{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Elise's model runs\n", "Nutrient comparisons with edited dataset using surface instead of 2m for depth. (" ] }, { "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", "import pandas as pd\n", "import datetime\n", "import xarray as xr\n", "from salishsea_tools import tidetools, geo_tools, viz_tools, nc_tools\n", "import pytz\n", "import os\n", "import glob\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": "markdown", "metadata": {}, "source": [ "# Change path, start and end dats here" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "PATH= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_KhT/'\n", "start_date = datetime.datetime(2015,2,6, tzinfo = pytz.utc)\n", "end_date = datetime.datetime(2015,8,4, tzinfo = pytz.utc)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#load model grid stuff\n", "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/data/vdo/MEOPAR/tools/SalishSeaTools/salishsea_tools/geo_tools.py:170: RuntimeWarning: invalid value encountered in greater\n", " (np.logical_and(model_lons > lon - tols[grid]['tol_lon'],\n", "/data/vdo/MEOPAR/tools/SalishSeaTools/salishsea_tools/geo_tools.py:171: RuntimeWarning: invalid value encountered in less\n", " model_lons < lon + tols[grid]['tol_lon'])),\n", "/data/vdo/MEOPAR/tools/SalishSeaTools/salishsea_tools/geo_tools.py:172: RuntimeWarning: invalid value encountered in greater\n", " (np.logical_and(model_lats > lat - tols[grid]['tol_lat'],\n", "/data/vdo/MEOPAR/tools/SalishSeaTools/salishsea_tools/geo_tools.py:173: RuntimeWarning: invalid value encountered in less\n", " model_lats < lat + tols[grid]['tol_lat']))\n" ] } ], "source": [ "# Load CitSci data and clean it up\n", "nutrients_2015 = pd.read_csv(\n", " '/ocean/eolson/MEOPAR/obs/PSFCitSci/PSFbottledata2015_CN_edits_EOCor2.csv')\n", "Yinds = np.array([])\n", "Xinds = np.array([])\n", "for n in nutrients_2015.index:\n", " Yind, Xind = geo_tools.find_closest_model_point(nutrients_2015['lon'][n], \n", " nutrients_2015['lat'][n], \n", " X, Y, land_mask = bathy.mask)\n", " Yinds = np.append(Yinds, Yind)\n", " Xinds = np.append(Xinds, Xind)\n", "nutrients_2015 = nutrients_2015.assign(Yind = Yinds)\n", "nutrients_2015 = nutrients_2015.assign(Xind = Xinds)\n", "nutrients_2015 = nutrients_2015.dropna(subset=['Yind'])\n", "nutrients_2015 = nutrients_2015.dropna(subset=['Xind'])\n", "nutrients_2015 = nutrients_2015[~nutrients_2015.flagged]\n", "nutrients_2015 = nutrients_2015.dropna(subset=['Time'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "shape = nutrients_2015.shape[0]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "local = pytz.timezone (\"America/Los_Angeles\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2015, 8, 5, 0, 0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bounds = np.array([start_date + datetime.timedelta(days = n*10) for n in range(19) ])\n", "bounds[-1]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "for n in range(19):\n", " bounds[n] = bounds[n].replace(tzinfo = pytz.utc)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "bounds_r = (bounds - datetime.timedelta(days = 1))[1:]\n", "bounds_l = bounds[:-1]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "for n in range(18):\n", " bounds_l[n] = bounds_l[n].replace(tzinfo = pytz.utc)\n", "for n in range(18):\n", " bounds_r[n] = bounds_r[n].replace(tzinfo = pytz.utc)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "for n in range(18):\n", " bounds_l[n] = bounds_l[n].replace(minute = 30)\n", "for n in range(18):\n", " bounds_r[n] = bounds_r[n].replace(hour = 23, minute = 30)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "dates_utc = np.array([])\n", "for n in nutrients_2015.index:\n", " date = (local.localize(pd.to_datetime(datetime.datetime.strptime(nutrients_2015['date'][n] \n", " +' '+ nutrients_2015['Time'][n], \n", " '%d-%m-%Y %I:%M:%S %p')), \n", " is_dst=True).astimezone(pytz.utc))\n", " dates_utc = np.append(dates_utc, date)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "dates_utc = np.ma.masked_outside(dates_utc, start_date, end_date)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "696" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.ma.count(dates_utc)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "Yinds = np.ma.masked_array(nutrients_2015['Yind'].values, mask = dates_utc.mask)\n", "Xinds = np.ma.masked_array(nutrients_2015['Xind'].values, mask = dates_utc.mask)\n", "depths = np.ma.masked_array(nutrients_2015['depth'].values, mask = dates_utc.mask)\n", "cs_si = np.ma.masked_array(nutrients_2015['si'].values, mask = dates_utc.mask)\n", "cs_no23 = np.ma.masked_array(nutrients_2015['no23'].values, mask = dates_utc.mask)\n", "stations = np.ma.masked_array(nutrients_2015['station'].values, mask = dates_utc.mask)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_model_si = np.ma.masked_array(np.zeros((shape)), mask = True)\n", "list_of_model_ni = np.ma.masked_array(np.zeros((shape)), mask = True)\n", "list_of_latitude = np.ma.masked_array(np.zeros((shape)), mask = True)\n", "list_of_longitude = np.ma.masked_array(np.zeros((shape)), mask = True)\n", "list_of_days = np.ma.masked_array(np.empty(shape, dtype='datetime64[s]'), mask = True)\n", "t = 0\n", "for n in nutrients_2015.index:\n", " if dates_utc.mask[t] == False:\n", " Yind = Yinds[t]\n", " Xind = Xinds[t]\n", " date = dates_utc[t]\n", " for m in range(18):\n", " if (date > bounds[m]) & (date < bounds[m+1]):\n", " here = m\n", " datestr_l = bounds_l[here].strftime('%Y%m%d')\n", " datestr_r = bounds_r[here].strftime('%Y%m%d')\n", " datestr = datestr_l + '-' + datestr_r\n", " nuts = nc.Dataset(glob.glob(PATH + 'SalishSea*1h*ptrc_T*' + datestr +'.nc')[0])\n", " if nutrients_2015['depth'][n] == 2:\n", " depth = 0\n", " elif nutrients_2015['depth'][n] == 20:\n", " depth = 18\n", " if mesh.variables['tmask'][0,depth,Yind,Xind] == 1:\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", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " before = before.replace(tzinfo = pytz.utc)\n", " delta = (date.minute) / 60\n", " hour = (before - bounds_l[here]).days * 24 + int((before - bounds_l[here]).seconds / 60 / 60)\n", " if hour > 238:\n", " datestr_lb = bounds_l[here+1].strftime('%Y%m%d')\n", " datestr_rb = bounds_r[here+1].strftime('%Y%m%d')\n", " datestr2 = datestr_lb + '-' + datestr_rb\n", " nuts2 = nc.Dataset(glob.glob(PATH + 'SalishSea*1h*ptrc_T*' + datestr2 +'.nc')[0])\n", " ni_val = (delta*(nuts.variables['nitrate'][hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['nitrate'][0, depth, Yind, Xind] ))\n", " si_val = (delta*(nuts.variables['silicon'][hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['silicon'][0, depth, Yind, Xind] ))\n", " else:\n", " ni_val = (delta*(nuts.variables['nitrate'][hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts.variables['nitrate'][hour+1, depth, Yind, Xind] ))\n", " si_val = (delta*(nuts.variables['silicon'][hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts.variables['silicon'][hour+1, depth, Yind, Xind] ))\n", " list_of_model_si.mask[t] = False\n", " list_of_model_si[t] = si_val\n", " list_of_model_ni.mask[t] = False\n", " list_of_model_ni[t] = ni_val\n", " list_of_latitude.mask[t] = False\n", " list_of_latitude[t] = nutrients_2015['lat'][n]\n", " list_of_longitude.mask[t] = False\n", " list_of_longitude[t] = nutrients_2015['lon'][n]\n", " list_of_days.mask[t] = False\n", " list_of_days[t] = date\n", " t = t + 1" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cs_no23.mask = list_of_model_ni.mask\n", "cs_si.mask = list_of_model_si.mask" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stations = np.ma.masked_array(stations, mask = list_of_model_si.mask)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "687" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.ma.count(cs_no23)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.614161180305997\n", "RMSE = 5.807182736875049\n", "Willmott = 0.8983856520387424\n" ] }, { "data": { "image/png": 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N+s1v7CQoipIOTauvKEp0aG6GKVPse7FJHlkwf77/Oce905p262Z7m1VXd/xe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\n73xsDSJ2771w9tlw1FHw+OMwdGgAda0H5cy9BzmHXexhIgpuf0VRlAp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ax.plot(cs_no23, list_of_model_ni, 'r.')\n", "ax.plot(np.arange(0,38), np.arange(0,38), 'b-')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Data vs Nowcast-green: Nitrate')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(cs_no23) + np.mean(list_of_model_ni)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni - cs_no23)**2) /\n", " np.ma.count(cs_no23))))\n", "xbar = np.mean(cs_no23)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_ni - cs_no23)**2) / \n", " np.sum((np.abs(list_of_model_ni - xbar) \n", " + np.abs(cs_no23 - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -6.196472591201466\n", "RMSE = 13.852656411875936\n", "Willmott = 0.7919086251423371\n" ] }, { "data": { "image/png": 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hbGaiHyLXelqpFxdhHNHecbZFsfWp8LSzKVOgocFpbezUyz2VD80KEf0QCXla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\nuxW5ViVLumRhxpPvIawVYvVCCNEAJOQh+QS2hOSxTAbOPdcL+KxZdRi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "ax.plot(cs_si, list_of_model_si, 'r.')\n", "ax.plot(np.arange(0,56), np.arange(0,56), 'b-')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Data vs Nowcast-green: Si')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(cs_si) + np.mean(list_of_model_si)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_si - cs_si)**2) /\n", " np.ma.count(cs_no23))))\n", "xbar = np.mean(cs_si)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_si - cs_si)**2) / \n", " np.sum((np.abs(list_of_model_si - xbar) \n", " + np.abs(cs_si - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zi9sljTgaekVE6sCJofZtBINzlfEncgbXX389119//Sn3r1279vjPt9xyC7fc\ncstpn/+Vr3zllPumTp3KU089VbYaJ0+ejLW2bK8nIsPP6c0byWR6aW6eTDA4R73ZJRp660x3N8Ri\nEI0qD1hkpCgUUsTjneTzffj90/H7r3C7JBERkRHN6c0d5PNxAoEZ+HyXu13SiKaht450d8OaNZDP\ng8cDq1dr8BWpdwq1FxleiUTC7RJEpMrlcodKvdmWevN4t0sa8ZRdUUdiMWfgjUad21jM5YJEpKJO\nDLVfoYFXRETEZen06/T1/RZjvEQiyzXwVgnt6a0j0aizhzcWc26jUZcLEpGKsLZIMrlVofYiIiJV\nwunNL5FOx2hqGk8wuEC9uYpo6K0j7e3OIc06p1ekfinUXkREpLo4vbmLXO4QPt8V+P1XqzdXGQ29\ndaa9XcOuSL3K5/uJxzsVai8iIlIl8vl++vs7sDZDKLSA5uY2t0uS09A5vSIiNSCT2Utf37OlC1Zd\no4FX5CJ0d3dz7bXXMmPGDGbOnMnXv/71Ex5/9NFHicVixyODbrvtNtra2shkMgAcPHiQaBnOIfrm\nN7/J7NmzmTdvHsuXL2fr1q3HH3vssceYNm0a06ZN47HHHrvo9xKR8stk9tDX9yxgCYffrIG3imno\nFRGpYtZaBgZeJh7vpLExRCTyFrze0W6XJVLTPB4PX/7yl9m6dSu/+93veOihh9i6dSs9PT186EMf\noru7m2effZYPf/jDx5/T2NjI448/PuT3WLt2LbfddttZt/nTP/1TtmzZwsaNG/nrv/5rPvGJTwBw\n+PBh1qxZwwsvvEBHRwdr1qzhyJEjF7RWESk/pzfvIB7vorExTCSyAq93lNtlyVlo6K0h3d3wzDPO\nrYjUP2sLxOPrGBjYQXPzZCKRa2hsbHG7LJGa19rayoIFCwAIhUJMnz6dnp4e2tra+MIXvsAjjzzC\nP//zP/Pwww8ff87HPvYxHnroIfL5fNnqCIfDx39OJpPHzwH8xS9+wXXXXceYMWMYPXo01113HU89\n9VTZ3ldELlyxmCce72Jg4GWam9vVm2uEzumtEcrgFRlZFGovI0Uy+RL5fF9ZX9PjiRAIzBzStrFY\njA0bNrB06VJ6e3tZvXo1t99+O1OnTuWjH/3o8cF3ypQpLFu2jMcff5x3vvOdZav1oYce4itf+QrZ\nbJbf/OY3APT09NA+qMlPnjyZnp6esr2niFyYQmGA/v4OCoUEgcBMfL7L3C5Jhkh7emuEMnhFRo5c\n7hB9fU/t5FvgAAAgAElEQVRTKKQIh5do4BWpkEQiwU033cTXvvY1wuEwkyZN4lvf+hZTpkxhxYoV\n/P3f//0J23/iE5/g7/7u7ygWi2d8zaVLlzJv3jw+9KEP8dOf/pR58+Yxb948fvGLX5x2+49+9KO8\n+uqrPPjgg9x///1lXZ+IlE82e5CjR5+mWEwTDi/VwFtjtKe3RiiDV2RkSKdfJ5HYQmNjgEhkCY2N\nAbdLEqmooe6RLbdcLsdNN93E+9//fm688cYTHjvTubhXXHEF8+bN44knnjjj677wwguAc07vo48+\nyqOPPjqkem6++WY+8pGPANDW1sbatWuPP7Z7925Wrlw5pNcRkfJLpXaRTL5EY2OQcHixenMN0tBb\nI5TBK1LfrC0Cr5JIxBVqL1Jh1lruuOMOpk+ffvziUUP16U9/mhtuuKEsdezcuZNp06YB8LOf/ez4\nz9dffz3//b//9+MXr/rlL3/Jl770pbK8p4gMndObXyGZjNPUNKHUmzU+1SL9rdUQZfCK1Kdjofaw\nD5/vGoXai1TYc889x+OPP348Lgjgi1/8In/0R390zufOnDmTBQsWsH79+ouu4xvf+Aa/+tWv8Hq9\njB49+ng00ZgxY/jMZz7D4sWLAfjsZz/LmDFjLvr9RGToisVMqTfvx+dbjt9/lXpzDdPQKyLiosGh\n9jCNQGC62yWJ1L3ly5cfz+AdimOHKMfjcQB+/OMfn/M5K1euPOchySfnAw92++23c/vttw+5RhEp\nn3y+j/7+TqzNAlcSCFztdklykXQhKxERl5wcag/j3C5JRERkRMtkeunrew6ASOTNwCXuFiRloT29\nNaC7W+fyitQTay2p1MsMDLyMxzOacHgxDQ3NbpclIiIyYllrGRjYQSq1E693DKHQIvXmOqKht8op\nn1ekvhSLeRKJDWSze2lpmUIgMBtjdNCNiIiIW5zevJ5sdp96c53S32aVUz6vSP0oFAbo63uWbHYf\ngcAsgsG5aqoyYp3PObVyZvpzFLk4hUKSvr5nyGb3EwjMVm+uU9rTW+WUzytSH7LZg6WrQEI4vJSm\nJp2/KyNXS0sLhw4dYuzYsboa6kWw1nLo0CFaWlrcLkWkJmWzB4jH12GMIRx+E01NOn+3XmnorXLK\n5xWpfQq1FznR5MmT2b17NwcOHHC7lPOSTqerbsBsaWlh8uTJbpchUnNSqddIJrfi8YQIhRbT2Oh3\nuySpIA29NUD5vCK1ydoiyeQW0uk3aGqaSDA4X6H2IoDX62Xq1Klul3He1q5dy/z5890uQ0QugrVF\nEonNZDLd6s0jiP6GRUQq4FiofS53GJ9vmkLtRUREXFYopInHu8jnj+D3X4nPd6V68wihoVdEpMyc\nUPsOrM0RCi2kuXmS2yWJiIiMaLncUeLxzlJvXkRzc6vbJckw0tArIlJGmUwPicQmjGkiElmOxxN2\nuyQREZERLZ3eTTK5iYaGFsJh9eaRSEOviEgZOKH220mlXlGovYiISBVwevM2UqlX8XrHlnpzk9tl\niQs09IqIXKRiMUcisaEUan8pgcAsZfyJiIi4yOnN68lm99PSEiUQmKnePIJp6BURuQiFQpL+/g4K\nhSSBwGx8vqjbJYmIiIxo+XyCeLyDQmGAYHAOLS2Xul2SuExDr4jIBRocah+JLMPrHet2SSIiIiNa\nNrufeHy9erOcQEOviMgFUKi9iIhIdUmlXi315jCh0BIaG31ulyRVQkOviMh5ODHUvpVgcJ5C7UVE\nRFxkbaHUm3fT3DyJYHAexjS6XZZUEX1SExEZIoXai4iIVBenN3eSzx/F778av3+a2yVJFdLQKyIy\nBAq1FxERqS653JFSby4QCi2muXmi2yVJldLQKyJyDgq1FxERqS7pdDfJ5OZSb16GxxNyuySpYhp6\nRUTOQKH2IiIi1cXpzVtJpV7D672EUGiherOck4ZeEZHTUKi9iIhIdSkWc8Tj68jlDuDzXYbfP0PX\n1pAh0dAr56W7G2IxiEahvd3takQq41iofbGYIhicS0vLFLdLEhERGdHy+TjxeGepN8+jpUUfRGXo\nNPTKkHV3w5o1kM+DxwOrV2vwlfrjhNqvw5gGwuFleL1j3C5JRERkRMtm9xGPr8eYRsLha/B6R7td\nktQYHasnQxaLOQNvNOrcxmIuFyRSZgMDr9Df/wKNjQEikbdo4BUREXHZwMBO+vs7BvVmDbxy/rSn\nV4YsGnX28MZizm006nJBImXihNpvIpPpUai9iIhIFXB680YymV6am9sIBueqN8sF09ArQ9be7hzS\nrHN6pZ4o1F5ERKS6FAqpUm/uw++fjt9/hdslSY3T0Cvnpb1dw67Uj1zuMPF4F9YWCIeX0NQ0we2S\nRERERjSnN3dibZFweClNTePdLknqgIbeGqOrJ4uURzr9BsnkFhoafAq1FxERqQIn9uYleDxBt0uS\nOqGht4aU++rJGqBlJDox1H5cKdTe63ZZIiIiI5a1RZLJl0inY+rNUhEaemvI4Ksnx2LOPxc6rCp+\nSEYihdqLiIhUl2IxSzzeRS53CJ/vcvz+6erNUnaKLKoh5bx6suKHZKTJ5+P09T1DPn+IYHAegcBM\nNVUREREX5fP9pd58hGBwPoGAvoyWytCe3hpSzqsnK35IRpJMZi+JxAaF2ouIiFSJTGZPqTd7CYff\njNc7yu2SpI5p6K0x5bp6suKHZKQYGNjJwMB2PJ4IodASGhtb3C5JRERkxLLWkkq9zMDAy3g8owiF\nFqs3S8Vp6B3BFD8k9Uyh9iIiItWlWMyTSGwkm91Dc/PkUm/W2ZZSeRp6RaTuOKH2HeTz/Qq1FxER\nqQKFwgDxeCf5fJxAYCY+32VulyQjiIZeEakrCrUXERGpLrncIeLxLqy1pd48zu2SZITR0CsidSOd\nfp1k8kWF2ouIiFSJVCpGMvkijY0BIpElNDYG3C5JRqCqOIjeGPNxY8xLxpgXjTHfN8a0GGPGGGP+\nwxizs3Sry62KyGlZWySR2EIisRmv9xIikRUaeEUuknqziFwMpzdvJpncQlPTeCKRFRp4xTWuD73G\nmDbgLmCRtXYW0AjcDNwL/NpaOw34del3EZGT5Ojv/x3pdAyf73JCoSU0NHjdLkqkpqk3i8jFydLf\n/1vS6dfx+aYRCi2moUEHmIp7XB96SzyAzxjjAfxAL/Bu4LHS448Bf+xSbSJSpfL5fmCzQu2lIjL5\njNsluE29WUTOm9Obt5DPHyUUWkAgcLV6s5RNOp++oOcZa22ZS7mAIoz5K+ALQAr4pbX2/caYo9ba\nUaXHDXDk2O8nPfdO4E6AcePGLXziiSeGsfLKSSQSBIP1cXim1lJ96mMdh4CdpFI5fL75QK2vp17+\nXupjHYl8gu3927n7prvXWWsXuV2PG9SbT1UP/24fUy9rqZd1QL2s5SDwinpzFaqHdcRzcXbEd1xQ\nb3b9OIPS+UDvBqYCR4EfGmNuHbyNtdYaY047nVtr/xH4R4CrrrrKrly5srIFD5O1a9eitVSfellL\nLa/j96H2cTye5WzcOMDKlW9zu6yyqOW/l8FqfR09/T1s3LuReZ55bpfiGvXm06v1f7cHq5e11Ms6\noLbXYq1lYGAHqVQcr3cFGzYk1ZurTK2vY3f/bjbt3cR8z/wLer7rQy/wB8Aua+0BAGPMj4FrgH3G\nmFZr7R5jTCuw380iRcR9Tqj9BrLZvTQ3txMMzgGedrssqRPWWrYf3M4rh19hrH8siyaNyB28x6g3\ni8iQDO7NLS1TCARmo94s5WKtZeuBrbx25DUu8V/CwkkLL+h1qmHofQN4kzHGj3MI1SqgC0gCHwQe\nKN0+6VqFIuI6hdpLJeUKOdbvWc/+5H6io6LMHD+TBlMtl71whXqziJxToZCkv7+TQiFBIDALn2+q\n2yVJHckVcqzbs44DyQNMHT2VGeNmXHBvdn3otda+YIz5EbAeyAMbcA6JCgJPGGPuAF4H3utelSLi\npmz2IInEOoXaS0Uks0k6ejpI5pLMmTCHS0dd6nZJrlNvFpFzyWYPEI+vAyAcfhNNTZe4XJHUk0Q2\nQUdPB6lcirkT5zIlMuWiXs/1oRfAWrsaWH3S3Rmcb5ZFZARLpXaRTL6kUHupiP3J/azfsx6DYdnk\nZYz1j3W7pKqh3iwiZ5JKvUYyuZXGxiDh8BIaG/1ulyR1ZF9iH+v3rKexoZFl7csY4xtz0a9ZFUOv\niMjJrC2STG4hnX6DpqYJBIMLlPEnZfXq4VfZdnAboaYQi9sW4/fqQ5uIyNlYWySR2Ewm001T00SC\nwfnqzVJWrxx+hW0HthFpibB40mJ8Xl9ZXlf/lopI1SkWM8TjXeRyh/H5puH3X6WMPymbQrHA5n2b\n2d2/m9ZQK/MnzqexodHtskREqlqxmKG/v5N8/gh+/5X4fFeqN0vZFIoFNu3bRE9/D23hNuZOmFvW\n3qyht4Z0d0MsBtEotLe7XY1IZeTzffT3d2JtllBoIc3Nk9wuSepIOp+ms6eTo+mjXHXJVVw59kq3\nSxIRqXq53FHi8U6szak3S9mlcik6ezvpS/dx9SVXM23stLK/h4beGtHdDWvWQD4PHg+sXl37g6+G\neDlZJtNLIrERY7xEIm/G44m4XZLUkSOpI3T2dlIoFljctpiJwYlulyQiUvUymZ5Sb24mElmOxxN2\nuySpI4dTh+nq7aJQLLCkbQkTghMq8j4aemtELOYMvNGo83MsVtuDYj0O8XLhfh9qvxOvdwyh0CIa\nGprdLkvqSHdfN5v3babF08KyKcsINYfcLklEpKo5vXk7qdQreL1jS725ye2ypI680fcGW/Ztwef1\nsWxyZXuzht4aEY06w2Es5txGoy4XdJHqbYiXC+eE2q8nm913PNTejOx8VCmj04XaNzXqQ5uIyNkU\ni7lSb95PS8ulBAKz1JulbIq2yNYDW9l1ZBfjAuNY2LoQb6O3ou+pobdGtLc7e0Pr5XDgehvi5cI4\nofYdFApJAoHZ+HxRt0uSOlLOUHsRkZFicG8OBufQ0qLscimfbCHLut51HBw4yGWjL2PGuBnDckE0\nDb01pL299ofdY+ptiJfzdyzU3hijUHspu3KH2ouIjATZ7H7i8fUYY4hEluH1KrtcyieeidPR00E6\nn2bexHm0R4ZvANDQK66ppyFezo9C7aWSKhFqLyJS71KpV0kmt+HxhAiFFqs3S1ntTexlw54NNDY0\nck37NYz2jR7W99fQKyLDRqH2Umk7D+1k+8HtZQ+1FxGpV05v3kQms5vm5kkEg/MwRtnlUj4vH3qZ\nHQd3MKplFIvbFtPiaRn2GvRpU0SGRaGQJh7vUqi9VESlQ+1FROqR05s7yeeP4vdfjd9f/nxUGbkK\nxQIb926kN97L5PBk5kyY41pv1tArIhV3Yqj9IpqbW90uSerI4FD76eOmc8WYK9wuSUSk6uVyR4jH\nu7A2Tyi0mOZmZZdL+aRyKTp6Oohn48wYN4PLx1zuaj0aekWkohRqL5U0XKH2IiL1JJ3uJpncTEND\nC+HwcjweZZdL+RwaOERXbxcWy5K2JYwPjHe7JA29IlIZTqj9NlKpVxVqLxUxONT+mvZrCDYF3S5J\nRKSqOb15K6nUa3i9lxAKLVRvlrJ6/ejrbNm/hYA3wOK2xVXTmzX0ikjZnRhqHyUQmKlQeykbN0Lt\nRURqXbGYIx5fRy53gJaWqaXerGtrSHkUbZEX97/I60dfZ3xgPAtaF1RVb9bQKyJllc8niMc7KBQG\nFGovZTc41P7yMZcz/ZLp+tAmInIOx3pzsZgiGJxLS4uyy6V8soUsXb1dHBo4xBVjruDqS66uut6s\noVdO0d0NsRhEo8rRlfOjUHuppP5MP509naTzaea3zmdyeLLbJYmIVL1sdl+pNzcSDi/D61V2uZRP\nf6afjp4OMvkMC1oX0BZuc7uk09LQKyfo7oY1ayCfB48HVq/W4CtD44Tab8XjCRMKLaGxUfmoUj57\nE3tZv2c93gavK6H2IiK1aGBgJwMD2/F4IoRCi9Wbpaz2xPewYe8GvA1e3jzlzYxqGeV2SWekoVdO\nEIs5A2806vwci2nolbOztkAisVmh9lIR1lp2Ht7peqi9iEgtcXrzJjKZHpqb2wgG56o3S9lYa3n5\n0Mu8fOhlRvtGs2jSoqrvzRp65QTRqLOHNxZzbqNRlwuSqqZQe6mkfDHPxr0b2RPfw+TwZOZOnEuD\nLogmInJWhUKq1Jv78Pun4/cru1zKJ1/Ms2HPBvYm9tIeaWfOhDk10Zs19MoJ2tudQ5p1Tq+cixNq\n34m1BYXaS9kN5Abo7Okkno0zc/xMLht9mdsliYhUvVzuMPF4F9YWCIeX0NSk7HIpn4HcAB09HSSy\niZrrzRp65RTt7Rp25exODLVfplB7KavBofZL25YyLjDO7ZJERKpeOv0GyeQWGhp8hMPX4PFURz6q\n1IeDAwfp6u0CqMnerKFXRIZMofZSabGjMV7c/yIBb4AlbUsINAXcLklEpKpZWySZ3Eo6vQuvd1yp\nN1dPPqrUvl1HdvHSgZcINgVZPGlxTfZmDb0iMiQKtZdKqvZQexGRalQsZku9+SA+32X4/TPUm6Vs\nirbIln1beKPvDSYEJ7CgdQGehtocH2uzahEZVvl8nHi8U6H2UhHZQpbOnk4Opw5Xbai9iEi1yef7\nS705TTA4n5YWZZdL+WTyGbp6uzicOsy0sdO4auxVNd2bNfSKyFkp1F4qqVZC7UVEqkkms5dEYj3G\neAmHr8HrVXa5lE9fuo+Ong5yxRwLJy1kUmiS2yVdNA29InJGCrWXSuqN97Jx70a8DV6WT1lOpCXi\ndkkiIlXNWksqtZOBgR14PKNKvbm681GltvT097Bp3yaaGptYPmU54eaw2yWVhYZeETmFQu2lkqy1\n7Di0g52HdjLGN4ZFkxbR7Gl2uywRkapmbYF4fAPZ7B6amyeXenP156NKbaj33qyhV0ROoFB7qaTB\nofZTIlOYPWF2TYTai4i4qVAYKPXmOIHADHy+y90uSepIvphn/Z717Evs49JRlzJr/Ky6680aekXk\nOIXaSyUls0k6eztJZBPMGj+LqaOnul2SiEjVy+UOlXqzJRxeSlNTbeWjSnVLZpN09HSQzCWZPWE2\n0VFRt0uqCA29IgIo1F4qa3Co/Zsmv4lL/Je4XJGISPVLp18nkdhCY2OASGQJjY21l48q1etA8gDr\n9qzDYFg2eRlj/WPdLqliNPSKjHAKtZdKq4dQexGR4eT05hdJp1+nqWk8weAC9WYpq9eOvMbWA1sJ\nNYVY3LYYv9fvdkkVpaFXZAQ7MdT+cvz+6TWdwSbVZXCo/cTgROa3zq/ZUHsRkeHi9OYucrlD+HxX\n4Pcru1zKp2iLbN63me6+blpDrcybOG9E9Ob6X6GURXc3xGIQjUJ7u9vVSDko1F4qqd5C7UVEhkM+\n309/fwfWZgiFFtDcrOxyKZ90Pk1XbxdHUke46pKrmDZm2ojpzRp65Zy6u2HNGsjnweOB1as1+Na+\nw/T1PVsKtX8zXu8otwuSOpLIJ3j69afrKtReRKTyDqk3S8Uk8gmeef0ZcsUciyYtojXU6nZJw6q+\nrkUtFRGLOQNvNOrcxmIuFyQXzFrLwMDLwHYaG0NEIivUVKWsevp72NK3BWMMy6cs18ArInIOTm/e\nAeygsTHMqFFvUW+Wstrdv5stfVtoMA0sn7J8xA28oD29MgTRqLOHNxZzbqNRlwuSC1Is5kkkNpLN\n7gHGEYm8WaH2UjbWWrYf3M4rh18h6AmyYsqKugq1FxGpBKc3byCb3QuMJxK5Rr1ZysZay7aD23j1\n8KuEPCFWXLqCpsYmt8tyhYZeOaf2dueQZp3TW7tODLWfCYTUVKVscoUcG/ZuOB5qHwgHNPCKiJxD\noTBAf38HhUKCQGAW6s1STrlCjvV71rM/uZ/oqCiBcGDEDrygw5tliNrbYcUKDby1KJc7RF/fMxQK\nKcLhpfh8l7ldktSRZDbJs288y/7kfmZPmM2cCXNo0Ic2EZGzymYPcvTo0xSL6VJvnup2SVJHEtkE\nz7zxDAcGDjBnwhxmT5g94nuz9vSK1LFUKkYy+aJC7aUiRlKovYhIuaRSu0gmX6KxMUg4vFi9Wcpq\nf3I/63rX0WAauKb9Gsb4xrhdUlXQ0CtSw84UJXViqP0EgsH5CrWXshppofYiIhfL6c1bSKffoKlp\nYqk366O4lM8rh19h24FthJvDLGlbgs/rc7ukqqH/0kRq1JmipIrFTCnU/rBC7aXsirbIpr2b2N2/\ne0SF2ouIXIwTe/M0/H5ll0v5FIoFNu3bRE9/D5NCk5g3cR6NDY1ul1VV9ElFpEYNjpKKxZx/WlsV\nai+VM5JD7UVELlQ+31fqzTlCoYU0NyvKTconnU/T2dPJ0fRRrr7kaqaNneZ2SVVJQ69IjTo5Smry\n5F76+jZijJdIZDkeT8TtEqWOHE0fpbOnc8SG2ouIXIhMpodEYiPGNJd6c9jtkqSOHEkdobO3k0Kx\nwOK2xUwMTnS7pKqloVekRh2Lktq1y9LWtoNQaCeNjaMJhxfT0KC4GCmf3f272bR3Ey2eFpZPWU64\nWR/aRETOxlrLwMB2UqlX8HrHEAotUm+Wsnqj7w227NtCi6eFZVOWEWoOuV1SVdPQK1LD2tryRCJO\nqH1LyxQCgdnK+JOyGRxqP9Y/lkWTFo3ojD8RkaEoFnMkEhvIZvfR0nIpgcAs9WYpG2stWw9s5bUj\nrzEuMI6FrQvxNupipeeioVekRhUKSfr7O4+H2ivjT8opV8ixbs86DiQPMHX0VGaMmzHiM/5ERM7F\n6c0dFApJAoHZ+HxRt0uSOjK4N182+jJmjJuha2sMkYZekRqUzR4kHu8CIBx+E01Nl7hckdSTRDZB\nR08HqVyKuRPnMiUyxe2SRESqXjZ7gHh8HcYYIpFleL3KLpfyiWfidPZ2ksqlmDdxHu2R9nM/SY7T\n0CtSYxRqL5U0ONR+WfsyhdqLiAxBKvUayeRWPJ4QodBiGhuVXS7lszexlw17NtDY0Mg17dcw2jfa\n7ZJqjoZekRqhUHuptGOh9pGWCIsnLVaovYjIOVhbJJHYTCbTTVNTK8HgPPVmKaudh3ay/eB2Ii0R\nlrQtocXT4nZJNUn/VZZRd7cTHxONOlfWFSmXwaH2fv+V+HxX6hwOKRuF2ouInL9CIU083kU+fwS/\n/yp8PmWXS/kUigU27t1Ib7yXtnAbcyfMVW++CBp6y6S7G9asgXzeyUxdvVqDr5SHQu2lktL5NB09\nHfSl+xRqLyIyRLncUeLxzlJvXkxzs/JRpXxSuRQdPR30Z/qZPm46V4y5wu2Sap6G3jKJxZyBNxp1\nfo7FNPTKxVOovVTS4dRhunq7KBQLLGlbwoTgBLdLEhGpeun0bpLJTTQ0tBAOqzdLeR1OHaazp5Oi\nLbJ08lLGB8a7XVJd0NBbJtGos4c3FnNuo1GXCzqJDr2uLQq1l0o7Fmrv8/pYNlmh9iIi5+L05m2k\nUq/i9Y4t9WZll0v5DO7NS9qWEGwKul1S3dDQWybt7c4hzdU4WOrQ69qiUHupJGstLx14iV1HdinU\nXkRkiIrFHPH4OnK5A7S0TCUQmKHeLGVTtEVe2v8SsaMxxgfGs6B1gXpzmWnoLaP29uocJmvx0OuR\numdaofZSSdlClnW96zg4cFCh9iIiQ5TPJ4jHOygWUwSDc2lpUXa5lE+2kKWrt4tDA4e4fMzlTL9k\nunpzBWjoHQGq/dDrk43UPdMKtZdKimfidPR0kM6nFWovIjJE2ez+Um9uIBxehter7HIpn/5MP509\nnaTzaea3zmdyeLLbJdUtDb0jQDUfen06tbhn+mKlUq+STG5TqL1UhELtRUTO38DAKwwMbMPjiZR6\ns7LLpXz2xPewYe8GvA1e3jzlzYxqGeV2SXVNQ+8IUa2HXp9Ore2ZvhhOqP0mMpndCrWXijgWaj+q\nZRSL2xYr1F5E5BysLZR6cw/NzZMIBudhjPJRpTystbx86GVePvQyo32jWTRpkXrzMNCna6k6tbZn\n+kI5ofad5PNHFWovZTc41H5yeDJzJsxRqL2IyDk4vbmDfL4Pv/9q/H5ll0v55It5Nu7dyJ74Htoj\n7cyZMIcGXRBtWGjolapUS3umL0Qud4R4vEuh9lIRx0Lt49k4M8bN4PIxl7tdkohI1cvlDpd6c4Fw\neAlNTcoul/IZyA3Q2dNJPBtn5viZXDb6MrdLGlE09IoMM4XaSyUdGjhEV28XFsuStiUKtRcRGYJ0\n+g2SyS00NPgIh5fh8Si7XMrn4MBB1vWuw2JZ2raUcYFxbpc04mjoFRkmTqj9VlKp1/B6LyEUWqhQ\neymr14++zpb9W/B7/Qq1FxEZAmstyeRLpNO78HrHlXqz8lGlfGJHY7y4/0UC3gBL2pYQaAq4XdKI\npKFXZBgo1F4qSaH2IiLnr1jMlnrzQXy+y/D7lV0u5VO0Rbbs28IbfW8wITiBBa0L8Ohipa7Rn7xI\nhSnUXipJofYiIucvn4+XenOaYHAeLS11fCERGXaZfIau3i4Opw4zbew0rhp7lXqzyzT0ilRQNruP\neHw9xjQq1F7Krj/TT0dPB5l8RqH2IiJDlMnsJZHYUOrN1+D1Krtcyqcv3UdnbyfZQpYFrQtoC7e5\nXZKgoVekYhRqL5WkUHsRkfM3MLCTgYHteDyjSr1Z+ahSPr3xXjbu3ej05vY3E2mJuF2SlGjoFSmz\nE0Pt2wgG5yrUXspGofYiIufP6c0byWR61Zul7Ky17Di0g52HdjLGN4ZFkxbR7Gl2uywZREOvSBmd\nGGo/Hb//CrdLkjqSL+bZsGcDexN7FWovIjJEhUKq1Jv7CQRm4PMpu1zKJ1/Ms37PevYl9jElMoXZ\nE2arN1chDb0iZaJQe6mkgdwAHT0dJLIJhdqLiAyR05s7sdYSDi+lqUnZ5VI+yWySzt5OEtkEs8bP\nYuroqW6XJGegoddl3d0Qi0E0Cu26cGDNOjHU/ho8HuWjSvkcHDhIV28XgELtRUSGKJ1+nURiC42N\nfmWS+eYAACAASURBVMLhJerNUlYHkgdYt2cdAG+a/CYu8V/ickVyNhp6XdTdDWvWQD4PHg+sXq3B\nt9Yo1F4qbdeRXbx04CWF2ouIDJG1xVJvjtHUNJ5gcIF6s5TVa0deY+uBrQSbgixpW4Lf63e7JDkH\nDb0uisWcgTcadX6OxSo79Gqvcnkp1F4qSaH2IiLnz+nNXeRyh/D5LsfvV3a5lE/RFtm8bzPdfd1M\nDE5kfut89eYaob8lF0Wjzh7eWMy5jUYr917aq1xeCrWXSlKovYjI+cvn++nv78DaDMHgfFpalF0u\n5ZPOp+nq7eJI6ghXjr2SK8deqd5cQ6pi6DXGjAK+DcwCLHA7sAP4ARAFYsB7rbVHXCqxItrbneFz\nOPa+Dvde5XqmUHuppMGh9gsnLWRSaJLbJckINVJ7s9SmTGbP/8/efYfHeVYJ//9On9E09T7y2Jbc\nLRdZVpweQiAkJoU4dFgWCPu+u8uG3YUsCwSTDbAsYYEASwKB39J2+QEOIaEZiJM4TlNxky3LtorH\nHvU2Gk2vz/vHSLIkS/JYHmmK7s915bJlTblnpMx5zl3OGY/NKkym61CpRO9yIXFG/aM0djcSiobY\nUbqDEmNJsockXKFUqaf9OLBfkqR1wBagFfg0cECSpCrgwPjXGcdigRtuWPwEdClXlTObHZerEYXC\ngNl8o0h4hYQaCgzxqv1VAK6zXCcSXiHZlm1sFtKJhNd7BperCYXChNl8g0h4hYQaDAzy6oVXkclk\nXF9xvUh401TSV3plMpkZuBH4EIAkSUEgKJPJ7gZuHr/Zj4GXgH9Z+hFmhqVcVc5EkhTB5ToK2NFo\nNmEwVIum9kLCTDS1P+s6y02am5ZdU/sjFxxsKjWjVqbKPKwgYrOQDqLRMHAGr9eNRmMZj83ic0RI\nDEmSaB1qpc3Vxs26m9lRugO1Qp3sYQkLJJMkKbkDkMm2At8HThGbST4MPAh0S5KUPX4bGeCY+HrG\n/T8GfAygoKCg5pe//OVSDX1Rud1uDIbMKK2f/q8lQGyBw4vHU4BeX5XsAV219P+ZXJTuryUiRTjr\nOosj6MAYNbKxYGPaN7WP92fS5ojwm/YgLcNR/nqTmpvKU6+66i233HJYkqQdyR7HUhOxeXbp/nkz\nVfq/Fj9wGp9vBJ1uHZD+O2PS/2dyUbq/lnA0zFn3WUaDo8suNqeDhcTmVEh6dwBvANdJklQvk8ke\nB8aAj08NpDKZzCFJ0rx7SdeuXSudOXNmcQe8RF566SVuvvnmZA8jIdL5tYRCw7hcTUiShNG4ndde\nO5W2r2WqdP6ZzJSI12J32rGN2rBmW7GYl24bhCfooaG7AU/Iw6bCTdiO2TLi53K5n0mjbYTHn2/j\nlfYh8g1q/ubG1bzvmgqy1EnffHQJmUy2XJNeEZtnIT47U0MwOITbfRhJkjhxws/NN9+T7CElRDr/\nTGZK59fiDrpp7G7EE/KwuXAz546dS9vXMlU6/0xmWkhsToUrjC6gS5Kk+vGv9xE7I9Qvk8lKJEnq\nlclkJcBA0kYoLEsXm9rrMZlqx5van0r2sNJWqrbMsjvtPHLwEcLRMEq5kr037V2SxHeiqb0M2WRT\nexu2RX/eZGo4N8I3nz/Lax3D5Bs0fO7O9byvbgU6tTgqkIJEbBZSks93Do+nBYVCj9m8E2hM9pCE\nDDLgGeBI7xFkyNhVvou8rDzOcS7ZwxISIOlJryRJfTKZzC6TydZKknQGuJVYZnEK+CvgK+N/PpvE\nYQrLSKyp/Un8/vOiqX2CpHLLLNuojXA0jDXbim3Uhm3UtuhJ70RTe6PaSG1ZbcY3tX+jc5jHn2/j\n9U6R7KYLEZuFVBOLzSfw+y+gVheNx+akX8YKGaRjpIPWoVaMaiM7y3aiU+mSPSQhgVLl0+LjwP/I\nZDI10An8NbHK0r+UyWQfAc4D70zi+IRlYnpT+0qystaJHmwJkMots6zZVpRyJbZRG0q5Emu2ddGe\na7k1tX+9Y5jHD5zljc4RCowaHt69gffurBDJbvoQsVlICdFoYDw2j6DTVZGVJXqXC4kTiUZo7m+m\na6yLUmMpW4u3opCLOJVpUuJqS5KkY8Bs+7JvXeqxCMvX1Kb2RuN2NJqyZA8pYyx1y6wrOaNrMVvY\ne9PeRT/Tu1ya2kuSROtwhCe+9zr150YoNGrY+/YNvGdnBVqVuIhIJyI2C6kgHHYyNtaIJAUxGmvQ\naNK/YJWQOvxhP43djYz6R1mXv46qvPQvVirMLiWSXkFINtHUfnHN1jJrsc74LuSMrsVsWdQtzcuh\nqb0kSbzeMcw3D7TRcM5PkUniC2/fwLtFsisIwgIFAj243ceQydSYzdehVJqTPSQhgzh8Dhp7GolE\nI9SW1VJsKE72kIRFJJJeYVmTJAmf7yxe71mUyhyMxh0oFNpkDysjWSwXk9vFPOObjDO68+ke6+ZY\n3zG0Si3XV1yPSWNK2lgWgyRJvNYxzDefP0ujzUGxScv716v53HtvEcmuIAgLIkkSXu8ZfL42VKpc\njMYdyOXLp3e5sPjsTjvN/c1olVp2VezCqDEme0jCIhNJr7BsRaNh3O6jBIN9oqn9ElvMM75LeUZ3\nPhNN7TtGOsjLysu4pvaSJPFK+xCPP99G0/lYsvtvd2/knTssvPHqIZHwCoKwILHYfIRgsB+ttgK9\nfrOIzULCSJLEqcFTdDo6yc/Kp6a0JqNiszA3kfQKy1Ik4mVsrIFIxI1evxGdblWyh3RZyeoluxgW\n84zvUp3RnU8oEuJI7xEGPANYs61sLEz/pvYTJEniUNsQjx9o4/B5ByVmLY/es4l37ihHoxSJriAI\nCxeJeMZjswe9fjM6nTXZQxIySCgS4nDvYQY9g6zMWcmGgg0ZE5uFyxNJr7DsBINDuFxNAJhMdajV\nBUke0eUlq5fsYpntjG9CHz+OM7r1XfU09jRSW1pLXXldwp7bHXTT0N2AN+SluqiaFdkrEvbYySRJ\nEi+3DfHN589y9MIopWYtX7xnE/eLZFcQhAQIBgdxuQ4jk8kwma5Brc5P9pCEDDIRm30hH1uKt1Bh\nrkj2kIQlJpJeYVm52NTegMlUi0KhT/aQ4pJq51QTYeoZ36VW31XPB5/5IGEpjFKm5LHbHiNHl3PV\nK8MDngEO9xxGLpNzreVacnW5CRx1ckiSxMGzg3zz+TaO2Ucpy9bxpXs3sadGJLuCICSGz9eJx3MK\npdKI0ViLQpHZvcuFpdXv7udI7xEUcgW7LLsyIjYLV04kvcKykO5N7VPlnGqmaOxpJCyFsZgs2EZt\nfOXVr7Amb81VraJ3jHRwavAUJo0pI5raS5LES2cG+eaBNo6PJ7v//o7N3Le9HLVSbAcTBOHqSVIU\nt7uZQMCOWl2MwbAtrWKzkPrahts4PXQas9ZMbWlt2sdmYeHEJ4uQ8TKhqX0qnFPNJBWmCkKRELZR\nG1EpSo42Z8Gr6JFohOP9x+ke686IpvaSJPHimQEef76N411OynN0fOUdm3mHSHYFQUigSMSPy9VE\nOOwgK2sNOl1m9i4XkmNqbC4zlbGlaEvaxOaWHicDYwFuWVeY7KFkFJH0Chkt1tS+AUkKpX1T+8Xu\nJbtc2J12njv7HJsLN+PwO/jIto/wetfrC1pFz6Sm9pIk8cLpAR4/0EZzlxNLro7/uC+W7KoUItkV\nBCFxQqFRXK7G8di8A40m83qXC8njC/lo7GnE6XeyvmA9lbmVyR5SXALhCN8+0M6TBztYma/npjUF\nyOViIihRRNIrZKxAoHu8qb1GNLUXJk2cj64tq8U2asOsNXN75e0A1JXVxT2xkClN7SVJ4kBrLNk9\n0e2kIjeLr95Xzb3by0SyKwhCwvn9XXg8x8dj8/UolZnVu1xIrhHfCE09TUSiEXaW7aTIUJTsIcXl\nyAUHD+1rpn3AzX3by3l493qR8CaYSHqFjCOa2gvzmXo+esQ3whONT5Cry8WsNVNXFl8V54mm9jqV\njl3l6dnUXpIk/nKqn2+90MbJ7jFW5GXx2J5q7tkmkl1BEBIvFptb8fk6UKnyxmOz6I8qJM4F5wVO\n9J9Ap9JxreVaDGpDsod0Wd5gmK/96Sz//do5SkxafvTXtdy8VmxrXgwi6RUyimhqL0xlt1/aFmni\nfHR9dz1PND2BzWnD4XewOmf1Zc/zzmxqv6N0ByqFakleS6JIksSfT/XzrQNttPTEkt2v3b+Fe7aW\nohTJriAIiyAaDY3H5gG0Wit6/UYRm4WEiUpRTg2e4pzjHAX6AmpKatIiNr/WPsSnf32CCyNePnDN\nCv7lbeswaERqtljEOytkDNHUPvPMlrTOe3unfbLYF2MWHnkEwmFQKmN9gacmvrZRG7naXPqV/fS5\n+yaLWc1lalP7VTmr2FCwIa2KrkSjsWT38QNttPaOsTJfz3/ev4W7RbIrCMIiCofduFwNRCJeDIZq\ntNrM6F0upIZgJMjhnsMMeYdYnbua9fnrUz42j/lD/PsfWvl5gx1rXha/+Ng11K3KS/awMp5IeoWM\nMLWpvdm8C5VKfHikC7sd6utjf6+ru5iY2u1ckrTC3Emw3WnnkYOPEI6GUcqV3K7bSzhswWqN3cdm\nm34fa7YVhVyBJ+hBLpPPuw3KFXDR2NOIL+Rja/HWtCooFo1K/Kmlj8cPtHG6z8WqfD1ff+cW7toi\nkl1BEBZXMDgwHpvlmM3XolKJ/qhC4owFxmjsbsQf9rOtZBvlpvJkD+myDrT289lnTjLg8vM3N67i\nH29bg1Y1var01An8dLreSHUi6RXSnmhqn77sdnjoIWhqin1dUwOPPRZLTm22WMI7kbTW18P+/Zcm\nwc3NZlavBlvUhtPvxKA24PQ7ocSGUmnBZovd3mq9NJDs2bCHUf8o6/PX4/A7Zt3e3Ofu42jvURRy\nBddariVHl7N0b9BViEYl9rf08a0pye4337WVt28pRSGKYwiCsMh8vo7x2GzCaNyJQiH6owqJ0+fu\n40jvEVRyVVrE5hFPkEd+28Kzx3pYV2zkex+oYYsl+5LbzZzA33vTXpH4JohIeoW0Nb2pfQkGw1bR\n1D7N2GzgcIBeH/va6by4Imu1xpLViaQVZk+Cu7pKaG6Gu/6vmub+ZsJSGKVMySevVbN378WVYUwX\nA8mIb4RiVRV489CQg8PvmLVd0dSm9jvLdqJVapfkfbka0ajEH0/Gkt0z/S5WFeh5/N1b2V0tkl1B\nEBafJEVwu48TCHSj0ZRiMGxFJkuP/qhC6pMkibaRNs4MnSFbm01tWW1Kx2ZJkvhtcy9feK4Flz/E\nJ95cxd/eXDnZ937mZPxEhwlrthXbqO2ytUaE+IkMQUhL05var0Wnq0r5MxzCpaxWyMmBjo7Y12bz\neIJKLPGdlrQSS3JnJsHFxX7CYbjQE6S6qBqD2oA76CYYCWJZcXFL86HzsUCilCk50PEC/uDzyFFS\nEKxj7x1/wx1bYu2K7E47HSMdeEIeolI0bZraR6MSfzjZy7cOtHG2301loUEku4IgLKlYbG4kHB4l\nK2sdWVnp27tcSD3haJhjfcfodfVSbipnS/EW5ClcEK1/zM9nnznJ8639bCk389U917C2ONbtwe60\nU99dz9Onnkaj1Eyu6k7tMDHbZLywcCLpFdKOaGqfOSwW+OpXZz/TO/H9qV/PlgR3dWkpL4faSivH\n2syEo2HMWvMlgWIikJzoP0FEiqKS9KCIEGSMkLNoMuF9+MWH6XP3EZWiPHzjw2wv2b6Yb8FVi0Ql\nfn+il28faKNtwE1VoYFvv2cbd2wuEcmuIAhLJhRyjMfmCEZjLRpNevYuF1KTN+SlsbsRV9DFxsKN\nrMpZlewhzUmSJH7ZZOeLv28lGI7ymTvW8eHrVk7W0ZjYwtw91k27o53dVbsnj1jdsOIG9t60V5zp\nXQQi6RXSykRTe7lci8kkmtpngpmJ7ZXcdu9eeOaZXu69txiLxUJp6dyBYqJV0U+bf0rHiI3RkBtZ\nVEGWVERtpRWA5v5muse6KdQXEo6GE/QKF0ckKvG75h6+/UI77QNu1hQZ+M57t3HHphLR0F4QhCXl\n99vxeJqRy3WYTLtQKtOvd7mQuoa9wzT1NCEhUVdWR4G+INlDmpN9xMu//voEr7QPsXNlLv9xXzUr\n8/XTbjOxhXld/jraR9ppHWql3FQ+OVlvMVtEsrsIRNIrpAXR1F6YjcUC1dXOaa2ILhcoOh2d1JXv\n4MJIH7vM9/GR2g9Qt97CBecFBr2Dk739jBpjSm4rmkh2v3WgjY5BD2uLjPzXe7fztk3FItkVBGFJ\nxWLzKXy+TlSq/PHYnPr9UYX0YRu1cXLgJHqVnp1lO9Gr9Ze/UxJEohI/ed3GV/efQSGX8cV7NvHe\nnRWzxuWJnWcOv4Oa0hr2bNhDXVmdSHQXmUh6hZQ3van9SvT6DaKpvbAgE7OrtWW1FOhtfGDbDdRW\nlHGi/wS2URvr89fznbd9h25Xd8ptK4pEJX57vIdvvdBG56CHdcVGvvu+7dy+USS7giAsvWg0hMt1\nmFBoEJ1uFVlZ6dW7XEhtUSnKyYGTnB89T5GhiG3F2yYnpVNN+4Cbf3m6mcPnHdy8toAv37uZ0uy5\nq5VP7DwTW5iXlkh6hZQ20dQ+GvVhMGxBq61I9pCENDazQESpsZT6rvpLmtqvyk2ds0LhSJTnjvfw\nnRfa6RyKJbtPvn87b9kgkl1BEJIjHHbhcjWK2CwsikA4QFNPEyO+ESpzK1mXvy4lJ1RCkSjff7mT\nxw+0kaVW8PV3buHebWVxjVVsYV568ya9MpnsW8C/SpLkGf/7nCRJ+oeEjkxY9qY2tTeZdomm9stU\nIpu0T51dzdPlYRu1pWxT+3AkyrPHevjOi+2cG/KwvsTEk++v4S0bikSyu8yJ2CwkUzDYj8t1BJlM\nIWKzkHBjgTEauhsIhANsL9lOmaks2UOaVUuPk4f2NdPSM8Ydm4t55K5NFBg1c94+kdcywsJcbqV3\nM6Ca8ve5SIkZjiDEeL3teL2tKJVmjMZa0dR+mVqMJu0WswWVQjXZ1P66iuvI1l7aID5ZwpEovznW\nw3deaMM27GVDiYnvfaCG29aLZFeYJGKzkBRebxte7+nx2LwThSJ1+6MK6afH1cOxvmOo5Cqur7ge\ns9ac7CFdwh+K8J0X2nnyYAfZWWqefP92bt90sYvI1OS2pwca221UlKp5rvuphF7LCFdu3qRXkqRb\nZvs7gEwmUwJaSZLcizQ2IcXY7RfbxcRbbfdKiab2wlSJbtKeyk3tQ5Eoh7pC7P36Qc4Pe9lYauL7\nH6jhtg1FKbmtS0geEZuFpRaLzccIBHrQaMowGLaI2CwkjCRJnBk+Q9twG7m6XHaU7kCjnHvVNFkO\nn3fw0L7jdAx6eNvmHO7aEWZj8cVOD3annYf+8hAOvwOPL0J7RxR5VEtA5iAvV0Zpnpksneyqr2WE\nhbnsmV6ZTHYrkCdJ0i+n/NungS8ASplM9jzwbkmSRhdtlHEKh0Vxo8Vit8Mjj0A4DEplrFVMohNf\n0dRemCmRTdpTtal9KBLlmSPdfOfFdi6MBNlUpuUHH9zBresLRbIrzCmdYrOQ3iIR33hsdpKVtZ6s\nrMpkD0nIIOFomKO9R+lz91FhrmBz0eaUiM1TBcISj/y2hR+9ZqPUrONr71rJfvvX+UVrmKfPKHlg\n+wMEI0FeufAKhy4cQiVX0T3WC8osFAoZQb+CYe8IHR4NWVolf1PjSPZLWpbiKWT1aeCPE1/IZLKd\nwJeBHwKtwKeAz47/mVRDQ2rs9sVbhVzObLZYwmu1xv5usyX2fZ7a1N5k2olaXZS4BxfS1pVUOJzv\nvEwqNrUPRaL8+kgX33mxHfuIj81lZj6xXcOD918vkl0hHmkTm4X0FQqN4HI1idgsLApP0ENjTyPu\noJtNhZtYmbMy2UMCpl9PXBjU8blXfQz6bHxw1woeun0dR/teJ3w+tgutZaCFR19+FJ1Sx6v2V3H6\nnYSiISJSBOReIlEFkkyPAjW6SAlZshAXxi4k+yUuS/EkvZuJBdcJ9wOvSZL0AIBMJrMDXyRFAmui\nkzEhxmqNrfDabLE/rdaFPc5sW6RFU3thPvFUOJzt7C/EtkebNWZ63b0p09Q+GL6Y7HY5fGwpN/PI\nXRu5ZW0hBw8eFAmvEK+0is1C+vH7L+DxnBiPzdeiVBqSPSQhgwx5h2jqaQLgmvJryM/KT/KIYia2\nKA95PDgH38TAUBVFWTJ++Te72LkyVrRt6i40X9iHTqnDoDagVqgxaUw4/A7UKjU6jYFgWEIVqMQp\nnUSShdBrtdSW1ib5VS5P8SS92cDAlK+vA/4w5etGIGVKqy00GRPmZ7HEtjRfzZnemVukP/95iby8\niab2BRiNNRnZ1D7TKvYtxdnuKzXz7G99dz372/cz6h9lLDDGR7Z9hN1rdie1qX0wHGXf4S7+68V2\nukd9bLFk8+jdm7h5bYFIdIWFSKvYLKQPSYri8bTg99syOjYLyXPOcY6WwRYMagO1pbVLEpvjvXap\n766nodNH1PkepIiBmzeGeG+peTLhhem70NQKNU8deQqn34lGoWF19mraHG1U5lSSpc7iY9s/RtCV\nw1m7g4j+Am/ZWEtded2iv17hUvEkvb3AasAuk8k0wDbg4SnfNwKBRRjbFcvPD6bMRXgmsliuLsmZ\nukX6/PkQNtthsrIyu6n9YlQfTqalONu9EDPP/kalKAOeAfQqPSqFikJ9IXq1PikTEMFwlF8dtvPd\nFzvoHvWx1ZLNl+7dxE1rRLIrXJW0ic1C+ohGg7hchwmFhtDpVpOVtV58TgkJE5WinOg/wQXnBYoN\nxWwr2YZSHk8qcnXivXYZdgf4n5dVREYeQK7qQ57zFLtr/hb1wKX/D0zdhVZqLJ1MgIOR4OSf0641\nxOJu0sXzm/ZH4KvjBTLuAjzAoSnfrwbaF2FsV0ypjCZ7CMI8JrZId3W5KC1tpLDQh8GwFa02BbKm\nRZLo6sPJMHV2dLHPds85hsskq1NnXUsMJTQPNOMP+5HL5BTri6nMrVzyCYhAOMKvmrr47ovt9Dj9\nbKvI5svv2MyNVfniIlJIhLSJzUJ6CIfHcLkaiUb9GAzb0GpTq3e5kN4C4QBNPU2M+Eaoyqtibd7a\nJYuF81272J12zjnO0dGbw7ef72PMp6K89CgK4wGUchkWkwXfgG/ex4/nGJaQfPEkvZ8Hfg08D7iB\nv5IkKTjl+x8G/rIIYxMyjMUCn/1sH3b7UYqKFKxadS0qVU6yh7WoEll9ONHi2eozc3b0gQcSc7b7\nisYZZ7JqMVswa800dDegUWj40pu+hD/sn0yUD50/tOAJiImke9bZ2xkC4Qi/HE92e51+albk8JX7\nqrlBJLtCYonYLCRMINCH230EmUyFyXQdKlXq9C4X0p/T76Shu4FQNERNaQ2lxtIlff656tLYnXb+\n9c//QWtnNcOOMtaX6Pj5A9dwZjTMV179PQZ1Dk8deYq3qN+ypOMVFsdlk15JkoaAG2UymRlwS5IU\nmXGT+4kFXEGYl9fbhtF4murq5dPU/kqqDy+lgQENP/vZ5bf6zJwdDQav/mz3XOZazY13tfxyTe0X\nOgExkXQ7/U6a+5upLqrGrDVfknz7QxF+2WTniZc66HX62bEih8f2bOG6yjyR7AoJJ2KzkAiSJOHz\nteH1nkGpzMZorF0WsVlIvLkm0rvHujnWdwyNUsP1Fddj0pgu+1j19fDnP0NBAdx5Z2KuNW6/PfZn\nXV3s8SRJ4kevneX1Y7eCpGB1xXE+/bbrydKN8v0Xvk+/px9/2E+WKou+aN/VD0BIurg30kuS5Jzj\n30cSNxwhM0VwuQ4v26b2qbjtpa9PG9c25dlmR6/2bPdUU1dQnzry1KyruZdLViVJ4vTQ6cs2tV/o\nBMRE0i2TyXCH3MiQEY6GJ5NvfyjCLxpjyW7fmJ9aaw5fu38L164Wya6w+ERsFhYuFpuDwV40mvLx\n2Jxa/VGF9DDbmVlJknjhRCsN7e2sseTy5q2zx+aZ6uvhve+FwUGIGu389GUbX3/YSt36hV14zBxb\nXR3YR7x8+tfNvNruJ9vkZM2qRkxZAVblfgDbqA2dUodZY8YZcOIL+yg2FS/ouaeNI8OKmqajxT89\nLixrkYgPOEEgsFo0tU8hxcX+uLYpJ6Jq91ymblse8g6hU+rYWLhx1tXc2ytjU7R1ZXXT/v2c4xy/\n6/0dG7M3UlNSc9mm9guZgLBmWwmEA7E+vwEXDT0NXFN+DSWGCn706jmeONhB/1iAndZcvv7OLewS\nya4gCCkuEvECJwgGK9HrN6LTJb93uZC+Zu4Ka+8M8fqFTl562o02sII2aRO1e+VxXUM0NoLfD5oC\nO85tj9CiDvOZPyv5UenC6nBMHds5m8T3XrTxdNsZFHIZX7p3E9evlXHBuXpaMmrWmlmdsxpf2MfD\nNz6Mr33+M72Xk2lFTdOVSHqFRRNrat8IBDCZ6lCrC5M9JGFcYWEg7mQ2kSu7U03dtuwJevCFfZes\n5s4MFHVlF8v8nxk6wz/96Z/oHeqlS9XFbatuo3usO+EzqRazhfs23Meof5QyYxkXnL0Uyd7Fe59s\nY8AVoG5lLt9411Z2rRLJriAIqS8UGsblagKC47E5ub3LhfQ3dVeYpPIwoGvANujG5L+VTeXWKyp8\nWVsLWi2MKGPXCFGHlU6bjfqzNiy1Vx7XJ8bWYndxNq+Zg6dGuWVtAV+6dzOl2TrsTvu028+2K+yl\n9peu+HmnyoSipplAJL3CovD7z+PxnEQu1wHVIuFNQYuVzMZr6rZls9bMJ7d/8pIiUXMFikHPIL89\n81uCkSBrDGvQqrSTvXnD0TCBcID7Ntx3ycrwQtWV1fH7M3/mXM8K7D1v42xIzTWr9Dz+7m3sWp13\n1Y8vCIKwFHw+Gx7PSRQKPbBZJLxCQkzsCjt2dpDRrMNk58qoK13L66etcRW+rK+PrfDW1sa2H//v\n/8LXf2jlxaiS/EIboYASRmMPMNvZ4fm2DheXRll5Zyf/3dhGlkrBN+7Zwj1by5DJZHOuwCb6zKZI\nHAAAIABJREFUWFoqFzVdTkTSKyTU1Kb2anUhBsN24NVkD0tIQfGcsZ0tUHQ6Ojk1eIoKcwWlxlL6\n+/spl8daa4SjYXK0Ofyu7XeM+kfZ377/qrcR+YIR/tQc4vjJ+xjxhNm+Qs9Db93MNatEsisIQnqI\nxeaT+P3nUauLMBi2IWKzkEhBfQcySysVaiO1ZbU0dDXwljh2lNXXwwc/ePHM7U9+Ekt8v1Zq4VNf\n3Itz2IYZK3XrLLOeHcY099bhk91OHtrXzKneMe7cXMIX7tpIgfHiueKZE+v13fWzXpMM+Ac4dP7Q\ngneRpWpR0+VGJL1CwsSa2jcRCg2LpvbCrGbOxl5uNnVqoKgwVzDsG8butMea2lduY5dlF8+8+Az3\n3nQvAPvb99M61AoSrMtfh8PvWPA2Il8wwv/Un+fJg50MuQNcuzqPB2+tok4ku4IgpJFoNDAem0fQ\n6SrJylonYrOQMFEpyvG+43SNdVFiLGFr8VaU8lh6MXVH2VzVnRsbY0msxRK7TWPjxQrLj33Ogs1m\nmbzPvn3Q3Q3r1oHDEXs8KmyTE95H+47yo2M/4j2bPsgzTT6ePNhJrl7Nk++v4fZNlxajmjqx7g/7\nefrU02iUmmnJs91p58fnf0yBv+CqzuOmYlHT5UYkvUJCiKb2V2Y5VvFbaCEHi9lCob6Qxp5Gzg6f\nRaPQsKVoC0q5EovZQnV29eTj7L1pL/Xd9ew7tQ+H37GgbUTeYJifvXGe77/cyZA7yPWV+Tz45u3U\nWnMX8rIFQRCSJhweY2ysAUkKYDRuR6MpS/aQhAziD/tp7G5k1D/K2vy1VOVWzTqhMtsK7UTiW1sb\n+ze7PfZnbe3F+81Mmp9+GtrbY//V1IxvmTZZ8Yf9/Ob0bxj2DWMbkPM/L67G7zezp6ach+/cgDlL\nNev4p06s93v6+d3Z311ynMo2aiMiRcR53Awgkl7hqgUCvbjdR0VT+zilehW/xUrIF1rIYdQ/SmN3\nIz2uHv7S+Rc0Cg0v2l6c9X2bmEmtK6u74tfgDYb56euxZHfYE+SGqnwevLWKHSLZFQQhDQUCPbjd\nx5DJVJjN16NUmi9/J0GIk8PnoKmniVA0RG1ZLcWGudv6zKzuPLWoVV1dbEvz1DO9M9mddp49ZiOc\nZWX3bgutrbBnz8RjWNizYQ+dw10o3O8i7LyOsMrNp+7M4u9u2HLZ1zFx3WB32tnfvv+Sc7fWbCsK\nmUKcx80AIukVFizW1P4sXu9ZlMocjMYdoql9HFK5it9iJuQLKeQwtal9kb4IjUIz5/s229bpeHgC\nYX76xnmempLsfuLNVdSsEMmuIAjpR5IkvN4z+HxtqFS5GI07kMsv3x9VEOLVNdbF8b7jaJVarq+4\nHpPGNO+E+dTqzrMVtaqrmz3ZhYvXJU5XmOZcJYzspbzcMu32iuAGnN0fJxw0IM86xLa1XdxV/e9z\njn+2sc517tZitvBXK/6KkvUly2p3XiYSSa+wINFoGLf72HhTewsGQ7Voah+nVK7idyUJ+ZWuCF9J\nIQdJkjg9dJr2kXbysvLYUbqDfnc/ytbZ37eFJOueQJifvH6epw51MuIJcuOaAh68tYqaFTmXfS2C\nIAipKBabjxIM9qHVVqDXbxaxWUgYSZI4NXiKTkcn+Vn51JTWoFaopyWmPo+Sh2/YO+1+E9Wd42mT\nONPEdcnGMitg4yaTjbu3WrBYwOkL8eXft/KLJjvlObncdYuLVUU7qCv7u3mvXea6XphrwrxQW8gN\nK26If9BCShJJr3DFIhEvLlcj4bBLNLVfgFSu4hdvQn4153Mvd7tQJMSR3iMMeAbQKDR0jXXR4+qh\nrqxuzvftSpJ1dyDMj1+z8YNDnTi8IW5eW8A/3FrF9gqR7AqCkL4iEQ9jY41EIm70+k3odCuTPSQh\ng4QiIQ73HmbQM8jKnJVsKNiAfHxCxTZqw+kK03HYilNu49FjNj548/TdBTPbJMY7cT6tvaFRyd03\nWrGY4S+n+vncb04w5A7yf25azSfeXIVWpbjs60jl3XbC4hJJr3BFJpraS5IkmtpfhVSt4hdvQn41\nQWOuCo4AnqCHhu4GPCEP+Vn5fKv+WzT1NoEENaU1PHbbY7POtsaTrLv8ocmV3VFviFvWFvDgm9ew\n1SLOoAuCkN6CwUFcrsMAmEzXoFbnJ3lEQiZxB900dDfgC/nYUryFCnPFtO9bs634PEqcchtmgxKd\nw0pf39Csj2V32vl92+/5VcuvyNXlYtaa5504n3ldkqUo5OM/P8pvj/ewrtjIDz5Yy+by6efV57vO\nSOXddsLiEkmvELepTe3N5p3jze2FTDM1IZ9rJnahQWO+Co4DngGO9B5Bhoxd5bt40fYinY5OVHIV\naoUap985Z3I9X7Lu8odiK7uvnGPUG+JN6wp58NYqtohkVxCEDODzncPjaUGhMGAy1YrYLCRUv7uf\nI71HUMgV7LLsIld3ab0Li9nCwzfs5dFjNnQOK2aZheLirsnvT1xLqBVqvvHGN3jlwiuMBcaoMFew\nPn/9ZSfOLWYL5aZynjvewyO/fRmXP8Q/3baG/3PTatTK6dv361vtPPptG7pAbBxTrzMmHitVd9sJ\ni0skvcJlxZran8DvvzDe1H47crn41cl0lzv3spCgMVcFx46RDlqHWjGON7Uf9g6z79Q+BjwDDPuG\nydPlsS5/3bzbrWeOZcwf4kev2vjhK+dw+kK8eX0h/3BrFdXlItkVBCH9TY/NxRgM20RsFhKqfaSd\n1sFWzFoztaW16FS6S24zGX9LrTzxrzdMrrB2dAQmvz9xLTHkHcIddGPSmPCGvDj8Dnxh32Unzvuc\nfj77zAkOnB5giyWbx/ZUs6bIOOtYHj30CK1ZYcyFSlbb92KzWS5Z7U3V3XbC4hKfjsK8pje1ryIr\na61oar9M1HfX0zXWxfr89Tj8jktmYhcSNGZWcLRURPhj25853n+cTYWbuL7iehRyBYdHD6NVarln\n3T0c7TvKrStv5UNbPzTr8w34B/jZwZ/h9DvxhX38c91naT6Xzw9f6WTMH+bN64t48NaqS7Y/CYIg\npKtoNMDYWCPhsIOsrDXodGtEbBYSJhKNcLz/ON1j3ZQaS9lavBWF/NLzsrNNjt9wQyxOd3TEbjP1\nONSgZxBXwIUv5MOkMbE6dzUP3/jwnNcSkiTx/zfa+fLvWwlFo3zuzvX89XUrUcgv/q5P3cpsi9rQ\n6cOYo1acbhs+jQ2rVSS3QoxIeoU5hcNOxsYakaSgaGq/DExdLQXYd2ofHSMddDg62FGyIyHnXiYq\nONafthM0nuFPgx083fo0erWe9pF2thTFeur1e/rxh/04/A4qcyvnTHgB+vx9OINO2oa6cTq28ZGW\nXqKREW7bEEt2N5WJZFcQhMwRCo3icjUiSSGMxho0mtJkD0nIIP6wn4buBpx+J+vy11GVVzXnbeOp\n7zFxHKploIX2kXYqcyvJ1mbzzo3v5I6qO+aM7ReGvXz618281jHMNatyefC2AsLybnpcqotHsGYc\nmXrgn62YjUpW19jGq0hbr6hStJDZRNIrzGp6U/vrRFP7DDdztvb2ytvRKrXsXrOb00OnuW/DffOu\n6k6e1/FaCQ5Z5m9JYLLzrOsz9Pf1M+ofpUhfxJaiLdhGbdR317O/fT9Ov5MR/wj3b7ifO6vunPe5\nzYpibF0bGR18J0hZmM3n+efbNvCBHTtmHaM4wyMIQroKBLrHY7MGs/l6lEpTsockZJAR3whNPU1E\nohF2lu2kyFA07+3jqe8xcRzq2TPPArCxcCO2URsbCjbMGosjUYkfvWbja386g0Iu48v3bmZlaQ9f\nOvQJdErdtMJXM49MBYfEeV1hbiLpnWK+am/LhWhqH5PJCZLdDs3NZlavvvh7PnO2FkApV+LwOygz\nlVFXNkfXeGY0jj+mpHpkL2aZhQf+2U4w69JEuL67nl53L6XGUrKUWYSl8GTABHD6nbQOteLwO/hV\ny6+4s+rOWZ/X6Q3xw1c6eapejy9ci8nUiaX0JCW5EW6uevusY7zSFkuCIAipIBabT+PztS/r2Cws\nngvOC7xw7gVG/aO8dfVbL5vwQvz1PSxmC3evvZtjfcfmTZDbB1w8tK+ZIxdGuWVtAV+6dzMR2RD/\n9/dfpHWoFbPGzOqc1ZMryjOPTFmt4ryuMDeR9I6br6rschFran+EYLB/WTe1z+QEaeL3vKurhObm\ni7/nM2dr68rqqCuriyvxn0iYDWErYcmGzFJP+0A9n3lpH7km7WQibJKV8+aPHuC4uwkZMiRJIl+f\nzwPbHyAYCU4GwCeanuCC8wJKuZIORwf13fXTnn/UG+SHr5zjR6/acAXC7ChS8Oi7r8WQVY1tdOus\n4xV9+QRBSFfRaGg8Ng+g1a5Ar9+0LGOzsDgkSaJlsIWG7gZ+c/o3ZGuzOTlwcs5rn5mLAvEkmRP3\nmRrvp94nFInyvYMdfOtAO1kaBd9811bu3lqKTCbj0HlbbIVXY8YZcE4rfDVxZGq5L1gJ8RFJ77i5\nqsouF6Kp/UWZnCBN/J4XF/sJhy/+ns81WxvP655ImJ1KG5I8QIN7H2HTKCpfB3nq3YQlB1mWds71\nH+HrDf9FaYGOXF0ud6+7m7qyukue4/4N93Nm8AwmrYlQJDT57yd7z/H9Q+08fzKMNxjljs3FfPxN\nVfSfOcL6EhNgmnO8oi+fIAjpKBabG4hEPOj1m9HprMkekpBBgpEgh3sOM+QdQilTkqPNYWXOyjmv\nfRayKHC5+5zsdvLQvmZO9Y5xZ3UJj9y1kXzDxV0M1mwrZm1shdcX9l1S+MpiWV7X68LCiaR33Gxb\nJJYL0dR+ukxOkCZ+z7u6tJSXT/89X+iWoKkJc4uln9+c+h3lees52NfBgHQauawQ20A/Xs0FCk0m\ntpVswjZqo0hfNOvz3Vl1Jy/ZXsLpd2LWmlmXU8PDzzXyv290E4kqKczr5rv33MLNVWsA6D9zZWPM\nxC3rgiBknmBwAJfrCDKZDLN5FypVXrKHJGQQV8BFQ3cD/rCfrcVbAXj5wsvzXvssZFFgrvv4QxG+\ndaCN773cSa5ezfc+UMNbNxZfcn8Rv4VEEUnvuOW6RcLn68TjOTXe1H4nCkVWsoeUdJn8ATvxe/7M\nM73ce29xwn7PLWYLjFnoD9jJMe0nrHKwo2QH20q2Yc9zkh2OcEPV2/jlhbO0DLTgC/tQK9RzPtZj\ntz3Gid5OXj2j411PnMEbjJCf18u165w4I6dRqDcAa658jDB5ZjmTfq6CIGQWn68Dj6cVpdKI0Vgr\nYrOQUH3uPo72HkUhV3Ct5VpydDkAc177TGxPdvgcDHmH8AQ9mLXmuBYFZltIOHx+hIf2NdMx6OH+\nmnI+d+cGxkJ97Du1D+CSXWDinK6QCCLpnWI5bZGQpChudzOBgF00tZ9FJn/AWixQXe2c9rt+tYW7\nLp6JtyBp9rL7ozakrD6eOvIUcpmcYkM361feyF3au/jKq18hR5vDU0eeotRYesnzDbsD/M9rHn7y\nug9fyM3u6lLu32ngiaM/44zTQY42Z0Gr75l8VlsQhMwQi83HCQS6UKtLMBq3IZNd2h9VEBaqbbiN\n00OnydZmU1tWi1apnfzebNc+k8Uq/U6a+5upzK3EF/bxye2fjCuGTl1IKMyy8MODY/z49WZKzTp+\n8uGd3LimALvTzkN/eYim3iaQoKa0hsdue0zEaCGhRJazDEUiflyuJtHUPgMtpAL5lSaDdqedP7T9\ngQHPAG9Z/RbqyuumnYnvtJUyOjjIkKkDjULDtpJtXHBeoL67nh8d+9FkD94sVda0rVHD7gDfP9TJ\nT18/jy8U4e3VpXz8TZVUFRmxO+1ISLECWEjTxtI82sxq5+oFb7ESBEFIBbHY3Eg4PEpW1lp0uioR\nm4WEiUQjHOs7Ro+rh3JTOdVF1Sjkl59QmSxWqTYQlsIU6guRkAhGgnFPmFvMFs4P6PjQz5rpc/l4\nx2Yr/7ZnLXqNcvI5HH4HepUeiHVxEDFaSDSR9C4z05va70CjKUn2kIQ5zBdMZvveQiuQX0kyaHfa\n+fs//D0v2l4E4L+P/jc/3/NzrNY6lEpoP+/DoW9EbnZyXfl1tI+0T1ZihliVSIVMwYhvhFJjKdZs\nK0PuAN9/OZbsBsIR3r4lluxWFhqnjVGr1LKufN3kGAEeOfgIXX1dNB9svmyynslntQVBSG+hkAOX\nq2k8Ntei0Vx6tlEQFsoX8tHQ3YAr6GJDwQZW566O+76TxSr9TpQyJe6gG7PWjFqhjmvC/FS/ja/8\n8Swvnw6RFdazxbkL54u5jNwIesvF58jR5tDh6ACJuLdOC8KVEEnvMiKa2qeP+VZf5/reQiuQX0ky\naBu1cd55HgkJrVyLN+jn54ca+efr63jw0yP8+WQTBYUR3loda2o/kUhbs630uHpoH2knGAkSlaK8\ne/3H+MkrLn72RguBcIS7t5bx92+qZHWBIa4xTiTrxdpiwtHwZWeFM/mstiAI6cvv78LjOY5crsVk\nErFZSKxh7zBNPU1ISOws20mhvvCK7j81dqoV6smWQ7ZRG06/E4PaMOfK7P82nuQLz50mGNKQn93G\nirb72GzJveQaxWK28NXbvkp9dz1w6ZleQUgEkfQuA7Gm9q34fB2oVHnjTe1nLyIkpIb5Vl/n+t5C\nK5BfSTKoVqhx+Bz4w358kh9VsIA3XlXyt4fe4L73D7Nti46dZddiUBsmH3vquKuLqlGRR0fXSv7t\naQXhyDnuGU92V82S7F5ujEq5ki5/F+Xy8rhmhTP5rLYgCOklFptP4fN1olLlYzTWiNgsJNT50fOc\nGDiBXqWntqx2MjZfqdliZ4+rh+b+ZsJSGKVMOa045bA7wHeP+WnoO48+K8BbdnTS7z6F70ItNtuK\nWa9RRHwWFptIejPc9Kb2VvT6jaKpfRqYb/V1ru9dTQXyiWBjt8Oh5rnvH4wE2Vm2E1/Yx8nuc3i8\nZhz5f+SC79esv/AuVpSsoqXDQXDIcMljGJVl9PdeT1ffSqKSnBvXanj7diXXWPOwmC8fiGcLiLdX\n3k6Lv4UP3/ThuHoFilVeQRBSQTQawuU6TCg0iFa7Er1+g4jNQsJEpSgtAy2x4lH6QraXbEelUCX0\nOYKRINVF1RjUBtxBN8FIEEmSeO54D194rgWXL8JHbyyiM/gb3FIIs1HJJz9uJTi0vLqkCKlDJL1x\nWkiBoGQLh924XI1EIh4Mhmq02hXJHpIQp/lWX+f93lVUIJ/rTPDUZHGiSbw+qmdlTpTTI36CnixQ\n+Gly/5pzrxXQfExJpfMBZMogD3/cysqyAp442MH/1l8gHKnkujUq9tQa+G3n/8fvz4X503klD2x/\nYHLLVDwJ6dQt3oOOQT7Mh+O+vajcnHrEhISwnMRicwPRqA+DYQtabUWyhyRkkGAkSFNPE8PeYSpz\nK1mXv25RCqJNXA+Eo+HYdYGijI/+uIkDpwfYasmmUtnGkPMc11nezhpLjvh8F5JOJL1xWGiBoGQS\nTe3T33xbfRaj5+xsZ4IxXZos7r1pLy0DLbQ72vmV9ByyYBiFVkWuUYfBZyVAC22ljxJ2l/O3z6zH\n5a0iEoV3bIttY16Rp+fQ+UOTW7RbBlp49OVHyc/KjzshnbrFu6+v77LneUXl5tQlJiSE5SQY7B+P\nzQpMpl2oVLnJHlJaSMeFh2QYC4zR0N1AIByg2FDMkHeIrrGuRflMnZiAP+c4x4nzJv7qqTZC0Sif\nu3M9+boB3rfvUeQKkLco+em9P+GGFeIHJySXSHrjsNACQckyvan9ThQKXbKHtOwsdoCON1GYWEGb\nWnxiruA39Uyw3w8tXXZe8j6L0+9kY+FGbKM26rvrUcqUOANO1uat5Tt3/Sej/lHUCjXffOObnPa9\nhEcJEd9bUSg2MTwGN65T8ujbr2NFnv7ic03Zoj3iGyEiRajKrcLhd8SVkE7cv2WgBWfIOe0s0Xy3\nF5WbU4+YkBCWC6+3Ha+3FaXSjNFYK2JznNJx4WEpzNwh0+vq5c8df2bYN0x1YTXfO/y9adcIQMJ3\n1HTbc/n3P3bTOtzN9rI83lu1mTqrnv985Q9IRMhTWRkO2XnhbCN31dQl5DkFYaFE0huHhRYIWmqS\nFMHtbiYQ6EKjKcVg2Cqa2ifBUgToeBKFmQ3lq4uqMWvNk8FvpokzwfX18L2f2/nioUeQaZ2oLc14\nQ158IR9PND4BgE6l4xtv/QZVeVWTzzXqlejq206WdCPI5GSb29mw+hxfeuunsJj1059rfIa4vrue\nnx7/KaeGTtE91k1NaU3cBake2P4Aj778KGq5mqeOPEWpsXTelXFRuTk1iQkJIdPFYvNxAoFuNJoy\nDIYtIjZfgXRbeFgKUye+FTIFH6j+AJ2jnfy69dfkaHN44dwL6JS6aRPW+9v3J2xHTSQq8Y3fn+O7\nr5xBJslZ5diMymbhd4dl7FfCrj21yFAwHLIjlyl505raBL56QVgYkfTG4WoKBC2V6U3t15GVVZXs\nIS1b9aftdCtsrCu34rBZFiVAx5MozGwob1AbJlv7zMViiSW9rb02vOYw0Z6NFJq99KpHkCmD2Mfs\nbCnaglahpc/dR1VeFU32Dr74xwZaO9+DHAipDyHp93PfNe/iQ1s/NS2wzpyZto3ayNHlsLtqN61D\nrezZsOfyBanGV9H7tUF0Sh0RRSSuRvaiMuTiuZozuWJCQsg0U3f6lJb6xmOzU8TmBUqXhYfFNvVz\ndiK+V5grONJ7hDe636Awq5A8XR4rc1bSMtCCL+ybvEYAErajpq3fxUNPN3P0wii5gUJuNW/iRLOO\nMRmsXxf7Oa3R1/GZdf/KoMbPm9bUilVeISWIpDdOV1MgaLHFmto3IkkR0dQ+SSYuctT5dp4efIR2\nc5h2l5IazV6s1sU7SzNfojBbQ3ll2Ez/WStRR9e0cc+czFF6rETDSjwqG0NDUcZ8GtasMuINneHU\n0CkMKgNjXgWf+MUbPHtsACQDEe0hnMpfoVQ5MWlMrC9Yf0nC+8jBR+gdceJw+/j0rofZVhkbo8Pv\noNxUTl3Z/IFx6ir6iE5Ny5pm/AE3hpABtUItzn0lwWxb7a+UmJAQMsXUz6isrBEefLCJ/PwIJtNO\n1OqiZA8vLaXDwsNim/k5+8D2BwBo6G4gKkW5vuJ6VphX8FrXa9hGbZi1Zj65/ZOTx5oA9rfvv6od\nNaFIlCdf6uDbL7Sj1yj4/G1befXnpQyOysjJAUmaPjERiVRy8803J+otEISrJpLeFDNx0T4woInr\n9n6/HY+nebyp/S6USuPiDjBDXc1K1dSLnKEsG7rrwuy+zkprr409NTYsVxmh50rkLpcozGwob+8N\nsu8HVn4XsHDB2YfDeIgXf2NFG7Dg19jZ81EbdWus1NVZ2LXBQuv5vXQpn6ew8mV6OcqwO4v8rHzW\nZF9Db99mPv6TEQDy89q5aaOf1pEW+ty5GDUrKDYUX5LA2kZt9I44eaOtgyBO/v6Xj/KrDz1xRat8\nU7e59fcGsWiq0encGHIN2HuDPPU9ce5rqc221V4QlquJz6i1ay/g8Zygv1/H6tUiNl+tVF54WAoz\nP2cHPAPcuvJW+t39vHnVm9lashVg3nh6NTtqTnY7+dS+Zlp7x9hdXcIX7tpIvkHDbWsuXp/A9GuV\njo6rftmCkFAi6U0hU5OnwcEV7No194e8aGqfOFdbPXZqIuaxW/F5lDj0NspLldStsV7d2K7yfPDU\nxDh4DrQBUFrrOeH4HCNHs/EYzNxU8gCHXU8xejjM/t7Y6//qVy385EU7X295kg5lJwpJjVpZDZ47\nONO3GQCZ7hWqKs5xwX2M865qSowlfP6mz89ZMMuabaXPOYJP1odBmYs8qKOx3cbdpfG/R1O3uZk1\nVrKzzTjGXJi1Zhi1inNfSTDbVvsOxNWOsDytWBElL+8UHs85wuECrNYalMrE9kcVlhe7006/p59A\nOIBt1IYv5GPIO8TKnJW8Y/070Ksv1syYr7PDQnbU+EMRHj/Qxvdf7iRPr+Z7H6jhrRsv7iacORkh\nYq6QykTSm0KmJk99ffI5L9pFU/vEutrqsdMSMaWFT96wl2BWYs4nJrKAh9UKfo2dV7yP4slqw6fN\nJaRYzYnhRtCFWV9ixRG10enoJEfnwFX6HPScQxMwow/fg6PnRkAiqj2ETP8XPNFuwrLNVOZWcpP1\nJu5ee/dlX2+u0YBsUI437MEgU1BRqr6iCYfp29wsYNrLMy8+w7033QtjFvaLc19Lbrat9iLpFZaj\naDSI2XyYBx4YYmBgFVbrBioqEt8fVZi+AyqT2Z12PvWXT8WOKcmV1JTWkKvLZWPhRraXbJ88rzv1\n9olqAddkG+Ghp5vpHPTwzh3lfPaODZizxASOkL5E0jtFss8DTk2eFIrorB/mmdjU/mq2FifC1VaP\nvfS8kQVIzOu4kgIel3sfLRbY81EbvQ06VC41YaWT1Wt93F9Uy8GxYzgkGzJkDPuGGQuMoZWVYAh8\nBHzXABIaYxMryk7T4z3FOcc5ApEAjT2NFOoL+fxNn4+rt25Zbg7vMd7Pib5WPrxlDzn5QcL2K5tw\nmD6zbKE6uzp2H7M495Us4kyusNyFw67x2OzHat3KunXi/4fFMrEDyukEnw/uuMNIph4dre+u53DP\nYXQqHSO+ETYWbmT3mt2szVuLTHbphMp8k/jxXmt5AmE+/1wTvz48TJFZxU8/spMbqgoW7TUKwlIR\nSe+4VOgDNzV56u09j8VSOu37mdjUPpGzklfj9srbAagrq1vQ8y/WeaN4C3jE+z7WrbGyv9cM9hKM\nOUYevvFh6srruNNZSstAC20jbTTZz9Ldt55XTlcil1ZiyD5Obn4T/3z9R3jubA9B8ul391OgL0Ap\nV5KflU9jT+OsLYPqW+38+VQ9BQWwbZUFpVxJWOVg84py7tgSO/ObyHY1y/3clyAISy8Q6MPtPjoe\nm69FpcpJ9pAyms0WS3g7OmJ/Dg+v4O1vz9zP/ogUwRP0EJWiZGuzGfQMolfp5y1gOTPC+LIfAAAg\nAElEQVSmxnuNcKhtkIf2HaXXGaSsuJ2qFa1YC9cv9ksUhCUhkt5xqdIHbuKi/aWXAtP+3ettw+s9\nnXFN7a92a/HVmhkILlc9OBniSeTifR8ntqI+8+Iz3HvLvVjMFuxOO009TRzt7mDfERvuketQymTc\nuz2P9+0qxBPJwZr9ISxmC0WGIn516le4A26GfcOEo2EGPYMctB3kWN+xaYG0vtXOe/77IYZUTSCD\nm6tq+Oyt/3jJmd8rKa6R7F0BgiAIU3m9Z/F6z6BUZo/HZm2yh5TxrNbYCq/TCWYzqNXRjK3hsMK8\nAovJgjfkJT8rn+N9xzk9dHpa4jozLs4WUy93jeD0hfjMM438vtlBgSnKto0vscVixDYaWPLrMkFY\nLCmT9MpindqbgG5JknbLZLJc4BeAFbAB75QkybFYz5+qfeAyvan91W4tvlrJTroTJd73cSI4KmWx\n23aPdfPFF79LW68Op3MVWulmNq5wkp13kHt2vo/t5auwO1XYRm0c7T3K4w2P0zHSgQwZpcZSdll2\ncX70PBsLN17y/jW22wjgIEulJxiEfqeTYCTIDStumDameLfGxjtTLRJjQUicZMfmVCVJEVyuowSD\nvWg05RgM1RkVm1OZxQIPPwyPPgo6HXi94ZS5ZksUSZI4M3yGPncfD17zIGaNmbaRNp49/Szr8tfh\n8Dsmi1XNFhdnKyQ59RpBrVBz6PwhrNlWTnWp+MwzxxlxB6koPUNJ8VFk8gi2Ue2s1xMixgrpKmWS\nXuBBoBUwjX/9aeCAJElfkclknx7/+l8W68lTsQ9cJDK1qf16srIqkz2khIun3+zVuNw57dmSxWSf\n7V6IeN7HiaTR6Xfyhu0Nqkdv5ZRdj8dbgYp8CkwOcvN/QlF+7sX3YqK3rquXpp4motEoESLk6fII\nR8NU5lYy6h+dNdmurbSiOZTDUKgD5FBkNi94UsNuh2eP2XC6wmwsm3uCIlW2ywtCBklqbE5Fsdjc\nQDjsQq/fgE63OtlDWnbq6uCJJ+Y+DpbOwtEwR3qP0O/up8JcweaizXSPdfODIz+g3dFO+0g7NaU1\nqBVqnj3zLE6/c9aJ56lmtjB86shTeAMKOmzb6R8upyJPjnXlATaXZWMbVbF7zb0U6YsuuZ4QMVZI\nZymR9MpksnLgTuBLwD+N//PdwM3jf/8x8BKLHFhT6zzgGE7nISQp85vaL1YRnHjOac9MFhmzLPnZ\n7kTNml7ufZxY1ZZHipFc7+bwaA5R3ITkHTiUT+KPqiiW1bJ7ze7Js82Hzh/C6XfSNtKGO+RGLpMT\njUbpcfUQioZ4yfYS/3hNbMuyWqGe1iahbr2Fn//1VyfP9N65ZWHnpSeLlkhWmnOVgA2zcfbV7ExZ\nuReEVJAqsTm1OHE6X0aSpPHYXJjsAS1bcx0HS2e+iI9D5w/hCXnYXLR5Ms7ZRm1olBp2V+2mdaiV\nLUVbePTlR5EkifaRdgDM2vknlieuEV62vUz3QCmd57cTDMvZs1PD3928hi+98jS20dHJo16zFcAS\nMVZIZymR9ALfBB4CpnZvL5IkqXf8731A5mZ9M/j9F4AWZLI6TKZrUSoNyR5SWor3nPbUZPFQ89Ke\n7Y5n1jRRSbE8UsLpjjq6B00E5acJq17HJX+VKGNEo1E83nzazmqgumjyedQKNd2ubrwhL1qlFq1S\ni0FlIEeXw67yXTj8jskzurO9jrr1sf/+H3tvHt/Efef/PyWNTsuWbXzbA+K+wo2jkJSQtEmaBhqa\nkrTd3Sb5bbdkrx7ftun38d20rJf1ttsm222zbZrd0nabNLvdTcK2bEhK0xwE0gRhMAZiDD5gjHxf\nkixb50jz+0NYSLZ8AAYbM8/HIw8TGM18ZiTr/Xlfr/eVMPQ+LreL+Nu2U6qt4o/Wll+SiIeKispl\nodrmJILBZuAUGs0tZGWVq7b5OmK6VHCNZc+7B7s56T3Jqugqbim7hTxLXuLfhmybO+gmx5TDG2ff\nQPJK2Iy2UccGprvndm+AZ38PdU0Osqy9rFl+jC9/5KujVosN36NsX7tdtbEq1y0aRVGmdgEazRbg\nPkVR/kqj0dwBPH6hb8ijKEp20nFuRVFGSCJqNJrHgMcA8vPz17344ovXaulXgRjQDLTj9xuwWFYz\nfeISl8/AwABW69XbHHQFu+gIdlBkKqLAdDHq3tVl5Lnn5hCNatHpYjz6aDMFBWNHhMd7zWTfywnP\nCV7reI0iUxEdwQ7uK7qPldkrU+7tuebniCpRdBodj855NHGPo933cNoHYvxvU5hD7VEUbTsluafJ\nMUo0hT9A8kuEYiGIadAoBqz+hXy+5Ovcv3Z24tq9oV7ODp6lxFyCWWdmS9EW3ut7L2VNHcGOxH2c\nGzzHattqbsu7bdR1dXUZ6egwUVQUHPM96eoyUleXyTvv5BG1tnJW/B7zFnqwmjWJZzH8PZnoc5mO\nXO3flWvFTLkPgDvvvPOooijrp3od1xrVNicTI96+3IHfb8RiWYVqm6cP493H5ewFrgZj2fO2QBvN\n/mYIQ1lWGWcHzwKwNGvpCJvvDrt5q/st2gJt+CI+Zhln8dfz/5pltmWj3vMjj0jUhQf57zNhogp8\n1B5ifl4LJeZh+6Zh9jPdHmXoz+PZ2Jny+YKZcy8z5T7g8mzzdPjWvg24X6PR3AeYgCyNRvMC0KnR\naIoVRWnXaDTFQFe6FyuK8hPgJwCLFy9W7kgzrG26RPjGIhYL4/MdJRLJw2x2UFXVyR133DnVy5oU\n9u/fT7r3ZTJweV288M4LyMgIYYGKDamZ0g0bkt/7ifX8jPWayb6X+d75nHjnBHJMpkxbhmOtI0Xd\n+GDzQfKD+YlSouKlxWycszFx396wl4A/wI7bd1CSWZISpX33xADP7G/A2d6GQdDw8fVhHAtzWZT3\naRpPNPJmJBtLm4Xa7lNo5Rwimn5MeivtRQeYv6YCnUdHfjCf8uxyartqUyLJw6PVLq+LE++cwBv0\n0uHroM3Qxq8Hfs222dtGjIFyueCFF0aWkI84Z9JxhYWw7N4GTggGlpfenPIsrubn61ozU+5lptzH\nDc5Vt83XA3HbfIRIJB+zeQNVVR2qbZ5mjHcfBw9Cfv7FCq7i4hI2bhz18KtGOnt+2+zbONF5Ap/X\nx13Wu2g80ciewT0c7TgKGlivXc+TG54c0VfreseF1WflZNdJ7AV2qjXVfHzNxy9WrSXdc51rkF+c\n11LXG+bW+bP4zidXMnuWZcT6hu+ntt+0nZL+ErLlbBCgTFvGA5semHDF2Uz5fMHMuZeZch+Xy5Q7\nvYqi/A3wNwBJ0eTPajSap4BHge9c+Lnncs4/Hebvjocs9+PzVRGLBbFa12AylTHKPkJlGOP1l1xO\nn/Zk9XaPFmwZbbzAkLhEconwaOW6kkfCG/TS5G7CG/LyxFtPkG/JxySYCAVz0Hof5A9nPWgVHaXB\nMj7/6T5y86L4I34OtRxCF9axfVEFr0eczDL8krb+Dlq9bawoEelX2tlzZg/lJeWJa9tMtlEdXrjY\nG73nTPzXtCyrjL0Ne/EEPexr3Mf2hRWEe8TEpmN4CTlZI8u8JUlMOW5piZ3mgFpWpaJyLbjatvl6\nQJb76e8/jKKEyMxci9FYCnRO9bJULpErmc4xmUrFw+15kbWI91zv4Q64WZy3mIW5C3m/6n28QS8Z\nhgyAhErz8P7a7Wu3U9VWhUVvSStiZchz0W05R1OPlda8Tsw+Lf/4yRV8plykpb+Fg81HR9xT8n6q\ntquWygOV5Fny0KBJ0fpQUblemXKndwy+A7yo0Wj+jHjN76cu5yTTZf7uaMSH2lej0ejVofaXwWT1\ncF6pYUuXpUwXbBmth3coqzvcgd84Z2Oq0BbxaLFBZyAgB/CGvNiMNqKxKOd7I8j9d9DVW4Ze60Ec\nnM/6WbnU9h+nsyvCrDwNT7z5BMFoEDkAK18vQ5ALIfwEOtNbhGb9kEMt76Gz+ACo6ahh+9rtKZnn\nZAXogBzPMDvK4rONRZvI1sVbqemo4X3pGJ6BALZZpXh9MpU/lMjziwgC3P9ZFz0WiUGXHZtwwRFO\nE7yw28WUjYpjiYgj6+opfauoqEyISbHN051QqJ2BgWMXbPNt6PXZ479IZVpyudM5JlupODnInWPK\nQfJIRGIR1pespzizGIAiUxE22RYXp9JAjiknYfvT9dfWdNSM2P+4vC6+f/yfkQrXMBiYxdqyTJ55\nuJxim3nMexraT9V21XLWfRa9Ts/C3IW4g24KMwpVm6ty3TOtnF5FUfYTV4JEUZRe4CNXes7pO39X\nIRBoUIfaXyEj1JchMXtuol/Ql2vYhjK5hjwXuxrGzlIOBVvGykwnG5yAHMCgMyTuMdnhHLrOY2sf\n4yfVP0GJFNPStgKvdy5owuisb7Lzw5/ilecyOdlVhV5nZMvKD7G75Wm6/d1Y9BY8cj/VWTsRjSvo\n6AkS0XdjFAyE5ShGTSYFGQXIMXnEXN3hGebKA5U8u/nZlIzv/aXbee29JwjoBF479Q4rZq2jJGTH\nboeqNiff+aCSnJvNBMI2Ht9YgSiK4B0ZvBBt6TYqV0fpW0VFZXSuhm2ersRtcz1+fz2CkENWVjla\nrXGql6VyhVxOBdfVUCoWbSIdAx281vAaok1k86LNZBmzEv9eYCrgqQ1P4Wx1AqRkV1Mysa0SVcfC\n8Soqi5SYniBHFX70dj3O43diEGIsXXCI/3PX3cj0cLBZonOwc9R7Em0i29du54k3n6BzsJP+UD8d\nAx1sKNugVlapzAimldN7NZiO83dHDrVfhUajneplXbckO4Vf//3X8Qa92Ew2nrr7qQkZqMsxbMmZ\n3B6LhPm21Pmxw7OUQ8GWsTLTQwan8kAlZsHMrupdlGSWpBg8r0/GKttpV2o56mrH6v8yhxrDGAWF\n4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V21nPeeJxKN0Op7iXXF67AWdmG0+pHDAhqNQkgZpKqtakY4vZB+OoSKykRQnd5JIBod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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(cs_no23[nutrients_2015['depth'].values == 2], \n", " cs_si[nutrients_2015['depth'].values == 2], \n", " 'b.', alpha = 0.5)\n", "ax[0].plot(cs_no23[nutrients_2015['depth'].values == 20], \n", " cs_si[nutrients_2015['depth'].values == 20], \n", " 'g.', alpha = 0.5)\n", "ax[0].plot(np.unique(cs_no23), np.poly1d(np.polyfit(cs_no23, cs_si, 1))(np.unique(cs_no23)))\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_ni[nutrients_2015['depth'].values == 2], \n", " list_of_model_si[nutrients_2015['depth'].values == 2], 'b.', \n", " alpha = 0.5, label = 'surface')\n", "ax[1].plot(list_of_model_ni[nutrients_2015['depth'].values == 20], \n", " list_of_model_si[nutrients_2015['depth'].values == 20], 'g.', \n", " alpha = 0.5, label = '20m')\n", "ax[1].plot(np.unique(list_of_model_ni), \n", " np.poly1d(np.polyfit(list_of_model_ni, \n", " list_of_model_si, 1))(np.unique(list_of_model_ni)))\n", "x = np.arange(0,53)\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": 43, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CitSci slope = 1.2187430117967932\n", "CitSci y int = 15.815501339767406\n", "model slope = 1.59720979886845\n", "model y int = 4.059458279937223\n" ] } ], "source": [ "m1, b1 = np.polyfit(cs_no23, cs_si, 1)\n", "print('CitSci slope = ' + str(m1))\n", "print('CitSci y int = ' + str(b1))\n", "m2, b2 = np.polyfit(list_of_model_ni, list_of_model_si, 1)\n", "print('model slope = ' + str(m2))\n", "print('model y int = ' + str(b2))" ] }, { "cell_type": "code", "execution_count": 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 }