{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "A notebook to look at the JDF boundary conditions with comparisons to WOD database and IOS data.\n", "\n", "Observed data in this region is from 1976 to 2014." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import netCDF4 as nc\n", "from salishsea_tools import viz_tools, tidetools, nc_tools\n", "import numpy as np\n", "\n", "import datetime\n", "from salishsea_tools.nowcast import analyze\n", "import comparisons\n", "import ACTDR\n", "import pandas as pd\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#make plots pretty\n", "sns.set_style('darkgrid')\n", "sns.set_color_codes()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Load Model Grid" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f=nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy=f.variables['Bathymetry'][:]\n", "X=f.variables['nav_lon'][:]\n", "Y=f.variables['nav_lat'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Load WOD observations" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data_WOD = comparisons.read_file_to_dataframe('/ocean/nsoontie/MEOPAR/WOD/CTDS7412') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Load more IOS and WOD data\n", "\n", "In the region of interest, the above data set only covers up to 2009.\n", "\n", "So, use Robbie's functions to load IOS and WOD data beyond 2009." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('> open ', 'JuandeFucaMouth.dat')\n", "> load CTD_DAT\n", "> load STANDARD_KEYS\n", "('> close ', 'JuandeFucaMouth.dat')\n", "> complete\n" ] } ], "source": [ "ACTDR.load_dat('JuandeFucaMouth.dat')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "data_IOS = pd.DataFrame(ACTDR.CTD_DAT)\n", "\n", "data_IOS['Datetime'] = [datetime.datetime(y,m,d) for y,m,d in zip(data_IOS.Year,data_IOS.Month,data_IOS.Day)]\n", " \n", "data_IOS.drop('ID', axis=1, inplace=True)\n", "\n", "to=datetime.datetime(2010,1,1)\n", "tf=datetime.datetime(2015,12,31)\n", "\n", "data_IOS = comparisons.isolate_time_period(data_IOS,to,tf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combine both data sets" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data=pd.concat([data_WOD,data_IOS],ignore_index=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Isolate region " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#define region and isolate\n", "min_lon = -124.8\n", "max_lon = -124.7\n", "min_lat = 48.4\n", "max_lat = 48.7\n", "\n", "data_JDF = comparisons.isolate_region(data, min_lon, max_lon, min_lat, max_lat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Isolate depth range\n", "Use data with a max depth between 150m and 300m." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dmin=150\n", "dmax=300\n", "data_JDF = data_JDF[(data_JDF['Depth'].apply(max)>=dmin) & (data_JDF['Depth'].apply(max)<=dmax)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Load Model Boundary Conditions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'deptht', u'nav_lat', u'nav_lon', u'nbidta', u'nbjdta', u'nbrdta', u'time_counter', u'vosaline', u'votemper']\n" ] } ], "source": [ "bc = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/open_boundaries/west/SalishSea2_Masson_DC.nc')\n", "lat = bc.variables['nav_lat'][:]\n", "lon = bc.variables['nav_lon'][:]\n", "sal = bc.variables['vosaline'][:]\n", "depth = bc.variables['deptht'][:]\n", "nc_tools.show_variables(bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Isolate model BCs in same region and depths as observations \n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Grab only data in the lat/lon area and with bathy in depth range.\n", "\n", "inds = np.where(np.logical_and(\n", " np.logical_and(X > min_lon, X< max_lon),\n", " np.logical_and(Y > min_lat, Y< max_lat)))\n", "bathy_region = bathy[inds]\n", "X_region = X[inds]\n", "Y_region = Y[inds]\n", "inds_depths = np.where(np.logical_and(bathy_region>=150, bathy_region <=300))\n", "X_depths=X_region[inds_depths]\n", "Y_depths=Y_region[inds_depths]\n", "\n", "inds =[]\n", "for x,y in zip(X_depths, Y_depths):\n", " i = np.where(np.logical_and(lon==x, lat==y))\n", " if i[1]:\n", " inds.append(i[1][0])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Will average in these regions over depths 150m-300m, month by month." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Model comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plan: \n", "\n", "* Plot monthy mean salinity between 150 m and 300 m for both observations and model BCs." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def compare_average_salinity_depth(month, dmin, dmax, indices, data_obs, bcs, dmin_grad=90, dmax_grad=150):\n", " \"\"\"Compares the average salinity in a depth range for observations and boundary conditions in a month\n", " month is the month for comaprison\n", " dmin, dmax define the depth range (metres)\n", " indices is a list of model indicest\n", " data_obs are the observations (DataFrame)\n", " bcs are the model bcs (netcdf)\n", " \n", " returns data frame means with columns:\n", " mean_obs array of mean salinity in each observation cast\n", " mean_bcs mean model salinity in at each index \n", " \n", " \"\"\"\n", " #initialize arrays\n", " mean_bcs=[]\n", " mean_obs =[]\n", " model_gradient = []\n", " obs_gradient = []\n", " \n", " #Model averaging\n", " #Model variables \n", " time = bcs.variables['time_counter']\n", " depth = bcs.variables['deptht']\n", " var = bcs.variables['vosaline'][:]\n", " #times convert to date time\n", " start = datetime.datetime(2014,1,1) #arbitrary year.\n", " dates = [ start + datetime.timedelta(days = 7*t) for t in time]\n", " #Look up model dates in the desired month\n", " t_inds = []; \n", " for t,d in enumerate(dates):\n", " if d.month == month:\n", " t_inds.append(t)\n", " #depth average the model\n", " depth_inds = np.where(np.logical_and(depth[:]<=dmax,depth[:]>=dmin))\n", " dep_range = depth[depth_inds]\n", " for i in indices: #iterate through space index\n", " #Check bathymetry depth and mask id depth greater than bathy\n", " lat_loc=lat[0,i]; lon_loc=lon[0,i]\n", " inds_loc = np.where(np.logical_and(X==lon_loc, Y==lat_loc))\n", " masked_dep_range = np.ma.masked_greater(dep_range,bathy[inds_loc])\n", " for t in t_inds: #iterate through time index\n", " sal_in_drange = np.ma.array(var[t,depth_inds,0,i], mask=masked_dep_range.mask)\n", " avg_sal = analyze.depth_average(sal_in_drange,dep_range,depth_axis=1)\n", " mean_bcs.append(avg_sal[0])\n", " model_gradient.append( salinity_gradient(dmin_grad, dmax_grad, var[t,:,0,i], depth ))\n", " \n", " #observation averaging\n", " data_m = data_obs[data_obs['Month']==month]\n", " for dep, var_obs in zip(data_m['Depth'],data_m['Salinity']):\n", " dep=np.array(dep)\n", " var_obs = np.array(var_obs)\n", " depth_inds = np.where(np.logical_and(dep[:]<=dmax,dep[:]>=dmin))\n", " dep_range = dep[depth_inds]\n", " sal_in_drange = var_obs[depth_inds]\n", " if (sal_in_drange !=0).any():\n", " avg_sal = analyze.depth_average(sal_in_drange,dep_range,depth_axis=0)\n", " mean_obs.append(avg_sal)\n", " obs_gradient.append( salinity_gradient(dmin_grad, dmax_grad, var_obs, dep ))\n", " \n", " #add to dict frame\n", " means={'mean_bcs': mean_bcs, 'mean_obs': mean_obs}\n", " return means, model_gradient, obs_gradient" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def salinity_gradient(dmin, dmax, sal, deps):\n", " \"\"\"Approximates a density gradient over depth range for salinity profile\"\"\"\n", " dep = np.array(deps)\n", " depth_inds = np.where(np.logical_and(dep[:]<=dmax,dep[:]>=dmin))\n", " gradient = (sal[depth_inds][-1] - sal[depth_inds][0])/(dep[depth_inds][-1] - dep[depth_inds][0])\n", "\n", " return gradient" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def create_monthly_stats():\n", " \"\"\"Create a list of monthly means and standard deviations for the model and obs\"\"\"\n", " monthly_means={'obs':[], 'bcs':[]}\n", " monthly_stds = {'obs': [], 'bcs':[]}\n", " monthly_gradient_model = {'mean':[], 'std':[] }\n", " monthly_gradient_obs = {'mean':[], 'std':[] }\n", "\n", " grouped=data_JDF.groupby('Month')\n", " for m in grouped.groups.keys():\n", " means, model_gradient, obs_gradient = compare_average_salinity_depth(m,dmin,dmax,inds,data_JDF,bc)\n", " monthly_means['obs'].append(np.nanmean(means['mean_obs']))\n", " monthly_stds['obs'].append(np.nanstd(means['mean_obs']))\n", " monthly_gradient_obs['mean'].append(np.nanmean(obs_gradient))\n", " monthly_gradient_obs['std'].append(np.nanstd(obs_gradient))\n", "\n", " monthly_means['bcs'].append(np.nanmean(means['mean_bcs']))\n", " monthly_stds['bcs'].append(np.nanstd(means['mean_bcs']))\n", " monthly_gradient_model['mean'].append(np.nanmean(model_gradient))\n", " monthly_gradient_model['std'].append(np.nanstd(model_gradient))\n", " \n", " \n", " return monthly_means, monthly_stds, monthly_gradient_model, monthly_gradient_obs" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def extend_months(monthly_means, monthly_stds,extend_ind):\n", " \"\"\"Extends the list of months/means to see the cylcial pattern\"\"\"\n", " # extend the lists for cyclic pattern\n", " months = ['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec']\n", " for key in monthly_means:\n", " monthly_means[key].extend(monthly_means[key][0:extend_ind])\n", " monthly_stds[key].extend(monthly_stds[key][0:extend_ind])\n", " months.extend(months[0:extend_ind])\n", " \n", " return monthly_means, monthly_stds, months" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_means_errors(ax, months, monthly_means, monthly_stds):\n", " \"\"\"plot observed and modelled monthly means with standard deviation as error bars\"\"\"\n", " ax.errorbar(range(len(months)),monthly_means['bcs'],label='model', yerr=monthly_stds['bcs'])\n", " ax.errorbar(range(len(months)),monthly_means['obs'],label='obs', yerr=monthly_stds['bcs'])\n", " ax.set_ylabel('Salinity [psu]')\n", " ax.set_xticks(range(len(months)))\n", " ax.set_xticklabels(months, rotation='vertical')\n", " ax.legend(loc=0)\n", " ax.set_title('Monthly means')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_monthly_difference(ax, months, monthly_means):\n", " \"\"\"Plot the difference between model and obs in each month\"\"\"\n", " diff = np.array(monthly_means['obs'][0:12])- np.array(monthly_means['bcs'][0:12])\n", " print(diff)\n", " ax.plot(range(len(months[0:12])), diff)\n", " ax.set_title('Difference between monthly mean obs and bcs')\n", " ax.set_ylabel('Salinity difference [psu]')\n", " ax.set_xlabel('Month')\n", " ax.set_xticks(range(len(months[0:12])))\n", " ax.set_xticklabels(months[0:12], rotation='vertical')\n", " print('Mean difference between obs and model', diff.mean())\n", " print ('Max difference between obs and model', diff.max())\n", " print ('Min difference between obs and model', diff.min())" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def map_model_obs(axobs, axmodel):\n", " \"\"\"Map the sampling points for the data and observations\"\"\"\n", " axmodel.scatter(lon[0][inds],lat[0][inds])\n", " axmodel.set_xlabel('Longitide')\n", " axmodel.set_ylabel('Latitude')\n", " viz_tools.plot_coastline(axmodel,f,coords='map')\n", " axmodel.set_xlim([min_lon-.1,max_lon+.1])\n", " axmodel.set_ylim([min_lat-.1,max_lat+.1])\n", " axmodel.set_title('Model')\n", " data_JDF.plot(x='Longitude',y='Latitude',kind='scatter', marker='o',ax=axobs)\n", " viz_tools.plot_coastline(axobs,f,coords='map')\n", " axobs.set_xlim([min_lon-.1,max_lon+.1])\n", " axobs.set_ylim([min_lat-.1,max_lat+.1])\n", " axobs.set_title('Observations')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def obs_histogram(axmonth, axyear):\n", " \"\"\"Plot histogram of observations sampling\"\"\"\n", " data_JDF.hist('Month',bins=np.arange(0.5,13.5),ax=axmonth)\n", " axmonth.set_title('Distribution of observations by month')\n", " axmonth.set_ylabel('Number of casts')\n", " data_JDF.hist('Year', ax=axyear)\n", " axyear.get_xaxis().get_major_formatter().set_useOffset(False)\n", " axyear.set_title('Distribution of observations by year')\n", " axyear.set_ylabel('Number of casts')\n", " print ('Max year of observations',data_JDF['Year'].max())\n", " print ('Min year of observations',data_JDF['Year'].min())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_average_monthly_gradient(monthly_gradient_model, monthly_gradient_obs, months, ax):\n", " \"\"\"Plots the average density difference between 100 m and 150m for each monht in both the model and obs\"\"\"\n", " ax.errorbar(range(len(months)),np.array(monthly_gradient_model['mean'])*50, label='model')\n", " ax.errorbar(range(len(months)),np.array(monthly_gradient_obs['mean'])*50, label='obs')\n", " ax.set_ylabel('Salinity [psu]')\n", " ax.set_xticks(range(len(months)))\n", " ax.set_xticklabels(months, rotation='vertical')\n", " ax.legend(loc=0)\n", " ax.set_title('Average salinity change between 100 m and 150 m')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def compare_monthly_means():\n", " \"\"\"Comparison plots for monthly mean deep salinity - obs and model\"\"\"\n", " \n", " fig,axs = plt.subplots(3,2,figsize=(15,12))\n", " \n", " print ('Summary of depth averaged salinities between {} and {} m'.format(dmin,dmax))\n", " monthly_means, monthly_stds, monthly_gradient_model, monthly_gradient_obs = create_monthly_stats()\n", " monthly_means, monthly_stds, months = extend_months(monthly_means, monthly_stds, 6)\n", " \n", " #monthly means with error bars\n", " plot_means_errors(axs[0,0], months, monthly_means, monthly_stds)\n", " #difference between obs and model\n", " plot_monthly_difference(axs[0,1], months, monthly_means)\n", " #Histograms of observations - month and year\n", " obs_histogram(axs[1,0],axs[1,1])\n", " ##plot locations\n", " map_model_obs(axs[2,0],axs[2,1])\n", " \n", " fig2, ax = plt.subplots(1,1,figsize=(8,4))\n", " plot_average_monthly_gradient(monthly_gradient_model, monthly_gradient_obs, months[0:12], ax)\n", " \n", " return fig, fig2" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of depth averaged salinities between 150 and 300 m\n", "[-0.03356964 0.3367368 0.52041384 0.39891783 0.41826563 0.35967722\n", " 0.27993952 0.27747043 0.19912566 0.22870407 0.21248102 -0.08515805]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/py2/lib/python2.7/site-packages/numpy/ma/core.py:4085: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n", "/home/nsoontie/anaconda3/envs/py2/lib/python2.7/site-packages/matplotlib/collections.py:650: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors_original != str('face'):\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "('Mean difference between obs and model', 0.25941702672817851)\n", "('Max difference between obs and model', 0.52041384264348522)\n", "('Min difference between obs and model', -0.085158047417031923)\n", "('Max year of observations', 2014)\n", "('Min year of observations', 1976)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/nsoontie/anaconda3/envs/py2/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAALZCAYAAAD1FQ8oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiAgA8P8D+lJvdvf1LjkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAAEUCAYAAADUeWRyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIoELgiAIwgD0/wEvwA9IH3cl0QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, fig2 = compare_monthly_means()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notes:\n", "\n", "* The observations do not always span the full depth range of interest. I have also tried to exclude model depths that are greater than the actual bathymetry. \n", "* Typically, the observation depth bins are 150, 175, 200, 225, 250\n", "* The model depth bins are 173, 199, 226, 253, 279.\n", "* I do not average the model for depths lower than the bathymetry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Distribution of monthly data" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def monthly_data_distribution(month, data_obs):\n", " data_m = data_obs[data_obs['Month']==month]\n", " lons = [];\n", " lats=[]\n", " years = []\n", " for dep, var_obs, year, lat, lon in zip(data_m['Depth'],data_m['Salinity'],\n", " data_m['Year'], data_m['Latitude'], data_m['Longitude']):\n", " dep=np.array(dep)\n", " var_obs = np.array(var_obs)\n", " depth_inds = np.where(np.logical_and(dep[:]<=dmax,dep[:]>=dmin))\n", " dep_range = dep[depth_inds]\n", " sal_in_drange = var_obs[depth_inds]\n", " if (sal_in_drange !=0).any():\n", " years.append(year)\n", " lats.append(lat)\n", " lons.append(lon)\n", " fig, axs = plt.subplots(1,2,figsize=(10,3))\n", " ax=axs[0]\n", " ax.scatter(lons,lats)\n", " viz_tools.plot_coastline(ax,f,coords='map')\n", " ax.set_xlim([min_lon-.1,max_lon+.1])\n", " ax.set_ylim([min_lat-.1,max_lat+.1])\n", " ax.set_title('Casts in month {}'.format(month))\n", " ax=axs[1]\n", " ax.hist(years)\n", " ax.set_xlabel('year')\n", " ax.set_ylabel('Number of casts')\n", " ax.set_title('Distribution of casts by year')\n", "\n", " return fig" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIhlwEEZEREQkAw7CiIiIiGTwPzfshf9ujLF9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAADjCAYAAABZ9GpDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQpjZ/wBQ87z/rHvDcgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghhA/8DXZOuOy6dAMlAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEJYwf8AlBUeVqP5y98AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8zvX/x/HHdV07sANmJzvIGJFTJoUkpzCikEMRJeQ0\nFMnUnCYMMedDClFRX0mbWD+FKaccW4piDq2x82a22ezw/v2xXG125tqubV73261b1+Hz/lzPz3vb\nx+v6fN6f90ejlFIIIYQQQogypTV2ACGEEEKIh5EUYUIIIYQQRiBFmBBCCCGEEUgRJoQQQghhBFKE\nCSGEEEIYgRRhQgghhBBGIEVYJbRp0yZ69+6Np6cnXbt2Zc6cOSQlJd33+kJCQvjzzz+LvXxkZCS9\ne/e+788rDT/99BM3btwAYOXKlfj4+BTZJjMzk3nz5uHp6UnPnj2ZPn06KSkppR1ViHKjUaNGdOvW\nDU9PTzp06MCYMWM4e/as/v2lS5eyffv2Qtfx888/6//27vX555+zYsUKADp37szp06dLlC82Npb9\n+/cD2fupESNGlKj9/XrnnXfo2LEjhw8fLrXPuHLlCidPnixRm0aNGhEZGVlKiURpkCKsklm8eDFB\nQUF88sknBAUFERAQQHp6OqNHj77vde7YsaNERZijoyOBgYH3/XmlYfPmzVy/fh0AjUZTrDZff/01\n58+fJzAwkO+++447d+7w0UcflWZMIcqdrVu3EhQURHBwMH369GHcuHH64mDy5Mm8/PLLhbbftGmT\n/m8vJ6UUQ4YMYeLEifed7dixY/oirHnz5nzyySf3va6S2LNnD1u3bqVdu3al9hn79u3jxIkTpbb+\nsiTTkRbMxNgBhOEkJCTw2WefsWvXLhwcHACoWrUqM2fO5MiRIyilSE1NZfr06Vy4cIH09HS6devG\ntGnTANi7dy9r1qwhMzMTExMTfHx8CA0NJSAggAMHDhAXF0ePHj149913iYmJIT09nR49evD222/n\nyvHPP//QrVs3/vjjD3bu3MnBgwextrbm5MmT6HQ6VqxYQf369XO1OX78OEuXLuXxxx9n//79VK9e\nndmzZ7No0SKuXLnCoEGDmDBhAgBbtmzhyy+/JCsri7p16/LBBx9Qs2ZNvL29cXZ25uzZs1y9ehU3\nNzfWrFnDunXrOH78OFeuXOGdd94BICUlhQkTJvDHH39gb2/PypUrsbe3z5Xpr7/+omXLlpiamgLw\n1FNPcejQIcP/4ISoIDw9Pbl16xYffvgh27dvx9vbmzp16jB27Fg+++wzvvjiCwAsLS1ZsGABu3fv\nzvW3d/nyZSIjI7lw4QLPP/88t27dIjIykg8++ACAI0eO4OvrS0JCAn369OGtt97i+PHjzJgxg//7\nv/8D0D9ftmwZvr6+ZGVlcfv2bQYOHKhfLi0tjXnz5vHLL7+g1Wrp0KEDU6dORavV0rlzZ0aPHs2O\nHTu4ceMGvXv31u8Dc7p+/TozZswgPDwcU1NTRowYQZ8+fRg6dChZWVmMGDGC999/nw4dOuRqt2DB\nAn744QdMTEwYOHAgI0aMICsri7lz53LkyBEyMjJ44oknmD9/PiYmJvzyyy/4+fmRlpaGUoqJEydi\nbm7ORx99hKmpKYmJiUyYMIGpU6dy+fJlMjIyaNOmDbNmzcLEJO8/4QEBAQQEBJCUlMSoUaMYNGgQ\nzz77LBs2bKBx48ZA9hHII0eOsHr1an27hQsXkp6erj9LcOvWLdq3b8/BgweJiYlh9uzZREdHY2Zm\nxoIFC2jatCkAq1evJiAggMzMTOrXr8/ixYuxtrZm5cqVREVF6X/Wr7/++gP+9lVSSlQaBw8eVN26\ndSt0mY8//li98cYbSimlbt68qVq3bq1OnTqllFKqTZs26vr160oppX799Ve1YMECpZRSr776qgoI\nCFBKKeXn56dWrlyplFIqLS1NTZ06VUVFReX6jLCwMNW4cWOllFJff/21atGihfr999+VUkrNmTNH\n+fj45Ml17Ngx1bRpU/XLL78opZTq37+/eumll1Rqaqr666+/VJMmTVRaWpo6c+aM6tChg4qNjVVK\nKTV37lz1/vvvK6WUmjZtmurZs6e6efOmysjIUC+++KIKDAxUSinVqVMn/XauWLEi17aOHj1arVmz\nJk+m/fv3qz59+qibN2+q1NRUNXr0aPX5558X2r9CVCYNGzZUERERuV6LiYlRjz32mEpNTVXe3t5q\n7dq1KikpST355JMqOTlZKaXUDz/8oD7++GOlVN6/vfbt26v4+HillFIrV67U7w86deqkxo8fr7Ky\nslRsbKx66qmn1Pnz59WxY8dU165d9Z+f83nO9jlfX79+vRo9erTKzMxUqampqn///urbb7/Vf847\n77yjsrKyVGRkpGrSpEmebVRKqTfeeEOtX79eKaVUeHi4atWqlQoPDy+wX5RSateuXeqVV15RGRkZ\n6tatW6pjx44qJCRE7d27Vz3//PMqIyNDpaWlqZ49e+rz9OvXT504cUIppdQ///yjpkyZopRS+r5V\nSqnPPvtMeXt7K6WUyszMVHPnzlXnz5/P9+c1d+5cpZRSoaGhqnnz5io2NlbNnTtXLVmyRL/ciBEj\n1HfffZer7e+//67at2+vf/7dd9+pkSNHqqysLNWtWze1Y8cOpZRSp06dUu3bt1eZmZkqJCREtWnT\nRiUlJamsrCw1fPhw/b703p+1yJ+cjqxEEhISsLW1LXSZESNGsGbNGgCqVatGgwYNCAsLA8DW1pZt\n27YRHh5O8+bN8fb2ztPezs6On3/+mVOnTqHT6Vi0aFGeI0j3cnd3138Da9y4cb6nJu7mefLJJwGo\nX78+Tz31FObm5tSvX5/MzEzi4uI4ePAgnp6e1KxZE4D+/fvnGpfRsWNHqlWrhk6n49FHHy3ws9q0\naYOTkxMAjz32WL5jVjp16kSjRo1o164dbdq00X/bFuJhZmVlRVZWFsnJyfrXzM3N0Wg0/O9//yMm\nJoYuXboUOD6rRYsW1KhRA8h7mqpXr15oNBpq1qzJk08+ydmzZwsdPqCUyvdU18GDBxk4cCBarRZz\nc3N69+6daz9x93McHByws7MjIiIiV/v09HSOHj3K4MGDAXB2dqZ169YcO3as0L45dOgQnp6e6HQ6\nrKys2Lt3L82aNcPT05MdO3ag0+kwMzOjadOm/PPPP0D2PvWbb77h8uXLuLi48OGHH+baPsjeN589\ne5bDhw+TkZGBj48PjRo1yjfDiy++CEC9evWoV68ev//+O7179yYoKAjIPgvw22+/0blz51ztGjdu\njKWlJadOnQJg//799OzZk9DQUOLi4njppZcAaNmyJTVr1uT06dM0a9aMAwcOYGlpiUajoUWLFvp/\nTyD3z1rkT4qwSsTGxqbIQZlXr15l0qRJdO/enR49enDu3Dn9H/ratWuJjo7mpZdeom/fvvmOR3j9\n9dfp3Lkzc+bMoV27dqxcubLIXNbW1vrHWq2WrKysfJeztLTUP9bpdFhYWADZY7i0Wi2ZmZnEx8fn\nWl+1atWIjY3VL2dlZZVrHcX9rPyW27JlC7GxsZw8eZKTJ0/i5ubGggULitxeISqzf/75BxMTE/3f\noVIKExMTNm/ezOnTp/H09GTIkCH89ddf+bavVq1ageu+++UKsvcbiYmJ95UxPj4+1+fk3E/cXfdd\nd/ctOSUkJKCUyrU/uXcd+UlISMj1uVWqVAEgLi6O6dOn6/e7+/fv1+9z5s+fT9WqVRk+fDjdu3fn\n+++/z7NeT09PXn/9dZYvX87TTz+Nr68vd+7cyTdDzj60srLi1q1bPP7442RlZXH+/HmOHDnC008/\nrc+W0/PPP09QUBBZWVkcP36crl27kpiYyO3bt+nRo4f+v7i4OBISErh9+zbz58/H09MTT09Ptm3b\nlqsoLuxnLbJJEVaJtGjRgtjYWP74449cr6enp+Pv709qaiq+vr40bNiQoKAg9u7dm+vbVO3atVmw\nYAHHjh1j2LBhTJkyJc9n6HQ63nzzTQICAti+fTsBAQEcOXKk1LftLjs7OxISEvTPExISsLOzK9E6\nijsw/8iRI3Tt2hVzc3N0Oh3du3fn+PHjJfosISqb77//ntatW+vHSt712GOPsXz5co4dO8YzzzzD\nrFmz8rS992/v3uf3/m3XqFEjT5FUnMIsv/1EUUfsc7KxsUGr1eb6rPj4+CL3NTVq1CAuLk7/PCYm\nhqSkJPz9/TEzM2P37t3s3bs31zgyW1tbfHx8CA4OZubMmXh7e+uvws7ZP4MGDeKrr77iu+++4/ff\nf+fbb7/NN0PO7U5MTKR69epAdoH1/fff8+OPP9KzZ8982/bu3Zt9+/Zx6tQpmjRpgpWVFQ4ODvqj\nenf/O3ToEM899xyffvop165d45tvviEoKEjOFNwHKcIqkWrVqjFy5EimTZvG33//DcDt27eZOXMm\nFy5coEqVKsTFxdGoUSM0Gg2HDx/m2rVrJCcnExcXxxtvvKGfyqJ58+Zotdm/HncHhwL6Qf6QXbTZ\n2dkVu6h5UBqNhg4dOrBv3z79jmb79u107NgRyHtqI+fznNtQ2HI51a1bl0OHDun/ATh48CCPPvqo\nQbZFiIpGKUVQUBBbtmxh8uTJud7766+/mDRpEunp6ZiYmNCkSZN89x/5/e3lfG3Pnj0opYiJieH0\n6dM88cQT2NvbEx0dTVxcHJmZmbmuvM657pw6duzIjh07yMrKIiUlhYCAgDwD6AtjYmLCM888o59+\n4++//+bUqVM8/fTThbbr0qULu3fv5s6dO6SkpDBkyBAuXrxIXFwcDRo0wNTUlAsXLnD69GmSk5NJ\nT09n6NChREdHA9mnBM3MzNBqtZiYmHDz5k0A1qxZw9dffw1kX33u6upa4H539+7dAISGhvL333/T\nrFkzILvA+vHHHzlx4kSBfVGnTh3s7OxYtWoVzz//PAAuLi7UqlVLf4QuLi6OKVOmcPv2beLi4qhX\nrx5Vq1YlPDycQ4cO5TpNLYomV0dWMl5eXlSvXp2xY8eSmZmJVqvlueeeY86cOQCMHTuWBQsWsGbN\nGp577jnGjx/PihUraNy4Me3bt6d///7odDpMTU2ZN28eAM899xyLFy/mn3/+4ZVXXmHmzJnMnTsX\npRSdO3embdu2eXLc3UFoNJpcO4t7n+fXprD3mjdvzqhRoxgyZAhZWVk0btyY2bNnF/hZd3Xv3p23\n336bSZMmFTvTuHHjmDNnDj169ECj0VC3bl18fX0LzChEZTR06FB0Oh23bt2iQYMGfPTRRzRp0kT/\nvkaj4dFHH8XV1ZVevXphamqKlZUVM2fOBEr2t9e8eXP69+9PXFwcr7/+Ou7u7gC89NJL9OnTB2dn\nZ1588UX9lDnt2rVj06ZNDBgwgKlTp+rXNXToUMLCwnj++efRaDT06NEDT0/PEm33nDlz8PHx4Ztv\nvtHvDx0dHfW589OzZ0/+/PNPunfvjpmZGf3798fDw4Phw4fj7e3Nzp07adWqFd7e3rz//vt4eHgw\nYMAA/ZWDWq0WHx8fqlSpQqdOnZgyZQrXr1/n3XffZfr06WzYsEE/9uru2K97ubq60qdPHxITE/Hx\n8dGfEqxfvz4ajQYPDw/MzMwK3O5evXrh7+/P2rVr9du6dOlSZs2axbJly9BqtQwfPpyqVavy8ssv\nM3HiRDw9PWnYsCHe3t5MmDCBLVu2FLqvF//RqIIOA+SQmppKr169GD9+PK6urvj7+2NiYoKFhQWL\nFi3Kdd43OTmZadOmkZiYyJ07d/Dy8uKZZ54p1Y0QQghDCwgI4JNPPkGn0zFp0qQSHUkRojwaOXIk\nw4YN49lnny1wme+++44ffvgBf3//Mkz28CrW6ci1a9diY2MDgJ+fH/Pnz2fLli14eHjkmS35m2++\noV69emzZsoUVK1boj6YIIURFER8fz+rVq9m2bRvr16/nxx9/NHYkIR7IsWPHuH79eqEFWFJSEh99\n9BFDhw4tw2QPtyKLsNDQUC5fvqz/FmhnZ0d8fDyQPQAw55UYkD3I8O54nZs3b+Z5XwghyrujR4/y\n9NNPY2Fhgb29vZyGFhXaO++8w6xZs1i4cGGBy/z444/6W921bNmyDNM93Io8HTlmzBhmzpzJzp07\ncXFx4fHHH2fo0KFYW1tTo0YNvvjiC/0AzLtGjRrFtWvXSExMZMOGDfqBgUIIURFs2LCBy5cvk5CQ\nQGJiIl5eXvmOfRRCiAdR6MD8Xbt20apVK5ydnfVXsfj6+rJq1So8PDxYuHAh27ZtY8iQIfo23377\nLU5OTmzYsIELFy4wY8YM/ve//xUaIiMjExMTnWG2SAghHpBSioSEBFavXk14eDjDhg3jwIEDhS4v\ng5CFyC00NJQ3ZnyFmWXhk4gX153kWDbOHai/YKMyKLQICw4OJiwsjH379hEREYGZmRmJiYl4eHgA\n2VemBAYG5irCzpw5ox+I36hRIyIiIorcQcXHpxhiW8qEvb010dG3jB2jSJLTsCpKTqg4We3trYte\nyEjs7Ozw8PBAq9VSu3ZtLC0tiYuLK3B4hUajqTB9LjkNp6LkBONkjY9PxszSlirVHA26zvLQ54ba\nfxU6Jszf358dO3bw5ZdfMmDAAMaNG0etWrUIDQ0FICQkhDp16uRqU6dOHX799VcAwsPDsbCwkG+I\nQogKpV27dhw7dgylFPHx8aSkpMj4ViGEwZVonjCNRsPs2bPx8fHBxMQEGxsb5s+fD8DkyZPx8/Nj\n0KBBvPfeewwdOpSMjAwZ0CqEqHAcHR3p3r27fgbwGTNmGDmREKIyKnYR5uXlpX+8bdu2PO8vXboU\nADMzM5YtW2aAaEIIYTyDBg1i0KBBxo4hhKjE5LZFQgghhBBGIEWYEEIIIYQRSBEmhBBCCGEEUoQJ\nIYQQQhiBFGFCCCGEEEYgRZgQQgghhBFIESaEEEIIYQRShAkhhBBCGIEUYUIIIYQQRiBFmBBCCCGE\nEUgRJoQQQghhBFKECSGEEEIYgRRhQgghhBBGIEWYEEIIIYQRSBEmhBBCCGEEUoQJIYQQQhiBFGFC\nCCGEEEYgRZgQQgghhBFIESaEEEIIYQQmxg4ghBDlzfHjx5k0aRINGjQAoGHDhvj4+Bg5lRCispEi\nTAgh8tG6dWuWL19u7BhCiEpMTkcKIUQ+lFLGjiCEqOSkCBNCiHtoNBpCQ0MZO3YsgwcP5siRI8aO\nJISohOR0pBBC3KNOnTp4eXnRo0cPwsLCGDZsGPv27cPEpOBdpr299X1/3tLVWzh39eZ9t79XWmIE\nW9fORavN+z37QXKWJclpeGWdNTHR0uDrtLGxrFB9XhQpwoQQ4h6Ojo706NEDgNq1a2NnZ0dkZCQu\nLi4FtomOvnXfnxeXmEF01iP33T6PrFSio2/lKcLs7a0fKGdZkZyGZ4ys8fHJpbLO8tDnhioEi12E\npaam0qtXL8aPH4+rqyv+/v6YmJhgYWHBokWLqFatmn7ZHTt28O233+qfnzt3jjNnzhgksBBClLbA\nwECuXbuGl5cXsbGxxMbG4ujoaOxYQohKpthF2Nq1a7GxsQHAz8+PJUuW4Obmxvr169m+fTtvvvmm\nftn+/fvTv39/AE6cOEFQUFCh6/7yyy9wcHDU/2dra5vvYXQhhCgLnTt3ZsqUKbzyyitkZWUxe/bs\nQk9FCiHE/SjWXiU0NJTLly/ToUMHAOzs7IiPj8fNzY2EhATc3d0LbLt69WqWLFlS6PonTBiT67lO\np8POzh5Hx1o4ODjkKND+e+zs7MIjj9QpTnwhhCgRS0tL1q1bZ+wYQohKrlhF2OLFi5k5cyY7d+4E\nYNq0aQwdOhRra2tq1KjB1KlT820XEhKCk5MTtra2ha5/6dKVREVF/vtfFFFRkURGRnDx4p+EhJwt\nsF3btu2YOPFtOnfuikajKc6mCCGEEEKUC0UWYbt27aJVq1Y4OzujlEIpha+vL6tWrcLDw4OFCxey\nbds2hgwZkqftjh076NevX5EhJkwYi4mJLs/rSimSkpKIiIggIiKCGzdu6B+fOnWK//u//+Po0cM0\naNCARx99FCcnJ2rVqpXrP1dXV+rUMewRs4pyZYbkNKyKkhMqVlYhhHhYFVmEBQcHExYWxr59+4iI\niMDMzIzExEQ8PDwAaNeuHYGBgfkWYb/88gszZ84sMkR8fEqh79eoUYsaNWrRqFGLXK+fO/cbq1b5\nExS0h4sXLxbY/qmn2jBx4tt07er5wEfMKsrVMJLTsCpKTqg4WaVQFEI87Ioswvz9/fWPV61ahYuL\nC5s3byY0NBR3d3dCQkLyPdIUGRmJhYVFqQ5mbdq0GevWbfz3iNmtf09jRuY6tfnbb79y4MCPvPrq\nIB57rAkTJrxFnz4vySBbIYQQQhhViSsRjUbD7Nmz8fHxwcTEBBsbG+bPnw/A5MmT8fPzw8zMjJiY\nGOzs7AweuKBM1tbVsLauhrt7gzzv//HH76xc6c+uXV8zbtwo/Pw+YNy4ibzyyqtUrVq1TDIKIYQQ\nQuRUoiLMy8tL/3jbtm153l+6dKn+cZMmTfjoo48eIJrhNG7chLVrP8bb24c1a1awbdtneHtP4cMP\n/Rg9ehwDBryMg4OjHB0TQgghRJl5qKqOOnXcWLhwKVOmeLNhw1o2btzAvHlzmDdvDhqNBltbuzxT\nYTRo8CgvvtgPCwsLY8cXQgghRCXyUBVhdzk4OPD++7OYMOEtPvtsC2fOnNKPIwsL+5s//jiXa/m5\nc2cyatRYhg8fKYOJhRBCCGEQD2URdle1atUZN25CntdTUlL0g/z37/8/Nm78mAUL5rJy5TLGjh3D\n0KEjqVXLyQiJhRBCCFFZPNRFWEEsLCxwc6uLm1tdWrdug5fXW3z66SbWr1/N4sWLWb58OU888SSO\njndn8s89s7+bW12srKyMvRlCCCGEKMekCCsGa+tqeHlNYtSoMQQF7WLx4g85evRwgctbWloxbNhw\nxo71kiNmQgghhMiXFGElYG5uzsiRI3nxxUGkp6cTExOd53ZLERE32Lv3O9auXcknn6xn0KDBjB8/\nkXr16hs7vhBCCCHKESnC7pOpqSlOTs44OTnnec/XdwH/+992Vq1axtatm/n88y307t2HiRPfplmz\nx42QVgghhBDljdbYASojc3NzXn31NQ4fPsnHH39K06bN+fbbnXTp0p5Bg/ry00/BJCUlGTumEJXe\nb7/9xo8//ghk3/1j2LBhnDx50siphBAimxwJK0U6nY4XXuhL7959OHhwPytX+nPgwI8cOJD9j4KF\nhWWuAf0ODg44Otaic+fnePxxDyOnF6LimzdvHgsWLODkyZOEhIQwY8YMfH192bp1q7GjCSGEFGFl\nQaPR0KlTFzp16sLJk7+wffsXhIeH6ceRnTz5C1lZWfrlFyyYS4cOnfDyeotWrZ7C0tLSiOmFqLjM\nzMyoW7cuX331FQMHDqRBgwbodDpjxxJCCECKsDLXqtVTtGr1VK7XMjMziY2NJSoqkqtXr7Bp0waC\ngw8QHHwAyL7a8u5Rspwz+mc//+9Imq2tndx6SYgcUlNT2bNnDz/88APjx48nISGBxMREY8cSQghA\nirByQafT/VtMOdC0aTN69XqB06dP8vnnW/nnn7/1R8yuXj2KUqrA9eS89VLbtq0ZPnwMjz7asAy3\nRIjyZfLkyWzZsoW3334bKysrVq5cyeuvv27sWEIIAUgRVm61bNmKli1b5XotIyNDf8QsKipCX5zl\nnCIjKiqSa9eu8scf59i4cSM9evRi0qTJeHg8YaQtEcJ4Lly4wJo1a/TPJ0yYwIoVK4yYSAgh/iNF\nWAViYmKCo6Mjjo6OQPMCl8vKyuLIkf3MnfsBe/YEsmdPIO3bd2DixMk8+2xHNBpN2YUWwgiOHTvG\nsWPHCAgI4ObNm/ojyBkZGezcuZOJEycWaz2pqan06tWL8ePH07dv39KMLIR4CMkUFZWQVqulb9++\nBAUdYMeOADp06MRPPwUzYMCLdO/ekcDAb8nMzDR2TCFKTb169ahXrx6QfbrfxMQEnU5H1apV8ff3\nL/Z61q5dS40aNeSLixCiVMiRsEpMo9Hw7LMdefbZjvz66xlWrPBn9+5vGTFiKO7u9fHyeosBA17G\nzMzM2FGFMCgHBwdeeOEFWrZsiYuLCxqNhrS0NGJjY3F2zjvBcn5CQ0O5fPkyHTt2LHQsphBC3C85\nEvaQePxxDz75ZAuHD59kyJBh/P33Nd5+24snn2zO0qWL+PbbnRw9epjQ0IvcupUo/+iISmH37t18\n+umn3L59m759+zJx4kSWLVtWrLaLFy9m+vTppZxQCPEwkyNhD5n69Rvg77+KqVOns27darZs2YSf\n3wd5lrOwsMDe3gFnZxcGDHiZAQNextzc3AiJhbh/Bw4cYPv27ezatYtOnToxdepUhg4dWmS7Xbt2\n0apVK5ydnYv9hcTe3vq+c1atanrfbfOj1Wqwt7dGq837PftBcpYlyWl4ZZ01MdHwc1za2FhWqD4v\nihRhDylnZxd8fefz9tvv8PPPh4iKiiQyMjLP1ZbHjx/l6NHDLFw4jzFjvHjtteFYWVWePwBRuZmY\nmKDRaAgODmbYsGEAuSZGLkhwcDBhYWHs27ePiIgIzMzMqFWrFm3bti2wTXT0rfvOeft2+n23zU9W\nliI6+laeIsze3vqBcpYVyWl4xsgaH59cKussD31uqEJQirCHnI1NTXr37lPg+zduXNcfMZszx4dl\nyz5kxIhRDBv2BrVqOeX7TVuI8sLa2ppRo0YRERGBh4cH+/fvL9bvbM7B+6tWrcLV1bXQAkwIIe6H\nFGGiUE5OzsyZM4+33prCpk0fs2HDWpYuXczSpYsxMTHB3t4BR0fHXPe/fOQRN154oY8cMRNGt2TJ\nEo4cOcITTzyBRqPB3NychQsXGjuWEEIAUoSJYrKxqcnkye8yevR4tm3byk8/ZZ/CjI6O4vz5Pzh7\n9kyu5WfNep833hjJqFHjsLOzM1Jq8bCztLTEzc2N0NBQQkNDUUoxYsQI9u7dW+x1eHl5lWJCIcTD\nTIowUSKWlpaMHDmGkSPH6F9TSnHrVqJ+HNmxY0fYsGEt/v4fsm7dagYPHsq4cROpXfsRIyYXD6MP\nPviAw4fKUg+8AAAgAElEQVQPEx0dTZ06dbh27RpvvPGGsWMJIQQgU1QIA9BoNFSrVp369Rvw9NPP\nMHnyu5w69Tvz5y/C1taOTz75iNatW+DlNZo//7xg7LjiIfLbb7+xd+9eHnvsMb7++ms2b95McrLh\nBwsLIcT9KFYRlpqaynPPPcc333zDiRMnGDx4MMOGDWPMmDEkJibmWT4gIIAXX3yRfv36ERwcbPDQ\novyzsLBg5MgxHD9+lpUr11GvnjtffbWN9u2fYtiwVzh16oSxI4qHgE6nAyA9PZ2srCyaNm3K2bNn\njZxKCCGyFet05Nq1a7GxsQHAz8+PJUuW4Obmxvr169m+fTtvvvmmftn4+HhWr17NN998Q3JyMitX\nrqRDhw6lk16Ue6ampgwaNJgBA17m++/3smLFEoKCviMo6DueeeZZ3nvPm4wMLaGhl/T/paWl5hro\n7+hYS//YyckFCwsLY2+WqCDc3d3ZunUrTzzxBMOHD6du3bpyJEwIUW4UWYTdvXXH3ULKzs6O+Ph4\n3NzcSEhIwN3dPdfyR48e5emnn8bCwgILCwt8fX1LJ7moULRaLT16PI+nZ0+OHPmZ5cuXcPDgfnr2\nPFSi9VSpUkU/xuyRR+qUUlpRWfj6+pKYmIi1tTW7d+8mLi6OMWPGFN1QCCHKQJFF2OLFi5k5cyY7\nd+4EYNq0aQwdOhRra2tq1KjB1KlTcy0fHh5OamoqY8eOJTExES8vL5lfR+hpNBratWtPu3btCQk5\ny65dX6HRmOLuXp969erj7l6fqlWrEh0d9e9A/4hcE8geOnSQjRs38OmnG+nbtz8TJrzNY481NvZm\niXIqKiqKoKAgXnvtNV544QX8/f3lZtxCiHKj0CLs3lt3KKXw9fVl1apVeHh4sHDhQrZt28aQIUP0\nbZRSJCQksHr1asLDwxk2bBgHDhwoNISNjQUmJjrDbFEZqCi3TCjvObt0aU+XLu3zfa9uXad8X09P\nT+fLL7/Ez8+PHTu+ZMeOL+nduzf9+/fHyckJJycnatWqRc2aNQ0+kWx578+cKlLW0vTee+/x0ksv\n6Z83aNCA6dOns3HjRiOmEkKIbIUWYfnduiMxMREPDw8A2rVrR2BgYK4izM7ODg8PD7RaLbVr18bS\n0pK4uDhq1qxZ4OfEx6cYaHNKX0W5TUVlztm9+4t07dqbffu+Z/nyJQQGBhIYGJhrmYImkrW3d8w1\nxqxWLSeqVKlSKjmNpaJkLYtCMS0tjZ49e+qf9+rViy+//LLUP1cIIYqj0CLs3lt3uLi4sHnzZkJD\nQ3F3dyckJIQ6dXKPy2nXrh3Tp09n1KhRJCQkkJKSUmgBJsT90Gq1dO/eg27dPDl16gR//PF7rtOW\nkZERBU4km1OVKlV4+eUhjBs3ETe3umW4BaIs3L1vZOvWrcnKyuLQoUNyOlIIUW6UaLJWjUbD7Nmz\n8fHxwcTEBBsbG+bPnw/A5MmT8fPzw9HRke7duzNw4EAAZsyYYfjUQvxLo9HQqtVTtGr1VL7vK6VI\nTLxJdHR0jiLtv5uVHz16hM2bP2Hr1s08+2xHXF0fwcHBIc/VmVZW7vmuv6DPvJtNGNfcuXOZNWsW\nb731FhqNBg8PD+bOnWvsWEIIAZSgCMt5645t27bleX/p0qX6x4MGDWLQoEEPGE2IB6fRaKhevQbV\nq9egfv0Ged7PyMggIOAbVqzw58CBHwtdV7Vq1XNMmZFdqNnbO2JjY0N4eNi/t8a5xOXLl1BK/Xvq\n879i7m5h16jRY7Rq9ZQUaWXAzc2NTz/91NgxhBAiX3LbIvFQMzExoV+/AfTt25+EhHj9EbPIyAj9\nbZiioiKJj48hPPwG0dGRXLp0scD1Va1albp13TE1NSUqKpIzZ06RkZGRZ7knnmjFxIlT6N69h8Ev\nIBBCCFExSBEmBNlHzGxsamJjU5NHH22Y5/2cg93T09OJifnv9GZcXBzOzi64u9enVi2nXEVVVlYW\n8fHx/xZ12cXdnj272bt3N6+99goWFhY5Tn065rqQQKPRcPnyf0fXwsLCqFatWq5l7O0d/m1Xi7Zt\nn6ZmTdsy6zMhhBAPRoowIUrI1NQUJydnnJyci1xWq9Via2uLra0tjRs3AWDQoMH8+ecF1q1bRUjI\nr0RFRXLy5C9kZWUVuB4rK2tq165NUlISf/zxO2fOnM6zjIWFBUOHvs7773tTpUqN+9/ASuDrr7/m\npZde4quvvtKPTxVCiPJGijAhjKBhw0b4+6/SP8/MzCQ2NjbXxQOZmZnUq+dOvXr1cXBw0I8hu3ux\nwd2LC6KiIrly5TJbt25m/fo1bNy4gZ07v6N16zb69Sul9MuZmprqj6IVZ3qOimjt2rXcuXOHTz/9\nFK1Wq79YArKPevbv39+I6YQQIpsUYUKUAzqd7t/B+w5As0KXzXmxQc5TpwMHvkK7dq1ITU1l797d\nHDz4I5cvX9JfMJCcnJRnXdWr18h1sYG9fd4LCRwdS2fy29I0depUgoODSUpK4tSpU3nelyJMCFEe\nSBEmRCUxY8Z0UlNTAVizZoX+9SpVqlC3rjvu7vWpW7cemZmZ+vnUoqOzx6ldvPhXoevW6XT68We5\nCzRH/VWid1+3srIq1e0sju7du9O9e3eCgoLw9PQ0dhwhhMiXFGFCVBKtW7clLS2Vpk0b4+T0yL/3\n43THxcW1yKNYd+7cITo66t97dkbqrwzNeZVoZGQkFy/+SUjI2ULXZWlppS/Ick7ncW8BVxYz5nt4\neDB9+nTOnTunf/7WW2/JBNJCiHJBijAhKomxY70YO9brvm5bZGZmhouLKy4uroUup5QiOTkp14S3\ndx9HR0flKtpOnDhe6MUGOcdplZaZM2fy7LPPMnz4cJRSHD16lPfee49169aV+mcLIURRpAgTQhSb\nRqPBysoaKytr6tWrX+iymZmZxMTEEBUV8e8RtqhcRVtZuH37dq572zZs2JAffyx8Ut677by9vYmL\niyMtLY1x48bRsWPHUkwqhHgYSREmhCgVOp0OR8fscWPGkpqaSmRkpD7DjRs3SE9PL7LdgQMHaN68\nOSNGjOD69esMHz5cijAhhMFJESaEqLTGjRvHSy+9hJ2dHQCxsbHMmzevyHY9e/bUP75+/TpOTk6l\nllEI8fCSIkwIUWl17NiRffv2cfXqVTQaDW5ubiWaG+3ll18mMjJSxpAJIUqFFGFCiEqtatWqPPbY\nY/fVdvv27Vy4cIGpU6cSEBBQ6LIPcrVn1aqm9902P1qtBnt763yvii2Lq1INQXIaXllnTUy0NPg6\nbWwsK1SfF0WKMCGEuMe5c+ewtbXFycmJRo0akZmZSVxcXKFTW5T0itScbt8uepxaSWRlKaKjb+Up\nwu7nylljkJyGZ4ys8fHJpbLO8tDnhioEK84U2EIIUUKFTZFRmJMnT7Jp0yYAYmJiSElJkbnFhBAG\nJ0WYEKJSUkoxdOjQ+2r7yiuvEBsby5AhQxg9ejSzZs0ycDohhJDTkUKISkqj0dCkSROWL1+Oh4cH\npqb/jbtq27ZtoW3Nzc1ZsmRJaUcUQjzkpAgTQlRa58+fB7JPL+ZUVBEmhBBlQYowIUSltXXrViD7\n1KRGozFyGiGEyE3GhAkhKq3z58/Tr18/PD09AVi9ejW//vqrkVMJIUQ2KcKEEJWWr68v8+fPx8HB\nAcieCX/BggVGTiWEENmkCBNCVFomJiY0atRI/7xu3bqYmMgoDCFE+SBFmBCi0jI1NSUsLEz/PDg4\nGKWUERMJIcR/5CuhKFJaWhp79x0AoEfXTpibmxs5kRDF8+677zJu3DiuXLlCy5YtcXFxYdGiRcaO\nJYQQgBRhoghpaWnMWLSBaF1DAI6c2cDcd0dJISYqhEaNGhEYGEhcXBxmZmZYWVkZO5IQQugVqwhL\nTU2lV69ejB8/HldXV/z9/TExMcHCwoJFixZRrVo1/bLHjx9n0qRJNGjQAICGDRvi4+NTOulFqdu7\n7wDRuoZotDoAotSj7N13gD69PEv1c+XomzCEixcvsnLlSi5duoRGo6Fhw4Z4eXlRr149Y0cTQoji\nFWFr167FxsYGAD8/P5YsWYKbmxvr169n+/btvPnmm7mWb926NcuXLzd8WmEw5bnIye/om8+kYfzf\n/kP8fv5PGjd6lBd6ditXmUX5NG3aNAYPHsykSZNQSnH69GmmTp3K119/bexoQghR9MD80NBQLl++\nTIcOHQCws7MjPj4egISEhHxvaisDX8u3u0XOtyE6vg3RMWPRBtLS0vJdtkfXTthn/klWZgZZmRk4\nZP1Fj66dSjVfzqNvGq2OCFWXiTP8+e4Pc66q5mzdc5b3FqwtMLMQd1laWtK/f3/c3d2pX78+AwcO\npEaNGsaOJYQQQDGKsMWLFzN9+nT982nTpuHl5YWnpydnzpyhX79+uZbXaDSEhoYyduxYBg8ezJEj\nRwyfWjyQe4ucKO2j+qNi9zI3N2fuu6Po83gWfR7PKpXxYGlpaezaHcSu3UH5Fla3ov5C4/i0Pm9N\nt9ZcjlEFZhYiKyuLzMxMWrduzffff09SUhLJycn88MMPPPnkk8aOJ4QQQBGnI3ft2kWrVq1wdnZG\nKYVSCl9fX1atWoWHhwcLFy5k27ZtDBkyRN+mTp06eHl50aNHD8LCwhg2bBj79u0rdG4eGxsLTEx0\nhtuqUmZvb23sCMVSUE5r6ypAep7XCt4ua0YNH2DYcP9KTU3Fd9kmrme6A3Di900snvEmJ37/iPCM\n7HE71YnKP1WhmfP/rF279wHQp1dXqlSpUqKsFeXnDhUra2lo3Lhxge/pdDrGjBlThmmEECJ/hRZh\nwcHBhIWFsW/fPiIiIjAzMyMxMREPDw8A2rVrR2BgYK4izNHRkR49egBQu3Zt7OzsiIyMxMXFpcDP\niY9PMcS2lAl7e2uio28ZO0aRCsv5TJu2fH9oA1HqUQAcsv7imTajjLJdPwYf5Hqmu37gf3hGPb7a\n+X/MfGs4e/cdICMjg59TbQm9fATbutk3XY67cpwGrtY806Yt0dG3SExMxH/1BgDeHj8q14Uid907\nzuz7Q/4lOqpXUX7uUHGylmaheOHChVJbtxBCGEqhRZi/v7/+8apVq3BxcWHz5s2Ehobi7u5OSEgI\nderUydUmMDCQa9eu4eXlRWxsLLGxsTg6OpZOenFf7p5i/G9gfvmbcsLc3Jw+vTzZtTuIm1Ufx7Zu\nFjdvnOP2zRs81dCO96eOxdzcnMTERIZPXkC1ep0BGD55AZuWTs9TiBnrKk9hXJGRkQQFBZGUlJRr\nrKqXl5cRUwkhRLYSzZiv0WiYPXs2Pj4+DB06lAsXLjBs2DAAJk+ezJ07d+jcuTPnzp3jlVdeYdy4\nccyePVtuE1IO3S1y+vTyNGoB1qdX12IN/NfqTLFxbUGtRl1p2eJxfWb/1RuwqtOexIg/SIz4A8tH\nntEfFbsfRY1PExXLyJEjuXDhAunp6WRkZOj/L4QQ5UGxq6Oc3xy3bduW5/2lS5cCYGZmxrp16wwQ\nTTwMqlSpUuhRuR5dO3HkTO5Tpz26jtK/n5mZQfzfp7Ct2waA2MvHyHQzy/M5Ra0HZGLaysjGxkZu\n2C2EKLfkEJUwurtH5Qp6r7AirXGjhoRpLfWnGWvWbU3jhnnHGBbnFKycsqx8unTpwrfffkvLli3R\n6f67+MfZ2dmIqYQQIpsUYaLcK6xIy+8Kx4KueixsPaJyunjxIoGBgXnmBgsODjZSIiGE+I8UYaJC\nK85pRmOsS5QPv/76KydOnMDMLO8p6qIsWrSI06dPk5GRwejRo+natWspJBRCPMykCBMVmiGv9KwI\nV42KkmnatCmpqaklLsKOHTvGpUuX2L59OwkJCfTt21eKMCGEwUkRJio8Q55mlFOWlUtERASdO3fG\n3d1dPyZMo9Hw+eefF9ruySefpHnz5gBYW1uTkpKCUgqNRlPqmYUQDw8pwoQQlVZ+M+MXp5DS6XRY\nWFgAsGPHDjp27CgFWDmXnn6H69fDDbi+7LuKmJqaFrhMYqIl8fHJxV6ns7MLpqYlPzUuKi8pwgSQ\nPT3Df6fhOslpOFEpZGVlPVD7H374ga+//pqNGzcWueyD3AGgatWC/6G/H1qtBnt7a7TavFNBVpRb\nWpU0Z2hoKFOWfoeZpa1BPj8p+hJmFjYGW9+d5Fg2zh2Is7O7QdZ3P8r6Z5+YaGnwddrYWFaY3+Hi\nkCJMyPxYotJas2aN/nF6ejqXLl2iZcuWtG3btsi2P/30Ex999BEff/wxVlZWRS7/ILeKun07veiF\nSiArSxEdfStPEVaRbmlV0pzx8cmYWdpSpZph7tCSlhRr0PVBdkZj9b8xfvYlOUpYknWWh99hQxWC\nUoQJmR9LVFpbt27N9Tw2NpYPP/ywyHa3bt1i0aJFfPrpp/nei1QIIQxBijAhxEPD1taWy5cvF7nc\nnj17SEhIYNKkSfrXFi1ahJOTU2nGE0I8ZKQIEzI/lqi0pk6dmut5REREvuOk7jVo0CAGDRpUWrGE\nEAKQIkwg82OJyivn2C+NRoOVlRXPPPOMERMJIcR/pAgTQMWfH0uu7hT56devn7EjCCFEgaQIExWe\nXN0p7tW5c+d8X79z5w6xsbGcP3++jBMJIUReUoSJCk+u7hT32r9/f57X9u3bx5IlS+jfv78REgkh\nRF5ShAkhKrUrV67wwQcfYGpqyoYNG6hdu7axIwkhBCBFmKgE5OpOkZ/k5GTWrFlDcHAwU6dOpUOH\nDsaOJIQQuUgRJspczkH0A/t1Y9fu/wPuf0C9XN0p7hUYGMjq1avp168fO3fuxMxM7tcnhCh/pAgT\npereqxaBXIPoPwvwwbL2M2h1pg80oL6iX90pDGvq1Km4ubnx008/8dNPP+V6T6PRsGXLFiMlE0KI\n/0gRJkpNflctPtXMLdcgeqs6HbkVeZ7qzs1kQL0wmB9++AGNRoNSythRhBCiQFKEiVKT31WLv5//\nDWhu3GCi0nN1dTV2BCGEKFLR9+8QwoAaN3oU+8w/ycrMICszg6RrB7G0q09WZsa/A+o7GTuiEEII\nUSbkSJgoNfldtfhCz1G80JP/BubP+YCvdv4fkCUD6oUQQjxUpAgTpaawqxbvjvuqXt1axoAJIYR4\nKBWrCEtNTaVXr16MHz8eV1dX/P39MTExwcLCgkWLFlGtWrVC2/Tt29fgwUXFIFctCiGEEPkr1piw\ntWvXYmNjA4Cfnx/z589ny5YteHh4sH379gLb1KhRA41GY7i0QgghhBCVRJFFWGhoKJcvX9bPNm1n\nZ0d8fDwACQkJ1KxZs8A2HTt2lEvEhRBCCCHyUWQRtnjxYqZPn65/Pm3aNLy8vPD09OTMmTP069ev\nyDZCCCGEECK3QseE7dq1i1atWuHs7IxSCqUUvr6+rFq1Cg8PDxYuXMi2bdsYMmRIgW2Kw8bGAhMT\n3YNtSRmyt7c2doRikZyGVdY5U1JSuHjxIlevXqVatWrUqlWLWrVqFes0f0XpUyGEeJgVWoQFBwcT\nFhbGvn37iIiIwMzMjMTERDw8PABo164dgYGBuYqw/NrUqlWLtm3bFvg58fEpBtqc0mdvb0109C1j\nxyiS5DSs0sqZkZFBWNjfXL58idDQS1y6dPHf0/mXCA//J9825ubmODg44uDggL29I46OtXBwcPj3\nNUcaNqyLqakVDg6O5XrKDykUhRAPu0KLMH9/f/3jVatW4eLiwubNmwkNDcXd3Z2QkBDq1KlTaBtX\nV9dCCzAhKjulFFFRUfpCK/u/i4SGXuLq1Sukp6fnaePs7EL79h1wd6/PI4+4kZycRFRUFFFREURF\nRRIVFUVIyK/5ts2pSZNmjB8/kT59XsLERGakKYkLFy7g5eXF8OHDc33RFEIIQynRXlmj0TB79mx8\nfHwwMTHBxsaG+fPnAzB58mQWLFhQrr95C1GaUlJSuHTpL32hdenSxX8Lr1Bu3UrMs3z16jVo1qw5\n7u4NcHevj7t7ferVq0+9eu5YWloW+XlKKeLj4/4tziL1xVlSUjxXr4Zx48Z1jh07wrhxo/Dz+4Au\nXbri4JD3yJmdnT1mZmal0SUV1u3bt1m4cCHPPPOMsaMIISqxYhdhXl5e+sfbtm3L8/7SpUsLbSNE\nZbdnTyDjxo3K9Zq5uTl169ajXr0O1K/fgHr13HF3b0D9+g2oWbPmA03hotFoqFnTlpo1bWnU6DH9\n6zlPnV67dpU1a1bwxRdb2bTp4wLX1bRpc8aPn8iLL/aTI2aAmZkZ69ev56OPPjJ2FCFEJSZ7WyEM\npEWLlrzxxqh/i63sI1uurrXR6Yx30UmdOm4sXLgUH5/ZhIWFERn53+nM7P9HcOPGDX755Rhjx47E\nz+8Dunbt/u/RMsc8R8yMuS1lSafTPTTbagzp6Xe4fj28wPcTEy2Jj08u0ToLGkNZmRXVjzkVt0+d\nnV0wNZUj42VFijAhDKR+/Qb4+S0xdox8WVtXo3HjJjRu3CTf969evcLq1SvYvv0zPv54fb7LaLVa\nmjZtzrhxE3jhhb5yxOweD3KhQdWqpgZMAlqtBnt7a7TavLMQlYcLIkJDQ5my9DvMLG0Nts6k6EtY\n2dc32PpKg42NpUH739D9eCc5lo1zB+Ls7G6Q9SUmFj2soqQM3YfGJntRIQRubnVZvNgfH59Z/P33\nNf3RspxHzm7cuM6pUycYM2YEfn4f4OX1FoMGDZZxoP96kKtnb98u/AKLksrKUkRH38pThJWXq5Hj\n45Mxs7SlSjVHg60zLSnWYOsqLfHxyQbt/9LoR0NmLOnRzOKuszz8DhuqEJQiTAihl32xQI0C379y\n5bL+iNk770xi8eIFjBnjxWuvDcfKqvJ8O71L7vghhChNxbp3pBBCANStW48PP1zGqVPnGD9+EklJ\nScyZ40PLlk3w8/uA2NjyfzSiOM6ePUvv3r3Ztm0b69ato3fv3ty8edPYsYQQlYwcCRNClJijYy1m\nzZrLpEmT2bhxAxs2rGXp0kWsWrUMV9fa+sH8jo6O+se2trZERUXpp+7Yu/c7Y29GgVq0aEFgYKCx\nYwghKjkpwoQQ961GDRsmT36X0aPH88UXW/jqq+1cvx7OlSuX5VSeEEIUQYowIcQDs7S0ZNSosYwa\nNRbIvh1TbGwsUVGRREdHEhkZSXR0NPb29vrJaYUQ4mEnRZgQwuBMTExwdMw+HSmEECJ/MjBfCCGE\nEMIIpAgTQgghhDACKcKEEEIIIYxAijAhhBBCCCOQIkwIIYQQwgikCBNCCCGEMAIpwoQQQgghjECK\nMCGEEEIII5AiTAghhBDCCKQIE0IIIYQwAinChBBCCCGMQIowIYQQQggjkCJMCCGEEMIIpAgTQggh\nhDACKcKEEEIIIYxAijAhhBBCCCMwKc5Cqamp9OrVi/Hjx+Pq6oq/vz8mJiZYWFiwaNEiqlWrpl/2\n9u3beHt7ExcXR1paGuPGjaNjx46llV8IIUrF/PnzCQkJAeD999+nWbNmRk4khKhsinUkbO3atdjY\n2ADg5+fH/Pnz2bJlCx4eHmzfvj3XsgcOHKB58+Zs3bqVZcuWsWDBAsOnFkKIUvTLL7/w999/s337\ndubNm8e8efOMHUkIUQkVeSQsNDSUy5cv06FDBwDs7OyIj4/Hzc2NhIQE3N3dcy3fs2dP/ePr16/j\n5ORk4MhCCFG6jh07xnPPPQeAu7s7N2/eJDk5GUtLSyMnE0JUJkUWYYsXL2bmzJns3LkTgGnTpjF0\n6FCsra2pUaMGU6dOzbfdyy+/TGRkJOvWrTNsYiGEKGUxMTE0adJE/7xmzZpER0eXWhGmMlIwS44z\n2PruJF/n2rWraLWaXK8nJloSH59ssM+5X+Hh/3AnOdag60y/HY9GU/RyxlrfneRYwsP/MdwKMXw/\nGjpjaeSrbDRKKVXQm7t27SImJoaRI0eycuVKXFxcCAgIYNKkSXh4eLBw4UJcXV0ZMmRIvu0vXLjA\nu+++S0BAQKltgBBCGNrMmTPp0KEDXbp0AWDw4MEsWLCAOnXqGDmZEKIyKfRIWHBwMGFhYezbt4+I\niAjMzMxITEzEw8MDgHbt2hEYGJirCDt37hy2trY4OTnRqFEjMjMziYuLo2bNmqW7JUIIYSAODg7E\nxMTon0dFRWFvb2/EREKIyqjQgfn+/v7s2LGDL7/8kgEDBjBu3Dhq1apFaGgoACEhIXm+GZ48eZJN\nmzYB2Yf0U1JSpAATQlQo7dq14/vvvwfg999/x9HREQsLCyOnEkJUNoWejsxp1apVuLq6UqdOHRYt\nWoSJiQk2NjbMnz8fKysrJk+ejJ+fH0op3nvvPSIiIkhNTWXChAkyRYUQosJZsmQJJ06cQKfTMXPm\nTBo2bGjsSEKISqbYRZgQQgghhDAcmTFfCCGEEMIIpAgTQgghhDACKcKEEEIIIYygWPeONIT09HS8\nvb25ceMGOp2O+fPnU7t27XyXnTx5Mubm5ixYsKBE7coq56pVq/j5559RStGxY0fGjh3Lzp07WbFi\nhX7Zdu3aMWbMmFLL+SBZy2Of7tmzh02bNqHVamnTpg1vv/12mffp/eYsj/2ZkJDAlClTsLS0ZMWK\nFQDl9nc0v6xl3acFuXDhAl5eXgwfPpwhQ4YQGhrKzJkz0Wq1uLm5MXv2bM6fP8/ChQv1bUJDQ1m9\nejVXrlxh+fLlPPLII0Dp9ndxcup0Ovz9/fnll19QSvHcc88xcuTIMu/rB8lalr/Dxc25fft2duzY\ngampKcOHD6dbt25l2qcPkrMs+3PRokWcPn2ajIwMRo8eTdOmTXn33XfJysrC3t6eRYsWYWZmRkBA\nAFu2bEGr1TJw4ED69+9f5r+jD5K1xH2qysjOnTuVr6+vUkqpn3/+Wb311lv5Lvfzzz+r/v37K29v\n7xK1K6ucYWFhauLEiUoppTIzM1W3bt1UZGSk2rlzp1q4cGGpZjNk1vLUpykpKapTp04qKSlJKaXU\ngAED1KVLl8q8Tx8kZ3nqT6WUevvtt9X69evVhAkTcrUrb7+jShWctSz7ND8pKSnq9ddfV7NmzVKf\nfSptuY4AAAyMSURBVPaZUkqpMWPGqEOHDimllFq5cqUKDAzM1SYxMVG9+uqrSqmy6+/i5vzzzz/V\noEGDlFJKZWVlqR49eqjo6Ogy7WtDZC1PfRoTE6O6deum0tLSVFpamho4cKBKTU0tsz41RM6y6M+j\nR4+qUaNGKaWUio+PVx06dFDe3t4qKChIKaXU0qVL1RdffKGSk5NV9+7d1a1bt1Rqaqrq1auXSkhI\nKNPfUUNkLUmfltnpyJz3Ymvbti2nT5/Os8ydO3dYt24dY8eOLVG7sszp6urK8uXLgexv8FqtFmtr\na5RSqDK+0PR+slpZWZW7Pq1atSoBAQH6W8LUqFGD+Ph4gDLt0/vNWd76E+CDDz6gRYsWeV4vb7+j\nkH/Wsu7T/JiZmbF+/Xrs7Oz0r/399980b94cgKeffprDhw/navPxxx/z2muvAZTZPqG4OatXr86d\nO3e4c+cOt2/fRqfTUaVKlTLt6/vNqtVqqVKlSrnp03bt2nH48GHCw8OpW7cuZmZmmJmZ0bBhQ379\n9dcy69MHzQlls0948sknWbZsGQDW1tbcvn2bEydO0LlzZwA6derE0aNHCQkJoVmzZlhZWWFubo6H\nhwenT58u09/RB80KJevTMivCYmJi9JO2arVaNBoNGRkZuZZZv349r776KlZWViVqV9Y5Ifsfjt69\nezNu3DiqVq2KRqPhxIkTjBw5ktdff53z58+XWsYHyWphYVEu+/Tuz/zPP/8kPDwcDw8PlFJl2qcl\nzXn9+nVatGhRLvvTwsIi3x1BefwdzS9rWfdpfnQ6HWZmZrlea9CgAQcOHADg6NGjuWbVT01N5fDh\nw/p/LMpqn1DcnI6OjvTo0YPOnTvTpUsXBg8ejJWVVZn29f1mHTJkCFZWVuWmT48cOUJMTAx16tTh\nr7/+Ij4+nuTkZH799VdiYmKIiYnBxsYGKN0+fdCcUDb7BJ1Op5/seMeOHXTo0IGUlBRMTU2B7Huz\nRkVF5fpdBLC1tSU6OrrM+tMQWaFkfVoqY8L+97//sWPHjlyv3a2677p3p3v16lX++usvJkyYwPHj\nxwtc1pBV+/3kvMvHx4eJEycydOhQPDw8ePzxx6n5/+3dWUxU5xvH8S9BO9YFERuJBWyFilsQpNYB\nNWK9EJVC4kIJy0BE3KK1VM0Y1AomY6FgQ+SQgAtpjRJDDK1iIlRp69JoBHHJ6A3RRNQYRhTbQEsY\nHOZ/QZh0YKx/llksz+eOOecwz/nlZOblnJf38fIiIiKC27dvo9VqOXv2rEvW2nNfV8n04cOH7Nix\ng++++w53d3dCQkIYP368XTIdjDoPHDjAsGHDeu3rKnn25MrXqC32ynQgtFotmZmZVFRUEBQUZFVX\ndXW11cLU9s67r3U+fvyY8+fP88svv9DR0UF8fDyRkZGAc7PuS62ulunYsWPZvn07mzZtwsfHB19f\nX5vHOjLTvtTp6Dyrq6v58ccfKSkpYcmSJZbXX5dPX18fTP2tta+Z2mUQFhsbS2xsrNVrGRkZNDU1\nMXXqVDo6OjCbzZYvMOjqU9nQ0EBcXBytra00Nzdz9OhRqx5uto5zdJ2NjY00NTURFBSEh4cHoaGh\n6PV6li1bhr+/PwAhISG8fPkSs9mMm5uby9Xqapl217plyxby8vKYNm0aAP7+/nbLdDDrdMU8gV45\n2TPPwa7VnpkOxPvvv8+RI0cAqKio4I8//rBsu3jxIgkJCZaf7Z13X+vU6/UEBwejUqlQqVQEBgZS\nX1/v9Kz7UmtYWJhLZQoQFRVFVFQUAKmpqfj4+Dg10/+3Tl9fX4deo1euXOHQoUOUlJQwevRoRo4c\nidFo5J133sFgMDBhwoRePVsNBgMhISEOz7O/tc6ePbvPmTrsceT8+fOpqqoC4LfffiMsLMxqe0pK\nChUVFZSVlZGZmcmiRYtIS0t743GOrvPFixfs27cPk8mEyWTi3r17TJ48maNHj3Lq1CkA7t+/j5eX\nl90/GPpbq6tlCrB7926ysrKYPn265TVHZ9rfOl0xT+j9F5srXqOvq9XRmf6bf9amKAqXL18Gur7g\nuueJAOj1esvAHByf95vq/OCDD7h79y5ms5mOjg7q6+vx8/NzStb9qdXX19dlMj1z5gyLFy/GZDKR\nnJyM0Wjk8ePHNDQ0EBQU5PBM+1PnzJkzOXLkiEPybGlpITc3l0OHDuHh4QF0zf/rzuj8+fMsXLiQ\n4OBg9Ho9LS0t/PXXX9y8eZM5c+Y4NM+B1Prxxx/3+Rp1WNuizs5Odu/eTUNDAyqVipycHLy9vTl8\n+DBz5861mphbU1PDTz/9RHZ29muPc2adhw8fprq6ms7OTj799FM2b96MwWBgx44dmM1mOjs7ycjI\nICgoyG51DqRWV8t07NixrFixwiqv1NRUZsyY4dBM+1tnRESES+U5a9YsYmJiaGtr488//2TixIns\n3LmTKVOmuNw1+rpa582b59BMbbl9+zZff/01L168wN3dHU9PT/bv349Op+PVq1eo1Wp27txp2b97\nEnQ3R30m9KVORVEsNS5fvpzk5GSHfh4MtFZXzLS0tJTy8nJMJhMZGRmEhYU5LNOB1umoPMvKyigs\nLOTDDz8Euu585+TksGfPHtrb2/Hx8SE7Oxt3d3d+/vlnSkpKcHNzQ6PR8Nlnnzn0Gh1orX3NVHpH\nCiGEEEI4gayYL4QQQgjhBDIIE0IIIYRwAhmECSGEEEI4gQzChBBCCCGcQAZhQgwh169fZ968eVy8\neNHm9nPnzhEbG0tcXBz5+flW254/f84nn3xCbW0tABqNhtWrV6PRaNBoNNy7d++179vS0sKmTZvQ\naDSWJsNCCDHUOX/1QyGEQzx69Ijjx48zZ84cm9vb2to4cOAAZ8+eZdSoUXz++efExMQQEBAAQG5u\nLpMmTbI6Jicnh48++uiN7/3DDz8QGhrKunXruHTpEoqiWPqzCSHEUCWDMCGGCG9vbxRFYdeuXTa3\n22pQ3r3a9rVr1xgzZgyBgYFWx9ha4SY/P5+6ujpMJhNJSUlERUWxfv16y4KF48aNs1ppXgghhip5\nHCnEEKFSqd64GnbPRuohISEYjUaKior46quveu1fUFBAUlISe/fupb29nRs3bvD06VNOnDjBsWPH\nKCoqwmg0olKpLI2Gjx07RnR09OCfoBBCvGXkTpgQ/0G2mmlv3bqV+fPnv/HYno3Ui4qKiI+PtwzQ\nuu9+paSkMHXqVPz8/MjKyqK0tBSTycSdO3fQaDSWfZ89e2ZpGJyXl8eIESNYtWrVYJ6uEIMqPj6e\n9PR01Go1AGvXriU6Opqqqira2tr4+++/2bZtG+Hh4Tx48IC9e/cyfPhwWltbSU9PZ8GCBSiKwpMn\nT3j69Clardbu3SnE20lWzBdiiMnIyGDp0qVERET02tbY2EhaWhp5eXmW/pjx8fF0dnYCXfPKvLy8\nKCgosMwVA7h06RKVlZVMmzYNo9HI+vXre/3ugwcPYjAY+Oabb+x0ZkIMjtOnT3P16lVyc3Npbm4m\nNjYWf39/0tLSUKvVNDU1ERcXx4ULF6irq8NsNqNWq7l16xY6nY7y8nIURaGmpobjx487+3SEC5PH\nkUIMMWaz2eZcLrDdoPzkyZOUlZVRVlbGokWLyMrKIiAgAI1Gw/PnzwGora0lMDCQ4OBgfv31V8xm\nM+3t7eh0OgBu3LiBXq9n//799j9BIQZo2bJlXL9+ndbWVqqqqoiJiaG2thZFUdBoNGzbto3hw4fT\n3NzMe++9x/fff09iYiLZ2dlW8x2Dg4OdeBbibSCPI4UYIi5cuEBBQQEGg4GamhoURaG8vNyqQXld\nXR0HDx60HLNmzRoWL15s8/clJCSwbt06Ro8ezYQJE/jiiy9QqVSo1Wri4uIwm80kJiYCXQO5xsZG\nkpOTga5J/4qi2P+khegHlUpFZGQk586do7KykuzsbEpLSyksLMTT09NqX61WS3R0NCtXrqS+vp6N\nGzcCXY2fhw2Tr1jx7+RxpBBCCNHDgwcP+PLLL/H29qakpISNGzeycOFCEhISaG5upri4mF27dhET\nE4NOp2PWrFnk5+dTXl7O77//jqIomEwm0tPTnX0qwoXJ40ghhBCih4CAAN59913LP5Hs2bOH6upq\nEhMT2bBhA+Hh4QCkpqai1WpJTU0lNDQUT09Pvv32W9zc3N7438hCyJ0wIYQQoocnT56wYcMGKioq\ncHd3d3Y54j9KHlgLIYQQ/1BcXExlZSU6nU4GYMKu5E6YEEIIIYQTyJwwIYQQQggnkEGYEEIIIYQT\nyCBMCCGEEMIJZBAmhBBCCOEEMggTQgghhHCC/wFz1D6zPX6OVQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHOlwAQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEHbwPw/WMO5ZjE0MAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCCCG8QAZhQgghhBBe8DcXx7zgOkdbQQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAADjCAYAAADNEsOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nC1SEiYiIiHjBv6ZgnsWfMVkNAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grouped = data_JDF.groupby('Month')\n", "for m in grouped.groups.keys():\n", " fig = monthly_data_distribution(m, data_JDF)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Summary\n", "\n", "* In this analysis, our deep (150m-300m) SJdF water is average 0.259 psu fresher than the observations.\n", "* The observations span 1976-2014.\n", "* There are fewer casts in the winter months (<=6 in Jan-March)\n", "* A seasonal trend of high salinity in the summer months and low salinity in the winter months is present in both the observations and boundary conditions. But, the deep salinity in the boundary condition is generally too low. \n", "* This analysis is more comprehensive than the previous analysis. I have tried to exclude averaging the model at depths that fall below the bathymetry.\n", "* Could use this to modify BCs month by month" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }