{ "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": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Crew', 'Date', 'Time of Sample', 'Lat_reported', 'Long_reported',\n", " 'Latitude', 'Longitude', 'Station', 'Depth', 'NO3+NO', 'PO4',\n", " 'Samples missing!', 'Unnamed: 12', 'Samples in lab.'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = pd.read_excel('/ocean/vdo/MEOPAR/2016_Nutrients_20180110_CN_edits.xlsx')\n", "f.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f.drop(f.keys()[11:], axis=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1553, 11)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f.dropna(subset = ['Date', 'Time of Sample', 'Latitude', 'Longitude', 'Depth', 'NO3+NO'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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CrewDateTime of SampleLat_reportedLong_reportedLatitudeLongitudeStationDepthNO3+NOPO4
0Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.000SS-46131018.4911.951
1Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.000SS-46131018.6621.863
2Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.000SS-46131019.6211.561
7Campbell River2016-02-1609:58:0050° 04.900125° 15.90050.081667-125.265CR-2024.1632.237
8Campbell River2016-02-1609:58:0050° 04.900125° 15.90050.081667-125.265CR-22024.3262.787
\n", "
" ], "text/plain": [ " Crew Date Time of Sample Lat_reported Long_reported \\\n", "0 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "1 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "2 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "7 Campbell River 2016-02-16 09:58:00 50° 04.900 125° 15.900 \n", "8 Campbell River 2016-02-16 09:58:00 50° 04.900 125° 15.900 \n", "\n", " Latitude Longitude Station Depth NO3+NO PO4 \n", "0 50.533333 -125.000 SS-46131 0 18.491 1.951 \n", "1 50.533333 -125.000 SS-46131 0 18.662 1.863 \n", "2 50.533333 -125.000 SS-46131 0 19.621 1.561 \n", "7 50.081667 -125.265 CR-2 0 24.163 2.237 \n", "8 50.081667 -125.265 CR-2 20 24.326 2.787 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f[:5]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "local = pytz.timezone (\"America/Los_Angeles\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import datetime" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "datetimes = np.array([])\n", "for index in f.index:\n", " dt = datetime.datetime.combine(pd.to_datetime(pd.Timestamp(f['Date'][index])), \n", " f['Time of Sample'][index])\n", " datetimes = np.append(datetimes, dt)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1374, 11)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1374,)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datetimes.shape" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f.assign(datetime = datetimes)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1374, 12)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['Sentry Shoal', 'Campbell River', 'Lund', 'Powell River',\n", " 'Steveston', 'Nanaimo/Qualicum', 'Baynes Sound', 'Cowichan Bay',\n", " 'Galiano Island', 'Ladysmith', 'Irvines-Sechelt', 'Malaspina Strait'], dtype=object)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.Crew.unique()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons = np.array([])\n", "list_of_lats = np.array([])\n", "list_of_datetimes = np.array([])\n", "list_of_cs_ni = np.array([])\n", "list_of_model_ni = np.array([])\n", "list_of_depths = np.array([])\n", "cb_lons = np.array([])\n", "cb_lats = np.array([])\n", "cb_datetimes = np.array([])\n", "cb_cs_ni = np.array([])\n", "cb_model_ni = np.array([])\n", "cb_depths = np.array([])\n", "for n in f.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(f.Longitude[n], \n", " f.Latitude[n], \n", " X, Y, land_mask = bathy.mask)\n", " if f['Depth'][n] == 0:\n", " depth = 0\n", " elif f['Depth'][n] == 20:\n", " depth = 18\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = local.localize(f['datetime'][n], 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", " ni_val = ((1-delta)*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " ni_val = (delta*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", "\n", " list_of_lons = np.append(list_of_lons, f.Longitude[n])\n", " list_of_lats = np.append(list_of_lats, f.Latitude[n])\n", " list_of_datetimes = np.append(list_of_datetimes, date)\n", " if f['NO3+NO'][n] == '<0':\n", " list_of_cs_ni = np.append(list_of_cs_ni, 0)\n", " else:\n", " list_of_cs_ni = np.append(list_of_cs_ni, float(f['NO3+NO'][n]))\n", " list_of_model_ni = np.append(list_of_model_ni, ni_val)\n", " list_of_depths = np.append(list_of_depths, depth)\n", " if f.Crew[n] == 'Cowichan Bay':\n", " cb_lons = np.append(cb_lons, f.Longitude[n])\n", " cb_lats = np.append(cb_lats, f.Latitude[n])\n", " cb_depths = np.append(cb_depths, depth)\n", " cb_datetimes = np.append(cb_datetimes, date)\n", " if f['NO3+NO'][n] == '<0':\n", " cb_cs_ni = np.append(cb_cs_ni, 0)\n", " else:\n", " cb_cs_ni = np.append(cb_cs_ni, float(f['NO3+NO'][n]))\n", " cb_model_ni = np.append(cb_model_ni, ni_val)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1363,)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_lats.shape" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1363,)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_ni.shape" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(143,)" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cb_cs_ni.shape" ] }, { "cell_type": "code", "execution_count": 24, "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": 95, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xK+awsDD1HwweHh4EwH79+vHUqVNctGgR3d3duWnTJo4cOTJNcy6FEEKkj2yd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\n/wDBTKVqG5Q3MgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons, list_of_lats, 'ro')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48.5, 50.8)\n", "ax.set_xlim(-125.5, -122.5);" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1363,)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_ni.shape" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -0.714972513791\n", "surface RMSE = 6.64487594192\n", "surface Willmott = 0.790652334117\n", "20m bias = 0.101739293839\n", "20m RMSE = 8.97831572282\n", "20m Willmott = 0.531037891276\n", "bias = -0.315305033461\n", "RMSE = 7.87365463663\n", "Willmott = 0.785912376897\n" ] }, { "data": { "image/png": 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5+flMnTo1+koJIUQ02p1GAMuxGT+3O2MKYZWVlXz3u9/lvvvu49prr2XRokWD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\njo1y+NBhXnr8pWgQm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_ni[list_of_depths == 18], list_of_model_ni[list_of_depths == 18], \n", " 'b.', alpha = 0.5, label = '20m')\n", "ax.plot(cb_cs_ni[cb_depths == 18], cb_model_ni[cb_depths == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax.plot(list_of_cs_ni[list_of_depths == 0], list_of_model_ni[list_of_depths==0], \n", " 'g.', alpha = 0.5, label = 'surface')\n", "ax.plot(cb_cs_ni[cb_depths == 0], cb_model_ni[cb_depths == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax.plot(np.arange(0,30), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Nitrate 2016')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths == 0]) \n", " + np.mean(list_of_model_ni[list_of_depths == 0])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0])**2) /\n", " len(list_of_cs_ni[list_of_depths == 0]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths == 0])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths == 0] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths == 0] - xbar))**2))))\n", "\n", "print('20m bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths == 18]) \n", " + np.mean(list_of_model_ni[list_of_depths == 18])))\n", "print('20m RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18])**2) /\n", " len(list_of_cs_ni[list_of_depths == 18]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths == 18])\n", "print('20m Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths == 18] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths == 18] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_ni) + np.mean(list_of_model_ni)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni - list_of_cs_ni)**2) /\n", " len(list_of_cs_ni))))\n", "xbar = np.mean(list_of_cs_ni)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_ni - list_of_cs_ni)**2) / \n", " np.sum((np.abs(list_of_model_ni - xbar) \n", " + np.abs(list_of_cs_ni - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lzxvEOlcf/H5rSF1f0ajVLiIi6aGgUxbbs7eOPz27mJd/U86fnl3Mnr11o90l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\nvl66a+P0zSQGTi6Du4M5Wzc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3vPS8DciNoJNhgHG4EvZXQhxwgTEOjAFOLFI5pZKVC1f2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Fiv8NC9pY3wo1GRknfgAPz0p2JbLE7txHo2DeJvJSrFa2usSetC2zr0eQfR5QyGYUWX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\nTpK0RpXLg5VkOp4NaCVJkqTR1nGlU0SMRcQ3I+LCb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lats[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lats[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lats[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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w+f3gdsPixXDzzdbS7R6/XyjZ2AYy+aWcL9u4iMiZtP8Tkf5271nHka2rMLpa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\ni694cZ595bNz17137aqrFWZ7AQDA2VkhwKgSOsGIc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lons[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lons[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lons[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JL79s/bz3Hjz6aLIjExEREZHRUNJKRDJG/wommw2OHAG3G5qarMu91wUCyY3T\n57Oawvc31KyGqWpw8uixxwa+90O914O30eVsk3RPrKSy0WyXVBAKQSwG27dDR4f1d2+a8OKL+nyI\niIiIpDMlrUQkYwyuYIpErIPX/gmiVKhoqqy0Ei7hMCQSfb9XjrwP5IS6UPLohRespEF/F3qvR1Nl\nlu6JlVSW7tV/Ph/s2gVOJ7hcYBjWz5Qp+nyIiIiIpDMlrUQkYwyuYPJ4IBo9P5E1VEXT3n11/OG5\nVbzys7n84blV7N1XNy5xXs6shqkoEIB4HN5+G371K2vpcllJg/4u9F6Ppsos3RMrqSzdq/8qK+HU\nKau6yjStaqtYDCoq9PkQERHJZKZpJjuEjJYK76+SViKSMQZXMM2YYSWtSksvXdG0d18dx3duxOhq\nIe4owehq4fjOjeOauNq8GX78Y2uZLgkrsJJT9fV9w7B6EwRHjly6emw0VWbpnlhJZele/ef3w9q1\nVnVVNGolUf/8z63KK30+REREMpPT6eTUqVMpkVjJRKZpcurUKZxOZ1Lj0OyBIpIxeiuYemdAmzcP\nrr7aqgb67/+2klcbNlw4QdS0pxYj2w05hRgAOYXEz66fN3f9BL+S1NbSYjW8jkatZJXTCQ4HFBVZ\nVWO9s89VVZ3/Xg/eRkPd7kIqK61hiWBVWEUiVmKlqmrsX+NkM5rtkiruuadvBkF9PkRERDJfWVkZ\njY2NnDhxItmhZCyn00lZWVlSY1DSSkQyit/fd6Dd23upvBxWrrQOYp97zkpmDT4Yz441WRVW/daZ\ndjfZsaZxiTPYHCTQECAUCeHz+KicX4m/OD0yBIYBx471JatiMSuRNWOGVTV2Kf230eXIhMRKKhvp\ndkkV+nyIiIhMLna7ndmzZyc7DBlnSlqJTGJ799XRtKfWStg4SyldsCGjqor6916KRKzqixkzrPWD\nD2TjzlKMrhbIKTy3zuiOEneWjnlcweYgNdtr8Dq9lLnLCHeEqdleQ/WK6rRIXJmmVVXV2dlXaeXx\nWOuHIxgcmFiorBx+YiFZiZXRxCzj50LbZTiJUxERERFJD+ppJTJJTXQPp2S4UO+l+vrzG4YDlC7Y\nQHY8Cl0tmGYCulrIjkcpXbBhzOMKNATwOr14XV5shg2vy4vX6SXQkB7TnBUW9g0H/NCHrKXDYa2/\nlAvNPFhTY61PVcEgPPAA/OY38Oab1vKBB1I75skgHT9LIiIiInJ5VGklMkllag+n/sPu/jQth1an\nQVdPJ4n00Uu6AAAgAElEQVSwD2djJVPiflpazr9f72vuX3k2vXzTuLwXoUiIMvfAseEep4dQJD2m\nOauogNxcq/F6bwXbnDnWsMtLCQSsnkNer3W5d3mh6rdU8dhjsH+/lfj0eKzqsv37rfWPPZbs6Cav\ndPwsiYiIiMjlUdJKZJLKjjXRY2bhie7Cleikw+YgYi8etx5OE6H/sDu7zc7pgpfocgAfrMRwhOlY\nWkPja9VMb7/wEe28uesnJGHn8/j47/172d14hNauCAU5HhaWzeCaq4aR9UkBvQ3Ry8sHNrwezkxz\noZBVFdOfx2OtT1Wvvw4FBdaMdGAtTdNaL8mTjp8lmTga0isiIpIZNDxQZJLqwU5Z5/tkm9102Oxk\nm92Udb5PD/ZkhzZi/Yfd7fzgPbra3NDlhmnvQcyL2eEle0mAZE8wUtC+mJcPvk57Twt5OQW097Tw\n8sHXKWhfnNzAhqm34bXXC42N1rK6engHhD6fleTqLxKx1qeqoXp1aXbl5ErHz5JMDA0dTa5g0Oot\nd/fd1lLvu4iIjIYqrUQmKWPAjzHgcrrqP+yu8WQEo8dtXeGMYLdDT7eHnoIQPT1JDBL41Y56Ss0V\ndGY1ESNCXlYhV/Qs4lc76rn34+kxNHOkDdF7q7RgYJVWVdXwH6N/BUVuazPOgw0QiZBf6uGmDfNZ\nub748gO7iOuug5desmZNdDqt4YGtrXDjjWP6NHKZxuKzJJlJQ0eTpzdh6PUOTBgO98SGiIjIYEpa\niUxSNro57JiDp/soLrOTDsPByRwfWXQnO7QR83l8hDvCeF1eiHmwOzuI94DR5cFMgM0VwWjzMWdO\ncuN8/1QIWufQ1TkXpwOmToXcvARNbZk/rqm3Sqv/sJ2qquEfzPQ/IHJFm2l7YTunbU5mzHbT2dLB\nlo3bgRVjmrj60pesirITJ6zEiMNh9fD60pfG7ClkBEb7WZLM1Tt0tLkZGqycNm53X/JKxs/lzNor\nIiIyHEpaiUxScWcp2W0HrQsmYEBWzxni+bOTGtdoVM6vpGa7VXpR6vwQbebLdHeA/VQFdk+Y7qww\n9ner2PBg8mIMBqHzuI9ETphch5fuOBxuhMKiCKXeyTGuaaRVWjCwguLQlgZwOrFluzh5GmbNsppO\nba1tGNOkld8P3/kOPPqo1ceqqwuuvHLMHl5GYTSfJclcPh/s3QvvvmtVR7rdVgKlpcXaB+szM352\n7YL337d6//WftffMmWRHJiIi6Uo9rUQmKYf3anzxJpyJGDGbHWcihi/ehMN7dbJDGzF/sZ/qFdV4\nXV6unNnNjO4bKeteRXZON92tXnLfrmbzPX7WJ3EEXiAAV+dWEreHiREmKztBwh7meGuYDTcNo5P5\nJBcKWWfuAWytEXA4yc6Gzpi1LsftpK0pMvQDjMKZM9aQwE98AnJy1CNHJFVVVloJq/5Dek0TFi+2\n9sEyflpawGazklaGYS1tNi44a6+IiMhwqNJKZJLqDO/kcHYZeYkWa3igzckpWyHd4Z3JDm1U/MV+\n/MV+WNWv91En+K6DyoeSf4Y9FIIPX+knL1zNjtYArbYQBaaP2WeqWL8yfU7/B5uDBBoChCIhfB4f\nlfMrrfd9nPl8Vo8UrxcSBR7o6CCe7cLhtK7visbIL/WM+fOqR45I+vD7YfZsa18RjVqJ7mXLYNo0\nzS453goL4fRpq8KqN2GYSFjrRURERkJJK5FJKjvWRHeej4gxi966FNNMkB1rSmZYY+pyhw7t3VdH\n055asmNNxJ2llC7YwLy5Y1uW1Zt0WTTFz6IpVnC9SZh0EWwOUrO9Bq/TS5m7jHBHmJrtNVSvqB73\nxFX/5tt5H55P+wvbSdhg6mwnnS0xuqIxPrZp6Zg/765dcPgwNJ398ygrg6uv1gGwSKqqqDh/3xoO\na3bJ8VZRAXl51r6yt6fVVVfB3LnJjkxERNKVhgeKTFJxZylGd3TAOqM7StxZmqSIkmvvvjqO79yI\n0dVC3FGC0dXC8Z0b2buvbkyfp7LSOnDaGw3yB3MzP+u8m21sZvFN6TPOLNAQwOv04nV5sRk2vC4v\nXqeXQMP4j7vpbb7t9UKHu5j8m1cwY44LWqM4Cl3c+tDYNmEHq2Jv926rT0tWlvVz6BD87ndWU3YR\nST29+9pw2Kr06f29UqOwx1VlpbWPLC+3hlKXl1uX9b6LiMhIqdJKZJIqXbCB4zs3EgdMuxujO0p2\nPMr08k3JDi0pmvbUYmS7IacQAyCnkPjZ9WNZbeX3w7r/GeSbW2vobvUyraCMsoVhnjtVw7zmajju\nHzAbWmVl6g0/C0VClLnLBqzzOD2EIsMrOzo3bHOEr3FgBV3x2Z/xEwhYPayysqzL2dnW7FitrVaf\nHBFJPZpdMjn0vksmG+33FxEZGSWtRCapeXPXc7J5O55Dj1N4pp0WI4+OWVVjPhwuXWTHmqwKq37r\nTLt7XIZL1icCrLrWqlSyeAl3wGMvBWj/tR+v1xp+Fg5bQ+Gqq1PrS5HP42Pf4TBNB7znhn+Uzokw\n98pLj7sJBq3XlOqvsb9QyEpUzZwJp05ZPVpcLiuR1dWV7OhEZCiaXTI59L5LJkrH7y8imUJJK5FJ\nau++OhJNvyTimkVLb6VV0y/Zu2/FpExcxZ2lGF0tkNPXLXa8hksOVan0qz+FWJkGzb4X2yp5alcN\n7hxwuz20dEYI7QrzqZlVl7zvWDc0f7muma21DbQ1Rcgv9XDThvljPjzQ57NmIjuZFaSlIkCnM0R7\nu4/ppyrx+VJow4jOgouIyLjQhCwiyaOeViKTVNOeWuK9w+EMmzUcLttN057aZIc2poJB2LwZ7r7b\nWgaHaB1VumAD2fEodLVgmgnoaiE7HqV0wYYxj8nn8RGJRQasi8QimBEfnkET33k8qdfsu36rn+vM\nagodXlqNRgodXq4zq6nfeulvbaEQY/YaX65rZsvG7XS2dJBX4qazpYMtG7fzcl3z5T/YRVRWQpc3\nyOGyGjptYbLay+jKCnN0dg0Fc9KnF1mm+/7TQdZ+ezMPH7ybrT2b+dOhIDU1Q//Ni4iIDNdYfn+Z\naMHmIJu3bebuLXezedtmgs36xyjpRZVWIpPURA6HS5bLKeXurS7rP3vg9PJN41J1Vjm/kprt1hR4\nHqeHSCxCOBbmOk8VkUGzXUUiqTfbVSgEV5X5mUffm5jIH94Xt97ZE0f6GvtX0iS2NlDocOIodAGc\nW26tbRjTaiu/H7IWByho9tJ5xgp8Sq6XgmnwqwMB7iUzTrGOV5XSRFQ/1b0c5Ft/qCE7x4vbKKOD\nMK/bariOagIBv86Ci6QBVUpKKhvt95dkSeaMzyJjRZVWIpPUZJg9sH8pt83W93tgiEnu5s1dz+p1\n27jhr/axet22cRsm6S/2U72iGq/LS2O0ka6eLnLtuTTPfJhtbGZvNJjSs135fNYXtf6G+8VtNDN6\n9SYhw2ErCWm2RDgadtLe1nebHLeTtqbI0A8yQhFCzCz2MHUq5BdY/azysj00taXBKdYh9K9C/F//\nCx54oO+97U3wjrZKafA2G6vHHax2awAj5iU3y4sNGy685CS87DEDaXEWPBmGW4UqMhEmal8hMlLp\nOiNpMmd8FhkrSlqJTFITORxuItW9W8eqJ1Yx99/mUtu2it811rFlC2zbBs3NqVPK7S/2s3nVZr56\n7Vdp727HkeXAP6uMxR8O8667huCxIF5vajb4HM0Xt96ZpbxeaGzksl7j4CSkUeghx4xx4mTfbbqi\nMfJLPUM/yAh58HHwSITuODgc0B2Hg0cieEjxU6xDGHyA+NZbsH+/1Vh+OAne4brcxPFINbWFyM/x\nEI/3rXPgoYVQyp8FT4ZgEL7+dfjNb+DNN63l17+uBIEkz0TtK0RGajTfX5IpFAnhcQ78XnQ5Mz6L\npAINDxSZpCZyONxEqXu3jo0vbsSd46aAEg73tBD9s43MAXIa17N9OyxaBPPmJTvSPv3PgAHMvdLL\n1KngdQXYvCo1vwmNdkrzkc4sFQpZCZZ3TwbZ0RYga/FRlu0qwWyfg5kooysaoysa42Obll7+g1/C\n7M5K9uXUEAey8BDPjpAgzOzOSzefT0WDG8p2dUFBAezZA0VF1rqxSPD2brP+xiNxXJrv42g8zMnD\nXqLdYCagJydCruFL+bPgyfDoo3DgALjd1vaIxazLjz4K//7vyY5OJqPx3ldo6KGMhXScGdPn8RHu\nCPebsdrqo+rz6IyOpA8lrUQmsXlz16d1kmqw2h21uHPcFLoKOXQI3DmFRLugcUYty06up7PTmgXu\n/vuTHWmfoWYSTPUzYMn44ubzwZ8OBXnVrKGn3YtJEdvnRvnQiTc4djhO8czZfGzT0jGfPRCgoN3P\ncvc63rDV0pLdhCteyvLEBgra0uzb61mDDxA9HjhzZuCwz7Ho1TFRPUA23FTJV39eQ3c2mF0e4vYI\nZk4YX0v6JRUn4uD69detJKXLagOHywWmaa0XSYbx3FdcqL/l178OV14JnZ1KYklmG6qPatXS9Pv/\nKJOXhgemMM30IHJ5mlqbcDvcAMQ6rQOxwlw3cVcT0ah1YD57dmp9MR1qJkGdATtfZSX8d2uAzogX\nW5eXLJuN0y43OxbBG7d9wOZtq8YlYQXQmhdkV8dz2E+XU3zy01yZU05T/nPk+NJzvzy4L9n8+dDa\navXqGsteHRPVA2T9Sj8rzGoKsr04pjVS7PGybmo1Kz/kT6vhRRPV18cwLm+9yHgbz33F4KGHnZ1W\nZeGbb6p/lmS+wX1UvS6vmrBL2lGlVYoKNgf5+tavc6L9BJ09nbx7/F3eOPIG37npO9rJiAyhtKCU\nlo4WCl2FOM/2HTLtUYrspdx66/lncQd7ua6ZrbUNtDVFyC/1cNOG+eOWBOk1Gc+ABZuDBBoChCIh\nfB4flfMrh7Vf8/uh0xkicaKMDhOys6xqEXu2h4Onx68yLRiEtzsD9LR7yTW8xHvg6EFr9kDjxgCk\nyeyBwaA1/Ov116Gjw6qsWb4c5syx+nTNmWNVHjQ2Xv6Qz6GMdijp5Sg446dqjh9bv9NxiURq9LAb\nrsHDNnuXgcDYvmfXXWf1+TMMcDqt4YGtrbBq1dg9h8jlGM99xeDK0oYG639H/x5+MPZ/ZyKpwl/s\n1/GjpDUlrVLUo288yoHTB3A73HgcHmLxGAdOH+DRNx7l329RwwmRC9mwfAMbX9wIwBVT3Bw8GiWR\niHIDmwhHrKRV1RC5oJfrmtmycTs5bid5JW46WzrYsnE7sGJcE1e9Z8D6J3E+PtXHqf/+Cq+c7TVW\numBDxgzjHM3Uy8EgxE/5sOWGIealpwdaIuC6IkLumfGrTAsEIHtKiD9zl3HqpFXF53DAFbkeOp3p\nkRHpbbx94IB1sJaTA2feb+Z0oAFsEezTPNz+5fncce/Yf9Ynaihpuk5H3t9E9QC75x4rOXn8uPUe\nORxw1VXWepFLGemJh0sZr33F4H1DJAJ2u/W31Ws0f2eZ2C8rE1+TiKQvDQ9MUa83vk6BowCX3YVh\nGLjsLgocBbzeqIYTIkNZv2g9D/3FQxS6CmnlKHNmFHKz7SHcjesvOcvL1toGctxOHIUuDJuBo9BF\njtvJ1tqG8Q/8uB+2bYYtP8b22mLydj/E1MgOpsUOMzWyg/CO/83efXXjH8cEGM3Uy4EATD1RSXdW\nmB57GMOWIJETpq07zJLsse+2XVdnVZ784AfQtNtHtDPCrFkw/0Nw1RzoMNNnGGcgACdOWI23c3Mh\nr62Zxa3bcdGBfYqbksIOdv1wOy/XNY/J8/W+d3PnWsu6Cfj4put05P0NHrYJ45N48/vh29+Gj30M\nli2zlt/+tg5KRyoYhM2b4e67rWUmDzPrPfEQ7ggPOPGQyi0sBu8bcnKsysIFC/puM9K/s8FDevfu\nhTvugE9+Mn0/CxM1TFlEZLhUaZWiDAwwB600z64XkSGtX7Se9YsuvyqprSlCXol7wLoct5O2psgQ\n9xgbgxvEzsv/R6b0hOnETizLQbYZZ2o8TONb/wjTHx3XWCbCaBrPh0JQhJ+WXdV0zQlgukNkRX1k\n1Vdx1cfG9mi7rg42brSSPF4vRN6r5AOnNYxzxhQPka4I9oIwlfPTYxhnKGT1cemtLPAcaaDTcNLe\n4yJ2ArC58Dis5O1oKwu//3SQbwUCGLNDFMz0ceRgJRs3Wttn/TgWDPr9sG4d1NZCUxOUlsKGDemV\niKmstPYHYG2ryCUqREcjHWfBSkUXavJdU3PxkyTpbPCMt73LQEMgZYcfDR56uHSptY/o7eE3mr+z\n/kN6m5utyV4Moy9Jlo6fhYkapiwiMlxKWqWo68qu47f7fktXaxc9Zg9ZRhY5thz+x9z/kezQJIMk\no4fTeKt7OUjt1gBNbSFK831suKmS9Ssv/S0rv9RDZ0sHjkLXuXVd0Rj5pZ6L3Gtk+g+teP8tHzOm\nVuJ1WzEuyjtIeyKb7oQdZxbEDTsdmBTFDjI2NTDJ5fP42Hc4TNMBL5GIdWBeOifC3CsvfYrb57P6\nMX2o0M+pvX5iMcjKguJiKyEzlmprrYRVYSFkZ0Nno5/4G9WErgpwojiEI+Zj4y1VKXuQNpjPZx1M\nxWLWBAU5HRHCPW4Mwzpwi3dD8xkniY7RJWmDzUG+92oN2flecs0y4vYwnQtrcFNNba1/XJNWwSA8\n9xyUl8PKldaB6HPPwbx5qXugdaEhOBPVA2y8hnhNNpPtAD9TZrwd/Lc30r+z/kN6GxqsHnFOJ0Sj\n6ftZmKhhyulCQyVFkk9JqxS1ZvYafrX3V8QTcTAhbsQxDIM1s9ckOzTJEMnq4TSe6l4OsnFLDe4c\nLyV5ZbR0htm4pQaovmTi6qYN88++fqvCqisaoysa42Oblo5pjIN7Or3eGuZ0gXVQX4wf07AqKhM9\n/e9lYJ5XepmeFtsq+Y93HqA75zh4OjkSd7D/nel8aua3L3nfykr45S+hpwdmzrQSMLGYNfPdWA+f\namqCkhLr9/x8uOIKaP3Aj3nYT/kKq4rn7RcgWJ4eX14rK+GNN6zEVVcX2Lo9OM0OEjkucvMg2w5G\nV4xW2+iStIGGAB0tVsP6SCvE415suUBpAPON8X2j0i15cLEKnc2bx/m5R9FbTgaabAf4Po+PcEf4\nXIUVjG7G22QlBMaq0rB/v6xIxDrZEYv1q2pNw89CJvQHHCvpXEmpExOpQUnPsaGeVimq/kQ9N868\nkQXTFjDDPYMF0xZw48wbqT9Rn+zQJEMktYfTOKndGsCd46XQYfVLKnR4iTtP8D+3rmPuv81l1ROr\nqHv3ws11Vq4v5taHVuAodNF+NIqj0MWtD419Am9wT6fpBV5i3XF+y1fYwt282ZFHrq0LR1Y3Jgmy\nzG6cZjfHnLPHNI5keXEr2O0m2dlgYFUx2e0mL2699H39fvjGN6xZ706csM5mL15sVVuNdd+i0lLr\nTHmvM2esXlAzZsDq1Vb1jtdrfRFJB36/FXc0CidPwh5zPi4jhoMOSJjQ0UF2PEZs9vxRPU8oEsLe\n4+HECWhvt2bwjLd7CPeEBjQ9Hg+hEOc9RyofMPZPsvXOYDZRn6nR9JaTgSaqD1mqqJxfSTgWJtwR\nJmEmCHeECcfCVM6//J1wJvRO6t8vy+22tn0s1tcvKx0/C5nQH3CsBAIQj8Pbb8OvfmUt4/HU/9+f\njr3nMlEm7ONShSqtUlQoEmLOFXOYO2XuuXUJM5Hy5deSPtqaItiybLTsOoTRGcN0OMkpnjLuPZzG\nU1NbiJK8vlPex3mX49mvk+gxKMlbTEtHy7nZBS/U92rl+uJxrzIbPLRi2uxm3n6vHqMnjs+2krqT\ny5latJVSZwJXIkE3Nk5mFzJj6b9wpGlcQ5sQr0cCTHPPIZcPn1t3JjvM65EAcOlTT+vXWwmj8T5r\ntWGD1dMKrAORaNT68n7NNX23SeWEyGDBIDz1FFx5pRX3/v3F7IqsYH6igUQkAkUeuHop868Z3eff\nEfPRSRjT9GLYrARjBxFsJ32cOmVVEI3XWcbc1mYOPN6AIxYhUeAhf/l8smYUp+wBYzIrdNJ1iFcq\nmsg+ZKngQjPeVi0d2VDpVKmOHE0lRP9+WV4vtLRYJ1OmTetL9qTbZ2FwD7DxHKac6nbtgvfft4bV\nu93Q0QH19daJrFSWjr3nMlGq7OMygZJWKWqsy69FBrPZs4jvPwR2B6bdAd3dxN//gOyrZiU7tBEr\nzffR0hmm0GH93YR4lTid2LJshKIhpuZOxZ3jpnZH7YiatY+FwX/bJ8wGPAU2Wo5Np/6wDXfBtfz8\nCliVu4ernHbizlJKF2xg3tz1HGnalpSYx5LhCUGsDJz9VnZ6rPXDNBENpHt7L/U29Xa7YdEiWLiw\n7zbpdAY9EIDubutAyjCsoY+HOovZ5Shm2jS48cbRn0kPBmHHU5V05teQlQ/xNg9mTgQcYRx7qvB4\nxm9oxct1zRjbt2OecdLpcpPd0UHb77bT7l9B1Q9Tc7hzMofg6DvG2Bl8gJ/b2sz0gw08dVvm9Ioc\nzF/sP3fgGwxC4N/h4REkfFJhaOVYDP/q/z9prHplJZsmarC0tFiVsK6z7U5dLquHZktLcuO6FJ2Y\nSA2psI/LFBoemKLGsvxa5JIyZFLKDTdVEu0K09IZJmoepcM8SQ9xsrPgePtxGk420BnvpKk1eSVL\ng/+2D586TktrgitdC1iyGIqK4a39y9nScxM3/NU+Vq/bxry5yUmwjYfrFvho7YzQETtbhROD1s4I\n1y1IvYPl9eth2zbYt89q6D1lSt9wiayse/l/Fhby2dl23nq6kNdeuTfZ4V5UKGQlrE6dgkOHoLHR\nev9PnYLDh60hD+vWjfwgpffA78xBPwXvVNPT7sVW2Ig97sWxs5qeJj/Z2eM3BG5rbQNZeU5wuYhE\nDU61u4hnO5nZ0ZCyB17JHIKj7xhjy++3qgjv+stmHDu3Y493DOgV+XJdJkyjcb7RDn2ZdVUdVxau\nYmnRXGZesQpbTt2EnwwY62G6vZ+FH//YWqbq/keGp7DQ2j93dJz9ztJhXS4sTHZkF+fz+Dhw+gDb\nDm1jS8MWth3axoHTB3RiYoJNtuHj40lJqxTVW37tdXlpjDbidXnVIFXGVKK7h+w5M8Fux+jqBLud\n7DkzSXT3XPrOKWr9Sj//+6Z1tDje5t3EzzENkywbZGUZ2G12TNPkYOQgHsc4N9e5iMF/2z2t0yli\nCVMcRRgGuJxgy43Q8kFm/ke758ZKrloSBmeYSDQBzjBXLQlzz42pdbAcDFoHHHff3dcUu7raOpgx\nzXv5zJWPcIUjRjTLhdOMUXrwkZROXPl8Vh+O/futadmjUWhttb6E33STNePec8+NvM9C74Hf9OmQ\nddJPzqubcfz2x/DSZnoS0H39Zurn3M0ThzbTFA+O+VnGU+9HOBp2YjNg6hQo9EB3lpPO46k73Lm3\nQsfrtZKIXu/ENff1F/tZN6Wat//k5T9/3cjbf/Kyboq+Y4xWuvaKHLy/G+5+4EIJn3gcvvKVSz/W\n3n11XF+2kRxaOBErwWVrwe/ZSJy6Ce2dlG698GRiVVTAkiVWhVU0ai2XLLHWp7LF0xbz0gcvsefE\nHo60HuGdo3v41Tsv8dLPF1/W37iMjvrDjR0ND0xh/cuvRcZafqmHzpYOCitmnVvX2dJBbpEreUGN\nUrA5yLZjz1FEOdGeFtqzDtFNlHgiC7vNDli94WYXJrepef+/7U8+H+T94ho6COPEQ4wIiZwwhUfT\nrAnGIEP1CPEX+/n2X1YPmtFm+P1Q6ur6huyVllq9p9ZfpBBtJL1KLjWr21tPP07MzKbLZo1x7LQ5\nIRHDdehxuOH7w3yHJtbixfDII1bzetO0mqSbpvUenjhhDX2EkfdZ6C2BX7DAev/y861ZCs/kB2F5\nDTkJL7b2MjpcYV5or+Hm/GqG08NsuFptHnLMDrLs1v5rrGZDHG/JGoITDMJz/+Gn3OtnpQciYXju\nP2BeoSpDRqOtKUJeiXvAuhy3M6V7RQ5neNxQ+9HBQ1+am61+P/E4rFw59FC7YBB2bqslq8dNp1kI\nJrR0FFKYC//julr8/omrLtZMeXIxvT3ryssH9qxL9aTDiwdfxG7YMW0msa4eOtqzyDLsRKe+SDi8\nPm1mQEx36g83dpS0Epmkbtowny0bt3OmAyIdTrraYjjNGKvvWJrs0EbssZcC1O/w0tXqpctTSI/H\njs3mocfoAKObbFs2c9xzKHAUJDvUcypK/ORGqzniDhAhhAcfy3p8XLPoK7zys6YBPa3SxaUOgkaa\nkK+rg69+1erNBNZZz69+1fr9QomrYBC+/nUrKdPZCe++C2+8Ad/5zsW/MAQCEJ8a5O3ebeL1MSOr\nkkDAj98PhWY7EdvA5G6nLYfCRPtlv6aJUl8PV1xhHUx2dkJPj3XG2DD6StdHU13Qe+BXVAR/9mdw\n9Ki13u4PYPR4sfd4ycqG7LgXWwIOOofXeP9CLnQAHZs9H9eu7XS3Qlu3E6MrhpMY4Znpuz8bT2oO\nOz56TwY5Cvv2D13RGPmlqZs8vdRn4WL70cEJn4YGq+Jq+vS+yqv+jwV9/x8+eU0TUUowgHi3NUlE\nXq6b7M6JHb4/2Rrpy+VJ16TD642vMy1/Grn2XA4dOttGNOsMTbyu/f0EU3+4saGklUg/o5lBJt2s\nXF/MBx+s4P97qAFnZwR7oQdz4VJeeLuY8mB6vu6tb4aInizD6YD8rvnEzAZ6enowe7LwOHPJsmUx\nq3BWSo3pt74w+ynv8ePxQGdPHdcWbcR1hZu4owSjq4XjO89OY8fUpMY6XON1QPzgg1aFkN1uHTx1\nd1vl1v/0TxdOWj36KBw4YDVR93isacgPHLDW//u/D/08u45a1W8uvLgpo4Mw9QU1nDlqVQe1GHk4\nEzGrwuosR6KLFiNv5C9unPVWRMRiVrLq0CHr/TtzBmafLTwcTXVB/wO/q6+Gl1+2fu8qCWG0ldHa\nDmYCWqPgcHpoco8sOzZUQtQ7v5hjXSvo3NVAfk+ETqeHA+6ldHYXE0zT/dl4UnPY8dF7MgisCquu\naOyDAREAACAASURBVIyuaIyPbUrd5OmlPguPPmolqtrbrf1FImElu//6r62ZXA8etCo558yB48ch\nO9uquLzQY0Hf/4dIohRXVgsYVnOgkychvyRK3Fk6zq94oHRNSsjEScekg4EBpvV7rBMcDug+ew1o\nfy/pR0krkbPGYgaZdHOgtZjivy4eUBYfDqfv2ZfIBz668/fR7mginh2hp9MFeadJ9GRxJpqLI9vB\nO+Z7VC1LnVOog78w31BRi+sKNy732S6fOYXEgaY9tRjuzckM9aL6J3zfeguuuWbg9WPxBengQeuA\nqL3dOotvt1uJl/37uWBi4vXXoaBg4Kw/pmmtv5iWkgC2Ti+us7NQuvDS2QWNJY+yeVsxPYkZ3E0D\nZo9JV5YDR6KLXOKEZ6XO52ownw/eawlS3xmgJz9Edr6PxO5Kcjv9fOhDo5+affDnePFia3vFjvno\nzg5Dwqq0MgzoNCKcet9HXd3Fh3ZeyFAJ0c5OONBWjDG3+FyCsjNmxZGu+7PxpCFR48OaJXAFW2sb\naGuyZg/82KalKT174KU+C1u3Wtd3dkJWlrUuFrMmqLjhBsjNtSo529utCqvSUqvi8kKPBX1JssNt\nG6jwnj0hk+XGFo+SHY8yvXzT+L7gC0jHpITIxVxXdh3bDm3DMAwcDiedPTHiWa3MYhWg/b2kHyWt\nRM6ajMMlGl5qxnGwgdbWCIkCDwXL5+NdUJy+Z19OLKbN/xS2bje2uJue3KPQY8donUXBlByy4h7s\nzaX8vr6e9YvOP1p+ua55wMHGRE1V3v8L8ys/ayLuKBlwvWl3kx1rosd9gTungMEJ33fftSptVq3q\nO3gZiy9IdrvVPBz6qqy83c0soIFvLY+QW+JhzZfnc8e91jYzhpgVc6j1vQpnhji9q4wOE5wO6yxl\ne1eM2BW/J9zxcTy+9fykcQuru3czgzNEbPmEZ1Xx5ynazwqgYE6Qtw4/QI/rOD22Trq73gXvTspb\nv013t5+SEusANBCAhx8eWaVp7+e49/Nw/fXQ/nYlDXk11hnfuAccEYycMK59VdTWXn7SaqiqkMZG\nq2IsHLaGjXo8sGyZNWNi2u7PxpGGRI2fleuLUzpJNdilPgvRqLW/zc62klaxWN8+9L33rP38tGnW\n/r/3scLhoT9X55JktvXsCsOV+bV4bE1EKGX61Zv+f/bePTyK+77/fc3sbVZ7l9ANScsdhMEL+ApJ\nDLIb59baJBuS/tqe1q35tT04uE1PqNs6SaMnqf1Lc5TntDE2+f1O69PcTntSZWucNGnsBAscG2zs\ngNdcxB0WCS267U27O7M7l/PHIJAECIQkWNn7eh6eRdLuzHd2vjPz/b6/78/nM6NC4cuUKVU23bWJ\nrnQXvdleJG+KbJ8Dj76QOy2bSJTv92VmIGXRqkyZC5RyuEQ0Hh2TuDo86ST9u9rjVOzfTdEqIbi8\nkM+T/cVuhrJrmHPPzBlwj0SsPYClZzWC7xzYU+ZEOTkPqzqLZlrACjmbzp7Dl5/UXe1xtj+xG7tX\nGlWqHNZM+wRkpEvpvpUN1FUmLzmtAKFohkxcQ2u5ZYwVfFetgp074de/ho9+dOomxPfdBz/6kemW\nAqghzgfYjYxERvDiyOZ56SvmOfv9L9SxejV0dJgTLEkyJ1uZjDnJGo+V84K4rAm6TwRIpcz7gFS/\nH0OA7Ue2k1bSeB1e9sz6CHc33k1rS+vkDuwm8K8ntmGtPY5F9qIXfYgVMkLlcYr2bTzfum1KnaYj\n+4OUCiEe3QLNETRfDHs+iOf4RmzpEN3GxI9jrCskHjedfYWCeZ6q9TjzEp2IsRT50z7O3tY8Y+9n\n00k5JGpqmcmpBa7VF/x+GBw0w4sMw8yHZxjmIsLYfHjX069Gi2Qb2H9+A4mE+bnFi27usZcp814l\nVBfiqQeeujh3cDQEMQ6HKcRC1Jfv92VmIGXRqkyZC5RquEQ0HqVtdxsBKUCjt5FEPkHb7ja2rJlc\nefIdWzvx1Eh09TspJkA3nNh1EN7oJPz1mTnJs1bF8JxbSLFnMboOak0Hgj2H4BxRucmRwkhdflJH\nlioHLr7u2No5raJVNApPfitKX1UEpSlGYrCa3xWOAyB5vAjFSyET525uftrrZqzgW1dnVqP71a/g\nX//VnNDMn3/jDp5hgsFLghXAUjox022bfdficqIBv3ymk9//Qh2bNpkOnN5e81p2OGDhQti0afz9\nhJvDtCXaWHEv+CQfKTnF9/efJqPksGgu7BYPllgF8gsaRwbjtFZ23DRX3o1ysrAHt92D3T6cINpJ\nk72Pj1R8j1d/+AuOxxuob9qM02a6HCbjNB3ZH3w+cBwJUXzV3IjkAtEGWMwwookSDl9KCp1ImJNp\njwc+8hHoOxBHeGM3ilvC7vWiZ/OwazcLfmMNULrnZjym0/1ZDomaGt4LqQXG6wv332+Kw8PuVkEw\nXVcej3l9w+ix0rX6VSgEDz98eRXYmfJdlSkzUyhXoS/zXqIsWpUpc4FSDZeIdEYISAECTnMWOfwa\n6YxM6mE01J3C5vFC/4VfGKCKEm65dEtzX4v5VUF6xARKKoCsgDHUjFy3E73g5dRpHW9NCtWaYJ3v\n8pN6q0qVPxeJcqKmDa89gI9GzpHinxPz+JSR5zZ7D6rUQM0KM2TiXHfHtLblRrmS++XgQZgzB1au\nNEMF3313/BLo18OPfjT6Zz8pUpjnTNfN36neFIr6Bo9u/y5BX5BH/jLMgR2hCTkgQnUhtqzZcmmF\nUg6Sy1oQLRJ2i4S/O8CK15ehuLIk/PGb6sq7Uex2A03l4lN/nr2Xx6R+xJ5ZDHTWE3Bm+FD93/D9\nd+DooQ34fLBkyY05TUf2h+pqc5KraWYesuHk7z6fOVG9EYZDk9JpM1zJZjO37e3uxL/0EKvufZna\nyj76ktUc2vcgv3wmwCsH62aMA2bYtdO5M47nzR1IeharoZI810vkc+eABybdz6bDvft+5YqpBY5s\n5dQ32sn5EvRlApyv28B//8YNdvhbzKZNcOiQeU8HM4fV0JDpbuzpgZ/9zLzOn376+rYXjcKLL8KK\nFeYzIZUyf168uPSvzclSvu7KlClT5sYoi1ZlylwgFIKH/3uUrTsidA/FaAgE2fzpMKHrHEVNV3hA\nLBXDJtroON1BSk7hk3wsqVpCLDW5uEV3g4/Th/NYfGk072F0Swr7kA+1uHTG5vHa/ECYJ7a34a8H\nsegjd9aBmFiAmyZyji6yJ4PcJm7ksS9dfnC3qlT5nlSEoneAI+xCIY0DL7O0ZWw79Rvs/7PWad33\nVDFW8N23zwzFc7lg+3ZTWKisvJT/BG7MwTM4aIoTwwJVEh9O8siY56xgO0/e9gaaz07zBVfii3Ib\nW/73ibsSR65QtraCRfhnDEHDoMjCw0GCs/pZN/88Nd48g4m/592j69ixNVCyotV981bz0pGdoAo4\nrBIPGf34jjVhJPyImogueBAyFj40eyvxrg3k85fykk2Ukf2ht9d0nyixOPOVTry5FFmrD9fCZjbc\nwHcViZiuvTvvNPuW12v2tcOHYbV3Fw9t+DZ+dxa7Raeprov5jUfZ/kMNqbFlRjhgRrp2pHffYl7N\n2yxf8zaV1YMkByo5tPtO2p/wsuPAb93wsyYaj/LFn7bRGwugpBo56Evw9sk2nvrE5Ny771fGOk0z\nr7TxB8u+Sy4rkezz43bnqM39T/7pCWakcBUKwTPPwLZtZhGLbNYUrrzeS4nZr5UncCTvx/yhMH2u\n+TJlypR5PyDe6gaUKVMqRONRvnO8jTwJXJpZ5v47x9uIxqOj3tPa0cqj2x+ltaP14t+GJxqJxOjw\ngGj0anu7fuwWO7vO7CJfzON1eMkX8+w6swu7xT6p7T6wuZmi2kPRuQddkHFkvViLBU6ve5n9PVPQ\n8FvAhrUhvrF+C35HgNMDXXisAe43nmbF2W00vv08C862cltl6IoD4wc2N1NIyyjJPIZuoCTzFNIy\nD2xuntY2J307ifEaRWTseCgi47bv4Lfn/QOv/nARr7zYwtFj7dPahhslGjUFnX/4B3MSUyiY4XjJ\npOl+GZ7QGIYpXsTj5s83miuusnJ0eOBhmpGQkciDYSALh7HnnPg/5kQURALOAAEpQKQzMqnjjMXA\noy5Ay/qQczbu0FX+26pTeKQifRkJZ0WSB+5tx57+xaT2M518+aOPsSK4AKsVhgopViU9iAMBBN2K\nLppFsMWkxPJi/6jPGTeQd2o4r00gAOfOQb0Y50PibiqdedQKL157Hld0N7va4xPedix2KSRpuEqg\nJJlujdUf/T5NgTSCYJAtWhAEg6ZAmg98/PuI4qWJcmRy3WFaGTmhX+TbySd++z9YtryTpsZzLL2t\nk49+5j+oEXZO6lmzbWeE4+8GQA7g84ogBzj+boBtO0v4iylhgsFLuZ36D8b5SM1PQNSomxNn+apO\nmhrjIOjU9JTmffx6CIVM0WrfPvjd34VPfhI+/Wnz9eMfN4Xk672uRl7Dw5RK/tDpZNg1X0gH2LVT\nZNdLAY68U77uykwfw2O0Rx81X6diTlKmzK2iLFqVKXOBaw3kh1fJEvnEqFWyaDw6aqIx1ZMj4Srp\nt6/2++tl7YY6zv1mjILNTkVKQpMEzt9np1DnIlk/cwdRG9aG6Ght5ZPC82xc0MoHF4ZoaYH1682k\n4IXClT+3dkMd67+xBoffSbYnjcPvZP03pj/cq1BxCkG3oRsaWc4z336ev6iUcVszqI56hEKS3ref\nKDnhaqxQ63CYK/Cf/zzU15siltNpCgqCYP6TZfOzN5or7vHHR//cSx2JZUk++0d/z1/9+eN88uPt\n1P3+CRZ85NJ7fJJv0q5Eux2EvZsxBBWb5ucDi+Nk83aGFBuCYSOnOMjmbSxf3jGp/UwnoboQWz/5\nNH/c8nE+ee8dFGL1OCoKGKIAAugCONwyhe5ZpNPmuVu79urXy3iMdJ02NEBlvJOsJlEQnVitAgpO\ncprEi1/vnPC2RwoEzc1mn0qlTNfH/AWnycs21IINDBG1YCMv25i/4PTFz5f65HjkhP6DH/4FNTUJ\nEAzyeQeCYFBdk+BDH/7FpJ41ew7H8Dh8OC9cm04JPA7fFQtUlLk24bB5H0wkILO3k8amc9Q19WKz\nF5FlO1a7SkNjL3PqSjQp4QSZrOg08hoe5mrPhJky6b6edsZSMeSUj9dfh7xs3rMM2cfLb8ZK9rjK\nzFymczG9TJlbQVm0KlPmAtcayI/MLTXWxTGdK4eKprB2zlqcNidpJY3T5mTtnLUomjLpbfvuj3F2\nnYNTn4XEesjVg57z4Z8zcycv3/zPdua2tvCDykX8X4kWXku2EydKB620Fx/lZLB1lHtuJGs31NHa\n0ULbsfW0drTclFAvi03D5iggC4NoaITdkNBhQNPpzw2A3Y9q9dJ9eOu0t2UijCfU+v1mCF8+D1VV\noCigqqawNTy5C4cnvs8vfAFqaswkwIIAy1e2s/F/+xrK/CT7PZXYV/XxwPz/wpI8ePEzKTlF0De5\nagqCAL7uDTR2fgOb6sdfnSCfcyCqdtAtCJqInJPw1fRNaj/TTaguxHIxzMl9QQ6+tRTJnUOqyAEG\nzoockkvm0Bu3s369GRYoSRMXF8cOlGfPBiOVQkG6FNopgM0tMXBy4vniRgoENTVmwn/DMPueZisy\n5MmiWwysmgVdNBhyZ9FsxYufL4XiGuMxckLftOQ0Ss5hinAIFIs2lJyDpiWn6egwwyM7OkzhbiLP\nGiMVBEeKoSE4fRo6j0B3f4p8vIS/mBJmpLNQH0xhd8ugC6hF87ypRSvoAnZP7lY3dUqYiOh0JUZe\nw7p+9WfCTJl0X287g74g+ztTSE4ujjMFKUWVNVjS7s8yM5PpXEwvU+ZWUBatypS5wPBAfhQjKs3F\nUjF80mhlatjFMdlB3HgEfUEkq0TL3BbWN6+nZW4LklWa9EQcYOW8ILfflcIpmUmNnRLcfleKlfNm\n5uTlm//Zzpd/9QTn00mEXD05I8kvbX/OduVxkkoCa66RhgWXHHJjOXqsnVdebLmpYXkLAgtQUbCJ\nFmwWgbk2SOtgEUS6h8yVecPmxSqX1ir9eELtypVw++2mW0fXYe7cS+6rQGByOYU+9SmzAuDdd8Oj\nn9pK3vCSVvx4vSJudxMpQ6Qu+Tq6oZPIJ0jICcLNN6CQjUBRYPly0KIbEL/XwZl8Bfiz6BYNi6Gj\nWYoYlSnOarZJ7We6ad8V5YntbSSVBEcGq/nVz+5FzlnxVw0gZ5386scfojNVxQvGo/ws38qJbHTC\n4uLwQFlRzJxYhw9DWvAhqjKqBqLFdBg4LTJ5+8TzxY0UCLq6zOTN3/sevPAC7FOdeCw6dosGGNit\nGh6rzpt557iT41Ji5IReriiiWjUARMN01qpWjZxUJJ83v8fh3GP2CUSLr/aF6cskOH0+QUHVsbgS\n5IwE+sFwyQkCM4VQyHTYLLjDR6poQxAMbFYVMF8FwaDX8d4Ycl9LdLqW62jsNXy1Z8JMmXRfbzvD\nzWEGsgkMRwIDnTwJZBKsdIRL2v35fmWmuPyuxvs1DLfUuVqamTLX5r3xBC1TZgpY7QuTKSbIc2lA\nkSkmWO0zR2JBX5DUmMp6wy6O6105vBHCzWEScoJEPjGlE/HhbafHHHO6ODXbvhV881dbKcg2CmKS\ngvsohiOJIcr0acfxOwJ88AMii5qunOfo6LF2Ens/x6zUXqrls8xK7SWx93PTLlxtvnszmq5hs9iQ\nLBIDCTe3nZvN4sPNVHbOIncOhGIaVWqY1nZMlPGE2nDYzGe1YgU89BB88IOwahV85zvm4G8yyXY3\nbTJFK4BqZzdDBS9Op+nocdvdVHrmUU2ernQXAWdgSpLcOhxw4ADU1ppi3HcH51DhzmNUJhisTEJV\nApcrz3Z1zqT2M918fcc2ss4jnHX8F7vvf4XY+SpeevFD/Pvzn+ClH6/m7KCHX7f8mjPFX9Pl/BmZ\nu74INRMbUMVipvNnx8Eoxxpa6bnnUY6t6cBu78HvyOP3Gti1PIIsU33fjeWLGxYInn9+dH9K5P+U\n5LlqBE3A4ZQRNIHkuWreOvin406OS4mRE/p35CBCZQbDk0d1qBiePEJlhjeSly8qTCQR9mPhELa9\nW7AWA+iuLsgHqD66hbuDoZITBGYaD2xu5mx/Eyd7Z1FQrVRIBYpFKwezftLBBbe6eVdlIhP08USn\n63UdXe0aHslMmXRfbztDdSE+7NqCIAdI04WTAGvYgpQKlbT78/3ITHH5jcd0LqaXuTHGSzNT5tqU\nqweWKXOBx8Ihur61hb6qCCnJLHO/YGAjj/2ZOZoKN4dp222WxPJJPlJyioScYOOqjYTqzEHbyOqB\nGzdOzeQoVBdiy5oto8okm/ucgo33hjBe3wJVEfDGIB/EeH0j3BWC0iyCNi596kk0mwy6DVQHiEWw\nZdH0IqmU6foAqK65PM9Rz76/pVFNkBdsyKIDq6EyS03Qte9vWbxow5S2c3SlyQ3U2P6W3mKMWT1+\nzh5fwso1naQ9WfRcBdbDWYTmLLM//CXOlZDZamzFwFTKHNgN9/uHH4atW6G728xrtHnzFF0PIXjq\nKfP7y9DA7FlJ3JV+3C7z7x5Bx6gM8fzDz09+ZxcYm4z8dSXIV5PH+UO7QZOzSJds49uqldP20h0N\nRuNRjhZfxm2rREbhaOgIqpjlnjfvwZNxk/EM8da9byDcDyFnJbIq06scZ9tb29j2W9uuez/BILT/\nKkrPvDYKqQBqbyPLlrzBmvufZ3nRSTpez859n+CU5Q/4P7488ZvMeFVaMy+s58eOIouX/YJqd4a+\nIQ9HD36YBmU9rR0T3tUtIxQy/x099lUG9n6OCucQNiNLUbBwdsjHocRXcTrNa87nM52NygSixUMh\nuK0qxNljIbq7QQO8jeB2l54gMNVE49FRz9Jwc3hKK7et3VDHj4ceQT35DY4O1JDSKrAEM8xqSLHk\nrtKsHDiyYuXICfp4Au9wHx3LVFYGDAbNtgxvA0pz0j2Rdj4WDtHWFiIQuPy5WaZ0eC9UuFy+HL72\nNSgWobraHIdZreW+disZmWYGuPga6YyUK4heB2XRqkyZC4RC8Id/AFt3wOAQ+N3mz8MPqGuJR1cb\nxE1J2+pC03JD+19fi1Px9mHmGTBU6SO7DLyzZtaDeSSaJoLVMEUrMF8NQFTo8W2nV/Vx7o2l3L3K\nzqKm0SPKWvkUecGKKpifVQUbeQxq5VNT2saxE4SjRyFz8qvoa55gydv3cDTn4j9et/HgnDhzPAUG\nB1y8/cOH+ZtNGzjX3TGlbZkMw6vtwwKC3Q4ul1lJ0G43xaoVK8xk3qkUvPiiGco12X41UrQQF25m\nsecJLDYwDC9CMY1VTVOz4ktTc5AXKBTM4zhyxDwWa6PC/qEWNvuO4JZSSJIPt7IEp2Pyeeami0hn\nBI+tClmGvCijChqdS09w9LZTuMUqVHs/qqZSV6ijqqIKp82JYRjs6dozof2Ew/B/7o2QHwhgKQa4\nffZB/mL5HhKqlTdlqJqX5L7l3ybXOR+YmBh8pcn1k09CU9MF0ebdFJVzPs2JX2/gxIXPiLrBUM/E\nc2eVAosXbeAo0H14K1a5G1VqYPfZzWiFDbS0XHpfImGG306EujqzP8+ZY+Yuk2UzzHDduqk8gtJi\neJU7IAVGrXJvWbNlSvez5IMezlUIzJcPIgDnpXnUr/rGlC9+TBXXM0EfTyweKQT+OhXkXl8YuHSj\nv1F31HgLI6XERNo5nQs6ZaaOWMx8xoykFF1+VyMaNcdcjY2mS7y727zf/+VflvvarSSWitHoHd2x\npqJY0PuFsmhVpswFovEoLw60seLeAGulRlJyghcH2lgcN8OLpnuFdrx2bdsZYc/hGEYqyGpfmMfC\noUk/eHa1x0ns+CnFunfR7A4cWS/uXxU4vu5b5LJ/xshB50xBSM3DqN4PljxoDrAOgVgARPoKXYjG\neezSGTixnL968KlRnzXNNGNjbAQMxthsJsnYCcL+/SAf34Aogz/7Mqp9CH3fbfz0jXVUWGugWMRS\nlNnVHodZU9qUSTMs1I4UE6qr4ec/N3OkNTaaOT4UxRwwPfKIWcVx5IRnIowVLQbObyByHj62eit+\n3ZzU16z40pRNDoev+X3BGPZ8kFUtYeoI8ZOhICfOJfAlW1hYBbICaSXBfSsnqBzcRGKpGLf5V7Lz\n5B4MpwXsRZY5VMJelYX2IqeKBX6cs3FWlS99SGDC/T8UAsMbQ+hvRBDgU4v2kijYSRYksCooBT9p\nBe5ZtJVIZMOE+sHYa0dR4MQJ6OszK4OekHycO5WnYYETl9t8TyEt426YeO6sUmHxog2j+nPV3KmZ\nyF8tnHAiYYYzjfFWuVtomZJ9HD3WTu/bT4DVS9x390UhvZS51gR9PCcWNaOFwIO+BLsKbayzb6Hu\nwhjiRt1RYxdGptLBPpVMpJ3DYsJ0LOiUmTrGuuficdi3z1zAam298THMzSISAU0zw3fr6sy8oqkU\nfPe78OCDpd329zJBX5BEPnHx2QNTUyzo/UJZtCpT5gLjDWiBq67QTqdwFY1Hefzf2jj4dgDkRhy+\nBD8X2uj61hae/rPJCVc7tnaizIpRtDmwGhKaBAJ2qvdVkfxkhJkoWvmT6xgsSFB1GBwZU7DSnFCs\nwGpxoYlZZKNAJiFddt7OS/NolI+TB1TBgtXQkIwiXdJClk5hG8dOEGIx07ItHt+ArM4iqBxDBTRs\n4AMEAc3uZMfWTlpap7AhU8hYMaFQAI/HDMc0DNi928wLZRjXF3oy3n7UWVHe8UZIEcMXCDI7Hebt\nIx20tk7tMUXjUZ7c8SR92T5yPoWz8kF6i2/xEcvTLNbDxKvaCDghlfbh8KVYuDjBpnUlZgEYQdAX\n5GAyQdCyhnjxLeZ5evm7apUaCzjFAotsBisdBb6ZVTAMA1mVySgZ1s2duPXGlgtiuBNYtQDBigyx\nrAssKmgSFhGyqpd6qZu3Jri4OPba6ew0+1mhcCEB8geaGXppN31noWKJRCEtU0jLfPxLqyZ8DLeK\naBSeew727DEFpNWrzTxuFx2/UzSRVxRY9kCUt7IRMmIMjx7kLlcYJT/z7vvXSywVwyba6DjdQUpO\n4ZN8LKlaYq5yT5Gu2X14K4LVC3a/uQRi96Ne+H2pOq2uFd42nhOLltHjpjuWBujYA/u0CB91hK4q\nqrbvirJ1R4TuoRgN7iCbHwizYe0V+l5NFFoikIqBLwg1o11cN0o0HuXvfr6NXaf2UFAM5jtW89cP\nPHblNlwH1+u0fy+Enb0XGeskXL7cFBPhkgsVTKFxMmOYm0UsZgpWug7nz5vH4HCYuUbLfe3WEW4O\n88UdX6S3qxdFVXBYHdS4anhq1VPX/nCZsmhVpsww49k2I50RtKEA77wTuJBHJEDDgumPQ962M8LB\ntwNYiwEcLlDlABkFzvgjRCKTE62GulNQncJIe9FFc9JXsIIrIWGbMzOtqnc4w7win4QTi0Hxoa3Y\nBoKBJTsHp920Xih6jozt2GWfnb3qq/TvfQyXmsVpFCki0m/1M3vVV6e0jWMnCJpmfvdWK5x1NLNY\niaJiwcUQjlQRQxAp1jWZ52uqZlZTzFgxweeDXM6c+HR2glYdpbs2guaO8U4gyGxL+Ib67/6eKCfr\n2nASwEsjeRIcT3wL5UcPsuUHEu4GHw9sbmbthsknZHvurec4MXgCr8NLnd+Hpg9wLnOCfyt+hlXe\n3+F3jAfp23kCrX8Iy6wAv/HIp0s6J0G4Ocz3/7ONSm+ABuET/F7gEMsdKnYBrBioQLUF/sAY4hkl\nhcPiYEHlAh6767EJ72uRGuZwoI1CBk5nPQSkLElNxJKrBwd4pDRnkw0Tdl+MvXZSKbDZLiVBnrWs\nDrcvye3W79Do62ewOAtr6JEp6Q83g2jUDHc8ccIU4wD2bI/T+8NOZrtSVM2/1L8nO+mwB6McLLRR\nWx1gDo3IJDhYaGNd9RZm4oLFlRjrjs4oGQ70HsDr8OJ1eMkX8+w6s+uGhNmxtB9sZ+verWxUcn5C\nWQAAIABJREFUXqPXsCPZKrCIFiSrRJVUib/Eqr+O5FrhbeM6scaMm2prYe29Pt7sjNF1FVF1uIqp\n1x6g3tVIUknwxPY2YMso0Wi8cM7J3Guj8SiPv/BF9sWO47R4cDrghLaTP/9xF/D0DQtX18NMDzt7\nL3IlJ+Err7bzW+u24ih0c7SngdhdD9FXm+FNdwwfNz6GuVkEg9DRAdmsObZ0OEzhCkx3f5lbx0X3\nujDm5zLXpCxalSlzgfFsm/tPxTi5vxHDMMOeurrgUKePc2tiTFFUwRXZczhmOqxc5v3NZgVD9dFX\niE16kONu8OHO+LD4ZJSshKqCpAKNMivnzUyr6kJPiIMHt5BpjKBWxtAMC2RnIahuDLu56gRgsV4e\nA3Ol/DENSzdP+er42AmC221OElwuGHLWER+sYy6nMQBNtKFa7Ij9fYj+uVPajqlkrJjQ3Aw7d4LX\nC+f0KIPz2kAOMMdrCk0HPG3keiY+OU7WRxCVAE6HuaOKkwGqd7mQxcN0pdchpfP84As/5d9Pxsgu\nmVwY756uPXgcHpw2J0PKEENGPx6XBUgyr5Cm75/eRsq4sOh2jB7Y8zeHmONZXLICyXDlqn35CGln\njPsq8nhFUAxQMAcDXhE+YFf5+lAWv+TnD1f84Q19d7/zQIi/enEF+p3PENF7+LJopbG3Fi1dxOrp\nwaiU2R79Ek9/bWLbHXvt2O3m/fjOO83fifZ27r/jrwlYhpCsGm5OIQuHOXrMU7Iul5FEInDmjHlM\niQRUFeMsz+ymaJHIuLy4k3m2P7GbM2fWcCJTd8X8QteLsDQCewKgB8ABKAFQQFhhumx3tcfZsbWT\noe4U7gYfCx5qnvQ+byZXEjzeOf8ORa2I1+Ed9V7hsrDwidF+sJ3P//QJilkvp/0OvLY8g0WZyopK\nilqRwcwp8JZu5cBruffGdWJdYdwk+VKsbwnS2nLl/W3dEcFrD+C/cB9f4jnHXRWvUzz4n7ySvP3i\nc3e6khZHOiMcj/dSYfEiWZwAVFgENEcfW3dEplW0cjjM8PlCwbyHLV1q3sdKLbn8WG5VeoybwVj3\nW1VtOyHfE8iyF29jPVVKD79f9xX+54m1dB65i15XgnNVNzaGuVmEw/Dtb4MSiCIviVCsiCFmglT2\nhkkmS7PN7wcinREWBBZw1+y7Lv4ukU+UE7FfJ+KtbkCZMqVCuDlMQk6QyCfQDZ1EPkFCThBuDpM8\nE0QRUvT2gqpChQsMW4pDrwenpQTucPnpM9EgOS1F73k4d878l8ylUHqDkx7kPLC5GU86iKWg4PLK\nVEkGbqEAHxkg3ByekuO42SgKPHRPiDszrTQfeR5X16ewOjSw5FE1A6x5bO4Mi5yrr/j5xYs2cP/D\nHdz32WPc/3DHtEx0x5YLb2kBv/9S7idFrCBHBXl7ANXtB5t9ytswVQz30/37zVW9Y8dMYdDhgAUL\n4I47ID07gqUYYG5dAI9LxEkAsRAgWR+Z8P78c2LoOR952Qw1rHgbsoaNoi+FJAnkXGniFe9y/oX8\npMsJC2ZCJwD68/1YRAu6oZMtZkn+6DzutI5mySBjRzVUxHyM9q/8fML7uZk8Fg5RPRDGng/iF0E1\nQMU8Vg3zZ78Iv7P8d1hRu4IXj754Q9/dnkw79g88i7Xop/fAal77zw/iEFXuuO0UKxriuPod3Nl8\nZMKix9hrZ9UqWLjQnPTpOsy1/y1BewIDSBcdGDpUaQlO7fnbCR/DrWD/fjgjR0msaGXwvkep8X6b\ntG2InO5EKQg4/E5Um8RPvtE56VLsihRj7b0+nJIpkjkl0yGjSDF2tcfZ/sRulGQeV72XRE+el76y\nmzNvxmdM+fdIZwTLoVmk/j5A12aR1N8HkI5VIScrOXPSyZEzaTTFydo5a1G0yRVQ+PorW8kmvFhV\nPz/JScyz6nzYqfNBoZ87jF5mI7PfOm+Kjmx6CIXMe/nzz5uvI6/NcNg854mEeZ0N/z8cHn/cdDW6\nh2J47aY9stZ+kE8HfoHfphJTrAiFJL1vP8HRY+3EUjF80mh38VQkLY6lYuQKCg6LdPF3ViSwKHQP\nTY3lafjZ+Oij5ms0av47e9a83mw2043c0QEnT5rfZakyLAAn8olJP1dLkVjMdCF1dMD27eBRt5Ip\neknm/AiCSMJQGMg7+WjNISSHCHKAvrMBujwTH8PcLEIhaLwriryqDUVMYMub6UUyy9oQ6t4b520m\nMl33tPcLZadVmTIXGK86oL8HDgttIIEVH6o1hSglqDi+ccrjw0dalWsHwxyrbkMDRN2HWJFCERPw\n9kaW/97k9mM6Qj7Bv33DxeDZwwz6Ush3+/jc/X82YxX/YNAUTi7+fH4Tp11dCJ5e3P4UqA5shYX8\n9cc23bpGcnn+i/b2S9WEnCmNolSNJ9ODNa2gWhxotfXoRe3WNfgKRKPw5Lei9FVFUFbE0JuC7N0f\nJpsNsXIlPP20eYw9/4/pUrRYTKFJVkDP+/AvnvhDeuW8IC5rgu4TZphudRpyPgUHPhCg4D2MbM0i\nZnrZ+ubP8Dq8LJu17KqrWONVxFrduJqO0x0IgoCsyshFmUwhg81io7bbh2IvoNo0RKOIrtlQBBVb\n99RWmpxyaqIIH2iDWICkDrMsoBmgYmAFrAL0a7Brp8jSpQEC3htzNbwqb8UjeXE6/Czc56foTmOX\nirxzzo8iB/DYFNY6/2+OHlsyKWG4rg4+/GGzOtL+/fDffusYbouG36oi6wIDRQdDWJltlPh5uUBX\nMYpyZxtqJoCRaMRXVEg1vgXn7AhiLQCpvISkpCadEyfoC5KwJ2hpueSQSeRT1DuD7GjtxNA08qfP\nIysyiiFhsboxDnUi3lM3I/LwdO7qwfmvdeACvQrUBCz+rxUM3fcOTY0tyDLIx2DIl2BR0+QKKJzq\n78Yp1mOzgk4RBAFBuBT0IQoi/bn+yR/UNDLevXB8J9b4VZWvRIM7SFJJ4HcEWO3eS0q3k1KtOCy2\nUTnAgr6WaUlaHPQFqbAfRNHki04rFRk0Bw3uyVuerpa43uUyF3MaG82w+VTKdCM3NJTudQTj53ud\nqWPFkTgcpmDl9Zr/aiu66Rqox+83/64JMumik0Zn5uJnxKKPIUtpCw3uuyLUxQMk8wGUAggE8HvA\nmDMzc9a+FygnYp8cZdGqTJkRhOpCV3wIr6wP8eZrD5O+/esMOE8iGnZcA2tpDEx9LoKRVmXXUAjL\nyS0YiyPgjUEmiHX/RhocIQ4cgA2TNAL5F9cx1Pzb1K6BxRdyWbz4T7DYX9qDqKuxfLlZHWV48GEk\nQthfewrb7RHyAzEqLUEe/42rJHy9hWzYcOlcPnGbBfV4H6rDhWr1gaoi9vUhLpx7S9s4lq9F2vlV\n/ZMULAlELDirZuFe+xZ1tqdpbb30/Y4Vmnw+WLgsxaKmiT+kw81hvniyjS6O0+M6gG9OM065Alms\npL9qO7J0CltRJ+XT8dg9yEWZ186+Rk7NXbat8SpihUKw6a5NdKW76M32UtSKpAtpBAQEQcAQdKyq\niCvrwlo00ICCxYpuK0zmK512Ip0RPF6VzNx32JmDByvALoBDMF1WaR1eycEe/Rn2Rj2sCd5FsC5z\n7Q2PoSh141DrwQqetMQ9dx8go9gYKlqRrAJZXcKSEiacnPpK5+zFF81z1n2+nVq7SkEHxRCwCQaN\nDpneogXdmBlDnaGmCMa5AHougCBC0uZgadUZ7v2N/0Gtu0hyqJr04IMMiB8c9bmJ5MQZFif294Q5\nVd/G8gWwoNFHSk6RkBNsXLWR5zsPIiSTYLFi2BwIuSLuYh9yX/GG9nkrkHbUUz3nGCuWHmSWK008\n6eWNdxex4FCQdFMCSfKhCCkOnEjwVw9uZLBz8Ib3ZZMb0KQk4Odht8KZosh+RUQwRJoCddjULCvV\n0hVOr3UvhPETjV9t3HQ1Nj8QvpDDCuqsafK6xt0VOWbZLOSTA5zS7Qj6SeJiM93pbuYzH580uo9O\nhnBzmFc632Zf7DgGBlYL5LQMFcoCNn9k8panKxYMsYTZ80qIhx4yXdV1F6LIdd10jZYiwyGBP3j3\nB3htXgRRQNO10QUM3gMYF9TlbNZMWn6yrwG/M0mxaKpWoiERcGaJZT30njdFrllNKaRCaQsNQiBG\n8p1GJMm8XysKJM/7EJa+N87bTCTcHKZtt3nvm8p72vuFcnhgmTLXwfIHomTm/wuqkMWZX4g1FyTn\nfpf4bV/EHpxaq+1Iq/KpUyD0hnDuacX+s+dpONbK8uoQLtcEJinxKK0drTy6/VFaO1pHWbpHCmSi\neOn/kdJ1PY/LgQOwZAkkk3DwoDkAsVnN8KH5880ksa/sLL2wlvZdUVpaW1m05VFOFd5CFy+Eq5Ro\nfsZoPMrPi08iW/oQsSFgIUucQetBdmSeG/XecHMYizvBinsTPPSwzop7E1jc44ePXJXeEEej1Zwy\nfolijXN4aSeSYkUw+tCFAraijiTbOL7sNIIgINkkMGzsO31qVJgGXLvvh+pCPPXAU3x80cdx2V0I\nCFgFG1rRxkBgEF/ai1UT0Ox5LGIOj6KSdJZuKCfA/p79vHL6FXaf3c2zKThQgC4V4qr5eqAA21Jg\nF13oljyv9rxMRpm4aDVvVgN5PU1RhbRXZnaFQrZgAcFAIY2u5kmJYJ1gcurxztlc31bOynasoukY\nUxEwMKizqxxVrhyaNd698VbgrIthWGWEeR0Yi7fDup/wmfvewOfI0zdQhds2xMMf+QHOu0cLICMr\nvY3HsDiRSECoNsSy9BYOvBUgerqLgDNwKcG1rIBWxCpnsQ8N4NSziHoR64gwuuvd561ivpHjwXte\nxWnL0Zd243bmWL/2DZbJ1WhDAdJ04bMHmNcz+QrA90mbkfU0eZIEbQaDuoZOEUGAgdwAg5pKk1Wf\noiObem72OGDxYrgr5CLu2EVKG2KNK4PPZiUvWkDLczsJDMGGw+LAwKCgFehKj+mjkyBUF+KZTz7F\nx5a0IFiK5JUCCyzr+MeHpiYJ+/6eKAc8beRJXCwYcsDTRtYTJZUa/d5SvY5GhgR67V5OJk9yOnEa\nURAvFjCwW0r7eXe9FAqwbBn095vC1S/e3kyVO42gJskM6cwSHXjEPD/vu43qWh2HP0FfJsEitYRj\nOgEjEaR2TgpJAuVChV2LK8Xh3cFRY6EyN4/hiJ6AMzCl97T3CzNj+bFMmVvMAT1C3fw+urq9aJoT\nmw2cNgFF6DUT2k6h1dZuv5TE2uMxBSxVhcpKmDsX8nmzGsj1DHRODJ3g+d3PX7X6znutks3+/WaI\nXW0tzJkDb8vtZO/4GliK9PZU4zEUer1tPBfZwrdLxEo2tpKSoCucaUpT3+fAoWgYDglrU11JhQdG\nOiOotgQWvQKraAPMQgGqUSDt2TPqvaG6ECuGtvDM9giD2rDbbfzwkavxXCTKWe8PsAoSYNA7+xyv\nf+A1lh68nUAqSdKvsG/VfjJNSWYZAfKKipwXsaJd5iCIxcy8Ih0dXHSALVkyuu8POwhe6HyBdC5P\nVpFB0Mk78+SdeSy6BYtqRRc18q4hCq6KG/9SbwLR3ijxbByrYOVAAb40AGE3zLHCmSJEhuBAQcSL\ngFW0ougip5ITd4j89f2bLySmhlMLDQYH3XjdOVKaiFW1YVUtDDWdpUdrmtB2x7tfrV3UzRsDs1lX\newaXaOAQDVQDCrqIb8nlFUCnqzLZZFg4z847gzsRDCs40qxbco7jigN7dyOSmCUhKPRXZpjreZae\nwT+6YqW38RibcNjrBSlvJn9fOULXMwwDp5pDw4IuWLAYRexo5DUPuj6xfd4qbr/zTeR0JVkdEFWy\ncgUWpYI77jrA/rc6aGmBRBICk4sMBODL4Q3Et8HJyq2cKYJfFElrdmw2EQRwoZG310x+R9PE9YwD\ndrXHefHrnQyeSpGz+Zh1XzN/8uWJV7GMxqM8ueNJ+gp91NUZ2AURh2DgExVEDFQRTD+fSMAZYAEL\nCDgDtLa0Tu4gxxCqC/HDR7ZN6TaHSdZHUBIB0qkAsgKSI4DDB957IiR6zS9sotfuzWZkSKAgCBi6\nhXzBSudQP35LHXbP5AsYlArBIPzsZ+aY0ekE1A388A340G1b0VPdKMUG/r83/oRT9gyaO4Z1KEjl\niY1UrSyNMeTV8PeEOedvo2iFwpAPWU9h9yWoim0kUXu5m7LMzWGiztQylyiLVmXKXAexVAyXT+G2\nCh8DA+ZCtMMhIXlTKNLUKjyCALIvSnpBBHlZDO1cEPXdMMVCiFwOMhkzL8L1JO58tf9VArVXz0Uw\nblWgGUgyaa4mOZ3QK0RNwcoQIFuNZpNJ2A6Q711OR650Yvq37oiQE/o4Z+xCLWa4r+4+XKk6zjb1\nU5VpQZHBkcgzq8l5q5t6kVgqhtMhksuBppvfua5bUY0cfv/ogWx7Ozz7lRB+b4ig10xC++wumOOc\neHjrnlQE1ZfFQEdARBQEeut76a3dgZUKXGIAwzaEIOgomkJBlpBw4bfMRmR0/p+R4rDXa4rBu3bB\nunWX71dAwFasxWL0oRet2HQLJ+afYNbgLKS8E9lRpD8wiN0onXN0JeJDcUREREEEw3RWHRhkjKPP\nQENB0CUqxXmklNRVtnZ1NizbwO6zu/nn/f/M4IIsP5edPFmr4zAEBosWTluL6BVFfpSFz05gu1e6\nX+3NtXM4uJUmZ4yAqLEjXcFSqYjfqiHrcCAR5I//6PKOVop5WmZVCUhumbyWAd3BHJvBWSGLseAY\n1mIVLocTA43ZwlFOG1G6YqHLKr2Nx0hxIk6U3bThkAIYqdGinSAIFAQHdkPBbihoWCkIDiwWga6u\ny6vLlSL+RT30763FYRXRrUARCkWdioU9JPdeSiY+FYJBKATPbtpAJLKBt85/ht9tfIlKSUKzO5B0\nBckwE7E/NPldTQvXGgfsao/z75/fzUBWQnB6cWh5hl7azdfia/jysxMTrp576zlODJ7A6/Dic/io\nUVVUTKEU4cLiBwJ+wwzpvllJisfL6XVdnx9RXe+MtI++3ntwG2YomSxDMuVjdkuMLX9w9SqNpUQs\nFaPRa94shnIa+lA1RVsPmiVBWhfwx++mp3JyBQxKhXAYvv99c2HYMMzzlTi6gZrKDRw8a75nUSXo\nR0YscK0wHVqljG0wRNdLW5DnRTC8MUgFKbyxEasS4h3RzKVWynkJy5QZS1m0KlPmOgj6ghzsPQgW\nmblzzYlpvigDjilPoNejR7Gta6MwEMCabcRbm0Cpa0N5bQuFQoh16+Cxx67vQXNePk9QGt2+kYPA\nsSXkS3nl73rw+2Fw0BQgztVHQCxC0Qm+Mxg2GXQLstZJf9Fxq5t6kXfTO0lK+xEMO6LuorP5CC27\nvLiSaWwDh7ELVoo2F7Elqzhx4iwtLbe6xeb1YBPsyJa4OcrTrVgMO1bBDmdX09pqhtQe0CN8++UY\n3BOkMhNGzIYuJjfdunXiopXgi2EYIoagYcGCdiHCXRB1XJLAg/Pv5qUTL+GyulhcuZgDg2kMW5q7\n2XxxG8MOAsdVuoBwhcXj1Y2r+d7pDgylBuxpkr4kSyuK3LvuILXuAuczTt44HORIPjuxA7rJaLqG\nVbCi6aZrb7n9Sk4rAZ/ajKqCryZJvadhwvtpP9jOfxz5D+b65rLYItOiHWGPAE1WqLbAPOCflHp+\nrRSvua2RhMMXkv9LERQpRqaQoUvaidsh8uO8wZ/7NBJallfTVfgFC367zF7XnfzxFbYVS8XIJGxs\nP91BupDCa/dx99wlZAK3zmaqaApzqys52VdAEzXOFKwELJA0QLQVEKjAjUaf7qGuJUJry8RmGyPF\niU4iSARACeD3jRbtDOZiN2Q0wUpRcCAaKnZDRpXg289Px5FPAw31qAMp1JgPex6KdmBehvPFegTB\n/A6mSjCIxqNsi21jT90ezqTOAJX8pkWhTs8yKHo44rmPM4Jn8juaJq41DtixtRNX/SHW3PUy1f4+\n+lPV/Hr3gwzsD/DII3WsX3/pfj+cjD3cHL6i+Lunaw8ehwenzRxH+USDnAHndRGbaENHx2PouDHv\nUTcjSfHVcnqt+O12fty3le5MNw2eBjbfvZkNyy5/aF10j2X7UDSFfrkPdf6PyeZnkzI0HIYPnzgb\nI7F43NxgpcTIhNHppIWCrQ+bIOHEh1usZUg6QNeZllvdzCkhFIIHH4Rf/9pcVPP5zMrHdjvUX3Bi\nJhKMGnslEpf+VopEo/CrX4F8PoQQC4FhDtU0QPWZY+R33zXDIctMP5MVxcuYzCjRShCEjwH/CFiA\nfzIM4+u3uEll3ieEm8O8de4tDvacoJAxUAqAPcOyuoU3lptnHJL1ESqUALMbh5c9AyQV8P9ehI7W\nid3laqVaUnLqqpUqxq8KNPNYudKs0NPdDXl7zHxKVx82/6jZADsEjiOfvueWtnMkWfspwAqijmrp\nRbf5QSiCI41ReQRdr6AgB9F0ePXVWSUhKGb6PPTlBhBEAUMAhCKaUUAqLGadaxNH01G+u72NNSsD\nKP2NVPgTdPnbaDy7BXc2hNdrnqOJsnppkHcOqhhCHo38xd8bAvjsPmZ7ZhOqDZFX8/Rke/DaG7DL\nIV6WtvAij+KkkmXy4zwY/AKxGHg/9k3ecTxD0TKITatkhfI4SuoLl+13012b+OF/daFUvIMq9cCd\nGT7jcJNSRXozEj6bzmfuOMHTWcskvtXpRxLdpItJwMJyu8YWPyR0OKtCwAJbAtCW0Emh465MU7Sk\n2Xz3lya8n6+/9nXOJM+iGyrrKyFhgWK6Aq2/mrgsYfUOsdCXo6Fu8cQ2XBMlfdeTHI0fIaP3oDmy\nIECqaGGfodGWgrAL5rgHOFMQ+W6yFk/dlYWxoaSDnxx/EdWSxrAXyRg2zh8/xkOLHp7w8U4VQV+Q\nPfY9zKuuoyc1wItDDv7GJdLYW4mW9mD15NFrZN703o02QfdJNGrm+Hv5ZaiqguS6GD6xESUPd6wy\n3zO8oOFlLorVjWhoiLqKLtpQBWlGBQMVKzYTCHyOwKyjOCwaBc1Cn+Lm5egX+c53pu4ZF41H+eKO\nL/J299tkihlyao6f9qZ50zWLTzV/llp3LYl8guCIZ3Cpca1xgF3bxYce/FdyiovBdBVOxxAPfvT7\n6LLGWaNl1P1+QeP4obYCwihnZ9qw4EPHgYFFtGJoMoKgM2RYSeQTU5qkeKQbaqSwNhw2qyim2zaV\ngnRTOy/seYL5s73Uu+pJ5pM88YsnAC4Trsa6xww1g2I9g+pN4MBHkR4GjWPM7yvtHEgjCTeHTSGu\nq49e7Ri6ZQgBC06qKJDFIkI6U6JJN2+ATZsuCZfDwu2JbJSmD0ToycXYM5ghnTyFZk1hVxpYmNjM\ndzZOshLSNBKJmMdgbYyiLY5guGOQDEJnmNxgCKfzQmL25K1u6Xuf6yl0Ueb6mDGilSAIFuBZ4EGg\nC9grCMKLhmEcurUtK/N+IFQX4n7taV5/5zlygT1YrQL1uRY8XZvgAyGom7p9+efEGNzfSN4AyWGG\nIup5H/7FE3cA3DfrPnbKO4FxKlXURKElAqkY+IJQE6ZUQucmyvCK8YoVcCRrJ+7pAXRAAFse7EOg\nWZHF0ik/Loo6uiCD1QyHWNrZTLIySbwhDroICEhDnRQz7/KGa4DWjuarrmLfLH508Md4jEY0hlBI\no2lgqHb0osgRR4RO7wsYqoMjJ+7A5xHJqAoF3xE6lz7CrP712E+GaWiYePuz1pMYltzocLYLM2lB\nFAg4Azz7iWcvfjdf+Pdv8o/vfgWr4cQh+JGNLG9IX2H1MjgL7DO+gkVw4sJP0ZZln+MreH0Ao4Wr\nUF0Ir7aYQennoFtYNyfB8UIee7wWqWAnJSr0VffzW/W1N/R93gyiUXCm7iRd8UsEDMJuU7BK6uZX\nmBfsoBfY4IFvDu1HFCt5/K7Hr+gsuOL241H+btffseP0DgbyAxfP0RwbDCadNJ1tQrWqyA4ZW9bB\ncsOC4p7YZPS5t57jZHY/OUsfDquV3IU0b5ph/udAAQ5cjFjRgR7ofon2XdHLEizvPXUCxdKLKNgQ\nsaMLKoqll72nTkyoTZNl5ETabrEzVBji/NAJVEHl3LlqXjt6J3ffFqNqVpKBhJu3frqaXcu68SxP\n8uj2R8d1tVzcx4VBszorim99hJOpGMl8FNX3HfDrRA8Bh6FC8PKX6/6CpOTAkPPkKhLIFeew6AbW\nop2sR+DR7buua5+3mj1vwp2VKXSrgiGAJoIq5Hh33kb+4dRPscfsCAj0ZHpIKkmKmSIP8uCEjyvS\nGeFQ7yH65f4LbgYDHZ3zQ+f59t7/hShYcdvd/O26J6fxaCfPy5lv8i/+Zxh0DFLprMSTeZzQhfvg\n0rt3MKQUSRr94IA8YGgGyz/6Xf6R73HIkcUuuPjlCTfdmo/qimpiqRiPvPAI65vXj/pOVzeupuN0\nh1kowyrRqTkYVIs0Wg38apakDodVOFHM8uzeZ2nyNPHw4ocn3deGxcX98f3Eh+Lohs7Trz7NnfV3\n0j+0lKzzLL3SQYwPDmFTK9F1ETWncmLwNCoKDosDr93L1r1bL7snjnWPZa1nAQ0NjRzyxfd1VH8W\n/9e9bFy5kW9+7JuTOp6bwcneOMeSh9DEvNm3BZ0s58kzQKW2CpenxOPjJkJNFNdvRth1OIaRCiIF\nMhyu/ReUY1lUTUcLqIAAhoWCdI53fX/Clj0/pPGUuyTvh7EYFKuiGKvbsCoBCulGcCZgTRvFPVvI\n50PoOhed72Wmj7G5JEemqSiLVhNjxohWwD3AccMwTgIIgvBvwHqgLFqVmXaiUfhuW4ig8G18PjPm\nXZbBt3zqbzwr5wVxWRN0nwhcjJ9fuCzFoqaJW+QXuBdwd/Pdo1YXN666lAS7FJMRT4aRK8ZCXgDB\nAFUCew4E3ZxIFyvQa/YRjUdL4hhr7POJ6W9gIAI6/pSflO9CHiHBAENAdifxJS1USNaSOEeDxW78\ntnrEC+F5/UnQbWlk53HyJACwWA1OFl9nye2LOXfmKBbVgWg3yGoJ+ue08acf2cJExdEy8nD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vXMdkbEm0lbdxvNrc101z2OpV1kKM7O+WeLIBjonljR1LGtDQ79/VY2DPwFJfJCXGaQnvI+Xvrg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_datetimes[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_datetimes[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_datetimes[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Site ID', 'DDMMYYYY', 'Time of Sample', 'Lat_reported',\n", " 'Long_reported', 'Latitude', 'Longitude', 'Depth', 'SiO2 µM',\n", " 'Date doesn't match', 'Unnamed: 10'],\n", " dtype='object')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = pd.read_excel('/ocean/vdo/MEOPAR/2016_Nutrients_20180110_CN_edits.xlsx', sheetname =1)\n", "g.keys()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Site IDDDMMYYYYTime of SampleLat_reportedLong_reportedLatitudeLongitudeDepthSiO2 µMDate doesn't matchUnnamed: 10
0BS-12016-06-0816:30:0049° 36.500124° 52.00049.608333-124.8666672042.35500NaNNaN
1BS-12016-06-0816:30:0049° 36.500124° 52.00049.608333-124.866667S4.91890NaNNaN
2BS-12016-06-2814:56:0049° 36.500124° 52.00049.608333-124.8666672038.35056NaNNaN
3BS-12016-07-2013:45:0049° 36.500124° 52.00049.608333-124.866667S29.16012NaNNaN
4BS-12016-07-2013:45:0049° 36.500124° 52.00049.608333-124.866667S29.37894NaNNaN
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" ], "text/plain": [ " Site ID DDMMYYYY Time of Sample Lat_reported Long_reported Latitude \\\n", "0 BS-1 2016-06-08 16:30:00 49° 36.500 124° 52.000 49.608333 \n", "1 BS-1 2016-06-08 16:30:00 49° 36.500 124° 52.000 49.608333 \n", "2 BS-1 2016-06-28 14:56:00 49° 36.500 124° 52.000 49.608333 \n", "3 BS-1 2016-07-20 13:45:00 49° 36.500 124° 52.000 49.608333 \n", "4 BS-1 2016-07-20 13:45:00 49° 36.500 124° 52.000 49.608333 \n", "\n", " Longitude Depth SiO2 µM Date doesn't match Unnamed: 10 \n", "0 -124.866667 20 42.35500 NaN NaN \n", "1 -124.866667 S 4.91890 NaN NaN \n", "2 -124.866667 20 38.35056 NaN NaN \n", "3 -124.866667 S 29.16012 NaN NaN \n", "4 -124.866667 S 29.37894 NaN NaN " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g[:5]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['BS-1', 'BS-3', 'BS-6', 'BS-7', 'CBC-2', 'CBC-3', 'CBE-2', 'CBW-2',\n", " 'CR-11', 'CR-2', 'CR-4', 'CR-8', 'GO-1', 'GO-3', 'GO-5', 'GO-7',\n", " 'IS-2', 'IS-3', 'IS-4', 'LD-1', 'LD-2', 'LD-3', 'LS-2', 'LS-3',\n", " 'LS-5', 'MAL-4', 'NQ-1', 'NQ-4', 'NQ-6', 'PR-6', 'PR-7', 'PR-8',\n", " 'SN-001', 'SN-2', 'SN-5', 'SN-7', 'SN-8', 'SS-46131'], dtype=object)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g['Site ID'].unique()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(842, 11)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.shape" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Site ID', 'DDMMYYYY', 'Time of Sample', 'Lat_reported',\n", " 'Long_reported', 'Latitude', 'Longitude', 'Depth', 'SiO2 µM',\n", " 'Date doesn't match', 'Unnamed: 10'],\n", " dtype='object')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.keys()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(842, 9)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = g.drop(g.keys()[9:], axis=1)\n", "g.shape" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(826, 9)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = g.dropna(subset = ['DDMMYYYY', 'Time of Sample', 'Latitude', 'Longitude', 'Depth', 'SiO2 µM'])\n", "g.shape" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([20, 'S', 10, 5, 0, 30], dtype=object)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.Depth.unique()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "g.loc[g['Longitude'] < -200, 'Longitude'] = -123.31833333" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "g.loc[g['Latitude'] < 30, 'Latitude'] = 48.7616666666667" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "datetimes = np.array([])\n", "for index in g.index:\n", " dt = datetime.datetime.combine(pd.to_datetime(pd.Timestamp(g['DDMMYYYY'][index])), \n", " g['Time of Sample'][index])\n", " datetimes = np.append(datetimes, dt)\n", "g = g.assign(datetime = datetimes)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(826, 10)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.shape" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons2 = np.array([])\n", "list_of_lats2 = np.array([])\n", "list_of_datetimes2 = np.array([])\n", "list_of_cs_si = np.array([])\n", "list_of_model_si = np.array([])\n", "list_of_depths2 = np.array([])\n", "cb_lons2 = np.array([])\n", "cb_lats2 = np.array([])\n", "cb_datetimes2 = np.array([])\n", "cb_cs_si = np.array([])\n", "cb_model_si = np.array([])\n", "cb_depths2 = np.array([])\n", "for n in g.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(g.Longitude[n], g.Latitude[n], \n", " X, Y, land_mask = bathy.mask)\n", " if g['Depth'][n] == 0:\n", " depth = 0\n", " elif g['Depth'][n] == 20:\n", " depth = 18\n", " elif g['Depth'][n] == 10:\n", " depth = 9\n", " elif g['Depth'][n] == 5:\n", " depth = 4\n", " elif g['Depth'][n] == 30:\n", " depth = 21\n", " elif g['Depth'][n] == 'S':\n", " depth = 0\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = local.localize(g['datetime'][n], 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", " si_val = ((1-delta)*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " si_val = (delta*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", "\n", " list_of_lons2 = np.append(list_of_lons2, g.Longitude[n])\n", " list_of_lats2 = np.append(list_of_lats2, g.Latitude[n])\n", " list_of_datetimes2 = np.append(list_of_datetimes2, date)\n", " if g['SiO2 µM'][n] < 0:\n", " list_of_cs_si = np.append(list_of_cs_si, 0)\n", " else:\n", " list_of_cs_si = np.append(list_of_cs_si, float(g['SiO2 µM'][n]))\n", " list_of_model_si = np.append(list_of_model_si, si_val)\n", " list_of_depths2 = np.append(list_of_depths2, depth)\n", " if g['Site ID'][n][:2] == 'CB':\n", " cb_lons2 = np.append(cb_lons2, g.Longitude[n])\n", " cb_lats2 = np.append(cb_lats2, g.Latitude[n])\n", " cb_depths2 = np.append(cb_depths2, depth)\n", " cb_datetimes2 = np.append(cb_datetimes2, date)\n", " if g['SiO2 µM'][n] <0:\n", " cb_cs_si = np.append(cb_cs_si, 0)\n", " else:\n", " cb_cs_si = np.append(cb_cs_si, float(g['SiO2 µM'][n]))\n", " cb_model_si = np.append(cb_model_si, si_val)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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CS8gA0NTUlB06dODYsWPZoEEDjho1ijdu3OCOHTu4f/9+klHJyfHjx9m5c2ct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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons2, list_of_lats2, 'ro')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_title('Si stations')\n", "ax.set_ylim(48.5, 50.8)\n", "ax.set_xlim(-125.5, -122.5);" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.patches as patches" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -14.0299123773\n", "surface RMSE = 19.7173635587\n", "surface Willmott = 0.628076090796\n", "20m bias = -17.7132917718\n", "20m RMSE = 21.6585215187\n", "20m Willmott = 0.466495239255\n", "bias = -15.842849077\n", "RMSE = 20.6830000164\n", "Willmott = 0.63406421303\n" ] }, { "data": { "image/png": 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S0tJYuXKl0aH6PV9PWySEEF6xY8cOnE4nKSkpRociRECx28FmA6sVLBbPzzd48GAGDx4M\nQEREBDExMZw6dYrNmzc3zKG4aNEiZs6cye9+9zvWrVvHhx9+SEVFBUePHmXJkiVUV1ezYcMGwsLC\n2LhxY0BPW+QJqQkTQvi9yspK8vLyGDduHP379zc6HCECht0OK1ZAVpb+brd79/w2m42CggKSkpIo\nKSlpSM4GDRpESUlJw35FRUVs2rSJvLw8nnrqKXr27ElBQQHJycm888473g0qgEgSJoTwe3l5eVRV\nVZGammp0KEIEFJsNnE69Fszp1Je95dKlSyxcuJBXXnmFPn36NNmmlMI1Yw4As2bNIiIiggEDBmA2\nm7njjjsAiIuL48SJE94LKsBIEiaEB+wOO9nHs7E7vPznpWhQU1PDjh07uOmmmxr+yhZCtI/VCsHB\nevIVHKwve0NNTQ0LFy7k/vvvZ8GCBQBER0dTXFwM6JN8Dxw4sGH/sLCwhs8mk6lh2WQy4XQ6vRNU\nAJI+YUK4ye6ws+KLFTjrnASbgsmckYnF7IUOF6KJPXv2cPnyZakFE8INFgtkZnq3T5imaSxevJiY\nmBieeOKJhvXz5s1j/fr1LFu2jPXr13PnnXd6XlgXJ0mYEG6yldlw1jmxRlqxldmwldkkCfOy2tpa\ntm3bxrBhwxg+fLjR4QgRkCwW7yRf9XJzc9mwYQNxcXEkJiYC8MILL7Bs2TLuuecesrKyGD58OO++\n+673Cu2iJAkTwk3WSCvBpmBsZTaCTcFYI61Gh9Tl7Nu3j4sXLzJ37lyjQxFCuKSmpqJpWrPbtmzZ\nct26jIwMMjIyGpZtjTqmZWRksHDhQm+HGDAkCRPCTRazhcwZmdjKbFgjrVIL5mV1dXXk5uYyaNAg\nbrrpJqPDEUIIr5MkTAgPWMwWSb585PDhw5w/f5677767yVNWQgjRVcjTkUIIv6NpGtnZ2fTr14+Y\nmBijwxFCCJ+QJEwI4Xe+/vprTp8+TUpKCiaTfE0JIbom+XYTQvid7Oxs+vTpQ3x8vNGhCCGEz0gS\nJoTwK8ePH+fEiRNMmzaNoKAgo8MRQgifkSRMCNFp7HbIzm59/rqcnBx69uzJzTff3HmBCSHa7eGH\nH2bgwIGMHz++Yd2FCxdIT09n1KhRpKenU1paamCEgUOSMCFEp2jPRMLFxcV89dVXTJ06lZCQkM4P\nUoguZx+wHHjY9b7P4zNmZGTw6aefNlm3cuVK0tLSOHr0KGlpaaxcudLjcroDScKEEJ2iPRMJ5+bm\nEhYWxuTJkzs5OiG6on3AKqAUGOp6X4Wnidgtt9xC3759m6zbvHkzixYtAmDRokV8+OGHAKxbt467\n7rqL9PR0rFYrr776Ki+99BITJkxg6tSpXLhwwaNYAp0kYUKITtHWRMLnz5/nwIEDTJ48mfDwcAMi\nFKKr2QREuV6mRp83eb2kkpISBg8eDMCgQYMoKSlp2FZUVMSmTZvIy8vjqaeeomfPnhQUFJCcnMwb\nb7zh9VgCiQzWKoToFG1NJJyTk0NwcDBTp041IjwhuqAT6DVgjZld631HKdVkgOVZs2YRERFBREQE\nZrOZO+64A4C4uDj27fO8eTSQSRImhOg0LU0k7HA42LdvHxMnTqRXr16dH5gQXdIw9CbIqEbrHK71\n3hUdHU1xcTGDBw+muLiYgQMHNmwLCwtr+GwymRqWTSYTTqfT67EEEmmOFEIYbtu2bQBMmzbN4EiE\n6EoWoCdhpUBdo88LvF7SvHnzWL9+PQDr16/nzjvv9HoZXZEkYUIIQ1VUVLBnzx7i4+OJjIw0Ohwh\nupB4YAl6TdhJ1/sS13r33XfffSQnJ3PkyBGGDh1KVlYWy5Yt47PPPmPUqFH84x//YNmyZR5H3x1I\nc6QQwlA7duzA6XSSkpJidChCdEHxeJp0Xeudd95pdv2WLVuuW5eRkUFGRkbDsq3RY9H128rLy70a\nXyCRmjAhhGEqKyvJy8tj3Lhx9O/f3+hwAlJ7BsAVQvgnqQkTQhhm9+7dVFVVkZqa6tbxdocdW5kN\na6QVi7mZHv9+xt14WzqufgBcp1Mf9iMzs/kHH4QQ/kmSMCGEIWpqati+fTsjR45sGF+oI+wOOyu+\nWIGzzkmwKZjMGZl+nYi5G29rxzUeANdm01+ShAkROKQ5UgjhVXaHnezj2dgdrbePFRQUcPnyZaZP\nn+5WObYyG846J9ZIK846J7Yym1vn8Yb2XLO78bZ2XFsD4Aoh/JvUhAkhvKa9tT21tbXk5uZisVgY\nNsy9MYuskVaCTcHYymwEm4KxRlo9jN497b1md+Nt7bi2BsAVQvg3ScKEEF7TuNbGVmbDVmZrNiHZ\nv38/Fy9eZO7cuU1G1u4Ii9lC5oxMw/uEtfea3Y23reNaGgBXCOH/JAkTQnhNe2p76urqyMnJITo6\nmptuusmj8ixmi+H9wDpSw+VuvP5wnUI0ZrVaiYiIICgoiODgYHbv3m10SAFJkjAhhNe0p7bn8OHD\nnD9/nrvvvtvtWjB/4i81ckI0a98+2LQJTpyAYcNgwQKI9864Yf/85z9laBkPScd8IYRXWcwWpg+f\n3mwyomkaOTk59O3bl5iYGAOi843WrlkIw+zbB6tWQWkpDB2qv69apa/3gZkzZ/LLX/6SSZMmERMT\nQ15eHgsWLGDUqFE8/fTTPikz0EkSJoToNF9//TXFxcWkpKRgMsnXjxA+tWkTREXpL5Pp6udNmzw+\ntVKKW2+9lYkTJ/LnP/+5YX1oaCi7d+/mscce484772TNmjUUFRWxbt06zp8/73G5XY00RwohOk1O\nTg59+vQhISHB6FCE6PpOnNBrwBozm/X1HsrJyWHIkCGcOXOG9PR0xo4dC+gTeQPExcURGxvbMAbg\njTfeiN1up1+/fh6X3ZXIn6JCiE5x4sQJjh8/TnJyMkFBQUaHI0TXN2wYOBxN1zkc+noPDRkyBICB\nAwcyf/58du3aBUBYWBgAJpOp4XP9stPp9LjcrkaSMCFEp8jJyaFnz57cfPPNRofidTJ/o/BLCxbo\n/cBKS6Gu7urnBQs8Om1FRUXDpNsVFRX8/e9/Z/z48d6IuNuRJEwI4XOnT5/m6NGjJCUlERoaanQ4\nXlU/f2NWlv4uiZjwG/HxsGSJ3g/s5En9fckSj5+OLCkpITU1lYSEBKZMmcKcOXP47ne/66Wguxfp\nEyaE8LmcnBxCQ0OZMmWK0aF4nczfKPxafLzXhqSod+ONN7J3797r1m/durXh88yZM5k5c2az28RV\nUhMmhPCp8+fPc+DAASZPnkx4eLjR4XhdR+ZvlGZLIURjUhMmhPCp3NxcgoODmTp1qtGh+ER752+s\nb7Z0OvVkLTPz6r5nzoSRne3e/I92u8wdKUSgkiRMCOEzDoeDvXv3MnHiRHr37m10OD7TnvkbW2q2\ntNth/frhDBhwfXLWltYSOyGE/5PmSCGEz2zfvh2AadOmGRyJ8VpqtrTZoLbWhNWqJ1M2W/vP2Tix\n6+ixQgjjSU2YEMInKioqyM/PJy4ujsjISKPDMVxLzZZWKwQF1bWrT9m1OtIfTQjhfyQJE0L4xM6d\nO3E6naSkpBgdit9ortnSYoFFi44zePANHe7X1d7+aEII/yTNkUIIr6uqqmLXrl3ExMQwYMAAo8Px\newMHVjF9untJlMWC28cK0dnuu+8+4uPjefnll40OxS9ITZgQwuvy8vKoqqoiNTXV6FCEEH7A6XRy\n7tw58vLy+Oqrr4wOx29ITZgQwqtqamrYsWMHI0eO5IYbbjA6HCG6PbvDTvbxbOwOzweoq6ioYM6c\nOSQkJDB+/Hg2btyI1Wrl3LlzAOzevbthkNbly5fz4IMPkpKSwoMPPsjs2bM5deoUiYmJZGdn89pr\nrzF58mSmTZvGwoULuXz5MqCPyD9//nwSEhJISEhg27ZtALz55ptMmTKFxMREfvSjH1FbW+vx9RhN\nkjAhhFcVFBRQUVHB9OnTjQ5FiG7P7rCz4osVZBVkseKLFR4nYp9++ik33HADe/fupaioqM3pig4e\nPMg//vEP3nnnHT766CNGjhxJYWEh06dPZ8GCBeTl5bFt2zZiYmLIysoC4Gc/+xkzZsxg79697Nmz\nh9jYWA4dOsTGjRvJzc2lsLCQoKAg3nrrLY+uxR9IEiaE8Jra2lq2bduGxWJh2LBhRocjRLdnK7Ph\nrHNijbTirHNiK7N5dL64uDg+++wznnzySbKzszGbza3uP2/ePHr06NHstqKiIqZPn87UqVN56623\nOHDgAACff/45jz/+OABBQUGYzWa2bNlCfn4+kydPJjExkS1btnDs2DGPrsUfSJ8wIYTX7N+/H4fD\nwe23345SyuhwhOj2rJFWgk3B2MpsBJuCsUZaPTrf6NGj2bNnDx9//DFPP/00aWlpBAcHU1dXB0Bl\nZWWT/Xv16tXiuTIyMvjwww+58cYbef/991udX1LTNBYtWsRvf/tbj+L3N1ITJoTwirq6OnJycoiO\njmbUqFFGhyOEACxmC5kzMlk8YTGZMzKxmD17jPbbb7+lZ8+ePPDAAyxdupQ9e/ZgtVrJz88H4P33\n32/3ucrLyxk8eDA1NTVNmhbT0tJYu3YtoNeuOxwO0tLSeO+99zhz5gwAFy5c4Pjx4x5diz+QmjAh\nhFccPnyY8+fPs3DhQqkFE8KPWMwWj5Ovevv372fp0qWYTCZCQkJYu3YtV65cYfHixTzzzDMNnfLb\n47nnniMpKYm+ffsybdo0ysvLAVi9ejWPPvooWVlZBAUFsXbtWpKTk3n++eeZPXs2dXV1hISEsGbN\nGoYPH+6V6zKKJGFCCI9pmkZOTg59+/Zl3LhxRocjhPCR2267jdtuu+269V9++eV165YvX95k2Wq1\nUlRU1LD8+OOP8/jjj1NeXk5ERETD+ujoaDZv3nzd+b7//e/z/e9/34Po/Y80RwohPHbs2DGKi4tJ\nSUnBZJKvFSGEaA/5thRCeCw7O5s+ffqQkJBgdChCCBEwJAkTQnjkxIkTHD9+nOTkZIKCgowORwgh\nAoYkYUIIj+Tk5NCjRw9uvvlmo0MRQoiAIkmYEMJtp0+f5ujRo0ydOpXQ0FCjwxFCiIAiSZgQwm05\nOTmEhoYyefJko0MRQoiAI0mYEMIt58+f5+DBg0yaNKnFaUmEEF2L3W5n1qxZjBs3jtjYWFavXt2w\n7cKFC6SnpzNq1CjS09MpLS31qKw33niD8ePHExcXx4QJE1i1ahWgj7Q/YsQIEhMTGTt2LCtWrPCo\nHCNJEiaEcEtubi5BQUEkJycbHYoQopMEBwfzhz/8gYMHD7Jjxw7WrFnDwYMHAVi5ciVpaWkcPXqU\ntLQ0Vq5c6XY5n3zyCa+88gp///vf2b9/Pzt27GgyT+Xvf/97CgsLKSwsZP369XzzzTceX5sRJAkT\nQnTYxYsX2bt3LxMmTKB3795GhyOEaIXD7uB49nEcdofH5xo8eHDDQzgRERHExMRw6tQpADZv3syi\nRYsAWLRoER9++CEA69at46677iI9PR2r1cqrr77KSy+9xIQJE5g6dSoXLly4rpzf/va3rFq1ihtu\nuAGAsLAwHnnkkev2q5+rsrU5Kv2ZJGFCiA7btm0bmqYxbdo0o0MRQrTCYXfwxYovKMgq4IsVX3gl\nEatns9koKCggKSkJgJKSEgYPHgzAoEGDKCkpadi3qKiITZs2kZeXx1NPPUXPnj0pKCggOTmZd955\n57pzFxUVMXHixBbLXrp0KYmJiQwdOpR7772XgQMHeu26OpMkYUKIDqmoqGDPnj3Ex8cTGRlpdDh+\nw26H7Gz93ZvnfO89/eXN84ruo8xWRp2zjkhrJHXOOspsZV4576VLl1i4cCGvvPIKffr0uW67UqrJ\nHLKzZs0iIiKCAQMGYDabueOOOwCIi4vjxIkTHS6/vjny9OnTbNmyhW3btrl/MQaSuSOFEB2yc+dO\nampqSElJMToUv2G3w4oV4HRCcDBkZoLFw/mS7XZYuhTy8/XlSZPgxRc9P6/oXiKtkZiCTZTZyjAF\nm4i0ev6HU01NDQsXLuT+++9nwYIFDeujo6MpLi5m8ODBFBcXN6mdCgsLa/hsMpkalk0mE06n87oy\nYmNjyc/P5zvf+U6rsfTu3ZuZM2eSk5MTkDXzUhMmhGi3qqoqdu3aRUxMDAMGDDA6HL9hs+kJmNWq\nv9ts3jn/ZmeCAAAgAElEQVSnwwG9eumv0lLvnFd0L2aLmRmZM5iweAIzMmdgtpjbPqgVmqaxePFi\nYmJieOKJJ5psmzdvHuvXrwdg/fr13HnnnW6X85vf/IalS5dy+vRpAKqrq3n99dev28/pdLJz505G\njhzpdllGkpowIUS75eXlUVVVRWpqqtGh+BWrVa8Bs9n0d6u19f3tdn1fq7Xlmi2rFcxm+OorfTkq\nqu3zCtEcs8XscfJVLzc3lw0bNhAXF0diYiIAL7zwArfffjvLli3jnnvuISsri+HDh/Puu++6Xc7t\nt99OSUkJt956K5qmoZTi4Ycfbti+dOlSnn/+eaqrq0lLS2tSIxdIJAkTQrRLTU0NO3bsYOTIkQ1P\nLAmdxaI3QbaVWEHzTZctnfP3v4edO/XlpCRpihTGS01NRdO0Zrf169ePLVu2XLc+IyODjIyMhmVb\noyrdjIwMFi5c2Oz5HnroIR566KHr1q9bt65DMfszScKEEO1SWFhIRUWF1IK1wGJpX5LUuOnSZmu9\nibG95xRCBCbpEyaEaFNtbS25ubkMHTqU4cOHGx1OQOto06UQouuSmjAhRJuKiopwOBzcfvvtTR47\nFx3XXNPl118bHZUQwgiShAkhWqVpGjk5OURHRzNq1Cijw+kSpJlRCAHSHCmEaMPhw4c5d+4cqamp\nUgsmhBBeJEmYEKJFmqaRnZ1N3759GTdunNHhCCFElyJJmBCiRceOHaO4uJiUlBRMJv/8uvDFdEFC\nCN+57777iI+P5+WXX/bJ+Wtqali2bBmjRo3i5ptvJjk5mU8++QQAq9XaMMZZXFwcmzdv9kkM7SV9\nwoQQLcrJySEiIoL4+HijQ2mWL6YLEkL4htPp5Ny5c+Tl5fFV/SjEPvDMM89QXFxMUVERYWFhlJSU\n8MUXXzRs/+c//0n//v05cuQIs2fP9mhkf0/555+2QgjD2e12bDYbycnJBAf7599rLU0XJLVjQjRS\nYYcz2fq7p6eqqGDOnDkkJCQwfvx4Nm7cCOg1TOfOnQNg9+7dzJw5E4Dly5fz4IMPkpKSwoMPPsjs\n2bM5deoUiYmJZGdn89prrzFjxgwSEhJYuHAhly9fBqCkpIT58+eTkJBAQkJCwwTdb775JlOmTCEx\nMZEf/ehH1NbWNonv8uXLvPbaa/zxj39smJ8yOjqae+6557pruXjxIlFRUR7fE0/45zerEMJwOTk5\n9OjRg4kTJxodSouaG3PLbodf/1qfazEqCn7xC6iubnskeyG6pAo77F8BmhNUMMRlQi/3/yN8+umn\n3HDDDfzf//t/AXA4HG0ec/DgwYbvE5vNxty5cyksLARg3Lhx3HvvvURERPD000+TlZXFv//7v/Oz\nn/2MGTNm8MEHH1BbW8ulS5c4dOgQGzduJDc3l5CQEH784x/z1ltv8YMf/KChrK+++ophw4bRp0+f\nFuOZNWsWmqZx7Ngxj6ZW8gZJwoQQ1zl9+jRffvklM2fOJDQ01OhwWtTcmFvvvQfbt+tJWVUVnDmj\nr5fmStEtVdj0BKyXVf9cYfMoCYuLi+NXv/oVTz75JHPnzmX69OltHjNv3jx69OjR7LaioiJ+85vf\nUF5ezqVLl7jtttsA+Pzzz3njjTcACAoKwmw2s2HDBvLz85k8eTIAV65cYeDAgR2+hvrmyK+//pq0\ntDRmzpxJ7969O3web5DmSCHEdXJzcwkNDWXKlClGh9ImiwWmT7+aXJ07BxcuXH1VVFzfXClEt9HL\nqteAVdj0915Wj043evRo9uzZQ1xcHE8//TTPPvssAMHBwdTV1QFQWVnZNIRevVo8X0ZGBqtWrWL/\n/v1kZmZed2xjmqaxaNEiCgsLKSws5MiRIyxfvrzJPjfddBMnTpzg4sWLbV7LyJEjiY6O5uDBg23u\n6yuShAkhmrhw4QIHDhxg0qRJLf716s/694e+fa++evWSKYJEN9bLojdBjlzscVMkwLfffkvPnj15\n4IEHWLp0KXv27AH0PmH5+fkAvP/+++0+X3l5OYMGDaKmpoa33nqrYX1aWhpr164F9GnTHA4HaWlp\nvPfee5w5cwbQv6uOHz/e5Hw9e/Zk8eLF/PznP6e6uhqAs2fP8te//vW6ss+cOcM333xj6FRs0hwp\nhGgiNzcXk8lEcnKy0aG4JSkJkpOlT5gQDXpZPE6+6u3fv5+lS5diMpkICQlpSJQyMzNZvHgxzzzz\nTEOn/PZ47rnn+M53vsPAgQNJSkqivLwcgNWrV/Poo4+SlZVFUFAQa9euJTk5meeff57Zs2dTV1dH\nSEgIa9asuS6Jev7553n66acZN24c4eHh9OrVq6HGDvQ+YUFBQdTU1LBy5Uqio6M9vzFuUpqmGVZ4\ne02aNEnbvXu3T8vYunVrh/7hCO+S+2+s+vt/8eJFVq9ezc0338ycOXOMDsttdnvTfmL+Tv79GyuQ\n7v+hQ4eIiYkxOgyvKi8vJyIiwugw3Nbcz0Qpla9p2qS2jpWaMCFEg+3bt6NpGikpKUaH0sCdhErm\nZhRCBAJJwoQQgD6+Tn5+PnFxcURGRhodDiCDsQohujbpmC+EAGDnzp3U1NSQmppqdCgNWhqMVQgh\nugKpCRNC4HQ6yc/PZ+zYsQwYMMDocBo0NxirEEJ0FT5PwpRSQcBu4JSmaXOVUn2BjYAVsAH3aJpW\n6us4hOgO7A47tjIb1kgrFnP72+2Ki4uprKz0q1owaH4wViGE6Co6oybs58AhoH4OgWXAFk3TViql\nlrmWn+yEOITo0uwOOyu+WIGzzkmwKZhHRmVSfc7SZvLidDqx2+3ceOONDBky5Or5/OQJQyM72buT\n1LqbCAshuh+f9glTSg0F5gCvN1p9J7De9Xk9cJcvYxCiu7CV2XDWObFGWnGUO3nujzaysvSO7a1N\nZF1QUHBdX7D6DvHtOb6rqk9qswqyWPHFCuyOtm+CO8cIEUhsNhvjx4/vtPLsdjuzZs1i3LhxxMbG\nsnr16oZtFy5cID09nVGjRpGenk5paeA1qvm6JuwV4NdA4wFAojVNK3Z9Pg00O0qaUupR4FHQZ0Df\nunWrD8OES5cu+bwM0TK5/547U3mGsyVnOX36NI7SHoSe7En/vjZOngzngw+KiY+/fqLduro68vLy\n6NWrFzabrWH06X37zJw8OZhBgypbPb4r21e2j5OnTzIofBAnK0/ywT8/ID4y3uvHQOv//s9UnuF0\n5WkGhQ9iYHjH58kTbQuk7x+z2dwwoGm7Xaoh+P8cwznvRugV4lH5ly5doq6uruMxtKK2trbF81VW\nVvLss8+SmJhIeXk5t9xyC9OmTWPs2LE8++yzpKamsmnTJl566SWeffbZJoOydpbKykq3//34LAlT\nSs0Fzmialq+UmtncPpqmaUqpZkeL1TTtz8CfQR+s1dcD6QXSYH1dkdx/70h2JGMrsxF62cprX1tw\nOmHoUJg/f1CzTXp79+6lsrKS2NhYZs2a1bB+5EjYt482j+/KRjpGsu+LfTjrnAw1DWX+jPltNi+6\ncwy0/O/f7rDz5hdv4sRJcHUwmcmZ0sTpA4H0/XPo0KGOD2yacwy2ngZLX/i3Gz0qv3fv3tTV1fHY\nY4+xZ88eYmNjeeONN+jZsydbtmxhyZIlOJ1OJk+ezNq1a6msrGTKlCl89NFHjBkzhvvuu4/vfOc7\nPPLIIw3nbG2w1oiICEaNGtXwOTY2lrKyMiIiIvjkk0/YunUrERERPProo8ycOZOXX36ZdevW8eGH\nH1JRUcHRo0dZsmQJ1dXVbNiwgbCwMD7++GP69u3r0X1oLDw8nAkTJrh1rC9rwlKAeUqp24FwoI9S\n6k2gRCk1WNO0YqXUYOCMD2MQoluxmC0Nv6RvaKNDu6Zp5ObmMnDgQPr169f0PNIhHovZQuaMzA71\n73LnmNY0bmK2ldmwldkkCRPt97udUHwJHFVwUyS8exj+/29gcG94Msnt0x45coSsrCxSUlJ4+OGH\n+dOf/sRPf/pTMjIy2LJlC6NHj+YHP/gBa9eu5Re/+AWvvvoqGRkZ/PznP6e0tLRJAtYRNpuNgoIC\nkpL02EtKShg8eDAAgwYNoqSkpGHfoqIiCgoKqKys5KabbuJ3v/sdBQUF/PKXv+SNN97gF7/4hdvX\n700+6xOmadpvNE0bqmmaFbgX+FzTtAeAj4BFrt0WAZt9FYMQ3ZnFAtOnt5xAHTlyhLNnz5KamopS\nqsPHdwcWs4Xpw6d3KPFx55iWWCOtBJuCsZXZCDYFY420enxOb7DbITu7e/YVDCg/mQAzh0F4MPQO\n0d9nDdPXe8BisTTMqvHAAw+Qk5PDkSNHGDFiBKNHjwZg0aJF/Otf/wIgPT2duLg4fvKTn/D666+3\neN7WXLp0iYULF/LKK6/Qp0+f67YrpZp8j82aNYuIiAgGDBiA2WzmjjvuACAuLg6bHw04aMRgrSuB\ndKXUUeBW17IQohNpmkZ2djZRUVHExsYaHY7bGicDXTExqK9ZWzxhMZkz/KMpUh7aCCC9QyEsCBzV\ncKJcfw8N0td74No/2pr7I66xuro6Dh06RM+ePZvtPJ+Xl0diYiKJiYl89NFH122vqalh4cKF3H//\n/SxYsKBhfXR0NMXFehfz4uJiBg682mcyLCys4bPJZGpYNplMOJ3Odlxl5+iUwVo1TdsKbHV9Pg+k\ndUa5QoirGg85UVPzDd9++y1z587FZArMiTMaT2lUVQWaBuHhXW96o8ZNzP6g8SwGNpv+6ir3uku6\nVA0/iIUJA6HgDJRXeXzKEydOsH37dpKTk3n77bdJTU1lzJgx2Gw2vvrqK2666SY2bNjAjBkzAHj5\n5ZeJiYnhhRde4KGHHmL79u2EhFx9QGDy5MkUFhY2W5amaSxevJiYmBieeOKJJtvmzZvH+vXrWbZs\nGevXr+fOO+/0+No6m4yYL0Q3cO0cjFOm5BAREUFCQoLRobmtcTKwYwcoBWPHSmLgazKLQYD53tir\nn787wiunHDNmDGvWrOHhhx9m3LhxPP7444SHh/OXv/yF733vew0d8x977DGOHDnC66+/zq5du4iI\niOCWW27h+eefZ8WKFe0qKzc3lw0bNhAXF0diYiIAL7zwArfffjvLli3jnnvuISsri+HDh/Puu+96\n5fo6kyRhQnQDjROW4uKTFBd/w+zZswkODtyvgMbJQFSUXhMmiYHvyUMb3ZvVauXw4cPNbktLS6Og\noKDJujFjxnDo0KGG5ZdeeqlD5aWmpqJpzQ6iQL9+/diyZct16zMyMsjIyGhYbtwH7NptRgvcb2Ah\nRLs1TlgGDcohLKwHEydONDosj1ybDIB/JgZdcQR9I2cxEKIrkSRMiG6gPmEpKjrDrl1HSE6eSWio\nZ51zO1NLicy1yUBbiYHdDjt36p+TknyfSFw7lZS/dK4XQvgHScKE6CYsFsjLyyE0NJQpU6YYHU67\neSuRsdth6VLIz9eXJ02CF1/0bSIm43wJIVoTmI9FCSE6rLS0lKKiIiZNmkSPHj2MDqfdGicyzjon\ntjKbe+exgcMBvXrpr9JSfZ0v+es4X0II/yA1YUJ0E7m5uZhMJqZOnWp0KB3irUTGagWzGb76Sl+O\nivJ9B35vj6AvhOhaJAkTohsoLy+nsLCQxMTEjs87ZzBvJTIWC/z+953bJwz8b5wvIYT/kOZIIbqB\n7du3U1dX1zDVSKBp71RAbY2ab7HA3XfrL3m6T4iOs9lsjB8/3ugwOuS+++4jPj6el19+2ehQriM1\nYUJ0cZcvX2b37t3ExcURFRXVrmPqn0YMDQqlurY6IJrSrh2QtiuNmi+EJ6rKyyl6+23i7r+f0N69\njQ6n0zidTs6dO0deXh5f1fdD8DNSEyZEF7dr1y5qamraXQtW/zTif+78T37wwQ/4z53/yYovVmB3\n+PckgY0HpHU6fd/pXohAYfvnPznyt7/xzeefe+V8TqeT+++/n5iYGO6++24uX74MwJYtW5gwYQJx\ncXE8/PDDVFVV4XA4GDNmDEeOHAH0WqnXXnut3WVVVFQwZ84cEhISGD9+PBs3bgT0QWPPnTsHwO7d\nu5k5cyYAy5cv58EHHyQlJYUHH3yQ2bNnc+rUKRITE8nOzua1115j8uTJJCQksHDhwobYS0pKmD9/\nPgkJCSQkJLBt2zYA3nzzTaZMmUJiYiI/+tGPqK2t9co9rCdJmBBdWFVVFTt37mTs2LFNJrdtTf3T\niL1De+PUXO8ePJXYWfxlOh27w0728Wy/T1pF17d1+XI++uEP2fvGG/QfM4a9b7zBRz/8IVuXL/fo\nvEeOHOHHP/4xhw4dok+fPvzpT3+isrKSjIwMNm7cyP79+3E6naxduxaz2cyrr75KRkYG//3f/01p\naSmPPPJIu8v69NNPueGGG9i7dy9FRUV897vfbfOYgwcP8o9//IN33nmHjz76iJEjR1JYWMj06dNZ\nsGABeXl57N27l5iYGLKysgD42c9+xowZM9i7dy979uwhNjaWQ4cOsXHjRnJzcyksLCQoKIi33nrL\n7fvWHEnChOjC8vPzqaysJDU1tdnt9X2ozpwJa1hX/zTipepLBCvXewAMr1A/IO3ixcY1RdbXImYV\nZAVE7aHo2pJ/9StGzp5NcHg4ob17ExwezsjbbmPakiUenddisTTUrD/wwAPk5ORw5MgRRowYwejR\nowFYtGgR//rXvwBIT08nLi6On/zkJ7z++usdKisuLo7PPvuMJ598kuzsbMxmc5vHzJs3r8VheIqK\nipg+fTpxcXG89dZbHDhwAIDPP/+cxx9/HICgoCDMZjNbtmwhPz+fyZMnk5iYyJYtWzh27FiH4m+L\n9AkTootyOp1s376dG2+8kSFDhly3vXEfqrNnh5Oc7BqBvtHTiIHUJwyMn07HncFZ7Q47+8r2MdIx\nMiDusQgcYRERBIeHU+lwUPbNN1Q6HASHhXncL0wp1eryterq6jh06BA9e/aktLSUoUOHNtmel5fH\nE088AcCzzz7LvHnzGraNHj2aPXv28PHHH/P000+TlpbGf/zHfxAcHExdXR0AlZWVTc7Xq1evFmPJ\nyMjgww8/JCEhgXXr1rF169YW99U0jUWLFvHb3/621evzhNSECdFFFRYWcunSpRZrwRr3oaqtNTXp\nQ1X/NGLS0KR2PZXYHm09uehLndVE2NExzeprzj4+/bHUnAmfqLp4kYmPPsqtv/sdEx99lKqLFz0+\n54kTJ9i+fTsAb7/9NqmpqYwZMwabzdbQAX7Dhg3MmDEDgJdffpmYmBjefvttHnroIWpqapqcb/Lk\nyRQWFlJYWNgkAQP49ttv6dmzJw888ABLly5lz549gN4nLN81/cX777/f7tjLy8sZPHgwNTU1TZoW\n09LSWLt2LQC1tbU4HA7S0tJ47733OHPmDAAXLlzg+PHj7S6rPaQmTIguqK6ujtzcXIYMGYK1hc5R\njftQBQXVeb0PVeP5HrloMezJxc6cv7GjY5rV15wNCh/U0O9OasOEN8U/8EDD5zF33OGVc44ZM4Y1\na9bw8MMPM27cOB5//HHCw8P5y1/+wve+9z2cTieTJ0/mscce48iRI7z++uvs2rWLiIgIbrnlFp5/\n/nlWrFjRrrL279/P0qVLMZlMhISENCRKmZmZLF68mGeeeaahU357PPfccyQlJTFgwACSkpIoLy8H\nYPXq1Tz66KNkZWURFBTE2rVrSU5O5vnnn2f27NnU1dUREhLCmjVrGD58eIfvWUuUpmleO5mvTJo0\nSdu9e7dPy9i6dWuHfpDCu+T+e9e+ffv44IMPuPfeexkzZkyL+9ntehJWXLyde+5J9lr51yY+3+2R\nyd/esmC16uUtXgzTp3utuFZlH88mqyCroYlw8YTFTB/eSYW3of4+nfz2JENvGCoTfBskkL5/Dh06\nRExMjNFheFV5eXnADSLdWHM/E6VUvqZpk9o6VpojhehiNE0jJyeHgQMHNnSSbYnFoidDAwdWeTWG\na+d7JNJm2JOLjZsIqy4HU/Kl1ZAm0ebU15zdPuh2ScCE6IakOVKILubIkSOcPXuWBQsWoJRqqO2y\nWjuvCfDavlFJo60kZXZ+HHA10dn5pY33XrfytyoLn/rRYK4Ws4X4yHhJwITohiQJE6ILqa8Fi4qK\nIjY21rBR5JvtG2UG+uj9xHB07tOWFrMFW6WF8CoamkRtNv9IwoToKE3T2nwiUXQOT7t0SRImRBfy\nzTffcOrUKebOnYvJZGryBGRnJx7XTlzt7Q7yHa3h85fBXIXwRHh4OOfPn6dfv36SiBlM0zTOnz9P\neHi42+eQJEyILiQnJ4fevXuTkJAA+Ffi4c4YWi1xp4avfjBXI5pEhfCWoUOHcvLkSc6ePWt0KF5T\nWVnpUSJjpPDw8OvGPesIScKE6CJOnjzJN998w+zZswkO1v9r+1Pi0dExtFrjbg2f0YO5CuGpkJAQ\nRowYYXQYXrV161YmTJhgdBiGkCRMiC4iJyeHHj16MHHixCbr/SXx6OgYWq3xRg2fEQ8sCCFEY5KE\nCdEFnDlzhiNHjjBjxgxCQ0ONDqdF1/YTc/s8zdTwdSSp8vYDC5LQCSHcIUmYEF1ATk4OISEhJCUl\nGR1Kp2lcw9fRpMqbDywY9QSqECLwyWCtQgS40tJSioqKmDRpEj169DA6HEM0TqqcTprMg9kcbz6w\n0Lhsh2Znc6Hv56gUQnQNUhMmRIDLzc3FZDKRnOy9aYcCTUeTKm8+sFBf9gG7nX19V8BFJ4Vf+HaO\nSiFE1yBJmBABrLy8nMLCQhITEwN67jVPuZNUtfTAQkf7d9WXvbnQBhedxA7xfAgOIUT3IEmYEAFs\n+/bt1NXVkZKSYnQohvPGU6Du9u+yWODOPlYKv/DOEBxCiO5BkjAvszvsXnkEX4i2XLlyhd27dxMX\nF0dUVJTR4XQJ7nTYv1pz5r0hOIQQ3YMkYV7k7WlZhGjNzp07qampkVowL+po37Lra84sTB8u/+eF\nEO0jSZgXeXNaFiFaU1VVxc6dOxkzZgwDBw40Opwuo6N9y4ycm1MIEfgkCfMib07LIkRr8vPzqays\nJDU11ehQupyO9C3zp7k5hfvOVJ4h+3i2NCOLTidJmBd5c1oWIVridDrZvn07I0aM8GjiWOE5f5qb\nU7jH7rCz/vh6BlQOkG4kotNJEuZl3pqWRYiW7N27l0uXLrFgwQKjQxH4z9ycwj22Mhu1Wq10IxGG\nkBHzhQggdXV15ObmMmTIEKzS9iWEx6yRVoJUkHQjEYaQmjAhAsiBAwcoLS3ltttuQylldDhe48sJ\nsGVybdEai9nCouGLGBwzWLqRiE4nSZgQBurIuHKappGTk8OAAQMYPXp0J0XYPp4kOr6cAFsm1xbt\nMTB8INOHTzc6DNENSRImhEE6Oq7cl19+yZkzZ5g/f75f1YI1l+iAd4Z58LQWS4aQEEL4M0nChDBI\nR8aV0zSN7OxsIiMjGT9+/HXbjWxya5zoHDgA69bBwYMQFta+2qeWhnnwRi2WDCEhhPBnkoQJYZCO\njCtns9k4deoUc+bMwWRq+jyN0U1u9YlOXh7s36/Hc/48zJ0LpaVt1z61NMyDN2qxZAgJIYQ/kyRM\nCIN0ZFy5nJwcevfuTWJi4nXbfNHk1pGaNYsFHnkEfvlLUAouXdLjOXQIhg5tX+1Tc8M8tFaLtW/f\naTZtOsyJEw6GDTOzYMFY4uMHtfvc7pAO/kIIb5MkTAgDtWdcuVOnTnHs2DHS09MJDr7+v6y3m9zc\nqVmrroYhQ6CyEhwOuPFG+OEPISnJvY769clOc7VY+/adZtWq7URFhTN0aB9KS6+watV2lixJbjER\n85TRtY1CiK5JkjAh/FxOTg7h4eFMnDix2e3ebnJzp2bNagWzGUaOhCtX4Jln9ASso5pLdqZf89Da\npk2HiYoKJyqqB0DD+6ZNh32WhEkHfyGEL0gSJoQfO3PmDIcPH2bGjBmEhYW1uJ83R213p2bNW4lg\ne5KdEyccDB3ap8k6szmcEycc7hXaDtLBXwjhC5KECY9JXxnfyc3NJSQkhClTprh9nzt6nLsJlTcS\nwfYkO8OGmSktvdJQAwbgcFQybJjZs8JbIR38hRC+IEmY8Ij0lfGd0tJS9u/fz9SpUzl/vqdb99nd\nn483EqqWkr/WksL2JDsLFoxl1artgF4D5nBUUlpayZw5E8nO9l2SJHNECiG8TZIw4RHpK+M7ubm5\nmEwmkpOTKSx07z4b8fOx22HnTtiwAaqqICoKXnxRL7ddSWEfOwyzQR8rcH2w8fGDWLIkucnTkXPm\nTOTddwfKHwNCiIAiSZjwiPSV8Y3y8nIKCwtJTEwkIiLC7fvc2T+f+iTrq69gzx59iIqvv9aTMoul\n7aSw8SwCVZeDWTggk6SxlusSqvj4QU064Wdnyx8DQojAI0mY8Ij0lfGNHTt2UFdXR0pKCuBZP63O\n/PnUJ1kDB+rL1dX62GH12koK62cRiFJW/lZoo8xh49Nai9uj7gshhD+TJEx4TPrKeNeVK1fYvXs3\n48ePJyoqqmG9u/e5M38+9cmQpkH//npN2KBBV4eraCsptEZaqboczLbjNpxVwYwdbKXUptek2WwQ\nGqondtce25Fks765FNwbx0wIIbxFkjAh/MyuXbuorq5uqAULJI2TodYSphYTn4sWtC8y6VFpQ+2z\ncvImC8HB8N57UFsL+/ZBfLw+Jtm1tWPtSTbtdvj1r2H3bn154kT4/e8lERNCGEOSMCH8SHV1NTt3\n7mTMmDFER0cbHY5bPKl5s9kgvMrCzBEWDlyGGTP0mrS//U1v1nQ6oXdv/d2dfl82mz6fZa9e+rLD\nIf3HhBDGMbW9ixCis+Tn53PlyhVSU1ONDsUQjft2mc1w5516k2FwsD4nZeN3d/p9Wa3605oVFfrL\nbJb+Y0II40hNmBB+wul0sn37dkaMGMHQoUONDscn2ho4tn4y8Lw8mDz56j6NmzjtdvfLt1j04TKk\nT5gQwh9IEia6DX8f2X/v3r2Ul5dz1113GR2K19V3hn//fQgLa3ksL7sdXntNb24sLIQbbrjavFk/\nzqNgRjgAACAASURBVFj99k8/dW88sO7wIIndYcdWZsMaaW1zgnghhHEkCRPdgr+P7F9XV0dubi5D\nhgxhxIgRRofjVTt3wnPP6c2Ip07B3Ll6v6zm+mK1NY5Y/faoKDh06Or4Yy3x98TbFxqPtRZsCiZz\nRqYkYkL4KekTJrqFxr/c6zt1+5MDBw5QWlpKamoqqvHAWj5it+sDnHrStNfecp57Tk+Yzp2Dmhr9\nc0t9utoa78tq1Ufh/9vf9EFg33uv5WuoT7yzsvR3X1+rv6gfa80aacVZ58RWZjM6JCFEC6QmTHQL\n/jyYp6Zp5OTkMGDAAMaMGePz8pqrFfQVmw169NA7wDscMHIk/PCHLffFamu8L4sFFi6EsjIYO7bl\nGrX6srvjKPrWSCvBpmBsZTaCTcFYI61GhySEaIEkYaLL8HRiaKN8+eWXnDlzhvnz53dKLVhzyYkn\nWrvvVquegI0cCVeuwDPPXB24tSVt9dlKStL7g5WWtp5Q+3Pi7UsWs4XMGZnSJ0yIACBJmOgS2tPn\nyx87ZGuaRnZ2NpGRkYwfP75TymwuOfn6a/fO1dZ990bye22S195z+nPi7WsWs0WSLyECgCRhoksI\n1KYnm83GqVOnmDNnDiZT53TRbC45cTcJa89970jye23C1VKS195z+mPiLYQQ9SQJE11CoDY95eTk\n0Lt3bxITEzu1XG8lJ968780lXIGaXAshRHtIEia6hEBsejp16hTHjh3j1ltvJTg4MP8revO+N5dw\nBWpyLYQQ7RGY3/xCNCPQmp5ycnIIDw9n0qRJRofiEV/WqgVici2EEO0lSZgQPtbc04Nnz57l8OHD\n3HLLLYSFhRkZnk91ZLDUlhIuXybX3XEwVyGE/5AkTAgfaqljeU5ODiEhISS1NV5DAHNnloLOrM30\n91kUhBBdn4yYL4QPNTdSf2lpKfv372fixIn07NnT4Ah9x99nKWgpvs6aTcAbAilWIcT1pCZMCB8K\n7W/nXE8bFXYr5mALVits27YNpRTJycmdFkf9BNrQ8mj13ubrTvUdaUpsbt/m4guk2rFAilX4H2mK\n9w+ShAnhI3aHndeOrqBHipMrFcEsmZ5JVFQUBQUFJCYm0qdPn9aP99KXpN0Ov/417N6tL0+cCL//\nve+/eK/t4wV6rY03vvQ7koC0NtbYtX3QsrMDZ0gMGb5DuEsSeP8hSZgQPlI/kXLsECu2MhvVPW1s\n336Yuro6UlJSWj3Wm1+SehMo9OqlLzscnfcLuz7Z8faXfkcSkNb2vbYPWiANiRFIsQr/Igm8/5Ak\nTAgfuXYi5cHhg/nr7r8SGxtL3759Wz3Wm1+SVitERV0dFd9s7vxf2N7+0m9PAlJfkxga2v5kJZCG\nxAikWIV/kQTef0gSJoSL3WH36qTH106kfKzwGNXV1aSmprZ5rCdfktdeh8UCL77Y+X3CGvP2l35b\nCci1NW+PPALV1e0fKiNQEppAilX4D0ng/YckYUKgJy4rvliBs85JsCmYzBmZXkvELGYL1dXVvLPz\nHUaNGkV0dHTbx7n5JdnSdRj9y9qd62luHslrJ/JubxNkdTVMn+6VSxGiSzD6O0HoJAkTgqv9t6yR\nev8tW5nNK0lYvfz8fK5cucL0DmQC7nxJXnsdO7+0Yau0+MVfux2dyHvFCnD8P/bePL6t+sz3fx9L\nlu14kbN4TZSIkAQ7gYSEGGdxSihtSSnblGWmlwIzpfTyu/w67ZR2ytyWBsrcuaWld+7cmfl1YehM\naC/QzlCGkrYpHaZJ7CyOyYLJRkiCHDm2Yyex5DheZMnn94esWJa1HEnnaLGf9+vFy9FyznnOkcz5\n+PM83+dRnQzmOfjC/XZ+9TOb5poySbcIgpANiAgTBCbXb9lL7brt2+v1smfPHux2OzaDlVDweQwP\nmPm3f7KTP5x9K6AcDr8AO2V7Bne/l+/sNTNX3cwyu01TTZmkWwRByAZEhAkCk+u39HTBWltbuXTp\nEnfddZdu+4xE8HmcO2Fn67AtK1dA2e0wmOfA3e/FOmpn5mwHg2ccOBw2zGZ/sX2sdheSbhEEIdMR\nESYIYwTqt/RkdHSUpqYmqqqqWLhwoa77jkTgPJw5sC1LU3I2Gzz1RTvPNpopKHRgLTbz6BfteM77\nBdgLL0iPI0EQsh8RYYJgIEePHqW3t5f7778fRVFSeuxsT8nV19r4QfVkdzIbGqpKN3JBELQgIkwQ\nDEJVVRobG5kzZw41NTVpiSHbU3Lh3MlML7qXbuSCIGhFRJggGMQHH3xAd3c3d999d8pdsKlMpjt8\n0o1cEAStiAgTBAMIuGBWq5Vrr702rm0TSWXF2iZT0mN6xZHJDl+mO3WCIGQOIsIEwQDa2tpob2/n\ntttuw2Qyad4ukVRWrG0yJT2WKXEYTaY7dYIgZA4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n0O90oZhzuG5TNd2tXVceL6orjTvu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tzTlQjpt2F1mMM/+ufI5xll5JFRTpKsWBQEIdWICMsinE5wOMBiAY8H7Hb/8Gu9aWpqwmKxcOON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\njEZC2AQS6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/Xs+9G/gYL6dEfo3lw5Zhp/8PfUvvIXSuZfHHAZreGPr1OSWsBJTy26ggx0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\nxHNWKZ7tLqQZrBBCCDF2EsLwB5aajhrm2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_si[list_of_depths2 == 21], list_of_model_si[list_of_depths2 == 21], \n", " 'o', color = 'navy', alpha = 0.5, label = '30m')\n", "ax.plot(list_of_cs_si[list_of_depths2 == 18], list_of_model_si[list_of_depths2 == 18], \n", " 'b.', alpha = 0.5, label = '20m')\n", "ax.plot(list_of_cs_si[list_of_depths2 == 9], list_of_model_si[list_of_depths2 == 9], \n", " 'o', color = 'yellow', alpha = 0.5, label = '10m')\n", "ax.plot(list_of_cs_si[list_of_depths2 == 4], list_of_model_si[list_of_depths2 == 4], \n", " 'ro', alpha = 0.5, label = '5m')\n", "ax.plot(list_of_cs_si[list_of_depths2 == 0], list_of_model_si[list_of_depths2==0], \n", " 'g.', alpha = 0.5, label = 'surface')\n", "ax.plot(cb_cs_si[cb_depths2 == 18], cb_model_si[cb_depths2 == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax.plot(cb_cs_si[cb_depths2 == 0], cb_model_si[cb_depths2 == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax.plot(list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19) \n", " & (list_of_depths2 == 18)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], \n", " '*', color = 'deeppink', alpha = 0.5, label = 'box - 20m')\n", "ax.plot(list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19) \n", " & (list_of_depths2 == 0)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], \n", " '*', color = 'maroon', alpha = 0.5, label = 'box - surface')\n", "ax.add_patch(\n", " patches.Rectangle(\n", " (22, 3),\n", " 43,\n", " 16,\n", " fill=False, linewidth=5 # remove background\n", " ))\n", "ax.plot(np.arange(0,50), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Silicon 2016')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_si[list_of_depths2 == 0]) \n", " + np.mean(list_of_model_si[list_of_depths2 == 0])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths2 == 0] \n", " - list_of_cs_si[list_of_depths2 == 0])**2) /\n", " len(list_of_cs_si[list_of_depths2 == 0]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths2 == 0])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths2 == 0] \n", " - list_of_cs_si[list_of_depths2 == 0])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths2 == 0] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths2 == 0] - xbar))**2))))\n", "\n", "print('20m bias = ' + str(-np.mean(list_of_cs_si[list_of_depths2 == 18]) \n", " + np.mean(list_of_model_si[list_of_depths2 == 18])))\n", "print('20m RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths2 == 18] \n", " - list_of_cs_si[list_of_depths2 == 18])**2) /\n", " len(list_of_cs_si[list_of_depths2 == 18]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths2 == 18])\n", "print('20m Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths2 == 18] \n", " - list_of_cs_si[list_of_depths2 == 18])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths2 == 18] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths2 == 18] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_si) + np.mean(list_of_model_si)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_si - list_of_cs_si)**2) /\n", " len(list_of_cs_si))))\n", "xbar = np.mean(list_of_cs_si)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_si - list_of_cs_si)**2) / \n", " np.sum((np.abs(list_of_model_si - xbar) \n", " + np.abs(list_of_cs_si - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(array([411, 1, 1, 403, 1]), array([-1, 3, 7, 10, 20, 25]))" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.histogram(list_of_depths2, bins = [-1, 3, 7, 10, 20, 25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 411 samples at surface, 403 samples at 20m, 1 sample at 5, 10, and 30m" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ceW2Qg88fxRcO0NQa5trAVQ4+fxR4jD17Wyo9vbJYSgp6PZWkNXqUXGb0Hoqz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\n/O53v+O2225rvdauXbtIT08nKSmpo3SYNm0almXxj3/8g5deeqlLPwcRE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats2[list_of_depths2 == 21], \n", " list_of_model_si[list_of_depths2 == 21] \n", " - list_of_cs_si[list_of_depths2 == 21], 'yo', alpha = 0.5, label = '30m')\n", "ax.plot(list_of_lats2[list_of_depths2 == 18], \n", " list_of_model_si[list_of_depths2 == 18] \n", " - list_of_cs_si[list_of_depths2 == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lats2[list_of_depths2 == 9], \n", " list_of_model_si[list_of_depths2 == 9] \n", " - list_of_cs_si[list_of_depths2 == 9], 'o', color = 'purple', alpha =0.5, label = '10m')\n", "ax.plot(list_of_lats2[list_of_depths2 == 4], \n", " list_of_model_si[list_of_depths2 == 4] \n", " - list_of_cs_si[list_of_depths2 == 4], 'ro', alpha =0.5, label = '5m')\n", "ax.plot(list_of_lats2[list_of_depths2 == 0], \n", " list_of_model_si[list_of_depths2 == 0] \n", " - list_of_cs_si[list_of_depths2 == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lats2[cb_depths2 == 18], \n", " cb_model_si[cb_depths2 == 18] \n", " - cb_cs_si[cb_depths2 == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lats2[cb_depths2 == 0], \n", " cb_model_si[cb_depths2 == 0] \n", " - cb_cs_si[cb_depths2 == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.plot(list_of_lats2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], 'o',color = 'deeppink', \n", " alpha = 0.5, label = 'box - 20m')\n", "ax.plot(list_of_lats2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], 'o',color = 'maroon', \n", " alpha = 0.5, label = 'box - surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lMK6PzyOZSuJ1eRk4O0AqkyIcCPPAigdKOpBseTLBy/v6CWVNQr5uxqctkkY/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\nehkB3zWCvil+euBpvlTJiTeRbZ3bWOZ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P91E/kQj4vH6uutJsb6s4ncYlfDKAyxai0bLW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons2[list_of_depths2 == 21], \n", " list_of_model_si[list_of_depths2 == 21] \n", " - list_of_cs_si[list_of_depths2 == 21], 'yo', alpha = 0.5, label = '30m')\n", "ax.plot(list_of_lons2[list_of_depths2 == 18], \n", " list_of_model_si[list_of_depths2 == 18] \n", " - list_of_cs_si[list_of_depths2 == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lons2[list_of_depths2 == 9], \n", " list_of_model_si[list_of_depths2 == 9] \n", " - list_of_cs_si[list_of_depths2 == 9], 'o', color = 'purple', alpha =0.5, label = '10m')\n", "ax.plot(list_of_lons2[list_of_depths2 == 4], \n", " list_of_model_si[list_of_depths2 == 4] \n", " - list_of_cs_si[list_of_depths2 == 4], 'ro', alpha =0.5, label = '5m')\n", "ax.plot(list_of_lons2[list_of_depths2 == 0], \n", " list_of_model_si[list_of_depths2 == 0] \n", " - list_of_cs_si[list_of_depths2 == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lons2[cb_depths2 == 18], \n", " cb_model_si[cb_depths2 == 18] \n", " - cb_cs_si[cb_depths2 == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lons2[cb_depths2 == 0], \n", " cb_model_si[cb_depths2 == 0] \n", " - cb_cs_si[cb_depths2 == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.plot(list_of_lons2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], 'o',color = 'deeppink', \n", " alpha = 0.5, label = 'box - 20m')\n", "ax.plot(list_of_lons2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], 'o',color = 'maroon', \n", " alpha = 0.5, label = 'box - surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/aVnWn9R5SFUzU0NgbqbCrrt36cmMyDUkEs4OUs1n3JqCl2NQiUEQKMSgAMZd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes2[list_of_depths2 == 21], \n", " list_of_model_si[list_of_depths2 == 21] \n", " - list_of_cs_si[list_of_depths2 == 21], 'yo', alpha = 0.5, label = '30m')\n", "ax.plot(list_of_datetimes2[list_of_depths2 == 18], \n", " list_of_model_si[list_of_depths2 == 18] \n", " - list_of_cs_si[list_of_depths2 == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_datetimes2[list_of_depths2 == 9], \n", " list_of_model_si[list_of_depths2 == 9] \n", " - list_of_cs_si[list_of_depths2 == 9], 'o', color = 'purple', alpha =0.5, label = '10m')\n", "ax.plot(list_of_datetimes2[list_of_depths2 == 4], \n", " list_of_model_si[list_of_depths2 == 4] \n", " - list_of_cs_si[list_of_depths2 == 4], 'ro', alpha =0.5, label = '5m')\n", "ax.plot(list_of_datetimes2[list_of_depths2 == 0], \n", " list_of_model_si[list_of_depths2 == 0] \n", " - list_of_cs_si[list_of_depths2 == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_datetimes2[cb_depths2 == 18], \n", " cb_model_si[cb_depths2 == 18] \n", " - cb_cs_si[cb_depths2 == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_datetimes2[cb_depths2 == 0], \n", " cb_model_si[cb_depths2 == 0] \n", " - cb_cs_si[cb_depths2 == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.plot(list_of_datetimes2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 18)], 'o',color = 'deeppink', \n", " alpha = 0.5, label = 'box - 20m')\n", "ax.plot(list_of_datetimes2[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], \n", " list_of_model_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)] \n", " - list_of_cs_si[(list_of_cs_si >= 22) & (list_of_cs_si <=65) &\n", " (list_of_model_si >=3) & (list_of_model_si <= 19)\n", " & (list_of_depths2 == 0)], 'o',color = 'maroon', \n", " alpha = 0.5, label = 'box - surface')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Crew', 'Date', 'Time of Sample', 'Lat_reported', 'Long_reported',\n", " 'Latitude', 'Longitude', 'Station', 'Depth', 'NO3+NO', 'PO4',\n", " 'datetime'],\n", " dtype='object')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.keys()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Site ID', 'DDMMYYYY', 'Time of Sample', 'Lat_reported',\n", " 'Long_reported', 'Latitude', 'Longitude', 'Depth', 'SiO2 µM',\n", " 'datetime'],\n", " dtype='object')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.keys()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [], "source": [ "g.loc[g['Depth'] == 'S', 'Depth'] = 0" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1008, 18)" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "both = pd.merge(f, g, on=['datetime', 'Latitude', 'Longitude', 'Depth']).drop_duplicates()\n", "both.shape" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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CrewDateTime of Sample_xLat_reported_xLong_reported_xLatitudeLongitudeStationDepthNO3+NOPO4datetimeSite IDDDMMYYYYTime of Sample_yLat_reported_yLong_reported_ySiO2 µM
0Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.0SS-46131018.4911.9512016-01-22 17:30:00SS-461312016-01-2217:30:0049° 92.000125° 00.00044.03363
1Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.0SS-46131018.4911.9512016-01-22 17:30:00SS-461312016-01-2217:30:0049° 92.000125° 00.00056.75423
2Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.0SS-46131018.6621.8632016-01-22 17:30:00SS-461312016-01-2217:30:0049° 92.000125° 00.00044.03363
3Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.0SS-46131018.6621.8632016-01-22 17:30:00SS-461312016-01-2217:30:0049° 92.000125° 00.00056.75423
4Sentry Shoal2016-01-2217:30:0049° 92.000125° 00.00050.533333-125.0SS-46131019.6211.5612016-01-22 17:30:00SS-461312016-01-2217:30:0049° 92.000125° 00.00044.03363
\n", "
" ], "text/plain": [ " Crew Date Time of Sample_x Lat_reported_x Long_reported_x \\\n", "0 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "1 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "2 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "3 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "4 Sentry Shoal 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "\n", " Latitude Longitude Station Depth NO3+NO PO4 datetime \\\n", "0 50.533333 -125.0 SS-46131 0 18.491 1.951 2016-01-22 17:30:00 \n", "1 50.533333 -125.0 SS-46131 0 18.491 1.951 2016-01-22 17:30:00 \n", "2 50.533333 -125.0 SS-46131 0 18.662 1.863 2016-01-22 17:30:00 \n", "3 50.533333 -125.0 SS-46131 0 18.662 1.863 2016-01-22 17:30:00 \n", "4 50.533333 -125.0 SS-46131 0 19.621 1.561 2016-01-22 17:30:00 \n", "\n", " Site ID DDMMYYYY Time of Sample_y Lat_reported_y Long_reported_y \\\n", "0 SS-46131 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "1 SS-46131 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "2 SS-46131 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "3 SS-46131 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "4 SS-46131 2016-01-22 17:30:00 49° 92.000 125° 00.000 \n", "\n", " SiO2 µM \n", "0 44.03363 \n", "1 56.75423 \n", "2 44.03363 \n", "3 56.75423 \n", "4 44.03363 " ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "both[:5]" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_cs_si3 = np.array([])\n", "list_of_model_si3 = np.array([])\n", "list_of_depths3 = np.array([])\n", "list_of_cs_ni3 = np.array([])\n", "list_of_model_ni3 = np.array([])\n", "cb_cs_si3 = np.array([])\n", "cb_cs_ni3 = np.array([])\n", "cb_model_si3 = np.array([])\n", "cb_model_ni3 = np.array([])\n", "cb_depths3 = np.array([])\n", "for n in both.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(both.Longitude[n], \n", " both.Latitude[n], \n", " X, Y, land_mask = bathy.mask)\n", " if both['Depth'][n] == 0:\n", " depth = 0\n", " elif both['Depth'][n] == 20:\n", " depth = 18\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = local.localize(both['datetime'][n], 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", " si_val = ((1-delta)*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", " ni_val = ((1-delta)*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " si_val = (delta*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", " ni_val = (delta*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", "\n", " if both['SiO2 µM'][n] < 0:\n", " list_of_cs_si3 = np.append(list_of_cs_si3, 0)\n", " else:\n", " list_of_cs_si3 = np.append(list_of_cs_si3, float(both['SiO2 µM'][n]))\n", " if both['NO3+NO'][n] == '<0':\n", " list_of_cs_ni3 = np.append(list_of_cs_ni3, 0)\n", " else:\n", " list_of_cs_ni3 = np.append(list_of_cs_ni3, float(both['NO3+NO'][n]))\n", " list_of_model_si3 = np.append(list_of_model_si3, si_val)\n", " list_of_model_ni3 = np.append(list_of_model_ni3, ni_val)\n", " list_of_depths3 = np.append(list_of_depths3, depth)\n", " if both.Crew[n] == 'Cowichan Bay':\n", " if both['NO3+NO'][n] == '<0':\n", " cb_cs_ni3 = np.append(cb_cs_ni3, 0)\n", " else:\n", " cb_cs_ni3 = np.append(cb_cs_ni3, float(both['NO3+NO'][n]))\n", " if both['SiO2 µM'][n] < 0:\n", " cb_cs_si3 = np.append(cb_cs_si3, 0)\n", " else:\n", " cb_cs_si3 = np.append(cb_cs_si3, float(both['SiO2 µM'][n]))\n", " cb_model_ni3 = np.append(cb_model_ni3, ni_val)\n", " cb_model_si3 = np.append(cb_model_si3, si_val)\n", " cb_depths3 = np.append(cb_depths3, depth)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1002,)" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_si3.shape" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(512,)" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_depths3[list_of_depths3 == 0].shape" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(490,)" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_depths3[list_of_depths3 == 18].shape" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1002,)" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_depths3.shape" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1002,)" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_ni3.shape" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1002,)" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_si3.shape" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(90,)" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cb_cs_ni3.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 512 surface samples and 490 samples at 20m" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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etm3bxtChQ8/gLyAiXa21dTeNjW+kF6y6SAVvF1PRKyKSQ5qbt9DUtJL8/BL8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\ntbXU19fzxS9+kbq6Ot544w2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3Dbdbvcslc5pam1hZv5LWeCsTyicwyDfI6ZCOS0WviGRE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VlGPAEPjV2NFAeVaNpfZCSkxnZYAXdtpaQyfk/Zic6jG1bxkcGjCIKXRYRw91qh4uLvk32vW0+0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B9veWlo4Mmstry3H73MyyzsLj9dDQ2RB0+fJEVnu91+7jpz/fTbnWytLMRH7z94Vcl5c68POx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\nm4ePFGdmuoPePxMjyJL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize = (16,8))\n", "ax[0].plot(list_of_cs_ni3[list_of_depths3 == 0], list_of_cs_si3[list_of_depths3 == 0], \n", " 'b.', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni3[list_of_depths3 == 18], list_of_cs_si3[list_of_depths3 == 18], \n", " 'g.', alpha = 0.5)\n", "ax[0].plot(cb_cs_ni3[cb_depths3 == 0], cb_cs_si3[cb_depths3 == 0], \n", " '.', color = 'orange', alpha = 0.5)\n", "ax[0].plot(cb_cs_ni3[cb_depths3 == 18], cb_cs_si3[cb_depths3 == 18], \n", " '.', color = 'purple', alpha = 0.5)\n", "ax[0].plot(np.unique(list_of_cs_ni3), \n", " np.poly1d(np.polyfit(list_of_cs_ni3, list_of_cs_si3, 1))(np.unique(list_of_cs_ni3)))\n", "x = np.arange(0,50)\n", "#ax[0].plot(x,x, 'r-', alpha = 0.3)\n", "ax[0].plot(x, 2*x, 'g-', alpha = 0.3)\n", "ax[0].plot(x, 2*x+30, 'y-', alpha = 0.3)\n", "ax[1].plot(list_of_model_ni3[list_of_depths3 == 0], \n", " list_of_model_si3[list_of_depths3 == 0], 'b.', \n", " alpha = 0.5, label = 'surface')\n", "ax[1].plot(list_of_model_ni3[list_of_depths3 == 18], \n", " list_of_model_si3[list_of_depths3 == 18], 'g.', \n", " alpha = 0.5, label = '20m')\n", "ax[1].plot(cb_model_ni3[cb_depths3 == 0], cb_model_si3[cb_depths3 == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax[1].plot(cb_model_ni3[cb_depths3 == 18], cb_model_si3[cb_depths3 == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax[1].plot(np.unique(list_of_model_ni3), \n", " np.poly1d(np.polyfit(list_of_model_ni3, \n", " list_of_model_si3, 1))(np.unique(list_of_model_ni3)))\n", "x = np.arange(0,53)\n", "#ax[1].plot(x,x, 'r-', alpha = 0.3, label = 'slope = 1')\n", "ax[1].plot(x, 2*x, 'g-', alpha = 0.3, label = 'slope = 2')\n", "ax[1].plot(x, 2*x+30, 'y-', alpha = 0.3, label = '2*N + 30')\n", "ax[0].set_title('Citizen Science', fontsize = 16)\n", "ax[1].set_title('Model', fontsize = 16)\n", "for ax in ax:\n", " ax.grid('on')\n", " ax.set_ylabel('Si', fontsize = 14)\n", " ax.set_xlabel('N', fontsize = 14)\n", " ax.set_ylim(0,105)\n", " ax.set_xlim(0,40)\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CitSci slope = 1.00695511681\n", "CitSci y int = 24.1951758727\n", "model slope = 1.39173995219\n", "model y int = 6.04742533108\n" ] } ], "source": [ "m1, b1 = np.polyfit(list_of_cs_ni3, list_of_cs_si3, 1)\n", "print('CitSci slope = ' + str(m1))\n", "print('CitSci y int = ' + str(b1))\n", "m2, b2 = np.polyfit(list_of_model_ni3, list_of_model_si3, 1)\n", "print('model slope = ' + str(m2))\n", "print('model y int = ' + str(b2))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output = open('model_si_2016.pkl', 'wb')\n", "pickle.dump(list_of_model_si, output)\n", "output.close()\n", "output = open('model_ni_2016.pkl', 'wb')\n", "pickle.dump(list_of_model_ni, output)\n", "output.close()\n", "output = open('cs_ni_2016.pkl', 'wb')\n", "pickle.dump(list_of_cs_ni, output)\n", "output.close()\n", "output = open('cs_si_2016.pkl', 'wb')\n", "pickle.dump(list_of_cs_si, output)\n", "output.close()\n", "output = open('cb_model_si_2016.pkl', 'wb')\n", "pickle.dump(cb_model_si, output)\n", "output.close()\n", "output = open('cb_model_ni_2016.pkl', 'wb')\n", "pickle.dump(cb_model_ni, output)\n", "output.close()\n", "output = open('cb_cs_ni_2016.pkl', 'wb')\n", "pickle.dump(cb_cs_ni, output)\n", "output.close()\n", "output = open('cb_cs_si_2016.pkl', 'wb')\n", "pickle.dump(cb_cs_si, output)\n", "output.close()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output = open('model_si_2016b.pkl', 'wb')\n", "pickle.dump(list_of_model_si3, output)\n", "output.close()\n", "output = open('model_ni_2016b.pkl', 'wb')\n", "pickle.dump(list_of_model_ni3, output)\n", "output.close()\n", "output = open('cs_ni_2016b.pkl', 'wb')\n", "pickle.dump(list_of_cs_ni3, output)\n", "output.close()\n", "output = open('cs_si_2016b.pkl', 'wb')\n", "pickle.dump(list_of_cs_si3, output)\n", "output.close()\n", "output = open('cb_model_si_2016b.pkl', 'wb')\n", "pickle.dump(cb_model_si3, output)\n", "output.close()\n", "output = open('cb_model_ni_2016b.pkl', 'wb')\n", "pickle.dump(cb_model_ni3, output)\n", "output.close()\n", "output = open('cb_cs_ni_2016b.pkl', 'wb')\n", "pickle.dump(cb_cs_ni3, output)\n", "output.close()\n", "output = open('cb_cs_si_2016b.pkl', 'wb')\n", "pickle.dump(cb_cs_si3, output)\n", "output.close()" ] }, { "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 }