZSfrSgskgexWLw7W9Dby8MGeK2qM11Z7tMjrls2TKt4CZSZtQiF8mj9nYXcBsa3H17e/6O+fbb\nb7NlyxauuuoqRo0alfuJRaQoKJCL5FFDg2s1t7e7+4aG/BxTCW4i5Utd6yJ5VF/vur7b213AzbVb\nPegx16xZQ2dnJ3fffbcS3ETKjAK5SJ7V14cTwIMes7Ozk9WrV3PhhRdy7rnnhntiESk4da2LlDmt\n4CZS3hTIRcrY1q1b2bJlCwsWLFCCm0iZUiAXKVPeFqVjx47lsssuK3RxRCQiCuQiZcpLcNMKbiLl\nTYFcpAwpwU2kciiQi5QhbwU3JbiJlD8FcpEys3XrVrZu3aoEN5EKoUAuUkaOHz/O0qVLleAmUkEU\nyEXKyJo1azh48CDXX3+9EtxEKoQCuUiZ8BLcLrroIqZOnVro4ohIniiQi5SJZcuWMXjwYK699tpC\nF0VE8kiBXKQMbNmyRQluIhVKgbxExGLQ2uruRfyOHz/OsmXLGDduHE1NTYUujojkmXY/KwGxGHz7\n29Db6/abfuCB8HfPktLlJbjdc889SnATqUBqkZeA9nYXxBsa3H17e4ELJEXjwIEDSnATqXAK5CWg\nocG1xNvb3X1DQ4ELJEVj+fLlDB48WCu4iVQwda2XgPp6153e3u6CuLrVBfoS3K699lrOPPPMQhdH\nRApEgbxE1NcrgEsfJbiJiEdd6yIlaPXq1VrBTUQABXKRknPgwAHWrFnDRRddRIMSJkQqngK5SAmx\n1p5awU0JbiICCuQiJWXr1q28/fbbNDc3K8FNRAAFcpGS4U9wu/TSSwtdHBEpEgrkIiVCCW4ikowC\nuUgJ8BLcLr74YiW4iUg/CuQiRc5ay9KlS7VFqYgkpUAuUuS2bNnCtm3blOAWgkx2EdSOg1IqtLKb\nSBHzEtzGjx+vBLccdXQM5/HHg+0iqB0HpZSoRS5SxFavXk1XV5cS3EKwe/eIwLsIasdBKSUK5CJF\nyp/gNmXKlEIXp+TV1R0NvIugdhyUUhJZ17ox5p+AG4EOa+1F8efGAP8KNADtwO3W2s6oyiBSqpTg\nFr7x448F3kVQOw5KKYmyRf4ocF3Cc98EnrXWng88G38sIgn279/Ptm3bWLhwoRLcQlRfD/PnBwvM\nmbxXpJAiC+TW2heAAwlP3wT8KP7zj4Cbozq/SKk6fvw427ZtU4KbiASS7zHyCdbaXfGfdwMT8nx+\nkaLX2trKsWPHuP766xk0SGksIjIwY62N7uDGNAC/8o2RH7TWjva93mmtrU3x2fuA+wAmTJgw54kn\nngitXN3d3VRXV4d2PFGdZqqjYzi7d4+gru4o48cfO/X84cOHWb9+PbW1tVx88cUFLGH50d9ouFSf\n4fPX6cKFCzdYaxuDfC7f88j3GGPOttbuMsacDXSkeqO19mHgYYDGxkbb3NwcWiFaWloI83iiOs1E\nLEbS+czWWn7yk58wbNgwZsyYofoMmf5Gw6X6DF+2dZrvfrtfAl+I//wF4Kk8n1+k4FLNUfav4DZs\n2LACllBESklkgdwY81PgRWCGMWanMeZLwP8CrjXGvA1cE38sUlGSzVHWCm4ikq3IutattXemeOnq\nqM4pUgqSzVF+7rlWurq6uPfee5XgJiIZ0VrrIgVQX983P3n//v2sXbuW2bNnawU3EcmYLv1FCshb\nwW3IkCFawU1EsqJALlJAb731Fu+88w4LFy7UVB4RyYoCuUiBfPTRRyxfvpwJEyYwd+7cQhdHREqU\nArlIgbS2ugS3JUuWKMFNRLKmbw+RAvAS3D72sY8pwU1EcqJALpJnXoLb0KFDueaaawpdHBEpcQrk\nInn25ptvKsFNREKjQC6SR0pwE5GwKZCL5FFraysffvihtigVkdDom0QkT/bt23cqwW3y5MmFLo6I\nlAkFcpE8UIKbiERFgVwkD9588022b9+uBDcRCZ0CuUjElOAmIlFSIBeJ2AsvvKAENxGJjLYxjVgs\nBm1t7uempr6tK6Uy7Nu3jxdffFEJbiISGQXyCMVicP/9sH69ezxnDjz0kIJ5pVCCm4jkg/r5ItTe\nDp2dUFXlbl1d7jmpDJs3b2b79u0sWrRICW4iEhkF8gg1NEBtLfT0uFtNjXuumMRi0Nrq7sN8b6Xz\nEtzq6upobGwsdHFEpIypaz1C9fXw4IPFO0Yei8G3vw29vTBkCDzwQOryZfJegeeff55Dhw5x2223\nKcFNRCKlQB6x+vriDXjt7S4wNzS4n9vbU5c1k/dWur179/LSSy/x8Y9/nHpVkohETE2FCtbQ4FrX\n7e3ufqBu/0zeW8mU4CYi+aYWeQWrr3dd5O3tLjAP1HjM5L2VbPPmzbz77rssWbKEqqqqQhdHshCL\n6e9cSosCeYXLpOu/mIcJisGxY8eU4FbilAsipUhd6yIheeGFFzh06JBWcCth/lyQ3l5NF5XSoG8b\nkRCUeoJb4tTCSp1qqFwQKUXqWhfJkZfgNmzYsJJMcEvsTv7yl+GRRyqze1m5IFKK1CIXydGmTZt4\n9913WbRoUUkmuCV2J69bV9ndy/X1MH++griUDgVykRwcO3aMFStWUFdXx5w5cwpdnKwkdifPnavu\nZZFSoq51kRx4CW633357ySa4JetOnjhR3csipUKBvAh581iHDYOPPtKXabHyJ7hNmjSp0MXJSeLU\nQk01FCkdCuRFxks86uqCjRth9my32UolJRyVAmstTz/9dMkmuIlI+SjNvsAy5iUeVVf3v6+0hKNi\nt2nTJtrb20s2wU1EyocCeZHxEo+6u/vfK+GoeHgJbmeffXbJJriJSPlQ13qR8SceaYy8OHlblJZy\ngpuIlA8F8iKkRKPi1dHRQVtbG5/4xCdKPsFNRMqDmhMiAflXcLv66qsLXRwREUCBXCSwN954g/b2\ndq6++moluIlI0VAgl6KWr8070p3Hn+B2ySWXRFsYEZEMaIxcila+9oYOcp7nn3+e7u5u7rjjDiW4\niUhR0TeSFK187Q2d7jwdHR289NJLXHLJJZxzzjnRFEJEJEsK5FK08rU39EDn8VZwGzFihBLcRKQo\nqWtdila+9oYe6DxvvPEGO3bs4IYbbuCMM86IpgAiIjkIHMiNMecAU/yfsda+EEWhRDzp5tR7G8zk\nGuiTncdLcJs4cSLjxl1Ca6sW5xGR4hMokBtj/hL4HLAZOBF/2gIK5CEIKxhVmqiT4VpaWuju7mbh\nwjv4zncGRZ50JyKSjaAt8puBGdbaY1EWphLlKzO7HPmT1Nrb3S2suvNWcLvkkkvo6TknsvOIiOQq\naLLbdmBolAWpVPnKzC5HUSXDJSa45SvpTkQkG0Fb5IeBV40xzwKnWuXW2j/I5qTGmD8EfgfXPf86\n8NvW2qPZHKvUKUhkL6pkuNdff50dO3Zw4403csYZZ3DGGflJuhMRyUbQQP7L+C1n8aS5PwAusNYe\nMcb8G3AH8GgYxy81+crMLldhbzBz7NgxVq5cycSJE/nEJz4R2XlERMISKJBba39kjBkJTLbWbgnp\nvCONMceBM4APQjhmyVKQKB5egptWcBORUhHom8oY8yngVWBZ/PHHjTFZtdCtte8DfwW8B+wCuqy1\nK7I5lkiY9uzZQ1tbG3PmzNEKbiJSMoy1Nv2bjNkALAJarLWfiD/3hrX2ooxPaEwt8DPcdLaDwL8D\nT1prH094333AfQATJkyY88QTT2R6qpS6u7uprq4O7XhS+nVqreW1116jp6eHSy+9lKFDC5vbWer1\nWYxUp+FSfYbPX6cLFy7cYK1tDPK5oGPkx621XcYY/3MnMyviKdcA71pr9wIYY/4DuBzoF8ittQ8D\nDwM0Njba5ubmLE93upaWFrI5nn++N2hc2y/bOvUr5Hz6jRs30tXVxY033sicOXPye/IkwqhP6U91\nGi7VZ/iyrdOggXyTMebzwGBjzPm4ZLW1GZ/NeQ+4zBhzBnAEuBpYn+Wx8sY/3/voUTAGhg/X3O+w\nFHI+/dGjR1m5ciXnnHOOtigVkZITNJvn94ELcVPPfgJ0Af81mxNaa9uAJ4FXcFPPBhFveRcz/3zv\nri7o7NTc7zAVcj69l+B2/fXXk9DrJCJS9IJmrR8G/sQY8934zzmx1j4APJDrcfLJP9+7psa1yDX3\nOzyFmk+/Z88eXn75ZebMmcPEiRPzc1IRkRAFXWv9cuAfgWpgsjHmY8B/stb+XpSFKyaJ871BY+Rh\nKsR8em1RKiLlIOgY+feBTxJfFMZa+5ox5qrISlWkEud7K4CHK9/z6V9//XXee+89PvWpTzFy5Mj8\nnVhEJESBtzG11sYSxg9PpHqvSLE7evQoK1as4Jxzzum3glsmosiy947Z0TE8nAOKSNkLGshj8e51\na4wZCnwVeDO6YolEq6WlhZ6eHj7/+c9nleAWRZa9/5h7905h3jz1+ohIekGz1n8X+C/AOcD7wMfj\nj0VKzu7du3n55ZdpbGzMOsEtiix7/zFPnBik2RAiEkjaFrkxZjBwt7X2rjyURyRS1lqWLl3KiBEj\nWLRoUdbHiSLL3n/MwYNPajaEiASSNpBba0/EF4P5fh7KIxKpjRs3hpLgFkWWvf+Yu3btoL5e0+FE\nJL2gY+SrjTE/AP4V6PGetNa+EkmpRCLgX8Et2wQ3vyiy7L1jtrQcC/fAIlK2ggbyj8fv/6fvOYvb\nSEWkJKxatYqenh7uuusureAmImUj6MpuC6MuiEiUdu/ezbp162hsbOTss88udHFEREITdGW3ryV5\nugvYYK19NdwiiYTLW8Ft5MiROSW4iYgUo6DTzxpxU9DOid/+E3Ad8Igx5v6IyiYSio0bNxKLxbjm\nmmu0gpuIlJ2gY+STgEustd0AxpgHgF8DVwEbgAejKZ5IbrwEt0mTJvHxj388/QdEREpM0Bb5eNwW\npp7jwAT4EUkeAAAgAElEQVRr7ZGE50WKyqpVqzh8+LC2KBWRshW0Rf5joM0Y8xRggBuBnxhjqoDN\nURVOopduvfAo1hPPFyW4iUglCJq1/h1jzFLgivhTv2utXR//WSu+lah064VHsZ54vvgT3BYu1KQL\nESlfQbvWsdaut9b+DXDEF8TLQiwGra3uvpKkWy88ivXE8+W1115TgltAlfr3L1IuAm9j6vO7wMNh\nF6RQSrnVmat064VHsZ54PijBLbhK/vsXKRfZBPKyyhjytzrb292tUr7I0q0XHvZ64m1tsG4dzJ0L\nTU25HWsgzz33HEeOHFGCWwCV/PcvUi6CLggz1Vr7bvzhp5I8V7JKtdUZlnTrhYe1nnhbG9xzT1/L\n77HHognmu3fvZv369UpwC6jS//5FykHQFvnPgEsArLU74889CcyJolD5FMUuVqUqygz2detcEK+v\nd8dZty78QK4Et8zp71+k9A0YyI0xM4ELgRpjzGd8L40CRkRZsHwKo9VZytO0IPoM9rlz3ediMXc/\nd274v4OX4HbTTTcpwS0DUeziJiL5k65FPgM3Z3w08S71uEPAl6MqVKkp5YQh7wJk0yZ4/32YORM6\nO08fK811LLWpyXWnRzVGfuTIEVauXEl9fT0f+9jHwj14mSrmi89iLptIsRkwkFtrnwKeMsbMs9a+\nmKcylZxSTRjyLkC6uuCVV+DECdi2DebMiSaDvakpuiS3VatWKcEtA8V88VnMZRMpRkHnkd9ijBll\njBlqjHnWGLPXGPNbkZashJRqwpB3AVJd7R5feilMmwa33po6g/1LXyq+L9Zdu3adSnCrq6srdHFK\nQjGvEVDMZRMpRkGT3RZba+83xtwCtAOfAV4AHo+qYKWkVBOGvAuQri53by1MmpS61VyMY6naojQ7\nxXzxWcxlEylGQQP50Pj9DcC/W2u71H3ZXzEGuXT8FyDDhsFHH5XWhQjAq6++ys6dO7npppsYMaJs\n8i8jV8wXn8VcNpFiFDSQ/19jzFvAEeA/G2PGAUejK5bkSylegHiOHDnCM888owS3LBXzv30xl02k\n2AQaI7fWfhO4HGi01h4HeoCboiyYSDpawU1EJLMlWicC1xhj/P2Xj4VcHpFAdu3axYYNG5g7d64S\n3ESkogVdovUBoBm4AHgaWAKsRoFcCsBLcDvjjDO0gpuIVLyg089uBa4Gdltrfxv4GFATWalEBuAl\nuF177bVKcBORihe0a/2ItfakMabXGDMK6ACUihKXr129pH+C2+zZswtdHBGRggsayNcbY0YDjwAb\ngG5AK72Rv129xFGCm4hIf4ECubX29+I//r0xZhkwylq7MbpilQ5vV69x49y814cfhokTNXUmbLEY\nbNz4AevXr+fSSy9VgpuIFI1C98oGTXa7BXjOWttlrW03xow2xtxsrf1FxOUret4uXm+8AceOwfLl\n0NMDDz2UPphrY4hg3NrblnHjnmbo0CrOP18JbiJSHIqhVzZostsD1tou74G19iDwQDRFKi1NTfCN\nb8DkyS4gjx3rljxNtz60tzHED3/o7mOxfJS2NLW3w4gRv2HEiPc5cOBadu1SgpuIFAevV7a+3t2v\nW5f/MgQN5Mnel8kc9LJ2ww3gLSzW0wM1NenXh9bGEMGdffYRxox5lqNHJ3P06GytvS0pxWLQ2qoL\nY8mfuXNdSzwWc/deL20+ZZLs9tfA38Yf/xdc0pvgrsQefNB1sYBrpafrKtfGEMFt2fIcQ4YcYd68\n67noIqNhCElK259KITQ1ue70oh8jB34f+FPgX+OPV+CCucRluja0NoYI5oMPXIJbU1MT1103odDF\nkSLm7+Vqb3c3/b+SfGhqKuxspaCBvM5a+98iLUkF0sYQA/NWcKuqqqK5ubnQxZEip14uqVRBA/k/\nGWMmAeuAVuAFa+3r0RVLBH7zm9/w/vvvc/PNN2sFN0lLvVxSqYLOI19gjBkGzMWtuf5rY0y1tXZM\nlIUrRbFYZmPlkpy3gtvkyZO1gpsEpl4uqURB55FfCcyP30YDv8K1zMUnFoP774f1693jOXOCzSeX\n0z377LMcPXpUK7iJiKQRtGu9BZel/hfA09bajyIrUQlrb4fOTqiqco+9+eQK5Jn54IMP2LBhA01N\nTUyYoAQ3EZGBBA3kY4ErgKuAPzDGnARetNZ+K7KSlaCGBqithXfecY+DzCeX/pTgJiKSmaBj5AeN\nMdtxO55NAi4HhkZZsFKUzXxy6c9LcLvllluU4CYiEkDQMfLtwFvAauDvgN9W93pySrbJ3uHDh08l\nuF188cWFLo6ISEkI2rV+nrX2ZFgnjW+J+o/ARYAFvmit1baoCYJsqlJOG68899xzSnATEclQ0EA+\n0Rjzf3Dj5OAy1r9qrd2Z5Xn/Blhmrb01Pq3tjCyPUxSiCKZBlpsspyUpleAmxS7b/+fldLEtxSlo\nIP9n4CfAbfHHvxV/7tpMT2iMqcElzd0LEO+iL9lu+qiCaZDlJstlSUprLb/+9a+prq5WgpsUpWz/\nn5fTxbYUL2OtTf8mY1611n483XOBTmjMx4GHgc3Ax3DT2r5qre1JeN99wH0AEyZMmPPEE09keqqU\nuru7qa6uDuVYGzfW8PTTZ1NXd5Tdu0dw/fW7mD27K/0H0+joGM6PfjSFEycGMXjwSb7whR2MH38s\n4/fkS5A67egYzu7dI6irO9qvnLt27WLr1q3MnDkTYyYnfU+lCfNvVJxc6jTb/+dRfT8UA/2Nhs9f\npwsXLtxgrW0M8rmgLfL9xpjfAn4af3wnsD/jUvad8xLg9621bcaYvwG+CfSbymatfRgX8GlsbLRh\nttRaWlpCa/lNmwYbN7or7kmT4JZb6kK54o7FYNAg2LfP7XHe1DQx6XHnzfN3203M/cRZSlensRg8\n/vjpLZO33z7MmjU/oK5uCvPm3c799xu6utzUvUpeTCfMv1FxcqnTbP+fR/X9UAz0Nxq+bOs0aCD/\nIvB/gO/jktPWAr+d8dmcncBOa218khZP4gJ5UUo3vhXF+s5ed1xXl/sSmD0bli1L3i1XKlnyyYYB\nAB5++Fmqqo7y6qvXY61hwwa3oM62bW4aXyn8blL+sv1/rvXfJR+CziPfAXw6jBNaa3cbY2LGmBnW\n2i3A1bhu9qITdHwrm2A60AWCF/Sqq/vfl+oYOCTfmWrjxvepqnoFuIwjR8azd29hyygykGwvmkvl\nYltK14CB3BjzpwO8bK2138nyvL8P/Diesb6d7Fv3kYoqmSzdBYIX9Lq63H13d+mvEpfYMjnnnJP8\n8pdPc/JkNbFYM0OGwOLFsHmzW+a2traw+/uKiJSKdC3yniTPVQFfAs4Csgrk1tpXgUCD+IUU1f7G\n6S4Q/EFv2DD46KPy6Jbzt0w2bPgN+/Z9wKJFn2Hw4OGnfr8HH1Q3pIhIJgYM5Nba73k/G2POBL6K\naz0/AXwv1efKRVTjW0EuEMq5O+7w4cM8++yzTJkyhQULLsK/9ks5/94iIlFIO0ZujBkDfA24C/gR\ncIm1tjPqghWLKAJLpSfAaItSEZHwpBsjfwj4DG4a2MXW2u68lCoPwlptKRbLbpOUSm15vv/++7zy\nyitcdtlljB8/vtDFEREpeela5F8HjgH/A/gTX+vJ4JLdRkVYtsh0dAxPOqc5U7EY3H8/rF/vHs+Z\nU9lzn9M5efIkTz/9tFZwExEJUbox8kH5Kkg+7d49IpRs9PZ2l2FdVeUed3UVboqYv4fBK1uxddu/\n8sorfPDBB3zmM59h+PDhhS6OiEhZCLogTFmpqzsaSjZ6Q4ObJvXOO+5xoaaI+aezHT0KxsDw4cW1\ntrOX4NbQ0MBFF11U6OKIiJSNigzk48cfCyXZzJsulWqMPNU4fNi7Ifmns7W1gbVw2WXFtZHKM888\nw0cffcSSJUuU4CYiEqKKDOQQXrJZquOkWvQlit2Q/NPZampcizzsue+52LlzJ7/5zW+YN2+eEtxE\nREJWsYE8aqkWfYlitbjE6Wze+YthjNxLcDvzzDNZsGBBYQsjIlKGFMgjkmrRl6hWi0vsGcg2gIc9\nHPDKK6+wa9cuPvvZzyrBTUQkAgrkEUm16EuQxWCynZueq7CHA/wJbhdeeGH0v4CISAVSII9QqvHz\ngcbnCzk3PezhAC/BTSu4iYhEpyzniZcy/9z0qqq+uemJYjFobXX3QZ4PIszhAC/BrampiXHjxmVe\nGBERCUQt8iITZG56VBnxuQwH+CnBTUQkfxTIs+AlfiXbYjTX8e10c9Mh2oz4bIYDEm3YsEEJbnGZ\nJAkmrs4nIhKEAnmGvFZvVxds3AizZ7tW8wMPuNe/8Q3YsMH93NjognJYwdST74z4TPT09PDcc88x\nderUik9wy6SHJPG9ixdX9gWQiASnQJ4hr9VbXd3/3hvH7urqW3u9szOaldXC6gKPwrPPPqsV3OIy\n6SFJfO/u3SPyVEoRKXUK5BnyWr1dXe6+u7v/OHZNDWzb5n6urY2uVRxGF3jYvAS3yy+/XAluZNZD\nkvjeurqjp72nrQ3WrYO5c92Qi4gIKJBnzN/qTTZG/tBD4cwBTza2GvYa7WGy1vLrX/+aM888k6uu\nuqrQxSkKmfSQJL73nXeO9Xu9rQ3uuaev6/2xxxTMRcRRIM9Cqlav12KaPNkFeC+gZxp0k42tQvhr\ntIfpgw8+YPfu3dx6660Vn+Dml0kPif+93qwFz7p17t/em52wbp0CuYg4CuQpDJSZnozXYjp6FA4c\ncN3qw4dnt6BLsrFVCH+N9rD09PTQ3t7O1KlTueCCCwpdnLI0d667gIvF3P3cuYUukYgUCwXyJAbK\nTE8VPL0WU20tdHTAiRP9F3TJJOimGlstdEZ6Ks888wwnTpxQgluEmppcd7rGyEUkkQJ5EgNlpqcK\nyF6LqbPT3Q8eDD09yRd0SSfV2GqhM9KTicVivPrqq0yaNEkJbhFralIAF5HTKZAnkS4zPRl/i8kb\nI/eezyboJhtbLWRGejL+FdwaiqmLQESkgiiQJ5EuMz2VUmgxhZn5vn79+lMJbnv37g2jeCIikiEF\n8hSyaf0W+zzfXNdi9+vp6WHVqlWnEtyef/75cAsrIiKBKJCHJN08X28N9n373OOxY/O71ziEsxa7\nR1uUiogUBwXyHHld1S0tLkiOGwfvvQcrVvQFcm+P8Rdf7Avk48bBZZdltxZ7tsJai91LcLviiisY\nO3ZsiCUUEZFMKZDnwN9V3dkJx4/D5s3utfXr3evermReNvugQWCty2qPai32VGVta3MbueTSG+Al\nuI0aNUoruImIFAEF8hz4u6oBbr8dWlvh4ov7T1fz9hjv7YWTJ917T5yIdi12v1js9F3Zsh3D9ye4\nDRs2DHAXCD//+URGjizO3AARkXKmQJ6DxK7q226Dgwf7xsm9IO3fY7wQY+Tt7eHsyuZtUXruueee\nWsHNyw3o7p7EsmVaA1xEJN8qOpDnOhUr2cItEycmP2Yh54A3NISzK9szzzzD8ePH+63g5q1oN27c\nRxw6dEbaNcCj2vilmDeUERGJUsUG8rCmYiUG6GQBO4wg4z8GZHa8+vrcd2V77733kia4eSva7d07\njOrqgdcAD3P6Wz6OK8Uh1f8fXbyJOBUbyBOnYrW1RddS9AeZL3859QIzXkIa9A+2/mMcO+aS5UaM\nyCxo5dIjMFCCm7ei3U9+spPPf376gK3xMKe/5eO4UnipLtJ08SbSp2IDuX98+9gxePLJzINjEP4g\ns2kTfOc7bnw88TzJEtK8qWn+Y7z0EhgDM2fmL2itW7eOPXv2cNttt51KcPNraoIjRz6gqWn6gMcJ\na/rbQMc9ehT27OmbMZCMWnKlI9VFmi7eRPpUbCD3j2/v2QO/+lU0Xwr+IHPkCIwcmfw8AyWk+Y9R\nW+ta5PnaBa27u5tVq1Zx7rnnMmvWrJyOlWozmFx5x21rg5/9zP1bLluW/IJMLbnSkuriL6qLQpFS\nVLGBHPq6m2Mx98UfxZdC4rrtjzyS/DwDJaTV18OnPw3PPQeLFsEnPhHumLtXB8mOmSzBLRdRJf15\nrbThwwe+IFNLrrSkuviL6qJQpBRVdCD3RP2l4A9eA2W1p0pIa2tz3e69vbB0qRuTnj8/+/IkG7d/\n5JHTW6nvvfcer732GldeeWVJrOAWpJWmllzpSXXxV2y7AYoUigJ5XLovhVyyxoOeJ9Vr3hQvr+Wc\nbopXOomtUu/4/lbqOef0JbjNz+WqIQ/8/zbJLsgSexvUkhORcqJAHkAYWePpDLRzmjfFKxZz9wNN\n8QoisVU6dy68+mr/Vmq6BLdikWzM23/dkWpMXAFcRMqFAnkAUWeNp9s5zZviFdYWqekWsqmt7ebH\nP17FtGnTck5wi1q6MW+NiYtIuVMgDyDqrPEgXedNTeEufTrQQja/+EW4CW5RSjfmXcgx8WKb5lZs\n5RGRcCiQB5DYgoVwvxCDdp0n+yIO+8t5x44dpxLczjrrrNwPGLF0Y95Rj4kPtOpYYpc+FC6Qatqd\nSPlSIA8oWQs2LEG6zlMFhkyCRbqg71/BrdgT3PzSjXlHNSY+UHBMtnLgsmWFC6QaYhApXwrkRSJd\n13myL2Lov2rco4+6/dCHD0++cly6Ftm6devo6Ojg9ttvL+oEt2IxUHBM7NKHwgZSTbsTKV8K5CUi\n1RfxkCEuiG/cCHv3wvvvw403nr5VaboWmbeC27Rp05g5c2b+frESNlBwTDYcE9WiQ0Fo2p1I+VIg\nLxGpvogfeACeesr9PGmSC+Rvvul+Tlw5bqAW2cqVK+nt7S2JBLdiEWR83v9coQOppt2JlKeCBXJj\nzGBgPfC+tfbGQpUjFwPN/Y5Csi/i+nq46SY3D7yzE+bMgVtvPX2r0oGCzo4dO9i4cSPz588viQS3\nYpJJcFQgFZEoFLJF/lXgTWBUAcuQtXRzv9PxEs+GDUu9rWlQQbtNkwUSL8GtpqampBLcRETEKUgg\nN8ZMAm4Avgt8rRBlyFUuy6Z6iWddXW5se/Zst2FKLpnM/rFw/+OBMtVjMWhtfflUgtvQoUMHLLPG\nV0VEik+hWuT/G7gfOLNA589ZLsumeoln1dX973PJZA46Pc0f4L/znUOcfXYLx45No6oqdYKb5iCL\niBSvvAdyY8yNQIe1doMxpnmA990H3AcwYcIEWlpaQitDd3d3KMf76lfPZMuWM5kx4xBHjhwi6CE7\nOoazd+8UuruH8NFHVWzf3kN1dS+7du2gpeVYVmXZuLGGnTvPpq7uKDt3juDnP98FcNpzs2d3nXr/\nsGFvYsxx3nprLr/4xaunXgty7MT3hlWniTo6hrN79wjq6o4yfnx2dZOPY4YtqvqsZKrTcKk+w5dt\nnRaiRX4F8GljzPXACGCUMeZxa+1v+d9krX0YeBigsbHRNjc3h1aAlpYWwjheLoeYN88/Rl4V77Ke\nmPXxpk1z3fS9vS5j/ZZb6oDTn/Na0lVVO+jsfJuDB+czduwMbrkldSs72bET3xtWnfrFYvD44+H2\nBERxzChEUZ+VTnUaLtVn+LKt07wHcmvtfwf+O0C8Rf5HiUG8EoSdwTzQ9LTE506cOMH69U9TVVXD\nggXzmTYt/cpohZg6FcVqZFrhTETKjeaRl5FU09NSreD2uc99jpkzUye4pTtO1KJYjUwrnIlIuSlo\nILfWtgAthSxDpTl06BCrVq3ivPPOY8aMGYUuzoCi6AnQCmciUm7UIq8wK1eu5MSJEyWzglsUPQFa\nmEVEyokCeQphLthSLHbs2MHrr7/O/PnzGTNmTOjH11xzEZH8UyBPwps3vWsX/OY3MHkyTJ0KDz5Y\nugHqxIkTka7g1tExPK/Z4NlcNOhCQ0TKkQJ5Eu3tbtW1zZvdjmLd3bBnj1uW1R8ASikwvPzyy6cS\n3LwV3GIx9zvB6WuzZ2r37hF5ywbPZoEaLWojIuVKgTyJhgY4csTdBg1yt+PH+7+nlALDoUOHaGlp\n4fzzzz+V4BaLwf33w/r17j1z5sBDD2X/O9TVHc1bNng2U8g07UxEytWgQhegGNXXw7e+BRdeCOPG\nuSVUL7mk/1rqXqvdGNcF/9RTLjgWIy/B7brrrjuV4Nbe7nZLq6pyt66uvnXaszF+/DEeeAC+9KXo\nL2qymUKmaWciUq7UIk+hqQkefTR11/OwYW61s6NH4eBB99yrr6YOYv5ueBi4Sz7MLu/29nZef/11\nrrrqqn4Jbg0NUFsL77zjHtfUZBbckg0rJMsGTzf8kM3wRDZTyDTtTETKlQL5ALzA5AUbT3u7GzOf\nPRt6etxY+vjxqTc+8bqxOzth+HAYORJGjEjeJR+LwTe+ARs2uMeNjdkn2XkJbqNHj+bKK6887Xd7\n8MHsLhhSbdAS5H2Jv2u2wxPZTCHTtDMRKUcK5Gn4g83Ro64rffhwOHYMBg923dLDh7uEOK9Vm9ii\nbmtzY9FVVbBvH5x3nlunPdlYrddlX1XlHnd2Zj+e+/LLL7N3717uuOOOpFuUZhvYko03B31f4u+q\ncWsRkdwokKfhDzYtLa4bffp0sBY+9zmYMKH/XPMPPoA//mPXZT10qGtRL1jQd7yhQ90FQKqx2oYG\nd0GwbZt7XFub3XiuP8Ft+vTpmR9gAMnGm70u+nTvy+R1ERFJT4E8DS/YbNoE27fDgQPuftw4+KM/\n6p8A5/b4hrfechnvdXWuRT12rMsK7+qCmTPhD/8w9SIz9fUuezzXMfJkCW5hSTbenCyQpxuX1ri1\niEjuFMjT8ILNU0+5OeXV1S4In3OOu/drb3fj37W1cOgQfPih+7mpyd2CBqxcx3JTJbiFKWgZ070v\n6nHrTJIMRURKkQJ5APX1cNNNsHo1vP++GyefODF1t/isWa7L/bbb4IYb3GuJASSqxWQGSnArhCiy\n1jM5d7L8hmKf9y8ikgkF8oCCdHkn6ypOleEdxmIyyYLg8uVt7N27l2uuSZ7glk9RZq0H4c9vaGtz\neQ2XXabEOhEpLwrkGQjSDZz4nlQZ3rlmaycLgocPH6Kt7XmOHp3OP//zDCZPLmywKnTWuj+ZrqbG\ntciVWCci5UaBPGKpMrNzzdZOFgQ3bVoBnGDkyOtSzmnPp0JnrSf2kIDGyEWk/CiQJxHmuG2qzOxc\ns7UTg+Dw4e+yZ88bHDq0gAMHaoui1VkMWeuJPSQK4CJSbhTIE0QxbpusSz7XbG1/EJw8+QS//vVS\nRo8ezT33XMHOncXT6ix01rqISLnTpikJvC7r2lq3KMujj56+GUosBq2t7t7/c77V18P8+fD++y7B\nbcmSJUydOpT58/MTHJP97oWsDxGRSqQWeYKGBrf86i9+Afv3e2PPfVt8+lvsx465TOhU66bnw4cf\nfsjzzz/P9OnTQ1/BbSCJPReLFw8vqa1dRUTKhVrkCerr4bOfdZugTJoEo0f3bfHZ1gbf+57btrSh\nwa3a1tXlfvaSy/LNv4JbPvmT7Xp7YffuEac9V4j6EBGpNGqRJ9HUBOee6zY6OX7cTV3q7HS7kh07\n5n4G1/1ubV/C2bBhrls5aIZ0qqS6oMl27777Lm+88QYLFiygtrY2t186Q4nJdnV1R7V2uohIASiQ\nJ5Fsi8+nnnJblo4c6W7nnw9f/7p7vb3dBfFHHhm4y90foD/4wK3LPnKku1DwvydI97S3glttbS1X\nXHFFnmqmT2LG+TvvHNPa6SIiBaBAnkJiNvXIkdDR4QK0MXDxxX2v19e7lrjXrfzSS+49M2f2XwTG\nv1zo3r19C5VMm9Y35zvoIinLl7exb98+Jk++k927hxYkaPrryNs0RVnoIiL5pTHygI4ccTueTZni\n7o8c6f+6v1u5ttYFaH8Xsz9Ad3W5n2tq3M9HjvR1Qwfpnn7rrQ9pa2th587p/PmfT+f++5UlLiJS\nqdQiD2juXLfzWW+vu587t//rA60iBrBnj2uJe63w0aPdsY4cgW99q3/rPl339KpVKwDLpk3XUVXl\nxuwLvYqbiIgUhgJ5QE1N8NhjsG6dC+L+fcg9yVYR8495GwM33tj32YFWPEsVlLdv305Hxyb2729m\n716X4FZbW9jEslgMNm6sYdq08DZ/ERFJxvu+GDbMbSWt7w0F8kBisb7Et5tuyuyPJnHMe8KE/q3v\nTJw4cYKlS5dSW1vLPfdcQXOzez7ZTmz54l2o7Nx5Nhs3Zj53XHPPRSQo7/uiqws2boTZs/snC1cq\nBfI0YjG4/343FQ1gzpz+i8OkuzJMN+adyRS0l156iX379nHnnXcydeoQpk4N/dfNmHehUld3NKuN\nWqLeAU1Eyof3feEf5iyGDaIKTYE8jfZ2NwZdVeUee4vDQLArw4HGvFO1Rr2Lh85O123+4INQU+NW\ncJsxYwbTp08vmu5o70Jl584RTJqUeRe/5p6LSFDe90VXl7vv7nbfu5X+vaFAnkZDgwum3vQq74/G\nuzI0Bg4dcve7drmV3xYt6hu39sa7E4NtLObmpnd1wYUX9m+NtrW5HoCqKnde162/Amstn/zkJ4uq\nO9q7UPn5z3dxyy11GZdDc89FJCj/94XGyPsokKeRbHEY74/m6FGX/Nbd7eaRd3fDa6/BP/8zXHkl\nnH128iCbOM4DA19VdndvZ8eOTTQ3N1NbW8sbbxRXd3R9Pcye3ZV1GTT3XESC0vfF6RTIA0i1Demt\nt8LBg25N9rVr3WIxY8e6AG1t6rEbrzV/4YXu8YIF/ZPomprcWHxXF9TUnODgwf4ruBVbd3SuWeuJ\nx1LrXEQkOAXyHDQ1wbJlLuCOGeOWcD14EAYNcq31fftc908ifyCuqTk9E76+3iXUtbfDhx++xPr1\n+/n85z/PkCFDTr0etDvan3EfRXZ7rlnryY5VDEMGIiKlQoE8R+eeCz/7GdTVuWA+dy5MnAg//7lb\n1vWRR9zjxED95S/3zUlPlq0+bBgcPdrFq6+6BLfzzz+/33mDdC8NlHEfllyz1pMdq1iGDERESoEC\neZZiMbcb2urV8OGHbqOUWbM4Nbd77NjUASkW69tg5dVX+wJ94tj5DTes4MwzLbNnZ7dFaaqM+zCD\nYxOvmikAABMvSURBVK5Z68mOVSxDBiIipUCBPEvt7S4wjhoFhw+7gOlfM32ggJSq5emfIzlu3DvU\n1Gyms3Mh+/ePzqqMqTLuw5Rr1nqyY2mMXEQkOAXyLDU0uMDo7Vd+7rn910wfKCClanl6z3/4YS9N\nTUs5dqyW7u7Lsw6+A2XchynXrPXEYymAi4gEp0CeQltb+nXVH3oodZAcKCClanl6z7e0vMT27fv5\n2Mc+z5w5Q3Ju5Sab/qZWr4hIeVAgT6KtDe65x3Vz9/bCbbe5W2JAz6X1mOqzo0Z1EYu9wMyZM7n5\n5vNPf0OOlBkuIlJetB95EuvW9e0X/sEH8OijcOed8Bd/AU8+2bf3dyzmHvufSxSLucVigu4XvmJF\n3wpuUfCPz3tZ5iIiUrrUIk9i8mQ39u0FuQkTYMcO+P73XXCfMwf+8A/d4w0bXJLbhAmudfvpT/cd\nJ13r19/FDbBhwzts3ryZhQsXMnp0dglu6SgzXESkvCiQJ4jF4Je/hIsvhm3b3Brqe/a4YFxV5W5d\nXa7V3tXlPrN3Lxw4AF/5igvo/v3GU82L9gf5o0dh0KBepk5dijFjqK+/PLLfT5nhIiLlRV3rCbzg\nO306nDzZ12KtqYH9+71lU10SXE2NW8nt5Ek3ZWzQIBfgPQO1fv1BvqsLRox4kWHD9rN//xJ27oz2\n+qq+HubPVxAXESkHapHHeUuZ7tvnWshvvumenzbNBes5c6CjA66+Gu69ty9r/V/+BX7wA7cS2/Dh\nLsB7x2tvdyu4Jduhxx/kzzqri/r6Vnp6ZnL8+Hll1d2dS4a8sutFRNJTIOf0pUxnzYKbb4aWFjhx\nwm2AEovBGWfA4sXuPU8+6e7vvtsFd/9UtSCZ4f4u7u3blxOLWa644pPMmhV90AoaIHMNpLlkyCu7\nXkQkGAVyTl/K9PhxtzPZDTe4VvrBg66FPnQofPe77j1ei72x0S268pWv9D9ekDXD6+vh2LFtPPfc\nmyxcuJCrroomwc0vaIAMI5Dmsna61l0XEQkm72Pkxph6Y8wqY8xmY8wmY8xX812GRN5Spj097uYt\nZVpf75LXBg92a6fX1LjEtz17+hLfOjtPn8IVNDO8t7eXpUuXMmbMGC6/PLoEN7+g08/CmKaWS4a8\nsutFRIIpRIu8F/i6tfYVY8yZwAZjzEpr7eYClAUYeCnTxPXKJ092916LvLb29CATNDP8xRdf5MCB\nA9x1112ntiiNWtAAGUYgzSVDXtn1IiLB5D2QW2t3AbviPx8yxrwJnAMULJBD6pXWkgV5SL9+ebpV\n3w4ePMgLL7zArFmzOO+883IrfAaCBsiwAmkUq9+JiEifgo6RG2MagE8AbYUsRzrJAkquAWbFihUA\nka3gNpCgAVKBVESk+BlrbWFObEw18DzwXWvtfyR5/T7gPoAJEybMeeKJJ0I7d3d3N9XV1QB0dAxn\n9+4R1NUdZfz4Y6GdYyAHDhzg9ddfp6GhgSlTpuTlnEEk1kUmdeOv06DHT/d8JculPsP+TLkIUqcS\nnOozfP46Xbhw4QZrbWOQzxWkRW6MGQr8DPhxsiAOYK19GHgYoLGx0TY3N4d2/paWFpqbm4nF4PHH\ng2Vmt7XBihXufeefn/2WoL29vfzd3/0do0aNoaHhLs499/TdzQoxfzqxLr78Zff7Bs1a9+o06PG9\n42Xyb1BJsq3PgVR6XaerU8mM6jN82dZp3gO5McYAPwTetNb+db7P7xd0ilNbm9s0paMDjh2Dujq4\n4gq3IEymX4Rr167lwIED7N17F6+9NuS0L9RCzZ9OrAtv45iwpn+lqmtNM8tONvWmuhYpT4VYovUK\n4G5gkTHm1fjt+gKUI3Bm9rp1LoAPG+bWXj950i2rmmpKVlubW+2tLWHk/+DBg7S2tjJu3Cy6u89L\nOrWrULuTJdbF3LnhTv9KVdeaZpadbOpNdS1SngqRtb4aMPk+bzJBM7PnznXLr3Z1uVXeBg3qm2ue\nyL+X+ZAh8NhjfZnuy5cvxxjDwoWf5JVXkn+hFurLNlldTJwYXhd/qrrWNLPsZFNvqmuR8lTxK7sF\nycxuaoKf/jTYGLnXJe2N/65b59779ttv89Zbb7Fo0SJmzapJ+YVayC/bxLoIO2t9oCl+CiqZy6be\nVNci5afiA3lQTU19LeuBeF3SsZh7PGQIrF3by+rVSxk16izmzZsHDPyFqi9bEREJStuYhqypyXWn\n33uvW6/92Wfhr/5qLUeOdLJt2xJ27dK1k4iIhEdRJQJNTW7r0nfegaFDD1JX10pPzwX09ExTprCI\niIRKLfKIeElro0YtBww7dy5WprCIiIROLfKI1NfDF7/4NitXvsX06VezeHGNMoVFRCR0CuQR6e3t\nZf36pZx11lncfvs8Bg8udIlERKQcqWs9ImvWrKG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ax.plot(list_of_cs_chl, list_of_model_chl, 'b.', alpha = 0.5)\n", "ax.plot(np.arange(0,15), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Chl 2017, depth = 5m')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\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": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uzJkzsmh3oaDGF17Q8wn5N6iVlf39qmtoUP2lS3Lnz8vX12to2jQV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\nTAiZWHPMdAIAAACgd0InAAAAAHondAIAAACgd8smdKqqt1b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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_model_chl - list_of_cs_chl, 'ro', alpha =0.5)\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": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kneJqrKWbLOnEZBw9anWcUqniz7x5Ni/Zk7bh4dFZ+eHh0U/gAGAq7r23uN1p\n9mwbu7vpnolwzJ1rKw7OnbOtdefO2fHcuVFHBoxt40bpkUfsOuvkSRsfeYR6iHHV22s7T155RXr+\neRuHhng4i2vt2iWdPm01nG6/3cbTp21eSnwdXZJOQC371rdsXLDAVhcsWDB6fvVq+2BsarInbU1N\ndrx6dTTxovp89KN20Txrlo1s/0VgYEBatcpqy73yio2rVtG9DuFYscIu6BsbpRtvtPH06WL9DCCu\naMBRPZyzpPbgoD08GRy0Y+eijgxxs2+fNU0p3T3S3Gzzkm2rS6ftJ5Uqvk5I8wtqOsXV7Nm2Dep6\n80C5+vrsPDp71upd1NfbORQs9wyK2q1aNbqoHV05UI6PflT6wz+086qpyer2/OEf2nt028SBA5Zg\nuvVWSwhcuGDHbEtAGG64QXrDG+w77sIF+xx6wxtsHgDC4L09sA0+Z4KaTuw8wdW8L668DepYzp1r\nD2Ul23IXdLILtLbafAKQdIqrWbOun3QKTlygHKmUJZxSKat1cfmynVfz5tn7CS9qh2n63OfsaU5w\nXqVSdvy5z5F0gm0/6Ouzz5ahISv23NrKtgSE4+JF6V3vsi0vQaegW2+9/rUTAExFW5s1w0iniw9P\nBgcpQ4FrrVgh/e3fFjvPO2cPQ977Xns/k7EH++l08ff09dl8ApB0iqt58yxJMDRUXKHS0GAZdmCy\nrlyxH+naJcFhdfhA8pw9a+dV0BVxeNi+aM+ejToyxEFQw0my8+PSJTs3brwx2rhQG4IL+PXri3M9\nPde2oweAqVq92jpkvvxyMbm9bFmxCzQQCHaXDA8X54aHr91dIo3eXdLZOfOxRoCkU1y9853S179u\nJ2VDgyWfLlyweaBcFy7Y6Fwx6146j+qVz49eoZbNznzysHR5+VivkVzd3XYulF6ApVLFRBQQmMrn\nWTYrbdtmdZyClXQLFkgPPzwzMQOofZShQLn277dFIpJd96RSxXkp8btLSDrF1cc/Lv34x9Lx4/Zk\nuKnJTsqPfzzqyFBNhodtxVxw4xdsfyq9CUT1CTpgpNOjO2Bs2TKzX16NjdL589cmmRobZy4GxFdP\nT/GzJkh8Dw/bPBCYzufZ1St3Ke4LIEwJTxRgEs6ft3uu0vrLFy/afCDBu0tIOsVVR4f0x38c/UoG\nVLf6etueGVyIB9uf6vmrX9VKO2BIxTGXm9nPiAULpBMnils3JfvCDbokItmC8yJ42hckvEvPF2Cq\nn2e5nNTNI3dcAAAgAElEQVTSYsXpL160h3MtLTP/OQgAwJw5xbITqVTxeieoo5tw3HnGWYKzoaPE\nYRtRtZo9u/jBF0il6IJY7eLSAWPePPtCrauzn6B2GF+wkCy5HZwfV88Dgal+nh04YNsWenuLtS+P\nHbNaYgAQhrisLEf8/fRPS3/3d1bCJNhdMmuWzYOkE2Iun5ceeMDaTw4NSYcP20XmQw/xYV+O4eFr\nt9Jdbw7VJZORXnhhdGHLm26a+cKWZ89agunSpeJNX1MThcRh3vY26bnnRndyaWiweSAw1Y4+L7wg\nnTxZXMl7+bIdv/BC5WIFUB1275Z27rQagu3tUleXtHHj5P85uZx9tjz77OjrLVZU4mq/8AvSN79p\n18SBxkabB0mnWGOFj7RrlyWZBgaKN7U/+pHN79oVdXTxNzAwuXlUh5Urpcces60kLS32pL9QmPnC\nlleu2HLi+vriVs7Ll9k+BfOxj0m/+ZujL8BmzbJ5IDDVjj7d3cXumQHvKVQPJN3u3dLWrXZ9tGiR\nXSNt3WrvTTbxdOCA1dcNtu8ODkqHDo2u0wNIlnBqbbVzJVjlPXu2zU8l4VljSDrFFSt8zFe/Kp05\nYze0s2bZX+IzZ2weE7t40cagpopkq5yCeVSnQ4ekO++0m6u+PqmtTbrtNpufyS+2ZctstdXFi7ac\nuLFRmjvXngICwbkYxtNm1K6pFuodHCx+twUr6ZyzeQDJtXOnJYja2uw4GHfunPz3T2+v3Yf19xev\ncxoabB4otW+f1TSdM6c4d/68zYOkU2zt2iUdPWofmq2t9kF39GjyVvicOVPcEysV6xOdORNtXNWi\ntID49eZRnQoFS/isWFGcGx6e+ZpOXV329LCtzT6r+vvtp6trZuNAfG3cSJIJE5tKDctgdWV9fbE7\nYnAMILm6u22FU6mWlqmtgnROeuWVYrLpwgVLOPFwDVe7upPzRPMJk5r4lyAS+/ZJzc22RM85G5ub\nk5ctDQrQXrlif2mDbTtXF6bF9bW22hg8AQ6STcE8qlMmYyucSpVTAyVsGzdKH/iA9MMfSt/5jo0f\n+ABJBgCVt3ChXQt4X+zMWldn8wCSq73dHoCV6u+3+cny3j5TGhttxVNjox2TSMDV1q618iWDg3Z+\nDA7a8dq1UUcWCySd4opsqVmxwlY3DQ1ZR5qhITsuXeGBsa1ebRfhqVTxp67O5lG9slmredLTYzdb\nweuZrum0e7f0N38jLVli2/2WLLHj3btnNg7EVz4vbd8u3X+/jfl81BGhVrznPdKNN9pNYF2djTfe\naPMAkqury5JMvb12jdTbO/VV2G1ttsJp4ULp1lttbGgobtlD+Kr1umHzZtuFIBUfDC9bZvMg6RRb\nZEvNffcVn17Onl18qnnffVFHVh1uvlm64w7bbuC9jXfcYfOoXkENlHRaOnHCxija95bWTUilitvs\ndu6c2TgQT0Gr6Z6e0a2mq+UCEvG2aZO0fLl95gRFfpcvt3kAybVxo/TII3ZNcvKkjY88MrVV2KtX\nW/OWpiZLXDU12TEPbyujmq8bOjqkhx+W7rlH+smftPHhh5NVi3kcbHyPq82b7Wby9GnLljY0JDNb\nOjAgrV9vbbcHBmyL4dveRve1cs2ebcXo3/CGYieFU6ekn/iJqCPDdE2lBkrYwqybgNpDq2lUWnOz\n3ZgMDdl1UnNz1BEBiIOw6glms9K2baMXAfT3z/zK8qTI5exBajptx8FYLdcNcbg2jymSTnEVZEtL\nu7lks8k7kQsFac0a6R3vKM5FUTC5Wp05Y4nL0m2ZzlGIHeFob7dl66XLzKdaNwG1h1bTqKRczs6r\ns2etg2ZwnlXLzQmA6nB18x2a8VROoWAPEkq1tnLfVwNIOiHeMhlbWhlkuqVoCiZXq4MHbXVTUGTV\nOdsGdfBg1JGhFnR1Sb/5m7Z8PTBrlvTgg9HFhPjo7bXPm6YmO25qshUptJpGGEhqAqi0XE5autRK\nUwR6ekhuV0qt3/fl84ldUEJNp7iq5j2tYYpLweRq1dtrSaeg21/wmps+hOGWW+xirL5eunTJxqVL\nbR5oa7PP7dJtCcPDFGBFOHp7LYn5yivS88/bSFITgGQNTdavt8ZD69dPvcFJoXBtx2dW3lROLd/3\nJfzenpVOcZXLWQ2e0loY7e3Jy6wHBZNLs8Kdncn6bzAdjY32oVZfb8mmS5esxkpLS9SRoRbkclYf\n7Kd/ujjHE0AEVq+W5s61Gl/B99jy5XQfRTick15+2W5MJKv1mEpZ3TAAybV7t7R1q13rLlpkieit\nW+29ydZ5qvWVN3FTy/d91V6vappIOsXV9ZaNHzwonTsXdWQzj6JsUzd/vtV0unzZngDX1VkCav78\nqCNDLSgUbDvd3r3FpMKtt/IEECablR54gAKsqIyBgeKW8WD7uHM0GgGSrrSzrlQcd+6cfNIpm7XV\nKJJd4/T1WRKqszO8eDFard73JbxeFdvr4qq0FoZzNqZSLBvH5DQ32/kza5atepo1y47p8IMwzJ4t\nPf20JROC5PjTT9s8II1uYnC9Y2Cq+vuvX+C3vz+aeADEQ3f3tSv6p9pZN1h5k05bV/F02o5rMSmC\nyspkLGlZKkGr5qpqpZNz7j2S/lBSnaQ/9d5/KuKQKqetTXrtNbuJa2yULlxIbi2MBBddmzbvbVVT\nUPuiocHOIW78EIaxOrjQ2QWSfW63to7uLtbampil5Kgw56wMQbBtvL6++GAFQHKF3Vm3VlfeIHzj\n3bMmfNVc1ax0cs7VSfpjSfdIepuk+5xzb4s2qgpavdo+HF95xbqxvPKKHa9eHXVkMyvhRdemzTnp\nzBm7KE+lbDxzhotyhGNoSFq3zpIJ/f02rltn88CBA9L3vicdOWIdDo8cseMDB6KODLWgrs6SmfX1\n0rx5Nl68WGycASCZurrsmqS31x7Y9/bacVdX1JGhHPm8tH27dP/9NlbLPd9E96wJXzVXTSud3iHp\nqPf+uCQ5556Q9D5Jz0UaVaWsXCk99phl6TMZ+7B8/vnEZENfl/Cia9M2MGBPgoOfoHsdNS8QhqDA\n5vr1xbmeHivcCZw4If34x/Y6qLnT339tJyBgKoaHLdE9PGzfb0FJgqCwOIBkCuo27dxpW+ra26UH\nH5x8PSfMvCBxk06PTtxUQ3KmnHvWBK+aq6akU7ukH5Ucn5D0f0QUS+UdOiTdeWex609bm3TbbTaf\npA/NhBddm7ZXX7WL8fp621p35YptQ3j11agjQy1I+FJhTOD06eJKlLq64ufP6dNRR4a4mco2+sZG\nacEC+z4Lto/Pn2/zAJJt48Zk3S/VimpebMA967iqKek0IefchyV9WJIWLlyovXv3RhvQNNz63e9q\naMECacmS4uTwsBq++109X8X/XpP1puFhzTp8WJdLCl/XDwzoUnOzXprEf4ezZ89W9fkwVWv7+pRq\naJAbHpa7dEm+rk6+oUHDfX3al8D/HhNJ6nkyHfOXLlX7k0+q4dVXNTR/vrrf/369+tpr1tGuBnGO\nlG9tf79S9fWqu3RJ7sIF+bo6XZk1S8P9/TX/+cN5Ur65x47p5i99SZfnzdPluXNVf/Cg6r/zHf3o\ngx/UuWXLxvx9b21t1Q1Hjmh49mz55ma5S5eUOnlSr61Zo3+pkv/2nCeYCOcIylEr58nr97+lBbeH\nh9Xwwguxv/8N6561kqI8T6op6dQt6eaS48Ujc6/z3n9W0mclac2aNX596ZaParN3r60YCDK8kh0v\nXapF1fzvNVk33CB95CPSvn1WVL2pSVq6VPrEJ/TmSWS89+7dq6o+H6Zq4UJbVdDYaKsNLl+2ovQL\nFiTzv8cEEnueTFU+Lx0/Lt11l9Taqjl9fUofP17Txf45RyahtVV6+WUr7tzUJF2+rLpLlxLx+cN5\nMgl790pvecs11ztv/NGPxl81+da3Ss89Z1s2g0LiLS1a+Na3amGV/LfnPMFEOEdQjpo5T6r5/veG\nG2z1f2trcfX/8LD0W781qXvWSoryPKmaQuKSvi9phXPuzc652ZJ+UdKeiGOqnGzW/pL19NgJG7zO\nZqOObGa98IL04ot2QTlrlo0vvmjzmNjddxfbxgbFnVtabB6YrtJl0KlU8XUuF3VkiINgq1MqVay5\n09ho80CgULi2zlc5WxKef94eotTXFx+sXLhg8wCA6lPN978JLxQ+kTFXOjnnPj+Zf5D3/v7phzPu\nP/+yc65L0tck1Un6vPf+cCX/zEgFJ25pjYPOzuSduDt32g1KadvT3l6bZ6/2xDZtsg++U6eKNS9u\nvNHmgeli/zrGs3ixrUI5d664EmXu3GvPGSRb0JCg9Ml2X5/Nj+fFFy3ZNHduce7cOZsHAFSfjg5p\nw4bRReC7uqrn/jfBhcInMt72utuvOs5IWiDp1MjPjSM/pyW9VJHoruK9/6qkr87EnxULnLj2gXN1\nJ6yWFpvHxDo6pIcemnyBVqAcU71ZRDKsXm3J7n/5F1uB0tQkLVtm80Bgqg0JhoetI+KlS8Xt487R\nvQ4AqlU+L+3ZI61aJa1bZ98He/ZIt9zCvUuVGzPp5L1/e/DaOXevpD+Q9AHv/T+XzP8rSV+U9HuV\nDBIJ1t4unTxpNy4XLthTzYYGm0d5SF6iUuheh/GsXCk99pitVM1kbNXT889zfmC0qa7sXrr02uuD\nefOufVAFAKgO1dy9DuMqt6bTpyQ9WJpwkiTv/f8r6bclfTrswABJ0r332qqmc+ek2bNt7O62eQDR\nYv86xnPokHTnnZZ0Ghiw8c47bR4o1dEhbd8uff7zNpbzGdLVZauc2trsKXhbmx13dVU6WgBAJUy1\nxh9ir9zudUslnR/jvfOSloQSDXC1gQHpne+07RkDA1Jzs7Rmjb0GED1W0mEshYJtp1uxojg3PMzF\nI8IR1HUsrf3x4IPUewSAakXZhppVbtLpB5K2O+e+570/GUw6526StF3S/grEBhSX2g8O2odOa6sd\nc9MCAPHGxSMqbeNGkkwAUCso21Czyt1e92FZ0fAfOuf+2Tn3pHPunyW9ODL/HyoVIBJu9mzp61+X\njhyx2g1Hjtjx7NlRRwYAGE81tz4GAAAzi7INNauslU7e+8POuWWS7pf0dklvlPS8pD+X9Gfe+8HK\nhZhg+Txdx86ckV57rVhAfGhIOnvW5gEA8TXVAtGID65DAAAzibINNanc7XXy3l+Q9GgFY0GpfF56\n4AHp1ClLtBw+LO3fLz30ULL+Ih45It18syWagpbbCxbYPAAg3rh4rF75vG1zSKelxYttldqOHfF6\n6kxSDAAQF3wnjanc7XWSJOfcPc65jzvnPuucy4zMrRup7YQw7dolHT1qr4Mq/keP2nySOCfNmSMt\nWSK95S02zplj8wAAoDJKW1enUsXXuVzUkZkgKdbTMzopls9HHRkAIGnyeWnbNumpp6Qf/MDGbdv4\nThpRVtLJObfQOfddSV+R9MuSOiXNH3n7VyR9vDLhJdi+fdapranJEixNTXa8b1/Ukc2stWutU93g\noOS9jQMDNg8AACoj7q2r454UAwAkx6OPSseO2evgu/PYMZtH2Sud/kjSPElvGfkpXWbyDUk/E3Jc\n8H5y87Vq0yZp+XJ73ddn4/LlNg8AACojkyl+7wbi1H0w7kkxAEBysGBkXOXWdHqPpF/23h91ztVd\n9d4JSe3hhgWtXSt9+9t20jY2Wj2jgQHprruijmxmdXRYHSv2xwIAMHPi3ro6k5FeeEF6+WWLrbVV\nuukm6ZZboo4MAJA0Y5V+oSSMpEkUEpd0eYz5+ZLoXhe2zZutVeTp03Yx1dAgLVtm80lDIVoAAGZW\n3LsPrlwpPfaY1NJiP729Fmc2G3VkAICkWbtW2rv32gUj69dHHVkslJt0+kdJ/9E599WSuWCf1/2S\nvhVqVLCLuocfZoUPAACIRpwf+hw6JN15p9TdbQ/n2tqk226z+Y0bo44OADAV1doBbtMmWzBy6lRx\nwcjVJWGq9d8tBOUmnf6LpH+SdEjS38gSTr/mnLtN0u2SqOpcCXG+2AMAAIhKoWArwFesKM4ND1PT\nCQCqVdCVNJ0e3ZV0y5b43xNPVBKmmv/dQlBW0sl7f8g5t0bSJyR9SNIVSVlJ35T0q977IxWLEAAA\nACiVydhFezpdnItToXMAwOSUdiWVimMuVx2JmfEWjFT7v9s0lV3TyXt/VNIvVTAWAAAAYGJxL3QO\nAJicQkGaNctqIwUNIm69tTZWsBYKtsKpVII6rqbK+UXOuU86595a6WAAAACACXV0SBs2SM8+Kz3+\nuI0bNiTiiTEA1KSGBunpp6XBQWsQMThoxw0NUUc2fZmMJdJKJWh1bllJJ0kflnTIOZd3zm1zzi2r\nZFAAAADAmPJ5ac8eadUq6b77bNyzx+YBANXH+8nNV5Ns1lbj9vRY/cHgdUI6rpabdLpJ0s9J+o6k\n35T0gnPuGefcR51zyUjPAQCulc9L27dL999vIzd8AGZCaX2MVKr4OpeLOjIAwFRcvCitWyc1NUn9\n/TauW2fz1a6jw4qGp9PW5S6dTkwRcan8QuLDkr4l6VvOuc2SflbSL0h6QNIjzrnveO9/qnJhAgBi\nJ+GdOABEKOH1MQCg5gQNItavL8719EiLFkUWUqgS3Jm+3JVOr/PeX/Hef03SJkkfkfRjSXeGHRgA\nIOZYaQAgKgmvjwEANSfhW9Bq2aSSTs65Wc65e51zfy7plKQvSnpOVvMJAJAkhYKtLCjFSgMAMyGb\nlY4fl556SnrySRuPH+fmBACqVcK3oNWysrbXOefukfRBSe+T1CrpnyT9V0l/5b0/XbnwANkWnlzO\nbmQzGbug5MMHiF6wDDqdLs6x0gDATLm6uGwtFJsFEC/ch8ysBG9Bq2VlJZ0k/Z2k70n6pKQvee9f\nrlxIQAlqxgDxlc3a30fJVjj19dnf0c7OaOMCEI4432zlctKyZdKaNcW5nh6bj0uMAKpbPi9t2yad\nPi0NDUmHD0vPPCM9/DCfM5US5+8dTNmE2+ucc7MkrZP08977PyDhhBlFzRggvjo6pA0bpGeflR5/\n3MYNG7g4AGpB8NCnp2f0Q5+4dKgsFKQLF6S9e6Uvf9nGCxfY3gsgPI8+Kh07Zq+DcgLHjtk8whf3\n7x1MWTk1na5I+qakWyscC3AtasYA8ZXPS3v2SKtWSffdZ+OePVwcALUg7g99Ghqkr39dOnJEOnnS\nxq9/3eYBIAz79knNzVJTk+Scjc3NNo/wxf17B1M24fY67/2wc+6IpDfOQDzAaNSMAeKr9OJAKo5s\nbwGqX6FgT5pLxemhz6uvSq+9JjU2WqJpaEg6e9bmASAMztnnzAsv2GdMQ4M0f74lnhC+uH/vYMrK\nren0gKRPO+cOeu8PVjIgYJRsdvRe6oYGacEC20sNIFpcHAC1K+4PfY4ckW6+2RJNFy7YCoQFC2we\nAMKwYIF06JA0a5Y0e7Z08aL00kvS3XdHHVltivv3zkSoRzWmcrbXSdKDkt4g6YBzruCc+75z7nul\nPxWMEUk3MGBtM196ycaBgagjAiDZF2pf3+i5aro4ADC2bNYu/nt6pOHh4utsNurIjHPSnDnSkiXS\nW95i45w5Ng8AYXjtNUto19dLly/b2NRk8whf3L93xkM9qnGVm3Q6JOlvJT0mq+90SNLhq36A8O3a\nJZ06ZX95OzpsPHXK5gFEq5ovDgCMr6PDOsWm0/bAJ52OV+fYtWvtIdTgoOS9jQMDNg8AYejrk5Yv\nl264wbbU3XCDHV/9wA3hiPv3znioRzWusrbXee9/pdKBANdVWsBPstF7CvgBcRBcHJQuJe7srI6L\nAwAT6+iI79/nTZvspuTUKbsBbGiwm8FNm6KODECtaG+XenttJWWgt9fmURlx/t4ZDyUnxlVuTSdJ\nknPOSVos6WZJz3rvz1UkKiDgvXTunF1UXrhgBUPnzrW91QCiV60XBwCqW0eH9NBD1M8AUDldXdLW\nrfa6pUXq77efBx+MNi7ET7XXo6qwspNOzrnNstpOb5TkJb1d0g+cczlJT3vv/6AyISLRVqywFshB\nd5rBQfsL/a53RR0ZAACIEklvAJW0caONO3dK3d22wunBB4vzQCCbtRpOkq1w6uuze9bOzmjjiomy\nkk7Ouf8s6XclfVrSP0j6VsnbeyXdJ4mkE8I3f76tbBoYsCcL9fW23W7+/KgjAwAAAFDLNm4kyYSJ\nUXJiXOWudPqIpN/23j/inKu76r3nJd0SbljAiJMnLenknHTlilRXZ91pTp6MOjIAABAl2lMDABB7\n5Xave6Ok/WO8NyypMZxwgKv09loHgKCG06xZdtzbG21cAAAgOrSnBjAT8nlp+3bp/vtt5DMG18N3\n0rjKTTodlXTXGO+tk/RcOOEAV3HOiogPDkqzZ9t46pTNAwCAZKI9NYBKI5GAcvGdNK5yt9f9gaRH\nnXMXJe0embvROdcp6bck/VolggPkvbRggXTxonWva2qy4mzeRx0ZAACICu2pAVRaaSJBKo65HFt5\nMVqhYDty9u61IuKtrdKtt/KdNKKspJP3/k+dc2lJvy3pd0amvyrpvKTt3vu/qFB8SLq2Num11+xD\nvrHREk+DgzYPAACSifbUACqN5DbK1dBgCaeWFvsZHJSeflpavz7qyGKh3O118t7/35JuknSPpP9L\n0r+W1D4yD1TG6tXS7bfbCqf+fhtvv93mAQBAMmWzlnTq6ZGGh4uvs9moIwNQKzIZS2aXIrmN6xlr\nFw67cyRNIukkSd77Ae/91733f+G9/3vvfd/EvwuYhmzWOtatWiXde6+NdXVcVAIAkGRBe+p0Wjpx\nwsYtW9jyAiA8JLdRrosXpXXrRi+UWLfO5lFe0sk59/Mj9ZuC4zc75/7ZOdfrnPtr5xx7nVAZXFQC\nAAAAmGnch6BcmYyVglm/Xnrf+2xsbGRV3IhyC4k/KOmxkuM/kjRf0qck/bqkhyR9JNzQgBEdHXy4\nAwCAoqCrVDo9uqsUN4QA8nkr9l0o2E1/Njv1zwXuQ1CObNa+gySr+9XXZ99LnZ3j/76EKHd73VJJ\nByXJOdcq6V2S/pP3/lOSHpB0b2XCAwAAAK5Ce2oA1xMkpHt6Riek8/mp//O2b5fuv9/Gqf5zUNtY\nFTeuclc6SVJQBesuSVckfWPk+ISkBWEGBQAAAIyJrlIArqc0IS0Vx1xu8gkAVlRiMlgVN6Zyk07P\nSvp3zrl9kn5V0j9474dG3stIOlWJ4AAAAIBrZDLSCy9IL79s2xhaW6WbbpJuuSXqyABEKcyEdJgJ\nLCDByt1et03SByT1y1Y6bS957/2SvhtuWAAAAMAYVq6U9u2Tenul5mYb9+2zeQDJlclYIrpUX9/U\nCjoXCpawKsWKSmDSyko6ee//Sbai6R2S3uS9/17J25+XFRoHEEe7d1sHhRUrbNy9O+qIAACYnkOH\npDvvlNrapIEBG++80+YBJFc2Kx07Jj31lPTkkzYeO2bzkxVmAgtIsLJrOnnvByTtv878V0ONCEB4\ndu+Wtm6VWlqkRYvsSfDWrfbexo3RxgYAwFQVCtKyZfZAJTA8zAoEAJJz4x+Xi45kQCjKTjo5526X\n9F9lq50WSTop21b3ae89ZfyBONq50xJObW12HIw7d5J0AgBUr0zGbv6CGisSKxAAWL2lpUulO+4o\nzvX0TK0OU9CRLJezhHYmYwkn6jnhevL50edKNsu5MqKspJNz7v2SviTpmKTdssLhN0p6n6RnnHMf\n9N4/WbEoAUxNd7fVuvjhD6ULF6TGRumGG2weAIBqxQoEANcTdmdLOpKhHHQ6HFe5hcQ/LenLkt7m\nvf+Y9/6/e+8/JultkvaMvA8gblpbpRdflC5dkhoabHzxxWuLIgIAUE2CFQjptHTihI1c3AOgDhOi\nUNrpMJUqvs7loo4sFsrdXnezpP/ovfelk95775z7E0l/E3pkAKZv6VJrKX3lilRfb+OVKzYPAEA1\nYwUCgKuxChJRCHuFXY0pd6XTM5JuG+O9lZJ+EE44AEI1b5707nfbtrqBARvf/W6bBwAAAGoJqyAR\nBVbYjWvMlU7OuTklh78l6Qnn3CxJT6pY0+kDkn5V0i9WMkgAUxQUWv3Qh4pzVxdeBQCgGlG0FcD1\nhLkKks8ZlIMVduMab6XTWUkDIz/flbRU0n+T9JykV0fGh0fmv1vZMAFMSTZrH3g9PdZKOnidzUYd\nGQAAUxcUbe3pGV20NU9DZQAhyeelbdukp56SfvADG7dt43MG12KF3bjGq+l0vyQ/zvsA4q6jQ9qw\nQdq50zrWtbdLXV18AAIAqltp0VapOE6lLToAXM+jj0rHjkktLbZ65cIFO370Uekzn4k6OsQNdQbH\nNGbSyXv/hRmMA0Al5PPSnj3SqlXSunW21HPPHumWW/hQBABUL4q2Aqi0ffuk5mapqcmOm5ok720e\nQNnK6l7nnGuU9JOS2kemuiXt994PVSowACHgSTAAoBYFNQtLaxRStBVAmJyb3DyA6xq3e51zbo5z\n7r/LCof/o6S/HPn5R0mnnXM7rio4DiBOCgV78luKJ8EAgGpHzUIAlbZ2rXV/Hhy0FU6Dg3a8dm3U\nkQFVZaLudXslrZb057KudS+NvP0mSe+T9BuSfso5d7f3frBSQTrntkv6NUmnR6a2ee+/Wqk/D6gZ\n5TwJpisHAKDaBEVbS7+/Ojv5/kL8cd1VPTZtsqLQp07Z9XNDg7R8uc0DKNt42+v+i6wz3R3e+4NX\nvfespD3Ouf8h6R8kbZX0O5UJ8XX/w3u/o8J/BlBbJmrfGXT/SadHd/+h2wIAIO4o2opqw3VXdeno\nkB56iCQhME3jJZ1+UdJD10k4vc57f8g5998kfViVTzoBmKyJngRT8wkAAGBmcN1VfUhuA9M2XtIp\nI+mZMv4Zz0h6KJxwxvUbzrl/P/LnfdR73zMDfyZQ/cb7sqT7DwCgWrFNCdWG6y4ACeS899d/w7lX\nJH3Ee7973H+Ac/9G0k7v/cJpBeLcNyS98TpvPSBpn6RXJXlJvytpkff+/uv8Mz4sW3WlhQsX3vHE\nE2/zya8AAB2zSURBVE9MJyTUkLNnz2revHlRhxE7b/rCFzRrYECXm5tfn6sfGNCl5ma99KEPRRdY\nRDhPMBHOkcmZv3ev2p98Ug2vvqqh+fPV/f7369X166MOq+I4Typv7rFjuvlLX9LlefN0ee5c1Z87\np/qzZ/WjD35Q55Ytizq8snCeJM9kr7s4R1AOzhOUI+zz5O67797vvV9Tzq8dL+n0l5LaJd3lvb8y\nxq+pkxUb7/be/+LUwp0c59wSSX/rvV853q9bs2aNf+aZchZqIQn27t2r9Qm40Zm00toCpTWfElpb\ngPMEE+EcmYTdu6WtW6WWFvvp77efRx6RNm6MOrqK4jyZAdu3X9soIzjevj2qqCaF8ySBJnndxTmC\ncnCeoBxhnyfOubKTTqlx3vukpJ+Q9E3n3L+6zh/yf0r6xsiv+eRUAi2Xc25RyeEHJB2q5J8HJEZQ\n8ymdtu4c6XRiE04AQrZzpyWb2tqkVMrGlhabB6arULCb9lJsU0Lccd0FIIHGrOnkvT/snHuvpD+X\n9LRzrkfSSyNvv0lSWtKPJb3Xe/9cheN8xDm3Wra97oeSfr3Cfx6QHBRIBFAJ3d3SokWj51pabB6Y\nrkzm2pVOfX02D8QZ110AEma8QuLy3v+Dc265pA9Keqdsu50k/X+Snpb0V977wcqGKHnvf6nSfwYA\nAAhRe7vU22srnAL9/TYPTFc2a9uUpNHblDo7o40LAACMMm7SSZJGkkpfHPkBUGvo/gOgErq6rKaT\nNLqm04MPRhsXakOwTan0+6uzk+8vAABiZsKkE4AaVlrQcvFie0q8Ywf1BQBMX1AsfOdO21LX3m4J\npxovIo4ZxDYlAABij6QTkGS5nCWcgpoYwZjLcSEPYPo2biTJBAAAkGDjda8DUOvo/gMAAAAAqBCS\nTkCSZTJWfLUU3X8AAAAAACEg6QQkWTZrdZx6eqTh4eLrbDbqyAAAAAAAVW7SSSfnXMo5d9w5d1sl\nAgIwg4LuP+m0dOKEjRQRBwAAAACEYCqFxJ2kJZIawg0FQCTo/gMAAAAAqAC21wEAAAAAACB0JJ0A\nAAAAAAAQuklvr/PeX3HOvVnSyxWIBwAAAAAAADVgKjWd5L1/KexAAAAAAAAAUDvYXgcAAAAAAIDQ\nkXQCAAAAAABA6Ka0vQ4AAAAAgJqWz0u5nFQoSJmMlM1KHR1RRwVUFZJOAICp42IMAADUonxe2rFD\nSqelxYulnh473rKFax1gEtheBwCYmuBirKdn9MVYPh91ZAAAANOTy1nCKZ2WUqni61wu6siAqjLm\nSifn3GlJvtx/kPf+xlAiAgBUh9KLMak45nI8AQQAANWtULCHaqVaW20eQNnG2173x5pE0gkAkDBc\njAEAgFqVyUhHjkjd3VJfn13jtLdLK1ZEHRlQVcZMOnnvt89gHACAapPJ2Ja6YIWTZBdlmUx0MQEA\nAIRh5Urpsceklhb76e21B2sf+EDUkQFVZVI1nZxzaefcO51z/9Y5lx6Za3TOURsKAJImm7WkU0+P\nNDxcfJ3NRh0ZAADxlM9L27dL999vI3UQ4+vQIWntWqmtTRoYsHHtWpsHULayutc55+olPSzpI5Ka\nZNvu3i6pR9JfS3pG0icqFCMAII46OqyDS2n3us5O6jkBAHA9dEOrLoWCtHy5dMstxbnhYcoIAJNU\nVtJJ0kOSfk1Sl6R/kHS85L0vS/oPIukEAMnT0cGFMgAA5aABR3WhjAAQinK3xf17SR/z3v+ZpB9d\n9d4xSUtDjQoAAAAAakmhYMWoS9GAI74oIwCEotykU5ssuXQ9syXVhRMOAAAAANSgTMZWypRi5Ux8\nBWUE0mnpxAkb2QoJTFq5SadDkt43xnv3SPpBOOEAAAAAQA1i5QyABCo36fR7kjY55/5U0s/KComv\nds79rqRflxUZBwAAAABcDytnqktQ+L2nZ3ThdzoOApNSViFx7/2XnXP/VtIjku4fmf5TSd2Sfsl7\n/7UKxQcAAAAAtYEGHNWDwu9AKMrtXqf/v737D7LrLO8D/n1kJcKgWFYGW4CFYpuYTIBuCFZoaAOV\nUqjJNAllA8EtUyaDpx4aYKZQDSk/QiEEZghqpwlOatymvwaIxiPWwTMUsGlHgXbGYezWLBhi14ZE\nyFBjYC0hbJRivf3jXOGV0Gqvds/de+/q85m5c859z92zjzyPz5797jnvaa3dmOTGqnp6kicm+XaS\nu1trbVTFAQAAwJo7eLC7wmkxE7/DWRs6dDqhtXZPkntGUAsAAACM344d3S11J65wSkz8DiuwZOhU\nVW8/mx211n5n9eUAAADAmM3OdnM4Jd0VTocPdyHUNdeMty6YMme60un1p7w/P8njB+tHk2werD88\neAmdAAAAmH4nJn6fm+tuqduxowuczOcEZ2XJ0Km1dtGJ9ap6XpIPJXlbkptaa49U1flJZpO8K8kr\nR10oAAAArBkTv8OqDTun0x8keU9r7cMnBlprjyT5UFU9IckfJnnOCOoDAAAAYAptGPJzz0rytSW2\n3Z/kp/spBwAAAID1YNjQ6Z4kb6yqTYsHq+pxSd6Y5O6+CwMAAABgeg17e93rk/zXJIeq6tYk30hy\ncZIXpZtc/JdGUx4AAAAA02io0Km19umquiLJG5L8XJKfTfJ/k/zHJP+mtbbUrXcAAAAwfebnT356\n3eysicXhLA17pVNaa19P8qYR1gIAAADjNz+f7N2bbN2abN+eLCx07/fsETzBWRg6dEqSqnpKkucl\n+fEk30pym6ucAAAAWFfm5rrAaevW7v2J5dyc0AnOwlChU1Wdl+T9Sf5JkvMWbXq0qm5I8vrW2vER\n1AcAAABr6+DB7gqnxbZs6caBoQ379Lp3Jnl1krckuTTJ+YPlWwbj7+i/NAAAABiDHTuSw4dPHjt8\nuBsHhjZs6PSqJG9rrb2vtXawtXZssHxfkt9O8hsjqxAAAADW0uxsN4/TwkJy/Phj67Oz464Mpsqw\nczpdnGR+iW3zg+0wGp4aAQAArKWZmW7S8MW/h1xzjd9D4CwNGzrdk+TqJLecZtvVSe7urSJYzFMj\nAACAcZiZ8TsHrNKwodPvJtlXVTuS7E/yQLqrm16eZHe64An656kRAAAAMJWGCp1aazdW1UPpJhT/\n/SQ/kuT/JbkjyYtba7eOrkTOaZ4aAQAAAFNp2Cud0lq7JcktVbUhyROTfLO1dnxklUHS3Tu9sPDY\nFU6Jp0YAAADAFBj26XU/0Fo73lr7hsCJNeGpEQAAADCVlrzSqarefhb7aa21d/VQD5zMUyMAAABg\nKp3p9rp3JHkkyXeT1DL7aUmEToyGp0YAAADA1DlT6HRfkp9IN1n4viRzrbXvrElVAAAAAEy1Jed0\naq1dkeRvJbkr3VVMD1TVXFW9vKrOX6sCAQAAAJg+Z3x6XWvt9iS3J9lTVS9IcnWS65L8h6q6OckH\nWmufHn2ZnNPm50+e02l21u12AADAaPk9BFZt6KfXtdY+3Vr7zSRPTXJ9klck+WejKgySdAf6vXu7\nJ9Zt394t9+7txgEAAEbB7yHQi6FDp6r621X1/iR/leSfJtmf5PdHVRgk6f6ysHVr99qw4bH1ublx\nVwYAAKxXfg+BXpzx9rqqek66W+pekWRbkk8keUOSm1trD4++PM55Bw92f1lYbMuWbhwAAGAU/B4C\nvVgydKqqu5NcluS/J/mX6Z5ed2StCoMk3b3TCwvdXxVOOHy4GwcAABgFv4dAL850pdMVSb6X5Mok\nz0nye1W15Idbaxf3Wxqkm6xv795ufcuW7kC/sJBcc8146wIAANav2dnkLW9JHnwwOXYs2bQpueii\n5D3vGXdlMFXOFDq9c82qgKXMzCR79pz81IhrrvHUCAAAYLROvejiDBdhAKe3ZOjUWhM6MRlmZoRM\nAADA2pmbSy6/PLnyysfGFha6cb+bwNCGfnrdqFXVy6vqrqo6XlU7T9n25qq6t6rurqqrxlUjAKeY\nn0/e8Y7k1a/ulh4jDACsBwcPdtN7LGYicThrExM6JflCktkkn148WFXPSPcEvWcmeXGSP6qq89a+\nPABOMj/fzbm2sNA93WVhoXsveAIApt2OHd18souZSBzO2sSETq21L7XW7j7Nppck2ddaO9Za+0qS\ne5M8d22rA+CHzM11T3TZujXZsOGx9bm5cVcGALA6s7PdH9QWFpLjxx9bn50dd2UwVaq1Nu4aTlJV\nB5Lsaa3dPnh/XZLbWmsfHLz/4yQfb63tP83XXpvk2iTZtm3blfv27VuzuplsR48ezebNm8ddBhNO\nn5ydn3rve3Psoou6wOmE48ez6cEHc/dv/db4ChshPcIw9AnD0CcsR4+M3xPuuy9P/Mxn8rgHHsj3\ntm3LN5///Hz3aU8bd1kn0ScMo+8+2b179x2ttZ3Lf/LMT6/rXVV9KsmTTrPpra21j652/621G5Lc\nkCQ7d+5su3btWu0uWScOHDgQ/cBy9MlZOnCg+4vf1q2PjS0sJJdfniev0/+OeoRh6BOGoU9Yjh6Z\nALt2dU/OHrhsfJUsSZ8wjHH2yZqGTq21F67gy+5P8tRF77cPxgAYp9nZbg6npJtY8/DhLnRadHIG\nAACcuyZmTqczuDnJ1VW1qaouS3JFks+OuSYAZmaSPXu6K50OHeqWe/Z4jDAAAJBkja90OpOqemmS\n9ye5KMnHqurO1tpVrbW7qurGJF9M8v0kr22tPTrOWgEYmJkRMgEAAKc1MaFTa+2mJDctse3dSd69\nthUBAAAAsFLTcHsdAAAAAFNG6AQAAABA74ROAAAAAPRuYuZ0AmAKzc8nc3PJwYPJjh3J7KyJxQEA\ngCSudAJgpebnk717k4WFZPv2brl3bzcOAACc84ROAKzM3FyydWv32rDhsfW5uXFXBgAATAChEwAr\nc/BgsmXLyWNbtnTjAADAOU/oBMDK7NiRHD588tjhw904AABwzhM6AbAys7PdPE4LC8nx44+tz86O\nuzIAAGACCJ0AWJmZmWTPnm4ep0OHuuWePZ5eBwAAJEk2jrsAAKbYzIyQCQAAOC1XOgEAAADQO6ET\nAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQ\nO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEA\nAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0T\nOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAA\nAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ET\nAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQO6ETAAAAAL0TOgEAAADQ\nO6ETAAAAAL0TOgEAAADQu4kJnarq5VV1V1Udr6qdi8YvrapHqurOwev6cdYJAAAAwPI2jruARb6Q\nZDbJB06z7b7W2rPXuB4AAAAAVmhiQqfW2peSpKrGXQoAAAAAqzQxt9ct47LBrXV/VlXPH3cxAAAA\nAJxZtdbW7ptVfSrJk06z6a2ttY8OPnMgyZ7W2u2D95uSbG6tfauqrkzyp0me2Vo7cpr9X5vk2iTZ\ntm3blfv27RvNP4Spc/To0WzevHncZTDh9AnL0SMMQ58wDH3CcvQIw9AnDKPvPtm9e/cdrbWdy39y\njW+va629cAVfcyzJscH6HVV1X5KnJ7n9NJ+9IckNSbJz5862a9euVdXL+nHgwIHoB5ajT1iOHmEY\n+oRh6BOWo0cYhj5hGOPsk4m/va6qLqqq8wbrlye5IsmXx1sVAAAAAGcyMaFTVb20qg4leV6Sj1XV\nJwebXpBkvqruTLI/yWtaa98eV50AAAAALG+Snl53U5KbTjP+kSQfWfuKAAAAAFipibnSCQAAAID1\nQ+gEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAA\nAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+E\nTgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAAQO+ETgAAAAD0TugEAAAA\nQO+ETgAAAAD0TugEAAAAQO+ETgAAAMB47d+f7NqVXHFFt9y/f9wV0YON4y4AAAAAOIft35+86U3J\nBRckT35y8tBD3fskednLxlsbq+JKJwAAAGB8rruuC5wuvDDZsKFbXnBBN85UEzoBAAAA43P//V3I\ntNgFF3TjTDWhEwAAADA+l1ySHDly8tiRI904U03oBAAAAIzP617XhUwPPZQcP94tjxzpxplqJhIH\nAAAAxufEZOHXXdfdUnfJJcnb3mYS8XVA6AQAAACM18teJmRah9xeBwAAAEDvhE4AAAAA9E7oBAAA\nAEDvhE4AAAAA9E7oBAAAAEDvhE4AAAAA9E7oBAAAAEDvhE4AAAAA9E7oBAAAAEDvhE4AAAAA9E7o\nBAAAAEDvhE4AAAAA9E7oBAAAAEDvNo67AFjW/HwyN5ccPJjs2JHMziYzM+OuCgAAADgDVzox2ebn\nk717k4WFZPv2brl3bzcOAAAATCxXOjHZ5uaSRx9NPve55PDhZMuW5JJLunFXOwEAAMDEEjox2e68\nM/nyl5Pzz08uuCB55JHk859PvvvdcVcGAAAAnIHb65hsDz2UbNjQhU5V3XLDhm4cAAAAmFhCJybb\nhRcmx493Vzi11i2PH+/GAQAAgInl9jom27OfnTz+8cnXvvbYnE5Pe1ry9KePuzIAAADgDFzpxGSb\nnU02bkx+5meSX/mVbrlxYzcOAAAATCyhE5NtZibZsyfZujU5dKhb7tnjyXUAAAAw4dxex+SbmREy\nAQAAwJRxpRMAAAAAvRM6AQAAANA7oRMAAAAAvZuY0Kmq3ldVf1FV81V1U1VduGjbm6vq3qq6u6qu\nGmedAAAAACxvYkKnJLcmeVZrbSbJPUnenCRV9YwkVyd5ZpIXJ/mjqjpvbFUCAAAAsKyJCZ1aa7e0\n1r4/eHtbku2D9Zck2ddaO9Za+0qSe5M8dxw1AgAAADCciQmdTvHqJB8frF+S5KuLth0ajAEAAAAw\noaq1tnbfrOpTSZ50mk1vba19dPCZtybZmWS2tdaq6rokt7X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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_model_chl - list_of_cs_chl, 'ro', alpha =0.5)\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": 88, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lXiOITi1X3osqAJr1idt0bd9uwYOgAXGw3b493ZO8QkH6rd+yFdR6e+31PHu2\nZaoxUY1fsWiBgTVr7P5rr0lPPaXznnvO+qO1t4/tL5Tm4PN4SiXp/vutjUlrq/TOd0qLF5NNF6Xx\nLlI8/LCVZWbtfISqEHRKq85O6bbbsneVGQCQfcWidPq09PTT5eDN+een56rvRII3tuGsYFYli0et\nModYzTc6+/e/9bXQ3Gz70+yFFyzgNDxs5yXnrJH1iRNW9iUxUY1TuFfeq6/a/4SFCy1Ic/751pRf\nssBUnMHnOJRK0i232EX+kyftPHPggK3AN2tWtoJnaTbeRYrBQUuoCMvC+QhVIeiUZvV+RQ4AkIyd\nO21yf+yYTfQOHbI3gseOJT2yydUy+yZtkiiHrMX7FFbzjU57u2UGhZdaHxiw/VNVy+Nt+3YLLrW2\nSo89ZllOIyN2Tlq0KN8T1a4u+/v377fnKYlSwqYmCzg1N1ugz3vptdfk3/Y2axgu2fiamrJXtnrX\nXRbQbGuzgNPp09Ibb0jf/7707nfXx/+OWhjvIsWKFfZ4h1V7PkLqEXQCAAAmmEh+73vSkSO2EpFk\njWIHB9/azDdt6rVvT1bLISvBar7R2bKlXIrW3GwTvIEB6dZbJ/++MwNMq1bZCmVtbZYB861vSX/1\nV9IHPmBtIKI+5sIZWk1NluXU2Fgum83rRDUtPbi8L98eXblOw8PlfRdfbIHAe+6p3ZiiEpxf5s61\nv+H116WjRy0AlYfzZ5qceZFi1arqzkfIJIJOAADUu1LJMke+/W3pbW+zydypUzaxmD27XNby+utJ\nj/Ts6jFLOO1NcKeD5vDRCQIV4cyZW2+dPIAxXkDz85+37/3hD6WXXrJAYFub9OST8QQ7wxla559v\nv3N42Mqf+vqSm6jGne2Vlh5cJ0+We+VJ9tq74AK5/n67n3QPp+lkg4UDavPn28exY/Y3Z/3cmXbV\nnI+QWQSdAACoZ8Gk8vnnpXPOsX3Hj5eznE6etKvATU22H+kz3spAeWmCy2q+0dq4cWqTuvECmoOD\n0hNP2DkiyEALSpPa2qIPdgYZWseOWUB8xgw7DoImxElMVP/bf5P+4A+koSEbw6pVFgyLMuCWlh5c\n4V55l1xiPZyGh3V63jzbH0UJc7UBvOlmg61dKz30kJ1fTp+2JulHjlhj9FJp7BiyuKJr2k31fITM\nakh6AAAAIEHBpPLkScseOHjQrv6eOmWlM7Nm2eSuoWFsLxikR0eHZRuEBdkHpZK0dat0/fW2LZWS\nGGH1Nm9e+QJNAAAgAElEQVQuN5sN/kZW862dnp63ltUOD5czIRsb7TzhnAWC4gh2btwoffKTltHU\n12dNrD/4Qenf/Tvpj/+49pPWri7pC18oB+EPHZK+8x3pRz+y82lU2tvtbw5LopSwUCgHl849V7rs\nMsl7nV6wwP53TDfQFlz46O0dWx5cybkqnA0W/I9qbrb9lbjhBmuAfuyYPX/Dw/Y3rlgxdgzTGSMA\nMp0AAKhrQZbMjBnSyy9bRtPs2XYF/8QJm1BK1veimuwSrg7Hb6IG6u9/f3llpmDltyeesNVxs/Ic\nsJpvssZb6nzGDDsvzJhRbgTsvZ034iq1GhyUfvVXx46jtzeZEtLt262R+enTFuiYNcuCcE8+aeXJ\nUam2B1dUwufuefPsHLJvnwVkPvMZ7X7zTa2PIuOwWLRgT3i11Pb2yp7b6WaDdXbaSpif+lQ54HTJ\nJdJ55409vqYzRlSG9wq5RtAJAIB6Fkwqw+bMKS9NPneuBaUWLbKrwlOR5wbXaTJRA/VgZabwym97\n9tj+u+5KetSVq8c+XWkxXkBzwQJp5UorqQt6Oi1aZIGJuFaLTFMJaTigEQTeguyvnTvfWpZVrSR7\n3px57g4C2eFzd3d3NL9r587ycdTcbBc8nnnGGnqfTRQrMnZ2ShddZH2rGkJFQOHjazpjxNmVStm9\nQJKGFSYzgKATAAD1LJhUHjtmwYqDB+0q/rJl9gZ7YEDasKG6q455bnAdp2qu+I4XmGHlN0yk0onS\neAHNz37WVq9bsUJ673ttQv7GG5ZZF8fqddL4GVdJNbBub7fzpGRlyUFpcjCmW26JbrKcVM+bWmb2\n9PVZsCd8njpxwvafTVTZYB0d0gsvSAcOlP/e88+3Y3y6Y8TZZfUCSVpWmMwAgk4AANSzYFL5qU/Z\nVcbly6V3vlNavLg8ydu6tbqfnabshKyIMjssvDJTJftRH7q6pP/wH8qBkuees/vSxIGnM4+9FSvK\ngahqg9JTMVEJaRxZVWezZYv0m79pQYijR8uP44IFlhmahcny2dQys6e1VXrzTfsdwWIBIyOV9RCM\nKhts1SrpK1+xv7W52YIHPT123E13jDi7rF4gScsKkxlA0AkAgHrX2WkNeYNgR0tLNKsSdXRIL75o\nk4Hw1fLly6Mbe95EmR0WXpkpvPLblVdGO2Zkyxe/aK/t4WH7mDHDPr74xconSrUueZyohDSJjMmN\nG6VXXrHV6wYHrZn6ggXW52rJEgtGpX2yfDa1zOxZvdqCdeEso2XLyllGZ7NihfUbDI6LSr8vbNcu\n6Yoryv+rWlutYfquXfZ8T3eMcchTD6SsXiBJywqTGUDQCQAAxDOpm+jq8Yc/HN248ybK7LAbbrDG\nv4cP20SpqckmSlPtzTWR8KSnqckmCCdPZn8ClHfPPmsBhIYG+wiaYj/77NR/Vi0nvmnq7fXpT0sf\n+ID08z9vgbt582xVvfnzrVQ57ZPls6llZk+QxXb55WOz2IIso8lElRna02PnxvAFkZGR8nl3OmOM\nUqkk3Xmn9N3vSq+/bhdx3ve+7PdLzOoFkih6itWJhrN/CZACWV/yGQCyqqvLriIvX27brq7Kv3fX\nLnsz2dpqbyBbW+3+rl1xjTb7OjpsQhNWbe+aYGWmDRuk97zHtrffHs2kJLyE+MyZ1lT4oYfsNsuJ\np9upUxYU8d4CJsHtU6em9nNKJenmm6VvfctWbvvWt+x+vTzvnZ3StddasGnxYgs8DQ3ZuW7t2mh+\nx3TOv9OxerVdNAj6+s2ZY/dXr47+dwUXPNraLEje1lZ58CScGdrQUL5dLE5tDGc7705njFEJXm8P\nPii9+qodZ889J/31X0v/8i8WOJ7q350WN9xgQT+p/DxEeYEkLlu22Oujr8+ClH19dn/LlqRHljpk\nOiH9WP0IAOIXvKE9fLi8esz999v9hQura5LZ02NlJ2ELFtDTaTJR966JKzskPNnr7rZMNkl6/nmb\nHAdfw//p9GlstADTyIhlFoyMWNCpcYrTgjvvlPbuHdv8d+9e23/33fGMPW3izCZMsklxrTN7qj1P\nRZUZWsl5N+lMu2LRgkwHD9prTbLX7/Hj9veePGlZdlnU2Sldd531QnrzTbtAdd116f//keQKkxlD\n0Anpx+pHABC/8SaQzz9vV7irbZI5a5ZdlT150q7CHjpkvVB+4Rfi+zuyLk29ayYTnuz195eDTsFV\nahrGp1drq70mvbeAU1BmN9XSqaw2/41SkE0YR4lhkk2Ka3EeiqI0M6pVDbNw3t250wIbDQ3lYLFk\nt48ds/1ZXU2vVLIVMS+/XFq3zp7DYIXMND0H40lqhcmMIeiE9GP1IwCI33gTyJERKxcJm0qTzDff\ntAyAcH8T52w/Jpb0FfVKhCd7LS3l46SlxbZJLWePs1u5UjpypLzqmmSNxFeunNrPcW5q+/Mqrtdr\n0k2K4zwPRVXFEGVmaNrPu0FAyTkLMAX/V0dGyh9ZXU2PBIPco6cT0i/K/hYAgPGNN1GcObN8NTUw\nlSaZpZJNZoMrsw0Ndr9eer7kWaFQXuFw5Uo7LgYG7Hawv9ZNdlGZK6+UfuZnpEWLrGnvokV2f6pN\ne9eutb4yQ0M2AY66n5FU3z0929vtNRWWlybFUfVi6uyUrr5aevpp6atfte3VV+czUNHaaheDTp8u\n/z8Nf+5d74qn51Yt9PSUL1gESDDIFYJOSL/wG9uREd7MAkAcxptALlhgJXLVNsns67M+MTNm2P0Z\nM+x+VksAUBZurHvqlPVxuvJKu51Ek11UrlCwQNM110if/KStfnXggJXvTCWws3mzdPHFdju4OHjx\nxbY/CuFm9eFsmHoJPG3ZYpmizz1X/jh8OB9NiqMKMoTLsj76Uds+8EA+j5HVq+3/9Lx55YtEM2da\nwOmqq+z/a1bnRiQY5B7ldUi/LNRZA0DWbd5sDXEPHSo3xH3vey2Y8I1vVNckc/ZsmygGgadTpyyY\ndWbJCKavlkvXB9JejjJVSTyGSQi/r9q5U/rRj2xlsmXLplbm1Nkp3XZbfI9ZvZfcrFhhQbw9e6xn\nz9y5dn/FiqRHNn1R9WKqp2OkUJBeesl6Iu7fb6+5Y8ekSy+11Q2zfL6KegENpA5BJ2RD3t7YAkDa\nTDaB/PSnq/uZCxdKb7xht4OGxbNm2X5Eh1Vep6/eHsPgfdXWrdIFF1Q/aY/z/Vm99/QsFi275aqr\nyvt6e/MRUCkUxq6Wevq0Nbdvb7cLHa2t9refLZBST8dIOFg8e7YdF1kONIWRYJB7BJ0AAICJegK5\ndKkt79zXZ02LGxttMnHmJAHTU09X++NSr49hmift4WyY116z8rJDh6Rzz7UgYZ6fFyndz00UghKx\nY8dscYmmJsu2nTfP7s+de/bAb1QZU1mR54vwef7bQE8nAAAQk/POs0BTc3P5o7HR9iMapZJ0333S\nQw9J3d02OZfyNTmthXptZJvmXiqFgrR3r9TVJX3ta9Kzz1qJbnt7ffR2SvNzM13FonTRRdKGDdL5\n51tpp2QBqKBh9oEDZ28uTt9XpFU9L4IwDoJOAAAgWl1dViLx1a9Kr74qHT06dnW8eltSPS5BSVhT\nk5UtDg1Jjzxigae8TE5rJc8T/MmkfdLuXLkvXGOj3W9urm6ls6xJ+3MzHeEgb3+/lYsND0vHj0sv\nv2wfzz1n9ycL/IYXNNi3j0UMkA71vgjCOCivAwAA0enqkm66ySaGM2bYZGlw0FbEmz/fJo6vvpr0\nKPMhKAl7z3ukhx+2iVtTk/TUU9LKlTRhnYpCQbrlFivfOnHCHsdzz7U+Z1k3WYP0NPdSCbJh9u2z\n84lzFlh99llp3br8Z6Gl+bmZrnBZXEuLPa8jI7adPdv+T0jSjh22KuZkKMtC2tRrufYkCDoBAIDo\nbN9uE8TWVrtaPWuWBZycsxV2+vrsA9MX9HxpaLBl75991h5b57jaXw3vJ79fjaRXxKukQXpaJ+3B\n8R0EJebMsYBEf399ZKFJ6X1upiu8WtnKldI//qM9pyMjdg6bPdtWOR0eJjM2LOnzCSqT935sVaC8\nDgAARGf/fgs6SXa1Ogg4nThRvprd2prsGPMiXBK2eLGVNF55pXTNNUxEpqpYtL4yGzZI115r22XL\nplfClYYSi/AV94aG8u0slKYFx/cll1iZ1dCQfcyalZ8ys3oVLos7eFCaOdMahzc323F66pQFntat\ns/8dSMf5BJWZqFy7qalu+zxlKtPJOfdBSf9D0gxJf+69/2LCQwIAAGHt7XalurXVyukaGqyn04wZ\nlqmwbJm0YkXSo8yHcLZAS4u9qe3tLZfVcVW8cnFcmb7zTit1PHzY7i9dasd+LUsssnzFPTi+29qk\ntWulnTttVbMPfEDavJljOeuCLK6tW6ULLpCefrqc0RbObFuypPKfmedzHiVb2THe/+aXXrLtk09a\nIHX3bumJJ6yEuw6ev8xkOjnnZkj6U0kbJF0q6aPOuUuTHRUAABhjyxZpYMACT+ecY1esGxulD35Q\nuvxyu02GQjQma6Kb9avitV75J+pG4qWS9M1vWv+yhgYLur78svSDH1jwpFY6OqQ9e2xlw/vvt+2e\nPdkoTQsf36dOWfZZsSjddVddTNLqRtBU/J3vLGe0NTVZf7WpZLRl/Zx3Nj099viEX8tna7SOZIz3\nv/n4cemHP7TgU1+fXYzbs8fOZ3UgS5lOPy1pj/f+JUlyzt0r6RpJP0x0VAAAoGzjRttu326ldsuW\nSe94h7Rggb3xyksj3LSYqOdLlq+KV9KHKGpnyxqbqmLRSkkbG60cLDA4WNueZqtWSV/5ipUtNTfb\n7+7pyU7gN689jVAWNBVfvLjcm+7QIWvkP5XXfPicd/Bg+ed86lPSH/9x9o+jWbOkBx+UTp60XleH\nDkmvvCL9wi8kPTKMJ3zuKpXsGJw507L3Tp2SXn9detvbpEcfTXacNZKZTCdJ7ZJ+HLq/b3QfAABI\nk40b7Srsiy9K99wjXXZZ0iPKliiyfMJLkgeyUlaVRB+iqJde7+mx8lLvbYLhvX2cPFnbnma7dklX\nXGG/c3DQtldcYfuBNCgULOjU2ystWmQZsWvWTD1QFJzzDh601TyHhqSFCy04k4eMpzfesPLS06ct\nAHX6tN1/442kR4azKRYt27Wx0Xpczpxp9/v6olmwIgOylOl0Vs65T0j6hCQtXrxY3d3dyQ4oxY4c\nOcLjg5rjuEPSOAZra97evXr717+u0/Pn6/S8eWp85hk1PvKIfvyRj+josmVJDy9yURxfUT1mF4yM\naObu3Tq9YMFP9jUODurUggV6JeWvgZWPPaaRxkbN/fGP1XjkiE7Pn69jb3+7Gk6f1vNxj339+vLt\nN9+04GkVLhgZ0TkNDZoxb55mHDumhqEh+RkzdKq1Va+3tkb6HEx23K187DGdWLRIuvDC8s6RETU9\n9lj8jyVyLcr/p/OuvFILv/c9zX7hBR1fvFivX3mljk7x9Rec8+bt3asZJ09qxDk1DAxouKlJR48e\n1ak//EO9ct11kYw3Ce996inNmD9fM/v71dDXp5GZM3WqpUXDTz2lJ+rotZzF93ErH3tM89raNPvg\nQfmZM+VnzJA7fVoNx4/r4Hvfqz0Z+3uqkaWg035Jbw/dXzq67ye8938m6c8kac2aNX59+I0Dxuju\n7haPD2qN4w5J4xisse5uW3kqKO2SpN5enffjH1dftpRikRxfUT1m55xjV/dbWsrlYiMj0m//tt6R\n9jKTr33NHofmZhv78eNq27NHWr9eS7Ly+j3nHOmWW6xnx8KFtm9wULOXLdOCiJ+DSY+77m7LIDnj\neNJFF03vsezqKpfQtrdbL7egtBZ1IdL/p+vXjzm/vaOanxGc806etIypEycsi2TtWrWde660b5/e\nkZXzx3gaG60vUEuL1NioGadPa+bx49KCBdl9X1PFeSST7+O6u+34/MEPrJfT8LA9n+3tWvqFL2hp\n2v8nRyBL5XU/kLTcOfcO59wsSb8m6YGExwQAACaS5RKvpET1mEVdLlZLE5UbZKkMobPTViVav97K\n606elK68Urr99to+B+HSpZGR8u3p9HTq6pJuuslKQ5Ysse1NN9l+ICnBOe/cc61fzpw5Vkp63nnT\nWxQgLebPt9dw2MiI7c+iejqPFApWTvdTPyVdfLEFoM47r/b/DxI0YaaTc+6eqfwg7/310x/OpD//\ntHNui6QHJc2QdI/3fnecvxMAAExD0CA2nGWRhzf/cYryMctqE+aTJ6V166Tnn7e/vaVFWr3a9mdJ\nZ2fyKxMFE/HwMvLTbea/fbtloQW9qYLt9u1kOyFZnZ3WCypYiKClpRxozXp27dKltjLs0aOW8dTY\naBldS5cmPbLq1NN5pLNTuvpq+9sOHKjL7NDJyuvedcb9DkmLJB0a/Th39OOwpFdiGd0ZvPd/L+nv\na/G7AADANEW9Ilg94DErB97CJRS9vXY1HFMXdfBx//63PhfNzbYfSFp4gh8u28piAD5s9Wpp7lwL\nWgTB+PPPl1asSHpk1amn80ipJD3wgDXJX7fOnr8HHrDnLuvHZYUmLK/z3v9U8CHpc5KOSPpZ7/15\n3vtO7/15kt4vaVDSF2ozXAAAkBlZLvFKSpSPWRSr4CUhjpIwRKe93TIuwgYGbD+QtPAE/6Mfte0D\nD2Tn/DeRQsGymy6/XPrQh2zb2Jjd82I9nUeSWJE1ZSptJP5FSbd67x8O7/Te/4tz7ncl/b7orwQA\nAM6U1RKvJEXxmJVK5RKTpUstaLNtWzaCfnGUhCE6W7ZY7xXJMhMGBuzj1luTHRcgjZ3gS+VtsZjt\nc0jezov1dB7p6XlrGWSd9besNOh0kaRjE3zumKQLIxkNAAAApi/rEy+ClekV9CEJly/demtd9SdB\niuV5gp+n82I9nUfob1lx0OlJSVudc//qvX812OmcO1/SVklPxDA2AAAAVCPPEy8kb+PGfE4OkX1M\n8LMjL+eRUmlsBlqhMDY4SK/GiXs6neETsqbhLzvnHnbO3eece1jSj0b3/19xDRAAAABT1NFhb2zD\nmHgByDt6wqGWSiXp5pulb31LevJJ295889geYvS3rCzTyXu/2zm3TNL1kn5K0nmSnpf0V5L+0ns/\nFN8QAQAAKnS2K471IriyeviwlS4cPizNnCl99rNJjwwA4pO33kdItzvvlPbutb5ULS3S8eN2/847\npbvvLn9dnkojq1BpeZ2898cl3RnjWAAAAKpTKtmbvG9+065uz58v7d4tPfGEdNtt9fdmL1g2/POf\nl06dkhYtsnK7OlumGUAdqvMJPmro0UelBQukOXPs/pw50pEj0n33SSdP1vfFr5CKg06S5JzbIGmN\npLdL+oL3vsc5t07SHu/9gTgGCAAAMKlgpbannpKGhmwZ6b4+adYsac8e6a677KPe7NolrV8/trdJ\nb292mokDAJBmzo29f+SIldCdOmXldrt3S48/Lt1+e13/362op5NzbrFz7jFJ35D0cUmbJC0c/fSv\nSyJXGwAAJCNYqe3wYQs0zZ5tgafBQbsC+eijSY8wGT09lu4fRjNxAACisXatvdcYGpK8l155xW7P\nn1/+/xuU29WxShuJ/4mk+ZIuGf0Ih/S+LennIh4XAABAZcLBleCqY2Oj9VaQ7I1gPaKZOAAA8dm8\nWbr4Yrvd3y8dPWoldh0d9n5kzpz6vvg1qtLyug9K+rj3fo9zbsYZn9snqT3aYQEAAFQoWCJ76VLp\n5Zdtn/fSjBl2BfLKKxMdXmJYphlA3rF4BJLU2Wl9I4Nj8LXXpIULLdMp7MwyvDpTaaaTJJ2eYP9C\nSaxeBwAAkhEskb1ihZXZDQ9bltM550jLlkk33JD0CJPBMs0A8izo5xdcdOjttfvh5eqBuHV2Slu3\nSvfcI334w/YeJCi3Gxqyi19r1yY9ykRVmun0PUmfcs79fWhfkKt+vaTvRjoqAACASoWXyD52zJqI\nt7ZKq1dz1ZtVnDAeskOQZpUen0E/v2CxhGDLYglIyubNdpHn0CHLLm5qsvK7zZuTHlmiKg06/Y6k\n70vaJenvZAGn33TOXSbpXZLqO3QHAACSRXAFqEyQHdLWNjY7hCw4pMFUjs+eHvuaMBZLQJLOLLcj\nqC+pwqCT936Xc26NpN+TdJ2kYUkFSd+R9Bve+xdjGyEAAACAaJAdgjSbyvEZ9PMLvkZisQQkj4tg\nb1FpppO893skfSzGsQAAAACIE9kh1aMsMX5TOT5ZLAHIhIoaiTvnPuece2fcgwEAAAAQo44Om5yH\nkR0ysVLJmgRfe630sY9JL75I0+o4TeX4ZLEEIBMqzXT6hKRbnHO7Jd0r6Wve+73xDQsAAABA5MgO\nqVy4v1Bvry17vmuX1NwsLV5sX0NZYrSmenxSygSkXkWZTpLOl/QBSY9I+o+SXnDOPe6c+7Rzjssi\nAAAAQBaQHVK5cH+hgQELgsyeLT37rH2+FmWJQabV9dfbNu+ZVRyfQO5U2kh8RNJ3JX3XOXeDpH8r\n6Vcl3SLpDufcI977n41vmAAAAAAiQXZIZcL9hVpapKEhCzoF5V9xlyXW60qDHJ9ArlSa6fQT3vth\n7/2DkjZL+qSk1yRdEfXAAAAAACAx4f5Cl1wiHT9u95ubLQDU22vlYHEJZ1o1NJRvF4vx/U4AiFjF\nq9dJknNupqQPyrKcPiRpjqSHJP1u9EMDAAAAgIQUCtItt0iHDkknTkjDw9LJk9KFF1rwZ9OmeDNy\nWGkQQA5UFHRyzm2Q9BFJ10hqkfR9Sf+3pL/13h+Ob3gAAACoayxTjyR5X749b54FnD73udocgx0d\nlk3V1lbex0qD8eOcA0Sq0kynb0r6V0mfk/R17/2B+IYEAACASGR98lSvPW2QDsWitGyZtGaN3X/t\nNempp6SPf1y65pr4X0+sNFh7nHPil/X/S5iys/Z0Gi2pWyfpl733f0TACQAApE69rfBUiWDy1Ns7\ndvKUpceGnjZIUk+PBXskCzg98ohlPnlfm9dTZ6d09dXS009LX/2qba++mgl6nDjnxCsP/5cwZZU0\nEh+W9B1JK2MeCwAAwNTxJnZ8eZg8hSf9AXraoFbCjcSfe85WrnNOam2tzeupVJIeeEC6/HLp3/wb\nWz3vM5+RNm/m/BYXzjnxysP/JUzZWYNO3vsRSS9KOi/+4QAAAEwRb2LHl4fJU3jSH6CnTbTIEpxY\noVBepa6vzzKcjh+X3vlO+3zcr6fg3HbihPToo7bvnHOkJ58ksB4Xzjnx6umx11B3t3T//bY9fjxb\n/5cwZZVkOknSLZJ+1zn3rjgHAwAAMGV5CK7EIQ+Tp/Ckf2REeuEFm6Ts3EmAZDqCQNO110of+5j0\n4otkCY6ns9N6+QSNvJ2T3vc+afFiux/36yk4twVZVnPm2MfJkwTW43LmOSe4XSgkPbJ8aGqSduyw\nrL3mZtvu2GH7kVuVBp1ulfQ2STudcz3OuR845/41/BHjGAEAACaWh+BKHPIweQr3tPnLv5S++10L\njnR2EiCpVrgctbfXAim7dkmHD5MlOJ7OTgvQfeUr0sqV0qxZtXs9Bee2/n4LOkmWFdLSQmA9LuFA\n4759tqWJeHTCq0FWsh+5UOnqdbtGPwAAANKFFZ7GF0yewqsEbdqUrclTuKeN9/bc7ttnf0uQbVIs\nZutvSlq4HHVgwF4zx49Lzz5rjynBjPEl8XoKzm2zZllGiHP2XL3nPQTW49TZyTklLidPSuvWSc8/\nb8dwS4u0erXtR25VFHTy3v963AMBAACoSh6CK3HJ+uSJAEn0enosW0yyx29oyLJogmxBghkTq/Xr\nKTi33Xmn9O1vS297m7R2rQWhCKwjizo67Nhdv768r7dXWrIksSEhfpVmOkmSnHNO0lJJb5f0tPf+\naCyjAgAAmIqsB1cwPgIk0QsmfW1t0iWXSI88Yo2qW1rKJWMEM9Kjs1O6+27L+gsC60uWEFgPhB+X\njg7LDuNxSS8yk+tSpT2d5Jy7QdJ+Sa9I+p6klaP7i865/xjP8AAAAFC3wv26LrnEspz6+60BbRZ7\nVKVBuNfXuedKl11mpYtBRhn9a9Ip6C11zz225Tka25+MRvjZQM+sulRRppNz7j9L+ryk35f0z5K+\nG/p0t6SPSvqjqAcHAACAOha+Kh4ESHbvLgdIyPaYuqA5+/bt0v79Unu79NnPShs3Jj0yYGrC5bdS\neUuft3QjM7nuVFpe90lJv+u9v8M5N+OMzz0vaUW0wwIAAEDdO7NfV3OzLVl/4kTSI8uucHP2dess\nc+yBB6QVK5gIIllTLZULl98G6PMGpE6lQafzJD0xwedGJM2OZjgAAABASHBVPCilaWuTFi0ql9JQ\nmjE1ZIcgjcKv73Cp3GSv744O6cUXLWMvWAmtvV1avnz6Y6FPFBCZSns67ZF05QSfWyfph9EMBwAA\nABhHOFjS0FC+XSwmPbJs6emxyXkY2SFIWjWv71WrrBF+X5+0YIFtH3nE9leLPlFA5CrNdPojSXc6\n505K6hrdd65zbpOk35b0m3EMDgAAYEq4Qp1flNJEI7x6XYBVAJG0al7fu3ZJa9dKBw7YMdzaKl16\nqe2vtkcZmYBA5CrKdPLe/7mkWyT9jqTdo7v/XtL/kLTVe/838QwPAACgQlyhzrfwSnYBgiVTF169\nbmSEVQCRDtW8vnt6pIsvltavl665xrYXXzy9QDSZgEDkKi2vk/f+DySdL2mDpP9D0i9Kah/dDwAA\nkCzKr/KNYEk0WLIcaVTN6zuOQDTBbSBylZbXSZK894OS/jGmsQAAAFSP8qt8O3Mlu44OadMmgiXV\nYMlypE01r+9CwbJZJTvX9/dboGrTpurHEcfPBOpcRUEn59wvS2r13v/F6P13SPprSZdK+o6kTd77\nvthGCQAAcDb0qsk/giWoV/XQr26qr+84AtEEt4HIVZrpdKukr4Tu/4mkhZK+KOnfS7pN0iejHRoA\nAMAUnHmFeu9eayj7jndIW7fmc5IGIP+CfnVtbWP71VEWGU8gmuA2EKlKezpdJOkZSXLOtUj6eUn/\nySkPMIMAACAASURBVHv/RVmD8Q/FMzwAAIAKhXvVlEoWcLrsMttPU3FgfKWSBWWvv962vEbSh351\nADKs4kbikvzo9kpJw5K+PXp/n6RFUQ4KAACgKp2dNnFevdpWMlqxgkkaMBFWfMwGVlQDkGGVltc9\nLel/d849Kuk3JP2z9/7E6Oc6JB2KY3AAAABVoak4cHbhDBqpvC0WKS9Kk3rpV1cPfauAOlRpptPN\nkj4saUCW6bQ19LlrJT0W7bAAAACmgWWvgbMjgyYbCgULOvX2SiMj5duFQtIjiw5Zd0BuVZTp5L3/\nvnOuQ9IKSXvPWKnuHkl74hgcAABAVQoF6eabpcOHpRMnpKYmadEi6fbbkx5ZfpCVkH31kkGTdfWw\nolpasu44rwGRq7S8Tt77QUlPjLP/7yMdEQAAQBScm/w+qsdqWvlw5oqP/f32XG7alOy48FZ5X1Et\nDSXRnNeAWFTcSNw59y7n3N845/Y4546Obv/aOccrEAAApEOwEtfHPy4dOiS9+93StddKGzZIF11E\nI/GosJpWPoRXfNy3z7ZMsJGENJREc14DYlFRppNz7lpJX5e0V1KXrHH4uZKukfS4c+4j3vv7Yhsl\nAADA2YSvUntvH488Il1xhXTeefSqiVIashIQjbxn0CAb0pB119MjzZwpdXfb729pkVau5LwGTFOl\nmU6/L+l+SZd67z/jvf9D7/1nJF0q6YHRzwMAACQnfJW6tdXK6WbPlp57zj5Pr5ropCErAUB+pCHr\nbtYsaccOaWhIam627Y4dth9A1Srt6fR2SZ/y3vvwTu+9d879v5L+LvKRAQAATEU4++ad75Qeftga\niPf1lVd7oldNNNKQlQAgX5LOupuo7x/9AIFpqTTT6XFJl03wuVWSnoxmOAAAAFUKZ98sXiy9733l\nyQK9aqKVhqwEAIjSiRPSunXSnDnSwIBt162z/QCqNmGmk3Nubujub0u61zk3U9J9Kvd0+rCk35D0\na3EOEgAA4KzOzL6ZNcv6cRAMiUfSWQlAkkolK+nt6bGAd6HA6yFrznwOm5rs/8b69eWv6e2VlixJ\nbIhAHkxWXndEUriczkn6r5JuP2OfJD0maUa0QwMAAJiCIPsmPInYtImJIIBohRctWLrUAhPbttVH\ngHs0ULPysces4XZWg23jPYc//rFlx150EWXDQIQmCzpdr7FBJwAAgHQj+6Z2yPRAvQovWiCVt8Vi\nvl8DoUDNiUWLsh1sG+85XLbMSuna2rhwAURowqCT9/5LNRwHAAAAsqKeMz2A8KIFgZYW259n4UBN\nf3+2g20TPYf79klbtyYyJCCvKmok7pyb7Zx7n3PuV0Y/3ueca4p7cAAAAEih8OSzoaF8u1hMemRA\n/MKLFgT6+21/nvX0WGAmLKvBtnp9DoEETBp0cs7Ndc79oaxx+PckfW3043uSDjvntp3RcBwAAAB5\nl6fJJzBVhYJl9/X2SiMj5duFQtIji1eeAjX1+hwCCZgw6DQaTOqWtEVSl2ylunePfnxY0t9K+i1J\n33XOzYlzkM65rc65/c65naMfvxjn7wMAADEolaxs4frrbVsqJT0iVOvMyefBg9KDD0pPPslzi/wL\nFi1oa7NyrLa2+igtzVOgpl6fQyABkzUS/x1JF0l6r/f+mTM+97SkB5xz/13SP0u6SdJ/iWeIP/Hf\nvffbYv4dAAAgDvQAypdCwZ4/STp+XNqxw26vW8dzi/pQj4sWhFYIbXrhBVvlLcuNtuvxOQQSMFnQ\n6dck3TZOwOknvPe7nHP/VdInFH/QCQAAZFW9rvaUV6HJp+6/X2pult79bum888pfw3ML5M9ooOb5\n7m4tWb8+6dEAyIDJgk4dkh6v4Gc8Lum2aIYzqd9yzv2fo7/v09773hr8TgAAEIV6Xe0pz4IsgeC5\nbQh1beC5BZB2pZIFx3t6rGS4UCBQDsTAee/H/4RzByV90nvfNekPcO5XJG333i+e1kCc+7ak88b5\n1C2SHpX0uiQv6fOSlnjvrx/nZ3xClnWlxYsXv/fee++dzpBy7ciRI5o/f37Sw0Cd4bhD0jgGk3PB\nl76kmYODOr1gwU/2NQ4O6tSCBXrluuum/fMXdner/b771PT66zqxcKH2X3utXq/xVfh6Pb7ifm4x\nuXo97pCsrB938/bu1du//nWdnj9fp+fNU+PRo2o8ckQ//shHdHTZsqSHhwlk/bjLk6uuuuoJ7/2a\nSr52sqDT1yS1S7rSez88wdfMkDUb3++9/7Xqhjs1zrkLJf1P7/2qyb5uzZo1/vHHK0nUqk/d3d1a\nT0osaozjDknjGExQuKdTS4s1oe7tjabvT1eXdNNNVuLV3CwNDNjHHXdIGzdGM/4K1O3xFedzi7Oq\n2+MOicr8cbd1q52nglJvqXx/69akRoWzyPxxlyP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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_model_chl - list_of_cs_chl, 'ro', alpha =0.5)\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": { "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": 2 }