{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MonthlySVD\n", "This code shows as simple way to:\n", "- Read in a .nc file using xarray\n", "- Generate montly anomalies from climatology of monthly means\n", "- detrend data by grid cell\n", "- calculate singular value decomposition by grid cell, dim = month * year\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import cf_units as cf\n", "import numpy as np\n", "import pandas as pd\n", "import esmlab\n", "from ctsm_py import utils\n", "import SVD_tools as svd\n", "import segment as sg\n", "import scipy # Try scipy to detrend\n", "from scipy import signal\n", "from scipy.stats import spearmanr\n", "import warnings\n", "\n", "# some resources for plotting\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as colors\n", "import matplotlib.lines as mlines\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# supress Runtime warnings that let you know when code isn't too efficiently\n", "import warnings\n", "warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", "\n", "# TODO, turn warmings back on with code below? \n", "#warnings.resetwarnings()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ---- Read in data ----" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/glade/collections/cdg/timeseries-cmip6/b.e21.BHIST.f09_g17.CMIP6-historical.001/lnd/proc/tseries/month_1/b.e21.BHIST.f09_g17.CMIP6-historical.001.clm2.h0.TBOT.185001-201412.nc\n" ] } ], "source": [ "variables = ['GPP','TBOT','SOILLIQ'] #TWS not available for CESM1 / CLM4\n", "\n", "# --- CESM2 hist (1 ensemble member) ---\n", "model = 'CESM2_hist1'\n", "pattern = '/glade/collections/cdg/timeseries-cmip6/b.e21.BHIST.f09_g17.CMIP6-historical.001/' \\\n", " 'lnd/proc/tseries/month_1/b.e21.BHIST.f09_g17.CMIP6-historical.001.clm2.h0.{var}.185001-201412.nc'\n", "\n", "# --- CESM1-LENS hist (1 ensemble member) ---\n", "#model = 'CESM1_LENS1'\n", "#pattern = '/glade/collections/cdg/data/cesmLE/CESM-CAM5-BGC-LE/lnd/proc/tseries/monthly/' \\\n", "# '{var}/b.e11.B20TRC5CNBDRD.f09_g16.001.clm2.h0.{var}.185001-200512.nc'\n", "\n", "# --- CLM5 w/ GSWP3 ---\n", "#model = 'CLM5_GSWP3'\n", "#pattern = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/'\\\n", "# 'lnd/proc/tseries/month_1/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.{var}.185001-201412.nc'\n", "\n", "# --- CLM45 w/ GSWP3 ---\n", "#model ='CLM45_GSWP3'\n", "#pattern = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM4.5/clm45_r270_1deg_GSWP3V1_hist/'\\\n", "# 'lnd/proc/tseries/month_1/clm45_r270_1deg_GSWP3V1_hist.clm2.h0.{var}.185001-201412.nc'\n", "\n", "# --- CLM40 w/ GSWP3 ---\n", "# NO TWS output!!\n", "#model ='CLM4_GSWP3'\n", "#pattern = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM4/clm40_r270_1deg_GSWP3v1_CMIP6_hist/'\\\n", "# 'lnd/proc/tseries/month_1/clm40_r270_1deg_GSWP3v1_CMIP6_hist.clm2.h0.{var}.185001-201412.nc'\n", "\n", "# --- Danica's no crop run ---\n", "#model = 'CLM5_GSWP3_noCrop'\n", "#pattern = '/glade/p/cesm/lmwg_dev/dll/CLM5GSWP3_NoCrop/SingleVarTimeFiles/'\\\n", "# 'clm50_r267_1deg_GSWP3V1_iso_hist_nocrop_transientfix.clm2.h0.{var}.185001-201012.nc'\n", "\n", "file = [pattern.format(var=var) for var in variables]\n", "print(file[1])\n", "\n", "# would be nice to just do this in a loop...\n", "var = variables #redundant, but 'var' is used more later on...\n", "ds0 = utils.time_set_mid(xr.open_dataset(file[0], decode_times=True), 'time')\n", "ds1 = utils.time_set_mid(xr.open_dataset(file[1], decode_times=True), 'time')\n", "ds2 = utils.time_set_mid(xr.open_dataset(file[2], decode_times=True), 'time')\n", "if variables[2] == 'SOILLIQ':\n", " dim_lev = ds2[var[2]].dims[1]\n", " ds2 = ds2.sum(dim=dim_lev)\n", " \n", "ds = xr.merge([ds0, ds1],compat='override')\n", "ds[var[2]] = ds2[var[2]]\n", "ds['TBOT'] = ds.TBOT - 273.15\n", "area = ds.area\n", "landfrac = ds.landfrac" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# JH suggestions, trouble shooting to see if this is why loop below fails...\n", "# reading data this way gets rid of chunk sizes\n", "\n", "# utils.time_set_mid corrects dates, to get Jan of first year\n", "# combine needed for newer xarray versions\n", "# ds = utils.time_set_mid(xr.open_mfdataset(files, combine='by_coords', decode_times=True), 'time') " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "years = 25\n", "months = years * 12\n", "tlat = 60 #60 #-5 #46 #-3\n", "tlon = 240 #240 #300 #262 #280\n", "ds_test = ds.sel(lat=tlat, lon=tlon, method='nearest') #select a single grid point to work with first\n", "ds_last = ds_test.isel(time=slice(-months,None))\n", "dataset = ds_last.get(var)\n", "ds_ann = dataset.apply(utils.weighted_annual_mean)\n", "plt.plot(ds_last.time['time'], ds_last.get(var[2]), '-' )\n", "plt.plot(ds_ann.time['time'], ds_ann.get(var[2]), '-' );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate climatology and anomalies" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# esmlab anomaly function needs time_bounds in the dataset!\n", "# test to see of climatology and anomaly functions see to work appropriately?\n", "# resample monthly data to seasonal\n", "ds_clim = esmlab.core.climatology(ds_last,freq='mon', time_coord_name='time')\n", "ds_anom = esmlab.core.anomaly(ds_last, clim_freq='mon', time_coord_name='time')\n", "ds_detrend = ds_anom.get(var).map(signal.detrend) # still need to use get so detrend works\n", "ds_detrend_season = ds_detrend.resample(time=\"QS-DEC\").mean()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# now look at seasonal\n", "plt.figure(figsize=[16,5])\n", "for i in range(3):\n", " plt.subplot(1, 3, (1+i))\n", " plt.plot(ds_last.time['time.month'], ds_last.get(var[i]), 'o' )\n", " plt.plot(ds_clim.time['time.month'], ds_clim.get(var[i]), '-', lw=3 )\n", " plt.plot(ds_anom.time['time.month'], ds_anom.get(var[i]), 'o' )\n", " plt.plot(ds_anom.time['time.month'], ds_detrend.get(var[i]), '*' )\n", " plt.axhline(0, color='black', lw=1);\n", " plt.ylabel(var[i]+\", \"+model+\" lat= \"+str(tlat))\n", " plt.xlabel('month')\n", " if i == 1:\n", " plt.legend(labels=('raw','clim','anom','detrend_anom'),frameon = False)\n", "plt.subplots_adjust(wspace=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Seaonal GPP anomalies seem to show a similar pattern to TWS in CLM4.5 \n", "#### Stonger temperature sensitivity w/ CLM5?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,4))\n", "ax1 = fig.add_subplot(1,1,1)\n", "\n", "color = 'tab:green'\n", "ax1.set_xlabel('time')\n", "ax1.set_ylabel(var[0]+\" \"+model, color=color)\n", "ax1.plot(ds_detrend_season.time, ds_detrend_season.get(var[0]), '-', color=color)\n", "ax1.tick_params(axis='y', labelcolor=color)\n", "\n", "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", "color = 'tab:red'\n", "ax2.set_ylabel(var[1], color=color) # we already handled the x-label with ax1\n", "ax2.plot(ds_detrend_season.time, ds_detrend_season.get(var[1]), '--', color=color)\n", "ax2.tick_params(axis='y', labelcolor=color)\n", "\n", "ax3 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", "color = 'tab:blue'\n", "ax3.set_ylabel(var[2], color=color) # we already handled the x-label with ax1\n", "ax3.plot(ds_detrend_season.time, ds_detrend_season.get(var[2]), '-', color=color)\n", "ax3.tick_params(axis='y', labelcolor=color)\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ### Do we need to detrend data?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(ds_anom.time['time'], ds_anom.get(var[0]), '-',c='green' )\n", "plt.plot(ds_anom.time['time'], ds_detrend.get(var[0]), '-' ,c='red')\n", "plt.ylabel(var[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Start singular vector decomposition\n", "#### This is from Gretchen's CLM_SVD code " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# orig. mon x year\n", "iavmatrix =np.zeros([3, 12, years])\n", "for i in range(len(var)):\n", " for iyr in range(years):\n", " iavmatrix[i, 0:12, iyr]=ds_detrend.get(var[i])[iyr*12:(iyr+1)*12] #reshape timeseries vector into a matrix (year x month) \n", "\n", "plt.figure(figsize=[16,5])\n", "for i in range(3):\n", " plt.subplot(1, 3, (1+i))\n", " plt.ylabel(var[i]+' detrended anomalies, all years')\n", " plt.plot(iavmatrix[i,:,:]);\n", " \n", "plt.subplots_adjust(wspace=0.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now try using SVD_tools.py\n", "This code was provided by Gretchen Keppel-Aleks & initially developed by Zach Butterfield\n", "\n", "Further modified by W. Wieder to accept matrix when years > 12 (nmonths)\n", "- Decompose function accepts a month * year matrix and calculates vectors (dimensions = years,months) and weights (years,years) \n", "- Redistribution function takes vectors, weights, and matrix to calculate theta (years), & varfrac (years)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(25, 12)\n", "(25, 25)\n" ] } ], "source": [ "#assign the 2-D matrix (month x year) to decompose\n", "#Call the function to calculate the singular vectors and their annual weights\n", "vectors, weights=svd.decompose(iavmatrix[0,:,:]) \n", "theta ,varfrac =svd.calc_redistribution(vectors , weights , iavmatrix[0,:,:])\n", "print(vectors.shape) #(nyears , nmonths)\n", "print(weights.shape)\n", "#print(ds_detrend_season) #(101 time slices, needs to be reshaped to nyears*season)\n", "\n", "# ----- run all stats on hydrologic year in SH ----- \n", "mm2plot=ds_clim.get(var[0])\n", "idx = [6,7,8,9,10,11,0,1,2,3,4,5]\n", "\n", "if tlat < 0:\n", " mm2plot = mm2plot[idx]\n", " for i in range(2): # just focus on first two vectors\n", " vectors[i,:] = vectors[i,:][idx]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spearmans correlation SV1 vectors ~ Climatology: 0.133\n", "Spearmans correlation SV2 vectors ~ Climatology: 0.762\n", "weighted correlation SV1 vectors ~ Climatology: -0.241\n", "weighted correlation SV2 vectors ~ Climatology: 0.944\n" ] } ], "source": [ "# also try spearman's rank correlation\n", "s = np.zeros(years)\n", "for i in range(years):\n", " s[i] = spearmanr(mm2plot,vectors[i,:])[0]\n", "print('Spearmans correlation SV1 vectors ~ Climatology: %.3f' % s[0])\n", "print('Spearmans correlation SV2 vectors ~ Climatology: %.3f' % s[1])\n", "\n", "# also try weighting correlation based on monthly contribution to annual flux\n", "wgt = mm2plot/mm2plot.sum()\n", "def cov(x, y, w):\n", " \"\"\"Weighted Covariance\"\"\"\n", " return np.sum(w * (x - np.average(x, weights=w)) * (y - np.average(y, weights=w))) / np.sum(w)\n", "\n", "def corr(x, y, w):\n", " \"\"\"Weighted Correlation\"\"\"\n", " return cov(x, y, w) / np.sqrt(cov(x, x, w) * cov(y, y, w))\n", "\n", "r = np.zeros(years)\n", "for i in range(years):\n", " r[i] = corr(mm2plot.values,vectors[i,:], wgt.values)\n", " \n", "print('weighted correlation SV1 vectors ~ Climatology: %.3f' % r[0])\n", "print('weighted correlation SV2 vectors ~ Climatology: %.3f' % r[1])\n", "## for our generic tropical plot, SV1 = early shift & SV2 = amplification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Can correlations between climatology and Vectors tell us someting about the nature of relationships?\n", "#### In this example SV? shows higher correlation with climatology of GPP" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[False True True False False False True False False True True True\n", " False False False False False False False False False False False False\n", " False]\n", "[False False True False True True True True False True True True\n", " False False False False False False False False False False False False\n", " False]\n" ] } ], "source": [ "## add logicals to flip vectors and weights if:\n", "# 1a) amplificaiton vector and correlation with climatology < 0\n", "# 2) phase shift vector and minVector comes before maxVector\n", "# 1b) amplificaiton vector and sum(vectors)<0 [this corrects issues in the tropics]\n", "\n", "flip_corr = s<0 # here using spearmans\n", "\n", "min_vector = np.argmin(vectors, axis=1)\n", "max_vector = np.argmax(vectors, axis=1)\n", "flip_vector = min_vector < max_vector\n", "print(flip_vector)\n", "\n", "# only flip corr where amplificaiton, vector where phase\n", "if np.absolute(s[0])" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot First and Second Singular Vectors\n", "# TODO This is a pretty complicated plotting method that could likely be improved & made into a function\n", "# That said, the it makes nice, clear plots... we'll keep it for now\n", "\n", "fig = plt.figure(4,figsize=(3,4.5))\n", "ax1 = fig.add_subplot(111)\n", "month = np.arange(12)\n", "barwidth = 0.2\n", "ymax=np.max(vectors)\n", "vectors2plot=vectors*7000 #This is a totally arbitrary scale factor, \n", "# decided by me, to make figures look good!\n", "ax1.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))-0.05,'darkgray',linewidth=3)\n", "ax1.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))+0.35,'darkgray',linewidth=3)\n", "ax1.plot(np.array(month)+2*barwidth,vectors2plot[0,:]*0.75+0.35,'r-',linewidth=3)\n", "ax1.plot(np.array(month)+2*barwidth,vectors2plot[1,:]*0.75-0.05,'b-',linewidth=3)\n", "ax1.axhline(-0.05,color='black')\n", "ax1.axhline(0.35,color='black')\n", "ax1.set_xticks(np.array(month)+2*barwidth)\n", "ax1.set_xticklabels(['Jan','','','Apr','','','Jul','','','Oct','',''])\n", "ax1.set_yticks([-0.05,0.35])\n", "ax1.set_yticklabels(['SV2','SV1'])\n", "ax1.set_ylim([-0.2,0.65])\n", "ax1.text(0.5,.50,str(int(varfrac[0]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%theta[0])+\n", " \"\\n\"+str('rank cor %.2f' % s[0]))\n", "ax1.text(0.5,.10,str(int(varfrac[1]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%theta[1])+\n", " \"\\n\"+str('rank cor %.2f' % s[1]))\n", "\n", "ax1.title.set_text(model +' '+var[0])\n", "ax1.text(4,-0.29,'Month')\n", "plt.tight_layout()\n", "plt.savefig('SVD_'+model+'_ex_'+var[0]+'.eps') ;\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How do weights from SV correlate with seasonal climate anomalies?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# TODO, there must be a better way to reshape data, but I can't get group by to work\n", "season_group = ds_detrend_season.groupby('time.month')\n", "\n", "#reshape timeseries vector into a matrix (season x year)\n", "# Omits the last year, which only has data for Dec\n", "group_0 =np.zeros([4, years])\n", "group_1 =np.zeros([4, years])\n", "group_2 =np.zeros([4, years])\n", "\n", "# Reshape timeseries vector into a matrix (season x year) \n", "# this could also be done with np.reshape...\n", "for iyr in range(years):\n", " group_0[0:4,iyr]=ds_detrend_season.get(var[0])[(iyr*4):(iyr*4)+4] \n", " group_1[0:4,iyr]=ds_detrend_season.get(var[1])[(iyr*4):(iyr*4)+4] \n", " group_2[0:4,iyr]=ds_detrend_season.get(var[2])[(iyr*4):(iyr*4)+4] \n", "\n", "# Plot seasonal anomalies by year\n", "plt.plot(group_0[0,], '-',color='green')#DJF\n", "plt.plot(group_0[1,], '-',color='red' ) #MAM\n", "plt.plot(group_0[2,], '-',color='blue' ) #JJA\n", "plt.plot(group_0[3,], '-',color='black' ); #SON" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "correlation of sv weights & with seasonal anomalies\n", " -------- SV1 -----------\n", "GPP weights SV ~ GPP DJF anom. : 0.075\n", "GPP weights SV ~ TBOT DJF anom. : 0.719\n", "GPP weights SV ~ SOILLIQ DJF anom. : 0.176\n", "--\n", "GPP weights SV ~ GPP MAM anom. : 0.990\n", "GPP weights SV ~ TBOT MAM anom. : 0.846\n", "GPP weights SV ~ SOILLIQ MAM anom. : 0.754\n", "--\n", "GPP weights SV ~ GPP JJA anom. : 0.119\n", "GPP weights SV ~ TBOT JJA anom. : 0.276\n", "GPP weights SV ~ SOILLIQ JJA anom. : 0.165\n", "--\n", "GPP weights SV ~ GPP SON anom. : -0.272\n", "GPP weights SV ~ TBOT SON anom. : 0.023\n", "GPP weights SV ~ SOILLIQ SON anom. : 0.169\n", "--\n", " -------- SV2 -----------\n", "GPP weights SV ~ GPP DJF anom. : -0.178\n", "GPP weights SV ~ TBOT DJF anom. : -0.096\n", "GPP weights SV ~ SOILLIQ DJF anom. : -0.266\n", "--\n", "GPP weights SV ~ GPP MAM anom. : -0.010\n", "GPP weights SV ~ TBOT MAM anom. : -0.068\n", "GPP weights SV ~ SOILLIQ MAM anom. : -0.203\n", "--\n", "GPP weights SV ~ GPP JJA anom. : 0.911\n", "GPP weights SV ~ TBOT JJA anom. : 0.398\n", "GPP weights SV ~ SOILLIQ JJA anom. : -0.351\n", "--\n", "GPP weights SV ~ GPP SON anom. : 0.315\n", "GPP weights SV ~ TBOT SON anom. : 0.052\n", "GPP weights SV ~ SOILLIQ SON anom. : -0.440\n", "--\n" ] } ], "source": [ "# --- Correlations with climate anomalies ---\n", "print('correlation of sv weights & with seasonal anomalies')\n", "quarter = (['DJF','MAM','JJA','SON']) # can coords be a string?\n", "\n", "# Here using weights that were flipped like the vectors\n", "for h in range(2):# vectors\n", " print(\" -------- SV\"+str(h+1)+\" -----------\")\n", " for i in range(4):# season\n", " r0 = corr(weights[h,:],group_0[i,:],np.ones(years))\n", " r1 = corr(weights[h,:],group_1[i,:],np.ones(years))\n", " r2 = corr(weights[h,:],group_2[i,:],np.ones(years))\n", " print(var[0]+' weights SV ~ '+var[0]+' '+quarter[i]+' anom. : %.3f' % r0)\n", " print(var[0]+' weights SV ~ '+var[1]+' '+quarter[i]+' anom. : %.3f' % r1)\n", " print(var[0]+' weights SV ~ '+var[2]+' '+quarter[i]+' anom. : %.3f' % r2)\n", " print('--')\n", " \n", "# once we arrange the vectors correctly\n", "# phase shift (SV1), + correlated with MAM TBOT anomalies, - correlated with SON TWS\n", "# amplification(SV2), + correlated with JJA TWS anomalies\n", "# this pattern of Phase ~ TBOT & Amp ~ TWS holds for CLM4.5 too" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# in the NH gridcell, \n", "# weights for SV1 of GPP = the inverse as MAM GPP anomalies \n", "# weights for SV2 of GPP = the inverse as JJA GPP anomalies\n", "# in SH\n", "# SV1 weights - corr w/ GPP & TWS in JJA and SON\n", "# SV2 weights + corr w/ GPP in MAM, not climate \n", "\n", "s2y = 3600 * 24 * 365\n", "if tlat>=0:\n", " plt.plot(group_0[1,:]*s2y,(weights[0,:]), '*', color='red' )\n", " plt.plot(group_0[2,:]*s2y,(weights[1,:]), '*', color='blue' )\n", " plt.legend(loc='upper right',labels=('SV1 weights ~ MAM '+var[0]+' anomalies',\n", " 'SV2 weights ~ JJA '+var[0]+' anomalies'))\n", "else:\n", " plt.plot(group_0[3,:]*s2y,(weights[0,:]), '*', color='red' )\n", " plt.plot(group_0[1,:]*s2y,(weights[1,:]), '*', color='blue' )\n", " plt.legend(loc='upper right',labels=('SV1 weights ~ SON '+var[0]+' anomalies',\n", " 'SV2 weights ~ MAM '+var[0]+' anomalies'))\n", "\n", "plt.xlabel(var[0]+\" seasonal anomalies (gC/m2/y)\")\n", "plt.ylabel(var[0]+\" SV weights\");" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# let's reverse weights for clarity (vectors are reversed above)\n", "fig = plt.figure(figsize=(8,4))\n", "ax1 = fig.add_subplot(1,1,1)\n", "color = 'red'\n", "if tlat>=0:\n", " x = group_1[1,:] #MAM TBOT\n", " xlab = 'MAM '+var[1]+' anomalies'\n", "else:\n", " x = group_2[3,:] #SON TWS\n", " xlab = 'SON '+var[2]+' anomalies'\n", "\n", "y = weights[0,:] #SV1\n", "ax1.set_ylabel(var[0]+' SV weights')\n", "ax1.set_xlabel(xlab)\n", "ax1.plot(x, y,'*', color=color)\n", "ax1.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 1))(np.unique(x)), color=color)\n", "red_line = mlines.Line2D([], [], color='red', marker='*',label='SV1 weights ~ '+xlab)\n", "ax1.legend(handles=[red_line], loc='lower right')\n", "\n", "ax2 = ax1.twiny() # instantiate a second axes that shares the same x-axis\n", "color = 'blue'\n", "if tlat>=0:\n", " x = group_2[2,:] #JJA TWS\n", " xlab = 'JJA '+var[2]+' anomalies'\n", "else:\n", " x = group_2[1,:] #MAM TWS\n", " xlab = 'MAM '+var[2]+' anomalies'\n", "\n", "y = weights[1,:] #SV2\n", "ax2.set_xlabel(xlab)\n", "ax2.plot(x, y,'*', color=color)\n", "ax2.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 1))(np.unique(x)), color=color)\n", "ax2.tick_params(axis='x')\n", "blue_line = mlines.Line2D([], [], color='blue', marker='*',label='SV2 weights ~ '+xlab)\n", "ax2.legend(handles=[blue_line], loc='upper left')\n", "fig.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### End of example code \n", "\n", "# ------ Global SVD ------\n", "* Calculate climatology & anomalies, then\n", "* Detrend data & reshape for SVD & finally\n", "* Identify amplification vs. early onset vectors\n", "\n", "#### TODO, in the global code we'll need to: \n", "* Determine how SV weights correspond with GPP anomalies (+ or -)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Use esmlab to calculate climatology & anomalies\n", "# TODO, refer to variables by name (e.g. anom_gpp) to improve readability\n", "# Will leave this for now to have a more generalizable code\n", "ds2 = ds.isel(time=slice(-months,None)) # Select last N years of data\n", "ds_clim = esmlab.core.climatology(ds2,freq='mon') # Calculate climatology\n", "ds_anom = esmlab.core.anomaly(ds2, clim_freq='mon', time_coord_name='time') #not sure how to use slice_mon_clim_time\n", "ds_anom = ds_anom.where(ds_anom.get(var[0]).max(dim='time')) # mask out regions with no GPP for all variables\n", "ds_climSD = ds2.groupby('time.month').std('time')\n", "ds_clim2 = ds2.groupby('time.month').mean('time')\n", "#ds_climSD = ds_climSD.rename({'month':'time'})\n", "ds_clim2 = ds_clim2.rename({'month':'time'})" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(0.)\n", "Attributes:\n", " long_name: gross primary production\n", " units: gC/m^2/s\n", " cell_methods: time: mean\n" ] } ], "source": [ "# check that esmlab and groupby appraoch give the same results\n", "# first need to rename 'month' & align time\n", "#ds_climSD['time'] = ds_clim.time\n", "ds_clim2['time'] = ds_clim.time\n", "ds_clim, ds_clim2 = xr.align(ds_clim, ds_clim2, join='override')\n", "ds_cimDiff = ds_clim.GPP - ds_clim2.GPP\n", "print(ds_cimDiff.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Define wrapper function that includes: \n", "- Detrending, reshaping, SVD & \n", "- Returns a np.array with vectors, weights, theta & varfrac\n", "- We dont' need the SV for TBOT and TWS, but we do need seasonal means of detrended anomalies " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# define function to cacluate svd vectors, weights, etc.\n", "# First we have to detrend the data\n", "def svd_wrap(anom, years=years):\n", " theta = np.full(years, np.nan)\n", " varfrac = np.full(years, np.nan)\n", " if np.isnan(anom)[0] == False:\n", " #detrend results, if needed\n", " detrend = signal.detrend(anom) \n", " \n", " #reshape timeseries vector into a matrix (months x year) \n", " matrix=np.zeros([12, years])\n", " for iyr in range(years):\n", " matrix[0:12, iyr]=detrend[iyr*12:(iyr+1)*12] \n", " \n", " #Call the function to calculate the singular vectors and their annual weights\n", " [vectors, weights]=svd.decompose(matrix) \n", " [theta,varfrac]=svd.calc_redistribution(vectors, weights, matrix)\n", "\n", " return theta, varfrac, vectors, weights" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "## Select a single grid point to work with first\n", "## Make sure wrapper results are the same as above\n", "#[theta_wrap, varfrac_wrap, vectors_wrap, weights_wrap] = svd_wrap(ds_temp.get(var[0]).values, years)\n", "#plt.plot(theta_wrap - theta, '*') ;\n", "#plt.plot(varfrac_wrap - varfrac, '*',c='r') ;\n", "#print ('differences between results look prety small')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Make frunction to Loop through each grid cell & dataset to save output\n", "- Would Dask make this faster?\n", "- how do we also mask non-veg land cells?\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# TODO, this is the time consuming bit of the code.\n", "# JH recommends using map_blocks, once it's developed farther\n", "def calc_svd(da, nyears=years):\n", " dims = dict(zip(da.dims, da.shape))\n", " yx_shape = (dims['lat'], dims['lon'])\n", " # setup output variables\n", " # number of vectors in svd = nyears\n", " theta_shape = yx_shape + (nyears, )\n", " vector_shape = yx_shape + (nyears, 12)\n", " weights_shape = yx_shape + (nyears, nyears)\n", " out = xr.Dataset( coords={\"lat\": da.lat, \"lon\": da.lon, 'sv': range(nyears) } )\n", "\n", " varnames = ['theta', 'varfrac', 'vectors', 'weights']\n", " out['theta'] = xr.DataArray(np.zeros(theta_shape), dims=('lat', 'lon', 'sv'))\n", " out['varfrac'] = xr.DataArray(np.zeros(theta_shape), dims=('lat', 'lon', 'sv'))\n", " out['vectors'] = xr.DataArray(np.zeros(vector_shape), dims=('lat', 'lon', 'sv', 'time'))\n", " out['weights'] = xr.DataArray(np.zeros(weights_shape), dims=('lat', 'lon', 'sv', 'year'))\n", " # For clarity, rename dimensions of weights (dim1 = vector#, dim2 = year)\n", " # vectors (dim1 = vector#, dim2 = month)\n", " for (i, j), mask in np.ndenumerate(da.isel(time=0).isnull()):\n", " if not mask:\n", " return_vals = svd_wrap(da.isel(lat=i, lon=j).data)\n", "\n", " for varname, vals in zip(varnames, return_vals):\n", " out[varname][i, j, ...] = vals\n", "\n", " return out" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "finished svd0, GPP\n", "CPU times: user 2min 2s, sys: 499 ms, total: 2min 2s\n", "Wall time: 2min 2s\n" ] } ], "source": [ "%%time\n", "# TODO, again more descriptive names will make the code easier to read, but for now keeping general \n", "# e.g. svd_gpp = calc_svd(ds_anom['GPP'])\n", "da0 = ds_anom.get(var[0]).transpose('time','lat','lon') \n", "svd0 = calc_svd(da0) \n", "print('finished svd0, '+var[0])\n", "\n", "# JH, When I loaded the data as you suggested in cell #2-3, a bunch of warnings crop up. \n", "# Reading the data less effiently doesn't generate the errors (as curently implimented), \n", "# and also seems to make the loop work more efficiently." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# rearrange output & write out to scratch\n", "def transpose(da_in, var):\n", " out = da_in\n", " out['theta'] = out.theta.transpose('sv','lat','lon')\n", " out['varfrac'] = out.varfrac.transpose('sv','lat','lon')\n", " out['vectors'] = out.vectors.transpose('sv', 'time','lat','lon') \n", " out['weights'] = out.weights.transpose('sv', 'year','lat','lon')\n", " ds_clim['time'] = out.time # get time coords to match\n", " out['climatology'] = ds_clim.get(var)\n", " #out.to_netcdf(path='/glade/scratch/wwieder/svd/'+model+'_svd_'+var+'.nc') \n", " return out\n", "\n", "#this could also be more specific for readability, using 'GPP' instead of var[0]\n", "svd0 = transpose(svd0, var[0]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Reindex over time for sv vectors & climatology for SH to match hydrologic year" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "svdSH = svd0.copy(deep=True)\n", "svdSH = svdSH.reindex(time=idx)\n", "svdSH['time'] = svd0.time\n", "svd0['climatology'] = svd0.climatology.where(svd0.lat>=0, svdSH.climatology)\n", "svd0['vectors'] = svd0.vectors.where(svd0.lat>=0, svdSH.vectors)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "svd0.climatology.sel(lat=-5, lon=295, method='nearest').plot()\n", "svd0.vectors.isel(sv=0).sel(lat=-5, lon=295, method='nearest').plot(color='r')\n", "svd0.vectors.isel(sv=1).sel(lat=-5, lon=295, method='nearest').plot(color='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## --- Correlations between vectors and climatology of GPP ---\n", "Example from http://xarray.pydata.org/en/stable/dask.html" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "import bottleneck\n", "# also try weighting correlation based on monthly contribution to annual flux\n", "# This is code that's likely better suited for a 3rd partly library like esmlab\n", "# TODO, file issue with requst for these kinds of statistical functions to esmlab?\n", "\n", "def covariance_gufunc(x, y):\n", " return ((x - x.mean(axis=-1, keepdims=True))\n", " * (y - y.mean(axis=-1, keepdims=True))).mean(axis=-1)\n", "\n", "def pearson_correlation_gufunc(x, y):\n", " return covariance_gufunc(x, y) / (x.std(axis=-1) * y.std(axis=-1))\n", "\n", "def pearson_correlation(x, y, dim):\n", " return xr.apply_ufunc(\n", " pearson_correlation_gufunc, x, y,\n", " input_core_dims=[[dim], [dim]],\n", " dask='parallelized',\n", " output_dtypes=[float])\n", "\n", "# Weighted coorelation\n", "def covariance_gufunc_wgt(x, y, w):\n", " return ((w * x - (x*w).mean(axis=-1, keepdims=True))\n", " * (y - (y*w).mean(axis=-1, keepdims=True))).mean(axis=-1)\n", "\n", "def pearson_correlation_gufunc_wgt(x, y, w):\n", " return covariance_gufunc_wgt(x, y, w) / np.sqrt(\n", " covariance_gufunc_wgt(x, x, w) * covariance_gufunc_wgt(y,y,w))\n", "\n", "def pearson_correlation_wgt(x, y, w, dim):\n", " return xr.apply_ufunc(\n", " pearson_correlation_gufunc_wgt, x, y, w,\n", " input_core_dims=[[dim], [dim], [dim]],\n", " dask='parallelized',\n", " output_dtypes=[float])\n", "\n", "# rank correlation\n", "def spearman_correlation_gufunc(x, y):\n", " x_ranks = bottleneck.rankdata(x, axis=-1)\n", " y_ranks = bottleneck.rankdata(y, axis=-1)\n", " return pearson_correlation_gufunc(x_ranks, y_ranks)\n", "\n", "def spearman_correlation(x, y, dim):\n", " return xr.apply_ufunc(\n", " spearman_correlation_gufunc, x, y,\n", " input_core_dims=[[dim], [dim]],\n", " dask='parallelized',\n", " output_dtypes=[float])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11])\n", "Coordinates:\n", " * time (time) int64 0 1 2 3 4 5 6 7 8 9 10 11\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pull off climatology of GPP & calculate weights based on annual cycle\n", "print(svd0.time)\n", "GPPwgt = svd0.climatology / svd0.climatology.sum(dim='time') \n", "svd0.climatology.sel(lat=tlat, lon=tlon, method='nearest').plot()\n", "svd0.vectors.isel(sv=0).sel(lat=tlat, lon=tlon, method='nearest').plot()\n", "svd0.vectors.isel(sv=1).sel(lat=tlat, lon=tlon, method='nearest').plot()\n", "#GPPwgt.isel(time=0).plot(robust=True); " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# now calculate the correlations, GPP vectors w/ GPP climatology\n", "# pearson, weighted, and ranked correlations\n", "dims = dict(zip(ds[var[0]].dims, ds[var[0]].shape))\n", "yx_shape = (dims['lat'], dims['lon'])\n", "# setup output variables\n", "\n", "# number of vectors in svd = nyears\n", "corr_shape = (years, ) + yx_shape \n", " \n", "GPP_corr = xr.Dataset( coords={'sv': range(years) , \"lat\": ds.lat, \"lon\": ds.lon} )\n", "GPP_corr['pearson'] = xr.DataArray(np.zeros(corr_shape), dims=('sv','lat', 'lon'))\n", "GPP_corr['weighted'] = xr.DataArray(np.zeros(corr_shape), dims=('sv','lat', 'lon'))\n", "GPP_corr['ranked'] = xr.DataArray(np.zeros(corr_shape), dims=('sv','lat', 'lon'))\n", "\n", "for i in range(years):\n", " temp_vector = svd0.vectors.isel(sv=i)\n", " GPP_corr.pearson[i,...] = pearson_correlation(svd0.climatology, temp_vector, 'time')\n", " GPP_corr.weighted[i,...] = pearson_correlation_wgt(svd0.climatology, temp_vector, GPPwgt,'time')\n", " GPP_corr.ranked[i,...] = spearman_correlation(svd0.climatology, temp_vector, 'time')\n", "\n", "GPP_corr.weighted[0,:,:].plot(robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make plots to visualize results" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Generate a function for making panel plots of maps\n", "def map_function(da, cb=0, cmap=None, ax=None, title=None, vmax=None, vmin=None):\n", " '''a function to make one subplot'''\n", " if ax is None:\n", " ax = plt.gca()\n", " #da.plot(ax=ax) # more custom args\n", " im = ax.pcolormesh(da.lon,da.lat,da.values,\n", " transform=ccrs.PlateCarree(),\n", " vmax=vmax,vmin=vmin,cmap=cmap)\n", " ax.set_title(title)\n", " ax.coastlines()\n", " ax.set_extent([-180,180,-65,80], crs=ccrs.PlateCarree())\n", " # allows for different colrobars on each plot\n", " if cb == 1:\n", " fig.colorbar(im, ax=ax,shrink=0.40, pad=0, fraction = 0.1)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now call the map_function\n", "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(14,6), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " da = svd0.varfrac.isel(sv=index[0])\n", " map_function(da, ax=ax, title='SV'+str(index[0])+' fraction of variance', \n", " vmax=da.max(), vmin=da.min(), cmap='gist_earth_r',cb=1)\n", "\n", "# or to provide a common color bar, set vmax/min so same values and \n", "#fig.colorbar(im,ax=axes.ravel().tolist(), shrink=0.5);\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_'+var[0]+'_sv_Variance.eps')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Mask values to isolate regions with amplificaiton vs. phase shift (early green-up)?\n", "# here using rank correlation, but also could use weighted \n", "mask_shape = (2, ) + yx_shape\n", "sv_mask = xr.Dataset( coords={'sv_type': ['amplification','phase shift'] , \"lat\": ds.lat, \"lon\": ds.lon} )\n", "sv_mask['ranked'] = xr.DataArray(np.zeros(mask_shape), dims=('sv_type','lat', 'lon'))\n", "sv_mask['ranked'][0,...] = xr.ufuncs.fabs(GPP_corr.ranked[0,...]) >= \\\n", " xr.ufuncs.fabs(GPP_corr.ranked[1,...]) \n", "sv_mask['ranked'][1,...] = xr.ufuncs.fabs(GPP_corr.ranked[1,...]) > \\\n", " xr.ufuncs.fabs(GPP_corr.ranked[0,...]) \n", "\n", "sv_mask['weighted'] = xr.DataArray(np.zeros(mask_shape), dims=('sv_type','lat', 'lon'))\n", "sv_mask['weighted'][0,...] = xr.ufuncs.fabs(GPP_corr.weighted[0,...]) >= \\\n", " xr.ufuncs.fabs(GPP_corr.weighted[1,...]) \n", "sv_mask['weighted'][1,...] = xr.ufuncs.fabs(GPP_corr.weighted[1,...]) > \\\n", " xr.ufuncs.fabs(GPP_corr.weighted[0,...]) \n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(14,6), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " da = sv_mask.ranked.isel(sv_type=index[0])\n", " map_function(da, ax=ax, title=sv_mask.sv_type[index[0]].values,\n", " cmap='gist_earth_r')\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_'+var[0]+'_vectors.eps')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Phase shift mainly in agricutrulal regions & temperate decid. forest!" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This selects amplification vectors\n", "flip_corr = 0+(GPP_corr.ranked < 0.)\n", "flip_corr[0,:,:] = flip_corr[0,:,:].where(sv_mask.ranked.isel(sv_type=0), 0) #only reverse amplitude vectors where needed\n", "flip_corr[1,:,:] = flip_corr[1,:,:].where(sv_mask.ranked.isel(sv_type=1), 0)\n", "#flip_corr.isel(sv=0).plot()\n", "\n", "# Still need a better way to think about flipping early phase vectors where needed...\n", "max_vector = svd0.vectors.argmax(dim='time') \n", "min_vector = svd0.vectors.argmin(dim='time') \n", "flip_vector = 0+(min_vector < max_vector)\n", "flip_vector[0,:,:] = flip_vector[0,:,:].where(sv_mask.ranked.isel(sv_type=1),0)\n", "flip_vector[1,:,:] = flip_vector[1,:,:].where(sv_mask.ranked.isel(sv_type=0),0)\n", "\n", "flip_combined = flip_corr + flip_vector \n", "flip_combined.isel(sv=0).plot()\n", "\n", "svd2 = svd0.copy(deep=True) ## create new datasets that don't change the orig. results\n", "for i in range(years):\n", " svd2.vectors[i,...] = svd2.vectors[i,...].where(flip_combined[i,...] <= 0, -1*svd2.vectors[i,...])\n", " svd2.weights[i,...] = svd2.weights[i,...].where(flip_combined[i,...] <= 0, -1*svd2.weights[i,...])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# add one more logical if if amplication vectors and mean vectors < 0 fip vectors & weights [maybe again...]\n", "flip_amp = svd2.vectors.mean(dim='time') < 0.\n", "flip_amp[0,:,:] = flip_amp[0,:,:].where(sv_mask.ranked.isel(sv_type=0),0)\n", "flip_amp[1,:,:] = flip_amp[1,:,:].where(sv_mask.ranked.isel(sv_type=1),0)\n", "flip_amp.isel(sv=0).plot(robust=True)\n", "for i in range(years):\n", " svd2.vectors[i,...] = svd2.vectors[i,...].where(flip_amp[i,...] <= 0, -1*svd2.vectors[i,...])\n", " svd2.weights[i,...] = svd2.weights[i,...].where(flip_amp[i,...] <= 0, -1*svd2.weights[i,...])\n", "\n", "# Now repeat the correlation between vectors and climatology \n", "for i in range(years):\n", " temp_vector = svd2.vectors.isel(sv=i)\n", " GPP_corr.pearson[i,...] = pearson_correlation(svd0.climatology, temp_vector, 'time')\n", " GPP_corr.weighted[i,...] = pearson_correlation_wgt(svd0.climatology, temp_vector, GPPwgt,'time')\n", " GPP_corr.ranked[i,...] = spearman_correlation(svd0.climatology, temp_vector, 'time')\n", "\n", "#GPP_corr.weighted[0,:,:].plot(robust=True);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### This seems to work for amplitude vectors & early phase vectors in SH and NH\n", "#### Requires reindexing time vectors for SH climatology & vectors to reflect hydrologic cycle" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Plot First and Second Singular Vectors\n", "# Made this long plotting routine into a function\n", "\n", "def monthly_plots(ds_all, ds0, ds1, a, b, nA,nB,multi = 0.5e4 ):\n", " \n", " fig = plt.figure(4,figsize=(6,4.5))\n", " barwidth = 0.2\n", " month = np.arange(12)\n", " multi = multi #This is a totally arbitrary scale factor, decided by me, to make figures look good!\n", " ymax=np.max(ds0.vectors.values)\n", "\n", " # --- GPP, SVD 1 & 2 for regions in phase with GPP \n", " vectors2plot=ds0.vectors*multi \n", " mm2plot = ds_all.climatology\n", " ax1 = fig.add_subplot(1,2,1)\n", "\n", " if b >= 0:\n", " ax1.set_xticklabels(['Jan','','','Apr','','','Jul','','','Oct','',''])\n", " else:\n", " ax1.set_xticklabels(['Jul','','','Oct','','','Jan','','','Apr','',''])\n", "\n", " ax1.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))-0.05,'darkgray',linewidth=3)\n", " ax1.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))+0.35,'darkgray',linewidth=3)\n", "\n", " ax1.plot(np.array(month)+2*barwidth,vectors2plot[0,:]*0.75+0.35,'b-',linewidth=3)\n", " ax1.plot(np.array(month)+2*barwidth,vectors2plot[1,:]*0.75-0.05,'r-',linewidth=3)\n", " ax1.axhline(-0.05,color='black')\n", " ax1.axhline(0.35,color='black')\n", " ax1.set_xticks(np.array(month)+2*barwidth)\n", " ax1.set_yticks([-0.05,0.35])\n", " ax1.set_yticklabels(['SV2','SV1'])\n", " ax1.set_ylim([-0.2,0.65])\n", "\n", " ax1.text(0.5,.52,str(int(ds0.varfrac[0]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%ds0.theta[0])+\n", " \"\\nn=\"+str(nA))\n", " ax1.text(0.5,.15,str(int(ds0.varfrac[1]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%ds0.theta[1]))\n", " ax1.title.set_text(var[0]+\" \"+str(a)+\"-\"+str(b)+\", amplification\")\n", " ax1.text(4,-0.29,'Month')\n", "\n", " # ----- Make second panel, where SV1 = phase shift ----\n", " vectors2plot=ds1.vectors*multi \n", " ax2 = fig.add_subplot(1,2,2)\n", "\n", " if b >= 0:\n", " ax2.set_xticklabels(['Jan','','','Apr','','','Jul','','','Oct','',''])\n", " else:\n", " ax2.set_xticklabels(['Jul','','','Oct','','','Jan','','','Apr','',''])\n", "\n", " ax2.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))-0.05,'darkgray',linewidth=3)#,alpha=0.3)\n", " ax2.plot(np.array(month)+2*barwidth,mm2plot/(4*max(mm2plot))+0.35,'darkgray',linewidth=3)#,alpha=0.3)\n", "\n", " ax2.plot(np.array(month)+2*barwidth,vectors2plot[0,:]*0.75+0.35,'b-',linewidth=3)\n", " ax2.plot(np.array(month)+2*barwidth,vectors2plot[1,:]*0.75-0.05,'r-',linewidth=3)\n", " ax2.axhline(-0.05,color='black')\n", " ax2.axhline(0.35,color='black')\n", " ax2.set_xticks(np.array(month)+2*barwidth)\n", " ax2.set_yticks([-0.05,0.35])\n", " ax2.set_yticklabels(['SV2','SV1'])\n", " ax2.set_ylim([-0.2,0.65])\n", "\n", " ax2.text(0.5,.52,str(int(ds1.varfrac[0]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%ds1.theta[0])+\n", " \"\\nn=\"+str(nB))\n", " ax2.text(0.5,.15,str(int(ds1.varfrac[1]*100))+\"%\\n$\\Theta$=\"+str('%.2f'%ds1.theta[1]))\n", " ax2.title.set_text(var[0]+\" \"+str(a)+\"-\"+str(b)+\", early phase\")\n", " ax2.text(4,-0.29,'Month')\n", " \n", " plt.savefig('/glade/scratch/wwieder/svd/'+model+'_SV_'+var[0]+'_lat_'+str(a)+'-'+str(b)+'.eps') ;\n", " ax1.remove()\n", " ax2.remove()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate mean annual cycle and mean SV1 and SV2 for different regions\n", "# TODO, JH, How do I save plots for each lat band invidually?\n", "# It would be nice to put these all in one figure & or visualize plots here\n", "\n", "#a = [50, 20,-20,-50] # Min lat, -20 to 10 for Amazon\n", "#b = [80, 50, 20, -20] # Max lat\n", "a = [50, 20, 0,-20,-50] # Min lat, -20 to 10 for Amazon\n", "b = [80, 50, 20, 0, -20] # Max lat\n", "c = 0 # min lon, 280-310 for the Amazon\n", "d = 360 # max lon \n", "\n", "for i in range(len(a)):\n", " svd_plot = svd2\n", " mean_svd_plot = svd_plot.sel(lat=slice(a[i],b[i]), lon=slice(c,d)).mean(('lat','lon'))\n", " # -- Amplitude vector --\n", " mean_svd_plotA = svd_plot.where(sv_mask.ranked.isel(sv_type=0)).sel(lat=slice(a[i],b[i]), lon=slice(c,d)).mean(('lat','lon')) \n", " countSetA = sv_mask.ranked.isel(sv_type=0).sel(lat=slice(a[i],b[i]), lon=slice(c,d))\n", " nA = countSetA.where(countSetA>0).count().values\n", " # -- Phase shift vector -- \n", " mean_svd_plotB = svd_plot.where(sv_mask.ranked.isel(sv_type=1)).sel(lat=slice(a[i],b[i]), lon=slice(c,d)).mean(('lat','lon')) \n", " countSetB = sv_mask.ranked.isel(sv_type=1).sel(lat=slice(a[i],b[i]), lon=slice(c,d))\n", " nB = countSetB.where(countSetB>0).count().values\n", " \n", " monthly_plots(mean_svd_plot,mean_svd_plotA,mean_svd_plotB, a=a[i], b=b[i],nA=nA,nB=nB)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "svd0.weights.isel(sv=0,year=2).plot(robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seems to:\n", "* Appropriately identify SV1 as amplification or early phase vectors\n", "* SV1 explians most of varriation (at least for high & mid latitudes)\n", "* SV2 of phase shift = amplificaiton!\n", "* maybe additional work needed for tropics?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ----- Correlate SV weights w/ seasonal anomalies -----\n", "* Claculate seasonal means of detrended data\n", "* Reshape anomaly vectors to season x year array\n", "* Correlate GPP SV1 weights w/ seasonal GPP anomalies & \n", "* Reverse / flip weights where needed\n", "* Calculate correlation for GPP SV1 weights w/ seaonal climate anomalies" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lon: 288, season: 4)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " * season (season) object 'DJF' 'MAM' 'JJA' 'SON'\n", "Data variables:\n", " GPP (season, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " TBOT (season, lat, lon) float64 1.268 1.268 1.268 1.268 ... 0.0 0.0 0.0\n", " SOILLIQ (season, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def dtrend(anom, dim):\n", " # note: apply always moves core dimensions to the end\n", " return xr.apply_ufunc(signal.detrend, anom,\n", " input_core_dims=[[dim]],\n", " output_core_dims=[[dim]],\n", " kwargs={'axis': -1})\n", "\n", "\n", "# Build datastet to hold results\n", "dims = dict(zip(ds_anom.get(var[0]).dims, ds_anom.get(var[0]).shape))\n", "out_shape = (dims['lat'], dims['lon'], 4, years)\n", "seasonID = xr.DataArray([12,3,6,9], dims='season') # seasonal time slices\n", "seasonName = xr.DataArray(['DJF','MAM','JJA','SON'], dims='season') # can coords be a string?\n", "yearID = xr.DataArray(np.unique(ds_anom.time['time.year']), dims='year')\n", "dt_anom = xr.Dataset( coords={\"lat\": ds_anom.lat, \"lon\": ds_anom.lon, \n", " \"season\": seasonName, \"year\": yearID} )\n", "# set up another dataset for raw data that gets detrended\n", "dt_raw = xr.Dataset( coords={\"lat\": ds_anom.lat, \"lon\": ds_anom.lon, \n", " \"season\": seasonName, \"year\": yearID} )\n", "\n", "for v in range(len(var)):\n", " dt_anom[var[v]] = xr.DataArray(np.zeros(out_shape), dims=('lat', 'lon','season','year'))\n", " dt_raw[var[v]] = xr.DataArray(np.zeros(out_shape), dims=('lat', 'lon','season','year'))\n", "\n", " dt = dtrend(ds_anom.get(var[v]).load().fillna(0), 'time')\n", " dt_r = dtrend(ds2.get(var[v]).load().fillna(0), 'time')\n", "\n", " dt_season = dt.resample(time=\"QS-DEC\").mean().isel(time=slice(0,-1))\n", " dt_season_raw = dt_r.resample(time=\"QS-DEC\").mean().isel(time=slice(0,-1))\n", " # now reshape\n", " for m in range(len(seasonID)):\n", " temp = dt_season.where(dt_season.time['time.month']==seasonID[m], drop=True)\n", " temp_raw = dt_season_raw.where(dt_season_raw.time['time.month']==seasonID[m], drop=True)\n", "\n", " dt_anom[var[v]][:,:,m,:] = temp\n", " dt_raw[var[v]][:,:,m,:] = temp_raw\n", " \n", "dt_anom = dt_anom.transpose('season','year','lat','lon')\n", "dt_raw = dt_raw.transpose( 'season','year','lat','lon')\n", "dt_anom[var[0]].isel(season=2).mean(dim='year').plot(robust=True);\n", "dt_SD = dt_raw.std(dim='year') # calculates SD of detrended data across seasons for each year \n", "dt_anomSD = dt_anom.std(dim='year') # calculates SD of detrended anomalies across seasons for each year \n", "print(dt_SD)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lon: 288, season: 4, year: 25)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " * season (season) object 'DJF' 'MAM' 'JJA' 'SON'\n", " * year (year) int64 1990 1991 1992 1993 1994 ... 2010 2011 2012 2013 2014\n", "Data variables:\n", " GPP (season, year, lat, lon) float64 nan nan nan nan ... nan nan nan\n", " TBOT (season, year, lat, lon) float64 0.0 0.0 0.0 0.0 ... nan nan nan\n", " SOILLIQ (season, year, lat, lon) float64 nan nan nan nan ... nan nan nan\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# calculate z-score, which will normalize for differences in SD of raw data\n", "# z = anomaly / sigma (here done for each season)\n", "\n", "dt_Z = dt_anom / dt_SD\n", "print(dt_Z)\n", "dt_Z.GPP.isel(season=0, year=21).plot(robust=True)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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58+fP5w9/+IN/9jfAjBkzWLp0KS1btswTmTbY8kT28MMP5w2hUr48pKU5dwITcf6mpUG5chHbZtwqChFJA14GLgXOBnqJyNlB0j0JTI1tCU0yi2CU8WKFGa9QoQKdO3cGnMBwzZs3Z/PmzQXyTsUw4z5/+tOf/BXpmDFjCgRMnDFjBk2aNKFfv355KgVwZqjPmzeP3Nxc9u3bx9q1a8nJyQm4nccee4yRI0f6Z5OXL1+e++67j5NOOqlA2o4dO7J27dqwlz/88MO0atWKJk2a0LdvX3/YjE6dOjF06FBat25NgwYN+PrrrwHn/u4333wzWVlZNGvWjBkzZgBOK6lbt25cccUV1K1bl3/84x8899xzNGvWjLZt2/Lf//4XgNdff51WrVrRtGlTrr766oBhSfr06eM/SVi4cCHnnXceLbp2pctf/sK2KlWgRg1eeuONiH6f8WxRtAbWqup6VT0MjAUCzXu/G/g3sD2WhTPJKRq3Wr344ovZtGkTDRo0oH///nz11Vf+93r16sXYsWMBmDNnDtWqVaN+/fp51t+9ezeffPIJF1xwQYG8zz33XGbPns3KlSupV6+e/4AzZ84c2rZty5tvvsnJJ5/M/PnzmT9/Pq+//jo/5YuE+8orr1C1alWWLVvGAw88wMKFC/3v7d+/n7Zt27J06VI6duzI66+/Trt27bjyyit5+umnWbJkCWeeeSZPPPEEixcvZtmyZf5wG1779+9n4MCBNGvWjO7duzNlyhRWrFjBTTfdFHS/XXPNNXzkhlP55JNPCkSa9VUe3bt3Z/Lkyf5LReAEFbzwwguZOnUqH3/8MVdeeWXAbezdu5d9+/b573dRmMmTJ5OVlRX28rvuuov58+ezYsUKDh48mCfo4JEjR5g3bx4vvPACDz30EAAvuyFjli9fzpgxY+jduzeHDh0CYMWKFbz//vvMmzeP+++/nwoVKrB48WLOOecc/wlCjx49mD9/PkuXLqVRo0a8+eabQT9Lbm4ud999N+PHj2fhihX8+c47uf+xx6BOHZ54882Q32dRxbOiqAVs8rze7C7zE5FaQHeg0E8qIn1FZIGILNixY0dEC2qSRzRutVqSMONHjhyhV69eDBgwIE/EVJ9UDDPuc8opp1C1alXGjh1Lo0aN/DcrAjh8+DBTpkyhW7dunHTSSbRp04Zp06blWb9nz56MHTs2ZPj2/CHKp06dSk5ODpmZmXkCBnbu3JmcnBx+//33PP1KwZb7zJgxgzZt2pCVlcWXX36ZJ+R4jx49gLz79ZtvvvFXng0bNqROnTqsXr3av63KlStTo0YNTj75ZP++84YcX7FiBR06dCArK4v33nsvz/byW7VqFStWrOCiiy4iJyeHRx991N9qLez7LKp4jnqSAMvyB556ARiqqkfzx4wvsKLqKGAUOLGeIlJCk3SiFGW82GHG+/btS/369Rk4cGDAfFM1zLjPdddd54/06vXZZ5+xZ88e/1n8gQMHqFChAl27dvWnad26NStWrODEE0+kQYMGAfM/6aSTqFixIj/99BN169alS5cudOnShcsvv5zDhw/7082YMYPq1asXWD/YcnAuI/Xv358FCxaQkZHB8OHD/a0DOB5y3LtfQ30X3hDlwUKO9+nTh4kTJ9K0aVNGjx7NzJkzg+anqjRu3DhgaPvCvs+iimeLYjOQ4XldG8g/ALglMFZENgDXAK+ISMF7HRrjEelbrRY3zPhf//pX9uzZEzRUNqRmmHGv7t27M2TIkAIV3ZgxY3jjjTfYsGEDGzZs4KeffmLatGkFrsk//vjjhXYyDxs2jH79+rF7927AOYB6D+jF5cujevXq7Nu3L6zBAx07dvTf1nX16tVs3LixwH0jQtm7dy81a9YkNzc3z+1hAznrrLPYsWOHv6LIzc1l5cqVUfk+49mimA/UF5G6wBagJ5AnKL2q+i88ishoYLKq5o2xbEw+EY4yXqww45s3b+axxx6jYcOGNG/eHHCud996660F8k+1MONelStXznMPaXBaD1OnTvV3zANUrFiR9u3b88knn+RJe+mllxa6jX79+nHgwAHatGnDCSecQKVKlTj33HNp1qxZicpepUoV/53nMjMzadWqVaHr9O/fnzvuuIOsrCzKli3L6NGj87QkCvPII4/Qpk0b6tSpQ1ZWlr8yD6R8+fKMHz+eAQMGsGfPHo4cOcLAgQNp0KABN954Y0S/z7iGGReRy3AuL6UB/1TVx0TkDgBVfTVf2tE4FUWh1bqFGU8tFmY8NAszbooqqcKMq+oUYEq+ZQE7rlW1TyzKZEyysTDjJtoshIcxSc7CjJtosxAeJimk4p0YjYmH4vyWrKIwCS89PZ1du3ZZZWFMCakqu3btIj09vUjr2aUnk/Bq167N5s2bsYmUxpRcenp6nmHc4bCKwsTdtm3QsyeMGxd4Yly5cuXCDtFgjIk8u/Rk4i6SAfyMMZFnFYWJm2gE8DPGRJ5VFCZuohHAzxgTeVZRmLiJVgA/Y0xkWUVh4irSAfyMMZFno55MXEU6gJ8xJvKsRWGMMSYkqyiMMcaEZBWFMcaYkKyiMMaUPtu2wXnn2eiJMFlFYYwpfSwcQJFYRWGMKT0sHECxWEVhjCk9LBxAsVhFYYxJTNHoR7BwAMViFYUxJjFFqx/BwgEUmaTiXcNatmypdg9hY5LUiSc6Z/r5pafDwYOxL08pISILVbVloPesRWGMSSzWj5BwrKIwxiQW60dIOFZRGGMSj/UjJBSLHmuMSTwWVjihWIvCGGNMSFZRGGOMCckqCmOMMSFZRWGMCYsFXC29rKIwxoTFAq6WXlZRGGNCsoCrxioKY0xINlHaWEVhjAnJJkobqyiMMYWyidKlm83MNsYUyiZKl27WojApx4ZxJhH7spJCXCsKEblERFaJyFoRuS/A+zeIyDL38a2INI1HOU1ysWGcScS+rKRQ6I2LRORcYImq7heRG4HmwIuq+nOJNiySBqwGLgI2A/OBXqr6vSdNO+AHVf1NRC4Fhqtqm8LythsXlU52v5skYl9WwinpjYtGAgfcs/khwM/A2xEoV2tgraquV9XDwFjgKm8CVf1WVX9zX84BakdguyZF2TDOQiTSZR77spJKOBXFEXWaHVfhtCReBCpHYNu1gE2e15vdZcHcAvwn2Jsi0ldEFojIgh07dkSgeCbZ2DDOQiTSZR77spJKOBXFXhEZBtwIfOpeMioXgW1LgGUBr4OJSGecimJosMxUdZSqtlTVljVq1IhA8UwysmGcASTq1Gr7spJGOMNjrwOuB25R1V9E5Azg6QhsezOQ4XldG9iaP5GIZANvAJeq6q4IbNekMBvGGcD69TB4MEycCAcOOJd5uneHZ56Jb7nsy0oa4bQoBqnqc6r6NYCqbgQaR2Db84H6IlJXRMoDPYFJ3gRupfQRcJOqro7ANk0CSKRL5aWCXeYxJRRORXFRgGWXlnTDqnoEuAuYCvwAfKCqK0XkDhG5w032IFANeEVEloiIDWVKAYl0qbzUsMs8pgSCDo8VkX5Af6AesM7zVmXgW1W9IfrFKx4bHpuYbESkMYmruMNj3weuwLkcdIXn0SKRKwmTuGxEpDHJKWhntqruAfYAvdyRTqe66SuJSCW3r8KYsNmlcmOSU6GjnkTkLmA48CtwzF2sQHb0imVSle9Sed++MGqU07FtjEls4QyPHQicZUNTTSR89JFTOfTsCePGWWvCmGQQzqinTTiXoIyJCBv1ZExyCTXq6S/u08bAWcCnwP9876vqc1EvXTHZqKfEZKOejElcxR31VNl9bAQ+B8p7lkUi1pMpZWzUUwKy2Y8mDKFGPT0Uy4KY1GejnhKQ9zrgK6/EuzQmQYUz6ukTCgbr2wMsAF5T1QAXE4wJzEY9JYj81wFHjnQedh3QBBDOqKf1QA1gjPv6Opyhsg2A14GbolM0k4osDlyCSNRAgSYhhVNRNFPVjp7Xn4jILFXtKCIro1UwY0wU2XVAUwThDI+t4UZxBfwRXau7Lw9HpVTGmOizQIEmTOG0KP4P+EZE1uHcbKgu0F9EKgJvRbNwxpgosuuAJkyFVhSqOkVE6gMNcSqKHz0d2C9Es3DGmBKwKfAmQoJeehKR892/PYCuwJk4Iccvc5cZExM21L+YbAq8iZBQfRTnuX+vCPC4PMrlMsYvWY53QSu0WNd0iXqPbJO0glYUqvo39+/NAR5/jl0RTWmVbMe7oBVarGs6mwJvIqzQUU8icqqIvCki/3Ffny0it0S/aKa0S5bjXdAKTQ7Gp6azoa8mwsIZHjsa577Wp7uvV+OEHjcmqpLleBe0Qlvye/xqOhv6aiIonOGx1VX1AxEZBqCqR0TkaJTLZQyQHCE/glZoTU+NX01nQ19NBIVTUewXkWq48Z5EpC12fwoTI8U93sV6ZGjQCi0ZajpjChH0fhT+BCItgJeAJsAKnLhP16jqsugXr3jsfhSmf3947TW4/XYLimpMOELdj6LQisLNoCzOzYsEWKWquZEtYmRZRVF6JfTNkWwCnElgxb1xkW/lr4GHgAzg50SvJEzpFtZIqWjMawgnz2SZEGJMPuGMeuoNrAKuBr4VkQUi8nx0i2VM8YQ1UioaB2xfnkOHFqwwkm1CiDH5FFpRqOp6nFuhfgHMAioAjaJcLmOKLejI0GAH7LS04rcu8uf59tswaxbUrn08TbJMCDEmiHAuPa0DJgKnAm8CTVT1kmgXzJji+ugjZ4RU06bOX//IqUAH7Pr1QbX4rQtfnvkdPXq81ZAsE0KMCSKcS08vARuBXsAAoLeInBnVUhkTDd4DNjh3dluzxqkoins5yJenCJTx/JzytxpsApxJYuGEGX8ReFFEKgE3A8OB2kBadItmTBT4DtjduztjaNetcy4ZleRWoL/+Cv36wfbtMH68U2HkbzXYBDiTxAqtKETkWaA9UAn4DngQ+DrK5TImOrwH7AsucCqKkl4O8uXZo4dT+djkOpNiwpmZPQd4SlV/jXZhTOpJ6KkDIWZNF6vc1mowKSqsCXfJxibcJY5knSHtK/eNN8KGDQla0RkTQSWemZ1srKKIv4SeIR1CsHKnpcGRI7EvjzGxUqKZ2cYUR7JOHQhntKsxpU2oe2Z/KiI3iEjFWBbIpIZknToQ7mhXY0qTUC2KUTj3xv5JRMaJSDcRKR+jcpkUkKxTB3yjXXv0cF4HGu1qTGkS6p7ZH6tqL6AO8BFOzKeNIvJPEbkoEhsXkUtEZJWIrBWR+wK8LyLykvv+MhFpHontmtgIOkM6XsIMBugr99GjTqf2okV5K7poxBQ0JqGpatgPIBtYDBwtynpB8koD1gH1gPLAUuDsfGkuA/6DE968LTA3nLxbtGihxhTQr59qmTLO3/hnY0xCARZokGNqOLGeThWRu0VkNk7Mp2lAiwjUUa2Btaq6XlUPA2OBq/KluQp42/0cc4AqIlIzAts2pUmEordaEFhTWoXqzL5NRL4EFgENgCGqWk9Vh6rqkghsuxawyfN6s7usqGl85e3rhkBfsGPHjggUz6SMogzBCnFdKVlHchlTUqFaFO2AJ4AMVb1bVWdHeNsSYFn+SR3hpHEWqo5S1Zaq2rJGjRolLpxJIUUZghXiXhXJOpLLmJIKVVEMx+kTOAYgIp1F5EUR+UuERj9txrlrnk9tYGsx0hhTuMKGYIV5XSlZR3IZUxJBZ2aLyFygu6puFZEcYDrwOE6Hdq6q3lqiDTv34V4NXABsAeYD16vqSk+arsBdOJ3abYCXVLV1YXnbzGxT5GBN27bB4MEwcaITftwbTdaaDKYUKO7M7BNV1Xf2fiPwT1V9FifUeKEH68Ko6hGcSmAq8APwgaquFJE7ROQON9kUYD2wFngd6F/S7ZpSoqi3O7XrSsYEFSp6rLd/4HxgGICqHhMJ1HVQdKo6Bacy8C571fNcgTsjsjFTOuQP1jRypPMIJ8hUiGiyxpRmoVoUX4rIByLyIlAV+BLAHZ56OBaFM8kv5pPTSjI0KYIzBG1SnkkloSqKgTgzsjcA7VU1111+GnB/lMtlUkRRrwCVWIJcQor55zYmiizMuImKuIYZ79HDqTC8l5BiFD8kWcOrG2Nhxk3MxXVyWhyDTNmkPJOKrKIwUZEgV4BirrR+bpPaQlYUIp7QGkUAABWGSURBVNJMRK4RkUaxKpBJHaV1clpp/dwmdYWacPcgzvyJhTiT3R5X1ddjWLZisz4KY4wpmlB9FKHmUVwH5KjqARGpBnyGM+nNGGNMKRLq0tMhVT0AoKq7CklrjDEmRYVqUZwpIpPc55LvNap6ZVRLZowxJiGEqijy30TomWgWxBgTWFHjGxoTaaHumf0V8DtQA9iuql95HzEroTGlnM3yNvEW6g53DwLjgKuBT0XktpiVyhhjt141CSNUB7Vv1FMvoBXQNzZFMsaAzfI2icNGPRmToGyWt0kUNurJmARmt8gwiSDUzOzzQq2YyB3aNjPbGGOKplgzsxO5IjDGGBM7oUY9XSUid3pezxWR9e7jmtgUzxhjTLyF6qAeAkzyvD4BZ/RTJ6BfFMtkTEqw26GaVBGqoiivqps8r79R1V2quhGoGOVyGZP0bKKcSRWhKoqq3heqepfnZY3oFMeYAJLs1NwmyplUE6qimBtoNraI3A7Mi16RjMkngU/NA9VhNlHOpJpQFcUg4GYRmSEiz7qPmUAfYGAsCmdKuSQ4NQ9Uh0V6olxxG1RJ1hAzCSxUUMDtqtoOeATY4D4eVtVzVPXX2BTPlGoJfGpeWB0WyduhFrdBlcANMZNkgk64S2Y24S6F9OvnTEkuXx4OH4bbb4dXXglv3SjG5962DQYPhokT4cABpw7r3h2eeSZymzrxRKc1kl96Ohw8GPn1TOkWasKdxW8yia0kp+ZRPKWORRym4jaoErghZpJUqFhPxsTfRx8df/7yy+Gtk/+UeuRI5xHhU+qixGEqTuOmuJWRBRM0kWYtCpN6YnRK/dFHTt3VtKnz11un5Vfcxk1xG1SR7CMxxvooTHTF6z6eJenbiCDrLzDJwvooTPzEa+hNgpxSW3+BSQXWR2GiI0b9BEEVp28jCqy/wKQCa1GY6CgFp9LhTmhLkMaNMcVmLQoTHaXgVNp7VS1U90eCNG6MKTZrUZjoSdFT6SSILGJMRFmLwkRPip5Kr18ffFa2ManIWhSliUWJi4hScFXNmDziUlGIyCki8rmIrHH/Vg2QJsONXPuDiKwUkXviUdaUEo+hqilaOaXoVTVjAorLhDsReQr4r6o+ISL3AVVVdWi+NDWBmqq6SEQqAwuBbqr6fWH524S7fOI566t/f3jttbhNeDPGhCcRJ9xdBbzlPn8L6JY/gapuU9VF7vO9wA9ArZiVMJXEY6iq9fgakzLiVVGcqqrbwKkQgD+ESiwimUAzYG6INH1FZIGILNixY0cEi5oC4nFRvRTMozCmtIhaRSEi00VkRYDHVUXMpxLwb2Cgqv4eLJ2qjlLVlqraskYNu6V3AbG+qG49vsakjKgNj1XVC4O9JyK/ikhNVd3m9kVsD5KuHE4l8Z6qhojNaQoVj6GqRYnDbYxJWPGaRzEJ6A084f79OH8CERHgTeAHVX0utsUzEZGi8yiMKW3i1UfxBHCRiKwBLnJfIyKni8gUN825wE3A+SKyxH1cFp/iGmNM6RWXFoWq7gIuCLB8K3CZ+/wbQGJcNGOMMfnYzGxjjDEhWUVhjDEmJKsojDHGhGQVhTHGmJCsoiiJFA14Z4wxXlZRlEQ8orEaY0yMWUVRHKUl4J21mIwxWEVRPKUl4J21mIwxWEVRPKke8K60tJiMMWGxiqK4UvkWZ6WlxWSMCUu8ggImv1QOeJfqLaYUs20b9OwJ48bZV2Siw1oUJrBUbjGlGOtKMtEWl3tmR5vdM9uUBvG8FbpJPYl4z2xjTAlZV5KJFasokp3NdSi1rCvJxIpVFMnOLlCXataVZGLB+iiSlV2gNsZEkPVRpCK7QG2MiRGrKJKVXaA2xsSIVRTJzC5QG2NiwGZmJ7NUnh1ujEkY1qIwxhgTklUUxhhjQrKKwhhjTEhWURhjjAnJKgpjUohFdDHRYBWFMSnEIrqYaLCKwpgEF04rwe5ea6LJKgpjElw4rQSL6GKiySoKYxJUUVoJFtHFRJNVFMYkqKK2Eiyii4kWC+FhTIIqaivBIrqYaLEWhTEJzFoJJhFYi8KYBGatBJMIrEXhZbOVjDGmAKsovGy2kjHGFBCXikJEThGRz0Vkjfu3aoi0aSKyWEQmR61ANlvJGGOCileL4j7gC1WtD3zhvg7mHuCHqJbGZisZY0xQ8aoorgLecp+/BXQLlEhEagNdgTeiWhqbrWSMMUHFq6I4VVW3Abh//xAk3QvAEOBYYRmKSF8RWSAiC3bs2FH0Etk4RGOMCShqw2NFZDoQ6JT8/jDXvxzYrqoLRaRTYelVdRQwCqBly5ZahKI6bByiMcYEFLWKQlUvDPaeiPwqIjVVdZuI1AS2B0h2LnCliFwGpAMnici7qnpjlIpsjDEmgHhdepoE9Haf9wY+zp9AVYepam1VzQR6Al9aJWGMMbEXr4riCeAiEVkDXOS+RkROF5EpcSqTMcaYAOISwkNVdwEXBFi+FbgswPKZwMyoF8wYY0wBNjPbGGNMSFZRGGOMCUlUiz6SNNGJyA7g5zhtvjqwM07bLkwilw0Su3xWtuJL5PJZ2Y6ro6o1Ar2RkhVFPInIAlVtGe9yBJLIZYPELp+VrfgSuXxWtvDYpSdjjDEhWUVhjDEmJKsoIm9UvAsQQiKXDRK7fFa24kvk8lnZwmB9FMYYY0KyFoUxxpiQrKIwxhgTmqqWugdwCvA5sMb9WzVIukuAVcBa4L5w1geGuelXAV08y1sAy933XuL4Zb8TgHHu8rlAUzfPzcBed50lwCGgm7vOaOAXd9n/gBdjVLZMT/7qKd8kT1513bRbgN9jtO+2AgeBDTh3S8wBvgNWAsuA69z11gL/dcu2xH30j+Z3jPM/tNrdVzt9+9GzTm9gN3AY2AQ0j9X/n5v/dnfb23DuNlnHs85RYAfO/9ieOJRtm1uGre53dWsi7Dd3+Ucc//3tAHbn229L3OX7cf4Ho1W+x9zPvy/fsavAbzffvlvjPnqHdcyM90E7Hg/gKd8XhHNgeTJAmjRgHVAPKA8sBc4OtT5wtpvuBJwD5jogzX1vHnCO+yP4D3Cpu7w/8Kr7vCfObV/z5O3+A/0XqOAufwunooh12cb58gf2Bdp3wAdALzf/94C7oly+19y0A4AP3TwuBeq7aU53993n7vqfAmti9B13dd9/AKdjcinwf8A4z4FhGzAdqIpTgS2IcdmuB05213vIVzZ3nYNuWgHaAnNjXLZ7gVe8+SfAfrs0wDa2AB95yrcPJ2ZdLPZdW6AmBSuKAr9dz75b7/6t6j4PeKKcJ794H7Tj8cCplWu6z2sCqwKkOQeY6nk9DBgWan1vGvf1VDefmsCPnuW9gNe8adznZYEj+fMG+gLvedb/FFgSh7Lt9OXv/hjy7Dv3R7ETaO/Jf2qUy3eb+9dXvjz5uOl2AYPc56Nxftg1Y/AdT3Df96UZhnPjrp3uvuoFfA/0ctd5DefsOWZly5f/S8Bsz7JcX9m8243hfusD/CPAuvHcb68F2MbPwJue1/vcdFHdd/n+x/NXFIF+u77/udc86fKUM9ijtPZRhHMr1lo4TTqfze6yUOsHW6eW+zxQXv51VPUIzpeZmy/vnsAYz/oVgEwRWSYiz+O0LmJRtj3AaW6+6cAnwJki4rvneTWcywGnuev58ormvhNgk6d8uz3vIyKtcc7cFnjyqALMwjlobwmSdyTKmeGm9a2zGecAsMfdV7Vw+gk3edbZ78kvmv9/GQHSdsI5C/ZJA/4mInPc79ibX6zKdjXQD7hFRDI8ecVrv+XZhojUwWmRHfKkS8e53PlXz28jGvsulEC/3WoUL6/UrShEZLqIrAjwuCrcLAIs02Kuk3/580BHEVkB/BGYnq9s3u0IkIVzhuDzPjAeaIXThLw8gmUDaBOgbCtwKiifM9QJL7AfeEFEzvTk5c1T8/2NRPl8eUmo9927J76Dc43Yt84wYA5wE1AJp08oUN6RKGegdbz7I1T5o/n/F0g7nAPT055lXwK34lyeegE4McZl+wSnX+x+nIPbW5684rXf8i/viXN56phn2RnAbJxLeb7fRjTKV5x1ipNX6lYUqnqhqjYJ8PgY+NU9iPgOJoFuxeo7s/GpjdO8JcT6wdbZ7D73eRYYo6pNgK+Am93nn+J8aeU9ef8PmKCquZ71VwAZqvo/4F841zAjVbbaONdb85ctBygH/OLexnarm/8vOPcKaYbTvK2Cc/04w7ONSO47b16bcX6gGSJSFufMrgqwVUROcvfnX337C/xnarVxLhd8EGSbkSrnJjetb53a7v46GaffZDNOx2eGZ52KnvxiUTZE5EKcM/c33P8pn3U4/2frcb7jOrEsm6rucstTG6ePqYUnr3jtt/zb6OnuJ982UOe+OptxWmQzcX4bgdYtaflC8a/j+W38l+LlVWr7KJ4mb6fRUwHSlMXp6KnL8U6nxqHWBxqTt9NpPcc7nebjdDz5OsUuc5ffSd5Opx/z5b0V6JyvbLU9ZXsJ+DVGZfvAzf8hN5/7gBE4oyd8HXIf4pyBrsfpzL47yvvuNTft3TitrKU4rYQvgIFuuq4c71jsinMGKMCLOJeqovUdX+6+/yDHO7MHAx+46U/BqTg+x+lY3AosjNH/n69svo7jH3z5u+mrAle5aavjHLyXxbhsrT35DwDmJMB+u8yzjfNxRtp5t1HVzacrTmf7GtxWRzTK5/m+8vdRFPjtevbdT245q7rPTyn0mBnvg3Y8HjjX6r5wv8QvfDsKZ4TMFE+6y3CGNq4D7i9sffe9+930q3BH57jLW+Kc2a7D6aDzDbNLxzm4rsU5gDX35D3b/RGU8ZYN55LABpzWxl7goRiVrZ6b/wLPtr8HbvGVz00zzy333hjtO9/w2J/dPG7EOePcxPFhsOPc9fe5n2cF8C7QI5rfMc7/0Bp3u7vcffNX4A53nT/jVFa5OGd7LWP1/+fmvx9nAMU2dz8tBe7AuRS1HKeV+L84le2/HB+6OwP4WyLsN882dgG/+bbh7ren3P221H1/u/s6WuV7iuMt683A8GC/Xc86f3aXr8W5YlDoMdNCeBhjjAkpZfsojDHGRIZVFMYYY0KyisIYY0xIVlEYY4wJySoKY4wxIVlFYQISkVNF5H0RWS8iC0XkOxHp7r7XSUT2iMhiEflBRP4WankyEpENIlI93uUIRkRGi8g17vM3ROTsCOTZTUQeDCNdAxGZIiJr3e/5AxE51fP+QhEpH+Y2L3LTL3f/np/v/WEickOQdbNEZHQ42zElUzbeBTCJR0QEmAi8parXu8vqAFd6kn2tqpeLSEVgiYhMDrZcVRfG9AOUMqp6a4SyGkLe77gAEUnHmfH+F1X9xF3WGaiBM7M4E9iiqofD3OZO4Ap1Zvo3wQlV4409dDHwp0ArqupyEaktImeo6sYwt2eKwVoUJpDzgcOq+qpvgar+rKoj8idU1f3AQuDMcJaLSE0RmSUiS9wYUh3c5Re7rZZFIvKhiFRylz8oIvPdtKPcSgwRGSAi37uBEce6y04RkYnusjkiku0uHy4i/xSRmW4LaYCnPBPdM9mVItK3sB0jIiNFZIGb/iHP8g0i8pBb/uUi0jCMMr0lItPcdXuIyFPuup+JSLlQnz9fmWaKSMtC9uMTnv31TIA8GgD/U9Wd7usz3fLOF5GHRWSfm/R64DtfJeF+1zNUdYX78lLgMzePfSLypLt/p4tIa893cKW77mJ1Ql6Ac/+QdBE5wV3/JKC8qu4QkWvdfbBURGZ5iv4JzsxjE02xmAltj+R64IRLeD7E+52Aye7zajizxBsHW55v3f/j+EzWNKAyToiIWUBFd/lQ4EH3uXd26js4Z5/gzMY+wX1exf07Avib+/x83FDswHDgW5wQCNVxZsyW8+aPE/BuBVDNfb0BqB7gs5/iKftMINuT/m73eX+cuEmFlekbnPhZTYEDHL/PxgSO36Qq2OcfDVzjPp+JM4M44H7ECduwiuOziqsE+Fw3A896Xk/meBjvO3BDRADPAfeE+N/4GHcWME7cMu9nmub5vEsCrHsNMN3zugfwsPt8OVArf/mBc4FP4v2bSfWHtShMoUTkZfdMbr5ncQcRWYzz439CVVcWstxnPnCziAwHslR1L04snbOB2SKyBOcOXHXc9J1FZK6ILMc50DZ2ly8D3hORG3FCUIBzH4x3AFT1S6CaiJzsvvepqvrOmLcDvmvqA0RkKU5E2QygfiG7408isghY7JbF2zfwkft3IU7U08LK9B91gj0ux6l4PnOXL/esH+zzBxJsP/6OEwb7DRHpgVMp5VcT545sPufghIAAJ1pxocTpl6itThBBcMJveD/TV57Pm5lv3cY4N+m63bP4Eo6HPZ8NjBaR23D2lc92nPAxJoqsj8IEshInmigAqnqnOB273ns6fK2qlwdYN9hyX16zRKQjTtC0d0TkaZx4OZ+rai9vWnGuh7+CEydnk1u5pLtvdwU64lxTf8A90IQKoeyNinoUKCsinYALcW7wckBEZnryL0BE6uIE9Wulqr+J05HqTe/bxlGO/7YKLZOqHhORXHVPkXHi9pQt5PMHLCIB9qNb9tbABTiXae7CqXS8DuJEGC3MSuC8IO91wGkl+eT/TN7P6z/2iEhtnBbH/1PVdZ71W+PciwJVvUNE2uB870tEJEdVd+Hsj4NhlNuUgLUoTCBf4lwr7udZViFY4qIQp1N8u6q+DryJEwRxDnCuiPzRTVPBvWbuOyjudK+1+0b5lMEJQz0DpwO2Cs69JWYBN7hpOgE7VfX3EMU5GfjNrSQa4pyRh3ISThC9PeKM8rk0jI9c1DJ5Bfz8IQTcj+66J6vqFGAgTsj4/H7Auf+INy/fyYK3D+B9oJ2IdPUtEJFLRCSLvC2AsIhIFZzO8WGqOtuzvDHO3eWOuq/PVNW5qvogTge4L1R2A5xLhiaKrEVhClBVFefOXM+LyBCO3yR+aASy7wTcKyK5OBFV/586nZV9gDG+jkzgr6q6WkRex7lUsQHnshU4lx7edS/hCE5/ym73jPtfIrIM5/JK70LK8hlwh5t+Fc7BMShVXepeVluJE+p5dqj0rqKWybu93UE+f7D0AfcjThTfj90WigCDAqw+C3hWRMRtBQzE2cf/h3Mg3+Nu46CIXI5zQ54XcKK3LgPuwfluCx1em89dOBXUAyLygLvsYjyd4q6nRaS+W/4vcKKzAnR2y2eiyKLHGmMAEJEXcTqGp4tIBeCge9LQE6djO+jdId3LR6+rajitrHDK8jnOScS2EGlOwLm5Vnt1bvdposQqCmMM4EyyBNqo6iRxhi377g2xG/izqq6NawHzcVsYtVR1ZrzLkuqsojDGGBOSdWYbY4wJySoKY4wxIVlFYYwxJiSrKIwxxoRkFYUxxpiQ/j8or7v0GIv3xgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Results look at example from single grid cell, with \n", "# GPP_sv weights ~ seasonal anomalies \n", "# sv1 Early shift = spring & sv2 Amplificaton = summer\n", "\n", "tlat = -5\n", "tlon = 300\n", "if tlat>=0:\n", " plt.plot(dt_anom[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=1),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0), '*', color='red')\n", " plt.plot(dt_anom[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=2),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=1), '*', color='blue')\n", " plt.legend(loc='upper right',labels=(\"SV1 weights ~ MAM GPP anomalies\",\n", " \"SV2 weights ~ JJA GPP anomalies\"));\n", "else:\n", " plt.plot(dt_anom[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=3),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0), '*', color='red')\n", " plt.plot(dt_anom[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=1),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=1), '*', color='blue')\n", " plt.legend(loc='upper right',labels=(\"SV1 weights ~ SON GPP anomalies\",\n", " \"SV2 weights ~ MAM GPP anomalies\"))\n", "\n", "plt.xlabel(var[0]+\" seasonal anomalies (gC/m2/s)\")\n", "plt.ylabel(var[0]+\" SV weights\");\n", "#print(svd2.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Results look at example from single grid cell, with \n", "# GPP_sv weights ~ z-score of seasonal anomalies \n", "# sv1 Early shift = spring & sv2 Amplificaton = summer\n", "\n", "tlat = -5\n", "tlon = 300\n", "if tlat>=0:\n", " plt.plot(dt_Z[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=1),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0), '*', color='red')\n", " plt.plot(dt_Z[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=2),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=1), '*', color='blue')\n", " plt.legend(loc='upper left',labels=(\"SV1 weights ~ MAM GPP z-score\",\n", " \"SV2 weights ~ JJA GPP z-score\"));\n", "else:\n", " plt.plot(dt_Z[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=3),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0), '*', color='red')\n", " plt.plot(dt_Z[var[0]].sel(lat=tlat, lon=tlon, method='nearest').isel(season=1),\n", " svd2.weights.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=1), '*', color='blue')\n", " plt.legend(loc='upper left',labels=(\"SV1 weights ~ SON GPP z-score\",\n", " \"SV2 weights ~ MAM GPP z-score\"))\n", "\n", "plt.xlabel(var[0]+\" seasonal z-score anomalies\")\n", "plt.ylabel(var[0]+\" SV weights\");\n", "#print(svd2.sel(lat=tlat, lon=tlon, method='nearest').isel(sv=0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Weights typically have have the same sign as GPP anomalies\n", "* But not always in tropics\n", "* Do we need to reverse vectors and weights where this negative correlation exists?\n", "* We'll try this in a bit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now look for correlations for GPP sv weights & GPP anomalies\n", "* this will be used to flip weights for sv1 as needed" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "# Write out correlation matrix for weights of GPP SV with detrended anomalies \n", "# Loop over each SV (2), variable (3), & season (4)\n", "\n", "def corr_wrap(anom, svd):\n", " da = anom.to_array() \n", " dims = dict(zip(da.dims, da.shape))\n", " corr_shape = (2,dims['season'], dims['lat'], dims['lon'])\n", "\n", " # setup output variables\n", " corr = xr.Dataset( coords={'sv': range(2), 'season':seasonName, \n", " \"lat\": ds.lat, \"lon\": ds.lon} )\n", "\n", " for v in range(len(var)): # variables\n", " corr[var[v]] = xr.DataArray(np.zeros(corr_shape), dims=('sv','season','lat', 'lon'))\n", "\n", " # loop through to calculate correlation coef.\n", " for i in range(2): # vectors\n", " for j in range(len(seasonName)): # seasons\n", " return_vals = pearson_correlation(anom.get(var[v]).isel(season=j), \n", " svd['weights'].isel(sv=i), 'year')\n", " corr[var[v]][i,j,...] = return_vals\n", " \n", " return corr" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create correlation matrix\n", "# first make year dimensions indential\n", "svd0['year'] = dt_anom.get('year')\n", "svd2['year'] = dt_anom.get('year')\n", "#dt_Z['year'] = dt_anom.get('year')\n", "svd0_corr = corr_wrap(dt_anom, svd0)\n", "svd2_corr = corr_wrap(dt_anom, svd2)\n", "svd2_Zcorr = corr_wrap(dt_Z, svd2)\n", "\n", "# --- Check that results ar sensible ---\n", "# GPP SV1 coorelated with JJA GPP anomalies in NH, as expected\n", "# GPP SV1 coorelated with MAM GPP anomalies in early shift regions (NE USA + Ag.) \n", "svd2_corr[var[1]].isel(sv=0, season=3).plot(robust=True);" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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9/Vt+ru5bP0n5uRe8Kb1vdTOT/u0MZD6HzOcpXno+xkAPwh1Bq5uIWTYew+VD5FJ0JAwUfxPbe5Kk8iZ1IQ87h1O4VYWgWyOeNagOuknlTRqLPMQyJjvNLA2hSnbliyirn4xbUwiJHFTPQJg5RHIQkYmT27EWmYohd6xDq2qA8bOQx52Hu2cT6Dq5lv3PYif+zH4nfT/+yl7pqYduQ7i9e6V1DidxFf6Ly0OHNwBv6okRyxocV6KgxnsRsT6onHRYdeymJ5qkSAclE0WMcsLQPBDHrdoW4tqDfFfeSa4d2sLTM+bT15cc9T3va1/H2svOIzMYw8zbYbfFb7H95ON3Y+UMMpE4FVd8Ast7+BO2o4UmwHUIifBusPcfaf7PCYyRuOqaUGYtprLuFaRpok46HqRFomg8GVOSNSR9/Rl2RdJ4tDd//D9/1Z45fnxOBU+3JvaUOXPSv6K2vvvMNr42SnNKXzRJRXh0g8WO/jhSQs60gyp2uwY33vMCs67V8EyZC94Q0z79MbI7N6FX1ZPv3InRvQuhucgODOEdN458wzwyhiSOTnc8R9a0yFuSnkSWnkSWaDpPRdDNq7uGSOVMfC6V2hIvw+k8AIvGFeEWFh2xLNGMQYlPx/TpuBRBMBeBvlaM8cfD9jUIXwhhmajltZjtW2DHGkxdx0rGoTCw9j37PGbeIDMYxcqZhCf8nf51LQB4ir20/O4eiibX42+oBaD9yVcYd7EfsehKyP/r/WRSSVw9tql3tzZyINZ1RdH298+/5WWMjp3kYzHkYBT37FmolQ2IkmqEmWegdBqJCXW4FIFmSaq1DCKXYnBvpZkurRxTStxpEyklLlWgCojk4YXWCJaULKgN7Sm/vHUIn67i1gQ5U2JaEq+uMC5g79zk8b1zAuXMja8D8NS0E/Ys2NtfWO1Iut+wnd6+0rfXz/C1t+z197tp36pROb3H3s4g/7cEhrVjOeHTzrJnppaJNX4u6cd+g2fyTMSspZiqC1PzYBoW8azFut44qbxFKm+ysy/Bzv4EFSEPQ94Umn7gr+/67ijmjT/i71vsNTYPb+jmp09v54nJGwvRQsfxw157wLv2hFrK5k4mce5/ApD552/xnH3tm+o0OjaSftaOPA5+5Ftvyi8/317vM/c/ziOfSGJ076LnwYcYd8MnUYsrkKFyNKGgZJN0/u5OvBVFAPh6N6NXTiFtCObV+DEsSTJv0VTspT2aYWM+TnN/Eq9LpTuapj9uEfBovLC1n+tOGY8pJXkULCkJezQyeYusIVF1QT5YhV4LSmoYpbIBc7AbNB2ZTmL2tiHzefKxGO768QiPHxSVYEMlHc+vxcxbJLoSpAZS+Mp8WKaF7veg6Dq634uZTOA693oal3wEKRREPk1lsgNh5JGajlHSeMDPp/Pbtlus9pv/b0/aJPqxyirIoGEG6zED9VADoRkZNMtAcQUxgIwlyZn2AO6W4NUVvEPNKNkkltuPyGcp82QxQ1UII0fcW0EAsCT0JQ1SeRO3plDh19AVwZyqAMNpg0c291Hud1Pm0yn26vvveIH+WIrSntUAKJNPOWjZo8Gj1bZD+8Lu/ZvSh2JZqoG6c975vr1TKIzGhzH2GIta037JPH4nAEJ3gSeIWTERZagd39lXoNZMtG3SloEiTVyqwKsJGot8lPl0kjmDsE8n6NFJ5wxUTUHVBHc+uIHaoIfetKTEq7GuJ0bGsPa0Ob0yyPTKQ+9ZtXPRf9CfMgmt2Nsh/umH1/Pph9fv956J5UHuX9vF49v66Dv/LIzuFrAstJrxaD4Pm377OPVXX01m7UvIcCW50gmYwUqM0kYqFp9K8SUfRZz6bwyVTuX1ngxVagY1HcGdi+NSBFsHkjQPpxhK5EjlTAIeDZem0hfJ8NzGXop8LqqDbobSJp3xPGG3Rls0s2dmHDZjuCLtpPyVIBSUUAnq1AXoDZMx+jtRiipAUfjD1H+3TVW5DFYyRqpvmJJpDYQayiidWsq4s2YTabVNgNnhJFWL5uOdPAP/yeeSExry5T/DSw/gCpexLF3BDl8Tvf5GmmMm69wTWeeeyBvtET731w303/5ZzNa1e97hv/3hNcyWNUwJQSpYQ29W0BbLsW0oQ0skS1s0x86UxsqISmc8TypvIYQgbdhC1ZfsxZPoxSxuIFMzm3zZBKJlUzED5Xv8HIHsEN6C5unVBaaUJHIG7dEcm/rTtAxnaB5KMa08QNijoQhBpV+nxKMymMrTn8yxazgNQHPMJCuPzb/sWZvfwDItxIhp9YqzlrDirCVvKls/sRhpWqC57OsgmJuWMRhP0XXLjfREkxhdWw9YdmN3jKF4il0DcXYNxBmMp8ikkmRjQ+SiA+SiA2/9AQ8TZ3vzMczutRAIhdZf30X9V75HylOCp3E+rp7NWJ4gUtVRIx3gK0bzleBSBQG3QiKnckJNmDU9MSZVBvC6VGbXFzGYyLFKEbzWOsz8B7/BV4s+TG9blPMWN7G2dZhIf5ITZlUxqTLAyl1DtG8bYOa2SvwhD69XDnJzKIm0TE77qb0byvKvn4mZOW6//c+k0+jS4vWT7Yin/7z5MXS3SkVtiKnVIQJ3/ol1psU9f9nGlz60iJWRWcz77r+zE2DSTC7N9dD3reup+tavyNz3XfSiIuT6lxCnfxivEMyv9pG2YChtMJQ2sWSWsEdjU2+cjuE06ZxBNJ3HpSl4PRrZnIlpSTb1J5hXEyKaMdFVQUPYPuNYSui2ApQXFeHNJbB8xVjeMGqkCysZQ6us53F9NudNz3D9mmfIDg4iFAVXZTVlZ0wjvcmePUvTJNE5QMmkEoon1xOaPhXXrFN5aulHOX7VS5C3CBa0MWvna8B42qNZmoo9eDSBlMpeAnw3lR//DFc9tff2Ei5V0BXPsX0whSpgKJNHFYIFtUUUeXRcquB3q7o4f0oFPl2hL5onFyhjTU+C6oxBZUCQyFm4VMGgVKkP15AyJIqAgYQtbNqiGfKmRdCtMZDKEHBpPLq+m0tmV/OnVZ1ccUId1UE3d61ox7Qk75teiSoEnfEMnfEMN500wtkbeudn78GaAEbaYPziBlID6QOW85X5cPlddPz9OQAmvf/NkXpf/NtGvlu1E8UfelPe/kjc+x1Y+pm31vGjgFYIqz0YozmV772GkHLfhYXvPebNmydXrly537xsbAhl8wso/iCbb/0xE6/5AK4Js5CKhhzqxowO2rPe7haUUAlKsASp6kiXDzNYwba4rX5aSFQh8OsKy1rsCB9dEbYDuNiHaf3rPX7rofWcNKOS1buGCPh0coZF88Y+ympDvHRVGU3f3siNV8/nl3cvx+23I2o+d/Vx/OoRe8+xbDqPpqu8NPkVPFf/FwC9KZOWSIZP3rncbtutcvysKnKGSdjrwpSS6rCHubVh1nRGSWQMPnFiA0LYA/j4zpfpGncqFV4VYRl0peGZ5iHylmRmRZBo1mBGuY8Sr0Z3Io+m2HZ2r66wsitBZyzDhBIfLcMp8pZkXUeUheNLUISgzKfTEPbSEcuQNS1mVvgZTBlUBuyB1q8rJHIW5YkWRKQHMzqIWlyB0deJmL0Ea/lf+Zn/LG6KPwnA9/Uz+NiztxKsr0B16birqsAy0U66GDXey3ClvbisNGg7tr/55Ba+OTHGvVH79Lerj6/j6e32YsLd/qTdM9c/dHg4a0IplW/YGyV3HX8Z9eYAD3TqbO2N0xfPAjC7Poyn4ISeXhHYI3gSOZNij07esvBoCkUenYBLQUoYSBlYUpLKmyhCYElJud9FlV8jbUhMafsjJJDMW2zuT5I1LKLZPNUBN7UhD796uYXrTh4HwNqeONPLA6zvs4XbjdVRrN4W+/M/RgtBXzt3KXNuvpqOv9mf1f7CxG8QjVy5oIb60yYAIFSFxh/cvVeZ3QIjVTj1cl9/xb4k7v0OvpPOx/QVYxTVomZiWO4g5iM/QrnkZsSzdnCE5/wbD/kMQog3pJQHd2wd/P5vfrWo/lsneg4u7H4W7eTpdOQ4KeXbCxd7F/F/QmAIM4fWv5PYsr/jCgdRgkVIy0IJFKFVNWBWTSGhBgjFWjFD1WQUN24FUoZEV23HYzRrUurV6Izn6UlkyZuSaeU+XmqNEM+Z5C2LsFunJ57BtCTdkQwvreokk8wTKPKQSuQoqfRjGpLuXUOMn1nJF86azA+f2sbCCaXUFnv58/I2Hgn+kxPXzd/jI9lw2/vpuuVGHj/7ywB8eFYF87/5LADSkri9GpYlCRR5cLk1vn/xTCaXevBteJLIK88ztLmV0pnjKfrQDQz7a4lmTaQETYGhtEkiZ3BitZe+jCSSManya3h1BUvCjqEs5X5bCU3kLJI5E5+usqIzQiSdpz+WZTCZozrswbQkVUUe+mNZykP2nkJlPhdzq4IUeVS8moJbAUOCKxtFZJPI7a+j1TSBtIg+9QhGJou/poJEew+630smEifYUIk0LdyTZoGRJ3XchWQKjv6qQoDAN5+0I6y+fc7UPZ/7vgIjca99aFbgqm+86TtidG9HSUfJV07hDxuGqA15eLl5kIBHQ1UEXpeKaUlCbg23prKjP4FLU1AVQUXQzcK6IlQFhtMGfckc0YzB6vYIdSVeSn0u8qbFU5t6KQ96mFUXZlKpj6qAG8OS/HmtvbC3L57FpSrMqA3RVOyjJuTGoyq80h6h2KuTNy0uDvYdc4ExWr7qnsCXf3UVQ1tsDXpfgfFWaPnSNUR39THl4x9E8fpRmuZgBiuJ4cH7N3tz6/19vvtyJATG14sbDikwfhrp4KkxJjDGtA+jeeDY72r5dnl4Q/ex7sJ7hot/s5yLf7P8WHfjHaFjKEHHUOJYd+Mtsevmq0mlM6TS791dAxRNoLqUg15iNAsx3mOMSR9GNhFFGFnAy4DpptxMgaqj6BquycehhMuQmQT5xvkYlgFCITy0E5FNYoaq8ZhpTMWHVxdosR7cugfLFSKaNelJZLEkNBV7GUobTCr1kzEstg4kWN8ZRVUEYZ9OTzTNGQvq6YtnSecMxpX6GUzmaO6JEyzxsvH5NVzxmK0pzLj+Eu55dieR/iQ3HncRN19VwV/XdLFuuR22q/s9XPTyT1jcvpTbH4BY/yAAZi6NUFSkZRIvreS3n19EfdjFrkiWKb1tlF50FaUXWpjBCtZmi0gNpBnO5BlO58kYFhdNLUMVLiyhEHZLArqCYUnSeYuQS6HMZ389vJptcpky8Dq5iafg1YuptwYxA+NY1Zfhbxt7Cft00jmTeMZAVQTlQTeWJelP5smZErdmR5WMk4MIM48UCsxcjEz0YxQ38MaZE1iS38iP++u40bgPM5Oj5FPfQ770J2Qug9Jom6GKAj6aB+I0lQV5eEM3Pl3l5MYS7n+jY6/vwMjQZjj4zFOrnkQ2GSeDxkfmVPLNp3aSNexosGgqTyJj4HWp5AyLsyaWs6AuhFdT8BQcwG90J6gOuhlO50lkDZZt6+fziyfw8MYeTptWREBXeK1lGJ9LJZkz2NSfoCboRlMEn1hQT1s0yy3/sLUkn0ulNuShK5ZlXk2ACyaX4lIFnmgHIplBqZlAtGgC5G0T2W9ea+XjC8a9nX+Xo8L3sjvZcZO9Q0LLc7to/MHbr7PxB3ez89OXE9+4gWTPEPG2e2i68GToGSQNlH/29rffyCgRioJQDzHfHoMCY0yapHYLjG7TR222k9ST9+KZOJ2+p5+h6sKLMaYtRkgLkbMXJKmdG7GScazpi0EIcood2eGyciAlwsxhufzEDds8lcibPNs8RIXfRd6SFHt0dFXwauswfbEspiWpCLkJeDTqwl5ah1M09ycp8uo09ydoaYtimha7Xl/JxIULSEQyJCJxyutLmTyhhE1b+rnqnMkkMgZ98SwVQTf1xV4GkjmuWf4TPigupbzMh1tTuOtDs3j/L5djmZIlc6pZ1TqM16Vy24XT8eoKRTo8uiNKOm+yvS9BfYmP6qCbk+pC9gI7RSVpqaTyFv/YMciUsgC1IRft0eyeZ6sK6BiW3LNWQVXAtMCvCzyq4Pm2OEG3SpFH509ruygJuOiJZJheHaIh7KHEpzPZb6Kkhsk9dz/i4puxCt+7eM7CkqArUNq+HOHykHj5Sbzv+3ce7NRY9Mi3qTj3XLQKe9X3T7pK8eoquuZM0A0AACAASURBVCIo9bnwFUx3LzbbQvSW86Yd9vcnm4zTkxG0RDLcWxA81WEP3dEMOcOifSDJFQsb8OkqGdNi0bhiTCnpiedY0xPDtCQnNxRT5rPfUzxrUh3QSRoWXk3BqymEzRj9BHmtM0Y6bzKnKoRXtx3lQZfCM81DtAymcGkKM6qCnDG+iE0DaWZV+HBno2AaKLkk1q61aOV2SPbvInUALG2yV+E0lb27TpHs/e9Psf5uW+Nb1xblxntvAmB4nb0+pubrdx6Tfh0Jk9Q3q5u+dVLg4AsJf9zbyj9jQ2PKJDUmNYyBvMbmgRwLa1VEbzfZSBx3Ns3g5g7KTupEbRgsaCDQ/4efUDRjCtpJBZuwZbJ7iYWSjtorvQEhLTyaRiRjYphQ6nOhCMGp9SG6E3kGUjlbQBR5iecMSjw6Xl1lU69tFptRGyKdM9nWK4kNp1GEwFtcRXQwRWJgAMvIcfs156CrghPOq0RJDPCbvlJObiyhqdhLTyJHbcjgkSVf4MTeBLcuqWFHUuOyu1fR1xYlMdDH/S3DGLksvnCAb7hUvnLmZP64po+qoAevrjK7NkzWsCjz6WQNC8vnIZo1CbkUsqbk1HHFrOmJ05fMMpDKM6HEx4RiF8MZk4BLZWVXnLBHY2Kxh7LmZQivn57q+fQlcwymwK1lcWkK0VSerGGxazCJT1eoDLhoz+qMU1S0Cz+NRELBKVyiWyiJAaxAGVblJB7r1Vl62VcQsQ7OefkXUF6EMfd9/PCVNhIZg/IRZuPqoJv6kJvVPQlm1owu2uZABF0K0ayBV1dRFbHH+d3alyDg02kq8aErCrUhFxU+jc0DGY6v9nNyMIHlLUKqOsLM81hLisllfvKWpNKn8cyuCDMqAniDYcpzcepCHmYXC4ZMFSHs9Rk5S3LepDLkREl11wqyG19DHWzgxLIqBosXMiwDeF0KYUCragShIHNpXm0eQlXEHoHROWxPgN4tK8UTnf3M+/RZdL+6gXVt0T3put9zDHt1ZFA0BfUga7EAFGXsWfzHpMAo0w1ODyUwX3qUbHSQ4qXnkdmwnImXnIJr4mwYbiffsROtxg5THFq9EXdLK77qSjzHLSJfORVhZBDZOHomSq58Eqm8RSxr4NYEGdPixNoQfck8Qgj8LpWMoXFmUxmPb+sj5NHJWxIvML7ER96SBFwqL+wYJJLIoQhBLmtQXFvF5Kll3HjayazridEZz3Dh5FJufamfvpiGqsSIZfLc8uhGPrZkAnlTsr03QXWRhwv/ZzNbV3Xw4Utnk0rmsCyJkTdJD/dQ3TSbXZ1x7lvdSVO5nzKfTl3YY4e7xrOk8hbRrAUYJPL2IsWtgyl70ZjHXjRWG/LQVOTGnx7Ab+Zh10bOqp2CGa5BCrAmnoiS6KfUo3DB5BL6UyZd8SwfnFXFy20RasIedvYniWYNIhmDMp9Ot1bGG7vinNoQZjCdJ+hSqYruZLB4EqW7lrP9Jz9j7vf/iDc7jOX2U3rTD8km48TyFtfOs2fVxZrFukGDOYE0hteOklraGCZvvXVN2e0P0t4fZ313jKBHw6UpdHamKA96mFQToiLopirgZnyRC31gJwN6I7PKXGhDzSi5NHLnG1iDPYjFH+b94/0gFB7aFmVTT5z6Eh/bBlNkDA8zxTBlvhq6smBKC1NKagI6GUPSlzTw6YLBfzxKZjBGqn8FjR84h6LoIIrHz1P+eYwrCjGxREPr30m+ZTM/UyPs/MsyqsRi3LNOoqfyeAC29sUo8dj/2oe7RcqhSNz7HdRLvwiA13PwgX/CHQ+w/orzqVowhSsm16MffwbGhpfR/d6D3vdeQFFAORKHer/HGJMCQ410wGAnuc5WtMu/SuYv/036gpspGd6OlJLMq4+h+ENsv+1HxDpiuENufKV+ik47i9yOdYjKqSjJQXKv/h3FH8Q9JU2uahYlXo1EzmJ82IUmwK0JlrVE6E1kOb2xhFXdMbb32o7I0yaW2XsTVYfojNkL2s6YUs7aliGivX2EKytYcHwNiUye/3pwHV07eimpLmbtyePoGE5hWpKuwRStg26MvMWTG3qYXV/EaRNK+eu6bubUFxEdSrOhM0r71j6qm8oY7k1w6qWLcGkq6ZzBqtZhrjyuFpcqkBIa5QBTqsNow+081F/OonFhGr06Uggypof+ZI55NYE96wmCbhVLBFDjvVA3DdNfisgl7UFS1VHSUfSBHbiySdJls1hYodGeERR7dDyaginhzKYSArpCZyJP2K2zpDGMpgiqAzoeDMjEKY01s718Pq1fuIulchhM0Msb+Pmru5haFmB1V5QLp9lHGRcrFseLDkhC+uFf4r3kPwDwldS8re/Mj55vxqUqfOH08dy9uotJlUG8LlvbqA55GEzlCbtV0u4GqnQFJRfHCpSjFVXgapqHueEZ6FhHvmUz4rQr+GA9iFovXWopNUY/rYqfXq2OgCqIZEySeRO/rpLOWxRZcYLhoL3Z3o23UBLpoP3276GecK69hsXMcc5AM7l1G5EuD7lUDOELkdy8mWBDOQOrNpN99jVSg0kq7vrfvZ7L3LTM/p+YvnjU7+LRTfbWHueHBtmk1BG99HwAFnx3742j8z070asmHLSuWff/a1+95s9eSf2Vl+MvrUKff+Go+3MkaCsECDSUBA5RcpQoYq9FjPvDWbj3HkFIC9xevDPnQawb64Kb8A5ugeQw+bZtqKXVtD/8BKUzxlM6w3aWJe79DlSMQ7ZuRu9cD54g7nlnIqRFpnom0rTYOZyjJqjTEc/T5MlRks8QdutYlqQ7nmVSqY9UvpgKv4sTaoJ0xXN0xjKEPRrHVfl5ZleU0rCHnYrKUHsrywFLSn5yw0I645OYUxniZy82s2XnEEbOpHuLfUbK0otOJlVYLNcZz3DR7GqCbo0zJpeTyBnceFoTf17dSbouxIkTSvGoClVBDy/sGKBp3YP8RF/EJ9vvpXtzK7l4kj9e8B1ObrSFn0sR+EWOqVoU/GFCmQEsdxk5U9KdyFPk9hDUPHu+/WqkCxnpQ3F7yPd1gpEj19VKxelejNJGGvNd1EwYx65Ijgq/m/6kQUmpm0zeYmWXbZ47b2rlvz6sqaeRG+pi4q4X6b/peyj32YcwDXnK9hT57IQsy6JZKvwutsYFs+tnARC+dtYR+87c+cE5ALzeNkxDsY8JJV7GhT30p+wAgTKfTtqwaNCSuHxV4Nt7lqzOPMP+OfU0Evd+B9f7/wNL1anOJ0BRqfeYdGZhKGM7q+tDLvpTdoCAyOVQjUGkqqFFurA8QWq+cQdsfQmmnc7amM5x/lK08lpk7VSsdc8hUzEygzGkaaF4XBiZHP6KIObtn8FnWhT/xxdJP30/zFt8xN4RgJUzcKUjiKxt/jJb1qA2zh3VvU2333dE+zIajI6NZEqa9vz9xJbeg5QePUIRh3Z6j0GJMSYFRm71c2jVjSjBYhjuIO6rJJxNIjx+lOIKjI6daH4vic4Bxt/2R6zmlWgf+AJJC7zltZhVUzDcIboSeVZ1x5mfzBPNmtQEdYpdIIRKW86NYbkIe/IoQuDTVTpjGXRVkDUtFGC+1UJ/9RRUIWyfgbQdx6X1FSSjYeomlnDmjEpWtA1z08J6VEXwm0Vu8h9YxKsdcdb3TmFde5QtLcPUVQVoHUyRyBisbo2weHI5l5urWFN5Gh5d4ZzplXg0he54lvbhNJNK/fzb3Fqi96/h+uB2+re1cUXxx/h95095fHkbn3jlR+y65vus6s5yUaMHI1hBvWGxJR7GzOUwLVuYpfOSPqWUuoCOZ6gZM1hBs28iTa4USlkjon0jVutO2n52G2WzJ+A7/jR01cXkjvXkZ56NlhzAVDwUeTSKPBqTKt7smHWV1EBJDae9+j7Ang0GgCWNpbg1QZto4KQX7wDAf8XXj+p3Z35DMfMbihmKpwiYCfSAn2jWotijEjRio6ojcNU3WH3x2YTGldD42S+Tq5qKks9Qb/SBpiM6NkHVBILNq1HrpmAU16MNtoCiYkUHMNu2ojdMgeIKSAwwu6SMYauWolqd6AM/w1teTC6SQPW4UD0ukp39lM2eQHjeidypLOC6/r/S/uNbGHfjp5B52xdz7QOr+Zn4B8IfwrufldcjmV7uZ/tgildzVWTNHEoyz6J//BFz0yu468eT/svP8R9/KqK46u2+7neMCq/KcPbNq/7fKoqqoOoHFxhOWO17BO+F/8mPX9zJv0+rJjiwjUe2DvDREi9mfwfdk8+hLriCYPfeM42XOhKE3RqzZ51JW0anP5KkO56lIeyhI5YjkbO3ao5mFfqTeaoCLryawqwKH71Jg6xh29AvzKyk9y9/Y9c132dFsop129rpi2cZV+pjY2eUtau7OeWkBry6SjpvsqCuiHteb+drT27HtCRN5X7mpeNUB9ycXttJ+ripSMD9xl8RHh+9j/2N4Rtuo8yr0f7tB/B/aTGVfo141o2uKCysDbJj2NZ87nylhUXnfgVVwGLzdpSYgu538/zUN1CKF+Ir9zKxxENUAlmTnCmJpO0N8sp8LnRVUBXQWNYSwaUGcfsbkVISUEDqXtRYL1btVPyaTqLjIRKd/WQuPonS/g1kZ52NHu2mVSmDeH6/guJgbBvKUOTRMCzJtsEUg6fYg9z8t/3tGD2Wy0/YMihy5yGbQSlE1TGKgfK4R+zDpFactYR5d/2IRMU0vN4wIpfCapyL9frfcTVOxXQH0AZb7LNEKsYjjRzKtJPJrX4KrbIBWdoIlkk4Z2tnxWdeQHLFs+ghH3rIRz6WomjKeJRwKfG1b3DD1DTacUupqx7PBu8UEqpR6FHbqJ97YnmQaMakL2lvEcOjT9D2w0+R/OKdTFzxO/SAH6omYHXY0U6j1TCOBSLSgytYieXyU+RRmVJ2ZHw6iiJQDqFhiDGoYYw9N77De5rcQMehCx1FUukMg/HUMe3D0WbNpeew5tJz3pRutqzB3PAM8dSB94naH+lH3rn1D+8aVNuHcdBr7MmLsalhAHzutAlk4xGipZNpyCdpCU0hXD6dsIB800ICTQt5cMswH/rnbxELL6E4qtAZz7CyK4MpJbMqguiqQqnXjnhK5U1cqkLekiyo0EhKlWCql5SsYpzZRzJYzZS+5STXvUbZKQtR//QN5s2azkXHn4lRPJkndkbY0h2nrCbE5x//Bu1f+y2+j17CdQu/xPeunc95bY8QP/Ua3A99H1/oRETeD8FSfB2rePmaL3Lyr7/D0FOPUXbKQsqDkEYQPvV4Wr/yYcI3Xc/cls24Z5yI0dzGgknHs8Gq5pr59Xu20r57zg3c4HNRsWYq+umX0eeuoieSY1YwR5/pw6UKhBBUBHS8mpto1uT1ziiKCNMQ9mJaoOuQNiBvSaKmRrE3DJaJzGUonT8Xmcugb38Oq2YyQkoe7XMDcS6ddXgO6UotRy3tWEoxlq+YEk+Q1T2jP8TnSKAIUPL2wOkKlx2i9IE58ann6Lvt05RdfAXS7Sdf2oSa6EcrrUIaeZR0FJFPYwz3owKidgq5UDUkY1iJCGqsF6l77FBaRcOsmY52+UJMKXGZWfTXH0XmMqjF5RSfPweZSdhntqeTTG19GiseYc2US7jsG9fyvTvu5bzvXoe/0p5lv3DiyQAsWvEKqQf/G/f8s/f0e2KJm5DbDv1tWbwUa8l4qvw6/SvWUTp7AsMP/JLwvBPtLeuxV28DjL/tj2/5XR1JzE3LyDfOR8vnSSg+Aulh+ggdcsPA0aJoCqrr4GG1h3KKvxcZEwIjmTN5vW2Y+Q17n+3VlVW5+dH1/M+Vc2iL5Xiq2d408KIppaTy/7JnqslB8lYpblWhczhNecjNL19s5vpTx1MV0BBAld/eV8iX6oekiX/zKyjjpuH1BMmHa/EgSUw4Fe9gD0MrVhDZ1g5AMDpIum+YRbrG+678LH/vqqYoX8cUuZWVARd/2HA7Zb+uJFpbTvnUTeSq65B107FUndRffokrHGThT76ANE38ddX20atdG0g98zfcS96HcfIn6PVolE0+hV1fuY62z/yCRQwwO7PNjmoyMlhmMf82s4queI7nT7qJycLHmrYIH6gXYEG5W6Ik7a2hc0op2wbTLCozmTLJh1QkwswjclHU/h771DOhgGEfUSryWQiXolSMQw50INwepLRoieW5MGMvpowkzgRGdwypmhggUjqZovgAqpkn4y/HrcHCuiDhdyAcU8tE8LuDWELFUAP4vG9/zUDFzXfw6tLTmX/PLxHLH0JtmIysaCD3xtOopdWYw330vPA6FSdMQS1txz0lg1kzHtF0PIa/hDQ6Xitjb8Fv5tAyEVzNb0DNZJInfsiOgsvEsHatwujvJNu+C/cVX0GNdqFm4sxZfz+uZ+5GOfvDlJ02jlTf3luKvHzqaRz36Qvo/H93UPOpL+NZ/yRWfJj6Uy7nwfrjmXV6Azue2M6SW3MYIR99b9gbOZZe0Ig53MfncqfzRVYB9nG0x/oIVaN7+14Rra93JVgaW0nprLNpix2ZI5PFKKKkxqKKMSYExm6G4ilKgj6sbS/TWzGXaNZkWnWIVzviWBKyhsXl8RfYMXwB1QGNcyeW8CDncEGwhA2b+jElLGwsoTrgpjro4XRjC1asBun24+3eQrxhAQAbjWKmqyrCzNmH9whQoz34VB2l1LZvNz/dQllHnP6NLzD3EwspPWEWas823jfcg3r1DchIL3O/9BH7cCPLxJq+hJY0MG8KtW4TrXM9wbMvswf8eAShu3AvOAcZ6UXmMgRPXopZOYnJmmTYApFN0PSZz/FCJM2pRUEGAg2Ux5pZYdYw2+OjIt5DeThIWeG0tkua/Jzxq9X4/C6uOWkcH6o2EWaOsmINr+4D0iipYaTmBjOPMtSOmYyhZJLgL8YsqkGNpbCGe1GKKzG7dpDetBorZ+CprSG4eiOdqQwV82bANFtgGGv/Se8jDwF7H140knjZZLyqglUxAcsTYlckx1RPQbt4BwSG6yg5ck969nm2fPxiPKVh4m0PUL9kLkObWyid2YQ0LWJtA7Qu28Gsj55K0bQFyGwG8/XHcU+bj+oJIoa7+Hl0PK9sH0BVBFmjjNvHV/Pvv3+DH39gFo9sHCaSquMHJ09nx7QQU/96O64Tz8Xs70CvnUDssXuZ/9lzWP/75ymbWko2liU1kCZUF0SaEhSFkpnj6b/7p5QtPQttwhysdU9y9hfP5JkfPkN5mZfn5i5hyiUzSXQOMtwcoWTaYwSWfoAT+ouoOe+XKAl70pG8/5ajHpxwKIz6uSjZOLJ6EvlhiRIsxigcfnUkEML2YxyqzFhjTAgMtyaYUGzvkJpddi96TSMAjWEXV59Qi1dT2NiXZNG4ItalzqdIFYRireRKxqOrgn82R5hTFdpjvjFMyRwtiemZREQJEhZZjPq5xHIWXneA8T43YtJ8rO7tUK2jD+wkt+IJXCddwMqiecxsWM7i/76MjXc/S+nUEpLdg9TMWIjlK0ZJJ7F8xUh/KTQtwDIyDClBSrJRknk/YbdKAhdrtamcXBkgY0r8wV4GPBWEXCpqWRNYJko6gjbcAdLCXz0L1r3E8No3uOqar4GRocSKI7JJqotcNEdyQAlVaDQkd/CKWccV963miiVNvLJ9gJPqw+T9OnqsG5eZZWcCSrw58sX1aPE+LF8xtK5HWiYAQ6VTKe1bR2b1CyTPuYnwxicYeOZpIts6MPMmRnoVZs5EdalEd/Wh/GUZjectgDknH/KzLAr46BhKUOHyYeo+xoUlaVzviHZxtLFyJrrPw+D2YVR9PbrfTbJ7kMqLP4j6/FpUXeGh//obp6/bybgPnEvPsuXU105ApONElv2DhsWf44GuOG6vRiKSoefKC7nvT3/j/g29XDqzmmg2z/MRi0U9/yCdyhB98n+J7Owk1FhFNpIg1tJNcVMR2//RzLSLp1I+/V9a9uDqzZSfeiIl1Y2Yg90Y/Z245iyi9CwP9Q+voripiCm3/wKArZ/9JPO/djmRjVtxrX+JSTOuJCc0fLkEmZf+eqxe7x7MYIW9X5nqIu4PcV52OyKrMJQ2eaUtckTaUEdjknKipI4sQogWIA6YgCGlnCeEKAH+BDQCLcBlUsrhg9VjdbcRzdqDmR8wh/tJFFkEXRqdsSw+XeWEanvBjhrQ7XOSg5X0pwzOairmtc44Hl1BVwSruxNMLPHZcebeMEVWHKSFdAcZSht4Am5KdryIcHuRlom641X+qsxEmXIVa9ZHeXn7JsaVXUDrQJLMklN4/4I6zppYjqX1I1Udc9pi1EQ/240iJm1/is5JZ1O34xlaG5cwVfQhhR9LC3NyjY/2uEF9UCPuqySgCnqSeRryPfS4q3F7KigSCmq8j3TeIvr0MwT+P3tnHSZHlT3st6S9e3p6etw9PhHiSkIgCUkguAQWh+DuviyL68IiiwcWFoIFC4QQiHsmnoy793T3tEtVfX90lhVYYH8bLB/v89xneqpv31tV93adPueee05OGuryV/bfFAUhp4R8SY8ntT+yKGAQQdObGbnxNVYfP5xbasPU1Pby6MoGjh6SSZolhcUbOrl4TC5CwI2haTOqLR1B1tPT73DSar9EDfjQidCSMpjscTb8mka8rR5vbSvelj70Fj3mVBO+dj/rrn+G03c/z5YnluIc1Im/9X0cg8u+d16k0wd71hIdMgv4YaasXwMD9+d299bOxTm4kJrFlaQqKs6exEa55EI7w+wGQq4AHctX07yylvyzjQTWf4G5sJA5gfWU7ngWVdGQdCKaw4jwwi2kHXo1D39Vy5GDEvtbZm3N4ZNTJ6Ksegt1bwNz+mYSjcQwlur5YmQjJSf5kCYej1+XjOHDhwEIu7x0LF9N5tQJdK3cgCCJiJu3465qIWvxEvL3foTkaUX1eeh32XnEmqqwZDpxbd7BCM8TGAeMQImGE67sPzPCtk8RyscSsaQRjaoQcLP91nu4Z+5d/HWqgQUHopMDZJISBGEm8BiJlOXPaZp273+oNwpYB5ykadqib6vzU/BL8JKaqmnasH8KBnYDsEzTtDJg2f7/vxNJr6PWHSa/YwOCTkdPv8Mp6duFsXolE1NijEhWcURd2KU4GXKUTItMQDCStfdj7DUrONzaQ54tERIj125EEOCTUBbP7gkkBIcog6owJNZAMiGU7lYEnQEhNRchKZWSFDP+qEJakoF3LJ/RP8vG9EEZOBxGrimPM7RrNYKrCdXiJKgIiF21VLkCCMUjyPjqGVSvi6JwA536DHYHjbQF4ry6swdJhGZfHFugHUOgm1BMAyVhg7VrQTyGVKKZA3A2r2PVsXdgKi4j7unFtXkHulEzEbLLEJQodm89ppALcdP7eN56GkFvJFq1lQnFTvIKktne6EYSBMqTRK4el4NREhBadhN3dSAG3Qg1G0gRI2i5A5GcmZi0KFZdIj+4o2oZajhIpC+Co9iBKAkoUQVruoULSgQWDjyH1P5Odr22gZ2vrKNt+Qbalm/4zvGMffoCqArmbR8eNMLin2nd2Eb7+iqWbW6nflk9/p2VJOWnI+kk0ofmYct1YC/MYtiC6SjuLvYddiXilPm8wHAi3ghnll2GElNxlOfgqWrGF1VYML6QeUndDEq3cu+8wYixEPrh0yg4+2y+HN9BaUkK9mQjLR98imC0oG35lOZzjqNzw25alm/BlJVBSv8C2j9fSaDDRf3SPWiqSvrwUpqPmE7jXxdR9/hj+DevJryvEiktB2PpQFIq+mEaOp5ozXZUbyJz4vft8/ixaXz1TXYtOI/a0+eRlWyh+eUXsT+ziBveuwUlKeP7G/gBCJL4/eV75YkgAU8Cs4CBwCmCIAz8D/XuAz49ICf/P/BLNEkdDRy6//XLwJfA9d/1ASkth3GbnkGdNh+to4kM1y60eAzSCogYHXT444QVHfVNIWalhtGZRIzeVuJeF6gqkk6HLRbBkDWQVl+MwngHhXYVklTEYAAtFqTRVEieJYVu1YRl7En0qWCTNZr9KpsaenlpeR33f3w74bnDea+ziXnj8rEZZe7aKeDy5/HgrBJ0DRvZYRjMRKuTua4t+N9fjXXOGdy6VcG0V+KmAY1kArVqHlaDTCimkWKSqIumkWGSWbGzi2B2NsPiPQjBAMkGG4rsZF/qKI7V+8FvwTT9FHQn5CO27UCxOHmmJ5Pzc3yIzTvprZhLZ+kswjGV3lCMJTs7uHv2QB5YXsPYdJl9XpXyylcRppwGWaWIQI8lF4c1Dal2A1o8SnPxNNJ1MpGwgqY38UXSWA7N8jDkrskEN32JPrsAb2UlYVcftTddwXTA3RnAmmVl+z2vkPno92dE+7nt3z82ZqeZgunDmdEXJX/aQF69aTHT9m0g/+MHMOQVERx3CsqLt2IqKcMzeDYj3NU8VpnYx/LAiffwh1vPJe2CCdxaej6egijynk7cwSi1Kak8s7yS3x81CCUlPZGlUFWQU7J4ObwW1etCnDEF0WJD0BsxJBkwOu1YspzEPB4MOfk4AVEvkzc9oXV4qpoZdv5UXLvqMGc6CbS7SJ0ymVhrLbIzk1B7J+EjJmKsqqRrZeKHQP4PyHr3Y1L21Dd/gFteugXHkSMJvvX4AelD+AGxpH7APozRQI2maXX7679B4vm3+9/qXQq8zU+7Delb+bk1DA34TBCEzYIgnL//WIamae0A+/+mf9sHBUE4XxCETYIgbOqsq/qJTvc3fuM3vo92T4B2z0/rBv1Tk9jpLX1n2b+Gcezfn1P7y/n/1EwO0PxP/7fsP/Y1giDkAMcAT//Y1/RD+Lk1jAmaprUJgpAOLBUEYe8P/aCmac8CzwIMy8/UenfV4zk0hfxxJ6Nr3YIgihAJEFM0TLJAplVPmV0mJiRj6NhN3FlI48j5lPn2ohosKHs34LKXU6C56DVnY9/8NnJ6DmpKLr2WXPLCXYm1BFHAqEYwx4MIkTiy6GBgupUvxnfywZFvEDbpuDGWCANyZXIdS/T5bGvzcuwr23hi37Pc2Ryh4AAAIABJREFUnHkenw+tRhpxBMFPPsT98B9QptzANZ73aXxgC0WXXkGmIxF+PM2cCH5XYJXY644yNNNGuz9CvUdPltVGjlFPzK9QaopSE7JS1N1K7+DZePpilMkGXm6SKXOa8SSnY7NlkKwFWNwc4uj+aTzyZQ2SKPDypmbun92PDd1hxguNxADR14WgRImlluLYuRQKKhB0OtTikdj/9keC0RjWJAuuo6+lxKjSm3EceknAUDgGyd1A33uf0L27k8wR+UT7/vHg2FDfS/le14GeQ786JqxaCcDwE1oQG7dx4Xk38tQ+F/Pm3UCeaxu6nr0op16JR+fAqpdQu5u4IiebaOYAxuc72LboA/r/9Xquqb2d8/pfSSQc44b3buGGI26nf66dFfUuSlNySPc1oZrsiLEggqxDzi4iUr8XWVURZB3lN94ESowvxXJ2d/u5QNzGtvLj6AlGmbFnIS8OPRXneD0n179BweljaX/vfR4afRW44bH58wEwAsrOZWx46iMkvcTIJ+/lwERrOnDknjqfnb9/iJKF7yF/dmCeuz/IrTbxc/wdTdP+U/aub2vg3924HgWu1zRN+SXsHP9ZBYamaW37/3YJgvAuCRWtUxCELE3T2gVByAK6fkBD2PIz6DznWIxvvUcspwK5uxZBjWML92C0pqN31aLpLUQsGRhkHbK7mcLUYvwffYhp8Eg6hp9AullG27yBN8VRnBP0cW9nHkPEJBzhMGOSdPSGFXSiQNbuJewonMkwmokakhkjtaH2H8+oh28m68rbiSdlsrTOwzvCYHRKInPbRVNKyDvmbhY+cBuX9V3NIfUCZ44djeLu5sJx+XRwIb1j4sgWHbk9VRxZVoY/qhCKa9T0Bqls9dI/w4aqaXT6I1R3+ylLs3KcrQO1sYXU8sMQZiyguj2IqmmYHSWM1inoJYHknr0obTVokTBnWJIISjM4fXQ+D35WxVPHDkISBcbaAmgxC3JWEULEz2ehTLLECLXGkURaVeb2G0+TN4bhmBspCtahGqwYtADJUhyflIx187vIBQPoSO6H/8ZnOaThM0RzEsHKNSye/zsATr/69ET2pd8AQJ+ai/7w2/D/OcyFA8ZRf8PvUC9eQHTrCuT8cpy2ZOKFIxGyy4glZSEFXGRYHJyb4Ua583FkVwNzmhx8sqWVS8fdiEMWqe7wsb3GxeXj8ois+wTDkHEIoogaDkI4iHnEJOJdrWwtmYMkCARRaHAHOZ8tvMBICmMKKSYdlaPO4Xdv3oGok4klWQis+Ypgt5t74p/sP/t/DfxYfuxorAOHoPS0ka5PeLSFN2zAeMQ5P/Fd/W46Vm05IO0coOCDLUDeP/2fC7T9W52RwBv7hUUqcKQgCHFN0977b873QPGzfXsFQbAIgmD7+2vgCGAnsBg4Y3+1M4Dv9dOTTEbi4QhGhxFlyTMI2z9D0xnQBBFNktF7mkHSo9gyCMVVqvUFKG01iLuXYyjqhxaPsbs7gD+q0rLoPSRB4JSOQ5BEgda+MO5wjA4xmaiisbbFS1P/2XgjMeqNhehFgVhqKcrWpWTc8jhdT92DoCp4w3HcoRhPfFGDzSDT2hdm0l9qubL/xdy0+RHGP3ohV3sPoWnyAnJrlxGIqdgMErm+GlRjEo5AKzmij1K9n6mFdsbkOzgmI8Kk/GTm9U9nYmEKx2TFCa/7GK1kJOLLt+GOqPijiVhQGZXvEFM0sqw61J4WFFcHiqsDLRrGSJzSFDNvnHkI7f44/qjK9nAS8eRcRFsyXfZSpjuCGGWRedYOMm0G/rK5jSZviLNe2kTcWcj2mJOHt3qpj1uJqRrC4CnEqrdilAUGWqK8ohuDaEvGMu5wrirwc1WBH3dLH2PuOI0xd5z2Y02rXx1nV37BO+axqOvep/TGW4i31tK7u46uJUvoyh2LVLseTWdCbt0BSoysDa8ST8lHXfceal8vF4/J5cLpZWSkmSlOsxLoixDoC7O1I8ji8vlgSkLxJrS63s3biXe1IpgsjKKZEUILE8Um5vtXImWX0j/VglEW8UUVWvoizIvPo3XVbiJuH+ZMJ+U33YI451LEOZeiNG4jHAqhNO8g2rAX2/BRIErEO5uIrPuE2J7vdmz4KXktPoCKB+4m+sJt6G0HKJaULCHp5O8sPyCB0kagTBCEIkEQ9MDJJJ5/X6NpWpGmaYWaphUCi4CLfi5hAT+vhpEBvLtfcsrAXzVNWyIIwkbgTUEQziERMe2E72soHgzhb+0hb9pw3Duryew3nHj1FnS5JUiBxMJ2PKWAXT0RcpJ0lDR8wT3+wdyc14UWDhJvqmJndCiLKtsYedIfmfLnS1EufBydKJJlM3BkspcLPmsn12EiGleZWeJg0U4P7pAFq17GG9FTOvFUREHAfu2jaF+8wPGA5MzkzDOn4heMvLunmxUXDWRfxMJru29mV6sXq6LycVU3SYbhOF1BSp1mFGsqUshNvHorUv8xhJLzMXftw2bIQ9MZ8IQVDLLABM96olt2YRwyDlWJY85Ixf/cTRheWYv7tfd4LelQxupEInEVb8k0rP1FknzNCL0taJ4WCiU9deE0Uk0yfRGFFJOErrsG1eIk3VfHmlg2rT4f9YYcxudZmRLeTm/2OKKhOEe9spPpgzLIsZvItuqIKRpi4zYERxqqBmLAxZm5Ih5bBdrLtwPQXVmNPd3ClXMfAOBp7ef1pPml8LTWwJVyEfMWX4cntT/BNU+SdcJJNC9cSGawBZw5qMYkNHcXkiUZze6kPixTklWIt3giFlSOT/Mz75QKYhqsH5zJza9Xct0blTx71kj2YiOtvBRh1S1oqorq9+DfthVD8jZMs89GxIcuuxAt4GaiSUHrbSfu6qB3wyZml+QglB1G+6otpJx8PnFrGoG4RtLezyH9H3nE9UMnI+X9Q+OIb13ytZD6JXDGIXlAHn0n9+PkP69jvyX7f+IH5fT+HgVD07S4IAiXkPB+koAXNE3bJQjCgv3v/yLWLf6Zn01g7PcMGPotx13AYf9NWzqHE09NB7mX3YBuzQcoeUMhfzgxQOprR0BF+fgpCrt7qTvqJrzPv8KKiqu4tOYjPLWt2PLTeear7QDsbXAzzajDG4zR6EoEoQv2S+PGw7JZUtPD5IIUYip09UUw6SUWDEujMyKweJ+Lk1JcaD0tiOWJ6J3+1Z9ijMeoK5jBWRke8CoMDLiRBo3ikrF5fFTlYsbqx0g68WIiS//C4oFn02k1MLlrD28mT+NUTw3qJwtR555LhdVMvV9H+hu34zv997QtWoQgiST19WEe7EOafRF6dEw+uR7BX0u0fiuNeWfiiLpQLE6a/Qq3rY1w1uhDGGxTebMmyCc793HLEf0AiKsavY4yHL5G3upN4dj8GDt0FoZ5N0NPKkpmPz6o6uGF88YQU1WeWduYyB2+shFF1Thn1GRypACapqFa03BpJiyL7gWLiaSzfk/3ufPYXOehxKJn4uis/2HmHHxkGGQ23LmQCX8bh/2Ek3hfHMzcmx/gj5u8HDM4lwHVqwgNPRKTtwXJ7kS++3zis6ZhdXcjlY/Es+hZbIOHoh85B4MkkpVt4+zxhUTjGqCxpyeK46Q7sOlFxO3vkjR0OJHGGuLrFiPtzw+uRcKgJiLaqj43zvHjUFwd6IsHkZ9fTqelELteRI1riKm5EOpD17GH6K61AJj+SWDIw2f+7Iuj30ZRqo33dO/xv6Xa2s8ByoehadrHwMf/duxbBYWmaWf+4PP7kfgljut/jXtvA8/d8Tcm9iTRlnkcl0b8bAvbGWqLIGgqn4ezOHz4ZIzA0KQYoTEDsQs6oj0B1FgMncVE1TX5xNvruNufzYYjHufE3ESC97+H5d7V3seFWV40NcgHTSl8tamFN/teYtiiU5k7rYTzxuRDsIe+8qkAtC04gcwx/WkomQVxlVXxHIakm7FZeyhvW4diHslJun1snHsjZSYjjrEzmZ7qIKXmS8S0HE62x/Bbx2Bx5KABPXcuoGjOLDrOuIv85jVwyXWoJjsrXDom5phZ1RrkhlfXsf4UM/G8YehsqeTYdLSFUsipXk1K8URGFTq469O9OK0Glry/kYkzhrF4Tyf90qwUOUxU94ZIOKWFWeWS6AkGMaaNYkCoiqAxhQn5iVDZZeY4D8Y+wOScymuGAuxGGQ3Y5jOQbYN21UjW3o+gfDD6CScCUHzO6Zw9bB1V7yRMFZHPXwTAMP2sn2qa/GI55w9zaPlqF5qrlb7yqUxQNSBEXXcA++NX4E5PxvXUXyj80+uE3nue5LI8li94koLJ+Xgan2HPji6OvgNsosToUUdRnGZl3Kf3ET/rDwRiKn9eXc9dNc+SPvtoot2tyIefgaVoMACCGgclhurzoAZ9qKEAkt2J4u5CzsxHDfqQs4tJj3YhhOOY4mEETeVTykmV9FBR9I0Ybr8EomvfxrN6BUmDByEPngCSnviOFcQD4QPSviAICcea76lzsHFQCAy1rIzHRsRxvX0/jwy4AHX7ehxDj0eI9OJNLmFqw2K0wkFEUsvQ+bswHX8FjylGkswP8NzqJqaWOMm06snKHszNwV4kXzftcvK/9DEoKwlIaA7H5ELGxSdhnjmEi++9lns6rmZEfjKvd5m4wZHQSgpmjEKfXcBg/066MoYhCQL23moUexZvKAM5xd8NwCFGLz2KgS/UIqZ6avCWT0UnCejjIeKqhrJvA71r13Dv/V9x6pfVVJyznW0fbCTv1YQZc0KexDt7EjF81p8gsyupgixFwm5xIgkCdy+rYXRhP3JafRhkkbPHF/LCmgb+eM0sTinWIfc2oZqhXrIy0BJFDLiwpmXz7NpGjh2aRalNI2AfxMf7XNT3BhmT76DE6sE4fAqx7MGY6wOUpiTswnl2PUl6CTnsgYGTv47LpOxdCfEYyXNPo+/waxnx8T0/+pz4NRHq8pA3bQiCMwezLOAPqShmK88cVYKWPBo5p4SUY9KJr38H0xm3En71bmSTTPFp89DCASp8HmreWU15Vga6oJv7xpgQcqcT+eQRUrKKGJQzljdyruGCva9jHDoRnz6ZmDOZJElBiAbo0qyk1v0V7/Yd2AqyEW3JCDp94uRkHdHaHciDxqPs28gjwjiOevEmCvjHzvVfGvGtS/7je6mjv2HU+D8hyDKiXvfddb5/DeNXx0FxRSnxPogE2DD7Jrp8ET7MmEGB2gOCSHL7VqiYzmJvKp/WuvmwU8dnbQoZsW66g3GuHZFEfpKBqKIhe1rxysmsiueQLvhJF/z/sc/xX61AU1SePu8hRh1WwbhcO6WpFnb7ZXb7ZWy/uwMtGia8dQXOcBfOru1okgyCyEmBVTQ9cCeNzz8PmorDIDIlOcRG8jBLGuaG9ayZMgvD4gdxrVrFQ7d9wuNrHmLUrfOJhyMMe+A2HFXLiCoaKxr7cJr1jM2zM/4dlQ/2dGKTNZ7Y4eO6j6u4dFIRoigQUzX8kTgxReWu2QM4sfVdAm88imJxookyxcFa4ktfQtm3kX5JMKrQQYMnxIf1Ab5q7GPZvm4mFzkBaDNk4coaQXdUYkxO0teOT5oGxrbtyL1N3wjiJ1qTiaT3Y7q2D/vYiQiWpN+0i/2YbnwSW8UINL0J2dNCTqAeUYkBoPo8iJYkdumL0MYcS+jlu9AUlWHnT0YLB1ADfSy56m90VHbRuX4HqtlBg5jOm+JQ1FgcLRpGL4tcFFiGnJaDv2AMMTVhgmwLgdTXSWa4FS0ewzFhEgCC3ohgtKB4Xag+Dx3LVtDy+L0Ypv2OG6aWMfCVD36xwuLvtL79HqJepnPUqQSX/o0NkRSIR3nWOeeAtC+KAqIofmc5GKMPHhQaxo9J14OXIxn16CwmdGkZ9O1ObBXJuO5P3/m5mm4fuT/FCf7Gb/zGT88PWPQ+COXFwaFhIAgo6SUcVmTniXkDOG5INrqMIoS2fURzh6EsX8jMhnewGWQ+3NnBtO0vEPvyDQzP3QhKnDSDxsdV3QRt2XjCCoPTzYgNlYgNlf+xy5XjJrDy8a/wtHfyxvyhfFo6kiZPCJ0oYt0fxTI8+QwkZyZKUiaxlloiK98lorOgjJqHKd1B7onH4X71cVa1+EGJoRNFVEFCyRnM+JWf4d7TiMlp527PNi4bfzWVD7+JY+584nnDkBzpZMR7cF55CptaPLT2RXnizJEcUZaG0WzhUv0OLhxfyLs7O5iU72BKgZ0jSp2MzE4iGtfQjZqF9fiLEOLhhCdZ2EflqHPQxp1ATNTz6a4OxuQk8962NvrCMY6uyGJ0qsDILAuZ9JGseMnq2IQsCbiCMRo8Yfb0BBFLRiOWjP6Xe6UF+hBMFnTeVlRnAULpKPTjjvtRp8SvifWtPhoGzqXXkouqM6Ea7aCptIVFDGOPRA30Ub5zEW03nYMhxU71+xvw1raiHzqFjnU7GX32aCb94ThSf/8sNX0aJZ7tHNP8TqJxVeG8wJcgSmiqipE4Ke5q0oItRBSNWHp5Is+G3ojq8yBnF6F4XQiyDsmZSby7ldSKEgrve/lnvUf/DfLwmaQNL+OOnDOQn7gaX1Mnw9Y/i2BO4iL9zgPShyiJiDr5Owu/maR+mWgWB145mVZfjFZf7OvjtTnjqfbGqRlzNo9ZjuDNra3UtvfRuGQtvsbE/hipq4bWEFxSYcfWuoXN7X1En7gWpXwCsQGHJqJ2ShJqLE6krZXGL3ZR+dzqr/t4aOlDfFY8in6bVnFh3cuU1XzMH5ZWk2pKCA1pwFjEsBdt9DwEWc9DziEIK17DkumEsjGkzL+E4ZkWVGsqwZjCfSsaEGvW49d0ZF9wBaaSMjrCAnfeNxdzqpnorrWIAReqyc70hQ0MfvtD8h1mqnsDrG/1sL7Vw76uPgDKZQ8357RTFGvBSBxNg2ylh6E96+g1Z9MupeBOKqIluT+nbzDyt61tXPbBPuY8s4GHjhpI/0gdf5o3kAn5yYzItLLPLyUi/ZpTUMwpBAvHEIqpDMuw0BWIMq007dvHJ38Imi0VQYmiGpPQpeX/WFPhV0essx6bXqKYXlI7K5F7GxGadiC3bCffX0vcWUiobBKP6iZjdNqR88t54dM68u94mL6PX+fFmbeTMriI10tOx9K+g9wkHWookIgVVTIQQW/kadMUtGAfz9mmIVWtZrEvneebjRTXLUXXVYViTUMcNRt56FREazK6/HLksuFooQDBdhfB9l+Oi+wP5Yvh5/OgZR3pM2dhyXIS6fVCPIqUcmDynfzdrfa7gw8efCrGQWGSiqoannAivPnfvZoARAQsusSg3TA1EVa7qdeP9KcsAvu/BClpxeQ3rqAqZxIkDcGhhTEm21BEHdKq13l/whWcsOMvdKzfzcpzH+HMOWdQc9v1uOvcfPLoq1z6+vVYMiyscgVwzLqWBk+Iq0tNtPkTHkVIOVg1ETGsEZiygEu7LuHsd3eRljyac6I2ipKdWLU4kruFQzZ/xEidjkXyiVSta+aycSXs7ZdDziOX41xwFfbBK4i0tyILIkv6Ulh6hg0tFuKUdC9CXzeVtmFsavMC4Bt4BJIoQEEaBkFlS1eY69/aztvnj2ar2UxhRCES13AkS7y/10WB04LdrCMaVxmen8yr29q5skRHT0ihJxjDH1WYmGPmma2dlKRYKHaYyLHpKPDuIbqpkmNkHfDtaxKSrwvFlo5qTPoxhv9Xz0SxCZ+5P7NfqOPLs4oQVRUt0IfmyKUtLJIXaeCsjX8madhg9j3+PIvmLODc351Bxa0XcfIT19BqMfDU3tH0HVHGJR0foJWNRm9NRknKRPL3cAkeNPMATl75BI8MvZDjP7iOBcULOMr7BTrLGqz9BxLrbkWyJaMbcRiCKBPdkPD0TL/msZ/57vzfGJebhE4toSNnLE6vC3HkLFyiHUU9MAmUEjm9/7d9GL9GDgqBYRAF8mwyRtO/JtkprF/2D7Uw9SgqWz3U9gaZc+U9rJmSyLVguzMVff9plKgRAPpF2lFHjEXYvYyluUdydLaNSucVlLbczMyP/kBzIEzg9pcYE6th98hTcZ43BuegIn5XqsMr6xAEKEtOeJgYTSbUmnWsO+c60t76iM2tfby9tZWLJxczINWMwyCib9+F6u1BLaigd2c1adc+yIkdewhMGIo3rDDKtxV/URZeexG7+2cyaJKJSneEigwdQvXnyKnZxFOLkSMBhiTFGRZ30WtMI65qxFUN65LH0Y6+klFmH8+dcQhOTw0FyUUs3NzKhKIU0i0yEwscVDZ7CUYV+mfZKHaYGZtrY7c3SpcnzGRHhC5bMu1BlVMGJ8JDG9+5D/OM+fRlDGaHUALApG8ZG6V+C2p3C5qzkACJ+2I40BPgV4wuo4j6nlQiV5zK8oeeQ2zfg6AzgDOHaFIWOYEeOp59mJ2vbmL6otlYc5zUV4RpXWFDdXfRtaOboedPYXV5KwSakEsrUIBA1hDM3VW028sRBIFMwFYxggtb/srzx9zJvQ8swH76EUS6etCCfYj7F7oDjmK2dwYZZf51C3e9JCDojSysbOOySfMRtywm+ZCjkIK9B6R9UUrs9P4uDkYvqYNCYBDwIKx/h21/fhWdUUa77zXKm74AEsmU1pccDbU92I2Jy22N6ihY+jnFqQltJNrbRsiQ8CX3WEvIKnHSjJ3ptcvQsiYyMM3M3464gbquAMcPzWJjUy9XbwgQu+7P+CcVMufNm/i8X4ycJB/DMixIvkT4tXVdSbSHC5j84RJWNHoRRYErDi3l3R3tGIdm4cgwo0k6tNyBaJWfE3Z5kbxtuJe8je3kXATJgadgHJaS8WiKhj8aRycJjPBvQzGXEhkyg3pvlF0Nfo7LTCP8zuPseH45oz56F+8Ld2M/83rECUehbl6MmF1KqegFVSEcVxmea+fBz6qIRuLkZVgZX5bK7LJUKjv82AwJc5qqaQzNsKAJOtKII4Y8EAFdeiGbp1+F/upTKXv+LbJs+m8dllhHLSIg5A1A0VswwzeE+m/AnZ9V8/SfXqfu0lMou+oKAllDEICltW7mpMVIn34Yh44bBekFdG1rof6zfQxYsRxdyzp2PPUGFZufTLi97lmHpjMRT8pEUDVWxXOY6K1CM9rwpvbHZSnjTaWdY0pSuXTardx859UcuugRFHs2U19q4JKZ5bRtaePzXZ3AAD5e8P0ZEn+pGNe/BfnlXDk6k3VtfjLLZlLsacXz+hMHpP0fEkvqYDRJHRQi0K9PItpU/b31Uk0yc3NFcqXA18ICQDPYEAUQBZAEUM0Osje9jpSWiwcTwZhKjs3Izc0vc/N7uzj+8/s4fmw+lx/Zn5IUC89Mv5VZZU7sBpmPql2IgV42h/7xCy2qaMzOVDgkK4meYJSbpxXzxIo61rT6iacWo+nN6HJLSK0oJbZ5KbZTr2R9nwmnUUQWBTa2B7E1rOVwaw/yFy+gphWDrGdPT5j+Qg/H+ldD0w70GVkMu3gG4XceJ+XYM6mLmmk1FcDgaSiOXNSuRpqffoyBTcsYmZ3EBYeW8MGFY7htRj8uKIYVjR72dfvp9EeJxFUG2AXscQ/CzmWIIQ+KNQ3FmlinOCQvmYyn30LatYwCtYci/z/uf023D7Vq/zpPJACaiq6nBl1PzQEa8YOLl04dQd+TN1B66UX4135O84ITkVcs5I1NzQixIFL+AHT9RuL/aCFFMyoAeHNXJ7vvfohL7PWkzD4JtW4bgiUJxZaGGAvT6I3R2hemy9GPeimT2X9ai6JpHDMok0U72jllbD6TPn8TTVURXY0su2QkW5o8TLl/AXd9dDuL5/7yNuP9V6gK0ewhBFQJq16mtHcb8Q0f4Zg8/YA0/0PWMH4zSf3CKZ4zhr76dmrnzaRlUgmO8jxsM06ibOGtAGTf8hRg/cbnDBbb12YSmxkifi/ygDHELU6SY27qAmbmZMTQho/iY/cOlhbfyVCjjjGtS/ksdSrrq7oJRhWmlqcypdCB15yGsS9KS1+ELFui5R0hKxa9xpQCOw+vauS6w8oYaAqiilYkXxORqkpki5GmD79kX+mJDMs0EIhrrGj0opNEGjNHk6e6kCaegNRTRzR7CF/Wt1MxMgOh33hqlSSc/WSSJAVZiRH94mVs2/aSetV9hEQLRjWC7Mwm5/jjEDOLSF/9Au3OOZi0KIU2HWJDI9OLR6FpGqlGATEaQPD70Ko3IpYeQrPoJGvFa4mbNDMR0j/F34SYkklc0hFPL+MbGY4bd4AtmciKtzEOGZc4lvfvlX4DoHv+XaR0raOvvp2y+x8F4JXdq9mkzGFQmglT9UrMx15E+7UXMeWDv9DjNZJaUYRgtrPTWEZp2zL0pRV0kERLb5TBaQauereRYwakkhrtZtKQxGJvGd3MuH8BF4+/gUEr/8iQcw5Dn1+OlNTE3aPN7B25iAHqvwdM/fXx9z0+UncTQwUfakoev5ec0HGAOhB/2+n9/z2Rvl5kdzM4C3/uU/lVEuuoRTPagN/MTr9xcCPKMtL37fQ+CEP5HxQCw9jbRl99O21n3Uv5cUaG5t6Na2cdvXsasB2uYL7iof+qPdnVgFQw9OtfzOaol688JkifyuRBGqVhI1/UuygdMpdZvjpGnjsKTYPtnQFybDrcYQWrXmJaoZ3N7QHCcZWIolDdEaChN0hZupVsqw65u4l4mp747nUQjyIeex2lE/ZSkGGnsitEtSvItCIHz25oxqwTyc7JwB1RUZ1DSNVUjixPp6ZPo9YtMzZHIjnSgybrUTd+hJicTttZZyIqOlBUOqIiRY5cZDWO2tOKPGYuF9jSCakC5qif7pxRKIpGhl4BTcQnWVnUGGLKy2+QNW4n2UXloDey9rqnOHS/hkFHHVpqLrK3DbxtKJbETvD8qk9QZD1KxQy0sBehaCwRwGwyHrhBP8io94SokoYw+9oReF64G32SBev0E5AEgS3tAXaHyjnbZKf8jrvQ9GYOLbBjG9SP6nv/SP7Dr+Le24By+KXk+GpJb9mHVhvmg1NnIrdU4kqv4KRhUfL5n/bKAAAgAElEQVST9DQH0hn19H0sX/0xzfVJGMqH0bt8KfHBcwnGVAa6NxMpGgscHA+HmDUdQ9iLqjdzZ8pmYg17uPcAtHuA8mH86jgY5gSyzUbaEUeQFd6N1hijty9A7u2PIndVo/S0YDEn7LG/XxsF4LbD+31rO4akFEhK+cbxh7+sBeCUQ3IJ6WyU7vqAaOERxB+8DGXWDKzDS5FRGZFlpc0fY3dXgMkFdhZu78Ssk/h0XxdjC1MQ90+g6cUpmHQinowKzLIAE09GCroRe+vpSi7DjsDw2g8ZDpz0djlPtr5I+tDrkNrqSTM7iCfnInna6B/2ofX1UNJai+TLQvW50RUPwddcT7DLzZBwAGH88fhfuYeSCYfhLpmMLWcoYsSH6O9G7m3AbMuAeBSnEmBhs8R8zzLal37J+hc3clbVl8jXXUsspwLf83ew85U1/3JftHgM9GZUgxVBiaLpTWg6E8KgQxFCXsSID03SI8WCiXv7G/+ROQMyeGx1HUJqEH2SBWPJADwpZSSF4ryzo53LJxaAFkeT9WiizIMrGrg90EfRfX/myJe28MKlD1HZ4Scz3Um8rYHto88lPa5DThmMFlMZYg0julrJ725GiUcxlAzEeOTV7LrgeHrve5WJmpePugRSCkZDXMV5gPJG/Fy4nrgW6+9uRF+9FsGWDC1VoCpIjm/N+Pxf80OCDx6MixgHhcDQlBjxllpUrwtd4QA8Vc10XnwW/a+5FDE1l9jmJewYfDJ/T97X6g6Q47AAsHh3B9OLkukJJfZN5Kd8c43jpVNHAPDpvi5METejP7Ky8TIX7YqK5Ejnhk+qOWFYNmOyLdhkCRErkgBjcu20+yLospN4cW0Dz584hNeDUTKCTfTJBVjjfUiebojH0PQmlKQsMrp2ofb1Ihb0R9ObWORoRTz0LOLVG9Hy+hNz5MFnzyKUDyeePQgZCK35AovdSby7lfalX5I14zD8LasJ1FRj8j2HpqrEWmtxiCJq4QhEfzdq816E4hF0KEZSv3qJmMfDqVk5hFqaiV39BDNvk9nrjTIw4OPL4VNY1eRl2MaV/3JfdGPmff063l6d2KEsiEhBN0IkgBT2IRWNOODjfbBy+YRi7l1ezWnH3IDBKGDvrcfWuIvLJsym2RslLbgT1ZFL2JbJ5RNVqs9diXf0Ak4dm8+aZi+iIND95F2Mb5zC3rlmtnYEOCRVZu2hM8l991k0UWbFGYlsoaJewp77HEMf+gPudAty53Zm7FoOu8B80o0/8504cAjOHMIbP8Nb00hffTupFSUHpl1ZQtR/j1vt96Vw/RVyUBjZlFAYcfbFyFmFxHMrCHT5iIfjqOEA0V1rEfRG+qcaOWNEDueMTER42t3Rx+6Ovm+01d0XxBcMEXzrfpS9K4l8+Rrv7mxnd0cfRllEDHnZcnYKXc/cT9QXoCVjJFdMLmJHl4+ukIK0axnFvZWsbfFREdr7dSTX106pwNawlvMzetH0FjwRBU02okl6BCVKX1IBYrgPTW9C9XvQQj56Xn+Wbalj8S59D6lwEJq3C2HFa+hGzkDpbkVu2kowYwCiXkYN+JAc6WTPmYVgstC+vgZ9koU9ryylcel2Nt71Gr41X9Bx77UoVZvp27gG98JH8V9xCkrAz+ejLyLS3srrFefjNEmYtrxPf0sM1e9h7PVHMm1AKseYWzjG3PKtY9BtyqY9qIKmJjSgohG/CYv/AzdMLSOsaHw1bBJNxnyE0lEJc6RNT7RmO+6Fj7KrO8TOrgAF04eTk2TgtNAass8/gYXrGqk57W6syTa2dQbJsuqR3U2kLF6CarDhfvNZpnzwF0LuMOOXvov12bcJZ1fwcmU7j7anYT7pxoNCWISDAayDhyEFXARXJKI6OxfcijndQajbc0D6EPYven9n+c0k9ctETstCEyVi/Saj621k4PML0WQDIUGPxdtEwJ6PpmoIAqQJAUR/N1454a5T4wowMwsyBYgteY7g7Kv+Yz+pZj0Nci6ZX75F+kU3IwZ6CZok7vuqgbJ0K3/4vIanD8kk3tXM9JI8XmrKZn6mytu9QS77oJsTh1cwMdOKXLUScsYhN24GINbVil024k/rR9yYiuWQYuSOPSSPGIF9z9t0NLRjNdiI1XxKpKsHoaGWnu01KNE4z8/N5Ip2F2o0zo6XVjDo9AnIJgOpQ3JZ84fFpPZzEugKYHQYiQVCxMMR5Mx8kgeMI+bII6WnFn9yEamdQcRTbuY8bwtq5WKQdaztgeE1uzHkFTHu7jMJb1oGgFi74xu5mv+uoRnNNn7jfyMUV5m8fQ3ytiVc01bCheNjvL2zg2smn4J7tMwDH+7h4aMHYT7tBhZXeciLhLjssFt4/oPbOLPmCuIxhQGpJj6vc5Pn1FPu0NPod7J7xvVM+vhRDnv+cs7/pI3nDrXQGc7lpMGZX2vcBwtS6TAUWzrmSUcRzBiAwVVD9qmno+QMht8/9z+3LwgSgvgNv8B/r/U/9/NL46DQMOJIROIqworXEENeInob4q7lGLUo122MsacnRHdQIaevBk3So+ktmB68mIxFd3FZSRy5twmvlIQ891KSw10Yd3yKaHcS2bYKOTOfcqeFcq2THJtMcd8edHMvQerrQHO1olv1V24faWFsnp3+WTZUg4XegTMR2qtodAWJinq2N3uQRIE739tJeyAOzhyyrDpixWMJblmJOGgSghLFqEYwySK+uEDdw/cjl40gMuFU8k7/HfGkTEJHXIQhNYWWr7aRPXU01pw0LvzqXgzJVgypKYy8ai4tK3bS9PkWDMkJ01rJ3FFMePGPVFw1H+fxZ2HNSUNNLeSlZj2Glkqiaz9id0+IcV1fYdrzBQ1yJnUvv0FwyCzMOomwy0ugai/ysGl461oQ/4MNeEiWnSFZ9p9y2A9ahmTZ2d0dRvW5eXiAh2SjhMsfpTmi48+rG3ljbhbpFpm/7HRzdD8nbzim85Hhfa47/DbWj9mDyabnuBc3k24x4Lbm0RVScBglZnR8xoZpVxEefwqnHJLLBSuCnPzcBk5+7peTf/tAEFQEQinFxEQ964UCzN1VxPdtIlqzHdT4gelEFEGUvrschBrGQSEw5EAvJi2Krmw4miij3/AOaiiAwWrngX5uRoV2UYiLyObP0bXvQtMZyb/kapTT70CxprFaKCHFXY3cU0+7nErPF0v5KGsWb5WehpJeQvzyk2iQM7E1bcC/4kN0HXvQIkFERwaNw06g+5l7yFv+JJentSHEInQF4ijFowlFFT6pcXPGmAL6Z9m4+IhyvBEF1ZaBoCo0+1W6j7yaLn060epKpJp16Hvrsa15lewpI3l39KmYfW3su/9R/FEVVYPto8/F8tgbxDweksvzMDqTsI87lKczj+PcyHQmdVWgRBXce5oQJYFBywt5wp1Py/ATUY02ksdN4NE9cU4bks6j7Wl0Tr2Q0foe6DcOtXQMXYEoH5/xEFZfK7orTybpoj9im3810ZXvYEy24Rp1Mq5RJ//cQ37QMyxeR9+O7WiBPlIUL8XpFnqCMR4ZGkGTZG74pJqJ+Q76oirr6nuZGTiK6i0NhI64CKNZz5PbH2acsYeOQAxfRKUzEKdu4SJ2dfl4emMrN/91K5W7OtESVkSivb/+vRcAO9q9hOIa3rBCb1ghGFP5q8vJ06YptI8/K3GxBwJJQtDpvrMcjNFqDwqTlJCUisGWTFgeAMAngUTO6GMAqX8iwpHaUYs460JUbxvd2IhaLeQoXrpIIsum8USVjTP3vkDm8VfABTcza9mrNExaQJMi0P/8E9G5t9OVMwrPkSNo9IQ5NE/P6s4Yh1h0fH70rczp/hwt0Ee8qYr+I9IhAvfPHcTl7+5gYHYSR/VLozMQI82sg5ifrzpUNrV4yLAZOCM/Tt+E03DfeCZ5xx+N4u4i6vFz1Du3E1v5Nps/rqEjexhX7XyT3UouO7oCDJh7PcU9mxH0m9DiMRZ0vE3Q08lLd40CeTQdiz9kx7v7aFgxkw87dWxq6yPPvY5I/T6umlpO063nc/EdTwAq3XIua5q9TFv1IAMA+7ybaH/ySga8sgjWvIlQMRX9hKPQtVbTvN/0lPMr3wj8Syex/rMQ0ZaMKoi8saKB3hHZHDIsneerotyrW4HeO4gdDGNSScKd+WF9LRd+sJfph+TQevIztAZhWuk/aX0vLmbA/pc3TC3j90v3keswcVrxQfEY+JpPa11kWQ38dVMzL0x3QO8OOgdMRxAE7t3kOzCdCPs1jO+sc/BpGAfXTPk31jS42NHp59x0F5h+enPJ4t0Halvpb/zGb3wXkYCPzshP+IAWf4jAOPg0jJ/tigRByBMEYbkgCHsEQdglCMLl+4/fIQhCqyAIlfvLkT+0TaPJhNFk4pjBWZQ7/20Rr3EHsqcFVWdi8b5uQnGN8PtPk7rhr+TteJcFoa+wn/MH9PZUgouewDB2FnmfPcyKRjf+vbuJ1mzHGemmyBRnUn4SmqRD1UC/7C/oJBFh+BFo8RiuUSfzUYfEkq6ELN60r5tZZU4kUaDaFSSiqNQpSZQ5TfRPtzIyx47blJloy2bhjsBwNFVllms6XZ8tZULlEFa7Qlz23o0o1lSGZpiZbesmzSxx/nY7j6ccTXjIDFAVDMk2dj/6IlVPvEByeR4Xd2xG0xmZVZzEidZWoqOPxTxiIqo5Gd1NT6FIBnRtO0n31THi5esxZmVgPW4BvaEYnosfZs3E6Uj9R1OrpbBbzEUdeCg2vYhNf/B9EX6JpF35CKvPuI61vTLuTj9j8h14DKmc2bWYcHMzqs/Dou3tlDktfPZ5DRkPtzK5PJXiNAvTStP+Y36Sv3PM4EymFjq4ankPVy3v+Ymu6selOxBlYJqVnZ0+Hjt6IC1yOi0lh5Gy7M84Pn8Su/m7d2f/UARJRpB1311+gMAQBGGmIAj7BEGoEQThhm95f74gCNv3lzWCIByYpOT/R35ODSMOXK1p2hZBEGzAZkEQlu5/7xFN0x78Xxovlz0ggznXzobTf4f80ns0uUI4TDrOGurEHVExH35SorIgolRv4bHVdQBceMJlxGUj3jnXcPLyp5HOuBlN0tEThd6AQn/3OhAlJuUMQSeMZsKSh9h77C0Myi6h0Rumwx/BICcmSyQU4909XayvdXH11DLq3GEARmVbOTo1QLfJTkqghejq9/GFIxz/9OXMm3E7DVs3UxHIw9/5FrP0UmJDnsmJaeM7tAw5GqcocFfNswQPu5+nN7biTZrHjH7pjBs0inP3ZeHyR3hBkbjqwybO+9NlTHj5PoR3H0At7E+L6CTHoCF37iW8dQWGQaPJmz///7F33uFRFG0A/+3VXHrvvQJJ6B2k9ypFBMUGioVmAwsoH8WGiGBFBURRQQQUQYrSewstIUAI6b1fyl2u7vfHhaaBBAzV/J5nntzu7b4zc5ebd2fmLeT9sY6StROJaheJ/YBHYfm7GE7tJit8OBEu1gjGMnyk/CNfdz23jtBBTclSyOjU3p+diQV0Ov8LQo+x2J3fx1sZvvg4W7E/vZidrhsJUYv4P1GVyfD0kRpln8mvoFCjZ363unFmu5PICpI4U+nFuxvi2T7ciRRHV7TzX0IB+Mz4ihPtx7ErpW5CmwN1siQlCIIU+BzoCWQARwRB+F0UxfgrLksGOouiWCwIQl/ga6DNv2j5v+KOPSqKopgtiuKxqtdlwBnApy5kn80txRSzGaOd5Yfg37kBzTVxyKUSdl0opERvRhDA6BKMzDcSmU9DlF0evXS/oKtAEr8TByspVk07IS3NZld6BadyK4jIO8h3mmC2ChEcLzKDIMH8+EwaKMow2bhgMIk8HOlOtLsdA8Nd2f16Z55p7s2yoAtoDCbCXVQUaQ0ody2jwt4XRyspOVY+yP3DeTlyEo2nj0c0i+xy2XXJbG9eo850/12Db9+3+G3EO1zo2g1l7BY293kD/4RNvBRmYnRzH8JcrMArlNGt/PitvQbdR5MZ2NibDktmowtohURhhb7ZQExmkJbmkLfiG5DJEV38kdg749K2NYXnixAee5s0VSBn3puPWVtBbG4Z9koJOqUD6mUfkP/xS3XxNdVTC7ze+JwoZymNfR3wd7FmmWt/UspMGNLPM6qZDzvO5FFUrqeP5kHeT9yL7/Zt+G7fVivZIxp7MzDcFUlSDJKkmFvck1uM2cSak1lE+DkiDWjCyCY++Mz4iuWdXuX9HeeJKjjM0E3vMHTTO3VS3UVP7+uVWljVtgYSRVFMEkVRD6wEBl95gSiK+0VRLK46PAj41kkHbpK7Ym1BEIRAoBlwqOrUhKop2FJBEKrdXhUEYZwgCEcFQTian59/TdmBDgoy9ibw2GEr0tRaBjXyJLPUgGPVsopeXcC5cUPR/v4JkzsEM8GnFEllGQQ1xTppP0bXYJDI6CGew04p5bBDC2wVMqLcbQhb/x66M0dwMJWSLThSKHEgxMkKG/SodUYKtUZO5WlIL9Nfak9qiY42PvbIG7ZBKZhJHvcQqYMsyZx+frgBgkxOiKcdTwaOR5BKGXNiO9rfXyIvTc3rR9fxxWtf0PGr1xD8IxltOMJej658n6XCYBYxf/oq5KfS7uhX4OCOY7gfvQ5+hmgwIDVWIhkwkWS1ngBZGeak4ziEBpC6YTdpck9+VHsj9w+n9V8bsTn9J9M2niXzSDYbwh7hkcOfklthJLeijkwS67khlDZ2lOuMlOuMLNl0jvm7klBEdSDi7DqaBzjROcSFWU+14LFZ/flsbwqf7U2ptWxfZ1tkLfoja9H/1nXgNiBa2fH00pd5emn1flSyJr3wm7MEvzlL6qZCqQxkiusXQQow9OI4VVXGXSHFB0i/4jiD6z80jwU21U0Hbo47vuktCIItsAZ4URTFUkEQvgRmA2LV34+AMX+/TxTFr7FMz2jZsuVVeReDVEbo+DCKjBMcl4XBN6tZ5iRSLrF4XTtXxckxXzhsUQhVGLPOXXooMMfthsgHMCltIX4X8f7d0Wgs+cKHeOjIMou84f4oU9uEEFx8Dg/PhnwRk8N4wz5oMwQHpUil0YxqyqMEvfQ0QoP2BEiVKKQCJZUmDGcOYRXUnEbfr79Uf+8v9vHTY105t/Mw5w8cYe/iF2jcJwHvswrc/R1Y0HMcPw+OxOhjh7LgPES0IxwVHjZKQmJ/QfHIWPRnjyAZ8iqFn72GbYAPhrxiJDZ2ZBlkeMSsxSZqEMlGWwKb9OYbCskc2p/31WfwCQuHXCnCyS3MLI3m++hUTEe38muyloUNxjFWAFdrGbNDnwZg7r/+5uu5EVQKKTvO5BEQ4Eikjz2m7ONIojohPW3AuyqE/rLm4/nIcDF8S+Pryiv7/n8cajeexu7WOJelIBgt/9vSwKa3shu3BFPcNgSZgpABLf7x3kstLfs4T/50DLgc5udfI5EgSK+/JFXl6b1WFMW3r3VJNeeqzSErCEJXLAqj4w20ss65ozMMQRDkWJTFj6IorgUQRTFXFEWTKIpm4Bss07Zaoysr4ZW/MtD98hGGtARaJP1BSyfLd+BsZ42znTUx6SWU/zgLzcHNKBxccQr3oyzBEmBQVKgodApD2qANpJzk3KODSQvtRSNlOWcLygl3UZEtd8OnMp3ZKUsINGRhVhcg0RQzroU3kqhOiIIEeVUcGc+Woay1bsuGXDk+pYnM/CuRwJgfq237lhc64JgZQ0m+htKMBBZ4NmbMie3MmfoBxXnlnO9fTAdPBcq8c5Q5hWC2cqBAa6RIa6Ci3Sh2mgMQOo+mYM54pFYKJAMmYuPvg8GnMXN3JFHU9EG8bOWIIvyVXskzWauZKW4j3bERlRIlFd5N2OzUibhMNd/oGpBYISPa3Y45fRuy5EgGj/10koTcMuYOjLy5L7yem+ahPfPJzdeQm69hcodgNjt0QGPjwZBID5RSgU7WRZzOLEXSpDuSJt1vup7M4oo6bPXto9yvJS4TPqTodDLnnx9+6fzETSlM3JRS9xVKJDWXms1qM7g6Q4wv8A+HGEEQGgOLgcGiKBbWWR9ugjs2wxAs6ncJcEYUxflXnPcSRTG76nAIEHejst8pWYVNm64ASKNq/vFcTHRfUq7BVp0KgMneE3OTANRzO9Lw5GrONhrK6Gg5KsEEwOEhz9Ly97WYYjYitnsIibYYZWkWpTZeZJYYkAgCjb0dYOqnXHRzW3VK5NMOFahtnwCgumDfutgDuPm2p92J7Sxt2o0xJ7Yz5sR2Pl87gZaLH+DLQhPZZe6EKgxU6E2U60109LVFoi3GSqYEs4nmsQ0471/M3oxymvd6AYkIT7TyQyUTiM+vxNNWTl/bPIRmncBswlouwUadRprCG5NZpEekB+42Cs4WlDMs2tvy2WgMFKsrb/SrqKeO8Jj6KXuvOO6dtYnDVoOIzy+nuZc9RitvvhpkhtM7LBe4+V9X3ouKwTw2ahDFzb1weXESOV6tbl3jbzH6pNMokk7DoEn/eK+wXAdAr8g6NtSoGz+MI0CYIAhBQCYwEnjkahGCP7AWeEwUxYSbbW5dcSdnGB2Ax4BufzOhnSsIQqwgCKeArkCtdlg12krO5v4zmGBNbDqbe8P31FPPvUaXj3fRbNomdjSr2cCmTKOlTKO9Da369+xPufzAfWJY79tWryCV1mhWW5MfhiiKRmACsAWL0c8qURRPC4LwnCAIz1Vd9jbgAnxRNUYevZX9qok7NsMQRXEv1a/hbbxRWeX6y5uxMYUm6P4SGoOZAAcryCsjzP3qgHgnc0v5Sj6IIY0tHuFvWVlCHn/QsDMA+uNLAdBWVtLOFXAdSMPKIk4UOdJUaYl22WDDZkxyCWUthoHejOOZvZwN7g3lBsvM4m9MXX+a/o082FwiJWzGaCK+XlttXwSVDeUllSxt2g3g0t/Tq9VENXTD1VpOfH45iw+m8X7fMIq0Jkr1ZhwFCS0dDCjsXMj65iFIPUVHX1tK9WZcSpNoqnLgfLmUECcFtmWZ6I/vQNL9KSRx2xA9RJJl3uxJKcZWIcPdRnlpZnGRz4Zdf038fmXVqSy6BzkC3FU5IpQ9niJMXYG1XEqUsxRZ8mGillSwptCyqav8aSUhC1de8/4lI5vByAOXjg/HZdPax55ygwl7pWWgyy6pYNGhdF4r/R0A64em3sIe3Tw7Jy3Bq4VlBvH3pEYBVf5Yz7YJAEBdUTeKsFbBB2vh6S2K4kb+NuaJorjoitdPA0/fVCNvAXd807uuKK40EaZJZMopBflllTxR9Q8C0GDyOs4uvGytNqalP4+W7kTvb0mkdDEtkOaP15B5X06upDOaUSgsQfykgoSmlGA+sx+a98VGrORQ5wEcn/8DmUVant26Fr/IE5Ybx71bbRudreW0cwXJ/967Zj9UA8az12czeSiZ9ZbFIKKVkxXfSx7nk7LV2FeMJNBbRVZwEPKiVCTWvjgn7gRZlUOSkydy90Aqj25CnnwIZ0cvEpUBBCn0RBQlkiQJ47zBlYY9nuFcsY7wlDM4BTXFCTD4OhO472uLnMav1vKTr+dO4bjve1xa9mVLmopefk040X89soh3SZl3tenoO9sSeHnueDbmlDN65JtkViNrSJQX8TmlpKsr0Zsse36uqrt/eGgf6MLRRq4McXkG0WyCSghp7M1Fw+L5g6NuTcW18vSuDw1yV2JV9VSxy+RHhKeGJr4OHM9SE+BgxcB3tld7j7Lb4yirXj+deRIf3T9/RhUGEZNoxiFxN0edW9M84wgVLYZgg8VM1nXdZrhQQNcwV+QdFlPKPxMwadbMY2vD0bywdy7GLVrSZiwBuTeh1+mPrFkfvJv1YVPST0hkCh5/sytB+1N5UzGKWc5hOJhK8ZDqKbDxRSYIxHtZDCeunNlY9XseQ84FzGcPkunbC5WzCi8bZypNZgo0ejLLpVjJJCjbDwBdGUUOIRQWaPnD1ZIUaUo17Vp5MpMQJ8tTdiv//0YwqX6xiyG0uk/jziOPbM8OtQ29vAU2ZxrpH9oMygp5NmwCAA86RPB83GpAyZiWoynNSCDMy6taWYYjvxPh5k+EEsS8PPIDOmC/6WMGdZyA1nECDuWZmJMsqyGS4Ja3q4u1ovlnH2Cek4Cdsz0e/pbfwPRNZ8iu2nNbMrLZpWutjlQ/s79RhKrgg9e9pj744N3J+dxyPtufysn0ElQKKXqjmV98TyAeNmPreL2h+YopajVhj7VGMzHZFfQJbkmr7NOYZQrsy9KJxxOZxPL0kF+q42x2GWc8LIpizb7DtIxwo0uYK+387LGvkiWRSHBrFo6d+rTlhFvbGvu1/6PBLNybQnxeOZ3CXdEZzTjEbqAkqj+VRhFbuYBD+mGcAWmjLv+4v9LeG1V4S05cKKWjm4AkJwW5izOdY79D3XM8qWodi3MsLXQqLsHLVslTJ7+03Nz5xvKg36/YPnoti8g7zw8Fzox2TueXFA9GqFJAD5+2fZZPEo6wyKcJ2CoAeL61LysbRiNIpORdOAsMrJV8VaseBDoqqDCYMVl746pV37rO/Aushn1Bw97DeWFIJOlFGsoqr/4tv7/jPK9Eypkbq+eZ43UUyr0++OC9iyiKTCtZzTSPIXzQJ5Qxv8Th+6WaAaN68f5ovxrvP5pVSrGzxV+mKNHiBNjmyFf87juKx49/QaWdDbadBlBx8jD6Bj2xNZjxlViiXvYMd+NETik9gl0BWLMv9SrZ8+wHMiXYEfFty0AsUVVnG1U9Pk42RHrbIxEEVh1Nx85KRnlAcx7UmQmQqBm3Pg+wv6Zt+fQtibyn38Dk6HYcKXECm8a0Kj6JsffTFFQYaa07g194U7YmFaE1mGgRswTrSdUrinGrTqCSS2nXqT7nxd3CEy38AD8e/HMJ8d+tJezL5Yz7aRJHNQYmT2iDV6eWGFxDqfzoZaYu3cmeL1YAlqySbvZX78fIWw266tgLwLEtLlh2XAFwuLtmFlei1xmZ++1RzGYRnxAXtkafZWuToYQ6q/gt/rJhi61fHVlL1WZJ6j5MoLpFIiMAACAASURBVHRfKAxdeRn+y8E5+Dy7jqTj7e+IW2gjFrkeh+TjyMNboKuwDNRKG8sGeGphOZ4KIzqznA7+DiiqZgxFWsMluQMj3HFQPIAhLYHULz9F9dYiXCsyiCl1xK1qSSYmK4vzueUs23iOts28eX9EE3QmMw+kb0Ju3Yg3GruwJ8OiXGoKBlcdx9JK6NnA/dLmXTNvB4JMOQhFOSxpfjl8+7VI6TyeiJKTuKjkBKXvxtCoG4LZSJiDBN2hw3g2teHhwhjM6prNu/UmMz4ZVTs+Lr1uuC/13Bqseo2lgYsnx0YMp9HaP7B/cig7tybzYJgfChF2D5yO9eC3aFahZ3gjS7icqestM9173afmy4MpAFzYaUnF2qjvcEryK4ja4MFbY/VkllYyprk3fZcfJzdNza+qOnLcEyQ1LzndhzOM+2KRzc/XHe+o5owc2JBubfw5vu0YngGOyDz8kDe82u+v64LdRL264dJxUokOt5JEJCvmoNqxmMYb3yfKzRpleDOCsg9QemQfb8j64vPWx7ic/YvDeldaeNlSpDUhWfcRz2asoH2wC1KZhIwiDXF5ZTzz4S4SGz5I6da1zI0zcCC1+KaUBcC+E1kcyyhhYJQnT7X2p0CjZ3WeNdIGD9SoLBYOiaaRpz3lfi1JVVdiCu/AiTwtokRGRoUZwcoGUa7kfPRwfgp4mJ8CHr6mrNNJRajkUor++oOiv/64qb7Uc+uQtehP683bEdZ9RMiytTw4ayCOA0ejN4kMCHNGKZMilwg8+MVBmo9fdem+7p/suY7UewN733Ai+z2ER1Qnnh8ciYe/A+3a+7PldA6rDqWhkAq80iOMnh0C8PKxr1lgbZBIQSq/frkPw5vfFzMMW6WUoHAXgt1saOJhz8QOTyARBCpVUl7ecI5z6SXY28VRVqG/lJh98q9x9H71ScZkHKL1B9n8MvkN/MyFOEUXUfrTbNSj38YpLw6ZSsncnv4ImmIqo3vTqjyXNSmV5JbryLEfyrHUYjZaJ7Mn0oOTZ/MZ9rAbIz7qR/5Lj5ADTBsX/q/6lnU2iWN+DnQNcWV7UgHutsqab/obDjYqDKZSBGMl7jY26MzgLy1D6h+O1imQhuoMwmtwbHqwnT/utkpiIt4EoO9N9aaeW43NqOkA2E740HKiTIOyPJeTWXoq+vVl/MFdLNSbyCvTkV5wb3p1X8npzFIc/cLp2dafY152PGU+ytjOdqT5NMX76AqOdBzG0uPZTOAIXi378NWB1JqF1gZBqFkh1M8w6rnfyS6p3SDSds5W2s7ZeotbU089dymCBLGGcj/uYdwXCkOJmX6NvQh0VNGUdHxQk1dhQKEv45m2AVip5JRV6Jk+oBFh3vbYOas4/Ndxfp7xFZFTt9GxuQ9Ov7xD4muTMCbHEdPjFSreHY+pIIuzK/dRuOB1ipZ9hOr8HiSaEhp72DG8kQcHzxfws+wPRJ0WLwcr1phWUfTKo+S/9AgNFv9Gg8WWddXCMg3n8ko5l3fjnuhZPz9PsboSZ5WcfuHuHEwu4mDyjcf1L9YaEOUqHJRS8jVGDFuW8tfAl1DErOMM7ogSGUWGa/87TOkcyu7zBby7Pp4vdifdcP313Blc7KwxW9kzoa0f3ju38uSYtwkPdqKwXIe1lYxtk66/rHm389mwxviFu/J8O38+GBzFqDO+9N9nQ8XEh5E3bEMDVxUjtr6PJLQFIU5KFvQNrllobbhoJXW9Uj/DuDvRmiWMiHSno6OOHNtg/syX42ItI0lnhbedgo+HRvPXowE4KGXEJxfz07jWWLt4sHWkN2ffjGBee1sWT1lLRW4F8Z/8gOqpofiMm0jB9r9wbeSB58gnKIxLoTykI6I6jxA7gfRSHY91DMS2/2PsHTuD6U3keDz/+iVFcaBbZwo+eYWCT1751/2TK2Ukl2hR6wzM6hXGrF5hNyxDJpVwRi2ikkko1hpJ3XSIrktepXDvHkq0Rl7bnEhMdjkx2eXXlWPQmdj/23Y8PW3x9LS97rX13B0o7Z1xsFExoV0Q7o068HS7QErUlZTUEBtMX5DBubxSMorKmfXXudvU2htn4Ygm+JzbhFQCX2tWU16qI7Bva9ao3bhQXIns5QVUbPyOEzkaPjlaR6GABKEugg/ec9wXexiZai1OuafIdY1GLkChRo+PlRUVohwbsRJXWymSjHRCfNyZNSwKH7mOA+/3wbj3OxShjVmnd6bZ8X2UjxqEX4cArJw0ZNiHs6Lti0wJrWTAH2XMA6z2r8Dcqj+JpSIvLj/GiwMbUvb7d3hEu5H4xksUz/iWBmUabA0lV7XPxc4aF7vq214bujZ0J8hRxaHMElrZXFwyun5wub9TrDWQXaYju0xHsLOKwlnLqHSzxs3OkVnHMiivNBDmorqujCUjmxHy3BoadW1PQeG9EWuonqvZ/+nDfLYvldGdqn/S1hdkIC1IRrR3B8XVaY5XncpiQJgzkj0/0nGfJY/P0Zm3L37TtYjSnOFUYC8KNAZye05hh5sRwRjM0Ow4TM6tEWUS5L0exkUuJ79UVyd1Xl52us41dVLT3cV9McPwc1QhVlbgpJQQl68hyt2OhDLQGMwIJj2CUYc+sBU6k4hUENDLbbDb/wOS9sNYpw+mX5AtF4o0tN+2Hr9ZnxH6/kLUOhOPNfVmfpKKcyey8V+0iv3Bg8g02WCnlDDsgUAezN2MQ+/hhL82heAnrrYwajiyA3aNm2PX+N+b8U3rHo67jYzHhVhEhTWi4sZjGkkFSCnRklKipVxnppWqFKtDv5Dg8wCPtfTlvX4NsJFJiHC/vhVJTtxemoe6IpUJSGUC41aduNlu1XMH0JtE2gU5czi5iMPJRQz82hJPKm/eZPLmTb7qWqONKxIEhn12gOHR1XuIN33zhkO/1TmS0LaE7f6MBzzldHU3Y7Zy4LzZGUEqJd8gQ1JRiNHBh8QiDV3DXOuoUilIZNcv96GV1H3To63yaGTx2+lUcZxzBeVUGswkl+hI0luTrLdCrTOxIjaHDtbFlOnNZLcchTQrng5+lgHSx96KZJ2Ccok1eQp3IkuOI4oifo4qxjwUjQh0zN9Nmd6M1mhmbHNvvnPowRP7QVCokLl6ErntYzTzJiNV55DSfyr7fHuxz7du/BXUOhPG3DTM+35BPL4F3c7qc2pcCxdrBX4OKvwcVLTwswTTq2zzEE5WUlKKtexOLcHXueYlpvDOvdi4NRG5UkZElZx67h0e/mQfzb3seLtnGHmlliWpPUmXfXCM25Zjcg0iRe6NRDThYydn30ATq2Oz+fDXOJq/vgXv+ZnE//kHRoMl1H+bWX/dkb5cSWz7F1gWr8b457dkTXsG1bzx6M4dx/zhRKbsKYbD64hJLyGhsK4sw6qspK5X7qJNb0EQqg9wd4PcFwpDWVnCk9NXgWcw+rMxDI1wIsBBQStPK0xmyCs34KCUcuhCIc6jFuMsM1KgMaI9vpukEh2YDLTxscNGJuGhb2Nw2vo5+sRTSCUCCXnlONsoUOrLkDq4EGEnEpK5n7RSPe42Cr4Z2pCCtcs5PGkWckdHvB99kgz7cAL/mEu7uB9oF/dDnfTRzVqG2O0p5P43Z6Yb5KSiqYcNTT0sywxyjyC2XCjm93MFlOlNPNKsdqmC9VojZpMZg87IK12CeaVLHW0i1nNbiJndhwAXW/zUZ5ndvyGPtbUE6Vz01h9s6TaFlM7jMe5aWTU7NyCrLGHvMzPxsLeiZaQHGnUpTfp0wVhZTvym1SitLPGUNoc0u161t5y2Ac48mvgd5oEv4jP7S/qZHmJ/4yfwHj6cDiEuLFJ1xtPBihBnm5qF1QJREGq2krp79AVAn7oQcl/sYehVTvQb1oFkuS+2SRnkFht4648zLBwahaetDJkUMssMpGaUUrxoAI+sPseIFr549H2ZxioZsgv7yHFpya6UIuYOiSZR2pj3tyYg3XCGtNxyTEYRT9sG9Ek6xTmHpkR6hRHy5wIG/hVI/FcPU5FThK2HDdrsXBTt3dGbRNY2t4SzH9PyxvYarsXbfyYC0DIgglEOhhqu/ieNK05zVhp91bkRjb2vcfX1cfN1wGwWySu3tCPC/abE1HMHWV7sQePZI2jy9WqCZOV0b9AJl/d+I2Nue/T9J7D1SCaEuNIw/SDBPRvg+c1kur27nBb+jlQYTES8ZEnw1WzGMzwYfHcEopQ5uXEou4Jod2u2vNUNb2068TYdGaa7gGBrBqMOQ1od5SC6NIu47kV1U1fdIBUEwYlrNEoUxVqZXt4XCqOeG8N4fDOyZjU/cIxdeZxjsTkAHH+n3lWvnuvj0O1N1NvrZOXj7ufeCz7YAIjh2nnEa7VUcF8oDIVZR1xCAZNLtMwf8x7Rlcl8Pjwa9fgRHH1jMS297XBUSlk+rg1lv73HhG930WxCb5SVTYn/8Esqcitou2Qu3lGN+fVMPodTipnRJ4IAOzldPtrH/NHNMD48EAd9Azo80ZRIP0eMTyzj6zOHkG1fimOIDwo7a1QeblTY+xKUsAvV+jWWxrX8pk76uHCIZXagaDaGh3fOveH7JeEd0KaX0KTgIAA9PtvL1gnXziff/ZM9BLpf3tPo/NFOdr3ShdPzBxL6wlrUmRdo+3hg1bsu1cqo5+7liRZ+8NufVUeWfbzCxGOM2NGK13toeaSxJ+V6M6VH9uH71NPE2UYhmMwMaehGXJ6GpolHObT0CH9EdWJp3G5UTpZIAYpmY3AJtRh6ZP8y4bb2ae+UpTzwuT1q1wcta+0F6fgfWg69RnBWFUrQ0eXMErrWSV0Xl6Suz12lMOJFUfzX64b3xR6GUapk3eT2TO4aypf7UxF05Tium8vE1q/h72BFUnElqY89SOnYoaxt/hwBXcJJ2XgIzGZsvRyY1GUaxvxMKue/xCOpPzP5gWAqJzzM1pRSmjVw49kvDtJf2Z7PUvbz1oCGPNzMh31TPmfW2jh0WZnsm/0H59YcR+Ybgm3+OXRnj+LUIADfmXWjLP5OttGKbGPtot7+GpeNKeUEutIiwl2UvJjkTZ9919/c3nWhAIDETDVDugRj72wxt016yZJuWBAEnnq6H9MOa5B7BP2LntRzt6A/vpRWD49m0fBoWhgv4FqRwa6IVuQePos+8RQNZcX8Hp/LxF9Pk1laySvfx5B0YA+5cbst91eo0RbnXCXTodubt7UPPU4fQX30MNYbPqJUb0awd0X5+Nv8UOhCsIOcfREjmBN148u51SLU4INR74dx9yIVwEYuoXeEO70j3FkTm8XAIRPYoLBDGbsFiWcQJT2aoHSyI6p0J/19xrJ5pIb05cspPJfH1qG72D56E+Xlet4bN4RD7TPRP9QVz/Vz+MJ+FKJZ5NE9q1HF7KWTVR4SXQVDu4fQws+R0+P+R7rGgH+xgDb+OLp9uylNyQYgdFTd9/Vi+tibQWHU4m6vRCqxhCg/nV1KpFf1ZrSdG7rTys+RSHcbTqaX8GHswkvvnf98yE23oZ67l109tRgProCQaMzWTjyccRz5/pUINvZsyFOy40wGb/VtwIG0YrRlenJfD6HV1g5c2LMFQSol5IG+JGxbS2HisUszjtuN+6sLUVdoeeSdHex8swtSs0gjN1t+OVPIoAgXfku6uSCg/0CQWExnr3vNXaUwLv2ABUGwBURRFG/YZOy+UBgSiQQ768tOZ/1Sf6VwQzy/dZ3CoC2byBnzAdYx51A62uLcsJKfHhuGkHkE34eGkXdyIVa+fkQ/3ppJfmM43Loc/ZHNaLJzOfbFblKH9uKBjyeytGk3XvC0I+H15/Hp3IQJD72JKIqk2Mpp0sQdGw8bsg/EYR/ohbWnC97Tv7yDn8hl+oY4QvI5NJss+Z0fGT4NXxsJF9Sma97jZqPgWGoxeaU6dpyX4m5vxYcdXuPL4U1uV7PruQOY1IXMGPAOr+TH4nD8N6TlJUjcfPhIE8nbL0xDIlOwt+HLLP/9DBVFxcw0tOPQzGAixuWjLckhYdvlbHba4hzCuw+9I/1wsFHxUPdQLhRbMmO28ne6lCFyWPT1nVNrzT226S2K4jJBEF4AXgdsAEEQhDLgA1EUv6itnFopDEEQPhBF8bWazt0tqAaMRzUAngfM7s9QppAQ+uIEJCob9H7Nic/VsDTXh/4NmtF8DlRE9sLNyZ2ftOfQp5RxbN5aXNf+wWr30Yz1saeo5yYkby/ERSWjoNJIWVou3gXx6BOOUVlcidxGjo27HUWJBXy17CQAH0+/s5/BRdJffgyTwUjoxBcw+0Wh2LIQfaWeoJHVLxdsOZeHq7WCcA87bK1kvNbeYkl1MY9IPfcnzwmBALxfFk98gZY3j/vy2dGfeDb6FcL8y/CI6kRu3G4auNvSoZ0/iZkOvBNWTK7OhLGynAGjevHTh1dbIL08sjFrYrMYFn1z1nj/hmnd/12U6BqpxR6GeBcpDEEQpgEdgC6iKCZVnQsGFgqC4CyK4pzayKntDKMn8Hfl0Leac3WGIAh9sEyjpMBiURTfvxk5BvcwtsYWcsYumtIyI5qTuTip5EglAmU6I+kh3XGTCBQ16oOVVEBrFIl6KpvGr28g+/hWNIuH0XarjDU5+zG8/wIhg9tRWaimMmY7FRnZ+LT1R2FnQ0FcOvmnC+jhZUf/9FN1+ln8G8K+XM2vnpEEDr1ARXBHnFp0BYmUOXstYZ7f7hkBQKVWi7htKYQ9RLSNBqd2/uhNIr2/PmZ5v8KAulBD946BgCXoG1j2SOb8bFGSMbPrxNS7njvEX89+xKhcDdNWx7LzcV8q3dtgSjZz6EgGo0a0Yr2rM4dSivF1UhHsZoPe1wfNG2M59NViHl1y5B/yHJT3xQJG9dSRlVRN45xgycewEOgHaIAnRVE8dhMtfhxoIoripQBioigmCYIwAjgJ1EphXFdFCoLwvCAIsUCEIAinrijJwC0bFQVBkAKfY1FKjYBRgiA0uhlZkvICHmvsybwNZ/jfV4d459NtzFsbR0aRlvf+TGBnSjHfncxh3dkCbDR5GMwidl0GkX18Kx5RnTg27SN2R52kbMMmjn93FJmLJ84DRlGemknSxhNIrZSc/z2WrBjLht/dpCwuMiTnNOeXr8cWPWZrR2ZecOTlDv683OGfPiIdj31Not4WqSBgMIssfaw5lRX/3Cg0HPrtdjS9ntuAotkYAE7M70fTnQv44rHmPLqlmK6Jbako1WE2mpFKBFy97ZjZM4RpbZwZ08IHSaWagKkz0BrNFGSVEdnvoavkNvG0o4nnfTozrcnLW6h507uW41xfIKyqjANueq37SmVxxTktYK6tjJoeAX4CNgHvYVn7ukhZbR09bpLWQOIVU6eVwGAg/kYFSYrSsU6NZeeT0bx2yJ1tB9KQK2UEuFpzPreMIynFZBRp0FQa6b/xexQvLyDXJZIxJ7bTNu0Ag7uN552gQXy/PZHiJz9kUEMf0JWTsjWW/NMF6Mv1xKeqAZigvnsjekav2Igx8wxCaT5vRzhCftXyQYBlX6Js0Zton5iNb8FJHL6agsfTL1I29VV8nhpO++hWAIxZ9RrDdj5D3OjLcmOzS5kyPPrv1dVzj/HpwQUY1i+gT343FKtOUlasRac1IppF/CJc8Xexxs5OyeubzhPsbsODDayRlWRgSD9PQGt/XhzZhInPzbxKZqAhq+pVxO3v0C2mjsxqazPODQa+F0VRBA4KguAoCIKXKIrZN9jkDEEQuouiuO2qFgpCN6DWsq7bY1EU1aIopoiiOEoUxVRAi8XJw1YQhLpxYa4eHyD9iuOMqnOXEARhnCAIRwVBOJqfn1+tkHesbzwMeD03z/RNZzDkXMCQc+FON6Wev2HIT8OQn3ZH6l56NA3/J5fj/+TyO1L/raE2saQAGHpxnKoq464QUuM4V8trasMk4CtBEJYJgjBREIQJgiB8B3wN1NphplZ+GIIgDBQE4TyQDOwCUrDMPG4V1/JGvHwgil+LothSFMWWbm7XMZWzdrSY1Vp7YTKLHGh2ksoKPb8eTOPMsSzOZqhJiM1lUAsfJviNZcD8vQR0tVhFjfNvB8CAMBdifl3PiJ6h6I7+hai0xatlED6tvVh7JIsLFfq7enZxETHrPIagNiTbhHDuremce2s6xozTGDNO4/bSx+Q8Mgh9ylnKM/PZqHYi9JtVFLcawdQuQWzZlcwng9+h62cvMrHti8jbPAhY9kBGNvEhau64f9T3XUw6GTOeIWPGM7e7q/XcAGNObGdBZRR73vqFygo9oigiV8qwtlWwLP5jFp39hEdOL0ajNXA6U41aY0ApE1ha6MGzWQ2RFyYxYPO7l2RdxHB4I0GvHbiqrsCnf76tfbtViAiYayhVm95rL45TVeXrK8TUOM7V8pqa2yuKp4EoYDcQiMWzezcQVfVerait494coC2QIIpiENAd2HcjDb5BMgC/K459gaxrXHtN3JRS0JSAKCIV4OPGWmQ9n2BX6AHMJhFbRxV5aWoEicDx1BLmDY5k39T2l+7fwmkSh5Zgs/FjIrr25Pd9qWA2Y7Jzw2QwIlPJaO5oRXPH2jnR3WnkrQYhTz5EAMU8FjAefYX+0nv+Ty5Haa9kh/8ADj67kNm/nOKPC2ocD63E8dBK8pPPExObc03Zq9eeo/PLo/kleiC/RA+k3btXzXyZ/Gssk3+NvWV9q+f6VKhcqVBVH9p75gcD+WTxXkJ6haIp1yOaRQw6I1/HzUdXqkcilyG3tcHRTkllhYExe+fhbC6joEKPyWzmkMkbzyeeZ8wJS3wpgD2uyTTfFcK3b/fnuWf+R1lWIhKZAoDUwnJSC6+fqOtux4yIWbx+EWse12szztXJWAiWPQxRFJeKoviKKIovA+uAG0oQUluFYRBFsRCQCIIgEUVxB9D0Btt7IxwBwgRBCBIEQQGMBH6/USHjis8S978P0MftQyLA+ONKNudI2NB0HFsbnMTeWYWrjx0OLtY4qOSoK03sybq8L7Tz/e/I6zmZY22e5zdWs2ZCO060Gku2aI8mu4j4bSnsK9TyWMGZuuv5LSZv3S8IWWeZMjwan46NEExG4gTLDLfw3e/p5i2ne5ATK15ox4DcLQgSCT849iDr7Ua0mvPcVbKeEwIvlZxKI2vOFrK7QEPPC0cBeLiRK9rx83neZ8yle+bvuVA/67gDONpa42hbfR4VGx83ViYvwT7QkvNi5oo3mP3dVHSlOnSlOuz8PQCYd2I+nx54D9FkBokMqUTgtU0zaJGymSf3GlnR9ZFLMl/r9z9Es0ijn9/mnQVvYusRRFbMFtRpl5fn3QZ/SL9F++m3aP8t7PmtQ6yh1ILajHO/A48LFtoC6pvYv0AQhLaCIOwUBGGtIAjNBEGIA+KA3CpLrVpRW7u3kirvwN3Aj4Ig5AHGG210bRFF0SgIwgRgCxZzs6U3Mm26kiarNqHb/j3Hcir4rKVI6yUnGNkjlLKu4xgfUExykQaTWWRCWz/s1cm4jV916d7pjmfxeWYj6eOdyNUbeW/7BaZ3D8UjaSfZ/u7syL/3nphVEz8k1yBSfC6fD0OfZtaZfajWzsTJ82leWnyEaY80ZZhDOqcmTyFBZfn3OLpyJiN/GEMrJyuOFF8/rSdAbMcuzF7zBy2mbSX92F6cgpuwemE/en19ggDXfw5a5oR9nLaLAiDay6FuO1zPdWk1809GzfuB8rXr8do4E4VSxvSH3iUntRg7JxWSVgLrStZgrNRjrNQjU8kwGYxIi9L4+ItDTEvwgJe28eQbkXhFtyFp9zqsXbzRaY0YdEYG6gYT++LlgIQV+emE9ZiEnVcIErni0vlxq07w9Yhb+Qxat5jMYDJfXy2INWiNa41zgiA8V/X+ImAjFpPaRCxmtU/dZJM/A94EHIDtQF9RFA8KgtAAWAFsro2Q2iqMwUAl8BLwaFWls260xTeCKIobsXxY/5r1oz4gqPVy3AwPUJ6bwpGnXmDUr0XM6teA4QESpGX5mDW57Oz9JM2fnc+eb78FIDusB0btfJbZDePxGaNoEJOFKIrgHY730xNx/nBnXTTvtuJoa430+/8R1XEiTzXxQNh3mMARAznZo98VV3nT7FJgOli04rJj15UsElOqreM5IRDCW/HAxRO7fsYt6STNB/fjbHYZjXY5A/CIEMiHFWeomwwF9dws/UdFMbdQQ/y4j6n4dB9ypZTPtszGzsuWl3u9Tcm5LAJ6t6I0OZvC88VMaDmVA0M/u0rGvIq1uO7OAEBXVkzMLz/S9Zmx7PhmCQB2XiGUZV82hsj/tCf5a5bj99UZnnxjEsClvOEXfYPuZkSgBn1Rq1lGdeNclaK4+FoExt94C/+BTBTFPwEEQZgliuLBKvlnhRsIYVKrJSlRFCtEUTSJomgURfE7URQ/qVqiuieIOnWAyOeH8tc3k6hc8wJWw75g3edL8dvzNZzZi+rBhdj0mc3Gd79lxo+XfRGHfLyXZycOJ6Wggs2Jxfwek8nu1BLUtj6Yc1OYufsj3tXdexZBF9YdwOfTiZgReDwjksczIhm29BDDlh665j1zlz5+6fW1FMX13s97PYSxnUNIyFRTqc6nUn3Zsq3Eqxlu1jLcrO9jR6+7lA/Xz6B9Rgvc7ZR0i1+Oh78jKlsFNu6WmeCCnXOY+sA0tHnFlGWoeaLxRE7vPPgPOa6fZBDUcRAAJr0l3/uOb5Ygs7JFkEgpy76AX5v+fLpoBko7Z3pt0rOrzxsAtAhw4sDRzNvU47qhpuWouzCf95W+Ftq/vVfr5tbkuFcmCEJpNaVMEITSG2ntnaSBhz19EyJxsJJiNcwSNiWgbR+Weg+DyC6Axbojs1jDcO/hl+5LOnSALz/+idZjH+LJSZ/y1aimvLfiJGYRinZto2jXtuqqu+tpumYLwR//hLXKitSMUpxtlTXeY//ULBaJKTUqi4tcvK6VkxUL/niNlNUb2deiIw1efoJX43eh+cOimA0mERuJCSeZGU+H+rnG7eaBZXPYZN7GEy192RD2CFsbnCT9XB72Lx7QTgAAIABJREFUfvYIUgFDhQE7Kxnd83qhLa4k+/hWSjOqT0K0YP0M3jy7+6pzYZ37sDbvEFKFCjtnFRtOZpG+cRbju4Tgai3HJbQ5o5OWs8V+A+dzyzifW3Y7uv2vEUXLDON6paYlqdtM04tjN9D4yrEcqLUjVU1+GHaiKNpXU+xEUaw+zOl/jIX2d//0+UYIeW4NmwKbsCmwPtBgPfVcC7MoYqqh3F36gpNXjN2yv43l8toKuS/yYdSGPx8NxE9lRqiK/1KWl82PO5J4frNlKry0aTdGvv7UpbDMVg5uuIQ24XjTVAasf4/N7MNPaSDzVAwHMkpxfvIVVs7585r13Svse8KDJe8sZFyHIPb9cfVSQ+yofuj3rESzZh4XJo/kTWUIbypDai27k6s1R4orWTxqAetXWqxjbGUSouyVTPDpDYCznTVKG7v64IZ3CGlUd9SpakLEfIZbp7HQYQC2jja4RvqjtFcyset04uPzOffXGrpX/vPhyN43HNfwVshtHFiXqkZtuBwFecyJ7fgEOjK64RA8m3TF0c2GDwdHsvF8Ee387LGWS7H39OVV+UASfjtBRoGGjALN7ez+TSOKtSh3upFXUyfN+c8ojBNaOySaYtR7FgBQkHCEmF9+ZPkHnyK3sVjmLJjyOTKFkrHTJnPm17fp1iWYA4++R9I3y3gkdCIFJiXluSn0CHIkCedLTxL3MlK/aJ45uZ1TLToS2zGFc8/b0WvHt/i2u7Yz6abAJhiO/E7MwJ7EDOx5zeu6vtyVI9MXEVeq40KVz0e50Yy7++Wlp+o20+u5vfQ8E8OckwaMzv5MaOOLyk7BYPNQJnV4A4lUoKyoep8JKwc3ZAoVLgH+uDVoC4Dpip/Da/mxfHxsHpNeGYW2MJMt0Umcziunf7gLLpV5hK1/j6F9wjmboUY0mTnw408c+PGn29Hlf83FTe97aEnKXRCEl69VaivkP7PL2ExeQJzBjbKcStJ2fsrcncms/GkPY57swtw3PySs6xCWJH9Bo0O2LBjRhUZvJHKq8xnOu0/Aed4PJGbFoOo2EYCP96cR5GyN6q97f4YB8Lk55arjKwfxR1M+pcOPCwkIbUyPHUmsis2rtVyvNz4nBohNbIS1uz25J7L4fncaq+PzOTJ90SW/jueEwFrvjdRza/B2VPFDkpHRgYVY2yo4vfMgbqGNsLZVYKhQ4+DfEHWaxd/II6oT2pIcNAVZFCWdxDeqASkJRy457QW0H4g6K5mRXxxk24IfmRazjpXeAQjKSroEOqI1mjk56FFa79xG3PITBLjb0ptIPKqUzr2AuRYPi3fZopQUsOVfJun4zygMSVkeX5yoYELHINpN2UTmkY2sX/k+dkop/1s6ghViFP2/NSGz2o7Exp4d7/bgpa0hzLSR0+fD3cRuWEVwp8GceK8HALKiFOadV9RQ673J3wfv1xTBdAt05NfzlniTEUMieaP9iwDMMyTVKC96hcVqUPf4wEvnZix+tW5spuupE5p42tHcrpJMsx3rnm1Nh8wynDwsqXytnd3IP3sQO68QtMW5iGYT2d88hE3fdwDITkjl2QNrOf7Rd+z59lvMJjNWDm6cXL8GaeM4gn+xp0E7XyZk2zK3GTiWJKJevxlx21KC3TpxMqWISXE7OTjysTv5EdwQ4t03g6iJbFEU/7UrxH9HYYR3YKKdGlu5hJIUi8PdpM/2E/+8I+XhnVm25Cixs9vTYaE1D8Xak/r7HjZO6YTjzq95fuBQ/gp5jpjDGWxNLae00kCYizcv6n5BEXbvOBvdLB/oLUqh9xXn5n189TV56gr2pZcywF1H5kczAAj84Lurrgmbu4BP54LrI0tYtP1dli4+SEa6+lY2vZ5aEuJkhVmu4rlvj7Gxnw2znmrB3F9P0zDUhdy0EsDidCeRKeg9sDkGB59LoUD2+uzBalZf+mRZLJw0hdkUJh7jSFg2yWsz+a1YwxTjDBY1r8RoLGe/yZcwpZScto/TPa8CtdZA6Y9raQT3jPOeZUnq3znu3WbqJJvTf0ZhhI3/leVTOxOhrKBpv+6kJxRgNJgQFFbYFiTg7axidbIebZmeThFu5HvZ40IF+Z3HEVakpTTEhQ2LV2AwteNoWgmR7z2DsHQlJaIc57/VtaNZG55pZzEbTfzizqSpvBvYnphPt1BLYMjnV5+kqFzH5u8v59H47el7ZwnifsfN3hpjxmk2PORH2a+L6CmX0XDcq8zdnkjaQctc0GzUYzbqWf7Bp0zdXkLDvdtZ72rL8rRihkd7EbQhnvzkVrgE+FOSdoapXabTr4kXHd9/lj+ebc17+9OI1psxmIzYKaU4q2REuFrzfn/LZvq9ZFZtFq/er6mOu0tf0L0uhPxnNr0BHK1krEg2MWbOs8Q/aqRXj1AeWK1hygkp2SWVrDiSzrEhGvadL2BUMx8ipu7GK/8E4S4qUgs0RPXqh4etgu4THiFr1jLSpozFvjT1qjoq/1xyh3p3+zmRWUJGUTkZReUczirHb+po8uRuGF75jKRn5v3j+pPHs1n15Yus+vLFO9DaemrC6BJMrtQZ21adyD4QR9DBJSyOyKb1yEdQ2jnTbMgoNMtGAhB9xJEpE+bQ2MOGca19kQhwIaGQgoQjZJ+JxaTXsrGbmfXHs5jc8U1avPknf57IolhroFeIE/ZKKZ6U4m0rx1EOjrU27Lw7qI2V1N2kMeoqf9F/RmGU52Uy4ZdTjHYppPXQhmibDuRj+6Ps6JDH9G7BDGzmzYrRTZmcHcF3IxtzNEvN48OiyF3zEwVaIwGu1pxcvwbHt59k7oufMP3H4yRO/pyNaqd/1GWsNBL/Tnvi32lfTUvuT3p5Cbza8208knYSoNTR0U24NLsAKK804OBizezfTjP7t5sKC1bPLcZKpaJUb2a9vAnBc+aT3HYsxbu30uz1MejKiijKLWeZLoImD468dE/D4e+h1pmYsu40q0uWsDb3CCsSf+GVOa/i+9ZJFp39hN1DFBSnJRPh50igo4pDmeUoJAKygmQUJh2CyYCV9b0zuwDLhra5hnKXbXrXCf8ZhXE7yC+9N2zI/y3ZJRWsib2pCMuXmCQNqqPW1FPP7UfknvPDqBP+Ewqj6Zsb8QwPwWQ0E/S/WJ7wfwGb4iQMOekY8zKwPfE7Y5t5UW6whFtZGZdHmc6Is62Cd8KfZdLPJ/n8xxNMensihkojRoMZTbmematj8Xew5MKYut7y1PydQw86fz0F4nZayn1MI1sjXhXJiPMno1m1gHAfB4Yfd0HQqhG0avTFl/Nn9I/24pk+4dg7KGn+5pjrSK3nTqKQCgySJTL0t2waaBJw6T8cvVnEI6oTqzK/JKVQQ+yGtXhEdUKqUOHg34hBs7ezpHQlIeOf45HwfuTkazh4voBvjy2ht/Fh9L5NcQ0K4fUDc2nrLuNUTilup9Yxar8cs9wKs/zeyCdzJWbzxYi11y532aZ3nfCfUBgA68yrkEgEKvLS+HVCO1bkOfCksS/901tzzL8Xw5YdQ2cUmdYtBGu5lCdOL6aBqy1TuwYT4G5Lwhuh/HUwjbVjPyb5uCWq5lenPqJAY7hUh/3R1fjYW9F1nzvrHTux3rHTneruLSNrzvMUjh9BMy879Bu+IHH2DKxf+5TPQ55k7Dcv8U3Zz7T+NAFRaVli+C4mne9i0ol0t2X4ia84sHYLu6Z8zq4pn9/ZjtRTLaFudugCWrEmOosfSzwx27kz0NeeLr2j6FremkaedpiNejYaV9Fm5Aiyj29lcK8wWsW34ahjS3RlRaRpjBTllGPtqmKj+Uf8Rn3BiN5hrBo0k/ZzD7LjTB7DE4JJOF+IxKhDYryhHD53BTUtR5nvy/nFf0RhHJ0QgnvXjrzdvyHZ3z/BnjQ1y/YmM+y1p3CwVTBl1Uk6hLmyJj6XhCItap2RD3xGszOxgJ9OZpOcXQraUoqyi1m1OYGy7Au0aeXLohHvs+akZWlm3+lcVjl2o8VvsyjILCXQ0ZpAx+oT1tzrhD/3GAEVSUiGTuXpsImklOjZGpvDuBZTKE3JZsj8ifT+LoHe310OUhcWu5oZbqOY9MooBnYOYmDnW7ckNWHNKeJzSonPuWfiY95VWKusKNm3m+GNXDHZupG48je+HBrJ+q9fYuZSS3Ks2K0pmIxmOo0dw4K3P2LmutkAhHUdzLKn5pJ6dD9GrRH3ZuH4RkXRI8yVjCIt0Q3dKdcYyM4s5d0fXwezyVLuQf6LS1L/CbPaNIU303P+3959h0dRrQ8c/77ZtE0lPSEJJHRC7yDFAkoRRRTFjhcsWBDsYEXsCt5r94cdpYiCgl4viog0pfceIEgCSQhpJKTu7vn9scu9iCkbUybZnM/zzJPZ2cnOO8Myb06ZczrzRCdP1PbveGVVFMm793JbTF/8vv6Jph27k5ieR4swP2wKes2YwIjPl3C6xIrVpli2/QR7Ajpz+LlQshfO5oKSQTw7tA0AzUPsDzc99cFDxI9fRcS1t7A7+yRriksrCqnBihh3D1bfEIpXfEGTF98AwPLTDAY9/B4XvDuFMde+wHeP+lPYOpTdx3PJLCjh3i5BuNnCGNE8gtdXJJKZbh9q4raeMbQK02NI1UfhD7/BbfO28kHLY9zTshNPr0wir8jC1gt2E5sYx+Rm7ekb6E14gDcTnpjMtzl3MuhYNoP7N+eKJ8ez9kg2Hl0jyNxzhG98U7lhniefHn2Hq3xvI/tYEvE9OnL/5dPZ5WE2+lT/FotVUVpJv9rK5stoiBpFwohc+R6ftW2DKa+El6Q/z98USKs3PuS6hAmMuaQlYzpF4m1y44UVh2gdbOboW18SaFUEepmIsmbRvUUI93y+lU/H92RY4kC+fuJisossdI1u8t9jrEzOZe2W4/y8JZ/Vky7ggnVf2d9odbdBZ13z/sjMp8Qrjme+38+cwVewf/ndfBvfA592rfjyhwPM7jKeaHc3RpaO5swPB0jfs56S667kuy3HGdqlPeN+fpZJVz1NuzJm3atJ43rF0iKwgfXTrIc+vbE7+QXt8di4mCdyDpNzMJmfrp2Bl/8i7rx9CA+dmEdRSi5XFIyke0I4Ry8aQolNETKqDR90voNpd/my4+WPGBP5D/J3rKMkqIiQlv7knwrk09t7MfZfayl2zNLQ0FoxnHtwz/UyRqOokvK59lFo0Z2sZYt5uHc43aL8eLDbQ3z74EAm9Iwms6CUl1cepkN0AE1L0wkye5BTZCHSlsOQOUc4kpFPfLQ/d8zdxn+mX4qvh+lPyQLgkl3rWbU7jfkT+5D+2mNk/LYZ7xENP1msOnyKR7/b89/JlRbuSiUxKZuFXa9hX7f+RHq7c3H+IFJ3beDWJa+z96d/k3YgkZTNP+MdFMEDs+4jI+U0C5Ynsn300xw/XYS3SfjX6iSO5RbxxrrKhxapql7NgvA2m/E2N8y/XusTPx8zp7pcxbqeExlZOpoukX5kHtpKYYmVT9rchm90GFf2b85d/ZrzfueL+bjrJTx40ZM8dM9g/B9YQdyX33Hr2J4om5WCU4Uc2bofk5eZlslr6NoxkslL9hHo2/D+nRrg8OY1olEkDID0t58jaNStrEkrZfnhbLKzi+h//5eMfH0tn25M5u4L4sg4XYxbzgmmLt1D5yBBbBZCg8zMGNGeTwYHMufUZ3i/OYXW4X+uRpm3LYWAu6/lHxe3pKBU4T/1LfynvmXQmdaMwW+uYUtyzp+2jZ+7jfWHM8nLKuSxYY9yz6VT2ZdXTJPYNri5e/B271F4mP3IOrIDa0khV4y9mBcmvs4fG3/F7OfFtDlbGB+veG1VEg9vnMUux2Q59y3a6XRcSQ/fQvEvc2r0XLWKWZWidYiZuZMGUGSx3wZ3JOcQ5e/N1j53c1nrMEY/+zMABT9M4+2xXZnQvSlXTLqLLan5vPr4a8T16svAU/GcyUjGN8CHfTPf4f+ubMn/Xen8cPn1iU2pShdX1GgSRsyzH2AJbcGgU6u5rm0gxUWl3HJjPxbd359ZI9sSu+Qlpl4Yx1JLKxbe2o0FB/Mo9Y9kXN/mJJDG9O0W1INvoB58o8zPd//0W25MCGHl0UwC0nYSkOb8TbA++2r7CdbtSSczt4jnv32Sk2n29oe5B2djKcznwyseICf5IIXZ6ZiDIvAJaUpATBt8Qpry1fsLyE4/wyObvmVkn1j8g8wMW5DM9iOZPNT2HiL8vEhMK3vobK3+iD59iGal9i7SEb7/q8W+YNEzrE/OJsDbREiUPxlr32HKb/bZP2OGP8UXN3ZhSHAhU2Y8hM1q75prKSkkOMqPKf2m4VaQjVtBtiHnVF1Wm322yIoWmws2YjSahKE57+TMyXV+zLTcM3V+TE37u2xUXiVlq/xjGhxDGr1F5DXgCqAEOAz8QymVIyJxwD7ggGPX9UqpiTV13PRiIeToPlYHDaBF8yZ8sWAjz/ZrgrJ4433NREypuwj1aYlncS4hPp7YlGKk1zFSzR0Y2raIpOwiAJoF+/3pc0N8PLnyobn83mIT0Z9tZgkwOq1hD39xaadIlu5NI+tMMZ/+8S5XmcdxS7vJlBxJQ1mtTLr4Scb/axJt/DyZMfZFPH3sk1AFRcfg4W2ia8dIfv0lkQGz7uP1wTdjmvUV3oFhhMXH8P3Dgxjz7nr8+rlzWftwekc731MqfubntXXKWjlKI9rikbSBlvExrDpmr0a0WGxMbn47v7zwOeuuG87ce/tx7HQJV3WO4r4vtzPn3Ye47K3fKSm0EB7px3sT+/D26iPs2B7C/rWbeee5m/gmDa7r3NTgs/t7zk6SVJtEJBj4EogDjgLXKaWyz9snFpgDRAI2YLZSquxqkBpgVAljOdBRKdUZOAhMO+e9w0qpro6lxpIFQICnGye3HKBFsJkXLm9P4g2FXLf4GGKzMGtPKSVNO9Fz91w2ZHtw5/TFeFgKyfr3lwSbTfQJKOSXQ6f45dCpv3zu/C0pHH+lL1tufol8i418S8P+2+LJZv8gMT2fgS1CGNkpin/E3YvZ35OwmEBMnmYy9q/n4Mp/80bfMUyI7UdW0l5MnmbMQeH4BHpRXGjB5Ca4e3rw9ciJFGSeQEwmCrPTcPcwMe6LbQSH+jBv0zEWbz/BN/sy+GZfBuv/qJHx0bQa5m02U7RjLZ7JW2kf5oOXfzCWUis5+SWMum0Uo7tF00JyaOeei4+HG4F+nhzKPMP8Cb24a0RbvrkilE83JtOteRD3j+3MkWvOMHz77AabLACsNkWp1VbhUgNVUlOBFUqp1sAKx+vzWYCHlFLtgb7AvSKSUN0Dl8eQhKGU+kkpZXG8XA/E1MVxs4usxE6ZSrC3O9Eb5uDRrA3Th7cDm4UJPaLJmvUg1iF30CzQi9a927P8eClN+l+C/DoHtfMXHh8QzeMD/jp16Yxdb1FyaAff7Urjxk1zuXHT3Lo4nVoTE2RmQt9mtAjy5vjpIiLCfCgttmKz2AgM9aF532FYSwopys0A7MNeF53OwK+JmfycIp6bN41Vq5OIbRNKuwF9CG3Ti7BWCXQbcTFJmzbTPjqQFmF+zBjeDrOnidzCUrpFBQCwdG9aRaFpBhj76UZK8woobdqRvGIbfhFxHPhtB8WFFvKKSpm34RimvJOkvPIEr/6cCMClrUKJLE7lshbBvH/Uncz8YtYfzuSuPs3xv3U6/rdON/akquns8OYVLTVQABkFnJ1U5jPgqvN3UEqlKqW2OtbzsNfQlD+/cjXVhzaM8cB/znkdLyLbRGSViAws75dE5E4R2SwimzMyMpw6UHyoP1JaTKAqwJaXzek1y+mUvYVMt0DU7Gkcvfl5vHOO4eUutIoOpN+KmTyVFs+uhGspOLCXd7ae5J2tf52itNlLn5DYaQwHjmYTOWUFkVNWVPUa1CsPpM63N9opyMovwd/bgw4JYYRH+mEyuVGYl4d/1P96t5zJSGbij+/jZhJyTxxn0qC7ydi/may0fPav3YC72Y/SYgtZ6fm0GdCX9TtTGTbpJgbd9wV/nDrDsLfvY3d6Hicd835r9U/65v2Y8k6y8mgmmYe24ubuibunGzs2H+fDEx+z3i2eWf0ewcvdjSEdIjicVcDy3AAmLNjBlUtn8M/E91k0vo/Rp1FjnOkl5UgYV5+9TzmWO6twmAilVCrYEwMQXtHOjir9bsCGv3NOzqi1NgwR+Rl7vdr5nlBKLXHs8wT2ItXZP8lTgWZKqUwR6QF8KyIdlFJ/GeNBKTUbmA3Qs2dP55N54Wmsq+bhldCb5Lfe5UxaJpETm5F710sU9b+ItNFdiLxjCrsPnuLHKyYTll9MbrGFLUMe4sHWYeV+bKeoQH5/fDA1NE+JocwdetEv2IJYCnjy9GLejb6ebX9kc2hfBrknjhMW35w3lr3M+M5jKMxOx2Yp4f2hE8n94SsSho9h73++xt3bj5Sd21A2K0W5GeSnJeGV0I0pV3ckIcyPf7b8GI9fE/nucn8WXfAJy7emMLRjWV8XzWiPLJyGe+swbEd3sjO5Ja0vHo2n2Z24CH/SjuZwW/htlHy1k4yU01hKrbSO8OeOTsG8uSWDzwsWQkgA4Q/XWrW6Ic5WSVXE0bV2sVLq6fL2qeg+WZV4RMQPWARMKet+WVNqLWEopYZU9L6IjANGAoOV45FIpVQxUOxY3yIih4E2wOaaiuv13ncyeflLlLQZROspJpI/n4M6tof38xVRH39NXFwQh6yKkuJjHDiZz9Ptill+yRj7Lx/eVlNh1GsS3gzbhqUUDbgZn7j2rNtzin070phyU1euaT+YM89NJCBxE2vzLZTabPQe+SAAj+9fzYuOz7AU5VOYDb7hsYTEteLkgV34BHqxPimLH3al0jzElxadY7hw3ikWT2zBR2uT8PEwGXfSWpleW3WIa+Z8S8iSV1gZPJC3CpfhNnUQmwr8eWDOVvJOpnPg1CncPDyxFhfiExzGmr3prGkVyqTiVWTf/mLlB2mAbDgx454Tf8ZWdJ8UkXQRiVJKpYpIFPDX6g37fh7Yk8VcpdTiyo/69xlSJSUiw4DHgCuVUgXnbA8TEZNjvQXQGqjRR4FH39YV9/BY3LcuRVmt5B3LQLx9+OL7/YT7erE+OZfXVx3h4t6xmNwEv+tmk5RZSFJmYU2GUa9Z/cLYlXAt3r/Nxy22HfOC1hLeLJBrN76FVYH3k+8TlL6TZoEetNuziNznetC0fQde7Triv59h8jQT0WkQxbmn8GviTXB8AulJ6fxn2X727D5JsJ8nHWKbcHjzHgI8IDzAi+ScQpJzGs91bihOF1sx3fAEE2et5qHsrhT5RdDb8xQ/PNCfpPtDMDcJJiA0iMhWzWjWNpRPUz/CTcCjaRzhOYmE5yQafQo1zrkqqWq3YiwFxjnWxwFLzt9BRAT4CNinlHq9ugesjFFtGG8D/sByEdkuIu87tg8CdorIDuBrYGJNTS2oaZpWU5SyP5hX0VIDD3u/DFwqIonApY7XiEhTEfnBsU9/4BbgEse9dLuIjCj746rPkOcwlFKtytm+CHvRqta0ensh1t0rsGZnsOHhN+j17HhszTqz8FEz87Ye52B6HvPbp7A6dBCWYZcx7kg2nkENbWi06inxCuTXncfZHzqU4Yv/SZMLh/JL/2aImsh3KacJ9fEkMLornrZS0nqMZUd6PqeXruXmB8az4N35FOVmYC0p5NT+9QTGtsfL2wMffy/CYwMpLizFarHx6ivzcTf7cTrlIF2n/Yx/sJmYINccDr4hm/Xmv8kafynPNtmNt683N/eMYdp/Epk1LJ7v92fywepgDjzkT+mRXXzgexE/70lnxXXPk+DuxoZ7n6X5Je0BiH7m/ww+k5pltSlKK+k2W91etUqpTMpoFFVKnQBGONbXAlK9IzmvUYxWez5beEuyv/2ayCXLMCWtgEMbiW43hAm9Ywn0MmFz78hFB9awJsCTybd1BqD9J0sNjrru+PmYmVT4CxnLN/DztTO4JrKEYv9IUvMtjIzIZtSiJA7uTGPnhQf4tdXNLN1xApulhK8/XopPSFPcvX1RNite/sGc3LuODv3bUZhfTEykH+tXHyIosgnuZj9yju7G5Gmm6EwRHbpEkql7SdU75pBomoX48HZpD24eaeW+jzfx8NUdOfnSFE5eOo3pV3fk8+wixmQsIy7ahy9v6IBb/incilKwPHM7ce/Z219TDT6PmmbvVlvJaLUuOPxgfehWW+c8wuMozMjG+vgtqHYDsOVm4l+QTrC3CX93hfrlU1IWzCcsIZQWt4yhxS1jjA7ZEBFDL+X3I1lYNv2Az4kdnMgr5t2DFq7uHk2bzpF0/y2B+HvGcufLd+MT6MczT91M1pEd+IREcyYjmawjO9i//A1GTB1PaJQ/a3/czspXr+DgymV0urgXAMEtuuDt682NvWKJCvQmKrBxlebqu9DoAI5nF7Ltj2wW/JhIVHQAryzcSdPbJxHu58X0xbt5+/t9FI98kOFykKNnFEclFGvKATZMe58vj80j9av7jD6NGmermyqpeqdRljAAmj/yFG4lhZx4fRp5x9Jp80w3fsvyoXWImZMJ19PLzQ33rpcA4N60rcHR1r3DXa4nfMEz7DZFk1dyEEtWBr/H3kS4vxf7U/OYfHErPvZ255GQZ/EPNhNaWMq/PtvK+O2/sG30DeSlHkbc3Ohx40xmugvHEjOJ69KKZ5Yd4KWZU5izzD4bX0lBLhBBscXGBXHBxp609he+AV7MX7KXmNYh+Ph58sqVHRj13AoGf5PLT7eEctMtTbE0icE9+w/wbUILycF0Oo1tzS6jzU+XExnoa/Qp1Aqrqv0qqfqo0SYM95gO7E8/zU22a9gwxQ2rXyitfcxMnLedZZ2PcmagvXNCsH/jrFf/YmsKd9wyg2F70vnR/xHimpjp73jPZrP3Armtb3N2x9vHFnrkQnuzlOemH1j62aMcyChgzB9bib9kEgArpw8mPGMX3xQ2ZfaaJDJTc3H39qNJTCvadYogKauApKwCnhjcxohRX2xAAAATl0lEQVTT1crh7mHCJ8CbX4Za2RXUi3nbjvPYuO48/tIiTFc3YcZ+L6YNcsMa2BT129eIuwfKwxPzB8+RBUTO+c7oU6gVjbVKqtEmDIAZPx7g9wc6k/3Za2we3oULd7zDv6NNuCVcg8UV/zyoggETr0ddncDiiDsICjYzqls03u5uXL7uXxzpP4VwXy8AHrkw4k+/V7LtY26bt5VAswfLWvagx8PvEP3RNsZ+uIlW0YHM7pfBzJwioluF0an3DWRlFeLl7kbLUNf8S7Qhy5szndQjPchJTUUFX8iIB+bTsmc7ZozyZNz7o8n0DqdteDbP/3qU6U2TWRw5nFGnfib793W0vPVqo8OvVTalsFZyj9BVUi7mQ99VuBVdgeedL9LbpvDyHg6AKbJlxc/gNwLmIG+O/JTI8DdjeDhrMe4tb0Gspagefbih6Hc8Y68r93f/mbuQSw9czLDfVjE8OYdpZ16kV2wTJg9sQebcp3h57FP8cugUjw+I5kCujdV/ZHGqoIT7+sX/7Xjz5kwn71g6AE2ffO9vf472Z7npJzF5mWn3/B7MQeHERvix0asl3fZ8T3C7PlwXAXsjmlKy5ltGxxWQ0nk0pq5Xk85fR3V2JVabMwnD9TJGo04YPtc8DEDg2Q3+XQ2Lpb65ZOdGTjx/NwOtq3AfeDWUnLG35URUflMPuvtlblxzGA+TG1cmRNCnWRCDDizg9zPRbL3kEXr5eXJhyxC2nSrF39Odi+NC6uCMtCob8xi5Hz5Fj9FXkJmaT8bhQ8QEtWPJ7jTW+F3AyqUn+abVATq06kaRzUrJkd3E9/nL+HguyWJVlFQyKrUrVlI0yl5Smmvbf3vjuGnVpoLCIqNDqNfOVklVtLjiNK2NuoShVaw6VTuTvPfw0lF777IbujTFOuQOBhRk8m2BG80DPQkxu3PyjIXNJ3IBGNcjtlqxmjv1xWTeybEff6vW52j/45O+j+K8LEqLrRxdvxJxM7Fg0VY69m3JqG7RFJdYGbwljpWdm+DdqZ/R4dYpm0K3YWhaTfHodSVnh+i0pOzhjGqB1S+UKL8zKAWr/8hh3ZEs9qfaH+yqbsJw7zYM1bQtzc32xvM31tmHIJvcv0W1Prex8tz/K6VtB5LzeDv6bCqkSfOO5CbvI23HSi4c0p45Kw8TE+lHu7ZhvLqrhEnHVgEQ0LHhj9bsDIvV5kSVlOtlDJ0wtFqnjifim5FMetxAmjfxIrfYSodwP7pE+uPnWTO1ookn82h5JpPSwRMwWYpgpx6CrDosbQfikXEIW7M23HX7g8y8dgbeQRH4hsVSUGJl5cSOvLcnnxKLjQf8DvBP91sBeMTguOuK7iWlabXEw9EQeu40YCeScwBoFeb8fN6V2ebRigQBt4Js7m7rWWOf2xi5Zx2leOOPHB04kbdufQUPm6Jlry6kHjnFzi0nOFP8DZ0ufYjjp4uxxXVjMuAZ3HCnXK0qm82ZKinXyxi60Vurc8lPTiCpZ3/ahnjVyOdZd6/gdLGVTzYeo7DUxn5bMAdK/fEMrZOZf12SW0EORcPuI+NMCVf934M0Cfdl5w/fY3J3Z+9TnXk4aCxzN6dwS/cYPIObNqpkAVBqtVFsqXipbL6MhkiXMLQGbeOwS+gx0z452cwRrfFIP0AgYIrTXaSro2jHOjJmzqLp858x7th2HvV155vhbbm5YyhLD+fSObbOBkitl5xr9Ha9jKFLGFqd+2iWvYE055X7a+YD3Uy0Xf0mptNplEa0pTSi8Y39VdNOrNqMstnw93KjlXcRfR5bxhfrjuK2YxlBZg86Rfg36g4FNqWwVrK4YL7QCUNruD4Kbmd0CFoj5dRzGC44lpROGFqdm154iGMFpQQ+9ubf/ox5YQkAxAxoizW8Fe6jH8LqH4632Yy32VxToTZard5eSFCbWMKS15OJL2teHIqlxEZSy0vxcHPDw61x3zpKHU96V7TYKu512yDpNgzNEA/mHfzbv/u6fxsivd2xKggbOhw5vhc3wL3LZTUXYCNnSdlD6Zki0hYtJOoGb763tGTeHb0YNWsNANteGG5whMayKRvWSjKCK7Zh6IShNUiFVhvXHNvK/T8mAvDemC4GR+Q6kk7lEQt4+HoTeu0/eDctiAWr9/GfqFWsbgv+t043OkTDOdWt1gWrpHTC0Bqcg/klTM/ZQ+rEa7lv5nyjw3FJJSEtCUhox8mgttwcJny67CAvhthHKH7J4Njqg1KbvetsRawuWCXVuCsitQbrnYjOBMZHEvDOA3SICjA6HJfjXpQDNitB6+eSmFXMukcv4Nk+ATzbR19r+F8Jo6JFV0nVEBGZDtwBZDg2Pa6U+sHx3jRgAmAF7ldK/WhEjFr99b46anQILs1ig7U5JvqcOY1nVBw5Q4dw+b1v8JXpewA8737Z4AiN59TQINU8hogEA18CccBR4DqlVHY5+5qAzcBxpdTIah66XEZWSf1TKTXz3A0ikgBcD3QAmgI/i0gbpZTViACNUPTTR2ApAcB7xN0GR6M1RoUWG/klVpK+/53Urd/Q7e6L+PTGrgSeatwP653Lqfkwqj8hxlRghVLqZRGZ6nj9WDn7Tgb2AbVaBKxvbRijgAVKqWIgSUQOAb2B340NS9Maj+aBngR7m4iYcheZwRcg4T6UPnsXfwDxMz83Orx6wZkSRg1MoDQKuMix/hnwK2UkDBGJAS4HXgAerPZRK2BkG8Z9IrJTRD4WkSDHtmgg+Zx9UvjzmHX/JSJ3ishmEdmckZFR1i6apmm1QtlUpYvjUe+rz96nHMudVThMhFIqFcDxs7yZo/8FPArUejN7rZUwRORnILKMt54A3gOew17N9xwwCxgPlFXmLTNPK6VmA7MBevbs6TKtS96XTTA6BK2RW9q8O+syCxmTEEbOqQKumfouP99wPe49Lv/Lvl0f/4G+L91Dl0BvAO7O2V/X4RpCqcqrnBzvLlZKPV3ePpXcJyslIiOBk0qpLSJykTO/Ux21ljCUUkOc2U9EPgC+d7xMAc6dSScGOFHDoWmaVoHjhRaaertz4cqvmBRxES2jArDFtzY6rHpF2WzYKuk360wvqYrukyKSLiJRSqlUEYkCTpaxW3/gShEZAXgDASLyhVLq5koP/jcYUiXlOPmzRgO7HetLgetFxEtE4oHWwMa6jk/TGrPsUithXu5MiriIK2ICaBfljySW/d+w70v3ALAjt6jRlC7AXrqobKmB5/aWAuMc6+OAJefvoJSappSKUUrFYe8w9EttJQswrtH7VRHpiv2SHgXuAlBK7RGRhcBewALc25h6SGlaffBKiX162/tN8XyXcpqwoUN5QYS0oinAn7s1N9YuzkqBqqTFoAYew3gZWCgiE4BjwLUAItIU+FApNaLaR6giQxKGUuqWCt57AXtrv6Zp9UBGsf6b7Xw2m8JaA1VSlfx+JvCXSdKVUieAvyQLpdSv2HtS1Zr61q1W07R64k1rEgATJc7QOOqlsz2hKuIyXXH+RycMTdMq1FirnSpir5JqfDPu6YShaZpWRUopbC6YECqjE4amaVoV2WwKWyVDg1RaZdUA6YShaZpWReps19mK9qmjWOqSThiapmlVpHBi+HIXrLLSCUPTNK2KbFawWmp98MF6RycMTdO0KlK6W62maZrmFOVMwnC9jKEThqZpWhXVxZPe9ZFOGJqmaVWknChhuGC+0AlD0zStqpzqVqsThqZpmqaUM1VOrpcxdMLQNE2rIpvNhlU/6a1pmqZVRtlsKFvFw74rXcLQNE3TlKo8YbhiI4ZOGJqmaVWkLBZspSUV72OrZEq+BkgnDE3TtCrSJQxN0zTNOTphaJqmac5wrtFbV0lpmqY1ejarBZul8bVhuBlxUBH5UkS2O5ajIrLdsT1ORArPee99I+LTNE2riFJWbLaKl+pWSYlIsIgsF5FEx8+gcvZrIiJfi8h+EdknIv2qdeAKGFLCUEqNPbsuIrOA3HPePqyU6lr3UWmapjnHmUbvGngOYyqwQin1sohMdbx+rIz93gCWKaXGiIgn4FPdA5fH0CopERHgOuASI+PQNE2rCue61VbSKF65UcBFjvXPgF85L2GISAAwCLgNQClVAlQcWDUYUiV1joFAulIq8Zxt8SKyTURWicjA8n5RRO4Ukc0isjkjI6P2I9U0TXM4W8KoaHFUSV199j7lWO6swmEilFKp9uOpVCC8jH1aABnAJ4775oci4lvtEyxHrZUwRORnILKMt55QSi1xrN8AzD/nvVSgmVIqU0R6AN+KSAel1OnzP0QpNRuYDdCzZ0/X67+maVr95UQvKUfCWKyUerq8XSq6TzoZiTvQHZiklNogIm9gr7p6ysnfr5JaSxhKqSEVvS8i7sDVQI9zfqcYKHasbxGRw0AbYHNtxalpmlZVNpsVm6W0wn2UqryXVEX3SRFJF5EopVSqiEQBJ8vYLQVIUUptcLz+GnvCqBVGVkkNAfYrpVLObhCRMBExOdZbAK2BIwbFp2maVrZKqqNUDfSSApYC4xzr44Al5++glEoDkkWkrWPTYGBvdQ9cHiMbva/nz9VRYG+8mSEiFsAKTFRKZdV5ZJqmaRVwqpdU9RPGy8BCEZkAHAOuBRCRpsCHSqkRjv0mAXMdPaSOAP+o7oHLY1jCUErdVsa2RcCiuo9G0zTNeTabzf6sRQWqmzCUUpnYSwznbz8BjDjn9XagZ7UO5iT9pLemaVoVKWvl3WqpfrfaekcnDE3TtCqqowf36h2dMDRN06rqbMN2hfu43lhSOmFomqZVzWpr9hEkILbcHZS1FFvBKYCDdRZVHTD6SW9N07SG5ldKC1BFOeXuYMvcj1twa5RSBXUYV63TCUPTNK0KlFLKLaIr1vQdZb9vLcWWdRjbiY21NkSHUXTC0DRNqyLr4WVu5ZUyXLV0ATphaJqmVVl5pQxXLl2AThiapml/S1mlDFcuXYBOGJqmaX/L+aUMVy9dgE4YmqZpf9u5pQxXL12Afg5D0zTtb1NKKfdWw7GmbkEV50FRtsuWLkCXMDRN06rFeniZG9YSly9dAEgNDMFrOBHJAM4Ap4yO5Tyh6JicUR9jgvoZl47JORXF1FwpFVaXwbgKl0gYACKyWSlVJ0P8OkvH5Jz6GBPUz7h0TM6pjzG5Al0lpWmapjlFJwxN0zTNKa6UMGYbHUAZdEzOqY8xQf2MS8fknPoYU4PnMm0YmqZpWu1ypRKGpmmaVot0wtA0TdOc0uAThogME5EDInJIRKYaGMdREdklIttFZLNjW7CILBeRRMfPoDqI42MROSkiu8/ZVm4cIjLNce0OiMjQOoxpuogcd1yv7SIyoo5jihWRlSKyT0T2iMhkx3bDrlUFMRl2rUTEW0Q2isgOR0zPOrYbeZ3Ki8nQ71SjoJRqsAtgAg4DLQBPYAeQYFAsR4HQ87a9Ckx1rE8FXqmDOAYB3YHdlcUBJDiumRcQ77iWpjqKaTrwcBn71lVMUUB3x7o/9qk0E4y8VhXEZNi1AgTwc6x7ABuAvgZfp/JiMvQ71RiWhl7C6A0cUkodUUqVAAuAUQbHdK5RwGeO9c+Aq2r7gEqp1UCWk3GMAhYopYqVUknAIezXtC5iKk9dxZSqlNrqWM8D9gHRGHitKoipPHURk1JK5TteejgWhbHXqbyYylMn36nGoKEnjGgg+ZzXKVT8H6w2KeAnEdkiInc6tkUopVLBfjMAwg2Krbw4jL5+94nITkeV1dkqjTqPSUTigG7Y/1KtF9fqvJjAwGslIiYR2Q6cBJYrpQy/TuXEBPXkO+WqGnrCkDK2GdVPuL9SqjswHLhXRAYZFEdVGHn93gNaAl2BVGCWETGJiB+wCJiilDpd0a5lbKuVuMqIydBrpZSyKqW6AjFAbxHpWMHuRsZUL75TrqyhJ4wUIPac1zHACSMCUUqdcPw8CXyDvcibLiJRAI6fJ42IrYI4DLt+Sql0x396G/AB/6siqLOYRMQD+415rlJqsWOzodeqrJjqw7VyxJED/AoMo558p86Nqb5cJ1fW0BPGJqC1iMSLiCdwPbC0roMQEV8R8T+7DlwG7HbEMs6x2zhgSV3H5lBeHEuB60XES0TigdbAxroI6OzNxmE09utVZzGJiAAfAfuUUq+f85Zh16q8mIy8ViISJiJNHOtmYAiwH2OvU5kxGf2dahSMbnWv7gKMwN6b5DDwhEExtMDeC2MHsOdsHEAIsAJIdPwMroNY5mMvjpdi/8tqQkVxAE84rt0BYHgdxvQ5sAvYif0/dFQdxzQAe7XETmC7Yxlh5LWqICbDrhXQGdjmOPZu4OnKvtsGxmTod6oxLHpoEE3TNM0pDb1KStM0TasjOmFomqZpTtEJQ9M0TXOKThiapmmaU3TC0DRN05yiE4bW4IlIfuV7aZpWXTphaJqmaU7RCUNzGWL3mojsFvvcJGMd2y8SkV9F5GsR2S8icx1PVWuaVgXuRgegaTXoauwDz3UBQoFNIrLa8V43oAP2MYTWAf2BtUYEqWkNlS5haK5kADBf2QegSwdWAb0c721USqUo+8B024E4g2LUtAZLJwzNlVRUzVR8zroVXbrWtCrTCUNzJauBsY7JdcKwTw2rRyXVtBqi/8rSXMk3QD/sowYr4FGlVJqItDM2LE1zDXq0Wk3TNM0pukpK0zRNc4pOGJqmaZpTdMLQNE3TnKIThqZpmuYUnTA0TdM0p+iEoWmapjlFJwxN0zTNKf8PXZSxuZivLmsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "svd2_Zcorr[var[1]].isel(sv=0, season=3).plot(robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Weights do not necessarily have the same sign as GPP anomalies\n", "(e.g. see Amazon in plots above & below)\n", "- Itentify season with maximum abs(correlation) between SV weights & GPP anomalies\n", "- Reverse vectors and weights where this value < 0\n", "- repeat correlation matrix" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# xr.ufuncs.fabs calculates the absolute value for an xarray object\n", "# argmax picks the index of the largest value across a dimension.\n", "\n", "gppMask = svd0_corr[var[0]].max(dim='season')\n", "maxGPP_season = xr.ufuncs.fabs(svd0_corr[var[0]].fillna(-1)).argmax(dim='season').where(gppMask.notnull())\n", "maxGPP_season.isel(sv=0).plot(robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Next should look at environmental correlations in dominant seasons\n", "cor.svd[weights] ~ TBOT and TWS anomalies\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lon: 288)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", "Data variables:\n", " GPP (lat, lon) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n", " TBOT (lat, lon) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n", " SOILLIQ (lat, lon) float64 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n" ] }, { "data": { "image/png": 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y7DVhXusfnGI8Z5i6Dh3BW0m5dXkI1w2vK4GQfdf9xL0c8hKNYopugpSOMrHepJErRduiAi4Q0m7oB7C1HFMqzgrFlAWF4z+eMPvlNnNPH+apf7iX5knDrk81cLfvZbgQ0Xl2zGhXQvu5Ie5Llw6UslNTYK7uy1WcO4+94xAuCpBSkcEYrOXE9+4i7kFzsUCtYCfORxXFlnQqIBg5NBQm09YPaFVgSJl4s5ALhWBczfD95B5RP2iaAqL1gqIVYnNAvVAoQy9UbK7EvRK1AcHEUcSCGiHv+HforJC1DZQJiDdlpfMNTOowmaKBUEZ+MHYFlLEQr/tBeObRNeTZ0zA1xdT/5c1FXxXTkmUv+q5MnLygDEP451+E2x6giL0W5Kx/RlNAOPDagRpv+hKFIhFE/bsUB1gvBMORw1lwHYvNvRbqQojW/XtpLJcUifEmMvXvzuSWvG147vt2EPWhjCEctgAvVBY+WhDMz0J/QLB7AcYTNE2RVpPi3Pmr+s68UnSeWSOdnoHbboYvXx9holvNhUzlG43XjUCwb3ojkjvydoCZbxGsDMlnYkbbY2zmB7xovUCNkHX8rC1IITk3IZ+KGM8HZF1hMgdZ1w9KK/cW9P/lAyCO4U2OMw+0KBOYelY58R0tpo4o/QNtupNDcOo8lCWaprhNA5VYS7m29vIfrCobIEYoH//KV21e+LfHMI0GJ/7+vYxuy9jx8ZB4eUJ4rk/x6yW9cUIjLNjRHNDPYo6fn2X+zxKkhDLyJh6bebNPOHQUicHmis20MisZ+jeFDBdg5mn/XoKx9xdccB53jo0Z7k4Yb/NCb9vDOUXTsnynIV4VGku51wj0gkmperTcEeRQNC02g3TaMN4O+//tI1fl7Jcw8BXoAQlCDn/gTu7Yc5RHj+7BLoWYzJuGiqYy+7j3pdhUGc9ZwrF/9rhXADDeFqIG2idSonN90oUupoSzbw2Yf1RxgdA75M1nag3hACSHmWdK8nbA4j2WxjnY94Gj6GyXtTtnWd9nSJZh+lhOceTZF3+I6znY4dgpkluncFssDOwbDyGjMeQFxekz6NffC6qYScnZr+uwY5Nv6dXA1VFGr03k/rtIp2Im8yHB2GHGBdnODnnLEkyUZDGlbASoEUzqkJbB5hCMHGUjIBgVxOuCzQzzXx4jqujnHmHwvrdTJEp/r8Fm3rxgU8ibQrwCk1mhjIT1ffPEq/Oohbnf+DTBju1gLW559eU73cRgwgB1ihjxgkGMj9uuzAqm0cBsm8PNdNn3rmPcNXWa/7dzJ7fuOsmdnVN8fvVmvn7bEX73o1/PstvO9FeU+dLPiIOJ4qy/lAsFk3uheWEgjPqGvClkXcvMUxPG8wnBWHGhoAHYiZ8Vr74hxE5C5h4Z0jxryLshZWJYv8ky/6hj9ZAhnQ4xuZ9tS+GFiQuFoDLNxCsZLrbMPZYRPH7sqiO/Nh9vDt7Mwf8p5+g7DxC3vL9ADbROQ2NJGSyYjedqrJT+3fRz73hvB0TrJTb1PpV8W3sj1XPhMzmmcCRLSvdZByK4yFCGhmBUUDQDTKEsfLr0mldZkm3voAaa57yZ7rl3W1p3PcDCp0fw6Yeu6pm3FDGXNF3J9nkfxdZuX/pvJQYTRVdUNC/97vtxgQAzdB5fIti3F549D+MJRCFzj8cv40FePr643Y0nEK556Yqt4FKlK8x9d1C0I/JuyNrNAa0zjnBYks4EtE6lBOsTJC+hVLQZQeHAgEwKsIJGARpapHC4yOIiix3mpDsaFLEQr/rkrDIxlLGpHK4wnrMboZiiMJo3aACNRaV1OiNaHiEr6xR75smmI5rP+nJNxdOHL/sPZ6IIggAxxkcUGQPOedt5IyHfvw21BjspKNoh6XTI0g8OSc82iZct6VxJc9eA0Zk2Qd8y/7AfsNR453Gy6t9R0ai0Dwcmc9jUkXcCTK6E6xl5x9v91fgoIjtxaCBeKFzQEC5M+BXW9lsEr3mY3A+8F8wy7bMFJnOoVFqClY3Ip8Zjp/z9ra1T9vtb9bV5/n3efTsn3zXtzUITKp+IN7OZTLGpQ5ziQlMJLkVyhxnnEBjKRkDRDLzPZOgHexcINnXYiRegK7e3MKUy8+SQMglAFQ29X6qMDev7IuJ1R9o1TB9N6d0S40Lo3VliOhn2eIM9f5kRjIrrSzh8DYL9++jfu5PGH25dqOjyTz9A+3RB3jJMf/I4brWHZjkShay95010fufiBmMvzlaUrrj5rrb+4n960xXt+2OHPvOaKV3xutAQampqarYSVerEtNca5u7bkbz0Dr9BQfuU0Dw9IVgePF8f1RofceQcZIWP7hjlqDF+FhcYythCbLGjgvVDTUwR0312TGh9JEgwUnRgKBsWKXzIpcl8FEmZGEymSAEaeIfrYG+E7ouYzM6Ag3AE6ew2WqdSwviNcPIsbn3wAvMP8LzmEFR/NmuROIJux5sw5tsUrZBgkCNlyWihQX+vt79v++0m6zd5G1AwsMizU+x/NANK7zAPfJ6BN9U44nMD3O7ORg6DHRUM9rcomsLMY+sM9rcrW3qOFErRtGgouMCHjZocRJVgWPLcu8Jq9uydpgBFy9E5arApjLdD56SydnNE53jO2i0hUV+Z+9izuJUeTt0L/C5bjXv4CfiOByiaUDRg6ogSr3szkIZs+BtM7rwWOPKaV5SXuMgSnu5hZ9qoCLY/xkVdkmM9RrfOET+zBKp0OiFZN2D9lpb//dkxWTNAArCTkpmnx5hCaTvFpDlzo4J0LqZzAopGzHAnrL4hIp2J4J0PEAxemI9xvVEce47miZNb2gdy7j98muw730oZCsP79hCtbvc+rlFxxdrB1iF1YtprBfvGQ1ANcNlsi/WbI9onvd03WB2C3TTYP/4VglsP+AML551WRekHWhGMMUipUDhMf0TnZFSZCzLU+gG2bIeYSelNHkYwhTcVuNA7SqVU4p7/13CBN4e4QBBnkBKyjh+E09mQbCogaUXIF57A3nYrMk4hDHzEjCoYi7ZipD8CYxncvdM71jIlGBUEowJxjv6BFsHIhzwGYygahukjBem0pYiF6SOV3Vb9QBemKZOdTaJeTrg4RJyjeaxHMdMkOL0CYUj3ydSbp4DuI4vkC1MUzQCNIF6cUDb916loBpQNg8kcKLROCguf7LN8T4fucxnn741IFg1RH3pvUEwmnL/XC42iGbLw12uY3tAL50byqsTnm8w7kRc+7U1E8UpGOhtt/AyGJUE/IzyfolUkF0Bwbg1tRKCKPbcKQUB0ag3XSWicWIN2EyYZjcdOIbfvJu9Yso7B9sc0BhOybW3sMMc1AuwghbzEdWJcZGk9s0I51aBshnQPZ5SNgBPf1sTdNiT4bIvh97+d1u+/2gPhlSNRhE7SLQ2VjT7yBTaXWawC3151lFpDeM2gjRCeeha5eQ/ilMayI50NSJYLcAoG1Jjno3Kcg7JEitIPus75DMlGgqysw3QbKRx6fol4OIJ2y9vuK8w4AGPQKMAMUyidP4cIGgZoM8LFQWWDBhcZwrWCpEpZcKEh7wZkbYM4Ye3WJtGO+0iWM9Ami/c1aZ53RGslaoXRdkvr9BTj7QHxmiNaK7xdu3BoYFBjaZ1KKRPL3JMFCKRTlvWbAqK+MnU0Ra2gIpisRLISnCM+NyabjSlvmkIDIVr2+41v24kpHCb1gZ1qhMnBKYqmweRK+/gYe2YZM932Wd6Ahj7h7fx9EY1FZfXONuFIyboBnRPegTyZMbRPCDs/tYZZH3uhV5S4nbOsPLDAzB89SjkY0P+hd9A4nxOtThje1CJZTAmfOe3zLqpCeldDsGsBm4EGiskd8XIKIkS9jKwbYieO+MQquriMzM8iWY45s0ixuAxJjDQSGI4pixzT6aC37MEcPwutFuWOKWgn2FOLJI8ex927j5njQzAG14wIhhkmK3yeSBSQ7WxRNC2TGcP8w0twZEi0awfabWECw65PZTy7J0J3gDgD17FQMLt2os+dRIvrP3fi5XAjOpVvTIFgDMZaXDshOtUjOpJCEvvBXhXUIGlOcNtBqISANhvIhe3NqvRDmlOcOo1ZaSC7dvosYKcQWIq5NnZthGTlxmxdLszkYcO8I0WJVI4va6CcamLSEpMVuCTk1Dc0ybveyWpT79QMBz5EsYxjykjoHC9Z32cZzRuSVS/gTKk0lssq8gLMuMA1AlS8g1fUIbnDjgU7Lmic8vMoDS2oUjZDBCV6+hTZG/dgMq/tmFLJW8YLGVUUIVz3z6RBZV4rHK2TI3BgV/pQ+ncohfOO+NAQrhcUbV8zKesKwQSyNox2Ce0T/rMp/bOaM1UCk7WM79pD46Hn6D74OCWgX3cPM39xhOLceRwQt+8jePRZiipUV/tXH35ZnD7Dzr/qsO3BBmUjYLI9IRiV2ElJOmOZfnwNhiOf9FY6SCIo3UZegBuPfUmKIKTs9ZCH+rB7gbW3LJAs59i0pNy9DXv8LOEgR0aZn7QAUgnZjZ+KnwgQoQd2I0ARBwQrQ+zygGx6jvaTIaPdPvKpjITej76D5rmC6KPXV3mH4sizZO96K8m5Ifl0g+CTj9wwPZkV2coGOdcNN2SU0YWa7DJMfencMMAtrWCqmb1umwFjkHHmE8ImKUQR5AXaiNFm5Gf6AIMRbm4K0x/hOk3EOWSS49oxLg4JFte9NhEEXjUunTdJXWgraI1fFwZoUMVxGm9GKmZbTOa9Arx2wA/mwQRaZ0rEVQPzwCG5oqGwflPAeDu0TvpIILtholLSKcvUMwMkL3FxiMkKHxnVCDGDyjxUzUrVCMGpZXCK2z4NIuTdGLVCtDrBnF2h2LsNKRyiimRFZa7yz6TizV5U3x2zNoIopGwnaFSZ0WKLiwzHv8PPObpHhKljBdFyihSO5Xs6BBNl5uFVVu6dYbBb2PvRHvrI019VNjl4w61M9k4TfPyLBHNzkMQUp077uHTnfGTWVRLs2e1Lkuyc9dFkoWG4O8aFwuwXlv3zbsIl0QtKZAS3HYS8wJ0844VDFELpkChEGgm6Y47hzV3ilWyjTAj474ELDRjBpP7vriKUjYBwZcxkoeX/vtMB4bAEhWBcks6E9PdYygRGC0r3iM8mb5/OkVJ9st11hmk20TS96rLYV8tWRBntvbOrP//7b7+ifX/+9o/VUUbXGtdOsL2Bt7+HIWZ6ys9kW00fZjoZQRhSPH0EAHPv7ZjVAk0CzOklaLfQwCLtJmaUegeuc7hmhEQBMslw3cQPklHoNYdGAoBGAeQlklbagjWUsy3s8gDy52dIwckx7XMhrttAXJvRdkv7ZO7DLgUai97cYzJHqZapoznNcxbEZ+0ixpeJEEh6JS4OMIDJCspmiFofJqlx6AVhYFAjPkFv3zaC3hhzvuft3nlJNtdEJhnpbQu+Vs+gwFahlYhsFM2TwqGID8dNS9x0y2se4H0roSUoHa6w3PzhkhPfmhD3lPP3BOz5pc+jwGw1XpWAe+s72PunPcyZRXrvfSvt361MIO+4m8G+BnaidJ5cpoAXFIMrn/zqRLyXS3HylL//HTNk0xHBsCBZLgjG5YbJ71LhnsVTz2x8tm88hB45hsSxF8KDISYIMDd1SWcjxEHj9JCiHRH0xtBtUMaGMgkwlXklGFbvcVxSNCw2c4SDgjKxhOcHhEswmZ3zBQUjYbAXWqdg8e4Qm8FseD/Rn37xuip1cSVlRF4pgoO3UDxzZAvPKHU/hNcK+uxJbKUNFKd8SQcJA1QEGY3ROELEUBw+unHMcF8Hu6NFvJqi012/MrSQFV4w5AUyybFZ4SOQAkN0smr1bIxPSCpKXCvBDCesv2mbd2IPS8JhQTYV0hxMkMDCwM+otRGhcYgZppjM0T7l6wrFy+mGgzZcHKOhz33ACtGqFxZlElC0LcmZMRpZb7oqSzAGM8qQrMA1I8pGiAtjH40xqaKoyhKTeQHBTKcyBVmis/3KGS9eCCV+ln8BkztwiikU25/g4oBiNkJKh01LH5evimtElA3LaEfEcKcQjGCwR9jzSy8eFTPzW5/BAQ5o/653rJh7b0cGKd1nvKCjt77VX5MXxT34+IbTUr7+XoLVERqH5O0A+433Yf7qwcueo3zyK+jX3UN4dh2yDBmOcUvLNB8ScI709t3VOzdQKomye1EAACAASURBVHaQknXb2NxrfMEg86Y5Vew4x068tgcwmYsIuwmUyvznlik7DZbvavky5R1femT26cLXpvrb99P8T5+/roTCq43tdHDjCXp+CTs747X1LYhR8D2jah/CawI3GmEWduC6DdL79xMvZwQrQ6S37p2/jRDpDzf2l7fcRbKc+Sza2FLuaBOsTryZwBkkLSDwxe9wVOsdmoRIWpDv7BKe64MR+ge7FM0pwqHSOjlisi3xM7zUkW9rYyYlwWgMRUE+N0PRCojW/Aw+XMuY7EgYLSQ+QqhlydsByWJKf3/DO45LaB8fIaqMZy2tJwas37ODzlMrYC3qnJ/Fj1JoxZisrMJqxQsZBxB5R7IxuIZPtgvP9RnfPIMa70wtOiGoLzyXziZEaz5b2BRKGVuC5QK77lDbxGQlOFArTHa0afzNU9j9u1k95B3Mu3/5pYVH9n/w7Uw/1oPC4VqVUOp24FWs3TP5nvspGgbdE5O3fLRYNgU7/+rKjpdPPUSBD302gGQZut4Ha4kfOwFhiI1CtN1AA0MwKb2WiX+Pan3xPxdaH767NqHoJrRODCkbAWKB1BCcXPINRR4XBnsTiobQOxCQtyEcQvSt9+ECITk3wn35ya0TDhdMote7sLEWu2+PNwvnOUqxZae+ETWEG0/E1dTU1LzCqApOzRUtl0NEEhH5vIg8LCKPi8g/e5F9RER+VUQOi8gjInLfK/FcN6SGAD7CQb/+3qormMO1YmiE3pQSBbjKZgyQzcYMF0LCoaLGhxligFKrcFLrZ98irL+xS7LsVXJfmlkpYyGYj6uZnS/ZsHazYbjDh1qWUUBj2VFGMPPpU+h0h8lCm8bT54nUMbpzgaxtWD3YIpuGdEbpPGcJhj65azzXwIVCtK64WBjsbdI8O6GMhfW7txP3cnp3z/kCbPOGbV9cx6wOUCOMdjVIFlOCQYYZG1zibf3pfEK86h3nweoI10mIeilqDRoIydFlxrfM4SJvx1brzUjeZOTIt1f9F3JXlfUIwArJuSF6YC+uGRIOlPl//9Ia16z9yDuYfmrgneH9lGwu9maVq+y+daUMv//thCOHKSHtGuZ+8+qSv9zDT2BuO4iIQJajg6EPQAiCjcAGAcIqKdI1Qu/jciBONvIdynaMlA6ZZFjnfEmVKIDpNnbN9+bojjOKbkLeDZhMW0Y7hOXbI2aezslmG8g33Uvw1w+hTq9+Zq8OOztDubp2XWsJZa+HGY0wnQ4YoVxZ3ZLzKpCr3ZJz4VMf36mqAxEJgU+JyEdUdXM88XcCB6vlbcC/r35uKTesQACw6yl2ZHyIpRGKdkLwsS9i7r4d9467MakP/XSR8R27Yh8eOd4WIq6BHRVVmKUiqqwfaJI3DeO5CLUwdbRASmW8LWQ8X3UIqzJlWmeVdEoYzwsu8k3pwz5op0nZili+I8Qc3O3LIPeVvOmbwpgM2ieEvAl2DEUsiELnRMFoe0A4UqY+eZT1rztAY9mRtwzdB5eITsfkO9p0nhogq310bgqAuJfjqsgfyUskshTNwIc/VjWcAMzZFShLilt2kXdCpOwS9Xw8vpZKcGLJ9xeYaW1k7gJeGDQjTJqj1mLGOcV0k+GeBuHwpQ8U8ZrDTArvsHaO5MyQ8e7WqxaZcqGEtcn0qoXBBYqnnvHJj3mBdDtVxJZstGr1PqoSl0Te9BYF3meQlb5eVeHQ0Pp3HAQbAsMMxhud8TQJvR/o9BrBoEHUC2mfNlUjo5DWae+nsnv3wHiMDkeUw9Hzg7kYynfeS/BXVx4aKkmCmHVMo41MdSlOnd6S97UV2OnpjZwiTVM0y8AYH6W2tBVX2LqeyupDPS/ET4fVcnH453uA/1jt+1kRmRaRBVU9syU3UXFDCAQJQ17MNGhW13FzXVBlvCPxmbDveVvVsUoJUgXnm5QkvZLJjCVvGcJBSd6yDHZHdI+OKTohg92hT6aa9Z2/sinImwHTh53vIYx36KmF7nM5g10hUlY19Esfc4/xg/KJb/P17lFfXXMy5wvLIX5/zXx8fjoNZROiHoznLWp9F7G1bziAzXxp5eb5gvEbttM4sowdVf/Irab/R7BC2Et93kErIlgd+Xj2dQPGkE8naGgYLkRM//5x5NabwClhP0cqe7Zd6nuhMOMHMjNIn+/dUJRVAt8sZm1EOdvBtWKKdkjzbOq7pn3jfYwWItofurLkqaJR+WeCkMneaaRUWo+f30LL76WJ/uTzr8h5i8NHfYXOKIK1dSg3lR9RrRri+IKKLgx8ZBe+bIrJHKtvbJL0fPG/7oNncdu7cHIdAgvTXVwj3AhrlqwgHExwSeQDCNImplDG22MSM0Ow3kTWG9gg8DPoZpPV77ubZLXEvfNuwvUc+eITlxUMxZlzmDBAdm4HawjecOuWhABfLRv9RSoNX+LYTyiKAmm3tuQa3ql8xT6EeRHZHAf8G6r6G5t3EBELfAm4Ffg1Vb24KuBu4MSm309W62qB8FUYITiwf6Opt7zlLp9HUJQb4ZCNcxNfnbNtaZ7NWN8fM9ohhAMl6juyjiUcKuM5w3DBEK8qzfMF6wcadI6nzDw5ZO1gi7LJCwRAf4/BhTB9xJdGvtCvuLFcMpkxfoDDN11p9hzlVINoHfKWFx7xKr58ROnPG4yhdbYk6ximnivJOr5xTTBylIkh7RqSnqMMhebZCSu3NwlHSuOxCUibYrZFOhPSOtb3dZWsIKkjWB35CKDYm800tizd3WDusZTZT52GHfO4OPTmByukCx2yboDd3sBkjnjZ5zJszF7LEjfdxAxTf0wUYhd7aKdJtOxNGqhihintrIG5+3by+QZHf1g4+GNfO0a+/aHPkn3LmwlXJ9hJQbCeXnWz9uuKvPAO8v4AGo1K+FmfwKgCpsRUAlwK3aiwm3WFyawlGMPoXbsJJspcfw5ZWgHAnljEra3DVBeirtewqkTLcHGIFCWtYcZof4fxjoTmqQjZ3kXkJtznHkHUl1UJB47+gSbBwn20/uTLuLx4UZOQBCF2904fap3lPpxaDObe27e8D8JLxvlcIAkCCCxuvY9Y63s0B1tm5nkpmcpLl8tDUNUSuEdEpoE/FJE7VXVzZ60Xkz5bnkR2TQWCiBwD+vhw9EJV3yIis8DvAvuBY8APqOolDX8aWIrtU3DUJ6XJYg+davucgcJBZMlmY+JzY+wkYP3mhMmMEI6haPo2kRfaH84/1EcKx+KbpxjsCjGFsnJbQtJzrB6SjcYvNmPjT9Q+4/0I0XqJC33556ztvyzRut9PDUxmDclyDArRGjSXHFnb19tPp4RwAp0TOeNtvlZ+uF4QL6W+I9mkwOS+BPd4W8RkxjCZbXqtRKDcM0/RDLFpSbKUUXRj7LhAA+MzjqMADXxIqjZCZJQxfTgnPr3G6I4dLN0REA5g9umUE98SUzaUqCeAYccXC1xkfZauEzQxmLFixt5M5FoxZpwjGnuz0UqfYmGWYMXXjSqTwB+fO+hfvm69HXmTUTobIZ+6/ks9XynFc36CF+zZDTNTsNaHZgPJqpm48aYjVAnWq/Ii3RCT60Yr0zKm0iyFcqpBkLbROESaDUy37ctrLK7CzBRq1IdOG90wwYWDgjIypPMx4Xruy6QDeUNIp6wv8x1UbVDvOgRVtz8TRbgsw0QREkXIVBWavT7wGmS3jahilte55h4FY7zVoMoRktHYf56Z8jk5W8Arlamsqj0R+QTwLmCzQDgJ7N30+x5gy21014OG8M2qutmq94+Bv1DVXxGRf1z9/guXOoE4Rz4V+Tjxfor0Bsj6CEl8c3lESM6OoHDYiZ8JifrKlvGqr0dvJ74y52R7g9Zj57B5l6wt2Mybc0bbvA8gnVeiNSEY+rA+U/i4/HilwE4KyiTCThztXkG0OGB4yzRF4oXEeF4Ybw+ZOlbSfvQca2/eiVpIVgqa53wdHQ2EpFcynrO+8XxWEgxz79Qd59jDp5h8w60EqRKMlcmsYbBNiNcSorUCFwhBP6XoxJx9oIspYPtne0hWYM4P0KnnVebm4RVGt86yejCgdcb3bVi/KfK9DArvEykasHIooH3GV21tPzeEQinbz4e0apWw5pII0x/5GlDVzBcDYc//Q8oo4+AHLz9c2PUxkhYkn3vk5X2jrnes8Y1digJd7SEz01AUPka+SiKkLBEsplSW7o5pnlfiNWW4sypVUsDaoSZ2X4N4taBsdL3T/8AMjc8dhrOLfoYcR5DEuE7T584sjijbMWXDkk2HNM6OSb/rftpnCyT334H2qQxnfcirefOdyChDRmNMFPlQ63HmNYIwxM12SLe3WDsQkqy455MKryXizY6bW4za2Rnvo7FbN4i7LQrSFJFtQF4JgwbwrcC/umi3PwZ+VkQ+hHcmr221/wCuD4FwMe8Bvqn6/AHgE1xGIOg4pUwMWdfSHuZeja0GKVSxwwwXBWgzRI2v9DmZizbKB6jxy9JdEdE6DHfuxhRK0lM/+458t6wiEeI1Qxl7R7CUvvZMMHIE4xIzKYl6GfZBn0GrpaOdl5RHniP/prtpn/SD4XhbxHM/sMv30I0g/vMHkSCE2w5QdiIaK2PCtRi1Bsl9wToplHR7i+ipPp3PPkd503Z6b2gxmYHGEkS9HFMoJ7+5STBssP2hCQsfX+Lpn5ll/qEQCS29e2/CBV7DCYdK76DBZDDzTOEbv/dSsqmIpW9UDv16hhmmPPX3Zmics3SfXGfx/mmaZyyT7QnhoGDljhazjw/9zN85LwSasa8S20+RvEBj7wQtH3sC+8ZD2PXxV/c+vogXawV6Q1GU6HiMWAtO0eVVZKrjaySNJ0iao+2EshUxmQ2Je0ow9s1zbApF4hsZDRcEOxFG2yOCEbRPOSbzAfHBvZgnnkXVwXCEpBkSRxuaYnC2R+CUOLAwGtNcb+NasddOeL40iRRu43OxaxYpHWoMUmne67e2KWNhtE2YPloSDK9tSYoLXFwdN5ibAyPI6fMUi1viUUYVcrdlUfsLwAcqP4IBfk9V/7OI/Iy/lr4f+FPg3cBhYAT8+FZdfDPXWiAo8OciosB/qBwtOy5IPlU9IyLbX+xAEfkp4KcAkue7G9TU1NS84niT0ZZFGT0C3Psi69+/6bMC/82WXPASXGuB8F+o6ulq0P+YiDx1pQdWwuM3ALqdPaoGgoljvKtBe2kdbcTeNlu1wARwgW9zqYHXHpKVAhUh71jUCO0zz4d/qgjB2BH3Suy4IJ2LMIVvuJ6s+v2igfO2/n7ha9k/fhjJMm9DrTI5XRV1EXz8eUdqd2qKbllu9JtV8FEQDz9BePAWJvtniM6P4MnDlPff7n0WayOCsz3cXYcoH3oSawzN6Zj2Kcfi3THZdEjzxICFT1uW74gZ7ooZ3psw97By9m2tDfNW3hEGNyndI77he9aFZCkjmwpZv6XF+k3Cwd8Y4eKAr/xYk9t+bRUNAoqpmGiojBYSBrss84/mTB1JffkL9eGnagyizjsZwwANvbnONZ+vYL9VNtzXMhfCM4NdC76+Vpb7wopdC2fWfUE8dehME7XePJS3DEHqI8vsBLIOmNSb9crE/x3P7g299rqe0D7eQkdjb98vCiQvvLM1MBsZ0az5zH36Q2/8GE9gNPblvI3/n9HZNpRgRjkmzaF0FM8cQYH2l/xppqiK+00y2LWAzk9TPvLkq/1avyab618N3/t2+P0/2JLz3oiZytdUIKjq6erneRH5Q+B+4NyF+FoRWQAuW69AnB+YkzNjxrsauKkWZjh5PvEnCshnk6rPr1KGhjL2nZZMVmKKyFf+jC1B2zKZ9mWey0gYzweYwhKtlVgBm3r/Q1yFAIbrOVI4zPFzuGBT+etLJOuUVenmF6N45gjBM2w45uRTDxEc2A/DEXTauC895mPGz54jOreInZliz+EG62/ZzXCfb9K+8IllJru7iLMMdxjCIRtlqMMhzDzuI5omO6B9Es6+rUkZQ9GE9gk4/L4EDRSaJV/5yVmCgSFZ8seotcw8XRL0U1wUYPvjjZvVKKBshARLfT+4TLV9pNGk8GYig69LVAP4stvBtnlo+ogsnj2Jm6TIWNCVVczJ00zv3MHoTbvpHQwxuU9OjAaOpCcUDWEyLX6iMvF/H5P7yrnJ4g6C8+s+mql0/qdzSJrhds5ilqve1Kref7Hmw4svJM256Rbm3KrPT2kkyGAI1vp9LyI4eItPJMwLdG7K9xC5jpC3vYnB3ibJck6yujXlt19i2Olrhmv23ykiLcCoar/6/O3AP8c7T34U+JXq54cvd64isZSh4BJL6+ga0h+h7QZY652f44xwNd3obKahIW8aVu7wpYVtBqjSfWZI1mniIvH+AQdRv/Q+gkEOAtlURDDx5YcbZydI4bC9IeO3HEAFmo+d3qicuRXYdhuikOLo+Y1aPmItqPNaxdwMZTuhcW5CeHKVfO8s+WyTYFT4JvaZr5uv1ifdDReE0R4lWvZtLsfbIFmBvOtzIIoWNM4a9v3eWY7/7Z3s+ViPw/8wJi0bBAPvZE6nDOWhDtFaSaPKks0WugRrE0xe+oEljqtqqDkuqb5mDoLji69aTsFrgtDXjCrOnifYvYA1gnaauCcOY6IImg2aT5xluHMPyaojHJYkj52EsmR8734gYDLrM+TDIRQO8rbPvg+ODv35y5RyaXkjQ9ms9mB6yg/+mxo9bZQ4z3LM8ro/Ng59YUHr+2gQRV/1CK7tq7qWc76RlEThljQu2ipGC40q3yfEbZmCunUmo+uJazld24GPt71wHx9U1Y+KyBeA3xOR/wo4Dnz/5U4kCu1jA6RwlJ2EoD+inGpWFUCdb3VpBTMp/Ww+c8RrPrGsaAhqlOZ5b24KRg6T+czlpFfSOF7NdpxDBmPQWUxeEp3tM7x1hnA9J5udJfqLh5h8573QbhLctIfixGmf3j81hbRbFKdOb6jVxbHnrvgllYMBbCqtDHhh8La7fAXOMwPsYg930zzEIfaLT8GhmzHDCUEckG3vMNwVkfRKotWMqWdKyiTATgrS2cQX0GsKU4dh9uNHvFkhijj5/fsZLyhP/3QbMgdNJW+DnfjBp/uVvu+TYH0Z7HBx4AeNLPNmEGO8k9IY9POPVn8n9YNMzQYXtAQx4pOp4phyqkkwP0uxuESxa4qiaWmdKcjblvjc0L/fIPC9K4oIF0RMpi9UwYV4BbKOId6/k6IZEp9YxRQF0mrilpZ99vOFzG9j/N8cnu/Vreq1iqAa8LoduKAh4M1DLg4xy2sQBBSb8g4UMLt3vVDQXGMaf+RzvHo/+g5kC2Nib8SeytdMxKnqUVW9u1ruUNVfqtYvq+q3qOrB6ufKZc9VmSI0tNjeGG02sOtj7EofuzLE9nxl06IdMtzXQo0QL6c0VnzPX5vBZNYSrRfY1BGkMHVkTOP4OuWjT5HPNdHEz4zsMEVFSHd3fc/maZ/BzJvfiB37Mg7u3NKGyahcWwPnCG494EM0l/3jiLXPV4y8HGII9u1FrMV2OkgU+dBMheGBKdz8VFWGI8LMzSInzvjEnMGYaGlI98iI5sOnfPJT4c1r9tkzxEsTmqfGTD0zonU6Y/SW/X4G6BxlArf+zgDTzsFBOVtgcmH/n4yYfmZC7/auzwQV8QN/NQBoVA0qVTmG8lHvFgr270MD85KE4esGEd87oSihLLGPP4tOUiQIiU6uet9P25JOG5bePO2Tz0Swx85ixyXznzrH/GOZT2o8U+XUlNA71PJ9uvdMo/t3Q7ftM6O7HdxqD9dbxy2vPC8QqoZHOtPxmemu9IKhqtKKrXp/lM77E4LA9xu5iOLUaYrTWx4RedVMf+AzWyYQfJSRvaLltcQNYdAVB2UzwKQFhJaiG1MmAcHQN6wpmwHOCuGgID7nu4oVM02SxRSVmMb5FBdbisSSty3Jsk8CuzCYmU88iNx1G8XuOW96WRkSTTJkznc8y9uCmghRMM+dpUgn2E6Hst/H3nUbZTPCDCZIVqJhQLB9G64/8FmrKphmk7Lfv+QzZvu3ES6vIrt2IMMxrA9J8hLSHOKQfFsbW6oXBGLQc0s+OzMvCM4V6HiCbTV8H9+zPUb3H8Bkjslc4DOlCx8CK3fsYuX2iL0f6fHMj05x4P1jDv+wgdDhEsdz727SOgk7PrWMjFO0FW9kZ1/I/fAv3b2gIYl2Gsja4AUZ5TWbKB06HPkQ1DDwtXfUoUsrJJOUpN1EA4NrJz67ebaLZAXBYt+XOy+Vzv/P3ptHyZXddZ6fe+9b4sWee0rK1K6SSrWvrhJgm63bYLOYnQYzTRvoocdnGoY+DUOfoReGg+kBBqbpBsoNBnfb2A2mjQ0uGx/wVq4q16JaVSrtSkmZqdwzMpYXb7t3/riRqaW0pKpSUirJ7zlxMuPFW+6L5f7ub/t+z1jurWDaJp+D6QzjCKKqizdaW5rwk+0DuOUi6etHkEFgFd4Knf6UnGfp3rUG37ce36L8bKdMliy2iXDPXWHRmesPFa1Mc+9aldBcEwZBRRlGCKYeqFAaS0nyErelURMR4eYybi3GBE5nQlY0t1dwmhneXJtgymoAa0egPYmKte3W9NQFDuGicRDYtmpnyzDexAzpwzZ3oH1ppS439MLMzJIxINUXrKBFLmc5VTzP/ugBHbZt27/roDvbnD27rEfRqcpRcyFmx2a0r1BgV26AKeYwSuHMh4iFpmXTBEwcY9IUUzMIKZCVMoRtZKYxs/N4MxXU4VPIO7eSBQ5pXmKkpDVgPR7jK7Y8ntgKpwUFKEQm2PLZ1pKWginnEVEnSaeFrexKUlDqDROFaLbte5CmqLtvJy37a6oL+S3B2Ni+iWMrvamU/Rt2pE/jGOZTaIUkb9uNmleIMEZXrJFQtRC31iYtFEgKEpEZZGI5uixLbkbj9h6clibXjkiVhEbLeqm3bSMLXNThU5h2ZJUFSwXb/i6tKl/WW8Y89wrOrh0Qty0J4irJD1wOZ39+H7lZg1HQ3GgrB3PTsPHvZq5+8DKxFkNGa8IgkBlknFEeiTFSUDgd4sw1SQ8dJbzvUcBDtTKSLh/nC89RSOxEnXXl0Z6VmfRnI7LAwZlrk5V9ZJRekSgkHTmNvG8v/lRIa1Met55ZneSu/NLXJHv1MM6WYaKhMrnDE3YSFwJyPqbRtElhIZGuwKQaHcc427fa5q5GG5Gm9ly+B65DNFyxIjlRhmxFGM+hvaGIP9VCTNrKJV1bOMcMKiQYjfA89EIDGk2E7yMKedTrIwilcF89iblvOzIVePWMqKrAYEtIU8Px9wa4dRuf3vhExOlvy1M9aqgcrFlaEG0sF4+2/6f95TdITcp79mI6WtRZJU9a8lBffH6FvwS3MEpFSwEBmDS1lTxCIMslS1SYppYpNcjhfe0AWhtkpYRU0tKQVwIwBn82pt0V0NpoQ5EqBqeJJXJsabQrlrSbo92D+MU8NNvImRpmaBBd8DDaINqp/TyBrLuAdqUVBLxFvIHGjzxCbs5QORbiHjtL6c4hjBS49cTS4K8A1quM1rGOdaxjHUtYrzJapdCBg3ElTpghvvoCwJJ8YX4iRYWWnE0rgXj4LgiTJYF2/+7bLSXEbBPTV0IHLu54DZotUqwmq6iUwffQ5cAK4nSabvQLr+Hs2Ea2vUBuOiMpOphE4Fertn3eaIgicgfHQQpMvYFuNFBDG5GVMrK3m/T0GEYbnB3b0JU8YV+e3OiCLfcLQygW0MUAOTWHP+FAkiGiGKIYMTuPf3QEuXmTpeuI4gt1A4xGlUp2mzEIx0H4HiYMbbhKKYTnEfa6ZJ4gKQqSAgw+3eLYD+cRCbgNQW7G5hcm7/MJJqH6gnW7F/mKhLHkadmrh+CigiiAtOIjY008VMIJs3Xv4CLo0bM2b7D42WmD8BxMO8Is1BGetxRuA2wopxPPF5ld0QPIekT3/hbht/eSlCybLkDLVahI4oYGf7CLcDCHPxujj48gigXMtk1WM6PjEmclD+1aLi0A73PP3si34y2j+PGnYd+9OBM1kh2DNDa5GAF+zfYXsQJ0S8YI0nWDsDohYxuucWabF/DkpBWbDJNfeQHzzQ+Qmw3J8q7lCHrwLsxzr5CWfdz5iLSniAytiEYyWMYdN7ZMNE5IBypkeYe47JCbjlEP3Gn5/6sFdJJhBCRl+6UjNWR7tiCerWOyzFZxOA5y0wZEBVRfz1Js2Cw0UJUyDA8Sd+eRUYZbT2x83jHQWwWlbHlfIW8Ttxn2eCnR9To6jtGHj1+2EU7kfIQQ6EbTVoS4rq0y6coTVX3iii297Xl+jpPv7cZpwsnvCvBmxZI+Q1yxdN3ePJRGU3BsSalx5DlFr1cPXfbzEdogUo33+K01sdwwSIEOQ8tnZbQN9bkOJCk6DJFCIHI+JkltF3POh0rJGuFAkebzaF8SnJy31UcxZAnkzxqynMAIiLoE7W5B5hVJfUG7O0e+fC9RVWEEBNOp1cvO2c5zGWvcZrr0+d5yMIZwZy8TD7q4DcjNWUbilcR6yGgVQ7azN5CiCcNSMld98Xk0YN5xPyq0iVuDrVAynkI7Ap5+DR69B9nO0NUCadHr9DFItGMTz1lOkRQcRE8Ot56Qljyctq3qWJocAwe/u8sSaSmFuWsn5rUTdqKPY5u4WxTsKBVpbSqR5SRuQ+JPNi0dhBBW4Ke3glCStLeIjFJErQlao2dmlxLQlzMGqrsLEye2rHH7sGWpdBRJX5Go27P33HkjslKOTV9pox3JyHscaAgqxw3+fMbCFgfVtl2w/kxM0hXgzjQRbZtQNt6VewtUK7ElwXftWUrOr8PCfNN9iFdOoMPQNo4B0rXeAZm2lWKua3MIbqfM0/dhrobeOoiMNWG/T1IQpLlu6wlqyE8aVAJeQ9OuSpzQ0l0kefuZOw1bGZYUBE7LkOYt9bWRguLJBnJibkUbLG800oJL1KUojBv8eU0aWHaCwvjKtEWu5xBWMwzw9Etv2Bz2+2jX6tEtQn55P+nb78OdbdnnzRjZjkl7ioDVCAZof7rhqwAAIABJREFUbC3izyYkJY80JwmmYnKpxkjL/pgUFGle4c/GeAspRgrikiLzFKUjtSVWRR2GqAPHEUMbrF7u0dPo2gJCSkxiK0fcZkpuIiKt5Ei6ArzXz9hmICGQZ2cx7TaqWYSRMXQY2vpvpRBKYbIM6efsyrGn21akeJ4NK0gJ9Qbx7UNknjUywbEZWznU1hTG6pAZTOAS9eVJA8nYD8aokx5eHdymZm6nQ9fRFHchYf62gNaGHPlPPo1+292oVJP2FC2P0xUg4tTKd9YaV9zvHyLEV18g23cvaq5F9vpRZKeuX7gueALpFtHNFkJKRLVivcOwDdUyWc7BSGEr4zJBXJY4LcjN2/6aNBBoJcjNa5K8QKSC8kiMMKDaGXHVxa9ZCpY0J6gctSJKcmoe02rd5HfmrUEmGpmA0waEwF/ISPISryP0tBJYNwirFNqVcInPOf/JC4OF+h33k5Qc8qfqSyEO/dJrcM9e0oKDA2QdMRp/PkEYS1xnlDUpRgiyXKdE1QUntd5AY6ND16GQNK+ssIi+cMVusozG7d0UTjVJHtiFd3Km0zjWxPR32wq/MEEUPGTcCXrVFqxRMMaWB07MoJPkXDcpIItFe57uLtvUlPMw0zOIQof9Nc1ASbzXTlN7+w5q2yW54UGKZxKC0zV04JMVXdKcYvpul3DQYKZ9/FnoeTWm3eMQzBqagw7df/0M7Nq39J5mgUNarOBNtZbIAy8FZ8uw5VNYaKzKZqXVgOMfENz2f1lvS8exDR21I2S5aPMESlnCucD21RBF0I7IcgqZakRqkAa8BW091dR6x9XXW6QlFxWmeDmHuOLghBlGCkSikZFG+BIhIH+2jWzFloeoHa2YGP3NQtTtEhcFbtPgzye48xFuwSXpWqkqo/U+hFULsdACgeVP2TqAMzJpBTw8j2T7gC0hfeYVhDZ48/EbmBjD4SIite660Fb20ckMSZePP7aAjAO0p3AXImTskOUU3rzBm24i4pSk0IN2JU4zIy4rGrd1UdS3LSWuZVeVwsk69R1lZGYwohfvbJ147zDGEbS7HZxahDPXIu3KI/u6EHN1TGA57Mm0XblVK0viH7pmWTEpFKwBajah2VzqeDVZZieROAElKR+cpfJMC/IBrR1dJL2WeC7zJGe+1UEmlpbCaQniLkiKCrep8ec0cdlh9v37LuCBkV/ajzPQT7ZlwMqVXgLO5iGb/GzHmPbKrczWGrb/kxfQ9+1F3rsH/YLVMjZpgp6OUcWCfQ87Xp/uqSDPTNgy044xFr6yC5rE4DQTssCxeRutceci1OgUbj7AKwaWjsIY2hsKiNTgRJrcRGhlUOtNTLt9yxsDsKFgp20oH5gl3F4l3ZBHO9aLWims9yGsVpTyyF17MZlBZJpsqBeRGbTvIBKNmrMVQ4sVSBfD/+tzwuriqy/QeO/bKIw0cGsR2YHDJP/oQYLjsxjfQTYjZCWPbCeIMMbkfUqH5zG+S31bEbeREfY51G/vwt/4AKqV0qp6ePMxpSMLhMNFom6XpGSNBFmGu5Aj6Q7QnsSftmphuC5Z0YeCb3+sE1MI1yUbHkC2Y2Qhb41DbcF2ucaxTTx28glCKduk5joIL4eot6x3YQzBSI25e7tZ2GIbdoKz0PdSzPRdHiq2Xcv+fEK72yXscXEiy7D5hi7PnI9sp2/grXH6es95MlFsey4W8x3ruCSygkfU41M4XkFUSqSnztgeksF+aLYwVWvAdd5F9nXT2lpFZgZvJkSXPRs2SjSis03W23ahML9gE9A51xLVaLtP/uisTUqXA2Q9gnrT8k/lcjh9vSsmJHOzkPsry18UvuuhpY58r66pfOSpFTm/MZCunEDOqsHaMAjrWMc61nGDsR4yWsVoDxZoDjr4C2ZJys+4An86on5HL8EyuizFw3cRd+UI/ufXLxAKj8sOjbcP0PXHT1kZyLmWFe6OE0Q7Ih3uxTiS4ukWSckyi8pI406H6IJH/uCkrQSKE7yyT+YrSxXhSEzgUttZoHA2RnuCqDcgaLTBaJzpBjRbTH/7Vno+NYGJW8jXT1jREynPaeaKDDKbYBaOYyuL8h7C98BRHeZKFzzX1mFLSddLc+QnirhzEe3BAO0IKicz2l3SVmIYK5wjtGdDbQsp8kv7L3i/TL1ha+RblgLbGei3q1Ld4dhPU0yWYZLEJsPXcVnUdgT0PDOD8D2y0XO5FuMoRCGPiFKMp3BmmxhXkT86Q2tnD2nRs+XQMzZZLDKN9h3kuKUxETnf5iHizHqejrLlrOUAGSY4Z+ch6hQiJMmaC+3lD0+hS3m0U0BoiN7zMHzmrQvkrOcQVjG0EgRn6mivQv5UHTk2bX267ippV/5ceeVVYJ55hUsVUCYFQdcfW1dTGIM5M24ZJysl9PERnDgm27aBqMvHq8WE/XkcRxC0YxvvlcL+4NIU9/QsqquAu6BobyjgT4WUj7dACJyGjf/OPdBHYTQiDRTG6aEwniAqJcxsRytWSss86ail5yLILdEiL04CKIkpBpictySUTim/RHLmzYSIMCE4nSG0ZWqVSQ6Z2tCbTDT5My1kM7LH9vRcoD4lgsAS9GltdWs7yXSTngsjCaXIbvGKlRuB6p8+RfLO+3ECF2bnodNRo8s55OsjiN5uRJihxycQnkdy93Zy4010waN4dAGTs+FA4yjL2dUKMZHN7YjuKjRaNimdZpbTKoohbGOMRpTL1nh3eLCuJOB0y0Ebkl7bUBp1OzjhyvVVmHWDsDqhIvvjKb50FlyHdFFIZmYWZ6CfcqOCfvguwsGA3KefudKpLonqn1pjoN95PxyftB2l3WXETM32AjSaqKOjBGlK41v2UDjTJssp4oESrucgFjr026PTqP5u0nIO7/QsuVSTVHKoMF0S31FRJw58dgEGy3hn5oiHuzCFPCLTtqy0UrbylJ2VuQ1oZkt89WQa8gHGUbYHIU5t/Nh1LWU1BiSIBEScIKKYeLibNK/wagnOXGuJVM84ElFvdrpjL4yZLkpBAqhqFSEduxr1Pct2OrNyRGL/ECC/tJ/6DzxCtvdByh/9us0DPfMqYsdWqDfIZuZQW4etAZ5tYhwH7UpUbJsF230BMjX49TaiWAAhyGoLKFch4th+d87L9xijLdlivdHh1RJvEKi/VRF+79vw6ikm1qhmivAV5UMdydAVwlpMKq+NrEicoF87gh4bx0ydm4RMllm6iIPHQIM3n8C+ey84NPnHD2G+6T5UpXLVy2hHkm3otk1e0/PWvRbSTsBFm+TNf/o50rxDu9dFxto2g8WJXaEB2YHDeMcm7Ors5cP4J6ZR9RDZTsidXsBpxFRfmjlXyukovCNnSfqLmHJxKTEskpRsoEo2ULXGAOyXXQgIchjfweQcq2ecalAKXcpZTYQwsoai1rA17VlmDdRYE3d0bokATMQpshXbsBRcUPL6BnS8ILOhl3Ryat0YvEkU/uJpZNJpUMt1SiSVxPR1IffuRBfsBK6LOYTWqGaC8Rzirhzal2SBRPu2bFUU8sicb7vKs8x6jZ63xJQrcjkbJooisvn5NWMMAPJjLdz5CLUQ4Zyewn3lBLLWQp5cmdJnY2wOYTmPq0EIMSyE+KIQ4qAQ4oAQ4l9eYp93CiFqQogXO49fWZEbuQhrwkMwWYYRnS/9RdUsutWyDJ9HTqE29KNPjWIcF7VpkHTkNMGhSdKR02gpkEGALBbQCw1MmqD6+yAfkPWWUPMtdJyRBQ7q6Ax6ka3UaHTURrY77rnjkt9/Ev3odsueuihLCDi7d2KmZkjPjNrVnzakI6et8E1/r60IWmiA7yESgTea2Im9t4o3Ucd0JntaIWiNaoWY3uq5VZ/WNk/gW2lEGSaYJMMErmUmBYzv2FJWsLFjYyzfvTZW9KTZQhZy1qsA0Iasq4iaXuBq6iLp6Bjcus2tqwb+XIp0HauWB2SVANPxzpzJBeiuIlJNWsnhHp+gfccmkoIi8wW52QydU8g0hYXY5njqTctKKzUibHdEbjL7+UuxdJ21AvnAnciFNsQJZnLaesvNkGx2zvZ4rAgE2cpVGaXALxhj9gshSsDzQogvGGNeu2i/rxpj3rNSF70U1oaHcAWYzKo+mXaEPjW6tDrS4xNWHGR6Zon6QYch6dQ0OmpbGoE0tfX/R06THj6O+9JxvFdGyGoLdp/0nGB3OjFpt8cxut4g/7cvU9vhoyudJrEgZ1flfT3nDe7cBKtn5uzYfEtkZnIuOApd8MnKPjRa9v++MuQD6xUkie3BUNKePx8AdAjPEmiF6JxHVrArfNPRxTU5F9Fo2xBSzrf60zqDtvUGjOegCz6mY8jU1Lx93VE4u3de8n1eC7XrqwXu3z5H613nPNklAaJMYwq2OU2OTeOeXUAPdhOXFEaCUbZxUmQGUSkhghyiar8vwnVofuMuzMY+axCUgq4Keqj/Zt3mdYOcrkHYJjs1iolj0skpdNThDzvvN/tWYYxY1uPq5zHjxpj9nf/rwEFg04oN9BqwJjyEq0FHbYTjIoy2fO+u84aqlwtYQgGMJp2eRTZb6E5SVDcayHz+8hfqTPAmjlE7t5GbzWhuLpIreLivnSLb2G1rvi++ntGA7RsQPV12k+cgQstDZATongpqdAq9sRdTyBFv7sY7W0e0QkwhT9pbIOzzCPsU/V+ZtsnvUh5x4CgTP3sfg0/bRDFCWGMQx9aAtCNrVLSxHkCSIqfmoR1ZzyFJz8VdXRuKWMf1h1s/9/1ISx5xxSV/yqqjESVQLEArRAQecVmSn8pIAyi8NkW4s5e4ugGnmZLmHerDLml+kE2fnWDhrl5kWibzJJWvHEM6iiv7fbcgjLF9HEJi0utzd9fIZdQrhHjuvOePGWMeu9SOQoitwH3A1y/x8qNCiJeAMeBfGWMOLHvAy8TaMggdQZhLwmh0Ymxc9uLJ/0owBuG4NiyVZehW643G4+JDsoz00FHyh47i9PfRvmcLasugrdaJLmrQMhqTYcNaxcLSZrkQgjGo6RTlKJtzqJat+tqpcejZgS74yA7zqFNrU2wllI5mVvje8RDtBDHQT8+BxIaEwsQmlaPIej+6I5FojK1YihP7SFPLs9TfjZiasyEpIexxhSsYxHWsGNQXn0fefwd6/wFkrFFtTdybJ3e6ZpXppmfB9wmHSrgNw8Jmh4Ev2eo67dlFhPzKC3jAok+aAvnzyq/TfffinJrC2bOL9PVL8JbfglClTlMfXH4uWAmYpWK95WDaGPPg1XYSQhSBTwI/Z4xZuOjl/cAWY0xDCPGdwKeAXdcw4mVhzYeM1rGOdazjekAjlvVYDoQQLtYYfNQY85cXv26MWTDGNDr/fxZwhRC9K3k/cBMNwuUy60KIfyeEGD0vm/6dyz7pFVYESwngMDxHG72c83U8g6Vw0EXegQyCi26sk/zbtcM+767ij9eRo1NwZoJs5PQlLyWUwlQKlkraddDFwIZxAOMqTKVIVglIKznM9k34xydRpyfQvm02E1FiGUXDGJFqW0HUoa4ITs6h6uGS/nHtG7ZiNvTZCqNFwrSkI92Y88HzENWKzUMsVi6lKRTytsplHTcEer+NCMh2guww7WbFnK0C6+kC3yM31kTFGhlDe3MFE3j4n3lmWeXVSckFrUn6itf7Vq47nD27bM9LvX5Drmc6SeXlPK4GIYQA/gg4aIz57cvsM9jZDyHEw9i5e8VL+W5myOiSmfXOa/+vMeY3V/yKncn6qq7k+aEnx3lD5dL5MHGMKhbPVWp0jkuPngBA+y7y7DTZ9MwVQ00iH9ju4yyzJacSTDGH6Uz4arqOSjW6ZEsRk829tl/AkUQby+QOjiOEwJydRHRXMdUSxpHIyXmIY0Q+DzrDdJVRiWH+jgpeo0T++LxluBTC5ggchanVbaNbqM/5xa5rwxEvXVz4sI7rjbR0jqFTzTUgiom39+POty2luoHySEyalyzs7aawzMhyfdgl7N1K93NTrIxKwM3DzQh5XUPI6Gr4BuB9wCtCiEVB8l8GNtvrmD8AfgD4WSFECoTAjxizgiPo4KYZBGPMODDe+b8uhLj+mfXlxhQXVauMRrdayHx+KbH8hl2z7AJtgvPPoYpFRK251Ch3Ac4zTkKpJTI72U5IugP8k7MkGyoIje207isjG21ULcRIiSn5JL0FMODORUS7BwHwPAeTWMlMuRDaGvaeLhp7uhAacpNt3IWUzHORsTm3+vd9W7aapLaxLE0t/XbYtv8rRXrsxDW82etYKaSBpVV3P/8sre94iOBkDe/ULNG2Xpx6TDDWoj2YJ+xRuK3lzxHd//VJZn5mH2fe3c/goaPX8Q7WJlaqU9kY8wRcObZkjPk94PdW5IJXwKrIIVwis/4BIcTLQog/FkJ0XeaYnxFCPCeEeC7hOlS+nGc8THzlUrVsoX5ugj9/e6OBnpzC2bQRodQFFUrS81BdFZytW1CbNmCqRbR/Tlcg6yoi4wztSty5ENmwspnGd8GRuNONjuQbZEUX7UgWNnvM3VWlPVy25aV+p4ktzWj1KfyZCLUQYpQgmIjIcpK0GtiwUBzbZLsx1isqFMh6S3abEJhKAWfXDsL3vu2tv7fruCZ4n3uWNG+/X81Bh3BrBeIYt9ZGTc0jx2dAG9zQsLD12n7SPY89yeBvP3k9hr2mYczKlZ2uJtx0g3CJzPrvAzuAe7EexG9d6jhjzGPGmAeNMQ+6rIzoxeVw1dplo+0+Qr6h8UWH7SWKB91qWW8AWwqbzc6RnhwhPXWG7NVDhH22Z8Cda5MVXWQ9QjUTS1kcxlYHIecQ9xdoba+SBop2t0tzg4dMNZUTEUleIDt9COboKdvbEEVUjsdWe3q+gTfXBinwZyKrALcI1xLgEeTQlQLq5FlrhBab3+KY0pPrXsLNQvMHHqHrw0+RBhJKBRZ2lRj7rmEm3r2N/KEp6psk8dUb7texQlipTuXVhJtqEC6VWTfGTBhjMmOJ/T8EPHwzx3hNWDQMF21DyKVw0pXyCIU/f5razoD69pJlJQVUo21ZKqVEpFbfOXOtELpxBd5ChtvURFVriMqnEpx6DGlG9vDtkPNJN/ZYlTffAddFtGO8w7aF36nbfgM91I/uqdgmtTRDzliCs3T8LNmBwxhXMfcNQ5cOf63jusOtZ5iOA5n/y68z8v39lI/UCQcgLcCxf7aRYNqQBcsLGZ35N/s48p8eYfSX93Hkww9y9lN7r+PorzMu4Z3fCBizvMethJuWQ7hcZl0IsaGTXwB4L/DqzRjfiuIa6qHjkqB0OsadDsm68jhTHeW0OMV4DsaRJCWFE2rcekpctjQVwUQb40irouVYJlR3vIaZnsVJU6LeDbivnSJ8cDv1YZfimQrGFTT25imOFUlzEm8hxZ9pI2YXmHjPdno+dC6UIE9NwO3ry8+bBfXF5zm/FkhkII6PEkxWqG837P6tU+i+Cs2N1WWdT3uw7dMpMspIX3Bod1c4+ruPsPNfPn31g1cbrme/weUuiUCvC+SsKC6XWf9RIcS92Aj5SeCf35zhrWMd61jH5XGLLf6XhZtZZXS5zPpnb/RYVhO8d02RnuhCBS7NTTnK9XOCJSLJSIoO2rEi6knRIRgLaQ3ncaebpK8fQWNputXpFmd+ZDubPjRp+woyQ/jANkRmKJ2KCftdup+eoHBEMfZtffgLhuagR9+LKXr8LD0fOnvBuNKZGUofWxn5wXW8dWz8jScx9+0FAflRQTbYjWxGbP7rWS4VlNTvuJ8sp3A//ywAm//tOe/PA7xH7qE0Ihj7xX2EGzQ7fu7W8BSE464oP9GyYdamHsKa8XmEUm+IJS4mcK/vhTsEcKXSipyu+u4jeLUE1WhTOrqAqIe2QWzxcpkhfzYhf3iGwsEp1NQ8QsPUvnNNi/JL+4l3b2To48ctiVkUYZTAn2qhHYFxJYvfZR24bPz0KSofeQqnDa3B9caz8zH3zx5l9qf23exhXBL1HWWCKY3TghPfVyLeWCIr+jhbht+wb9TlEpev8Ht4+iVaG3Js+FoLHdgQTO0nHmXyA/s48vurt7LsphiDpYsv83ELYW0ZhPOgikVkceU7MIXjos47r/Q8EHLZHZLLMVLiqy+QvXqI1uaS5RhqhbZBzXMIDozhH+8kdl2H1t5BZGqWFN2WxvWl/WTDfYjBPlp3bURkhtZw0fIcSctjZ/I+st4mPXWG2ffvo+eVBpUnR5b/ZvwDQN9fHaY4vjrbtsI+SfXVeerbDDKBhS0eMs7eoFtx5t/sQyUG7V55RVv486cRT7zIrn9uu5yLozFew0C69lbCK4G1WHa6NsjthEDk84hGE5PaRi+RD9CN5pUJ794EFpWlVLVqBUWURLrOsukwZBAsm3/em0+sQXBdRCsi7SthKgM4Lx5FbBokHigRVRWlP7u0ex935QjmWri1GHeiTtaVJwtcvJNTFHI+pBkmb0t2/QWNmrqYT+tCOJuHmP2mYcof/YcTOkpnZvD+ZnWK/QgNZ9/ejVuHcCglKSqMLNN1yIUN92IcyeztOXpeyxCJZm63w+X82BMf3EdazNj1ga8z+kv7KI9oyseaNAd9kJr6P3mUqCLo/f3V17MgPW/5dDQrBANofWtN9svBmjAIQilEpYRSyrKR3r0L5luINIW3qud7kUFZXOELt/PWGWNZSmcv/YVc9CaMtl3P1yJGIr+8HzZtxJSLiMSuUo0SiIE+aIV4oxnyy8cve7z7+Wehpwe3FRLeuYng2Ayikqe9a4DcmZrVU2hZHpjCnz99dfoC36f7a2O3PM3BWkHPH9rJWXV3IXwfvaHH9rGcmLQd6qU8fc8nnH20RLtXodqXP9e2Xzo30W/6oP3fAJvOo0RamaDoyqP2/fdTOhFaQShXIYxBnp7ADPSQvfK63anzOxZKsSJfYAPcYqv/5WBNGAST84i39qHaKc0h2w2c8xVyme34zoZB0vGzl36x00cglEIGOUSpiO7rQkzOAh3a6lwOVSpdEDZaMhy+D0qSTU69qXuLdwzgjUxDppGtHPWtAbO3D6IV9P/elVdr0Xc9jBqpQ5IRHJ9l5tEBqoebaFfQ2tGFPx0gmxHGVec8nstA3X07hDGtPf14J9fDSqsJ2ewczR94hDQQTD1k6N2/mdq7myRjebx5yfY/HWPymzcSzGSM/8I+NvzW6lvlvxWoyLCwI4+KDEIboqpE3FkimM3wS/eiHYHTiElLvm3E/PtPrMh1b7Ueg+VgTRgE7Qoawz4y9YgLEu1CGuTo3rQRuFAM/nzIIEDft5vYk3j5AOYXMFlGVltASIHwPEySIoMcOmxj0hQR5Ji5v0LfExHsu5fsyRdRw4OIJIF63cpwVitW57nRRNfrb8mdDft9vFGHbKCIrEeURtqU/uzFqx8I+J95hgzrAcSbKhTOJsgwobGxCAKa/QX6nmwxe3833ZmBKxiELO+hjCF/8Oy6h7AKUfgLGzbc9S+qfL25l10fOAulIiM/NMjID21ky6emSLvyBBPgDG2yIjKX+V3cSqi971EKZxOynLQ5laMxwtjFuwo1s3vzFMdTVDtlYZtP5gn4+xW6+LpBWJ1Q9TbeQkZSVHhNTfFUGzXXwpSLNPZ0ocJNBKdrGN8lK3ioVkJa8pC1NmG/j0oM4X0DyLSfYDJCvXbSsn26DrqrDMdPIzwXWcjT3tZDXBakfSVUvW1L/LTGZBnOhkFMvWEFZrJsSbbvraDVL6lIifYdjJSkeeeaP7T09SO0976NxpCiWHZQiaGxSVA6DQhBbYege/9V9JJLLs74rBXQWceqxeSj82zjSWu0JybZ8nFNc28/Y9/WR9QF4eaEvb8qIIw4+6m9DH7vrc1em/kCGWucUGOEpDXgYiRWW9oR9LxYJy151HYVSfIrGeK59RLGy8GaMAjrWMc61nHDsQY9hDVRdppUcxgpKJ0MKR1vWu1gQMQJpf3WLY42lJHjM2Q5RWNrkbjiUttTJn+mReYJtAtJURJ3ecQP7CDZuYH27kHoJHFlVxXKJZKSovfliDTvoH3XMplOzyO6u5Y8hXRq+orx+GtB3395ksm3D5DlFFGvv8RxdK0IexRdhxJUrKkcblE6Zeh6cRbSjO0fm0QkGerO3Zc93vnCc4x99zBojbNjG8c+et+bvaV13ECkx08ys9fBbRrcJnS96EIUgxC3vHcAlsI77PPAgMwM3Y8fpufvRig8e5Kwz6G2p0jU7XbyCyt4YQNGi2U9biWsCYMgjNUMcKbqNlQkBOGWCrocgJDkxpv44wuYvi6cekL56VPkTzeofvYgC7cVSfIS7QrioqDZr0gDZemjBZAZmnt6MY0mC/f0U/zCAfwDp/Dm2szvLUKSYNoRZmqGdGISHYZvGJ+zeyfZtz7wpu9PJYZ2j0O7Sy3RIF8rBh4fITfeYPoOB6E13U+N294G14EkteI8jSuHuDZ+boKRn9xJ1lNk968uv1pqHTcXG//jk3R9+CkGf/tJZArz79xumW3XCNK8oLR/lOpzkxijOflPt0IhT1IQyMRQem2W8utzdL8W0v/MSiqqiWU+bh2sCYOgIk1uLqG5u4dkoIRINf5chA48wtv6ACx9tDE4p6egmKc1VIChAURmEAa6XqnR+3KL3j9/Ba+WEFc9/IkWYmTM0kRv30TxhFUSM4O9zO8pWYOR82F4kKxWu2BMTn8fzh6rgZ0eOor6u+ff9P31/M1hjLRezPRdb7L7Wkm057Dpg0+izkyjqwWOf1+ZaKhM/Q8EIoohurKuRHrkGJv/egbZjCC9PGvrOlYvcjPaepnJ1XNBJz64j+P/8VGO/OmbX8zcCHT/z1dp3LsRagtkczXcBoS7+ghmrEsQbq9S391FmnfI8isYJV+DncprIodghCDNK1q9ilZfQPWoXemKVOPWE7Ky35EaNEjKVnFMCcLNFdymxpuPbfhnqo7etRnVjCmcXWB6Xz/m/grCQM/+efSBw2jPIysP4bY0+dEWpmpFZJzNQyAEulpCtmOrNLZCSGeeNID4AAAgAElEQVRmmL5L0PeSpn//m5yIlcJ4HWPiechmRPWwQYUp6j9UcD58lvY7LlN6e/5YqgHu2PyS3vM6bi2EvZLc3OVjJ0c/cj/e8RyqDV0HDY1hQfE1j6P/7X7kuI9xID8m6Hk1wfvcszdw5JdHVq9TPDCFbjRR5RJpALmvHaT5/XeRBoKkINCuoNTWZLkVpLNZgz+BNeEhIMBIQW5O0/OJl5BxhmpEJGUPkWhEopEdWcms4GNchT+XgAF/OiLLOWSBQ+P2HubvqNAaKtDc3YOKbbu/dgRieh7VbcXb3OMTpDlBa1Oe5tYSSW+RaMcAtYc20dxWorW9i2RLH2l3YcVuMZiE3EyK/9dXF0+/HI7+sOUpSk+OwFyN8smIpOQy+o78sowBQH1LsCS76fT1Xv2AdawqlE+n1kMwBmfD4NL2xQbKLf9dIhNLj60SGPr7Fu2qYLCvRu/LMPiUoTBuQMDo/7l6OJ5q9w2QPbgH4XsM//ZzmDhGO4LieEbPx18iLkFti0MWrJBBWGxMW87jFsKaMAgiM+S/8Aqlrx5FSImIU+LePEIb4m4fmWRkgYM6NkZzKGDhtiKZb3Vq5f6DuF96CW//UZoDDvmJhLik0I6gMB5jlD3/zLdttayhQQ490EVuNsMIrGEBnGa8tBLBwMLWHLWdwYrdo5EwdY+Hfsf9b4psTZfy7PlP58Rt0skp3MkG+ZfOMPRry29UKn/0KUun4bmQX7n7W8eNgfc3z1D62FNWFtZ1CL/3bcj77wBlmxNn9nps/twCwSQ0NgriisvGL89TfX9I8VSbNCeYuh/md7oIDWP/enUYhcJfPM38zhwz/3gncvsWEJLCRErxiaMIpRj60AEKExoZrSCNzbpAzuqEaLUR3T4my6j/ozsoPv4ynhBE37gXFWnEoZOoJMW4DsVP2Vi+UAqTZYhiwTaSGc3Ap4+i5+Zxs4zwPQ/S3OijXYgqgi1/dhrSlFP/6+1s/swsKkxxmobG5oDCaETUk8OJDEZC2OfQHBRs/H9WriPUbULvHzyJ+ab7UNG1f8tkKyK7yGPJDh6+5vPE73oI00iYuj/Phr9fnRw/67g6Zt67l97Hj6EizezdZXqOC4Tr0P9Cm/k9JbQLwx8+hDEa4brge0Q9Ht0vzNIY6kGmoB3ruc789L4LxJRuFrpfaXDq3SUQvfBQL15d28bQB/dS32p/p86zr6/cBVeogkgIMQx8BBgENPCYMeZ3L9pHAL8LfCfQAv6pMWb/igzgPKwJg7COdaxjHTcaYuVW/ynwC8aY/UKIEvC8EOILxpjz64K/A9jVebwNqz2/4rzkayJkZAo5TNhGeC5GCha++x5kqcjCFg/3pePoMEQWC4h8gAxyqK4KcrAPNdiP6K7CIlGd1sgNA6gtw+T/9mXKn3gGNDYmWcpz6Bd3UDxtQAjbMfzKCdshXXKIqorMs2VuaU6Qn1pZX7H3D+wKzB2do3TqytVAl0J65Bhqtom6/bZlH+Ps3omzY9sF27zPPYs73aT/mSZifr309FZF9U+eIp2YxHv8Wap/8hQmisB1cV85QXNQUBzNqL99J6Jc5vAv7GDkxzczfZdCtCL6v2WUuQcTkpLNNbT7wPvShpt9S6iRcbb+zgGag4L53QJhYP6HHmB+V0BUtoUnYqXKbZdbYbSMacAYM7642jfG1IGDwKaLdvse4CPG4mmgKoRY8Td9TXgIRgoW3nMPRgmMgO4nzhDeu4WBvzlB+6Gd5E7MgpLQjhDlki2ZlAJcW4dvApez3zhA2A/bPjmPHJuG27ahxqeIeuDErzyIdgAMXQcWELUGOSUw7YjMl5bx1IBXt/FJmRqqf3KdKKLjBO+1U2+KT8jkXHTOQ925m+zVQ1fcVzx4FzrL0DkXJ9xAOja+9NrJ7+9jy1/NkJ4ZfROjWMdqhA5D5EA/IorZ+EQDjEGNzUIhIDcjkDH0vW7zDrmfV8ifUqT9MRt+bxyCHAe2DGMeG8addUj7Ena9/8ZXIKVT08h8nuHff4XJH70L7QgamwRuA+YfjgAfke2Cz6/E1a4pYdwrhHjuvOePGWMeu+RZhdgK3Ad8/aKXNgGnz3t+prNt/PydhBD3ATuAA8aYg8sd4CLWhofgCIqfeJrSx56i/NGnMLU6wcFxiGJkomnc0Ufztm5qD1ujq8cnQEp0IYeYnEFECWkO4q6MrOiTzcyhCx6Uimz72AQyBtUG1RaMfksFkhQxMo4c3ojTypbItNJAElUk8jqW6KdnRkmnppe9v7NrB86ObTh9vWSvHrJ12PLKH7vT14uaraMDjyzvYLpKOAP9S68P/dqTVzUo67gF0Wxi4pgjP5Zn9B0l8D3qe3vwZ2HoEyfIH56msbsb4zlUDkl2PdbpZcgy9vzOPP1PKoqnIX/E5djvPHJTbkF36O77/8drZL5g+PE5el8O2f4R6NtfZ+THV7BdefkewrQx5sHzHpczBkXgk8DPGWMuFie5lPW5wP8QQvwK8Ang+4G/EUL89LXe0prwEORs88K3S4qlPgDv8DjOQBdpJUdwqs2p9w4y/EdzHHn/IDt/4zWMMYizMwz/4QSz370X9/XTmEKeQz+Sw63l6d+f0R7MyE0o8uPQdThh4dEtlA7PQ9LxNIz1UqKKQMW2nX61IO0tohZChCjD1DTGtcZAvO1uzNdfvvRBpSKmkKPd51M8ZAnt0onJS++7jjUDk2WInM+eD44Q3jXE/EMDiBT6P3kQk6QIRzG/w2HqngrBNMzeWSB8Z4Etf3YakaTUtwicJqgYZHTzyi2zeh1VrVL97EGy+XkEoLCz586fgJMrdaEVtC1CCBdrDD5qjPnLS+xyBjhfG3UIuJiu9oeBe40xLSFED/A54EPXMo5leQhCiN9YzrbVgmx2jnRqmnRmBtIUkWR4RyeQrYiegymiWGDXbx4CKRCOY38IjkP3p1+z5XjAnn9/BJFBuyqpvKYQGWgFwcg8biMjGizS2lol9QX1IUVSELR7bInqaoJzbAzRCEn7y6g7bsMbq9MeLCCvQFNhigFirk7xiaOYyWnS4ydv3IDXcXPheWQbewleHSWYSKh88QiipxuzcxjdVWbjl+aRKaQ+TD+SwMM1iBNOfd8gaOspi4wVq8B5s8jm51eMT+ySWME+hE4F0R8BB40xv32Z3T4N/ISweASoGWPGL9qnbYxpARhjZngTEaDlegjfDvziRdu+4xLbVgxCiHdhy6wU8F+NMR98M+cxUYyYmAFtMPUG+ZlZEBLTUUEzWXbur+qsnoXEZBkDz6ckBUmaF/hzkAbQHq4Q9jm0egX+gk0gI6GxGdKiputXLy1nebOQTk6hurtQ9QJZOcAZncGoClxG29nZtQNGJ62RDHIIKYG5GzvoddxwONu3YmbnSbb14x47C2mK99Jx6OnG+A468EAbZJTgtEC7sPfXp4m2dnPqfdtJypCbst6BVrZMeuZn9tHz2OrxllcaK1hl9A3A+4BXhBCLYie/DGwGMMb8AfBZbMnpUWzZ6U9e4jw7hBCfXhzeRc8xxnz31QZyRYMghPhZ4F8A24UQ58cXSsDXrnbyNwshhAL+M9YQnQGeFUJ8+qIyrOWdy3NBCIzJ7P+LSDpdI0ouGQC0Oad0phT5rxwi27uV4gjM785TPZoSlx1a/QLVhrgkaA1CYRzSrSE7fvyFFbn/lUY2O4fjuqQDm5FdZfKvjFkOpvOg7r6drOCRAk4rxC5awJQKOP5W0uMncYY28fqvD7DzfefKn53NQ6RDvfDk8kR71rE6YXzbdOmenoEsswuCvh7bld6hejGeJK56FEc1lRcnIU2ZuN+3RiCEYNpQ22k5t7x56P+Lg6xpxqsVMgjGmCe4CgueMcYA/9tVTvU9Fz3/zWsdy9U8hI8BjwO/DvzSedvrxpjZa73YNeBh4Kgx5jiAEOLj2Ju9dr5exwEhLCX2Iv+OtE04i94BSkKaWh1aY/cTldLSJyQyTWEsYWGbR99zC8ztLtPcrMlNSDY+mfItv/YEX7vbe8s3fT2RTkySK5eIhqr4MzVYuJD1UYQx8cYiTsu+DzgOaX8FZ751zpvIMvb8qzNM/eSjdH3YVlGlQ73UdgZU1u5CcM1j4ccepfuLJ22xQaahWLC/D0daDqwO1YUREreREIw1LNV7MWD483MYRzL1UIXGkKAwCjIxZL4Nx67jxsEY8+XrWmVkjKkZY04aY37UGDMChFi7WBRCbH5To14eLlditQQhxM8IIZ4TQjyXcO11+etYxzrW8VYgzPIeN2w8K1BltNyk8ncJIY4AJ4AvYxP1j1/rxa4BVy2xMsY8tljG5eJfYndwNm6wK/8O1a/puMIIsZRIFq4LSiFyvn0uJMJzGX/PMFlflcbmAPPMK3h//xL9T0xjlKAwZghGJaoNp38wXfXewSJMzsVpxsTb+yGfv+C19Mgx8i+dRrU6HQ7aIFINU7OkR47ZstMgB4X8kncAwJMvUvnIUzgbBnH6+1CVyg28o3UsF/mvDFz2Nbep7WcL9u953gEAGoQGoa3IjFECXcpjfBftORhX0ftig3aPQSa2J8dIMGEb/c77cXp6aH/3wzfgLm8gDDZxvpzHjcNildGPAg8BP3OtJ1huFvr/Bh4BDhtjtgHfynXMIbC8EqurIz2vfcv3EIsdyeczTillXWWlrGhIJ8/g1wxCa6pfOWl327aZpK9IfXsBt2FQCbQ2GH5n3yeueVg3C9krr6NqIWnJJd3Yhbz/DlS1em4HIVDzTUwpDzkPNTkHfsfYlUu0d/TamPKloLUNzVVKS5ucnp4L+hfWcfOwtXB53qnZPQrakRV78pT9jBc/Z60RaYqMUmSi0Y5ABx6iw9wmkgwy+3fH/2gw9Yhm/jZBz6s21Og+d5jWQ9vJTcfE73roBt3tDcLq00N4y1VGyz0gWbyAEEIaY74I3HutF7sGPAvsEkJsE0J4wI9gy66uCenklP1iex56Qw8mTmi+3VI3CCGXEmYIcY6aUAiolCmeaqN9B+IEZ88ukoESMspoVyVJQdAYNmQFze/t3LWyd3690WhZUfKTE6RFD9Fdxenv49S/34fpLlsCvMW4sVSkY+M4W7eAFOSOTfP6/37pleZSn0KaId52N05Pj83HdGiWnS3DlzxuHTcGrz1whd52iTXormvLpo31DkVsS7ZFZhBximzGuPNtRKbRnmONASDbMXJ0ChkleDMKf9ZSxCMFIh+Qf/kMqtbCaaWM/Oo+au979Mbc9HXGagsZ0akq6jw+c97zz5xfbXQlLDfrM9/povsK8FEhxCS8KfaEZcEYkwohPoBtMlfAHxtjDryZc6WTUzgbBpHjM9DfS1xWtB7eTn7/KetBGGMTZGHb/hA8F130Scou/mxM7Zt3UXlxEmchQgcufc/VmX6gRFZOUPnr9hZcV8hYM/eOLZSPtyDLmP+WHWx/7CTp6BjOpo1LNB8sJgV1BsKjeUc/g+clj+uP76Trp0NO/i9b6H8+wTk2C2EbdWLcehbttk1Sui4kqfUWOt5ZOjl1E+58HZeEhjM/vJ2hvxixn5cU9m/H6wM6CysJWYZsahtObMeIOLYhWc8DY9j8uRaqGdN4aDPFJ44CcOKntlEaMTQ3Cnpf0oy9O6Vy5B7CDTmm7lVs/re3aEXC6mo5gktXGS2Oclmxq+UahO8B2sDPAz8GVID/sMxj3xSMMZ/F1t6+dUjLN/T6B/qoHhR0f/EMC/u2Uvr8qxAnndWRA5n1ELKCR3C6gZyep3ygiVES3TOMXGjT2lGluQHKB1zCwVtPlzYdHcPzPbTbS2M4T+X0FMWPP71k3dPRN0bm0lNnUHftofDCqK0+6mwvfcdRUmDo1yyn0eJ2Z2gTZBkil7MTyeLEssghtRiv7iB6z8PkptqX75xex3XD2f9jH1v++AjjP7DrnJecnecta22bO5VERAlGCUQrsr+bnA9OANq3OaeJGU798G3s+MMpimdnMXHM/HfdycCzCd5cDOQpH64x/k0VnLl5fE+SHw9Y+PFHKf/368T9dT2x+gxCFRgyxvxnACHEM0AfdqTL6hlbVsjIGNM0xmTGmNQY86fGmP+vE0K6JdB4YIh0cz+b/9Y2o43+4FZ0Zy4Xnsvo++9i7CduRzcakGnmduet7ObUNKYdIZRCvHgYMTmDdgVCQ/OhkG2/dIuubBpNci+dpDDWxjRbyzpEJBmtezZZtbWrID0zCsWCnTDyARTy1uA6nSSl6+Ls3I548C6cgX4Kr08TDuSufNJ1XBcMPtkEz6Pntbad/NvRG5VdhOjkGFJElMJ5TZyAzb/lPEySsuPDY0x/62ZwHWa+706CqcQyARccer82gZipcdu/fhFdtJ+3v2CQqeHUv9v3poSfbhb+//buO0rO+yz0+Pd5y7Sd2V60klZaVVuWHcslwlYSHwNOYocSEnLBoQS4cIMDvrTDAXISIOFeDiWESwkQDOSE3EDCPQkkJrHTCEkcXOUiW7bV6+5K2jpbpr3tuX+8I3vt7EojaXdnZ/f3Oec9mp13yvO+Hs9v3l95nlq7i5a4y+g3eGXXegK4GbgduKeWF7jYwrRp5m4HhXitRHNNYdZZ6v7HGf6lPSTzyuQbSkSeTdczEep5SDJJqQfWPBbCDdegpQp+FtyDA9DRTjQ5hZYrWO2taLEUp7j2wDrduNXCXuquGRlFuruws1kklyU4M38ZzeDAYRKXUFskOHwUZ9uWl+o4y/nGwPOhWIIowva8+MvE90ndf/mlQY3LJ0/sh86OuAvIsl7uLrKq42qRxn8DELy87/zVQ/Xqm7JH6dZtqCMkpyIII5yy4mfj6oPJo6NQHVOyNqxDyx62CLnjRU6/qYlKV0gyv4D1jpdCndNzzCGhqrOn63+7+sN9TERqqud7wQZBVXMX2m8YhrFaLfGv/1q0zf5DVe+d9WdXLS+wItJf16LUDeM7AYXWzhmm+pOUv+d6omKRLR94iswXnsIqe8hkgbX/GCe5Oz/QjCpaqRDNzDCz1kIicAqQ/2KDzTCaw/TrNnP4A9eBCNb11+Bs7qfwjgVKXVwqI14Y/4r0AzSbjqf1RhGkkgSnBgiGzhCcPH3x1zIWhYYh0bouoqRN1NMGFS/eEQQvb+e7j84PNJ+/aghD8Lx4bEgjJAIU7HK8rsEpK04xou1fnoy7C1XjGX8nT6PJuM/Wa0kgAaTP2FRa545x2Vp+004fm2sxmoj8PFDTJfiqaRDcSXCnhO4vJtGvtDO8J2R6g8vpX70BLMFuqy6oiiIknYK+NUh1Dr5GEdLRjpXLUVivZAeVzDCMHumo4xEtjPS/PUbTgIDrYI1N4m1oxwqV6Qe3AvFMolMf3MOpz1zHtr1zLwCcj9/fxeSurnh6omPH3RK2HW+NVn18BYueeh53tAShor4fzyqLNP6iD1+Vjeh8F5Eq+OcXMcaPkVBBIPPCWRAh+/hJpvpdJJMBxybqbAHfx9rYh9+SYuTmHNN9LmEKrAqE6Qb6TCzPMYRfBX5GRP5TRD5c3b4B/DTwK7W8wKpJNtJ2JCRzusjpO3P0fWmaNfcd5uz/uJENf/0CxTuuw/KU9NMniGYKAESb1mAdmkKa0mihBMUSx37tGqJMSGosIjEt5K9qsD7PefT82cMvzRCyBgZZ918dJKyAs0BvdoqpcjfRszm+ElxN9EkL53iaRB4quwv0/+i+eV9Xvv0MTcCJ9+9hwwOTWPkCBAHB0Jl4QJl4BpNRf9Pbm8kdnWbmtu3kHj6GdrQhxVKcBNJ143GDWbnAqHiQSjJzbTfZvachkyZyhNCtjj2Uykzc3k/XJ56GZBJ1LKzxGQgCNJ3Aa3FITilhAtLn4joiQXbZ9clf2DJrv1R1GNgjIt8D7Kze/UVV/Xqtr7FqGoTR19ike3LYJTh3S47pH7+BzZ+NZ9g0PXosLoe5ox/ZfxSxbaxnDmE1Z9EwxNrUx9Abu+j/4gzsfR4rm2X0h68hkW+wD3CNxl/38gSymTcMs3/oq2z753v4uWsf5uvXNnHkEzcSbFK2XKAxmG39/36YCDjyJ7eiNmz51QGO/XCOrR8awFm3ds6prsbSypytoI6FUwzRIEDG85Btirv5bJszt7fR8+g06tiMXZuh6WyAWtXPfypJub+d1HCRwoZsfJ8l+E0WsmUDeux0NT1MApIupXVZomrDkd9mka32GGqD/b6SBSyQs5CqDUDNjcBsq6bLqO+DDzOzAdZ/ZRy3oDSdFErdL3eBSE8X1osnqLxhJ9FV/Uz94GviGUalMnpmmLX/eiLu70wmUc/DLSpNq6Sk8JvXXs/mX3+Er18bT1TY+q6nLivVt10StvxqPN9803sfRlwXbW+IiWornlUJsEo+6SOjRFvXvzQFVR2H4oYclgelNWki1yI9GpJ9cYxk3ic1WsHb0E7q5AReR5owFc9AGru9j67PvIBMTGP19hBlXPTsCHp2BCxhcpNFfptF62FlZgOUO2Dj+xt0GvcKsmoaBIDMmXg+fXbQp+VkiFOKp9Cp54PnUbx9B+V2G6tQofWbJ15KgKflCtFEnlKXi9Xdhdg2LfvG8c0crJcEd9wc50bK5TjyF3MPSnsd4UtjExCnuwifu4S5rMai0cefw+/IQKFIpSMVJ4IslbCGx1ELms6GlNtthm9KMdVvM3ZLN4kj58hvS1Npdcnf1IVaQiIfxulKitVV/+MTEEbYMxW0UkESLpknjpOYBj+rFLuFyFHW/UEDNgbLb1D5iq2aBmH0PXuwK6CDZ0kfHSP71efJPH4M1q9BN6+j8Jq1lDpsWj63L75cjiLO3vtdSHtrPIPCtklOhejUFNLZQam/hXVfmjv9wtRP3Mrhj9+8xEdYX6P3FsnvaEY9n22/9iSHP/Jdr9jvfGMt6UGb8ZnMPK9g1Js941PatZH0I4cp7d5KePVGdHqG7KPHGdtpkx3044VsEZTbhcF3bKTSJkxttJnptXAnPfLbXUpXryHICGQyWOt64xlGxweIbrgKgJHv20qQjgeRy7tKaCN2XC/PQeUrtmoahOxQSNfeSQAmb+yJpz8mXBg4CwdPEDlC5wNH4lkVqSREEev++RDh4Nm4/zOdIjHhIakUOjVF6hv7qfR+Z3dH5Qd2U+oQUscaIyX2Ffn6ekbfE68udb/YSsvhGaw1XdhdHWy797FXPFS/f4r+zwwTnqhpfYxRB7r3OexyPLMosz8e1wmv3YJWPCwPnBkfiSLW/cNz2B6Eblwuc92/D7H2m5NMbc3Q9VSRIGOTnIw496Z1lLZ0xLnCogirEoBl0XqkjAo0H7EIyzZbfq0B01bAirxCaMS22TAMo/4a7Mu+FqvmCiE1UsEaHEE9n/SwF0+h8+LCOeK6ND3wNFosgVjo2ATqB2ipHM84ymXjftFnjnDkFzfFz7FtrOCV0wyOfehWkmMe7Qd8Nn381JIf41IJvraBYx+6lZm/XU+pCwbet4fx60NO3ZXj4C+vZ2pP/3c8R5pzMDrBtj84wLnP71j6oI2aOPkypdt2EI2MYT15APvFE0jCZcMnj+E3Jxi/Nsvwj12HWpAah6AJopYM05tzpEcC/JyLXYkIXcEpxesVwq5mxHWZvCqHtrfitbqkx5T0qGIlG7PqsnC+aNDFt0ayKhqE6PYbES8kmsijYYjz+Iuo56GVatbGMESjOLujpFPxvmIRjSI08AlGxgi2rEOjiC1/8Gy86jYM45zvVSd+fw+544I8/jypMzN1PNrFN1NJ4k4JicmQ5uNKabPPxi9ENA1CyyEhd2AcO5t9xXO0XAZg8Kd3UPYaL0vsahHte4HUwAzebddidbbHCR8BXIf0cwN0/ccAlRZITClqQf8fPY3XkaHl6XOcvaX637U6HdX2lDBlYZ8aZuyHrqHlc/vAFhJ5n44nxkDAcRuzQVjIMQQR+ZiIDIvI/nn23y4ikyLyTHX7nYU+nPNWRYOQGMgjzx5EI42rpkk1gVffWqS7M05yZwlaqcTpKqqlA63eHiSRwHIdgpwLqvg3b0c62lE/YOjt/S+9R//7H6X7vic4/Zuv5cB7ml9exLPCDP3GHkaOdWCXIchYNB8vkXvO5dRdNqXu+BfRwF2dHPvN1yC7r+PQfXHpRGlt4dBvbmfNwwWa/iN7kXcx6ina9wLJoSlIJbH71qOd7WhrLm7UyxXcAvhZIXs2YPr7rkdtobypg9QoJEfKECrpUQ8EwmRcQ2G6Xzj9S7uIUgmsSoDf0cToayCZaMyaIsBCjiF8HLjzIo95SFV3VbdFKz2wKhoEpqaJPC/+tb97ByM/sQtsCz12iqg6aAyAWFh9a5H+Pqy1vZCfivO8JxIkvv083ut24j57nHBgiLP3vpbuv3x5qpyzfTNi2/R/7Bg7/nAIbVmZg6d+M1iBxOkGAqXSniCVV5yCRe+3S7QereDnIEwqo9fnEE+YfuctHPr9Vlhfhkf3Mfn60qLGePhvdxPcsbpmeS208PlD8ewgS5AgxG9LE23rQ8sVElNK+wtlgqRF00CJMGWRemGQNd8cwx7JY1fifpLMUIXEVMj4G7ciIWz4whjYQphyUNvCCoRsqlLnI70CC9QgqOq3gPHFCvNSrI4GwXWxW1txtm0hceQsCFi5bHy1YFsQKdaG9USVMjoyhh49QTR0hqhYjNNehyGDv3ADk5sSFN6wneMffC09f/bKedNBWxNWazNH/udmADS1MmcZdT0Vsu2T0yTzUG6zSY57uAVl44MlnIKP5UV0PBeBBc0nPZxpm7OvVzq/kKbziymsRILt9x5n6scXr4xiU3eB1HMrdwxnqQQHjxC1ZNCUS5B1KPamCa7bhNpg+RHpEY9KZ5KmIxPo1DR+RxOF63rBAgkigoyDXQlJTIds/Mvnmbq6DatQwSn4FNYmiFyl+MDcJVkbwSV0GXWKyN5Z27sv4+1uFZF9IvKgiOy8+MMvz6qYZRQMDmHnckSnBgl37yCZj8h/9+Z40AtI3f8E0dETAKjvx11L53O32DaSSNDxvE/6v4k2gFsAAB1RSURBVA5w7B820f8j31nZy37+GPR0sfZbPqgSPTlnd2BDs266lvRwhci16d4b53wSP6LpdAl1BBXB8kKSkwFrH7IZuSHBlk/nKfc2Ue6wUAusrk6CwSGm+4TFWqO89m3PL15911UmevoFnP6N2OUmCC2ipM3MOqHz0UK84KwlQ5RNMfnW62g+ViTz0FHyb9lB5Cbo+NIRSrs2YnnK8N076X5kArVtTr+5GbUge4pXXGU3nNp7hUdV9UouWZ8CNqrqjIi8BfgcsCiplldFgwAQFYtxl1ApoPWhs4y+sZ+W/RNM7WjDvmYrk9e146eFzr0TcPAYle++nuS39hONjTP6YzeQv1pZ5+xg44/MnUV2/G3X0v7UOBNXu6SHcrBCfqBO/9itWJ7iliISYxUsL6yWw1RElaDJRSJFqn/jhbiTijNt0ZxKk7+2hdzJEjPrXGY2ALKR0O0nNQ5HPnEjW9/1VL0P0biYQgFnpgVbBMsPcYpxsjoplbEnYeq6TloOzxAlHc69cydeMySm4OwPbyM9EuFUIno+c5ChH7sK24szm1ohdD1dW7W+ZUmXbgaRqk7Nuv2AiPy1iHSq6uhCv9fq6DIizvuugQ+2EPV20PbiDGEuhZcVJm7ooPWhU0zsgInr2yjedQOpwSkkmSTYvYPu/xxi6/ufxinNPSPCSiRo/ee9yMgEEoB4jf/7tPRD34Xsvo6mwQrpUQ+rEhdWV8tCLSHIJQjT8QC9OhZh2iFybYiqaZCBZD4kORniZ+PGwJ0GFej6l2fp+cogGz5lM/muS+s6OvfLjVNmcaUIRkaxSvEUbVSJEiAzZRALbIswZYEI7qFBSt1xkrr0WIRTUpoPTBCkLPJv3EYyr3G9BA/Wfn3iFbnEGtISLUwTkTUiItXbu4m/txelhPGquUIwDMNYSAuVlkJEPkVc97hTRAaA3wVcAFX9KPAO4D0iEgAl4G7VxSkoUpcGQUQ+BPwA4AFHgZ9R1byI9AMvAgerD31UVWsqDl0re7xAZX0rTtEnci3ClJCaCIlGx9n+Z8r07g00feMAxduuQvqaST925KUaCV6zw5yVlG0ba1sfhU2trP33041fAezW68kMFVHbQsIonhHiR4RN7kuFbUQVieJfg0HKJjlaRvwQdW2ssodmXJIjRSqdacK0zZpHfcavdrFC0Kv64eAJpvrXseY/Rzj2wT1s+N3a+pJ7/ryB+5wbWRQhqhT7sqCguTTiBZTXt5A9VSJM2ujmXrIDSnYwwK6EtDw5zum3rSU1oWRGQsrrHVSIk0KGIZl/feyib7usLdBXsqq+8yL7PwJ8ZGHe7cLqdYXwVeC9qhqIyB8B7wV+s7rvqKruWqw31rPD2B1Z/FwCK4hof7FMYW2SgV+5kSADqRGY/smdOGVIj4ac/IUdbPjw04jjMLnJnrtBiBQ9dpqmsj+rIHnjkjDCKselE9W1UTeelhu5cfnQyLWQIIr/DSPsiqCuRZBLYJcDKq05EiNFNOXgTvk4pRC74LFmwmFye4bymgyZUylajnpMXdNOz97G72Jb6aTsY6lieUnaDkGUdLE0XnjmNSdpfnKIsdvWM71BSI1b+FmbkevX0v1UhTBlUep0WPPZw2gQQKSE+Xy9D+nKNGCeolrUZQxBVb+ique/BR4F1i/Ze3s+9mQJuxLGv3RsQS3oe3CCxGT8izcxoyTzEV7OQgKw2tvIf/9OSj1zfwKs3h4Gf+EGojPnwPeX6lAWT0R8JSCCBBFW0UP8ELvox1N0K9WBZQGrHGL5IVbZJzFaQJ14NpHXnYlfw6rWnVDFLlTIDnokxiqo51PqcsmcrXDuZofjf2DGBpa1IERCJTVcIjVaiaeWVgLc6YDmbx6BdIqOh4ZY+22P5ITPTK9F1zNlsCDz5Ak6HjhEMDxCOD7R+I0B1dQVJtvpovjvwIOz/t4kIk+LyDdF5A3zPUlE3n1+Xq9P7YtbtFoj1p6qxL9uCwGtL0wx9D1tVFrjmQNWAO5MiO0rbgHGvncjE1dbODNzV0gLTpykc79P/u3XE63rqjmW5Uqq3UJqC1HCIUq6iBfEjUMlzngpfhQ3EMSNAlH8qxFVUqenkEgJmhKESZvUqEe5p4kokyAxXMCeLkHfGlr/9Rkq7Qk2/enzOGUY/znTKCxbhQJBexNS9nBPjWIPjqEJG7vgU7xlC9Gxk+joGKJKYW0CKyTOelpdDxKMLcoYaF2txAZh0bqMRORrwJo5dr1PVT9ffcz7gAD4p+q+M8AGVR0TkZuAz4nIztnTrs5T1fuA+wCapb3m0y6WIJ4PjhV/kdmCeAGWD137IgprLPwmwS3EbWV2MG4YWn537umm57lffgKX+Md1o7NmyjAxifb1xF/+JR9RRW1F1ALLQnwfKQeErem42lahDI6NnQ8JO7IkT+WJMkmw4oYiNePFM1QyCayZMlKsoFdvwimFSEcbPXuDuB6vsTxl0lhlP15weWYE3bQOFSFoSRAkheGfvZncQECl2ab9GyfjK0jPAyAYnrtuSMNrsC/7Wixag6Cqd1xov4j8FPD9wPeeHzFX1QrEP/dV9UkROQpsB/YuVFyR58HQWWTLhngQ1LIhVHIDIWM7bDZ8cZywKUmpN0VkC5lxj8TxkdW10KlQAseJu3xCRfyg2kVkAxFS9OKGdDyPlUlgFT0IQjSdIGpOxWMLmXhKYdCcwh0vopaFVal2p43n4xz7AO1pJm9cQ2IqwF4WF6zGq4ltE3W2IEcHiLb2QV8v1kgekknss+MkfR/vri1IBInpuNLaofddzVV/enJldKHOZwU2CHX5P1BE7iQeRP5BVS3Our9LROzq7c3Eq/GOLeR72y0tROUKMj4VH70IlfXNBClhzRMVShuaUdfC9hTbUxLHR1bEQPElcRzwfaxCJe4+cmywLaKmJBLEaSk06RKt747XXMwUIYq74qxygDNZJkq7WAPn8HMOUvaJMi5MTqOOBa6L+j4UioQJi9yxac7sSazYhICNzEoksFqaqXSkkKYM9tAoxY1Zwu42/J5cnLOrrYX256YJUhbZg+NUbtzCmkfj1Nda8ep9CItjhVZMq9cso48ASeCr1fUW56eX3gb8XnW+bQjco6rLIumTYRjGKzTYl30t6tIgqOrWee7/LPDZxXzvcHISZ20v0dgE0pIDEexSQKU5gYQu6kBiLCJMCC0PnwJ3pYwMXALXgXQKpmaQdKpaTMhDMgnUtZGyH087TSXQhIPYFpXN3SSeOIi0txJ2txElbWhroenJU/FrAd72tViVEOfcGFZrC/nbNhIkhfQpn3UPVRi4PcnGBy8Sm7GkNAyxJO5IiLpbCZpTFHoc1M7g5Sw6/mMYyhWsEWieyBG25zj1JpfMkNBS8ZBUEibrfBCLpNGK39RiVXbaFl+zHqu9FZmaAVXcEyNYYZyvJz3iYxc90ucqcb+5RgQDg/UOeUkFh49CuTpzSwSdmgIRrDNjyPB43NXTkiZqSiAVP+5fVqVyy9UUd/ZS7k3HRYjSCaLudggCJFKcGQ/nzDjksoTrO2l96BS2p3jdOdzREpv+bYV+czQwq6UZ9TyCjE2QSzK5OYntK0FKaD1YiOslr+2ChMv4nl7ED9n66SnWf676/0xTpr4HsIhWYpfRqmwQEl96AprjspjW+DSkUzjlOJ3z6HVJxm5sxRkcgyh6qczmaqNBXEIU10FcFzyPcEM3JBLgOkRJBz/rQKhECZvIsXCnPdKDM0igBLt34HU2waHj+BurU3GDiKg1B+UKsv8opFM0DXnxQrhCub4HbMxJxALbJrd3AK/VJTfg0/nVkzglZWpLXPNDRvOceftm2r9+gultzfG4UqEACZfg2In6HsBiqTWPUYM1CKs2l9HM1R00HbKQ6uwYpxRRbrVwStB6qASlMlrxCCdX569Wcd34158tcT3kUhn73CTR+ARWVwdeiwsCpc2t8WK1QIlcC5UEWIKfiz9asnsHQdomMziBv7YV9/gw0UQeq6sDzSSRMKLSkcRr7URtIW2Sny4vbS3I1HRcFlOE1Kk8RBFes0V6JKBw0waClIXXDCNv7qflWAWpBOA4BGfO1jv6xdVgX/a1WLUNQurzjyH9GyHpoo6Fl7NoPVzCPT0Gno8WS4QzK7s28oVoxYvHDywL/Apazeckbrz4LD1UIMgmCJocEg8+8dLzvDtfizvpIRHMbEgROS6pMQ88H3dgIu4+SqfADwibEgQZh+yBMTThED53oF6Ha8zHjq8QgnUdZF8YhTBk7I5NdDx4GG9HH1iCXbFIjSdoe7FIkHUpXNVB0+PfsXRoRTm/UnmlWbUNAsQJujQRd38kpiLcU6NEI2PxIKq1uhdJ+bs2kxicpLC5hfQZF1sjSCWhXEFzGfLXNNP8yUd4dV24xJeewLr+GoLWFJkz1YVJaRvZ0AWqOKcDor4egpYE7ngJybqoa8ernI1lJ8qmCHpy8RVgJokEAWrBubdvJ3IgcqHtcEBqLOLsniZypyKsQOOcRSucrMBp0qtyDOG8cm9c7N0ZLzCzzmbqteuJSiWiSpmotLh1f5c7y4vwe3Jk953FPl1daVoqE/a0Eu4/SPMnH5n3uZpykEhJDOZJDE2ituAMT+EcGmDy1j4sLyB54AzWqXMEGZswm0L3PrdER2bUSl+/C2tgGGe6wvg1Gcrrs8hMic4vHcUpxdluJQC7HFLstrA8KKyxiBwhHJ+od/iLy4whrDzuV/YSEU8q7TpwuN7hLC8PP4N71VawrXi66DernfunBi76VH3sWYrvuAU320FiwiPz4jCVTZ24TSlanhmBUhlEOHP3VSTzytiOJtY9emXh+m+6mShpkfz3C6cYMWrnnp0imppGOlvxslBpscmkkvFUbAWnpISukN+SxPag/e9XV2py02VkGIZhxFZgg7Cqu4yMCwsOHiE4evzlq4NL4DcJQcaGR/ehTUmSJ8ewRvMwUyAaGUOnZ0hMK24xYt0fLsAvSxESEx7O1s1X/loG9s7tUCpj9fYQtmTInomwPKXc1wp2XBcjdIUoEaeM97L1jnjpmXUIhlGj1n98hMxn436g8Zs6YKbA4H/rx9/ai9XVwbG/34gKDN9kL8j7uV9+giDjoOlXD3Mbl0NCRUslStu6UAtyxwukJnzKHQ6acGg5PEOYgjARDyy7q3HIbQWOIZgGwVgS03s20/6ij/gR47dvIPONLGqBvYDr0dKHRpDpEk5PN6d/x9RWuBLTV7cjySSpMzMgQrk7jV0IaD40Rbk3i30uj9pg+VDqhGDOUoIrmMapK2rZGokZQzAWXcsnXjkjqflROPm/9rDxtx+hbaHeZM8uOHgaDUOirX2kRhfqhVcntxBS3NVH+vQUViUgchNECQu7qNiViFM/0kdiBrxmSA9D90dW2YAyjdcdVAvTIBh1sfG3F/gL5OFnYG0v4jqM7crR9der6wtqoSWHpsCOa4VYB0/hb7uGSnMKSMXjB2no/NAqP8e6MC2CiHyMuDbMsKpeO8d+Af4ceAtQBH5aVRdlTb/pMjKWnLOxD6erc8Fez25vw87l8LauYfiOvlU3/XExSNlHRvNgwfT3Xh2ndmkTSl1CpS0eTF7tFnBQ+ePAnRfYfxdxbZhtwLuBv7nS2OdjGgRj6QVhXIRnATg93XECNtfh2DuShKkFeVmjWIoL3Bw+QfZkAYnAqYBTgsxwxMb3r/JGdwEXpqnqt4AL1X15K/AJjT0KtIpI75WEPx/TZWQYhnEZLmHAuFNEZpcBvq9aE75W64DTs/4eqN535hJeoyamQTCWXDA4hNPTfcWv4/SuiVN0hyHnfvw6tv7SKv/VuoCCM2dx1q8DwGtLkT06CdJCsdvGnWmwqTOL5BIahFFVvflK3mqO+xZlSNs0CEZdBOeGr+j5zlVb0ZExAMZ++Fo6P2oagwVX7dZTO/4+yh6YoOmEQ/T0C/WManlQFmxQuQYDQN+sv9cDQ4vxRmYMwWg4Tv9GqPgQxj/RWj8+f6I94/I4/RvBtrA6Oyj0Oozd2IYUiqYxmGUJVyrfD7xLYrcAk6q64N1FYBoEoxFVKjA9g3oe0tpS72hWHOeqrYQD8Q9Q7Wih/dkpwqQwdnvfRZ65yizQoLKIfAp4BLhKRAZE5GdF5B4Ruaf6kAeAY8AR4O+AX1jYA3mZ6TIyGk8YomGIOA7BiZP1jmbliRQNQ6h4iGOTv66NjmcLFPpW23Lk+S3kwjRVfedF9ivwiwvzbhdWlysEEfmAiAyKyDPV7S2z9r1XRI6IyEEReXM94jOWt2B4hDCfJ5yerncoK5MlOL09cQlVxyL3z49QWJ/GClbg0tzLpYpEtW2NpJ5XCP9HVf9k9h0icg1wN7ATWAt8TUS2q2pYjwANY1WaKRKNjmFVu+OcbVtITfjoKq8i+B0a67u+JsttDOGtwKdVtaKqx4n7zHbXOaYlZWezCzIl0zAum+8T+QGIgGVR3NpOYqSI89W9F3/uKmLSXy+se0XkWRH5mIicz3E23wKM7yAi7xaRvSKy16ey2LEahmG8TIlrr9eyNZBFaxBE5Gsisn+O7a3EuTi2ALuIV9t9+PzT5nipOc+oqt6nqjer6s0uyUU5hnoIZ2aueI6+YVwR10VsG6IIgnhqb/jsi3UOahlagfUQFm0MQVXvqOVxIvJ3wBeqfy7ZAgzDMOahipVtAtdF0+4FV+TaO7ajCQcJAsLnDy1djMtAo3UH1aJes4xmJ2Z6G7C/evt+4G4RSYrIJuLsfqZqumEsNVW0XIZQcae8+R/n2ojqqmsMADPLaAH9sYjsIr6gOgH8PICqPi8i/w94AQiAXzQzjAxjaQVD8SJYu7UV6+wo0tPBfP8TrtqupAbsDqpFXRoEVf3JC+z7feD3lzAcwzDmoor6PhwfwL7uatSyiPaZ1BVwfmHaymsRzEplwzDmFE5OAvGVghQriGVh8pzOsgJPhmkQDMO4oDCfh3y+3mEsO+YKwTAMwzBjCIZhGMZ5jTeDqBamQTAMw7gcpsvIMAzDQC+phGbDMA2CYRjG5TBXCIZhGAZgBpUNwzCMmEQrr8/INAiGYRiXSjEL0wzDMAwQdEUuTFtuFdMMwzAag2pt20WIyJ3VGvJHROS35th/u4hMzqpB/zuLcjyYKwTDMIzLswBXCCJiA38FvJG4HswTInK/qr46i+BDqvr9V/yGF2GuEAzDMC7V+TGEWrYL2w0cUdVjquoBnyauLV8XpkEwDMO4DBJFNW1A5/n679Xt3bNeptY68reKyD4ReVBEdi7WMZkuI8MwjEtW2/hA1aiq3jzPvlrqyD8FbFTVGRF5C/A54mqSC85cIRiGYVwqZaEGlS9aR15Vp1R1pnr7AcAVkc4FPJqXmAbBMAzjcizMGMITwDYR2SQiCeBu4tryLxGRNSIi1du7ib+3xxbsOGYxXUaGYRiXYSHWIahqICL3Al8GbOBj1dry91T3fxR4B/AeEQmAEnC36uIsgjANgmEYxuVYoO/kajfQA6+676Ozbn8E+MiCvNlFmAbBMAzjUqlCuPJyV9SlQRCRfwGuqv7ZCuRVdZeI9AMvAger+x5V1XuWPkLDMIyLWIGpK+rSIKjqj56/LSIfBiZn7T6qqruWPirDMIxLYBqEhVUdOf8R4HvqGYdhGMYlUWAF1lSu97TTNwDnVPXwrPs2icjTIvJNEXnDfE8UkXefX/nnU1n8SA3DMF6ioFFtWwNZtCsEEfkasGaOXe9T1c9Xb78T+NSsfWeADao6JiI3AZ8TkZ2qOvXqF1HV+4D7AJqlfeU11YZhLF+KGVS+FKp6x4X2i4gDvB24adZzKhD/3FfVJ0XkKLAd2LtYcRqGYVyWFTiGUM8uozuAA6o6cP4OEemqpoNFRDYT5+s4Vqf4DMMw5rdA9RCWk3oOKt/NK7uLAG4Dfq+6Ii8E7lHV8SWPzDAM44Ia78u+FnVrEFT1p+e477PAZ5c+GsMwjEugQGTGEAzDMAwwVwiGYRgGgEldYRiGYUB1CME0CIZhGAasyJXKpkEwDMO4HGYMwTAMw0DVzDIyDMMwqswVgmEYhgGKhmG9g1hwpkEwDMO4VCs0/bVpEAzDMC7HCpx2Wu96CIZhGA1HAY20pu1iROROETkoIkdE5Lfm2C8i8hfV/c+KyI2LcUxgGgTDMIxLpwtTIKea3fmvgLuAa4B3isg1r3rYXcSZn7cB7wb+ZuEPKGYaBMMwjMugYVjTdhG7gSOqekxVPeDTwFtf9Zi3Ap/Q2KNAq4j0LvwRrZAxhGkmRr+mnykAo/WO5VU6MTHVYjnGBMszLhNTbS4U08YrffFpJr78Nf1MZ40PT4nI7CJf91UrPgKsA07P2jcAfNernj/XY9YRV5hcUCuiQVDVLhHZq6o31zuW2UxMtVmOMcHyjMvEVJvFjklV71ygl5K5Xv4yHrMgTJeRYRhG/QwAfbP+Xg8MXcZjFoRpEAzDMOrnCWCbiGwSkQRxJcn7X/WY+4F3VWcb3QJMquqCdxfBCukyqrrv4g9Zciam2izHmGB5xmViqs1yjOk7qGogIvcCXwZs4GOq+ryI3FPd/1HgAeAtwBGgCPzMYsUjugLzcRiGYRiXznQZGYZhGIBpEAzDMIyqhm8QLrbsewnjOCEiz4nIM+fnHItIu4h8VUQOV/9tW4I4PiYiwyKyf9Z988YhIu+tnruDIvLmJYzpAyIyWD1fz4jIW5Y4pj4R+U8ReVFEnheRX67eX7dzdYGY6nauRCQlIo+LyL5qTB+s3l/P8zRfTHX9TK0IqtqwG/EgzFFgM5AA9gHX1CmWE0Dnq+77Y+C3qrd/C/ijJYjjNuBGYP/F4iBeKr8PSAKbqufSXqKYPgD8+hyPXaqYeoEbq7dzwKHqe9ftXF0gprqdK+I58NnqbRd4DLilzudpvpjq+plaCVujXyHUsuy7nt4K/GP19j8CP7TYb6iq3wLGa4zjrcCnVbWiqseJZzHsXqKY5rNUMZ1R1aeqt6eBF4lXf9btXF0gpvksRUyqqjPVP93qptT3PM0X03yW5DO1EjR6gzDfku56UOArIvKkiLy7el+PVucLV//trlNs88VR7/N3bzV748dmdTkseUwi0g/cQPxLc1mcq1fFBHU8VyJii8gzwDDwVVWt+3maJyZYJp+pRtXoDcKSLemuwetU9UbizIS/KCK31SmOS1HP8/c3wBZgF3FOlg/XIyYRyQKfBX5FVacu9NA57luUuOaIqa7nSlVDVd1FvEJ2t4hce4GH1zOmZfGZamSN3iAs2ZLui1HVoeq/w8C/EV+SnpNqVsLqv8P1iO0CcdTt/Knquer/1BHwd7x8Cb9kMYmIS/zF+0+q+q/Vu+t6ruaKaTmcq2oceeAbwJ0sk8/U7JiWy3lqZI3eINSy7HvRiUiTiOTO3wbeBOyvxvJT1Yf9FPD5pY6tar447gfuFpGkiGwizrf++FIEJK9M3/s24vO1ZDGJiAD/ALyoqn86a1fdztV8MdXzXIlIl4i0Vm+ngTuAA9T3PM0ZU70/UytCvUe1r3QjXtJ9iHjmwPvqFMNm4lkM+4Dnz8cBdAD/ARyu/tu+BLF8ivhy2Sf+ZfSzF4oDeF/13B0E7lrCmP4v8BzwLPH/sL1LHNPribsNngWeqW5vqee5ukBMdTtXwGuAp6vvvR/4nYt9tusYU10/UythM6krDMMwDKDxu4wMwzCMBWIaBMMwDAMwDYJhGIZRZRoEwzAMAzANgmEYhlFlGgSj4YnIzMUfZRjGxZgGwTAMwwBMg2CsIBL7kIjsl7g2xY9W779dRL4hIp8RkQMi8k/VVcGGYczi1DsAw1hAbydObHY90Ak8ISLfqu67AdhJnMPmv4DXAd+uR5CGsVyZKwRjJXk98CmNE5ydA74JvLa673FVHdA48dkzQH+dYjSMZcs0CMZKcqFuoMqs2yHm6tgwvoNpEIyV5FvAj1aLp3QRl+40WS0No0bmV5KxkvwbcCtx1lkFfkNVz4rI1fUNyzAag8l2ahiGYQCmy8gwDMOoMg2CYRiGAZgGwTAMw6gyDYJhGIYBmAbBMAzDqDINgmEYhgGYBsEwDMOo+v+BtncetnuVrQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## simplify correlations to look at values only when \n", "# weights from SV most strongly correlate with seasonal GPP anomalies\n", "\n", "# 1) set up dataset to hold results\n", "max_season_corr = xr.Dataset( coords={'sv': range(years) , \"lat\": ds.lat, \"lon\": ds.lon} )\n", "max_season_SD = xr.Dataset( coords={\"lat\": ds.lat, \"lon\": ds.lon} )\n", "max_season_wgt = xr.Dataset( coords={'year':dt_anom.year, \"lat\":dt_anom.lat, \"lon\":dt_anom.lon} )\n", "max_season_Z = xr.Dataset( coords={'year':dt_anom.year, \"lat\":dt_anom.lat, \"lon\":dt_anom.lon} )\n", "\n", "for i in range(len(var)):\n", " max_season_corr[var[i]] = xr.DataArray(np.zeros(corr_shape), dims=('sv','lat', 'lon'))\n", " max_season_SD[var[i]] = xr.DataArray(np.zeros(yx_shape), dims=('lat', 'lon'))\n", " max_season_wgt[var[i]] = xr.DataArray(np.zeros((years, dims['lat'], dims['lon'])), \n", " dims=('year','lat', 'lon'))\n", " max_season_Z[var[i]] = xr.DataArray(np.zeros((years, dims['lat'], dims['lon'])), \n", " dims=('year','lat', 'lon'))\n", "\n", "print(max_season_SD)\n", "# 2) loop through vectors and seasons\n", "# write out corr coefficients where maxGPP_seaon == T\n", "for i in range(2): # vectors\n", " for j in range(len(seasonName)): # seasons\n", " for k in range(len(var)):\n", " max_season_corr.get(var[k])[i,...] = svd2_corr.get(var[k])[i,j,...].where(maxGPP_season[i,...]==j, \n", " max_season_corr.get(var[k])[i,...])\n", " max_season_SD[var[k]] = dt_anomSD.get(var[k])[j,...].where(maxGPP_season[0,...]==j,\n", " max_season_SD.get(var[k]))\n", " max_season_wgt[var[k]] = dt_anom.get(var[k])[j,...].where(maxGPP_season[0,...]==j,\n", " max_season_wgt.get(var[k]))\n", " max_season_Z[var[k]] = dt_Z.get(var[k])[j,...].where(maxGPP_season[0,...]==j,\n", " max_season_Z.get(var[k]))\n", "\n", "#convert C flux anomalizes to gC/m2/d \n", "max_season_wgt[var[0]] = max_season_wgt[var[0]] * 3600 * 24 \n", "max_season_SD[var[0]] = max_season_SD[var[0]] * 3600 * 24 \n", "max_season_SD[var[0]].plot();" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use xarray facet plots for pannels\n", "# each row show correlations between SV_1 weights and seasonal anomalies\n", "for k in range(len(var)):\n", " simple = svd2_corr[var[k]].isel(sv=0).plot(x='lon', y='lat', col='season', col_wrap=4)\n", " \n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_'+var[k]+'multi_summary.eps')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lon: 288, season: 4)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " * season (season) object 'DJF' 'MAM' 'JJA' 'SON'\n", "Data variables:\n", " GPP (season, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " TBOT (season, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " SOILLIQ (season, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", "\n", "Dimensions: (lat: 192, lon: 288)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " season " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# -- first add season of max correlation of SV weights with GPP anomalies to dataset being plotted\n", "max_season_corr['maxGPP_season'] = maxGPP_season\n", "max_season_SD['maxGPP_season'] = maxGPP_season.isel(sv=0) \n", "var2 = ['maxGPP_season']+var\n", "# Now call the map_function\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16,8), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "i = 0\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " da = max_season_corr[var2[i]].isel(sv=0)\n", " if i == 0:\n", " #Can I ake these arguments a list or a dictionary?\n", " cmap = plt.get_cmap(\"viridis\",4)\n", " vmax=3.5\n", " vmin=-0.5\n", " title='month max correlation SVD1 weights & '+var[0]+' anomalies'\n", " else: \n", " cmap='RdBu_r'\n", " vmax=1\n", " vmin=-1\n", " title='correlation SV1 Weights ~ seasonal '+var2[i]+' anomalies'\n", " map_function(da, ax=ax, title=title, cmap=cmap, vmax=vmax, vmin=vmin,cb=1)\n", " i = i+1\n", "\n", "\n", "# or to provide a common color bar, set vmax/min so same values and \n", "#fig.colorbar(im,ax=axes.ravel().tolist(), shrink=0.5);\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_'+var[0]+'_summary.eps')\n", " " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot SD of GPP anomalies in season when max correlation between SV1 & GPP anomalies\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16,8), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "i = 0\n", "maxVals = [3.5 ,2.5,2.5,200] #arbitrary values for min/max\n", "minVals = [-0.5,0 ,0 ,0 ]\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " if i == 0:\n", " da = max_season_SD[var2[i]]#.where(max_season_corr[var2[i]].isel(sv=0))\n", " #Can I ake these arguments a list or a dictionary?\n", " cmap = plt.get_cmap(\"viridis\",4)\n", " #cmap = colors.ListedColormap(['r', 'g', 'b', 'c'])\n", " title='month max correlation SVD1 weights & '+var[0]+' anomalies'\n", " else: \n", " da = max_season_SD[var2[i]].where(max_season_corr[var2[i]].isel(sv=0))\n", " cmap='viridis'\n", " title=model+' SD '+var2[i]+' seasonal anomalies'\n", " vmax=maxVals[i]\n", " vmin=minVals[i]\n", " map_function(da, ax=ax, title=title, cmap=cmap, vmax=vmax, vmin=vmin,cb=1)\n", " i = i+1\n", "\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_SD_anomalies.eps')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grids characterized by early phase SV1 also have higher % varriation explianted by soil water SV" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now call the map_function\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16,8), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "i = 0\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " da = max_season_corr[var2[i]].isel(sv=0).where(sv_mask.ranked.isel(sv_type=0))\n", " if i == 0:\n", " #Can I ake these arguments a list or a dictionary?\n", " cmap = plt.get_cmap(\"viridis\",4)\n", " #cmap = colors.ListedColormap(['r', 'g', 'b', 'c'])\n", " vmax=3.5\n", " vmin=-0.5\n", " title='month max correlation SVD1 weights & '+var[0]+' anomalies'\n", " else: \n", " cmap='RdBu_r'\n", " vmax=1\n", " vmin=-1\n", " title='correlation SV1 Weights ~ seasonal '+var2[i]+' anomalies'\n", " map_function(da, ax=ax, title=title, cmap=cmap, vmax=vmax, vmin=vmin,cb=1)\n", " i = i+1\n", " " ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now call the map_function\n", "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16,8), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "\n", "i = 0\n", "for index, ax in np.ndenumerate(axes):\n", " # there are various ways to do this part, index in this case is a tuple (ie `(0, 0)`)\n", " da = max_season_corr[var2[i]].isel(sv=0).where(sv_mask.ranked.isel(sv_type=1))\n", " if i == 0:\n", " #Can I ake these arguments a list or a dictionary?\n", " cmap = plt.get_cmap(\"viridis\",4)\n", " #cmap = colors.ListedColormap(['r', 'g', 'b', 'c'])\n", " vmax=3.5\n", " vmin=-0.5\n", " title='month max correlation SVD1 weights & '+var[0]+' anomalies'\n", " else: \n", " cmap='RdBu_r'\n", " vmax=1\n", " vmin=-1\n", " title='correlation SV1 Weights ~ seasonal '+var2[i]+' anomalies'\n", " map_function(da, ax=ax, title=title, cmap=cmap, vmax=vmax, vmin=vmin,cb=1)\n", " i = i+1\n", " " ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# not sure how to get a sensible range of values here\n", "max_season_Z.where(sv_mask.ranked.isel(sv_type=0)).plot.scatter(x='SOILLIQ',y='GPP');" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "max_season_Z.where(sv_mask.ranked.isel(sv_type=1)).plot.scatter(x='TBOT',y='GPP');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Maybe get more control with plt." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# ignore results from low weights\n", "a = [50, 25,-25, -50] # Min lat, -20 to 10 for Amazon\n", "b = [80, 50, 25,-20] # Max lat\n", "\n", "max_season_wgt2 = max_season_wgt.where(xr.ufuncs.fabs(svd2.weights.isel(sv=0)) > 0.0)\n", "max_season_Z2 = max_season_Z.where(xr.ufuncs.fabs(svd2.weights.isel(sv=0)) > 0.0)\n", "col = ('blue','black','green','purple','red')\n", "plt.figure(figsize=[16,5])\n", "\n", "for i in range(2):\n", " plt.subplot(1, 2, (1+i))\n", " for j in range(len(a)):\n", " #ds_in = max_season_wgt2.sel(lat=slice(a[j],b[j])) \n", " #ds_in = max_season_wgt2.where(sv_mask.ranked.isel(sv_type=i)).sel(lat=slice(a[j],b[j])) \n", " ds_in = max_season_Z2.where(sv_mask.ranked.isel(sv_type=i)).sel(lat=slice(a[j],b[j])) \n", " y = ds_in[var[0]].values.flatten()\n", " if i == 0: \n", " x = ds_in['SOILLIQ'].values.flatten() \n", " plt.xlabel('SOILLIQ z-score anomalies')\n", " plt.ylabel(var[0]+\" z-score anomalies (amplification)\")\n", "\n", " else: \n", " x = ds_in['TBOT'].values.flatten()\n", " plt.ylabel(var[0]+\" z-score anomalies (early shift)\")\n", " plt.xlabel('TBOT z-score anomalies')\n", " y = y[~np.isnan(y)]\n", " x = x[~np.isnan(x)]\n", " plt.plot(x, y, ',',color=col[j])#, alpha=(1/(j+2)))\n", " plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 1))(np.unique(x)),color=col[j])\n", " plt.ylim(-5,5)\n", " if i == 0:\n", " plt.legend(('','Arctic','','NH Mid','','Tropics','','SH Mid'),loc=2,frameon=False)\n", "\n", "\n", "plt.subplots_adjust(wspace=0.2)\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_Zcorr.eps')\n", "# early shift may have stronger correlation soil moisture z-score in tropics and SH" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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r0awnUJZFrI+Et3QH4MbKd3NQHRAQEFAVYVf05kL6HqUGopvgj7Z9l14PP/mVgLJiFeVrZLfeRvz0fl++XPYd13dHUbRdFEU7mqPVggW0Dp3YoIejlYFzPU66kady2bhWXtFeg9Fgmp7X3tasXdmdqskOoluNMsbF7OzbKVTfSr+e95ArF2kKQuAZEBAQkKFVtq8ZgZR/N+CGSdeNwnrFreevtUsr96HQ4OMnvxJQVqyifI3s1tuIn141YO61GdrCwDWKotMB3Avg2wCOqx3faLFcAT2Cujp83HQxcpFsRJT9L1GvgsgLIAdowLmuLTeuwjuvrZ1diSvO9ubRLbOcqNXBVZGBsj75U5i3AT6DkZqnGfUPkwgBAQHdgPpWpPS+AmtGQOzfDbhh0l64XyWothqr2auTVPqx/X6pyquivyI3WfL5QUXotcCtCFUD5l6boS0z4/ofADYhok8T0Z61Y69WCxbQXLRq46Gys4lWmTwlWYcCKVKEyUZExbxbDbncuLKSzmlrZ1discRZoqwtymuvdjal5CWX9uTlrZKu8bHSB6jheufJ3Qe+X0BAQI+jip3UNrrpFZRbTdTdSlkbXG7GvTCzds1aRVfGB7Nfv6ngh3omEUqvYiuRLxm0zps80Mu0C93eT5uJMoHr0wBGt1qQgNaiyoiKN9hpYqDV1DJE3qURVek18k5CVeR9UqWxd3XLGZGqiq5s/rIznqqiL8nDXdrTol29C8jWc58qBc59NhIc0DxEUbROFEV7R1F0RBRFX4yiaEq/fK4uoHF0crO+XkEZ2bupfuqKsSZPBBhUmbUrFfjVsf9JU77Z2qxNpAbyv8SgJeVt+NlsdFM/bTXKGLk3AMyLouj8KIrOMUerBRtuaJeD2sgIYyuWEzSr3o28S1APndJBHKtf3ohdFAGI9V1qm7HhlYo4+1cL2KsuNzLZy854qoq+icq3HX5bq21Fry3hCWg9oijaOYqi3wH4DYBPAXgXgA8geZ3noSiKBqMoWqOTMgZ0Hv3gyPqWgHYCrXz/tSyqfr6l7ExiRrM+ucqgrn0lKto/9T1aLXhsY3dyNr5qIJht58RKNyMqdkajQ7TrRHRRSyTKweTJk2nOnDntZhvQRkSDUced9fz3OiMgRrqrb7udg7xNkHzyyDb1tXFe2+emVWyHTrRbwjebaS7Lv8qmU53eoCqgPkRRNJeIJndajrKIomgagHOJ6O9K2igAewAYSURXtUumYJt7D91ga5uBXqiHY4M9tqLZNqQZ9Dri57D2Krq/zbr/ZdrKvY+d8WWGC3y2uXDGtRagTgcwt3Zc1omgNaC56IYliNpoal7g1C6ZnU2VuHxEzruqab5BfXS44Q2SBjl/fz7f0poyQSvPNxgNOrPDvmXN5h3iskiMQ/53W31JvuuD0aD1zqt3xQB7x0Zmqfd9WcM/IKBdIKLjiOjvURRtqCS/l4iubWfQGtCb6PZgryzaUY9GvzcvZfTbFZdmnn0pEsFauVWnH9KR76yaoDUqvr/Nuv9lVrm597E/nqFeQ5ldhT8G4EkAPwXwvwCeCJ/DsRFFEY499tjsfPcIcRwDAOI4xhlnnGHlnzBhAl566SWHzoQJE7DDDjtY1yZNmoQPfvCDAIA5c+bgqKOOUmXw0fShG4yW74V6X/BV9tup1g6zFZS1P+Apls/IWOV60U6A5lruaGMa/Ge8cg1qbMr56Q3QQKn3OYxRqRKoaxs0lLH/ycimnpbs4JwfmPrksHkUy+Hjb2g2sgSpWcuXumFZXUBboAWnV7ZdioCADqBZA9nl9oRI7JwcxG6Epo9PSqNWv7zXl/LiJudVnxb6fM3a/0Lmc/Z8aMC2VfEL691AU+XbAI1umGDqRpR5x/VMALsT0U5EtCOATwA4u7Vi9RZWXnllXH311WngOG33aQDq63SLFi3C/PnzAQCPPvqolTZ58mScc05vvV7cbCe6zOgbV/404N+4Sc7QVR09iyJPkF0LnKShS8sN6vw0/uVlKjaofHbUR7bse6ychqPk4yxwLBxoiGzZfbKpS6Aj/dM0cslPmS7IA1+LVsVnuJ4BWJ+RrheNjAKHoLf7EUXRplEU7QNgzSiKPseOQwGs0mHxAgLagubNtJWjk3ydoNwgdKEdVeyK448MlAue6vl6gyxfzyqx8kE8l8mm791Us6J/4q6g0v2y9P+SfUdbadaOTUobKWvatJ2rFNuNMoHraCJ63JwQ0RMIuwxbGDVqFA4//HCcfbYdz9fT6T7/+c9jxowZAIDp06fjv/7rv9K0O+64A3vssQcA4OWXX8buu++OrbbaCl/96ldbumShEWe21FbqciQzZ2a16vdJB6NB74iled+x6ndljXxE7jJcTtsYOvnxbW3L93KGIkemMvc/Ls5SxDtvOU22hNq9ptHK8pYfueZLgoHk0zTZEm2dRpklQN4AuI5nuOpS51Y9uvU8t2HpU09gEyTvsf4bgD3Z8SEAX+mgXAEBwxK+11+8Ol+xK2VnF+3NlDz7VVTU/b7PyOTRKXrlJ8vnymVWapmVifUim3TID6SbtrMw1ecTtBPpCrAB6npZ60WZwHVOFEUXRlH0sdrxCyTvugYwHHHEEfjVr36F1157zUk7++yzMWnSpPR4/vnnvXT23XdfXH311QCAG264ASf8/YQ0bef/2zn9f3BwENtvvz3+9Kc/Ya+99sLf/+7s01Eahconrpt0Ib90FjAWioe9b2nlNcFRieWzMmjVZkDLb9Jjz+6phsczQsrfi/Xyj7N3SzUaSd5MFlm+7HInXh/Jp2iJr1avvPxV07QquDyyJcPp70AywxtjMB1QkHR5sKvzceXI2ttTEY/83RL7hSC0b7EdER0G4MdEdBg7jiKi+zotXEBAN6PZq0rkCiruZ5RVwVHkfjc1/c3xdXw6Xrtu+VKKr1WFvlylZvl0xrcomPUEkL26VDD4XMRfo+2bLNDpuWV6Ab0mb7NQZlfhlQEcAWB7JGv67gLwv0T0duvFs1G0c+HUqVMxb968pvKcNGkSfvSjH+XmWW211bB48WKcfPLJGD16NMaMGYPFixcjjmPEcYzVVlsN3/jGN9L8EyZMwJw5c7D22mun16Iowvjx4zFnzhwccsghOOigg3D99dfj+9//PvbYYw88/PDDuOOOO3DGGWfgxhtvxKRJk3D11Vfjfe97HwBg7NixeOKJJyyaEr26A1oz5ZbLSPNgAl9Tpowc9ciaNyts0R6sb3dgKZNJd64rbdPobsLW7oAFbZ+1sy4HYipVPp924zsg5wWoRfeSy1ilL5ZBs+kNF/TgrsIPIZldvZ+IPtRpeYCwq3BAdbRSXzW6+2uzfaV66bk2uhydVrVt1R18q8qR2mnmowDuoHvVrwK0YufpXtjNutfRyK7CbxPRWUT0OSLam4jO7kTQ2guYOnUqLrzwQixZsqRyWf4g7rfffjjiiCOsZcIaqowcDkaDTVHE6rsZLRr1cUYyNd7KzGEeLcTl3+dIglY+wycDGHu2MlGSepCjleF8VJmtUUx31NC3EZNv57s0awxVVig7GvKg00nzjsZq5SMWsFUbXTV0iLIdhHl5M6Nqgl5NHt89LJJDf+/Yb4ztGX6NXvHMbP27P9ZVLKD3cDOAlwBsGUXR6+xYFEXR650WLqD30Y6ZnGbpK+09ybzdX8vYnaobLxX5YrFYtlbWdyuzD4ZeTvE9Bv3fkffBl923fwfHYDSYfptes/l5K5/S+xcXt0GZVWqtCDDbGbQO15lVL8x7ePIA8Ova70MA/iwPX7lWHltvvTV1I97xjnek/x933HH03ve+lwYGBoiIaGBggKZNm0ZERElzE40fP57+9a9/OXTM9ddff51OO+00wrdBzzzzDG2++eZERHT77bfTZz7zGSIiOvLII+nUU08lIqKbbrqJADg0Db9WATEIcX08fLKZ63miZ3myX42evMRl9fIX9THnCY98ebQyPhTdmhhxadk0edTycOWqev+43M3oXs49suiXY+C/L8V5GqFfnU7Wt7X7o/Fr8SMcQEQA5lAH7FmjB4DrOi2DObrVNgd0L7gOLGuHjD6sohcbsXHtQhlb5/Nz8lDkR/jsEGD7dub/Mn6JpJMHyaeobKfsYT2+dBnfsVHU63/3Cny2OW/G9eja7x6wN4AwR4CCY4891vtZmuQ+FGP11VfH8ccfDzrVn//cc8/FXXfdhQ996EP4/e9/jw022KASv6JvT5YZ4eEvfxftYOZ7P1J++5SIrNk5hw5bJsJ/Ob1spjZHdiXRbHRgtU2c5dfo8Z16+a66aV18bRJH6SwtfyfE/K/NwsZxXOrdFCKyNj0wZcyor1X32D+bzcvqefR3WXw7BuaNiOrnRbPX2Uyu/j6N/r/c3EJCXir52Dpl7f+jWt9O6OXNzNr86hklD6OzwwFE9NlOyxAQUC+4Diw7exXDvAdank/VmTFDO13R04TZrkKVHPvz8pVnPr9F5jeXYgw46XwVlH/jSntfDvO/lj/vk3h5Pij35Yrehy16ZzjP5hXZw0Zn4L1lBrh/Wrl4JR556MvZWi2a5QeA08tca8cRRnVdoENDUCg5UpY7GueZAS2ia+X1zHb60r38LVm8RUrTKOJv2i93ZjQdsdPLl5UtRuyRzc3rk7UqsntVrT0lPymj3hasrXLazCmTkydvZL+oLfOutSpPQP1Aj824Arin9rsIwOvytxMyBdvcP+h1feNdgRP7ZyybNXPlsyul7HVJEYp8iio8ytTbKSNmfot8MB+9etrc4cVkUe1yrl9TmX3DqOK3tYp+L8Fnm8vsKrybcu1T5cLi/kI3jlwk97Z90F6WlzBpvq3a03yeNP8nZthMpkeOvHdb8vjwmWNZhI/YyVlEawMBpT4+/kTJiKZ5j1YtE5vzTI68kUw+Y2veiY0G80ZV7fdeDY2UXolRUx+ye2X42O/rmt/s/2yUOLm/mYwpzQF75FJ7l9bsMJy1mZ4fbHfivB0NpeyD0WDhpwyy3SHtuqpye0eQi9+FDRieIKLta7+rE9Ea8rfT8gX0Nsrqm06s7Ci1EkyR3/gi3LZYZQb8n3bhurgM1PaL6yyn5jP+VdIeZt8H41Mk52IGlM1Ylt1RmMvFV4U5PlcJwe0vIeTntXc/LiSd+RoDWbvk8ZdyFM/I6t+LB6rHBEQ5q/Dg9y+q0B8W0KLZWuW/juT91iWw3299BsClvnKtPMKobjGqzPqp5escsSn7/qWBmWmsys+ZgfPU1zf6pqU5s3U5I7M+mho9+b+RzSBtA1EPq47K6GaR/JyG1kaSHi+j1ds3w+jSdfNo17X8vv9tOrBoypFbI7uWR5Vf5C+SMQ9aXX38+2xQtOeBHptx5QeAkQDWB7CBOTohR7DNAa1CM2ZDG6VhrV5K7Ybfxyjir62GcmxHjsx+u5bRLUKeb6CtbpJ1U22b5g9Z9dJ9j6ooap9qtHLauQ4e7XjvtNRMeRvkaDV8tjnPIK4JYAKA6QDGs2Osr0yrj+FmHPMUJFHzlLGPR5UAzqCMwpT8rQBO4VeFpo+PZSCUQM/Kz5VrXnAMnY6XrgmcSyhdGZT56MtAVgavefyavWlFkVGz5BKGUQZ+VmAK+9yipdRX48/bidOVG4R0a7DZaf79jF4NXAEciWR34Udqg8wPIWycGNAC1KN/6h4Ehxs0Ebk2oyovzSZURd5mRj66mh9XdUC0erkko5SXv54kB8V9/H1y59Y5zl6Fkr5M3sC5j7bmY9n2XrZ5c2xm2VfPCv25kv6Xt38reRv1i3sBlQNXJyOwThjVbQyNjDB5aTZr1MkbxGXpeTOZXro5D7oWIObNoHoDNEW5eA1MUbCeY3S8dUG1+8CVrpGTy2tGddMAryRtfSBAN16WkSgMjkn935a3vHw+OmmAygLMIsOtBbhZml5/SSsv4M3j7ZOnDOpxtKoiBLvl0MOB618BjOu0HES9b5sDArTVUL70cvTY/17/ynPdl1/xddLD2M0SPoO9uowyHwuw0qvC7yNV8x+LgmrvREusyy9X+NVrtzWeeTIFNIa6A1ckOwg/iWTJ8DMAhgA8UlSuFcdwNo7Nnvb3KhHY/HwKXI6mlaHN6Zp8hodvuawmRymnP4Yoo/OXAbmm/LhxkDRkPfJk5IFVpkjtdFmHqoSKLGsAACAASURBVEGrWzdXTief5x5yOTP5JR9dFh4UevOBt6+bbmj56OTRdvNymdx+5kPe/amKZtu1ZgbJwxk9HLjeDmBUp+UgGt62OaB3UW7W0T8Q7svvXBN2TMtrD6RmNqvMgKlMK7RrsV1vX/AoZeRlNXsqZcvqAHENjgyyrHauyedNlz5RBR/a1+bSV8nz0YLdbRyNBK4PAhgH4E+1850B/LyoXCuO4WYc29HvtVlP878vrwzkVLqxPoOaF6xUGXnTgkgZMBeNoObRsmWtHaxtTNCuzZhKlOEtd/51ZbHLpO2rKNLcOkJvH8mnjMFQZYLdXrYxtoN/bmDL9PWib5/mGXguVz3QHI9GDVPe6LS/TLlrAeXRa4ErgGNqx4UA7gFwIrt2TCdkGm62udfRizojd2VXqp8VmyZ8Gi1gaoS3L3/eyqG8MtmKK9fm1Cuj9N3kdY1G3mww9320/P6g1s/PlPMFzLKM5g/krbTzT9boQXQePV/dG52xljINdzQSuM6p/T4IYETt/1lF5VpxDCfjmKeIvWU8eXMd/tgNQrXgtcoS4bzgqahecuazyoyjfI+1zPsoZc65XAbuu5F6AKkpTBP0qoF9jlLO6OXP7qZGQwm2fDLJNE5L1kvOxtrGxpVD1k2VtcZHymxvhuHS9TkFpWa0Qel902hLWnZZpb7efq9eLkSe7AHNQw8GrgN5RydkGk62OcCPZs0ytWK2qht0KB/ozvOpytTfR8OUd2dGXV5ycN4qnxM4uz6CMhEhfAzf4LlW1sqv0OByuSvk9OsGRW1fBs0KKosnErqg03YQjQSutwBYDcC5SDZq+jGA+4rKteLoR+OoBYftUtp5gYQ3PSfo4WVUZcEUSl6grAbTyPiqCrIgELNHQP3Knssr/5fvSch3SbNZULb8GW5b2KOfpNYrr31NndKRWaGwTT4ZXJs8nEZ6raDL6aOp0tjZ17LfnKXAcP8vKs/b2aqTl4ec+dXT3evuuZRNy19m4KMIRTqgiooY5ravEL0WuGoHgBEA1ugU/360zf2OVumFejaNaYUs0ofIy1cPbeu3qn7PyS/9Ib7nhY9/Ee281W+Gh03XT8eRM0cWm59yjftnwicse1+MD+XjU23yp/gaf7VtOGyQ1Ek0Eri+o2YURwE4BMBR6NCGEMPFODoKoUAppg5zReXp0slfSpGXh6dlQZubV9soyPqF//0Hyct3bv7Vtpq3Ax47TZPTp0ytNilQ8KksloywrvEgWK1vrJSN4dSP8+IBu+xLbhtk1+VsrtV2cRZs++pqB3jS4Ir7kyOHvJbOVFv0ybnmtB2vg5TFuqeZXHmQ/DMeUGd6fTI1Ai3Y1urYLH79jF4NXAFcBmCNmo1+DMALAI7rhCzDxTYH1IdWLXt0/IAKfKqqRO+AtxLMVeGtrdjK4y3LmnQZdLp2EiKf3AfEN/Np20ofDTW9jD9j1cGtty8w1iYAJI80LYblLzn5fHIy/hrvvDpyNOPLGGV59RMaCVw3BLAKOx8DYEJRuVYc/W4ctYdPQ70PQd6IW5n8eWWKlLfDOxbbsucpr9hOz5NXbvXOAzieR1OuRcFjQteVSaunpSwFf21gwpFXUdKukdEDaWspcp4hYsbMV29u/CRvkx4j9iynVfIzmSwDjKLfvBl3XheRxoyXWwftXZVyvxp/SV+jq6WVQR1FWoZ+C4J7OHCdV/s9EMBZAEYjfA4nQKDXH1efPZaDwWl+Rd9naTl8kK/bXBucycHz5PH0yesb0OdlpM+hyaKnMVrC9+ADrdrguu9cG6zW6id9O62OXJai3X+9shlfq4SfWAZlfNh2IC+o5nlawbcb0EjgOgfASux8JQCzi8q14mimceyWGyNRNLqjlilZl3ppy6BLU17aNaOI7JlPuEomdsv66mYFnh4lpX0XVlvaoRkBbaZYjirKMrIOTptp7e6RxeTX3qGV5b31towNuYG69T+jKdLdYEypN9jhqauk4QsksxlVbVYcrLydpskoZ1Iz+bJ0rVwRrFFc0c6SjqynzF/EM9+JKidvQDF6OHB9pBasXgFgp9q1BzshSwhcO4vhoA8a9dnKBDNFPPK+suCjwe2ptBsyTx4/1z7Dypc/4O7KJGV1Noh07JXgH4vZ1pjZcKUN0v8Vn84avPfKAOdaEXxZ84J+za4XrsJqsG/2CoaGhtrKr5HAdZ5yLRjHEqi3M/seUO0hzs4b4180GmYFijEs5WQFCyxPWs4XYHF6Mbzy8mDSDkhsZSjTZRuoM51SXp8MinHiit5angu7XNYOentqPHiAnqR5ZNLagtNRymvGygoWebtA3CenHpTlS/+Hc92U4dfd8lm/AtylxHa7+mhofN22s9pR9BmtPTlfrbxdVv+/FWg1/eGAHg5cjwLwDwA3AYgAjAdwdydk6TXbPNxR9G3rRmjUC5+N479lUWbHW68cFf02LWhM/RXFzhfxlYFcSo/5QL58SV5Bz7JHdlnJ19RHo8Ppa5MCqv8TC5nh8pXtxv/X8hYF6bwOPtoqvzj/XhXJ2yxU7S/atTI0yvJ59c1X6cIHLqSPX/Rx+tat3ypVplloJHD9A4C92PlnAdxaVK4VRz8ZR9+onDe/41jXw6NcfhmgyWDLnMvRNqlQNfpWoMcVnqaQPYrVusZkcYLr2J0p5cGRaRNHDqk8mXx5dXQDNl1+jb43gHTuO6x86Yy2VMBw8xu5tPsh65/IL9vaDialjKYemaxunzPtItsnHQwRfYHTsQNZSVPUO87qYKULeTkNL13IPHDqZedHjqys32lEyH+d8/ClFZUPcNGrgas8asFrR77r2k+2uVdQNcBqiQx1iNAq/VTkU/l8rLIBiVY+L7CW9t9ZRcWuS1vkvBYkaLh+AqW2zRrw5jaeye+0VSy+yiBsnAxUrV/Ye27YPgVZPgWvjwxGOS9NXkPLtBGHb7fmsn2N+w5VIf2kamU7/wxreHPZm3TVX66iz834HK186sqEGLTRORvRufef21Y5Gglc/x3ATAB/BzAfwH0ANioq14qjn4yjb0Yn71rTeDPFYM7V4DDPgY7dDYK0PDIwsvh6DIFUgBzq6GYakOTwFgqc07PKSHkUBcsNRFaPTH5HLm6gYrfN+XJqGVxJOu47vO57Klld7IA+L0g25bUBEteAZXntUWGy/rfvDW9/2/hl9MR5+r8cEMiucTmsdhH1s3jAliG9N6xN3XaRfdg1nmXRwkc7oA70S+DayaOfbPNwQSv0kNcX4PasTsb6gKO+s6tvoLZINt81x4Yx211FdvO/5gMVvSsr0zRbbfEQPo9lf2Ff4z6EL8jUBgZ4HaTPosmt5TM8XF+Fb8joGyy2A1qbri2nqae8XqU7Fg1y6H3JX7absHzFcrr16VsJMWjNH6xJiEHrTFuHjrrpKLr/ufvbvkyYyG+bSxsmJJ/EWb1s/lYc/WocGw1i1eBPFCmjYE0Z5wV5RXGps4eedG2miysoLjMPsLTgzSczV/6cvqUMLUXuKqz8YNefzgNKh54mC+ToZpafz6DygFwaaKu9NOMUi7ZOD3Ly8naTbanVKaubfR+4geG8ZMDO68x3CrZkUfhkPFyeeenW/csp4zNkWX0gzsnpT/azrD+7sl2rPJtljC2vc1loOmS4IASuwTYHNIYy+qJ4t/b6dY7Uj1q6FozyX3mdy+VeK9bvlk0R/ou0g/Y1fQbTrqeon0pb8aO4PIyWHTQqMsXy1SV7gJnX0ebhBvyaT2jTdF+TquIXS19QaydrMiGn3/nSisr54F2iH1en5dCog8TQ0BDNfX4uHXPzMbT+mesTYtBq31+NDr7mYPrdX39Hy1Ysa1iuRlA5cAXwhdrvMdrhK1f2APBeALcDeBTJJhNHF5XpFeNYT4fOC17z05Lfqu+b+BSptkMsn2G0FJ7nYdMCMvmrGwI7GJQBLlfC7kypkEGW5cpc/M/5GsjZ5LwlsrIMl8H8ajv2OcpZGKjUWFj114yI6CMxrHugB4G8rKyX717IT9Lo7e7eB5uHb4OsTDaXtqGRBf+ijdi5FkzKgM+iIeqjtavz3o+ol/bIO88BtPax62fXN1+P5CX7+AS4CIHr8LHN/YxOPOOaHS9TplQ+YcPddNsG+Gj4ZJP+j281V3494OTl8riDzUp+4RdwH8XZNNKyEVl5PoAufRBJy+Zt55G+AIc2uG21h0gzPg7/35Izz2eR/kds9wX/plVZn/DBOxjA7ps2aGDySl/QkkHhW+Qzt+O5lXz/+vJf6ZQ7TqFNf7IpIQaNPmU07TV9L5rx8Ax6Y+kbrReoJOoJXA+v/Q5oh69c2QPAuwB8qPb/6gCeAPCBvDLdahzrCVSbyS9PIcsyWsDqUyAODSXN996GUcCO4vIoekt5SsULTz7odZGKnMsqeTqGQdITClMaUskvSxfyiHKSpzU4IPJLBW61DSvnbV9x7yUtI689Uky27Ok5U/RKndJ2ZjRsmnaeNC2Gk8dpY5BzZOk6LzevbXyE6KxtbZkymeHwkeW0cymHLbfCm/H30SPqnCHsJ/Rq4Ipkx/8jAKzVZLp9Y5uHC8r4IK30U6qQdnWaXtjWlc2RQws6pBw++17EVws21bzcBoMs+y/9nUwGVlbxE9J8nA6jb/GFzTejK22q1h7kyJrJY2yX7rs4K/lE3eV94HXytae0x7KdpfySpswrZeBtKCd1ivqErItWrt6Z23qwYPECOmfmOfThCz6ctvuO/29HOn/O+fTyGy+3RYaqqCdwPb32+5++PM08AFwHYLe8PMPNOGoPU5VOzpVvVX4yAJIzkPIaf9Ddpa5CuUqlKZSKbxktT/Px0Pjwujn1gJBfMwSxO8In5fHWH8oGUbEdaJr/nc0RxP8yOOWBDTcmpt24LNryJdMeVjtzY5LSJPt/2Pm5LJZMtXzue7nKfWK/lhys62qzrXZZeUCVm9PkaVow69Bz6pTlt/sI5ULyce+Hvx0dWrHOrEiGgAQ9HLhuBOB7AP4K4HIAnwAQtYBPsM19jlbrCq7PyvLV9HBReTVQEPbGd43I90k5T3AY2wGQPE/zW+UzPjJ4NTS0X7kvBbf3ThqTjafxoN3yoyxb7/otad1g1zuz57KNyKqbWi+49XQDaT2vcx8UHpofZdlWRt/i4fQn+9DusyorSP21aCt2u1wwXD7/62+9ThfPu5g+eeknaeTgSEIM2vJnW9Lp95xOf1/490JenUY9getDSL4R94AvT7MOABOQbP60Rl6+fjaOWQf3d0QZnNjl7QdJXs/r4EUPkFFMkp4zgymUj1wuo41yaYqfK1Upj+TDlSUP/pzgSyryKgdT2KYNZLDK74uz1Fooe37N5OcBpi94lvdd1o0bEC6zO4vrGhfZLpY8vIzFww4mTV1MHieoh2080/yq7GTR5/c4fVZiHszbxiXrt/Yh+fnyuf2e1V01bnDoSkij5hv99z3LOs3c5Mr5hiN6NXA1B4ARAPZC8mmc+QAGAYxtEu1hb5urohuetTw/ws2r/++j6QtC64V/CSvTxcxWSpkcvc9tp7Ad5n/rN4Zenv1qAa0GzTZk9XHtayqntL2sHax6srq5dYBVT95Gul9EKn9ph52Bd0i/w+4X9jk/5CaIwoeS7S7ajKfJYN29D8oMr7HPzKZqdfTbeVsWLo+83448BeWaibeXv03XP3Y97X/l/jTmu2MIMWj82ePpxFtOpIcWPNQyvq1APYHrNACvAVgO4HV2LALwuq9c1QPJpk9zAXzOk344kiVRczbYYINWt1PLUcWgtBK2Ui9QxrGtYNLyTMlxulY5lubMKnIlqRgLR0lLxcvkMvRl0CfLq3S4knPqR7bBEGXToImla9ccZc/4umUzGdSRUWFcbCXu3hcjix2ACuPlaX+tvjJQ5PdKBpbp/0Y2ZhTMoc1eWrR5nUBuOyh1sq6B7OvivkhZM3ldh8HUkcvovsdE1mHycsj07JqUg/1vtSe1DK2k3Y3o5cAVwJYAzgbwOIBzAGwL4Fgo31+vg/awss3DFc163qv6NjK7tqLEsiXMnjnpQnebX1mmTADqBCOMty2b7UOp8rNyjn2Xdt2ym5ncjo/jk8dqI+knZNfc1V3M1qY2FSk/dXWbpC/SOH25komn2bKSTZvbaUZftq30gww/bcIk18/h95PdE54nk9l/n3m9ykD2TYky11cMraC7/3Y3fe2Gr9HY08cSYtC408fR12/8Ot3zt3toxdCKXBnK7hjcyoBb5dfA53CuK8pT74FkRvd3KLnZ03AZ1S3qHIWBJvx5XEfYVkJFfHyjV1oQ7CgJ2OfmWh5fn3xOsBdD/5+Vd5bNCsWbXmPXJT9tZtSZMRWKzlyXs5NSLl4fns7lcZf+CiOn5Pe1pSOv0zdEvaVxsfqCJoN7nyw6MW8LYrTtX5e//1CDaiGzfd0+rHZn17I2tPuplDO7LmnqdOz+YLeFgWk3Wd6XXyIvzc5XnLGqc9oL6NXAtRZU3grgAAAri7SrG6QdbHOfITdYK3isHRst7EV5GXQ5ytBS/QBhd/JouSuA9Dxc32o2Ucqj5xOvACFn5Rm3o7FbR6f+sV1/GURKf0LafDsf2X6TZVNg82X81fJQXuGKJW+7HZ00SJ/E9YFkO8s0zRbzeyR9F3n/fXD9KfceammSj7yHWh4NmmwPLXjIaq8x3x1D/3Xlf9ENj99Aby9/O5fe24vfpkeufISuOuAqOn/r89Pgtd3BaR7qDlxbdSD5WPrFAH5Utkw3GseXXnqJJk6cSBMnTqR1112X1l9//fT87bfzOw6HpkRPOukkuu2220qUdR9YTtOX7pNDBlzmf64E5HJeqWSsWUBDTyhlqQTltZRv7NLgMqiKkivEWA+i5K9laAQ/rqSdICy2DZVRwFowKunLtnRnLDP5NZ6uIbHzW0YqbVP3s0H2fffzl/Sk8k7qbt83yYMb8iw/iWt2u6Z5LHpCXtj91Jxr/Vfy5dfkCLFdx6yu/Hmx6q3KodPTznlbanyl8dTK++gGuOjhwPV9LaLbF7a5X1B1sCg/QM1Lq8TGS1fqzzRP7DLgOjpPxrxAWfo3UncamTRZXBtin6f0LFsEK80rh6ivFRDHLi1ZlgeavA18eSxbI20vzyv+12RTbXYsZIkZ35j/2jzkLLGUXxv0l/fI8kU5X6f9yCmf0bDvhWwbXi/e3ikNlibvmS/YqycILCqDNUGn3X0abfG/WxBi0MjBkfSpSz9Flzx4CS16e1Fu+TdeeYPmXTSPpn92On13le9SjJhOH3c6XfvFa2npkqWVZW01KgeuAO6p/S4CWyKMJi0VBrB9rUP+GcC82vHpvDLdbhwHBgZo2rRpzvWhoSFasSKbqi8XQOY8JIpirPLgaIFHXmd3Zu1iLVDSFE5G21sfS6EJpSsVilBuUjl78wkFxZWwvbwkq5cTFCM7vDII2nkBphU4cuUf63m9dEE6L2ZweNtqgTM3HqqBY/RMXh5gW32K04KcoebGN3Na7HPb8ZGBrOxPtuGEoCvPbcfEkieGkI23T5bXGlgAOf/7yvNf+X9Wp+x5k8+Lkx8u/yIeElUd4n5FrwWu8HyiDs37VF3f2eZ+Q6OPblWHuoquqKp3jJ6XcvnomPJyUJ2f87waHe06H1zm17gts2gYe8TtuLwWSx9G5Gd1cW2RtN+232WVY2XUwC+G1U6aD8PzWvJa9Bm92Kar+Q+q/wIhk6ivbdPJ5SlkkvfLN2vK/V7tvmvXrL7E+PP2lf3BanvPc1b1+XtpyUt03uzzaIdf7pDW4SMXfIR+cv9PVPk5/deff51m/2w2XbzbxXTKqFMoRkxnvvtMuunIm+iZ25+hFcvylxF3EpUD1248ut048sD1ySefpM0335y++tWv0qRJk+i5556jSy65hD74wQ/S5ptvTieeeCIRES1btozWXHNNmjp1Km211Va06667pg/LgQceSNdccw0REc2cOZM+/OEP05ZbbklTpkyhJUuWEPBnmjx5Mk2cOJG22GILeuqpp4iI2MOeKUkJqUiIyFI6CR1YD3tKM/YoP2Q0OL30/1gP+ky6nAWVZeR1TtdRuOKQgakvn1SoeYFyHj8Z4HtnbGHLp81qyra2Rx6z4I7TNPfPnVm175X3vsPuIzLwzLv3zugsMpp2QCuNKjfqtqHghwweDXj/lGV4fjeoZc+EuObIH2dy8n5rPVeaTOo19uyx/3k+6zxW8sTCeBaka5DylUE/Bb09GLgO5B2dkKnbbXOvopses0Z0hE9feB37AmY80DK//H/tmhswK/6HY5MEzdi2qXIW0JKN2Ucid8WUNcsJWNelT2P7a35/R5blwTiXWfVZuP2Ghy+zydaEhuDP+Zn6+QbhZR34dUsGlibvqy/g5vcmb9bY6V9CBg2yrOGZR7eIHseSpUsIMWjPy/ak0aeMJsSgTX+yKZ1656n01CtP5dJ65elX6CO7f4Qu/OiFFEdJm5/z/nPoD8f/gZ67/zkaWlHundZOo3LgCmBs3uEr18qj242jDFyjKKJZs2YREdH8+fNp/Pjx9K9//YuWLl1KO+64I91www20bNkyAkCXX345ERF95zvfoaOPPpqIkofnmmuuoTfffJMmTJhAc+fOJSKihQsX0vLly+lrX/saXX755QSA3nrrLXrzzTcdmTTF6z5wfqWbpnsUB0+38gp6KU1JixkKr0JVlLoWOGvyW+VAdppUNKoCF/WPXeMgjZNdP1lfW3apzOU90tpFlrfllvfLpZdeE/Jzo8Xl4TIm95ise5fWG67cPOC18lhyZDRtw2ZfT89lXZkcNk1YZex7I3krfJA5a3oabNq18+y5sGnYzyWXFdY187/9qxlXO5+PD/8NcNFrgWsiMkYC+J9Oy2GObrfN/YQ8h7ow4GuiItCCQTVfavtK0lXqJ69ZNsxDWAY0aTmmUy2/hdkmInelmWPjkNXLtXmuT5Hxh8Xf8c1iuLJZaVmb8EFrnpbS43QsOwW7Lj7ZeR1jKYftN5g289VfD87tzZqcOrL7K/PINnPqLe+9midrF3N/LF4gq72MTHngye7AQU65GLRsxTK6+cmb6aCrD6LVvr8aIQatf+b6dOzvjqUHnn/Au4nS0NAQLXh4Ad1xyh103qTz0vtw3qTzaMedd6QFDy8ovQFTN6GewPUZAE/XfuXxtK9cK48i43j0b4+mnf7fTk09jv7t0aUbWQauG220UZp25ZVX0mGHHZaen3feeXTccccRvgMaNWpUupQYeJy23nrr9IG55ppr6IEHHqAdd9yxlp71/IsvvpiADxJwOgFPOvLYClsqfjh51HJMeco0NUiDDBDcclrAZykiQaNoltbIoo3MlZm91UYpZb20GVEZRGo0ygSdmixW8Cbolh61FcbdCpLZ/dLaQRogbaBAM0KZohezqhD3CLDTFf4ZTdvASYfBras0ONzRkf8X50naNvvVDJ71jMA+svTsmbIGEZT82S+c8s7zCv1ce7bz6AxX9GLgmoiN2zstgzlC4Nod8D3zddPzKAt9IM127lWbz9KT3yL+fp78VK56UWlJeSx5mV4Xutiyr8w2peUsO6HPyNp03O+42jSZTWJ5TB2cfMIG+/wK6XukNGJY+fj/Rm6fH+bziywbp1zjdXEH39kv7DLcZ0hpyPyCvtUnkbWl0z9ybC6/37wP8QmRPDgTJ6zM0NAQzZw/k4686UhaZ9o6hBi05g/WJMSg256+jZavWK7SHBoaoufuf47+cMIf6NyNz03v74XbXUj3nnEvvfLUK8WCdTkqB67deLQrcEWMugNX0+mffPJJmjhxYpp2xRVXqIHrsmXLaPTo0Wm5xx9/nCZPnkwA0RbYggDQ3LlzaaeddlJ5PvnkkwSAJkyYQHfeeScR6cZLvZYq6+wBl0rfUQJMQaTKz1EeWVmpML1KS1PCOQcRqYpZC8S039wAVlHkWlDlC1rz6m63Y5ZPC4Z9QWoubYhfpS7e67BlUXkwQ+3cT6sPeAwY73OwjbgcQLDS4Qm8hUx8ZNMcdl8XvwqfLL+2pNl9hnh/tp8tm3/ec5h3Lp9FX15ZjjtKWZ7MkAck6OHA9XsAfgJgBwAfMkcnZAmBa/tQz/Or6Y5W8nWDTHEe6+kyoOWBBy+bJ4uj77idAvNPYM+0ZXbEzaPZ/bScsHHegFHaRLg22cqX2hDdZnN7ZdVV/MoBYy4D9+HsfCJg520Yu/JI30itU458bnAq/UtlVRe7N1xO2b+ye2/ff63/+c/dvsfp+qClpW007jGKEdO///jf03bYZ8Y+dPVfrqa3lr2lyrJi2Qp65vZn6KYjb6Kz3nMWxYjplFGn0MW7XUyzfzabXn/+db8wPYiGAlcAnwNwFoAzAfxHmTKtOLrdOMoZVx64zp8/nyZMmEAvvfRSsjx4AujGG29MlwpfccUVKY2pU6cSUfaO61tvvUUTJkxIO/Brr71Gy5cvFwoOdO6551ry+IyV6gArikbLKxW4VFJZPl158P95MGJdV2hzmXzKUQ98/IYkLyjkPH3Bqy94dILhHAMh5VZ5Ay4fuHl4cCjb1WdEJH2enxsxHuw5sksZDH1udOGOMssA0w5K3WtWECkNOjfyYAGnr5+kjomkI41cxittG8vJUd4FjpW8HqPJnwvpDFnPUo7RleDyBhSjhwPX25Xjtk7I0u22OaA6fDqkSLU4wVSqU+GkE5HQu7Y+tANOPTDxy5HRM7o1vR7rMkl+mXyZnbACutSO2DbEG4xK+yhtMuNh+HDbb+RRA9E4qysP7Lx+Aiujye8Oiiu78Xrqqw0wqz5Pjn120uHnx22y7Df83qv9hNUvvZ9pedmnbHk4rzL4x+v/oLPuO4u2Pn9rQgyK4oh2uWgX+uUDv6SFby5Uyyx7axk98Zsn6LovXUc/XPuHFCOm767yXZr+2ek076J59MbLb1SSoV60g4fDs4HvuP4vgN8DOKx23Azgp0XlWnF0u3HMC1yJakt71wFtvvnmdMIJJxBRtjnTiSeeSFtttRXtsssuunPt4AAAIABJREFUhG8mHYRvzvTHP/6RpkyZQltuuSVtu+22tGTJEjr11FPpAx/4AE2cOJE+9alP0auvvqrKpQWhtnEhNT1VVDkKTSpxqVwMfduZdxVWniLU0hyFHAvZ4Cpen+KUQSiROwvoC2x9QaqqxJW2cxW2ZjD0a7bSVowZvwdKG6T3V9KHHYzxg5dzAtFU+Wd5LaPC7qvNn5clu468LLQZ1ex/N42E/AoflpfL4vZr+8jSXIPn9COWZjsLttz2M8v+r8kp021Z1Ee/MC3AbxzD0T+2eTii3sCzsHyqv+x0GSBowSjXx2pabKdL+tzWcXpGLm5jZF253eFlZfBh2SZB0wr0WB14mj0YndkaPaBktojzYr+y3togti8IdG2u4stA4cfLKL9OQArpQyh+ipQtzUvWr88PkvdY62ecb5Zu2155/7V+wfs57z/mPsj7ze8jz09EtPDNhfTLB35JOHgXiuKIEIO2Pn9rOuu+s+gfr//D6edERG8vepse/vXDdOX+V9L3V/8+xYjpB2v8gK464Cp65IpH6O1F5T+12ctoJHB9BEDEzkcAeKSoXCuOfjSOJnDVIB+kspBGwXkADV35gOco59RQxCyA4EpKUVSSppqfyaDmFcpOKl35P6+XpijzlHIeHy5rUTktzVcX2S5anfJoeoNcZPfPF6g7Rt4qbxsl1VjxdmaG1bpm3XNy7rtubInJT+45o+fws/LCQ4dcmSQNh5797PDnQxpO/pxlz5I4Z/z5c5XVST7TrizqM63IGZCPXg5cAXwGwDcBnGyOTsjRj7a5E3Cf+/Y+yHn83AC0DvpxuUJa8GoHqOwcdhmuczX+3HaZfDIATvlY9qvAj2H2ksgd/HWCTsM3pedubqQGn8JmFvo1Gm+ZzyML9ye8wa4il5NXkTnXj/HUhd9n6ZNaba70M2swmd3DlKYoJ2lIX9nqq9Y50VvL3qKr/3I17TNjH1r51JUJMdIlwY/96zG3YxLRmG+OoT/9359o+l7T6dSVT6UYMf1w7R/SdV++jjY6cCMa+e2RXnnyIAeUWoEXXniBrrjiCjr66KNphx12oOXL9fdyq6KRwPVqAOPZ+XgA04vKteLoJ+NoOp0WuHJl5ysnla1Jsx5uj5GQs1ycr1deRTlzpZLyFAowu+7OVKayxLpilYrPG7jyenOj4lF+cuRRDyL1JTq+NrDkiV3aedd9gaWVBpc+N0q+spaChzDc0mCwdOe6cv9MG2n3x9x3zXjn3W+LJsiqoxrAG5o8v+wb7F7Kshk/ch2HtD+7AzdZ37YdKu64aI4XpyeNHX829efd+3g6fCTdAD96NXAFcB6AiwHMR/IpnIcAXNgJWfrJNrcSeTa2l+HquuI8BlqwwfWhKWvrRTvdsnFMH2t2IqUXw87LdC2/ltnAzKZJ22pousGp6xP5/Bdf8ObzZ6Tcqj1lNqkoePTzJpWm5qtx26nlse4L7Do7PhXs4F+2qZvfpm/bbLhyWHbSvv+278ryyHqwPrl8xXK67enb6EvXfSndXMkcM+fPVHf1ff3512nW/86ii3e9mAZHDlKMmM56z1l001E30TN32N9Y1QLQIn3SCn0zNDREjz32GF1wwQV06KGH0kYbbZS235gxY2jnnXemBQsWNIVXI4HrnQDeAHBH7VgC4BYA1wO4vqh8M49uN471OIny4fGl20odel7xIGmBrbwuO7ZdPntwtcDMUSZSSYpfGVQR6d82c5SupohLKFBf2XqDyDzeWh1k4KQZE69RgV4/aTSzX/1bbd725fcGejtK46G2kXXfySqX9p9YkYc5AU47GzpgRyz4mCPNl/0v28Xqy4pslnMhjTQvY+Xlz5P7bVmXR/a/9tyaZ0E+g/JZzNMLWj4JzfgNd/Rw4Ppn8bsagN93QpZut839glY4oiltQVrqCp9eyVE3ufrGq8Ni7qe4ZXiQYvhrAaIMjKRtNLy4XpZBoGbzXPuu20BDX7OXjs0X56rdhj/d5yM5fJU8ln2T1622I0sWGVT6/AfV/ntkypUfNi8rMJXtj8wu834l+Toy1+pp6ij7qsTQ0BA98PwDhN2PpXef+e6U5sHXHEyIk8/byLIv//VlunfavXTBRy5I63HuxufSLSfeQv+Y/Y9Sn63Js/HNxtKlS2nWrFl05pln0t57703vfOc703sxbtw4+uxnP0tnnHEGzZw5k5YuXdpU3o0ErjvlHUXlm3n0k3Gs0vG4Ys4r7waqtV/2IPvymHxpfvG/DHZVA6IqxHxl7As884yPU0ZRRHkBsWaItADUJ5Msb+ruoycNnWoAcxR3UdCspRW1BzcsTjAs5FDbmv9q9yTOHAAZvGZGiCw50v7J5JKBo06PssOqm1tOOgBpGdh1sWWR1+1niV/jxlR7Tnmwa5I0586k8fy+557zKwPOO8BvHLv9AHB/7XcmgPUBrIzku2htl6WfbHMvoJHnlz//ZfyQTAfZukjm8Q3M+WRwrjFbqsnH/Q1HRwvbYNLcAVXXLmkBlOHtBmmk5ue63JJF2ippV6HIHrt2X+b3+0v65pVFvoSWn7dbru8m2rEyH3EPtLK8j8nAlbc1v271mxj2fTQ8a9cMHR6wct6yjz71ylOEHUE4Iskz+pTRSdnNLyeMtvvY0NAQLXhoAd0xeAf9bOLPUj7nbXUe3XnqnfROvJOGhoZU2YtQNX8ZLFq0iP7whz/QwMAAffzjH6dVV101bav3ve99dPDBB9PPf/5zevTRR1v+bdi6A9c0I7AGgLHmKFuumUenjGOzRzc05S4DQyctfXhJzceVvkbbGnlS6sOVOlf4HG4Q5s7GcWUtlZkVIHBFIpSxVEo+pa0FvtzQ+JStLFsmqJVK1BcQagFcEX356yvvK6fJq7WFpvj5ffC1tWagfO3nGD0PT7+x5PfRv4N0oYEFscOVRwbEWQAKkZ+E42OeITuvucb7bJavYEYW2jNPFu1uQLP1oIbly4kefpjol78kmjmz5eyIyG8cu/0A8B0A/wZgHwAvAngBwKmdkCUEro1Be7R8g16V6Mb5ZcoFrhX4wfZTfL5G3rnP95C60hn8ZLbZ0LXkYTaR89b8CjUNbl7LRnDbxWRR7TqEL8Fo+3ydPB9DlUuULbS9Cp8iW51rn2U6dB/MRye9z/yemHsOPZ33F8sOi7YztHy+lrwvREQLFi9I8n3Jznve7PMIY16y+EcnRzR/5nza9aO70jkbnZPwjWI6bIPD6L6z7qNXnn7FkbnoWc1D0TOVhxdffJGuuuoqmjp1Kk2ePJlGjhxJACiKIpo0aRIdeeSRNGPGDHruuefqlq9e1B24AjgcwAIAzwJ4GsAzAJ4uKteKY7gZR6n0HaULN2+m1Emcw7rmKO8YFi1NkcoHmRsOGdzwwFOeW0GsR2lqyjAvSJWKtihoLXvNd14UMBYFqz46vjprRkQrp7aJYjDyjJRPLknTew/hr7PPONv9glQ5Mxrk5OOODadj0YRHXskT2TNizrkBlH3fpKdloRhF2KOj6bMofn3Pvkw313zlfde6DfPnE111FdHxxxPtvDPR6qtn9TrmmPbI0KuBKz+QzLau2Sn+w802dxJVnuu8wLQZA1G+ILBMPgOpW01+69zQhggsY/vc8i3AdTXX5xD6PfvfTldoxvqR8HG/OS6DNp/9KfIpfP6RZsuLfCtu07zlc/JyHla7Q5EHpPLQ8lntrrSXWkfW5pKeufdp//DkMfeO37f0msl/4Kdo5OBIQgza8mdbEmLQ3xb+Lc1HRDQCI2gCnqbf/H+/oTPffSbFSL6xesnul9Ds82bTaseuVuqZ0p4ZzkdLK4uhoSF64okn6Je//CV98YtfpPe///1p/19llVVop512om9961t0880308KF+ud52olGAtcnAaxdlK8dRz8bR678rOtc4Xv6qq8Tu448rPy2E57xl0qfyP2mmh0s+JWqpvBSnjlK2Bu0MKVcJgCU5coEkF4lXCCnz+hIhV0v/6J2yTMQecbOZyjzRiR140xuWwjD49xHkMUvO8grs03D41yY8iDnGdCcFWmgzbk74EOWfNkzI7bFF4f9XPIDVh5jNB1aMTfGrl5ohhPaarz2GtEttxB9//tE//EfROuvn9Vv9GiibbYhOuIIoosuInrsMaIVK4ppNgO9GrgCWBXJrOsvaufvB7BHJ2TpZ9sckCA/CHb1YlE5rk/5NV5G2glXP2Y6n/Pjh5FP+kE+u2z5KexXC/5sGbU8EHbJYwdZPTVfwueHVPExfHX1+S2qfRVlivyFvPbV2qvQh5PtKmVjbWnusU8meR/TPjFiKd3w+A1Wvg3O3oBO+MMJ9NCChyzao741ih6/4XG69rBr6fRxp1OMmL475rt0+d6X07yL59EqeMN5BrRnRPb/Ksgrs2zZMpo9ezadffbZtM8++9C6666b9tWxY8fSXnvtRT/84Q/pj3/8I739dvd9YqeRwPVmAKsW5WvH0Y/GsYy/meewWvmUDuzLw5VSlldX2AZ2wKErYpPPyi8UjDQgjvJWykjF5lO+eYFknpLOC/CK+Oed5/EtouWkw21H539jDJAjs0LHGXXOqX9Re/nuuzRWmiHT/ufy2YMm7i7Adhswh8VjgDV6ltGulTNH2q8h8rDz7Fkl1r/tZ7KeQFM6aJyPHGji6Z3A228TzZlD9NOfEh1yCNFmmxFFUSbvxhsTfeELROecQ3T//URvvdUZOYn8xrHbDwAzkHwK5+Ha+RgA8zohSz/a5uEIS58puqOsPtH0kTMwmeZx/RCizC9Ir7PzTEbFRjC9bMpZ/gL0WUBpm1yacHj6fABpYzVfSbOfapAl+OUGbrFSB0lPSfPZds23K5RXyKANXsu24O1m/tf4aYMO8p5a9tvqM1lbpjRMuQiEDe5O/v/muNov6Gs3fI3u/tvd1r146/W36OEZD1uyn7DyCRQjpr9c9Rd6e/HbVr19z5lpUx94m/swNET0+ONEv/gF0YwZRIsXL6Zbb72V4jimXXfdld7xjnek9Z4wYQJ94QtfoPPPP58eeeQRWtGukeEG0EjguhWAeQDOB3COOYrKteLoV+PoOJuqcwr7XCh6c24ZBPbw8rLmQZCGI6XBHnapiE15VXmyc3/QJDcwIEuR+JSm10AUKH5feZ98jaTlyZgnV56hUZW7r21zjJcmC2//PMPoMzL8njr1hDxXjJCsMzJ+2sBI5vDkGClFBu4o8f/1/pjx4DSzaxlP+ezYxjJz/uTzzNtEPs/cYTQ0eLky8DmdrcLQENGTTxL96ldERx1F9OEPE628ctaG66xDtOeeRKeeSvS73xG98kr7ZCuDHg5c59R+/8SuPdgJWfrVNvcL6hko02jYQYD0S4RP4mFpBUE1PazyYvaHiGydy665Ol34I3D9CxlASd/FsVmCdpG9Vf0SuOc+m27ZL85foyvyFvoksOWt4u+UOdfaxdc2vja38gGqrNLGc7vqa9O0/9TSHlrwkMV/zHfH0P5X7p+m8z47CZPosj0vS+l9A9Po+q9cTzFiWv529t1Sw4fzdPo3y1MFy5cTzZuXDPjuuy/RO9/5z1qdj6E119zGej914sSJhBg0ffp0mj9/fl38Oo1GAtdZAM4CcBiAQ8xRVK4Vx3Ayjr4Ob+VhWaQznfzya/ZDyx96yY873g5tUVZTmsbA8aDGUipwlVGeAsxTrmWu+5So71fSaFTBa8aqiuy+9CpyFbWnRrMUfdOfFGNo7rV6X2E7LnlGTauTZsiz/mf3MdewKf3N5IcwnuDPE1lyW3xAypE9UxZv2INHhg/nx5857ZmXjiHg5vOly7xV8c9/Et14I9HJJxN94hNEa62V8Vt1VaIddyT6xjeIfv1romefTQLbbkYPB673IZllfaB2/u8AZnVCluFkm7sRVQNTX36pNxoB16kGqd4Tus3SozHUfKnui+HoU3Od+zuWH8LskaTByxq+3DYZejKY0u1hvv2UEwCanfPaZug0fXY/z6fS/IE8OTS76aPno++112mb5n+GyB0Md/0qzb+y7qMi08jBkYQDQZc8eInDZxtsQxd9/CI6GSendH879bf07F3PUnRy5Nhh9Tmo9TEjQ14eiaVLif74R6LTTyf69KeHaPXV/0rA/xHwJRo1apO0j6+00sq0ww470EknnUQ33XQTvfrqq/lC9QgaCVzvK8rTrqNVxnHhmwvpzy/+mZYub+43iMrCPCzWNfD/9TRfZ5dlfP/za6oiYko+5elRzDwIJtJmxPwKRVOSeQrXF5RpSrtKcOdT/r7gqchwlM1bRKOo7mXr5zNmPppeo5FjQPPaUtJLaOnGJLcO0OQTGzF5jSPjCx6Ewi4PRgfEjizd5DfPpKGb0c/ai8OWx81neHH9INO5LsieTa86qBtLlhDdfTfRmWcS7bcf0YQJGc8RI4gmTiT6yleSpUoPPki0bFnzZWg1ejhw3Q3Jd9b/BeBXSDZQ/FgnZAmBa3uQZ/PbyZMHA/xaIS3Yvk6mU2Glc31t9LCRRepmIuXzNpyGz/bEwseJYelux4bA/fX5CHnXy/odef6Iz98ptONKWpFfpdrRgrQi38THM8+3ce6dPLj9ZH02RkwYAzp/zvmEQxmfL4HOvf9cwjsyGmMxlmLE9CVcYMl7y0m30LsOfxcBQ46ddZ4D1lerwPJFYqKdd15Oq6wyl4AfE/CfNGrUu9L0NddciwDQaaedRvfeey+91cl3bVqIRgLX7yHZWfhd6KPP4fDOdsUjVxBi0EqnrkRbnbcVHXbtYfSjP/6Ibn/mdnrljfLr2qqOeqblCjq4rdSVa1ypl3xoMocb3muSrsbLUS4Q1+EqyFxlDj2taqBUZCTyylU1NEVGqIxBq0LTp/jzzssYtVJtwIx2KUMjDRt0w8b7mMVHpGl5rTqjpCyMj+0okb8s3GckoZEZS/N/1l68TOaoZc8zrHLeQaqcx7lOteNg+XKiP/+Z6IILiA4/nGjSJKKRIzO5x48n+vznic44g+iuu4gWL24O306jVwPXRHSMA/AZAHugg5sohsC1uajXl6iHVt7ANj910zJ961xnOk3S4zrU0YXM90h1XwynvG1TXN3r9Udim4fmd2S0hL1i/1v2zLIfun312eg8n0eW8f2v2Sqfzddo+MqU4ecr49hZ01YK3TKy5tl0fi3tJ6b85iDsD8J3kvNNf7Jp8v3VWp8aGhqiFx98kW4fuJ2+jq9bsuyAHWjtI9a2+wzspe6y7/ueFSOj/H/hQqLf/CahO2XKEho58nYCTiFgdxoxYnWrfx144IGEGPTQQw9Vej+VPz+9Bp9tjpI0P6Ioeka5TET0vtyCLcDkyZNpzpw5Taf7wqIXcPuzt+PBFx/EvAXzMO/Fefjnkn+m6RusuQEmrTcJE9edmP5uuNaGGBGNaJh3FNVUZGG+yDgqiKIIiAEaIDdtsJZGbprBYDSIARpwaKe/gxHiOAYAxHEMGkjS4tofYqQ8osEoSRdlzP/yPI5jJM/toH1N+QWAGANp3jiOMxlyIHn78vjk1fIUlS/i5yufx6OsnHl5k/YGELuylWn/Ir4++bT7pdKIYaVzma1ytTogJiCOLFpWOqNr6mzJhBiJHRhEjAGLFk+T7RFjAEAEIOFv5EhsM2r/G+ZUy4uUrqFtyphHMooymuZ5NteTZxJqGkCO3jC6pIxOIQLmzwdmzcqOOXOAJUuS9H/7N2DKFGDbbZPfbbYBzlvP1hv9giiK5hLR5E7LURZRFE0gomdz0iMA7yai59olU6tscwBSG2tdE8943jMvfQefzyf9gML8xvZHRtcleo/nN/5IjNiyCcZ34Drb5DH+BNf5MRLdw/0QzVcBYPkr/HqNScon0d2ZDKl9iLO8vF7chmq/eddS9rXzARpI6lhAy0k3bcLqUiSH5G/ZWXHdl1erg8aniIZKs1Ynn+/gq5u066YtACD+jxiYpMgbA0MrhnDKyFOw3XHb4b5p9wEACISoZrOPfvZorPV/a4H7GrzvSRuoPXv8Gve3oyjClVcS7roLOGdsBMTXArgbUXQPgLkgWo4oirDZZh/ETjttjx122AEf/ehHscEGG2A4wmebCwPXbkI7jeOLi19MAtkX5+HBBQ/iwQUP4rGXHsMQDQEAVl9pdWy57pZZMLveRHxwnQ9i1dGr1sVPMxB5RsOkG/DAlQYIg9FgqtzT/DVFiRipU5w60CwATQNilp8bGAux+DWnioL0KUCHpEeh+hRknqL3KTufjD558oxAlTKNoh5ZytLjBoMbcx992X4+o1KebxJI+vhahgnsWszyO8Fodm7JGQt6irGMjcEaZAEqABOk2s4XpbI7QS0ilje7loAFvjBOV/nBLGNINeeWY+FCYPZsO1B98cUkbaWVgK22SoLUc8ZGeOIAwkYbJcZ3OKAHA9crAIwAcB2AuUiWCq8CYCMAOwPYBcAAEf2hXTKFwLU9KPIJyuQ3fkMWnMIaSCsxmeEEtlL/lAl+5UAbD+S475L6OTHsoBZI9d9gZA9um/zJLxsoZ+XS3xipPZA20GcvjJypvDn2T7ObvvKa3SxjX32/Gg2Ntg9lZJLXffytc8Tgts/4rKrMyO6pZqcBAL8AsMVRwIfPsWW66FbgkF0wYsUIjP/beGz26GbY9LFNscaiNTBi9AgMLRvCHufvgRu/eiNiDIAIVl/iQaqRj9fbyK0N6EaDEZ49lHD33cCddxIueM+Imuz/QBTdA6JHTWNgu99vjx133B6rnLaK1feHO3y2udSUYRRFH4yi6PNRFB1sjuaL2F1Yb7X18ImNPoHjtz8el+1zGR7570ew+MTFmP2V2fjFnr/AIRMPwYhoBC596FIcfuPh2PaCbbH6D1bHZj/dDPtfuT9Ou+c0/PbJ3+KFRS+AyH0oI+kVxooQsSdvDWbaPKWZjoDC6fyD0WBiWGLGK44yueIsD5eVBshSGuaa7cgjNSo+RVikyOQ1aSRMuk8hSxqaUvWV08oX5c1T9j5ZZXq9KGMorPysLfPug2UUKhjjvPbx0VHLy6AVdj7Tz6zrseAP27hwmj7eGfmBmjkcYM8ekDo+GEQy8p48R1kgWpuljZE9F2Y0n81AJM9NlBhqysoRJWm24wfrOYwiNpBUAxHVRoKzgDfJG2HWLOAnP0nKbbopsNZawO67A9/+NvDEE8n/P/1pEswuWgTMnAn8+McJnfe/f/gErb0IIvpPJN9v3QTATwHcjSSI/TKAxwF8vJ1Ba0B5SD+gKqo6tCa/ZdOF38BXh/BgViKKolqQSU5+M8sZRVFNTxGj4Q6em2DVyGV8F64DB6PB5HpNV6a+TRwn/gYl/oYZwDO+irF3qb+DyNb76Y8d/Fi/MZwypWwYo2PRxICTJmn57GQeL42WTyatjCNnXh08tjOvTl4ZYwBxBDOgYIJFTW7Z5/n9SfEVYKWPnpekb5ZcH7VsFDb+8Nfx2Ws/ix/89Ac45OJDMGX2FDz3nudw1eeuwnH/PA5xHGPyVycn/ac2eGL6BJ8VB5JZ8gEaSP1c0+fT2dTB5Pn4xS+AAw9cgfXO+xP+b8IgDjpoP1x44XtS32W11X6NT3xiQwA/wN133403j38T9957N1Y5bZWEftHA0WAwzoWBaxRFAwDOrR07A/ghgL1aLFdXYszoMZi8/mR8+UNfxrmfPhd3HXYXFh6/EE8f9TSu/vzV+M6O38Em4zbB/f+4HyfeeiI+fdmnsf5Z62PdM9bFvRffi+N+fxwu/fOlePifD2Pp8qUWbXvJDVJnFDCzo/7OajnGSWknj3nIichyco3iJ0qUfjQYpcsiEjnEUpy4ZmxMQIDYcuR9yor/atcc5Qddmfto8/M8hSrz5MmYl56nnOuRrQhlDZBWzhjysjxyaRUYVE1GWe88o2bJEevyW2UFGa3PWPzSHyG3mSUFkC4LQ8z6+QB4QGvLUTNeceKMpcEzyzwYDaZBsHzWgcwpzIhH1iiuCW6TvFm2oSHg8ceBSy5Jymy7bXJ9222BI48E1lsvCVyBCLfcksy8PvoocNFFwH//NzB5cjLjGtBbIKK/ENG3iOhjRLQJEW1FRAcQ0aVE9Fan5QvQUWWpfZ7NbyZfLVjVfOck4K056IOu/koD4tqrEBmNRLdFUcR8j4jJla32AlALIqimb2u6Mo5q7RGlfgjAfR5KA+YakZqfAltnJ4rdopHamNqgY2o7mA9iaJpymr+S/i/tD2JYrzsJ+pynj4bMU2R3i/wMn+0uyuuz3z55tDw+38Enk/QrtfriOuCk75yUXHs0xr5X7IvjvncKDph+ADabtxnefOVNfP7qz+N7J30PM/4yA/tcvQ/GrDUGcRxbvm822GH74BI0QFixAnjggaR/7r33m1jz7DuAOMLhh38K06ePxYsvbgUAWHfd+7DffjslMiPGa6+9gptvvglEJ2D77bfHKqusAsB9RvkzZq2uzFlZNVxQZsZ1XyRLj14kosMATASwckul6iFEUYQN19oQe2+2N+KPxbh2/2vxzNHP4NXjX8Wdh96Jcz55DvbceE+88uYrOHfWuTjomoOwxc+2wGo/WA3RVyN88bov4pz7z8Gdz96JV998NaWbLd0x58Wd1TEm/DwW5WvLM8yDq70nm+riWCgmqXC1dw45qwKl6Dv3Kew8emV5NCJjvahHdl5OK1tEr0w98wxTnuHTfsvQyG2HmNzyYHRi4XQgRoyBjF5sy8QdipRFLX+MGPo7qlZmJLOpEex3W5NkoiRP4lxlqx0MHzPzYBw0ILIcrBhxOouRLJtLRqGt2dfBLKg1Buzb3050w7hxwCabAAcfDKx2BmHVVYFvfpNw5ZVJ/he/FuHaaxP6u+wCrLmmW8UwghsQ0FloQWqjywWrPtdF7Aw9OTMKINWBg9Gg9fpRWobYnhgEZIFm7X9r1YhZDpzoy8QXyQLSZAVMXBsMNO+8JjrT8E7tB/N7UlsQ23myvNxfYvnZNXNoNkoNqHJg2TX+C7d8WftfxlfIs895dr0oXfMBahVSZSnMNPk/AAAgAElEQVSS1VxfePxCV5bnszyrxqtiq/duhSfe/0SavO1L22JlLMUluATTMA0A8OvP/RrLvr8MQGKPY2T+gSM7YmtFwGA0iKVLkz49GA1it91exqhRN+D6Dw0C+AiuvXZNvPbax2p0bsbhhx+ASy+9FIc+eygWLHgO06dflq6QGnnqSHUlhAR/xsLSYRtlNmeaRURToiiai2TGdRGAh4lo83YIyNFL79Fo76ktH1qO0euNxq9u/RXmvTgP0y6ehnUmrmNtBDV+zfGYuN5ETFo3eW92n4/uAywEaMh+f4Qvv+F80iUXcTY6qm7iZN5Nqf3yd2LNCFfmgMfWcgifojPvmpjzIuXtKmz7/UQtT70oK09Zg9EqNJMfV8yN0JdlShtmYRwtGsJolDGi2vWiPOn/ceYQpOViWE5Iktks8QXSTZxMmbQtTdCZbfBkBcBZJcV7WllwKjdqymYhEv78/dlp0wjHHRdhgw0If/97QnrkSOA7KwbxwlcHMGUK8KUvJXnLjsZK/eR7T2c4oNfece1G9JJtDkgg3z3ly3ftzRvzg1r5jmyGLJBM/ItEV/o2e0x1cU3PZivN+GtJzDeJbTlyr0t9X9v0UeYr+vXaM0+a9n/RuUzz8dSgyZVXP82GSt5l5Nfk0tpH5uP3xthnX105jbNwFo7BMXgGz2B8NB4jKJmD++OH/4iPzPwIBk8eBI0gZ6Mvfh7DXQ7M7eeSJcAZqw1i6OST8fvf/w0zZ94D4B4gPt/qY1tvvR122SXZSGnPPbcD0dg0zfKrPe96B/jRyDuuc6Io+jckrz/PBfAAgFlNlq9n8Og1j+J3x/4Oc38+F8/e+SwWv7hY7Yxa/xw1YhTon4QDtjgAP9zth6BLCAu+sQAvHPsCAOC0XU7DR977ETz58pP47t3fxT6/3gc4Glj9e6tj+19uj+gzEX4x9xfA+sAbS9+s8YjSd0uAzElP5aiNYhpDkdqVNE+2Tt/UI1UQxrDUwAPa9I8pGmuDBKm0GB3zv6MEteU0PnoFClxCKucyecvkr0KvHrnLQqUbu9eLzjW6RQYvY1dMO6UBPU3jp8oCm3/6f/oz4KQ5tGNZNgkaY9TSYrFMHux9bwzW8kXZSH86I4v0N3n2ABMEy6DVPL8AMG8e4ec/T0Qxy4oBwnHHJfXabjvgrLOS9BUrklHj888HvvjF7BUACd+si9RP9QStYaY2IKD1cF4rYO+Jpisx2DVfOXld+i3m1OgCM6PJB+OS1R+RRUe+I5u9Q5utFDG60tAwQUOytLiWx/gJsV0ns+LF+AdmtszkM3ovjmPHhzH/m0AlRZyvu4x9Uf0P4ffIX185KRcvJ/+X14p8h7TtlHLe/Dl+lU9un40uS89bj1i0xfG1fIsB3G/L8RzejWNwDABgygemYASNwHlfPQ/xQIzfffJ3AAA6xdhfsXqwBjnjmfQRwo03At/4xgpsueWfscYaP0WMxzDilFMw85MbAjgIq646PW3rO++8E2+88QbmzLkXp59+Ovacu6cVtMrnr1lBayvsbq/Z8kq7CkdRNAHAGkT051YJlIduGNW9feB23PfD+7D8reXptZXXWBnjNh6HcZskx9qbrJ38//5xGL3q6Fx6fEMl/tmLaHSEWc/OwoML2M7GLz6IRUsXAQBGRCOw8biN8djtk/CDqRNx4mGT8PwDE7HeauthxIgR6a7B6QjnYDbSmT7I5khHNO1Zm3TzmXS3VFgKIE+ZOYpeaA5f/jK/PmWZp9ibiSIj0m4e9cpTyhh6DHBufnG/8/qGdi2uOSWGVvo/p2H+pHxxRqPIkDr0a//zANYYNGvHYPYJBXvHSr6M2F5SDGQzCENDhBEjWACbyp09h5/8JOHmmyP85jeEbbYB3vlOe9YW0GdCimZHeD4zszvc0aszrlEUfRT/P3tnHu/XcP//57lZCJGIiwYRJURjyYKiJZWi/HRRS3WhqgtV1SrKV1vLnatftLbS6qIL1VYXVW35tqq1BOFryTeNNYQ0SBCRKxJB1ju/P86ZOe+ZM3PO+dwluTe578/j8zjnzPKeOcu8X/Oeec97YLrW+s0kST4N7AZcqbV+fnXXpSdg89pA/pKdkJfxujM3Jl8K+dUWFc7MaTYr5WyTl/GBXLl1Z1tBzqjaPgj5TK7ZVszxsu73Lzw5aizHTLyU6dYfRx5U2h+IYU8qv4u4EcMPpxyBISHeoTp0tP9Qh2esf1SHb/QeI2F+nrI6lPEP1qlFoVoVk/ebzKS7JxXirzr5Kr7yw6842C/7HZK/dDoqLQNNmlG/vodjZ92J4kHgfmARAM3NW/LVti+y6VWbsuArCzhn5Tn079/fsUws8+of96jdh711qOHtcPr2iouTbtcsemERbTPbWPD0AtqebqPt6fR88ZzFTtqhI4dahbZ5dK7UDt16KElTfJTDN/EFzar2dp57/Tlnm56/Pv1XJ59Sivt+dR/j3jGOS8+4lMduf4wdm3dkYP8BORgor/Of/RyziSyd4WniYgLIpPOvQ4ItJsiqhGyV0K4SknV4VVFH861O6oo6hgCmM8/LecfZr275/rFOfBXPQt1UDnpldXbz5J2uNI0xG8YZOEoTaM4/H9rPa+VHm7cwfz5I02BrlozsXLozGT65Zv4tASU27zwaE+WQaeC6Tr1YcX2U1OfEWODXwC+AI7TW+63uuvQUbF6TtDo7o1098GRlRLQDHhgkk4Pu5EqyNOcNLU1K+xb5kggTj3JNOY1M9PseJs7ZQqxVyuFcVjtWNMSxRJ6X9SFC/RUnjSriSIjq4Gl39F9MXsmjLp8Y3vr8QrxD16G8ree1MmLuCL5wzRd4bdhrbLIwn8G8lVt56tSnOO2K09w6O6d5Gc4ASvZ9XLet5rjjDK6eRWr6e1/OQ/CafdxsttlmG5qaEqdtGFN6/1hG/qBzGlZjXfk6ruB2RHHt2yuuA7T8zeW89sxruUI7M1dql7+RexJewQra3tHG/u/b352lHd3MoCsGic5vsbNpRyyzuNeXvs6jrzyaKrPzHuGa6dewXr/1WLZqWZppJey29W6Mf8d4rrnoGu7+w93s966xsHRYxtV0mpUtRzZ2AwaG/A58bMPvkGCPhZVRDETK0obqUaesNUmdAaM1WZbk45+XAW96km0l08myYuli34LzFx2d9Dpf/1T4hhT461BtGtNGFLj7tRqzOWlSjAXJfN9lMRvhrInFKU96F5YKqb+GXdazitbEGteeojj3YsV1mtZ6tyRJzgNe1Fr/woSt7rr0Bmxe26nxPV7d2VIja0Is5D7vpm8SKtNRUIXViZGxUjbms7AKI6uMHM49r2e8fdNeJY5KXONd+3EyWUmfwtZXpJVHn0eMt5+nI/kbiWuEdyi+6j5j91T6LBvoe70x+A02WrIRq5pW8Z/t/sOMMTM49JZDc+xVLk9bhsRs8Z3JvoXzPlF8u98FnLvqbBaf/iZDLt+Qk189mc022yz9XjP+0mxe3qshuYew4/VfxWdgDa3LCmldaniNa99ecfXpggsuYOedd2bs2LHsuc+ePL/seXb5xC5MapnEyFNHcsLDJ/CNRd/gyAeP5Lfv/C0f+smHmHjaRCbuPpF5/57HLRfcwrhjx3H0nkfz3Y2/yyU/voTvv+f7NCX9OeK9RzDzf2Zy6fmX0pQ0WY98hp577jmGjRzGfr/cj1P2OoVrDrsGgGWrlvHYSY/xm8N/Aw9C86BmRh42Eg6B/X65H3xjGJwKfBKYlDD2ybGgoL29HVQOVKZjb1yG5wCUe3+Ve18BtuFbZUAoBeA1flX9fH3BV1egh4RrWf5QvkbiOkJl9e1qqsu/DHycMPnyVPnzj5ZlzGwJv18LiBTDquobeuehzoise1pWttY6247BngNypN+YujnfedY2UnPiHKTuvFOjWxKMmbGph78XHCrsaVBueZVvrePumehua2FkRDl4GloTjpn6cLvT9EaSJN8EjgX+liRJP6B8bUofrbVUw9Gmlz7EI09rtuiSy4zS9fz5dl7GoqO4RU6+1tQc7Tr8bL2q9YmBsl6HZR6zTtZxfmdIpfEONiht5XGeTLnZavQDjJJUUI68/ksMh8rwKMQnWocIdSaPX/e6dQrFh3jVfUYAv/vk75wyBmwwgBdGvsCN3Ei/9n7s8OwOTNt9Wp43gN0Ge411klKK/fd/FBTZd+bVKwVfFIpzV50NwGWXXQzAZpttagqy+cx3LtdVm/1c5Wxrjsvp7KxrLSnah8rXgXd2T+cy6sqttHoiNbTGdU1TV4zqTp06lZ///OeMGDHC/rfeemu22morBg8e3DC/5PiEvZ/Ym8mTJ7PeeuuxYMECli9fzpZbbsmkSZO49NJL2WOPPUiShNmzZ/PhD3+Yxx9/3OExa+YsDjjwADbovwE/PfGnXPqNS9lou4244/k7GLFqBB/iQwCsYhX96MeOh+5I847NnHVJMz+44W1OOO8EnnjyCaeRyFlQ08DOaz+PpiFNMBzUs4qnbnyKd33sXajzlB3C2GjgRrzxzBuc/LGT+eHDPwRSYWBHlrLGm88SqUIj9EepJIUEY5XgM9cxqpOmqg514tZGKnsfdeIb4evH1QHuMsAM8jTmupGybBrAgh2Cn2daZvlk370TrLL03lpWlbY68hHg9NyCpgVRo6y669xtOWJmohHTwNjaOBvfibWxayP14hnX4cDRwMNa63uTJBkJTNJa/2p116VvxjWn7jTvC+0M0Bkebri7xjXmoby4FjZPZ+Sczz+fWfXlbZG/o6CgMJYn0jRTLsuwfK18V65spogjxrolr1N+HcIWe1Q4MryKfKwK4lGkn9NV/ZQQ1obwtW7dY+WH7kOGrbd0Pb75nW/yxE5PsMMzOzBwxUDe5m0GMQiA/z77vznngnOK9cDd7cLyVwZrlcDmjUG9Xoibdug0xo4dS79+/Ryzc9efi/iWsqU3Ze3AkG9C7OcJ8VjXTYDrUsOmwj2RugIcb7zxRr785S/z6quvFuI23nhjR6GViq05HzJkiJPnpptu4tprr+WWW24p8KuruD733HN8+MMfZuzYsZx++unsscceTJo0iYMOOogX/vMCZ3/+bC64+AL0Ys3+G+/Pv6f/m18+90sG6AGMZCTP8AxfH/Z1a2582XWX0UYbbSe18eLlL9J//f62rOBakAEKNgO+CDwE6u8K9U0F6xUFKQC/AfVsRIgpLBiVCbJGBG9d6izPNZ0/xKOrePrnMeDx0zdaThnQlpUf+j5C+WPnIb6l9RG/9JsVTkLchMF4pRSvnNTCj38snTiB7+hMpi/UK+NdBWqOoxQfFIWJn9xep4rKzIzXNeqtiitAkiTbADtorW9PkmQDoJ/W+o3VXY8+xbXz1JUd3LLOc6U5cKDMkPmjO+saWMrg+cuQa1FlmFRqZf9Bys/CuU0el6s2eQBPfcVHOQW4+WLHGNXBoLJ+UGfCyurk172R+wvdUx2sNjRzh5mMfmY0kJoDP/Wup3j31HeX5vPf57/20XzgPvP9fJPUCHSK874/9anj+d3vJoI6zub3v+n8G/TWP5ufUhZH3e1swK7f9p6F+eblkhvXFL9r8LWOIr02UZ/i6tHSpUt56aWXmDt3rv3PmTPHuX7llVcKH9tGG23kKLWbb745119/Pe3t7ey7777ccMOxtLd/iCRJmDRpEi+//DKDBqUjSsuXL6epqclRXJPWhNnHzWbbbT/MX/96Iffccw+nnnoqxx13HMceeyxTp07lqquuQinF4MGDOeOMM0iSsdx5x5WM22Ycoz4yimELh7HTvJ046v1H0fZ0G2+8lPdbkqaEodsM5eHZD9NGGws4nw/zd06bexobbbkR5zed7zg/gLwBH/vasYz6/qi8ob4ObFx8ljGlwRzlOoCsgBQ0AulN+SZ+TVIVADUCHB0tt7vTdJRiwCWFf0eelwEqvyMRBUsFzvooAUKWn19+xt95v943Z8BLere84gp4/VR37avlhcKYEStln4IAPdFhAwuaYc/Cia2L8ZpprBpC+ytK3qGObzh83Z1h9am3Kq5JkpxAOty4idZ6VJIkOwA/0VofsLrr0qe49lzqis5uqemhAjlg5syI4nbuHXNiBY7XYBsufG4or6iADA85Z/JluQ0nLVP6MPAxInTupw0dY9gWKiOUtgofO4LnIcysW58QD3Md4+1Te9JOk25i4cYLmfH6DGZ8fgZzR8xFny+2lhP5pYNQhz/zUWzuvkuVp5n/5flsvvnmFmtjvKUiKkkOwvgzp3LQRu7KUeAhBphjPiOqfEmsy/uph2idUFz/ceo/mDd9XpeVp7Vmw1EbstUXtiooteb/8ssvp+tCBQ0cOJB3vvOdzJ8/n3322Yfx48czYsQIBgwYwEUXXcQDDzxAc3OzbSxmxnXatGm8+93v5tOf/jRDhw5l4MCBBcX1zDPPBLZG6xcAePTRRzn66KOtMpwkCUsXL2XbIdty2/W3WSdRt999O81tzQxcMdDWcznLaRvexhbztmAyk1lw5AI+9qeP2XgHOFQGFOsreMdk+NwklFLcfPXNTJszDfoLIfESsGVR4EFR+JcJRZ86CgBVAjZUZkdAoiuoDGDWFNWpR6PPsOyd+HH2FynDAIlfjzRv0QTM520A0OXpzrDamQGTTmXtITMDNgqmqasFVacNCWVVeAxWKDFKGwZG6Tm43rY49b0YxsB8XaFerLhOB/YEHtRaT8jCHtNa77q669KnuK5+6qrZWJdn0QN5OCwwKys6+tLZo5GTznZ/YnY3T6OE3BRLPlQuI/2tbwyFcMKG+7LdCzcYogKM6+CxrXtJ3jKK9X3qYG4j/YNaWBuoQ/SZieMPvvIDxswYw5gZY9jqpa0AmL/ZfDZ/dfPKOjVSN0UTqPNyzFfi28gUXjOQEXs+0vLAYLfBQP8XskZyTNazbyfmrV9aNEmeIVrXZlPrUMPOmUTGfZIk2TA7/3SSJJdn5klrPSVJwpAhQ9hnn3345Cc/yRlnnMEVV1zBjTfeyAMPPMDcuXNZtmwZc+bM4f777+eGG27guOOOY8SIEYwfP5729namTp3Kd77zHU466SSOP/54Zs2axWabbcagQYPYfvvtef/7389pp53GK6+8ws9+9jOaHm3iu9/9LhMnTiwoxGf+80wARo6Mj35qrVlvo/V4Sb/E2GPGsn/T/hz1h6P4ycs/4cIVF3LanNMA+NsH/8a0vabx5oZvspCFTEomOUrr4o0Wc93+1/Gh//kQ/zv0f1EoruRK1FKFen6yFQiHnngo9M/LV0qhfqqcOtUCjkBan0KCLZbOL6dMyNcBgEYAojM86j6LrqJG61SWpg7wVgFjiJ/pE0SBjUh+FIX1p/53gUI6GrPleWbBuddfUx9t+Zt4vw4tuiUF1gzccp4ZENriWjATGrkDE+HYIUmdN1m8U643UDN7ICdFip7IKSixsp7rqtLay2mZ1tq6qk+SpD8hb1x9tFZSyJzXdZBkwj2nTEJhtPnspWv+m5675ZkyZFnprFS+Fj+VjaKOmZxMy0rytCqNNrIyzWbkrFg7q5QzE5fLVW2VF+NAUlJVH0PiQAyvQljlxNcoM3RdFh7rk5T1D9yt1MrTh/pH/nXsfs1x+MvDgVRB/epVX+XAOw5EJ5p/HfgvfvCVH7D5q5u7vL1n7ON24Uj+blacvSLLdZ7JbHESit99qF9hjq1JazY7mn+TJs5goZz1jPlwMUe/XchmaZ0qZjxl2lC77KN6VDnj2rdXXDk9/fTTNDU1scMOOwBwzjnn8Prrr3PVVVfZNa4TJkzglVde4aGHHuLww0/hyivPYO7cuVyy4SVMvGMi//nPf3jxxRcLvPv168cGG2zA+PHjWbhwIc3NzRxxxBF87YKvcfW3r+bEE0/kjDPO4NJLb0VrM+MaX79igEECimlsy/9rORducCF/4A9cfcHVtD3dxt9+9Tea129m0NJBwXu/d997WbDpAg7/y+E2zBGAg7+IWvLTQlzovBHh7ceVpZPxHcnTSFwVz85QDEwaLbMr6liXR+y5y/jK9IQ7BqH4svLKyiqkU7h/wN3eJg2XdUjTBmZUlVjbZU2Pc17+VhLO/WaH0Fo1d+1N4nQ0IexhtDPmwWuzCVMvnnG9mHQBx2eArwJfBp7UWp+9uuvSE7F5XaI6bbuRGdrQ9jdyhkouLYJcCYkufUDKPinn5HVqHWMUBUcWI45m+z4p0xVOWqv0hPAmSxfDVD99KD7Wl+gsPvv5ynCqozhedd8xaj2vlZbzixgw+52z2fa5bbn8tMtZPHRx8Fn552X4XMhv8ZX8vXlhWULnvQLON+zwg8IsrbPWOkvnLs0Jb/1kr0Wb8deCd8ah2ro8E9vhGVdgpU6f9EeBK7XWVwIbdXUF1zQFRyoDYT4tWbKE4447jp122omxY8fy5JNPFhpev3792HLLLRk/fjw77zyEU045hYsvvhgU3HPPPUyZMoWdd96ZefPmMXXqVP7yl7+AgoMPPpgtttiCpqYmmh9v5u677+ZrX/sazIcTTzwRgMsuuwxIPQp/4hOf4PTTv07uyj5h7ty5rFy5Mvvwde7O3hu9HLjBABSKGTzJxG9N5PDtDufn6ud896zvAvDZez7LzdzMfe+9j6d2fIoFzQt475T3Okrrm7xphca/DvwXOy55P1edfFVajgAS+/9g/pzKgCMUXwAH3PhQ2jpCug4wNBpeVVad/LF76GyZddOUvYtYeIxPCIhj5+a9RoFWXvozp3jvU/CSvM25zatSvgYc07yt+PuvSr5p+0oyV/cu2JoRXUWrTZfOkuYOHdKOpwtO6Yhy3lZbk9bcFE/lnhZjSqqRATFqxGX+2qq09nL6Bun+6o8BJwJ/B4puOfuox1JXbVtRpy/sd7rtzGlWBTmrlK/t02LWCFLrkGwNPi1O597ZzkZl1yqXiVJGmjxGDuYyllwpVoQVE8waWmx5Rn5LimF4qK/g436hf9FB3I1hXRWvsvpU5akKb6TPcP6559vz0y8/HYCV/VYyc4eZNnzb57ZN4793erDsWPllxyBuS/xWENwiqUU7lk5G6TMWThbnSWda5bY18rs1Wy1B2i78HTIkXptto+xOHkq5bcmxXnBNjuu0/3VVaS2jOjOudwP/AD4PTCQFyul962gap87OWmitaWtrY+7cuUz46wRQ8K1vfYu5c+fyq1/9itGjRzPz6JluZ96Qyv9fW/g1rrzyStEpVyxfvpyBFw4s5pFHXEF6Pucz7CvD+OpVX+WfH/gnB/3rIACWbLiEwW/mWwu1087CTRbS9loboxnNLdzCR/hIyq9FoVpVUVgFhL1zvplCvRq60XoUA7XOUF2eVem6o25dUUYMYELvqwxEyzoFMV6h78Avv+y7SUEvsCG5indWskQZpZ0wCaQmr1OXrJx0TZi476zcdJ0WOB6M5Wyucst0zHuddWF5GbIsP6yRwV1j5reumQ331hnXnkS9HZvXRgpti+WvXY21d192hLwUWydKWYdfZT9nxhQwjpvkliNB+WyCxFGaNfsmmz7GhDAthC1l2BfrhzRKdcsIhVdhZN18jdYnlObt9d+OWtzJ/P55FSaHePjrRs1svD/RItP561mlB+GCVYAXHyPfysA6Zqox8xnz0i95mus6dZH5/fXh6wJ12DlT315xa45iJgZlH7vWmqamJh599FHGjp3D1VfnjqSuvfZaIAcYSyr7M5w99hiBfcYKrt/heo555hh7bYWIwvk7Qk9h+d90+E18b6fv8ZM//4RNn9yUd/CO0nv+48f+yFE3HsUF37qAFQPTdQ2dBZJGgaARvvLYVdRV9evKcmP32lVAX1WXwjcbSWfSBpIWvtXQPbllpg5ClFLkPzO74Jn2KvIOWpKbvtkOm2War/ly6pjVLSV330KriAbAzt2SwnWiEu+wdsBcqQN5egv1NsU1SZIbtNYfT5LkMQJrWrXWY1d3ndY1bF4d1JUd1IbMhL2lB76TpoJyEXK6JAfZlGuyKRUR6QSvkN6rhyKsmIbwpwzvg2kC+BJSwupQEJM6mL+zmFynLHP80xF/4sibjmT5gOXWief0cdMZ/8h4u8eqX2bZs7ffiKmKcgeOY/fq1F15R8TMZvZzl8tAPgCcK76GXBP4fDAacDwJQ3jgN+6Qyd1up66i61Odya2Ys6i1kTpsKqy1ngf8CVgvC1oA/Llrq7duUcw6wDpjaXUBI3bu8zELvhWKsWPHAh/kxBNP5Pzzz+eaa66x+dKPfFGxc6/mMXXqpuyyyy5W4BxzzDG5QEEVNmoOKQKmL6WU4tE/P8oBFxzAzk/uzI/Vj2nNFtf/+tO/5u+H/L3wDI668SgAzr7w7CjghCgUVwfE6vApS9tI+tXNt+6z89PEnmUVj656FsF6q/w6Bp42j9/BUQJEBY/Q3y0zN4mzPEiA3MwubUu5KV3aJnPl1IKXqY5KcrM5UUVjyi/XiCll2pvbsfM7oKYtmk6lq8Rm/C2oh9e/QrnZ4tqqtPZS+lp2/DDwkcC/j9YC6ozSWmzK7kCXn664TY1p87IOQuYpYQoszC2luaTcszUkWnSLq8gkmbMmpZQ7a5YpJyEMqlR8qKfYKdzrEO/QMcbfP8bwM8SnKqyKZ4x/rExzfeRNRwIwffx0G/+Xw/8CwDkXnOPWx3tesXqYdEopQkprqG4F7JZ4roS/loy/+W7SNaqt9lvxLQYcC4TMbN2UF1T8VOI5LkvLs6bH7o1aMu2hI+23jgLql722Kq1lVMer8AnAjcDVWdBWwF+6s1I9nTq7LiXWB7RrSbwPPrbWNp9Nceumsp8/q5Oa2ZjRzqFZ49ZeQ/sHjz/+mM0zY8aMguCQwiQVSK6wkXukpdfKXmvVhEJx7G+O5aG9Hgo/iA5QFaD56WLAUwUEHalLZ3h0hlcMoGJpysLqlBErtyN8anUUVH4d6ywUeHrVkR0A8y3nkYEyFJg1WaYtaZ13ttLECYoWzzuwOzprSHoXtnJBidkOh0dO0jeX93kAACAASURBVCuhBK58vVmWR+XrY6uoTzntHaS1fjk7Ph/6r+n6rask21id9laHrGJZs88hlwxIMteFdfRmSYGcZZL9D5XLGWdGyfBR7iC6UThlB98ouEYeG8XDeUYqq6PCymFrAkquBDtyXuGEmXPZH4nhXlVcKG3oWManLI+fpk5d/esYxoXw0E/z3DbP2evXhr3mxO/58J7R+odw0sfQQp0979Ch+vrn8ht0eYtwMoVTediYJI7jJcnPYGKSrVF18D4rSyq56extuO2lSm3imMWH2mlIFsgdA/qocarjnOlkYB9gMYDW+hmgfHOmtZwa8czXkbhCeaIRmw6rHCmVZoQAqMytd4t290pTCusgRuWN1OSxW3qIkbExY8a4QCAFFi0opZg5c6bl7/T7fUVApKkS9v65pP/d+3+ZSVpme9IeTPORmz/CbQfdxm8/9Vs2adskmKZMuJfVqyvT1uHVVfxiQNfVFAP3OmWGwC967bHxvy1Feu18b+bcxEXqm7JXThktuiVLYzpUraRKpsmbz0D4s68mbUq5SVyh06gDa8sEwOYdxtyJhAHPEEnZYerUh5W9m5IkeSNJksWB/xtJkixe0/VbVyk0gNRVFLOyKqYrhoU6xzLIDoCLPol17KbAH3STZsG+YqtwZ0vNH/y+Q6p02L6FcsuXshpVtFBx4nOmTh9E4oQyPx+H/LQdpFj+RvmW9UlCOBjCxzrlD3o7Xbf64y/9mO+f8v1CHsm3znmofvYoLIjKeEGOscYRoXG4mKfJzYClMzD5j1oqtuROmhzlVdTbDvyayRwxsSP55ZZQGkVLwUGZJNczscsnlL6rBr3WZqqjuPbtFddBkh+8/zF21AwoH8X0IlTeyTXKqjQ5Noqt3cTb8PLqYQDFgoTKAcd2+LNwM6M7evRoJz4EEL7CEVQS5HWJgHvPA+9hNGmZTTr8Ce8+bXcO/ufBHP27oznlB6c4cVP2mcKEaRMaApXOAltnqAzMytI3GtcRqgJNv+72W/A6MSFQi9XXfmchoEw/WOdb8+tiwv1vzoY7ZeezBdbzYOad26xhtcCcDQolrYk1W5JlmRkF42kzLT4fiDKmvmm79dul2xH216CF9vALdXYLinE3arF9CnL3kNZ6I631kMB/I631kDVdv3WRuq8duXytJUVFmVVbY/nKqu/IxgyKpXldXmbw3CiTpj9SqE+2x6q7VCKXxUZxcPNkJsReXyO3ZvGwJBs8j/U3LB9VxJkgjojrMmwLhVVha6ie/nkBJyvSl13fM/EeTr7q5GBd3jE/9TVy0k9OSnXBAPbG6lPA0sD9lfFwM7n588kTM6mSeOnygWC5d7rTZyX/ro3nXvtvdbEXfMXSNX33l+8V7pfWqAVliOqkNfXpm42NUx3F9e4kSb4FDEqS5APAH4Fburdaax+FRmBj601iFJulbU1asw4xjsJqZnhMfMjZgtmKA5W7qJfrStIOei7grWBXOi6cUEFTjxyH8nx5oqLgk+lCgrkMKGTcXz76F+7d9157ve99+/LRmz8azVtGVeXG0tXJU4dn2XVV+jpxVXnK6lDn2dj3K99tdl4XpP3y4mBZ8o1GwNR8t6azY0Z4zffrrMvKRm3ze2pxgC8Nzzt4coRXdvwML5PHmigBudmw6azm9++OLGPjJUibuNgMkFSA61Ajo8F9lserh5Ik2TxJkpHmv6brs7ZRnebRETP7WlthBJXO+GyNJSXLKeEvlgm1aNeZXGibLiO3fIc3Jp2RM2mfQyrYuaWIORoWdmucTBbnA4QeXijyfoiR2dmyDKd/IfopIRwuk/9l+Xwqw59Qvjr4XYansXJkuv/d+39t+L5T9mWzBZsBcNnpl0XLLOMdS9NI3eU7NOEWjxTOt5rjlLbvVL5bufxNOlMyg71mP1ZntjYrwyisoYFhR6k1NdDiOw9svdOiW7rUssKXB121dGdtnMGt41W4CfgCcBBp7+k24Od6DSyIWt2eC7vCk2aMR8zjWKOeyPz0IQ9jIZ7BdSstnsdSEZZS5v4eJZy9JK4SUiEAY0KvkM78QsAiJV0DvOsI5yq67jPXcdyvjquVVgJbVb06U6euoo7UI5SnjE8sfSyND5ax6zr5bFqTRRarit9W4VtTHgib+CzceCE2aWU7MmAt120VvSAKRdJ9JEFPh7JdBk0Es/abeydO26rsXNYF3j6vwj2PkiQ5FLgM2BKYD2wDzNBa77y669LnVbjrqUPev1vdGSNpbRWSHT7Wl5UrrUIKfQwjs4QnV1epwJG7Vh4rGa6JrScEwjI8vQvkGtq6eOKnrYMtZWnqUF3MapT8LQiD/AVWhepSVW+/bj4/G6+wOCNn8s1Repg279F8e6mlkrLhBisNDpuj1u6WS64XajDfIODgnv8tuo4M4+0t1C8upukbrIWu7SvEsLlSce1J1AeO1SRBJdSQZGN3gSADDXNpGroYBVIEBJ1wcV4GDgUBrXIhFMrjFFEV5/GqQyEA8cuYvN9kJt09qSG+Id4dqUtHwKtR6kw5detcNzzUKQilD31T/jcQ++4kLxsvwFf+HOBUytmqIXgfJn32c9bCAKZDZ5RMafomgdy0MdPRNPsk1hnMMi7+XVPgPjCtol6suD4C7A/crrWekCTJ+4FPaa2/uLrr0ofNHaOOdvI6u1WO7awbq4wWT9FU3kyrUTTEOn6pKFhecs/WjAqKSiCNVCRMH6VMbufZVEHJ8WW3n0fyK8O/juBjAZe6iI/k8ftP/J5P/uGTNu2ygct4Zodn2OWJXbjwmxfyrYu+VSg3hLexYwE3FQWM9Ota4BvC1RCmm/fl/YPvPoszg7G2noK/3NdVmtxKJdbck79HcIj8yRs/XWF/40B7rrXFTWhyqZNtfG2ghrfDSZLkhuz4WJIkj/r/7qzs2kpd5mmwNTfB8XmaUaW0AeUmENIDqVnbatcFqGztW0u+ZsUqAaYTrrICvGNwXy4jpJQI8wWocvPIow0XiUoByBOKZWllHULCWl5PuntSw4BTVq7kXZa+6rqrqDPl1K1z2TuQ5046VUwbAlTnWgXAWaz7LNTHHgQv77uV6X0zfRegXXN6FLbNGTDNt9ZptaZzCmVBGNx2l/JutW3UN/dzHLQlNoO3Bk6sm+1bLrM20gqtdRvQlCRJk9b6LmD8mq5UH9Wnjk4cxKy16pcr+CjBI2QKnLi+NaySq7XtZ1jyljw4M66AGSD3PQqbOqTLlFoyWZlXzJH/2c/kdfDABw8ifYZQnySSrxSrOpinDo9YmFFa/z3+3wCst3w9dnliFwCrtPrl+vUJhqlivMTWNLD83kJ57PtSON+a3VapxetfKg+PvToZxVT2Yc17T03U8yVC8juVSqV0viS/GbMm1pA1PRZmw368DKtyzhSjUHte15XWMipb49rte8UlSfL/kiR5OkmSZ5Mk+UZX8OwqagQE6pLvoruzJNeUgGg8LRpjw58qnem1cRoDomONOzskG3Q646PsTJPTqVdhwWgFlCClcg+CMsxNFFI8VDBtTAhLQVeVz8/rh5cBS4znDUfdUCt9Xd6hMkLXXUWdqVcsb1W4/w2Z92jToQrPrJDeB0oLskm4fEUBgNPgFpy1LMo7BtbMpu3He68eb2lGZ0A8HQvKzXedmQ4xagy58xPLLwPjIkaa2Q/ThsV9NUBr45qYtZReT5JkMHAPcH2SJFcCK7uCcU/G5nWJOrr7QIyPHMSGojmx7OSL3LmHYDFIZgbgfJ8akCsYUpakcj3Jz501iFKBFtYnwvmSlPXB/oKXrhZuiPAYlfH0ecf4NYLhft1WNa0CYPFGqcPw6z5zHQATpk+I5q+qSwwXy+4v9txCz9E5t5innTi5llmWb84NFhoejgdglSuM0qeExUw5y0++XlWuY5VbLJl2ka7z1tb/CxSdJfkKrFFszXlHqeu20Fr7R6nXmKlwkiT9gJnAB4C5wMOkZk5PxvL0dnOkOlP/5pur81p8E4iQGYNsuDKfDQ+YOYTNFhOncRphBK6wMWDjr3110onzMjAJnYeuqygGUjFwa4R3FV1yxiWceemZhfBVTavo196vED5twjR2+/duTljZs6hLHclXJ0/h2SrTQWkgjwgvO9ZJH/uebFjg2zT1Nn/z3aeRYMzjfL4OiIq1WWk5WT0EaLtmR7npsDTRz2cx3HadtrmWLE3+LKUpsFzLZsz5fGrUdNiXK2uj+VIvNhXeEFhK+iEdAwwFrs9mYTvDd53D5tVFHW0/vllud5VrzX5rmjBLWVMwD07y2S5HplKuIPnHoMz10ucB+d/vn5Tx6mrc9+sY4x2L02gSyhWQsr5M2fMNPcPYP5THXqviMy4WaL6hxElbhukqZZwFmBhd4BFa1xrG29yUPdjf9TEuch1qe/7ATx1aFzC1q6jhNa5JkryB73oriwJ0Z93uJ0nyHkBprQ/Orr9JyviiWJ61HRyrPmDZcEJ283L9Kko4eoFC45LrWGQDloLfER7ZWlbZyTdCRnbSHeDwBaBUFkiVCLk+to5wLxPGZcDT3fGybt0FgJ2hMsAqS9vRe6rKVwcYQzwK35MqAm+o/AJQKgQoevGZcivjo/ckgNm0MQnsKHf9GIj9kv1no7J2YUC5NXeuZLfeMaUVRn/BmhYTVlA72untblrT9eqtiquhJEmGAP3Ntdb6tU7y68PmHkaNrIXtyOAUlJstm76B40Qnk3HODJZy+x1WBmpXsU3jxOAdFPoCvpwOyXkjM028ZV2CdaGjfx4sqya/GMV43bH/HRxw5wGV+WLlxPhW1aUsvAx/7VEM2FbVTSll3xPkOGf+BSdeCod/mjX7XhROeum4ME1b7NtK8tuHz8dNG1ZMYxNFXaWArs3OEBuhhte46u7fK24rYI64npuFrbPkNgw3Lu3s5oEtuiW4vhVy4ZHycIEmSWQD8xqGyuqhi/u7gjDrUOSAodKOvivQBEtfcJm8SmFMOctAQ4bH0tg4T9Pwr+WzcYQxRcFfdR3jWRfEOkIr+q8ohL245YuV+crAN5a+Km8sT+i9xNLF6lF6rUSYCt9DVR2Mya7hl36bWduxnoF1gX/4/SY4M6Yt0pwpPcgBpXyfuhYBzqat5fWyLv1Jv08fw+Sam9RUyb/JpCBDQpSvhy1PXGXG1BnrJDtjvPZbOHUpJUlyYpIkrwCPAlOB/8uOnaU+bO4gddc33EgnNpbUb8NSYc1nrbBmwXJZkd9XMMqGyWd4SbmanypHKbF9BCWWPIi+gPmbrfhsmR5OWz7iOoQrfv8gls7PU8hfkqcu7quWYvwBdx7AnBFz+OcH/ummrcuzpH5+3cruD9w+k49jxWfvvjPJ1+ed77Mq+p0qf4e2T6qyOihwrJhQyP3PjSMwQ7mfCMR3meOy9AkR8lxt6mnbgLV8bKDddUJp9eWGM/hTlk8sAViXqM4+rgAkXb9XXOhJF7tfSfLFJEmmJkky9dVXX+2CYnsuOaY23pMwtvd+mJ/XLliHrIEmdi2sr9iaV+DwFWsH0mtbo0LDTIWJLgoCudZFKgiEhVoOZPk6F19Y1wIX5cVJVBN5C4I2AIiNgEUobSx/Fd8yngNWDiiEbfVSdX/S8Preqd8rrUudulWVEQPbUHzonVbWRRV5xL4pJ9zp4YjvVZlvoDWPUyBnXC0fycKsG1WAyp2QGOcQxjGJWcellCq07xyMDdiCaWfufojuIzBr0Mxfoez6HBOfmyK7oC6v0zBtj2U4WeVgwpdXHVmv0zfA3DCdAeystX6n1no7rfW2WuvtuoBvHzZ3kLryG260DaUKpNuPkG3ab8N+f8JcSrkl94K2CgOA0lbB1Trnle5EIBzuqExWqqwQZQ4qq5+/nlYoEQFlNybr5b2FsMTvH4TSxvLFMC1EMf7XfvbalFdrmMcvjv8FB/3roGDesr5GqP6xZ1R1VF5fyPJWkT6JCScQ55HFMZUIrM14ZN+CSZPiYsrbKrPZuXWU1JIvsTHYZxwfOhYEKjDrqlyl0N0Gyq236zemnnVCms49VlGIXR2lWe7D3NXUk5XhSsU1SZJDkyR5BpgN3A08B9zaBWXPBbYW1yOAl/xEWuufaq330Frvsdlmm3VBsT2XGrGRD+V1w7V3tLmzjq7bMGTnNj1PBUburMkrTxvHCq5JpQlLBVqLFWqO4gB5vBCO1vNqIL3DX/IIKC9lecqoLkCFymwkTyyuTtqyevvkz8aedsVppfmqrsvShAC0EV5VzyAU76eL5lc5OPoAbeLzjGlamz7wHTrffWbuJr12Q6rAph4ys3bVkiukSqmoqb+vMxjAlkCYz7Zmnol1PuBjrCyMEpzeg1tOTAntyk53V27M3kdRmgW81Q18+7CZ7um41bOCSI+NtqFUgcTKC7u2Lyk6ZLKzqUkSvE8rC5QWfQDpJTgpeg1WWEVWznaZgULpRMekt/JWhgmS8rsM+53tUXz5Hskj61KFtx3F4o/cnPox/dwvPxdMG8LPuuXE8oTuqQo/69St8HzNO8myO4MH4vk7OKsC77Lwror9UqVUbh3UmtjvK8Vns466JZ+Rtd91rtza7zAbhIE8nXXKJAdqKM58+texWVGt87ZQRgUriNZq3quLevK620rnTEk37RWXJEl/UgcQBwAvkjqAOFpr/UQsz9q0jia2b5O/D2Mwr7DRj9ng242cyfm5e7zmmzIbnu56AnddrOQnO9e2k69MvnQkTClV8KJcEFYib0yIx8AmlEbm9fP4FIqrK8Sr0tTh599nnXJCz6K76LaDbuPgfx7cUJ6qejX6HKueaei7CB1DvJy8CvvN2zjzTdtAkUZh245pU7b9KDBtzo/z17qCC1yyfn7akMOm4robMGvGzHpXfz1PHapyVtEV1JP2reuta1yTJJkAXAs8CCwz4VrrUzrJd53G5tVNja1fDc/4NNrO66T3/WMYkk5xZJ8i5GMD8rWvJtzy8BTmIC4qV9EJyf66uBstI5AmxLsMayQ9uuujjH1srBN2w1E38PE/fryhevhp64TH8LGReynUTWHfW9Vz89P7eRTKfjd+HV1m+YSJsSBKz8GZLFH592gwWQ7YuL5btOg3g7FGhHrYU+aIqaoN1+JfkSbmTGptpoadM4mMU7XWe2QK7AStdXuSJA9prffsgkp9ELgC6Adco7W+oCz92gSOIeXTUGg2xjbGQmc1/hHLxpx3onPlVDpqcpRTJYRX5qimAEIqUGDEgZONrql0xAStPMZ4hPLHQCIGcGXA110Uq3cVUMSeUSPAWEUxD8h16+XHxepVdT+x91uWN3TtA6xSCvuLAanNjE1rwFAqi2mSPM4BW1Gm7/03B9tQWA7cIDuCOf+QCHA3aW+JyhtD66p3w16suD4ETAEeA9pNuNb6ui7gvc5ic28lp0/RGh4oS9OJDr2UK55SLL2gG2VDKWXDfGVA8pBxjkJrSOXHMjkuw8pkfKxfUMXbL8fnVUZV/K4/+nqO+e0xlXXsCNXBWHleBxud55ZhmJ/fHkW8j6fRv19/n4cCf9A1t2zK/0XHhXn5/g4YksJtwVVyQxTD1+7Ey3UVi33qjOJ6O3AYcBGwKTAfeLfW+r3dUdEy6gPHlGJglHekU4p2ZkVDt+R4+DNHkIpoYR2c7YyneWyH3sbjCi15boKsIMw9DJtrY+YhFQuZrwrEfADzw/18fr06CiqdoVBdO5K3CqCrAP27//Vdzrr4rELelf1W0n9Vf3v91qC32ODtDQC4/YDbaWtuY8GmCzj5RyfXrrepgzz69QodQ/coQdT/XoJlZelKgViWp8AZ/UWO9Io2qBKnXYDYx9njYdqYMyBV0vGUVDVzUhUfGiTridStnYTeq7jevyZwOER92Nx5qmzrkUHr0ExM1QB3rCzfe3BMmfXzSGsQyGWqrJczeK7SvFaBEVuOuf2Saiwuw7MyvKiLl2VlhQZ1zz/3fNr7tXcauztzXyG+VWXZo8J57n5ZoX+ofvYXLEPbiRiJrbaPKbwV+7gZ2n7JxJV51ncsCLxBnrzsorWRbA9lVHvLqQ5i2bqozDbsVVjQR4G3gdOAf5Cuq/lI11avj+pSkoQ/XtM51rrohMV4VMsXsSuTSYBE4oSnPIprZrUGucBeKeWsGbA8lRCCso4KjHLtCFOhtKYBSZ4eoVzkGdzkNQR5SFCH0sT41KGOlF2VvpE8ZTxCvGJpzrr4rGB9pdIKWKUV4MA7DuQTN3zCUVqf2f4ZAP7nQ/+TlxnwrBgDQMCCXyPPw/lWAvGCuXMsxMlLw1cZJ0z5wIrjeVOupQHHMVpenlmnk3/nsfVmINuwv/Yl8dJlR49Pa9IaXDNTpbRK76JV1FUbqIcouKyij+7KHCRtkSTJJua/piu1NlFnv7NG8ld1Sgt7pWpdOJom7vMqOGISvIxMSRUGkIPf6QCba21l1xgKsvJFpdcG+9N1/soqKOm6P13EFt9hnof3MRyrg5d1sD4UV4WdAP3a+/Gz43/mhJ337fMqsSqGwXX6KLE8Zfcf+kd5B7DTet0v6WMUyvfYGL5pOoN/rhd+4yHf5M+dIOrsOuvT+pZ/KsVbo+QabJWYKn1BWAyH3JEYxTWsJj7mvddPW6u9qzyt67nbJb/MdU1pLaPKGVebsIv3iusI9ZRR3W5Z81VrzUkxjRwRCq6Ds+YW2UyqSvMV1tCJxiFHoGS55ihNEAHb8Q5dSwCywkzl9ZfCzpg0+6Bl0pUJX1tSRCiHhHxZuhB1dXwZOJbxqZumI2U3wif2LP90xJ848qYj7fXyAcsZuGJgKd+fnPgTvnT1lxquj6yXf4wCKvn34vMI3ZM0jfO/8ewCubY7/c7NrKtXlsK2LbOmXeGtH1dYM6g0SwvSfFiOKoO7JKCK6sgZJ31sZqYbRpfrzjJ3NfXiGdfZgWDdRZ6FG6Kegs1rM4VmNgtrXSstNNx1euV9BqkMF002Zb/DzpgKuWf7AFYJUa7czEjK6dDaVzcxFudl3jIKYZZ/Hktfl3dZv6KqTjIsdl2nXxHEuQiPGIbH8L0qv/0moPDulXLfeyGPzEvOw2CadP7lz8jKb9j9DnNWxfXgrmWCqU/IzLhKaVwXZ0FXJ3XGVPhE4HzSWdd2MjvSPnDsOSQVSygq1Y5zBLBCRXZ05YbiJo0PEmm4C0w2TJgXy9lbR8CZX4WgLwOUzlId4JJxIUCICfiqMkMA0F1UVadGeTRyv3Xq8eyoZ2lua2bY68MKcf/Z9j9sNzssXmJAHCqzDHTttaIAstFy5eCPvzm64GEAFoxpfm72nq/LcZXRlBLbPqSyLDuH1rxJmOQ1aurrOn1yFdmeYjq8OjsEvVVx7UnUVdjc6MDKukKdHSyX/iuiHXRVNJcsDmLnii9QVFiQg3IUFRhPHpt+guyfOIpEa+KEyfOy/kPZdYiUUqnO06q4d997mThloo17YesXmDFmRsPOCkN1COFXrD/RaJ5QeaHzsudYhvES3wxOBd9p6B0rnO8r/2bEMjOLyWYZTW5invJJMVMpsTSHfOBXYq6MNzgLLq74DkeD62Irl+IE+tvdMLG1rlJnTIW7a6+4dZq6ytW1w0aFGhGZIMj/0jzDdoCVWWOXmR1ljdts35EmSsuQpr6pIEtsnDQh9o/2FxGYPpgVBC4BngEBGyo/FF4HIGLnofyx8uoCTOgeYvdmAT+Sp4xvWT1jaar4lZUTekbbz9reUVpvOOoG7tj/DqaPmx5VWgE+/oePo5Ri3PRxpeXVqbP9Jr06vnLSK973eLTzndvzNNJjmh5ak1YxGCTM8MkBWDpoUrRaEzrH6iFrhya/b04sPXqatuwfJVlzwIx8fPU9gXc3xcRg1Vq/PoIkSQYkSXJKkiQ3Zv+vJElS3Oy5F1Fffy9MpR5LI83BlxNmOxs/3nTmfdNjqXwauSOVUrnHps2nciswE5fKQB2WzQpHaZFpClvc+P2BDuCyjwmt5+X9FbPH6sQpE5m13SybZuSckQWlNYbLMYrieKifVHIey1NVvh9fl08wjyI/ii0NQ++xRbdk30L2bYhvMsVft7+YXuQYl35KKvt+sVvK2W8+w1ap4BrLvbS/Kwd+sdgnt8BJl9cV+83GbFmSXA5jyvCpT2ntfqoz4/oP4AitdXfsF9cQre0zrp0ZqfEXnqfnAfMiRQo6hZEvMVIqSYYHZpnAAyfjzMkLL8zSCv6mU2469D6YOcl94W1+PlB5zp5k/hAfP66K/LyNxjdKZfzqlNWV9anLqwx4K99DNvoNcPNHbqa5rZl97t8nWtbzI59nmxe2ccKMk4w6dbLl+venKHyzoXtRfAIYg2+qZNqZEj8QZvGyfeCWVXAiIUyCg6Z+ra4yLB1gyPOQE6h1mXrrjGuSJD8HBgDXZUHHAqu01sev7rqs7djcU6hsBqjKWiK3zPLMhcVR4n1ILvhb6hWUXLHcQVJM7ptzvz/hHxUqyNPnHyrPD++3sh/b/Wc7jvntMby5wZts+NaGrOi/glmjZjFjzAwO/8vhQZ4xCqWrG+bXNXZftXEz8ixCx1A9yvKH7qPAS+G8p1jdg066LJa6FkrSktB+w54lgCT/Oy9rF2X4V6c/3oiFSN9MbOPUGVPhbtkrriPUdeZIa+4D6mzZsY6n34BM5zXsORBS84pMQOAtSlcIEMr5OAqx7CRLoMo64QXBZniqfNsQQ0HBauvgpguCWgDYygR3iGcp7xrg5devUaoCLnndkXrE6hbiX/ZMOltG6LzO+5Hxfrr/2+3/2H3a7izZcAmD3xxsw9uTdhYOW0jza81AqgAfesuhXHLGJby54ZvpZ1tyH7Y8822ZP+KIF6YED5R7FG1BCQb2XGHbj2/aFFrnExIjwTVrERnRRyn1YsX1Ea31uKqw1UHrsuLaaLtqZEu7UPpG+PttP+YlNeTvAoiGSbkk8bcKT2S4PMbCq/CoDDNiZRtaut5S1l+2fiG8s1RWbt26ybSNlOeHy2NZ/lgeH6fMoGnsPeVQll/bc8AZpE0TOsqlPyMrPQTLfmb6l3nMwAAAIABJREFUzeUTHQ424+7Xas8L7S40uVPfj0wfdT91xlT4auBO4AHg/8S/11JHPrwy095GzH47PaMqgCTkYdgHGGnaIOuZCoT4Wpa0riCV0IyLnSlKPQa2CsHhCiVHIGZSxd3yJgc8mUYKu4KAVzGwy02gywCjjKoAMgQEfngsLlZe7DzENwZMMb51nkGsjo2AXYxX1bML5St7tqF4gN2n7Q5gldafHf8zbjr8Jpp0E/OGz7PpD73lUADOvPRMvvGdb6CU4pGxj/A+9T52emKn+PtS2G9Phpn/3e+/Ow+z0f9jv2On3goGDx6cnSoUzwPncvXVV/O3d/8NSGj7aptjwg9pW1YqN4mqUlpT0lZG+HlWl7ltF62I6KMwrUqSZJS5SJJkO2DVGqzPOkmNQnrM42+sTdZ1gmZJBZRSM9icmQtLU0ybTvQxzN+pg9JOOkPWHBRQtDj5DL5L+W2XPxiZqkTVA5hfhssyn38+6K1B/PmwP0exLKa0xnDZT1OG3yF+dfG4qk4yb6getjzizyyUx/lnJsDyB/l3ZtLY9y7epSnXebfK/Z7y8MySSCnbBzV5TR1TXMvT6xZNUWmVy+GwHntl2zSKZ26dmIWLSZsYRtrBGt+kuCaONqI/dNUywrWZ6sy49u0V1wVU5TGzrlOUshEfP07u2VrlWQ3A9zwMntBVOMKoYEJcCM877jmPDLSESXEW4CoGHkkhaq89oZwLXeUK1BokeYfKbohXB0DMhMVAqCysu6iryqoCSZkmBMaNlhP8JrKwX3/61zS3NfPBWz8Y5KHRLBq6iAWLFtC2ZxttzW188NYP8r1Tv8fCyxbS9O2mQhnW4ZL/PQPLli3j5Zdf5pfv/KX9Lm19lAfyIu8GF2/AW//1lgPwADfvdjNbb701EyZMoL29PV975g9gmRFqMfpcRsGR5tbiYNnaaFbci2dcDyC1hvoP6cveBvic1vqu1V2X3ozNq4O6aqYmZlkFgVnU0r6CPQtiunQO5yog7pIiN11xNk3isC/zZJhUVEx6n2LxUhYPfmMwZ1x2RvCeq6gO/obKrOJTxj8UL/swIZyMlV1VX9kviqYJlCPLct6h+BnrPLknuXWqJO7J9LGifYCsSJ+vv8xFLr9B5d9+7shJBZVMUw/HwtBzzuTM0koz5U5YPpRRT3GI2BOpM6bCFwDPA7fgmgqvs9vhdBfJhhR7LdXrWGLe0cKjRb7JUtqs09GskHBxSHlHcymEVFRAiXQW9MApV6Z1eMcEqpcmVmaIYnlCfGN5y9KU3UOd+tWhOmV3JG1XUdnzrHq2jTxXNU6hHikvy6efnPgTmq/+F5tO+grNk5vZdItNaW5rZr3l69k0K/qvYMDK3PfNn474E23NbXzxZ190eTprS0MgD9IbogVrU0dF/s+oX79+nLvq3AKfUaNGMevYWU5b/Mv4vzBixAj2+J89WHXuKpqacsOafDVAq11n29kBs95OvVVxBUiSZD1gR1LF9Smt9bKKLN1Cazs29xQqeAMWHevaPCo61NKDub/kyJpXeksY5KC8sw62tajIOnJY4fQTbLg4+hSLf2HrFxg5Z2QxfYuy/hJCvBrBzLJ61clXh0eHMC/Up3DwJt53yhIHcci8Gx+P/Hdo3qv9ZTyMIyVppg4BE3Ql/ghfKaZOGU+5Fruwntrw1gHlluLabel9uKz9yB03unKZXyysj3LqjKnw0cA3gfvJzYT7EKoLSW6QbEwdYhRdZG7xIRcIdnPjJDeHcKwQVJ7XmEEYE+I0WuFuEK0z4WLCdPpXRoC5piAFxUEKQa8OaSfeHaEz505YiK+XxhfkIeFfBooFAKgBHnX4loXHQKoO7zrxoXtqFLA7S2XPNfSuYu+y6v2oR4rxPh+/zHlbzOMJtSt3T7qbm4afw5Yvb8lF37yIS7kUgFu4hQErBzBzh5m8Nuw12pN2jrzpSL74sy8C8PVLv85nr/0sH1Yf5j28l9HJaJRSNNFkgVMpOQrsrfNpyT0KA7mXT5XGL1u2DIXiwQcfRLErV155JWeeeSbHzjqWfW/f1wH+ww47jD322AMUrL/++my77bZMnDiRT33qU8CZwPfZ9U+78tBDD3HCiyewalW1dWkIsOUyBOi4+bHPp48aot2BXYBxwCeSJPnMGq5PH3URhdqF3w61dh0ySvLDDP5LL6tRs0Q7c+rGK1pTHxmezDXKhFEWktbENf2EXA6yQ47lBGSzIiin5XUIk6TSqlpE/ojSWsYr1neog+NV8XUxrgoTQ/lL8VIV6ynjnLoq3HQoJ02eODf7NibjaVqdr4el1d2SUaXfSWvSWnjXaXy+PE1rbb+RPN60g9xbvz8BY75r01+27SZjk9YrLyNvD25V7CCM6pzS6texLKyPqqlyxrUn0bo6qutusBzxpJaZ7AbN/VRxsXrR6YvoUCtsQ5UjrlFHDEqCknIElKXs3BGu5mcEpfLiIyDg84nF+edVvJyw7FeWJhQe5FVyT3Xv16T184TKDYFXFZXVrSqsjJdfx1hdQ/mLgIb9XmJ18L+tUBl1nl/sfs31t8/5NsMWDmPTBZvS/IdmNh2fztD6I/6raOI1XmEzNmPKPlNoa27jozd/lIvPvJi3LnFNgZ0965RyRoZluwqZBZs2Pe9L85g7dy577DEXOIyzzjqLuXPn2r8zO5tRv379WHXuKt5z23sYMWIEW2+9NSNGjHD+W2yxBf3798/KW7tmX3vrjGuSJL8GRgHTyde26t7sOHFtpdXdZhoxP/RNfR3z34xcb+Xuuly5VCJqYixJhDsyV+Xy3YT5MnkKUxjDGJppRqNJhGIdwhHJp0zmV/GI8fXD/bhGsLIqTehflsceFc77baQuEkstBpm/k1C8OxkvwwU/J79Zooaon8knfo6lgbeMxYSFPO0b/r7TQnnu9LEVlbOyaxsG9lTqjKnwAOAk4H1Z0GTgaq31iq6uZBX1gWM9Cm6R4R+llzbRsP0tcqC4ZtUIIYePEDq+ALfCUKV/BzwiQtEXzvbaX5RPMa3Dt0TYVwGGpBAoxeLKADL0XGLgGHyGgbo3CnwdoSiodQEwx9LH6hy6n7L7i4Z7AKqUQjUrVFvOM8TLibtqBrSNgRby7xHFLz7/C75wzRe4l3s54fATuOfP97BJv03ov6q/w2/OiDlsPXdrbj/gdtqa21hwwwJeO+c1Vn57pZPO9xAcioOwCV+aJp+daWtrY+7cuUyYMAH4Eagv85n/fMYqt3PmzOHtt992ymhqamL48OEFxfbQQw9l9OjRhefUm6gXK64zgJ10D+hBrQ3YHFrnvTrzdxfvUEe9jK/cdgtcc05na73MnFiaUuZ9hw9D5qAOIhjoKzAeNa1qYuQLI/nsdZ9l0ZBFDF08FIBnRz3L9rO2t+mqsLIsjY8ldXAuhuVl9YhhfQwbG72HqjKCYYE+UlmZboT5u/5NYu/TX/MqedgyZF5FcABFKeVsxwTl/lvkgEqMKr16Z22k0bWofcpt56kzimvfXnHdRB39sMvAx1/ADlghEOIhTYXk4nS5IN2u2fNGXCWgGSFoSYEc4XOEuE2Xr2WICV3LS+QzgFemjNQCDb/OPq+Y0K5IUxZWlb4sXazsRvLUva+q+6jLqyw+BpSNUtlzaOS5l9VFbatQswWPVUA/kXgufPHQL/LTaT/NeYqOAaQdsaGLhqaztL9t5uwTz+bGq2+kmWaGMMSySpoS2oa2sefee9K8YzPnXrEpN9zZzKY7bsrlW11uv1kzQ6vInU2UA3D5OncDzFprXn/9debMmePM1sr/nDlzWLJkia1Hb6ZerLj+EThFa/3ymq7L2obNPY26Yi2cgXrZXP0ZpmD/Adf6ylcwCoqHCfPkn4kr5De4LuTxtAnTeNdT72KDtzcAYMa7ZjDmqTF856zvsHTQ0qAsl8cQVWFRDDv8MmLl1MWaqrSxNLG6yT6P36exvBXOc3fK9eLcSlB8h4DZ1tC8d5tG8CqUIdakOmtcLWsz84qDZ07/NhGTJIan55xMKrT+Gm05g2rSxKjOWnCpIJf6nulA++1TfDunuPbtFdcBWh0fXajxxcwgUjIN3ldEXVNiaS6c/v37EAvqxTEVmemMqBGiNtwTaj7FBKkDSComRN3wjoCNE69yMI2m8epWBphdSWWg2JF6VOWJxdcpKwS2ft7QeehZ+/lj8TF+ZXxDeavud+nZS1n/gvVL0wDwJDAv/auZaXzuYCI3zWtNWrn6i1dz4k9PZPJ+k1Pltq2Z5rZmBq4YaNktG7iMd+7yTpp3bObx3z3Okb87kuYdm2ke3czADQdGZALINmtN+2jp1AzRokWLGDhwIIMGDepQ/p7iTbEXK653AeOBh3AdJx66uuvSm7C5J5M1+68xCyTNH+vw9feHLppQFpcRhWa9ALd/gMT4P4M6HIDl39JcODAwG2tYeLLysV0eY/TM0ay3fL3gHqsxnJBhfrpQ3rpUVkZZuqq8jWJn2b0F+ZaZBCuq+2Aq7//Yd+fnz/7K+bUQXGoGmPWohftCOenBXd7mb79jZj4B6/jJ8I9ZFfhhVvmt2X5CFk02rk8h7VbqjOI6DThKaz0ru94OuFFrvVu31LSE1lZwLDMDckebys2F/JGpaGMrWaviuwgHPMFlvKFKIZWPpMn0RpzZrJlwk7OsZvRLOYUIgBE8pWC1ZUhwMELQozpg0xFgq6IQ6HS0nDpg11X1q1NOo/Wpc99ldTEgF/pOygC+qvzQu6mqb0ffhVIKddaVTBozjsm/n5wqtIflSrAxvTfehrXW6HbN4hcX0zazjU9e/kma/97MMQcfw9TbprIxGztrvBaxiDba+PhJH6d5x3SG9t2HNLOIZtp1e0FRNDKipyiQa4p6seK6Xyhca3336q7L2orNPY2qdg2oHMz2zH5jFlUoeOKoJ9h553s55JAp3LrXbwpYfOnghCVntHD5kCWcfvrgXNmROGyOuMrUoLcGsePTOzLmr2MYxSj609+5n2+f823O/e9zg5gUk72hdDGZHpLhIRyJUQzXY7xCeFKnvBjf0HnZsSzMXqv8b99l1t9ysNdkl0eVXxusdtLg8UXhzJyGePnhGW9pwi6vDck123IgJkTda97fp6B2ljrjVfhM4K4kSSYnSXI3cCfw9a6uYE+hNbEZcGGNSWsivPIlhXTS26BrzuPxidU9G3k1wJUCllMjux4OdC7cMgU1PU8cfumR/CjPQQiyRAivFitkFJ4QV7nQtOeCdwzIyhSOWNq6cU68FOyRcquAq6y+ZUAYohiY1bnHsvrVqU8sT536F55rgJetm3jmzt//dkrqXOeenDLNN2gTRd6ZEmmzYAmW933+vvRk0EImT5nMoH0HwWFpnsEXDQbg2D8fy6X3XcY+s/aB1EKOpClh45Ebs90B2/Hwng9zq76VY2/7NMMYxgVcwJce/RI3cBT7X7A/s5nNxL0m8vjvHue2U2/j+kOu51S+z9n9zubHu/6YMUeO4YDkAFqTVkYkc3nrtbcAxJoh+qgXkdb67tB/TderjzpGZV655c4D5lq2VxNeUFDT0PysRecey8HKqiRZDirhwoEXp8FKsfPOOwNf4tZb/wUKmpuvAKaCgmOeaWHJGS2g4PTFg3MZ7HYkhDxM2GjxRrz7oXfzmes+w1kXn8Vhfz2MHdmRh/d+mGs+dw2t5+VrII3SKvlU4UwjeF6WvwyTYzjTEfyugz+xe4nmVeLaXmCfX+H9OEzMwbtPkVehcn6SPzneyTQogYNZHpNPa0Q6TapoaicvKtttI/tuTV7TbzSzrr5Ze1pmbkIcwzbHbD7S/pwdOkQa6b04zLumNURJu++jMNXyKty3V1zvoah3YTMia0dcMyWU4mJ3FPx6lObYY7PMypgVwfDhMG8eNq8VoN561jwcIZgSV8CaJL4gVri8vbCQcI8JenmMncuwGHCUhdk8QiiHwCVEsbrE0pTxqapj7BmE8leVWYdnFZXdbyw+xt99D/msvs9HvisDyLGyQ99G8F4V9lu2cRn/gsfNbJRYJQo2AYaDeiL87W250ZaMHz6ece8Yx0VTLuKpk59i+022p3+/fs4glsLzuKgSNmzdkCfueYIj3ncEzVzE5z7SRtvMNuY/PZ9+zuJceH7k8xz2gcPsLG3zjs0M224Y/Qa46bqSetL+db14xnVv4AfAGGAg6arrN7XWQ0ozdgP1YXOYumrWpWo9nW9i7K5VLQ5qL168mPvvv58775zCbbdN4dFH7/YUhs8D1+QZlPfHddroKBrCvHiYGsYtF9/Ctd+/lq3nbm3Z3TPxHmaMmcHLW7ycG3YF5KwfXpdiPPw08thIulBZdXAqlt8vu6rMNLLYJwrxra4A9p2G7kHiWSkPpN8F8X0q0eeUM6zCVN3mcSZB8j6qwU9DZQ7HoDgb2wjedNz3TPfN3q6r1GFT4Szze4F3Av1NmNb6V11ZwTrUG8BxdZsHhBRVB7SsCXAaZ8DNmGnM+5Jm+HA45xzo/9+tXLFxC6e+7q1LyQTMCy9oRo5M81pzYWfm1ZyYEbaA86aMn1QsZBpJTh3MNbnSYcJCCobkIfPJMqTy0ogCI+P9c7/c0D/Gv7upbh06WqfYs+poHWP1jL3nsjrE3p1ftvzenPNI+U5dlO9UIrHfV8pO5Xwzfi26JffKCXAx8F/AbcDBwCvApniOoPZC/fwQNn9oc8YNH8eum+/KkPWHpOW3FJ00SUDtl/Rj/tPzWfD0AtqebrPHJ6c9yeA3B9s87bSz6Q6bWkVWKrUbbr5h6UhzVymlq6sj0IsV16nAJ4E/AnsAnwF20Fp/a3XXpTdgc1dRHYzvjs5vIzwd7+JiUPn4uV/hjjumMHv2o6DaBcbDqFF/4sAD9+GQQ97BYYe5a+L9+sktbySumuNdk+7i/ZPfb/O9tMVLzBgzgwPuPAC1l4JDMvZVMtWjOphSlrdM9pfxDuFjI+nrHJ30WZAixxYHSyJ1qHuPIfw05VicAswgsKlLSt4aWpXXs857Uyrs5dc1d/fWX2ffsUI4V8pYFrbACQ3eRDCpymFhnfQx6jMV7jx1Zo1r315xq4G6opNmRj9lo/XD7n6/Zr+7Eo56QvPHP+Z5+/WDsWNhzz3h6qvBzrIqYcqbjaLl3uSMOYapeC5wZIc/5F04KvQVTsc+JKjrCEalDJwWBb+89gV1iG8doArl8c9D9YylqQLFWPpYWXXr7N9rrI6h/KEyO5MvdB7LV/Vd2GP2K6tLKK/8buw3VVG3snoYCm1dA/mIsVIqXQO79fowHDgMmD2JYWMeYeHShTb99ptsz7h3jLMztOOGj2PrIVtbBbMOiC59fSltM3Nl1ii2L854kQErB9h06w1dL1doR+dK7SY7bMKAQQOCvHvSDKtPvVlx1VrvkSTJo1rrsVnY/Vrr967uuqzN2NwombWijXzv0bWrHWg3Wmuamp7ipz+dwj//OYV77rmX+fNnZ7EbAO8B9mWXXSZyyCF7ceCBg3nPe2DIkOLuBI6FltjPXfYtEtrZ6gsjuab5Gu6/+P6MATyvR7INL/C9U7/Hoo0XwbPAdqDOV4U6V2FVlUwtw5kQRtTBqRAe1q1PKK4ORoVwz6+3U47C9muq7tHGI/JR0r+xl3mfLoi73haFtgxwBnDtHzErL9OYMr2JDektuKyNyC2afN7hdeHmPsNtzHogFm2wo/4gfIdnfVSPOqO49u0V10Hq7EfqK7NVjhn8sqcfpnnoIez/8cehvT2N33ZbmD074fLLNaefXizbOGtwZmgBO+LVmkQFW+EXU6oUrqBTroJh+VsF2jUdMXxk3jJhHwMfp14ldfbrVYefX5cyCgFl7DzGN8Sjbl2q+Meuq+4v9i7K6iGPdSgEqCEesW/Cf+82jQgP1llRyJeGu1s9KaWc0V+ZxgChs8+dwvnOFMqaVAGc134eTcOa4B03w9GHcuSYI5k+bzqzFs6y5Q1bfxjjho9j8nOTufaj1zJ++HgmjJiAXhkG8xgo63bNohcW5QrtzFypXTxncZ4wgaEjhxZnaUc3M2TEEJKmnrmWpxcrrvcABwI/J3X19TLw2T6P/z2DfPPdruXtOmN64IEH2HvvvTnwwI/ywANTWLKkLUu5GTAR1E3sdetDPHjInrlsMbsFeB1334pLDqKl6aHp3Ca2eX4brtroKu744R0MYQirmlbxn/Yd2YFnueSMS3jzljdRTxflppFvMbnq40UorBE88amKVyi9PFbx8/NVpYndL+S45ORT3j9Sl2C4ZVEsT5HHh6ziQtskSeyTgxlGgZTp5dY2fv/ROCR07ik7d6yYSpTIkLOmomNS3xpp9c2K9s3ANk6dUVz79ooLUPeAUb1ZVzmyZK4VijF/aLFK6v/9H7z1ls0BQEuLprU1Dyu6BwejIEpTYDmaVZg5zSVhfjTnPikh6ET6MuCSZYXinLrUAJZQHivEidcjBDAxsImVWRZeh2cj9xYDykao7nupdT/mV/EMG61v6P3E3nUsj58/WDcV+T4csBftIbvnUFtw+br74VWZLfkeQtM65NvavLHsDYbsMIQf/umHPDLvEaa/Mp3HXnmMt1e+DUD/pv6M2XQM44eP59eX/BoOhlfPfJVNN9i0WFGPQgNxy99czmvPvMaBFxzID3f9oWN+vHzJcptuwAYD2GSHTYJK7XpD1qssuzupFyuu25Aakw8ETgOGAj/SWj+7uuvSk7B5bSLZJ5AzS7fddhv33juF2267l+nTH2TFirezHNsD+7LhhhN588wvcOngdvbbL2H8eBgwILRVnrc21jO5NHIbBSvOWsHOn9+Zo393NG8NeosN3t6AFf1X8MzKZ5hxxAye2eEZlg5aClOBnQGzS9ZDJ8OePwTCMjd0Xje+EYrJ+xiu1eUXwhw/PnTtlxdMpzxMCWGqwNZiJfL8RUxzJwRQOFjmX0sP9Ma3gtxiMechLfFcvr7na9+pktPPDNTPUZ7FNbgWh5Kq1sPG0tZKX8McuY86Tp1RXO+ib6+4bqOOKMALF+LMpD70EMyfn8attx7stltq8rvXXnD00eAseFfgj6a6Xtc8hTZL73g3liNr2T/PA8V1r675cC6UU75SSJu/EcQFRaHiL+8zlNech8LKgFEpFyBC+SSFQCsUX3VvsTLK7iEIYA1QjGflcy/hF7tnv8y67yNWBmRArcI8TLx5j9HyBQ8nPgvPM3rrfQoVy79l+V36DtFkJxL8NWo4ZfoOnwwFnba0Jqw8dyX9v92f3x/5ex555RGmz5vOI688wktvvGTTbbXRVpzw9RNYdvsya268/Sbb06+pYw6atNYsmbfEUWTN+euzX0e35/UevMXg1NR4dK7YDh83nCEjVo+Pod6quPYkWhuxeU2T6Ru8/PLLTJkyhY9/fArvetcUnn56Olq3k24KMQHYl2HD9mW//fbloIOG8773wZgx0O/b7hKE0KyVU543W5a0Jiw9fSm7D9mdMYxht8G7OYNRv//E75k1ahYrfjGV//r19Vx8f+6ROCTnle0AUJSlCntehqex60JZDWJgGZ7FMCtUZp06xcqKYV9Z/lhZofrYaxOk8vTOulEFznaI4OQJOfm0abK8jg8UT/HMB1yVg4dyYMZXHqG4fVMZyZnd6HrViKLbRz2HOqO47hcKXxNu93sCOHbFTGv9mVV4+2145BF48EH42sKEHa7XPPNMHj9mDDz58YQfba7Zay/YdVcYMMDnUxxN9cPBVT5dU2GHmzjP18A6YSDCi7O04CkPQrA5wlZRBLZshsryyQSxAcUYcFUBgY0Tv7zMItgEwUXWN1AHv3x5XQVgsbhY/lDZZfWIxdVNF8pn3ksQaMvixH3Gyqxb97JjiGfsO5H3EyrT3FN6kN+w+/0H663yvE49RRvxZ10VyjHZD5lR+fnSvPkMy/wl83nklUe4b9R9PHvTs/zm0d/Qv6k/K9tXArDBgA3YdfNdefDFB/nRB3/EuOHjGPuOsQweOJjO0MplK1k4a2FwPe3bbenM0V5f24v/d8X/61Q5dalPce089QRs7inUGX8VWmtmzpzJlClTOP7449lqq1G8+OKsLHYQsDcwkS233JcDDtib/fffiM99LqG9vbjlR939K33F4M2T3+TpW57mku9cwk7P78SqZatYsuES9vv0fpx69ak8x3OsGjqLC2/5Ld+6M/MDtqo/6tvnFGRh6dGcE8dB529wmbAsbRT3QuXF0pWFlfGKpQthTii9jzn2XHn1DaXx7lvyk9hinm3u3Vfl78ewEtcW35xihLkvXj7haMmf/czT5cqorIP0jG36lP4kSaMOmOo5Vyu24dAsr43rm23tFopis9a61/x333133Rsp9WVVTatWaT1jhtbXXaf1l7+s9R57aD1gQJoftN5qK61R6Isu0vrOO7VetCjOS6Fs2alM0hpRkaxZ2ngTJ8/NdR6e30ualzxclJGHp0eF0pDWyYbj8fb/hfR5nAm38X5ZXpxC2To414FzGdZIuhjfOvGFepZc1z3G6lFVv6q6dIZ3I8+rTtpQ3eQ3VJUu/SYC317JP/8mY99t8Ts2YaZ9mDrkbTFPL9udfw+Ftivaj2y7krffjssItF66Yqme9tI0fc20a/TXbv2a3u/a/fTG39nY1idRid7++9vrj93wMY1C3/L0LfqF11/Q7e3tYZ41ypVp31zwpn7hvhf0qzNerZ2vswRM1T0A33rzv7di8+omvz0sX75cP/jgg/qyyy7TH/nI4Xro0M1yvGNTDYdpuFSPGvWg/tKXluvf/14X5ITWLrbXrkuWR6H0ojmL9IM/eFB/ZtvP6NZ+rVqh9KlDT9X/OO0feuTnRhZkq/N/tyf/CMvkkFwPYVsVJsUwsS6+dgRb6vYPQvUuuy67F7/PE8P7GPY4PMB5N06YyO/wDGGjSGO+Ifn3w/J7yb85/5u1/UFzXYIZsc/cDzc8o3xUeVkdaU8dKaePyimGzXVmXPv2iusAxUZd5cjMyy/npr4PPggPPwyLF4PI+wCLAAAgAElEQVQ1syDhG9/Q7Llnavq71Vb1yvDj3T3d3PWx0rzQHYUFx7wjcZ0voUj/mFlXb/bVpm3B9UysbLxPoVkvywtVPkKJIpWJxf07bbxyefnl+nFylNepuyxXuXFueAvWlbyoe+g+Qs+hiuw9efdaxq/OaLOfrk6dQs+8qh6NPIfotxG5P/uuI99M6H5j/GPXobrls6BpGzOjwia+sK+rmD21XgylUzRxD5KnbPexdbAxT4Zum68efdZaM2fxnNTEOFs3+8i8R5i1cJZNs8mgTTjlrFN4/dbXU1Pj4ePYabOdGNhvYI8fje7tM65JkmyotX5zTdahN2HzmqQlS5bwwAMPcO+993LXXVN46KEHWLbMOKPYDphIkuzLLrvsy0EH7chllzXR1qbZZJOOl2mxHGxbT1oTFhy9gKtGX8VWe23Fiw++CMB8NmMG7+L6aWMYPn44b614i8G7D4axwOiM4Xxgc+AK4NSALFdE/xJDDfl5Qlgaohim1sXPMp514kPlxfAplNePBxxTWj8uDXCPTh1EfyCGf+57Ev0llT53h4csT/AMhgXSW37kFnXmHkE6eUrjFfn3I/ELsPu8+lDl72Me2goun+2V/du4o1OgEhMbpT7HTB2jDs+4ki613x74N6nS+jngwqp83fHvzaO6ixdrfdddWn/3u1ofeaTWI0ZoO4MJWu++u9YnnaT1tddq/cQT6exrZwgxAqa1HJmVaWTa4siX1tqOlhXSyFE5EafECFsar8XoX3GEzkkveeOOMtqyvBFFFRiFVP4oJsVRSpMulK/Al8CIr1P38ChqWZ0K+XD5x/517z12f3X/zvMruYeyOjnvLpAvFB/jHatP7JlX1aHuMfb8/O/L5+3zMW3QaTPim7bx3jfut0fbXpUY4VaxUWN3FFuWU5QV9WWLuZ9FSxfpKc9P0T986If6hJtP0Hv+bE896L8H2bIGnD9Aj/3xWH3sTcfqy+6/TN8+63b96purbya1LtFLZ1yB9wJPAi9k1+NInTP1YfMaItM2DME8DTfqU089VY8du7tuauqXtbcmDRM0fFX373+Dhhf1uedq/c9/av3GGyZvsVHKdl+Iwzt67by9vV2/PP1lfed5d+qTNj/JyrKf7vFTfc+F91grB5pWaLb/uz7mT8fYtjzi8hH6zH+eWZA7PvZZHA/JcoRMi8jiSmwJ4GQZvpVhZQyT6vQVoniFW1cpd2P5qzAv+MwkhgRwyHwHtu9Tkb6Yt1hvp69XUkb+Pbr8zP3JbzvvO2qnvCqS37bJH24TDQBbSRmd5dVHHaMYNteZce3bK65BWrEi3XpGOk964omsiQOjRqWOk8xM6vjxMGhQmFdhdqXGyI30/GZmcHLvwGkan4WzPsY6czKJQiNW6bnrBY70PMtjwyWpbPQN0vRZHjnyl4blR2UDiuQ6AMjrXpghQ+X8lHJGHEPpZbrQKGxshDV0LOMdvKeSuDrxXZHPPK+qujfE03s2sXOfZ9mocemIcqC+fpmxskN1hfS5KPLvR37fTjkKtNbuFjdeWUWHGAC5NYTcdF0pFXRcYcg4y1BKZe1FF9q4TVthqRFbH1uW3szgrmpfxTOvPWNnZ40zqJeX5E7pt9poK2e/2fHDxzNq2KgOO4LqLPXWGdckSR4EPgbcrLWekIU9rrXeZXXXpSdj8+qa8dda8+yzz3Lvvfdy771TmDx5Cs8990xah2R9tN4b2JdBg/Zln33ew/77D+F974M99kidKtYh2f7rtFPdrpn74Fxm3DSDv136NzZhE5KmhNnts/nSlV/i4NkHs+iKRan8+TmouQp1poINgbeBJ09g8vePYdJ2E9HtTblTHkOKXB4SkHMKiyOOLM3CfYrhqIwvw81Ynv/f3puH31JU58JvMcik4ABRoyB64yUOREQ+FDXOmjgEYpRwTUzEJAajXhVFidHr6R9IGA2IYByIohHFiUEwCiIog4gc5lkREZFZATnMnLO+P3patWpVT7v37t77t97n2c/eu7tq1arq7vXWW1XdLfPGeCJWVl2ZvK+i2kEel8M2Km2kfSOeTv0gKc6B4snP0r9EfMt9bLu2Ckg7PkT8dTe+rQSJ97Th3KeSj+CfB1ldOZfxe16DZzOwBzdlKZQ+bPXTg9vee16V3mZQZ4NJZlxPR7pE+EsADkD62P2L6vJN4zPmUd0rriDafXeiF7yAaIMNylEgAPTa1xItLaUjSbfd1s5uk0GePE1enr+vHBlL2EiWlg6JP6KmfZflyG1K/ux/wkdjoyOV/qgcTxfYZCOEPH+ijFrmv/l2+TvwU3xkvsA+91vYkXm079i+qK/CrrdfjH5qvmt10Nqsqs6x8pvsi7WpVlaTNoz52eQcqDu2VWWq53jVOZr4I8pqXpanuK7Yh1/DPI13HbP/Mn3uQzyW+Plj4Hab4OZVN9PJV59MB551IP3tt/6WnvmpZ9LaS2sX9d5wnw3peUc8j3Y7YTf61E8/RT++7sd01/13tSqjKzC/M67nZN8XsG3GzS3R4HRX8eCDD9K5555LBx98ML3+9X9Fj370HxTXj3OPJmBHAg6kTTY5m3ba6X46+GCilSuJHnywi4/1TuZJHnrgIfrFKb+gE99xIr3/4e+nBAntte5e9OVXf5nO+9x5tOrmVWn6BHT5LZf7MevD6xMS0HFXHEf3PXhfwCO5L8VvjwcpjIGRONmEP3ieKN9FYnUTLqrk0YZ2KnkCOg/JNlW3xdqS84HgjNg3P065Xc8X0c5BPsY70rc8jzwPpY/aOSxP6Rg3SX6rOv+r+K3JNRTkUey1MdM1thhSxLi5CTk+CcD6ADYGsALAfwD4o7p80/iMmRzPPJNo/fVT4fq+9xEdfTTRNdcQRZ5Z0gp5IJjMht4h5aJQK9f7nwctHlTz/CgDo9/pZkEMfOmxv78MmuSJUC+4BvbJC54a4QWCTiE6rzwZ2GXaCLFp++oEUixvUxKP2kOFDdGeTQg75lMTX5p2CCRBqx2BSPtXtXOTY8jPTc2fqrrIjltx3jPCztPyfeX1VP7nkOd+kZ7ZlNdqfi7zazuvH7+G1fiQILBZBd6Rie2rw70P3kvn3XAeff78z9O7/+fd9OIvvJg22XeTop4ucfTUQ59Kb/z6G+ljP/pY7YOgumKOhes3kS4XPj8bXN4DwNFD+DJmbu4Lq1atolNOOYWSJKGXv/wVtMEGGxXcttZaTybg7wj4DD32sZfTm960mj79aaLLL5+sDyCvr2Igmm1HAnrgngfoyuOvpGPfciztiT0pQUL7bLgPfe0NX6OLj7qY1sN6Zbx6xPV04FkH0rM//WxCAlpraS165ZdeSXgW6M777gxsyzL59S0FURDb8ljIOVzhO85ZWuz142w8vtfxTowrmnK95mNTvq/jXLWdoPsVfICgvfM83nHKjxX8srQ2Ts83wVnwzwfvmBc++Mef8588j/My/H3k1Sd6bbD9RT0RL0cryzBuxLh5LdSAiH5FRPcR0e+JaImI3kcDvOB87Hje89IHK515JvDxjwO77AI8+cnyVTLtkS9XSI9hi3xLrig7tZFf575P6YmA4qEAzrn0e8mBKF0SkW9Ll2/IZcTM1op0W4JELCkq06YPnQLSJbqZvSTdni53ccgfq56nzfPzZTtuKU2HBP4+lN/577LspPDbX1rD3yUbHrAEibrcqNifJGp7eHmQeNt4mthypWBJkayPsFX64pfNy6mrh7aEqsovWUaVbe1b879YWlXhS3S5VSSdbLsQ4StrKuvD7BX7Epedl2U+fh3wZVb50iwkKJbw52ndksMKWpFdT1RcV7SCvPPdf3l7uj+9Zksf5Xtd8+VWnl+u/VLK3K6Wj5dZFf/WX2d9bPv4bfHWZ78Vn3j1J/DDXX+I2/e8Hde+51oct8txSF6SYOvHbo3zbzwfHzntI/iLr/4FtjhkC2x64KZ42RdfhptX3dzK5wXE2wG8E8ATAFyP9H3r7xzUozlD1fl5yy234Nhjj8X73vc+bLfd9th4403wile8AkmyhNNOuxX33vtWAEdjyy1/jbe+9Rp88Ytfwi9/+c+48can4StfWQu77Za+rm6SPoC8vvJ+AK0g3P/7+3Hp0Zdi56/vjGSTBEfvdDSuOv4qPO/vn4ddjtsFH7jtA/jrb/41tv6brXHTvTcBxwMv3fKlcO/fHB/4/gdwwXkXAADWHPgbfP/vvw+8Hth4vY39W4qymJPftuBcypVLbqmIIWmaLIYk/B2fYN/pvihPJv7/GC9qXNqUPzXEuCPwr8pn9h0tR+lDpHVZ4fuRKGUq2wK/E+YH0vMkbye5vJtIpOf2E8rslre55CgeFogkeL942l/M+phJ/nBCyvxY4T2QqUxb+uNc+cn7u7k9zotLbknwXmpH8hz3V93eAjx5Xd5J+/uGhtDU7Fg/y2FUtw6oHIFiv9kIV57H289GzeS+/H9SzEblo3Ti4430+aNkwbZ8pC+R+8S3NvoobfDtYpTQS8vL1EYVEwT/k5rZRF5Wks2yyf3SrrePt0HMLyBqM/BNlC/zaPUK6o/47KVmL5ZWbSflO7ZNq7Nmt4kvVXaqjj8/H8s2Ds+xwB/vHPXPgbry+TWbIPGvw8S3qZaZXz9JOfIdxAZejhcHouFkVLjzvjvpjF+dQYedcxi97dtvox2O2IEeeOiBXmxjDmdckT4ocfeh/cg/i8bNe+11QHFtObceOfciAv6NgO/SM55xB73rXURf/zrRjTe2s1vF302w4Qc2pPOOOI+Oes1RtPfD9qYECR30uIPohLefQE/5u6fQQw88lJaTgO598F765mXfJOzyenrY3g8jJKCnHvpUSk5L6Krbrip9yuOGFwcR3cfr4vE5i2cBjwtO07gyxnExbonxUtVH5X+ED05qZCtWJ+jbqnhO3cZiut/nYMcHpc/FMeH9M/4Rx0n2OdL8os/G8uaQPBjyj9/P884j2c9M/PPM2yfK1MDbIYZJr7nSjv57WuUZ4tw8OOG1+SwaOfYFtaMK/UIrA5OfjgdDaaPs0If/8/Jl0JI2CpHlBbUyuHEyKNOGgbGKZDTSUAmK10EGcEEyMaFXJciIwmWnZf1I3d6ErHn9NMHE269OQNaJwFjnoMpn7lv0GET8qGsTXj9pJ2/vKvutOyVq27Nzl+0norAN4fsky8/z8GuFp+f7i+ss8a9PXn5xvYk0/DrU0nNbdWiSZh4xj8I1dRs/HNqH/DPv3HzLLUTHHEP03vcSbbstkXM/JWB/Wnvts2j77e+jD3yA6IQTiH73u272BbXG0ynX78bYmH5y6E/oyJccSUtrpe9YfQ8OoZPefxJdd9Z15D7qirQPrX6I8ORTCAlo4303JiSgxx30OHrvd99L+EMEy+x5LCp9RfHtxSL4vwNhJDhKxutKTq3g2qrY3CR+x7Zp4q0JH7Wqg8JX/JMfA7+PEHJ6MCjK+kc8DT+Wkrtk+cUxLj76+cf7hdokRHFO8P/MjL+95L/Y+e75Fdmfcyz3XfNZ80ezpdXVMDwmFq4ANmqadlqfeSZH70KuuDYmvW6KTi67YPkonJ8mzFukT3iAFPb4dhYUuZDgZfh5wIKOCIRB2YIAvEBV7iciP5jywCyIyRspFISjCTAZdJuQlbRVR6Klf379NZKNCaUqwRUj3Gg+xO3HbAf7RD20DkjTT/Q4KXVrs1/Wg/sdPUbaPnH+h50M3653zbHznB9Xfv56afk5AL8DIq9p3oHpCs1niUnsjwFzLFz3AXAYgD8FsG3+GcKXeePm664jOuooot12I3ra00qeWn99ope+lOijHyU65RSiVauG8e+2q26jM/Y7gz63/eeK2HL4Mw6nl77opXTjBTd6AnTNmjW08jcraffv7U6PP+jxRZzY9bhd6eSrT6aHVj/k2eacS1TGoHRfmSZHyZ3kc6OMcwr3aDG1KDMSX7V43zbWV/FXzM8m6au4SbZJJc8wXuTHILDlcQh57VceBzFQnh8jfnwlz4hjp54X8M8DL43kJZQfXiZPw88vbt8/D/2ytN8cGvfwctX/EVt1+wyzR2fhCntX3NTRx8WiBQS+XV68Wt6cvPNPSVjwAmaRJgiu5AcvQYyBCBTBjoumQEwUH7/swseE+ZCEZWmCTBJIQEKCaFTC9MoWPol9mjiSZBMTRxr51Ym9OtEVq7tmR62HUgduM0r0Sl3r6tfkWMQ6PppdrUOlnQ/5eVNXT3nehmUpxCzK5NdXcY0k/jnMiZr/7mNkWdqP5eWoKm9eMMfC9TTlc+oQvoyZm9esIbrqKqIjjkjP1y23LDlu442JXvMaon33JTrrLKL77hvKxzX0uN0eR6f+v1Pp8GccXlyLn9v+c3TGfmfQbVelryPgPP7z3/6cln64RFt9citCkr43+S+P/ss0hqxzT5GOCySOKqHB8xZpvTgW5uPxQ/JgXQxXubVBnJ+UC+v4Q0vv/a7hTrX+Sl8gb1s/X9hfUfPxvEDtsdL90Gff8/3BeSPbCRBlK/1FxTffrs5LeZnSN56vKfriK2knxo/VNhaAPKeMSYTrOQA2h//I/Uvr8k3jM2ZynAaanNdVFztRGTj89PLjd6y9IBPJy20X/7mt4FsJeDyQMVtlACY/ALMAq4qPgCCIlUNeOim2i/Qi+KqEJvYHAprVSSPZwL8kLt5iYiog3Ip9qhBk9azqEASCD8q2SJ42nRDtf2WHQGkXVfyLOmq2ua38vI62B+J11cosr5PSP6JwKXlwzQb5SbfJ8ua/uU15DZfXspFmjnkVrmP6jImbV68muugiok9+kmjnnYke+9iStzbbjOgNbyA65BCi888neuihenvTwprVa+i6s66jk95/Eh3y5EMoQUJLay3RkS85kn5y6E9oY2zspQeIbrrrJsJzP0Hbf257QpI+efslR76EPrvys3qnPtFjRGoPXhzI+S/fx2McERdVPh9XCiqeHpE4XsVrCtdU8YoW0zUe4WVzDo9xTCBYlbpW8aPkaX5sgn6F5jtQxHKN1/zjA+/Y+seAvDr7H3HeoDzuxfmShHaLc0c5/+pQxUNcDPrnqTiHJX8uCLUZR8e5uZaQYO+KGz148ND3+8TFZ2fKD8R3mdcLmCJYFTZlEFOCohdMIZcg8W3iWyG4PFCqJJiXlYgALcgl2M6JTBBAQCwQaQXZSJHofQtSCrZBIVFRX68eYntTERgj+agN1Oet80cVjYjb0cpp0sGI5Qs7H2EHoqqDFHYoSK0HUfye1WIfO1fl/rwczw673rRv75pn5eTg9mL5+gAvcx4wr8IVwCZIX0+3Mvt8HMAmQ/gyJDc/8ADR2WcTHXAA0eteR/TIR5Z8svnmRG9+M9FnPpO+a72vNyl1vXYeeuAhuvrkq+mEt59ABz3uIEqQ0N4P25uOeu1RdN4R59GqW8q1yXlc+P19v6cvXvhFetV/v4rWWlqLkIC2+fQ2hAR03R3XtfKtiCF5zAHf5/M4UfjqOR6veJzM8wfxV3JmED/1uNt0W4yLtHgfE7x1XKbtz+tfxUNqn0K0jdfuSlp5XLT+isYxMVHNhW5+TP3zA6GIhe9v7BzjA7Nq/QK7PvdJ3pCDKnKbtBGDJnqD+kyHCg0TYhLhau+KmwK6XCjyopf7wqDgb49d5NG0RbAsA5qXngUjKVK9jjmzQ+QTYCiYFcJi+XgnXhWhIDWox0ihFIGMeEU6lYw1EmC+q2KHE5C0J9qyaCfpe6ROVQQeI++6T1W+ph2EWGeB16WpGOX5VHsVba/t12zEOhxN2oOfo97xQ3m+aWm8a4KdK/y84udaeP1WBxPe0arKr3VG2mDS/ENhjoXrtwAsAXhK9lkB4JghfJklN999N9GppxItLRG9/OVEG25YctJWWxG97W1EX/oS0bXXzsylSjxwzwN0xXFX0LF/fyzt98j9KEFC+2y0D31956/TJV+9hO67874gPtz/0P10/JXH0y7f2KWMI+/Zkv7tlH+jy265bCJ/QkHB4hDjf57WS69wa+63jL9E1QJPcmMT3mjCMZW8ovB0LO5rYjuvq8YvKlcrPBIMfPPYz86Fwg7/JKFPQR7OMRXH0ucaXzz63BTGdp43do555xs7H7iILc+9ZvzRJJ2sextU8VgXe4bumES4bgrgKAA3A7gFwJcBPKYu3zQ+iyRcOeTFkJNwbH8TO9rv3K63jwUnWXYgVIWd2L40MJEnXHN7XsAq8qL8zQKxL+bKtDyvJBiPEDz7Cnkk8Hz1SA7SB+EjI6cYIVeJH60D4JGY2F5Vlmqf1dknS/2Jx4EQZW3C66HlDYk7fFJikBfxtqrqlMi2CI6ltMnaIz/PqzpOHrmKumgdtqB9g3bkZO0v4w3rVH1tltdQvJPB00nkZVSlWY6YY+F6YZNts/hMk5vvuIPoO98h+td/JXr+84nWXTe9Tpwj2mYbone/m+gb3yC66aapudAa995xL1181MX0tTd8jfbZcB9KkNB+j9qPjn3LsXTl8VfSA/eEr3JavWY1/ejaH9FuJ+xGj97/0YQEtOkBm9I7TnwHnXXdWcETgZuAiw6tQ67FAx7r8u38v4yvWqyV5XqiT+G2WOzWODT/8PppwlWN0yrfajzpx3NtwFirTxUPBW0k2tdv+zD+y7aQA6I8v2wffqx5H0yeA+p5wXz2hLR2nkQohR9/7XxT81TYi0G2a1dE62GcOVN0Eq6wd8VNhD7P8ViHswxGWp4yYGlBKw+OMvD4H38bt+cHb7/cSoGahN8+4VHZyQfpQRMaAZCXvihDkFQoQrkPfrvESMcTG4kuen1/qT4PQtLTyE+Sh0rAUDoYGvF4eUISj4lOmYcPFsTy8vaPCVNZ97p2kCRe2XmI1C84P5Ttso2lSA06R+wYF9dFwq+J8oLhNrzrUNRX2vCut6Q+2NSRLvd1CNS4N8Vy51a4ng3ghez/CwCcPYQvfXLzzTcTffObRO95D9Gzn0201lrpubHOOkQ77EC0556pkL399t6K7AWrbl5F533uPPryq79Me627FyVI6KDHH0QnvuNE+sUpvyjesSpx0U0X0Z7f35O2OHgLQgLacJ8N6W++9Tf0nZ99p/G7ir0+gRILpAjieeSgnWaHc5Nnj3El5zaVd9XtIRfWxnrlU5UvEKvQbfB4XVWexwnSFqt/0bZF30e0oejb5O0qhbMUYrwcebzkcfGOHcp0eZr8f5NBUO4T3xffzr8pCjmgKqHxlt/nC/0Jf8ft15U1STrDZOgkXNN89q64pmjWeZyBI3lZMkCxsr3fSRhk8o9HRt4+P09uUwtYXl7PDryyS+HoE1rQkWdkWfiYiDyCZGS9OGlwv7SRWX+7X8e4iBTvm5UEz/1D+K2JLl0I8nZU8ol2kMJTK8PzEb6NmOjThG3TDolXDuI+qh0JzWdZX7UNyN8OCupAVD27wDtxQWcj1vYyXxJ2PspriV1XzFZ5DevEzLfXxQZDnBzH/gGwDYCLAFybfS4A8KwhfOmDm48/nuiP/7g89zfYgOhlLyNKknRp8N13T1xE77jjV3fQ2YecTV948ReKd6x+4imfoJP2OImu+/F1tGa1PkuKTa6lfc/Yl575qWem1/ZH16bXHPUaOurio+iu++9qVDYXJvw/3yb3lzGl5M9inxKbYtu1PIVd5lceV8vy9UHCOr5QBwjFvrwMLZ2M7bGyNftS2OfxWPqq9gUEL/jHze/ryDR522n9hhxa2/L/XpsIXuC8VR6/8lvz12+XOI/Ic5OfD5zb/DJ9mzUU5pfXJvEcgPP8csYkwtXeFVeDrp3AptcaDyZV29tevAF5Qf/IsryAG3xr+wVZeWkEecogBhYw5e88gLIg6gkTRjBRAebZDEWRJm6kYOBl+WIqrYsnkIs666QZ1AkhQWptqpG5FLJVQjjoIMTs5/7L9PzYKmXmx7eqkyAFa952VfVUOzvMP8+G2B6rh+xYFccwOHfC9vX9jXRIxLnFtxfnFLsWYiQmbQX72HnKr3mDj3kVrvkHwMYANh7Shz64+Uc/Inrta4n23z992NL9909sciq49cpb6fR/P50+u91ni+v9U1t/ik5bcRrdeOGN0SW9t919G/3nuf9JL/z8C4tr9/n/9Xw6/KeH0y2rbqktN790NaGq/a+zJQVLyWlh3Ci2R/jR4x3OX/y74hMTqbF9GgdI/tJ8jMVvKX6J9EHLIg1CvyT3cu5T7SL8z9tdyx/USzlOnC/y4+rZEeePlz4R54Tiv3aOBOdSjY+8HyTza5iEt9pmNY4cDyYRrqcpH3tXXAvw66Akn/o8WpqqfDyPLFPak6JRpisCHssnA25YviAr7z8jxQSBT/4opfQhz8s+khiz355oEHVQSTcvn20vfUBgVxMpXt0FoQXCBYrYY/uCNJndKuHE7WgiLq9fTNxGxStvD2V7vk/alyIwKIf5FCN7T5xDpEtYft4Gos2D80q0U9DR0uwH50sorPO0/Brh50RxfSTQbXv1CTsS8hwNOjTCJ22f/J0jJopj4L6WZbQyMTrMq3AF8O8AHsn+PwrAx4bwZV65uQnWrFlDN5x/A/3gIz+gw5/O3rH63M/RmfufSbf97DY1HwC6+4G76auXfJVe95XX0Tp7rUNIQE8//Om0z+n70DW/u6aVH/ya08rS0qkxCKjMV8QbzpmCm8K4FYnDFTEWGi8reTRe8bklLjIlv0hO8YV22ScI+iKFv2EZeVvl6XnbBfZFm4blCY6KHPJoHSXXCd6Sx1pyiXpsRcyX5xevb3HOifPM811s1+xWITaw0ixvm7RzTmwLgM7CdUyfsZBj284eUbMLRkuTB07/P4L0clTNt4HAjiyzCNCAlz7/yKAsffMCXOAzC2iAUh+/fN4B90kjtFGSgB/QOKF5ZXsk4hMZTxeSVihcvLQs+IYkSUF5mhiUIk+WGyVyedwE2WhCWgod6bNWP1m2JF1NNPskHB4DXvf8fKjqtEhy5m2vHQdNCNfZ5MLaP8fg+8dsct9lfODnVv6tdRh4mRKBb4rT2I0AACAASURBVMV3/H130rb8bUgxx8L1AmXb+UP4MhZu7hN3XHcHfW/379HBTzqYEiS0tPYSffFlX6RzPnkO3fnrO6P5Hlz9IH3359+lNx/zZtpon40ICegJH38C7XHSHnTBjRe0fsgSj+d16YrfShwI0os0Ppf66TzbeVxEmVbjSJ9zyP+v8Qm0bSGHaWJTE7WSH0JOCAVvE1GucXdQv6It8jYs21NyhOcLSyj7Lrkdzjfa8ePwuaGsj2dfObe000cTo/xcqTrnYoMl8fKrbEV3TYSp2W1w7Rp0dBausHfF9Q5JDPm2ut+xbW0uuJCUKj6MxHgAlgJVfkrbjOC4LUlgCINzKFbJJw7hZyCMRB24H5xsePvp9YdSrr+9zCuFmrwHJVz6yom+SJeU7SaJPRDZuR34ZQYCPSnJKhBqop5a56JKRMZFbVwoBh2bvM6iPF7nOt+88yCyjZ+bfJ9sz9jAgnfeiGOVp/HPKX+7dy2yOmvfOWJikwtsfg7JfIGQjvgjy/Y7G2ryhcAcC9eLAazH/m8A4LIhfJkHbm7bgbz9l7fT3uvtTV953Vfo/M+fT3ffGr/Jds2aNXT2r8+md33nXbTZAZsREtAj93sk/dPx/0Sn/fI0Wr1mdenHDC4mWVcZ/6LpRCwOBBxKHvG5W377NmJCUYvhATcpcVjjkTp+8fiXcWaQHmGZfJ8nhgXXeHzFmtbjMMY3XrsjjOmaGOXtzLd53yyP9IdzU5xbdFuhcPXLlQOyvH5hGX4bafZj4OdYbj92fc+SuxaZJ4fAJMJ1Wb4rbprQTu7YBRxu72YzDFryAy+gaaJV8yvPKwWaDK7FNkFK6j5Q6IvwByCVmDyCZP892+I3J6XCn5w4gvIVUvPIqrRdtEdSBvX8m/sgyTQgSVBAoqq4E2QXI3VuV4q0vM1DsaaMomu+sLSB+IMQ8hG/+H5PeKptL9sz3unh5eRleO0GUV7ik7/WntU+U1BXreMiOwZaByrsvPjXY7Gd2ee2Yx0UuU8j/6q8TYHQ7Ggwx8L1gwDOBPCPAP4h+/3BIXxZFG6WuH9V9Y22V9x6BX3kBx+hp3ziKYQEtP7H1qedv74zHXvFsXTfg/f15gcXStE0DS6yujQeJ7I4JYUB59XifxCvBdcKbgoGBRXuiglWGSOr8shtUf9ZfVU+ZuXwttTiutZ/CAY++X7BI7KvEPNFHtfSdnjcqzjcr7duszg/hHHZ99DKD8+zMEEoiqtt6Ha77TOME5MI197fFQfgQABXIh0xPhbsPp2qz6KRY9MLSUs36UXIA5wmCot9xQdsG4L9Yfo8WOod31LY+mTJhSsX0ET6KK9si4AUWBk5eWm2PLKFTzKq+GVB2heeZVm8XkE9WBoimY4RImS7+GSjjjJ7efy00TKgpwnFpyBvli7WwYiJ6qiAF/urxLG2L2wPZaYZ7BwRdVA7OaxN5PnKzyt5XHgbcegdKUHckXzyOtJ+y/SaIO2CPkTs2DCvwjV1HX8O4CCkK6H+rAd7xs01uP7O6+mgsw6ibT+zLSEBrbW0Fr3yS6+kL1zwBbrzvvgS4r7Q9FrW0ikhokjL+VQTN7Fyg4FAwVMxsSTFJxeEHkeK8gORXPO/5C4KuILXNa+7J1oVXvT6KBEu0tot6NvIvkLBReS3Td6+QNgOrE8RO+7FcU24LXHsYidGC7QZOPF80c7ToA6c5ybxcjoYo0+LgEmEa+/vigPwKgDrZL/3B7B/k3yLQI55sKpL02RbuS+8qOvK4R3wmH/+iJ5iIymDr8zDt8uP56cIptInL2iDkQRKggvIAr6tQCSLNvJFMPdFELJnGyrB8W8p9nwhHLNdCi2PFIVd3hZE4UOBAjEoOhN+WymzgYnoCIhyeZmygyA/3J4U1GrHQzmuvK14XdWOgqhnrDMj83vXRnHeSJEuX5sTnrOBHW5bSScFruyYyLryPPKclTb5/r6xKCJ2XoUrgI0ArJX93grAjgDWndDmsuXmKtx+7+10xHlH0EuPfCm5xBES0Haf3Y4OPvtguuH3NwztHhH51znnuGIbi/eN7Cmxyxd5enzTYrnKPdKeiM9SFEqRW3Cpwim5f146GcuVssp2E1zI/CASA5MI24OXmx8Hzu2Sk/kxlJ/ch9wO7w+ox43VwftOQns8jzw35G+tbeT+/KP6pXBfbH9gvyKv5k8sXZNtk2JafLscMYlwneq74gC8HsBRTdIuGjlq53eTcz4aGBra46TGA40fmCJ5En2fH6SZeBBBtEzvB3Hpayj0/HIkIch6FfuYDV43beQyECqizmG7hbby9H49/bI54QWELtoumAWE0iEQv3PbASkn/siw19Z8Pycp5hsnzGDEGlqHQReiaseEle8NCIiy1Q5HEtrgdfRGw/mxSHh7hYMFPL8mkMMBk7LD4p/DfqfHP0eUbYlffg5+XgYdD1Zf6VsdFkWAdsUcC9fzAGwI4AkAfo10hrQRlza0v2y5mYjo3gfvpW9e9k36q6/9Fa2393qEBPRHh/4RrThtBV1121VqHs5h00Sbjn3TNFpM4WVp8SiIv4wP1BjZ4MNFnzaTyTmC+8F/x7gh8InxdyB8GR8XtnO+kG0F3ifx02h9H62dtTjMOUiWy82kdvXzz08H73dMZPncGKapFM5FvZulr7NTmWZWF5xhEHQWrkXCKb0rDsAJAN7cJO28kGNd8KjbF0sbSxdul0G1OrDFbMr0JSnp5ctRN/7fsymCb6VQ9myVYk4Tk9zHHJ6QUMumgAhjBMdnMaXPUgzmZQcEy9ogEHWCJD2hIsiT+1i0fQKPBKWtQNwVx0cheEHEUoTyOsc6CHnZsk2L/8KuJpCDAQbRbrLDowllKRw1fz2flHTe+ZT4glfmlYJRaw9pj7dnlZCU56Y26KO2G8Ly25B+k07EvGKOhev52ff/RXZvK5QnDU9gf+G4uQ4PrX6ITvnFKfQPx/0DbbLvJoQE9NgDH0vv+e576KfX/7T1E4GnCTnoVSUw1H0iTqXpynwybgT8qcVzmYfFQ21g0duHiviWyJhO1XYhfBK8KLlTcp/XBkU5ZRtp3JAj4FaQatdLr5XLuMVrY845yvGritWxc4S3W+5TF9SdhxPZbsFX08IYfFhO6Cxc0fFdcQBOAXCp8tmJpfkw0lFiV2Hnn5E90XiLLbaYQVONB0FnFOHv2HVUtT3/lNt4UAZLV4pDj1y8Dzzb3KZXbiJIIQ/GQFBmWH5YrmdDkB1P54lFUW/pq0eGnABZXUv7UnD69Sx+g4RPiNjj/obLkoq2yo8DL4eRjWwTXeT4AqkcFPBFHvfPE7/ML68eCYL6e2I/EZ0VxVdfgPptonUWNJGq1h+hX/IckEI/Jlz9Y6Kc496xCY8VP17eeaKcnLLjqQlj2ZnTEOssSDuxtCZcx/dBuvppBwA/AfCMbNslDfIZNzOsWbOGVv5mJb3ve++jP/z4HxIS0CP+/RH0lmPfQidffTI9uPrBqZWtcV/f9mNmg9gCf8AzNgDni01/vxRtVYOSPN5ofKANPGqcl9eBD/5q9ry6Jz7HhiI1jOG8rSTXFuWINg22K3FUllceH58vJNfItOVv6T/fHhQf5FfjP69Pi7rpZfV3nrflpUmL7pMHTQTXYxLhOpV3xQF4C9L7ZzdsmmdeRnWbnI9Nz1keuLS8WlCrsy/FEocvCiJBE/5+LsY0n2U6fxvLx0iqTOOLv1gbSD9lRyDwSQvqiS9WeT4pMrz2zEkv95ORn1+XeJv4acM6c+GYp8m/gxlQRlpBerbdE6zMX19ksXMlCZfQyg5G3lZcsMpReXVkPAlnj6VI9vP5HaeoeEboZ7SN2HHTypH7eCeM++CdG+y88MpISr/lORnmL8vOEXbk4iPmWj1j5WloS9ZdR9SHwhwL1xcB+DaAPbP/TwFwaA92F5abOa7+7dW01w/3oq0+uRUhAa2717q001d3oq9d+jW654F7ZurLpJ1YTVhoXEVUPYgleUyKQT+dLmTlPjngGXAji2NywFAb8JRcyNNIoezVTfgmy07bTvA5RJ1FHOZtztMG/ok8/C/nB358gjQIzxP5PxiQjXCKll+vV/v4Pyk08R+maWajWXmNkxpmjEmEa+/vikP6JMTLAWzWJt88kmMecOrT+cEzZqtNeWHgCwVrNFgx8tL8a2Y7TCd/68E5+58g+O/PgiKwJX9rPhXlSWJLoOSTopyTL2un4LdPRNE2EaSgCVQpXLgw9PxnhK0JJu9YCfLis3ZS4PB6+76VaaR49maOAY/EJTFrwtcTpPCFrCeAWX14WaqoZOmksJMErbUPTyvbJTgO2rFhdeJtptnxbML3i4v8Mo389o+xnDWetKO8SJhX4co/AB7Xk52F5uab7rqJDv3JofTczz23uJZe/IUX02dXfpZ+e89vh3avQExcxNNUp63KS1T9tHKePogziS8CvVjucY7PRZyj8vIlB0UHNlkaORCY2woEJ+M4WeecQ7jolQP4vF38foIsJ2wjrW2DAVfBCbH25vXX0EaUavm0QQ++rQmkD7zf1gbGUYZJhGvv74oDcDXSh0lcmH0+3STfvJAjR5vRqhj5yOtXCjbdVkhqVf/VAInwo+YPOvN+epnOIzQvQIpyCiJAsF8K2CDIcpse0WhtFW9LScw+yYVpiaRQDUkmJiZlmfFZVkHegvxKX31SLesbknfpK6+DFIn+Ml45Is79lCPfXnqE4pF3UvxZX/jtmnCbilAH+0789gjEqigrFMzh9SvbzutgwRfUXltIO+I/F/a8rhLRDqU4xm3QdIa0j5nUWY/eN8GCCNeJV0FldhaOm39/3+/pSxd+if7sv/+M1l5am5CAnvWfz6IDzjyArrvjOi/t2M7PGC9VQa5cqeS+SIzx+KOIZYx7JC8mYdzVfmurXgoeY/tlvPZiahLnXxnLvVlY5p/mf+5nTMRLfvDaJgnz8f2ajxok18u80icpcDW/ORfFEOtz8j5Bk3zhft0fPsDR1mYdTPAuDjoL1zRvv++K6/oZMzlqqLp+YkTS1o6Wpup3XSDq6ptGktyOv80Xq6WtUixw0VCSThn0pK+SjKSYKLYxssq/NVEhR4xzP6RQye1KQReMoAqi4ft4/XmdvDqqRO4TqjbyLMtRZ3PhCy4ptvg2vz3Iz5dAtAXUToG057U594Ud0+DDj4/YJvPnabjQlu0mj0P9OSHOda+evh1ZJyn4ZTnRY1VxzspjE7MZg3Z+tUUfwnYILIhw7e2hTF0+Y+Pm+x+6n7595bdpl2/sQht8bANCAnrSwU+iD53yIbr05kuHdq8Rqji4jWCQ+WJ5Y/GFxzPvW3BuEP94TE74smNfuFTOhCr2SzvwfOLpA/5k+2WcCngtEi/9Gd9SCEufvHIVbtEQ8gqzK3iY9580G4WdRE9XBXmstTImifNVXGSC0yDRWbhiCu+K6/oZGzlWIU4czdPG9ued5ar0vjgMhaLX6Vb2ybJlmdp2HihlcJU+hXb8vP53vFxf8LB9CbxOf+mfH9w5OIGF4tgnJD7jK2ctuT1ffIQjx15bCILmNr36KCTvtw2CfRqk2ApG2lmZ2kiwHB3nebW6S/HmiTiU5M8FpZylDUaGRVvJ9uXniKyzVp6se93ovGwLb3SfXw8KYUuBHDv+Vfvked60U6GNdledf23QRCiPCQsiXN8xZPlj4ObVa1bT6deeTrudsBs9ev9HExLQY/Z/DP3Lif9CZ/7qzFE9ETiGptdaHf8T6ddzIEqVOCD90AZENZt5zMt9kMJUG0z2/IRvTw7w+QK4zCfjX8ElLP5K7uBcqcXouhjGBblWl6INOO9A+hseR3XWNhKPte/YedEmJse4Svsdy1t3GtcOvCTxuowVbf01oV6PSYTrVN8V1+YzBnLsC2XgrN7H98u0k5z3svy8LE4IWjnabzn7lO/TZoE4cXFhKvMGM1qI+eyTU7RuCsn55bOR4Jrgz0dFfWIMH4ojxRD3Rz/2PkFw8uc28jLlrCEnyyBdUvpRHANWJy40eV5tttBry0SO0Jfl8LLlcec2tFlh3n5ytJvb99orcvCkAPV84r4nCI4T/611/Hg78TSyg6V2EBPdXzljnPvg1TWS19AO8ypcAfwXgG3EtmQIX4bk5otvupj2/P6etMXBWxAS0Ib7bEhv+uab6MSrTqQHHnpgML+mibbXvibauK0YJ+TfPK7FBi+9PAnCmCjtibI4B4UDovqtJnx77k9RJ8m7LJZXtavkCdl+wSoZxZ7Gh7zucrvqC/xjEPgJ/39sUJzzbqxIjTtjZYf2K6uhlhWz2xaxdp7I5shodTkL3EmE61TfFdfmswjC1e98xrfJ3+G+WGCM29e+Y2Kvym9Zrr7Ptyl/50E5Ntor88R80YKtFFixOnGy00SClq9qRsubYZNELOokbfokVdqQo9tlOaHoivqFiKBWCFT6pwlX6Zvf8fHbiXdgeFnSb95ORfsJP7n/mr+1viJcDhsbaNCEukwjfeIDGpqvub/eOZLtlwMT2kAFPz/4eeENSjQkuTYzs4uOORau1yO9D/Xv2bZe7nVt+5k1N//qjl/RvmfsS1t/amtCAlp7aW169ZdfTV++6Mt01/13zdSXPtHk8p30muQiJja7JrlZDuhxQSljv8wjB/PKcsryA+5l8Yzn82Od3x5BOsY1XChHBzcVbtLqpvEBR5NZU89vUa42MOr7WW+b263a15Auon21aaOuLYL0FX2ZvrCcheSsMYlw7fSuuGl8xiJcm564dcmCAKT8j9moGj1rWn6snPy/3Ca/8066Vk7dCCHfntvzltDkpMjLU2x4abQ8KPPGfCPS7hmtqBvzOU/Ht2tpPf9qiI7XIdwXt6eRaOhz9UnBR7m5f+pIvOiMeJ2bpGxL/i2PQ9ABSnxBXNZT1JttU8Wt6KQUx5OV5R1nrVzluMrzRK9XWM/YQFOePrZPmwUPZjyUY6NBa6Oq/bn9RcccC9fzAWwM4AQAhwNYZ5EHlW+7+zb6z3P/k/7083/qiaHDzjmMbll1y9TLHwpdhEm6P543lrZykFDGYRZPA+5W8kn+zvNJcUukP39ADipKMc3t5v7ltnJUicombVU5cF0Ve5VdNYcvTF/Th9H8aSOyqmZWq9qmajBgErRuH+/c7NkZwyCYRLhO5V1xXT5jEa5dwMUI39Z3GXW/5TbNryb5eF7/E5ITL6uJDwFh5bYFSRUkiepymtSLw5/5k4Th/w/vnfFn3eRsqu5PnDC0bbHRZy7W8vaQS2l5PbhdTazm+6RQkzPBnngVfmidjKKdEi5c9d+FD6KToi4JQzlTIEfsYwMppQgu9/lLmymwpSF2vLzlW9IH6E+wrBKU0dkCnkbzper8Y/XTsOjidY6F6wXsdwLgLADXDOHLtLl59+/tTuvutS4hAT3tsKfRx370MfrF734x1TJnjTqe8NM2S+flEXEhzsfwPjJvwNdJ9S0knB9y+1qa4j+U1TCS30TMyvMUaRIRu5OwHtF24jxZkz42CNm0rYu6Cf/KVVpQ87SFX175p01s5zxbbFO4ddaYVfFD13M5orNw9RL39K64rp95Fq4SJUmE3zKo1aeHt01LJ3/zbVVp6q5VLbB6M1vCN15e/lsL/rG6aNtjS3HrSSf0W0P1KGvsAUl6Wl9k6WTg52FEJsQJJ7zSpm9HmyHU2l92VKS/usDU/eadnTy97NRoS8bUgQkgtMvOqdj5KcUv97/wLfH9rD0WSblfqw/voMmlz9I3Waa2NLnWD1aHGBp11BqkWWTMsXBdEv9fB+DUIXyZNjd/ZuVnaI+T9qALbrxgLh6yNCR0sQk1TR2qBtb44GNenoxNsVtd5G9fsPmx3Rej/iAp9zGY0WXxWquXP+hZnb6su9gmOEXWT6uz75taVCP0MXjRNG3VoG26X9s2O17R+oVVPtRxvWEc6Eu4DnL/TP5ZJOFKFBdEcdGj7y/FRxi8izReEArLkvary/IDdrrdDwT+TGDpY519rb51kAQX2JGExtLn4GIh1oZc9FX5q9v1iT3mb1lO2LaazSKN6Az4o9LxAC3r7dUp73ggfKKvVketk6LODovOTcynwndRH5k2P/eLTo9SD56G+1AITOWYxzpYvBPlpVfIMHo9Nji5ZWeurqwq5PWsG2HX2k/aWTShO6/CdUyfRePmRYQmaNPtEX5i//l2GUO1QVRuIy8j/5aDp9yml9azH8b0aD0T/enqsRnkfF/UdxbzZfqmS4frhF+dL/Vxu7vtvtDGdNOZXhOWyxt9CVd7V9wU4Iu7Zum0fbF0tXarSACh7Vh5/n6o+zWf2/haV3YpdOJl5f5p9eK+x0QHUbgEVyVtIe40Qq0c3Y0Qtn8PLkT6uK9y9pvPCsoZwCa+5f4U21A/Y6h1BtT7RCO/NXve6D7YdnFM+eCOZkPOlsbKl+0UdOQQPslZoskS4aCuseORldH1/ituYznChOvicPO8nsdNr88+O/KxmOOvfmHxWhFrUgh6t1nwbYIjtcFEb5CTlcVvN+FlhWKSCg6KQRtA1dqF+xOdLU3C2d8qTEtcxgYxu14Lbfpfk9qaVv4eL5PeMWbfxoa+hOuyf1dcV1QJMrlPiqwmNrkgq7MzyYWjz5qGoinfr22r86lLvWPpYnmDdkviJC7Tpf/jorbKV6/NinZDmEfdHrZ9vNzYTJ9vq9jO6qnNKJbbwvyemFbIUh/9jtXRt+nXJ1zOywWpVp9Y+Zq/UvgWfkJZqh2ULwYRYvVIoP6WvsXqwsvW/s/qftRYOfN4P6wJ1+XNzcsFQWxL6le8VKWr4kuZj8/KBgOpIq7WCUvuY9iPiPkaNVUIXinSY32CLogNLnr9nor6BvZYXyDYlujcPwsMOXDUaBXTlBrGZoang87CFfauuF4QE2aaqGljU+bTBF2VgGlaTtO8UWFUE6C1MuraRIpCb18rEpD/44IqzFsSSHyGMkxfNyNXpI90GOQotHovESuL/5e/83KaLn/yOhdCNMmyqvwK/fPL0h7oITtCWier0v9Eikylflqbs/o2uXa0Nmo9kp7A+xBF2rPmf2xbUx8WHfMoXAE8G8AbATxtaF+I5pubFwFVsUWLQ3E+i/0u4y7fpg148n3+LKpIk/irZLR8Gq9qwiwmrmUbyHrVoVXahrFSa0u5bxoYu7gau3+G2WMS4Xo9lum74sYEdVZO3eb/l/tj/6W9gmQq7PHt2nJUVYxGgntMgMbAbfG8sRFNLa3mo/ShyTJMPy/UuvjlljuqRmBze2o5Cnk3sSdtBNugL92VaWS7VkF2QuqWS2vHUfrGbcv2rOzACAEsy5e/9RUM7TtB8RnwaqFdhyZ5646nhraCdR5nWnPMm3AF8FEAPwPwVQDXAHjb0D4tMjdXx5OKfD13xOsGpJqs5qiyF5vplP+DAUT+G/DSFOI08Qfg8hif87gW1/UlxBSkawp5PKIrYRoct7pB3nmMh30OUi6HAU/D9DGJcF1W74qbFqpEn/Y/nh5qWrVT3HAEMv/fRKR65SaoDPJ1wrBLcJuYnEWbBe1fEGt9e+jiuZoAm8yOhX7qdmJtzx82lHcQJrn/kaerWqbq/ZbtonSKtNnbpse36AgBahuV9Y+XW1UvaUvdLurrnS/K8eECsk5sVx3beewUjRlzKFwvA7Bh9vsxAM4d2qd55uZ5RV3cloN6RT6N+xME26vu8eTc2VTwNvW7biZSu8e2la0JRVXrlTMKLzZB1bMiqstrlXwiVM0ed7HTPH1/ttqiTX/JMBkmEa7L5l1xfWOS87ZpXi7AYqK3qWhumyZ672LEjyaY9GKPzURWtUlsuZO0G/PRE0gt3W/SWfAFcvv2aeqbFIC5oIsdZ+9/Uj1Tq4pFTcyqnaT6DpAmXAPb0DtoVWjT3oUQFx26Oju8bWKdzSY+jlnQjtm3ORSu51X9H+Izb9y8iKgbSI7lKfI2yC9jddNYqsW1pkLXSwP/O+ajxuWmI+YXduyWJyYRrsvmXXHThBZwq7bF/vv7ypHPOrFWV5bcL/c1EaTSjyZCqcu+SeEvbeJlxgsN78WpsF9XbyaUZfpJhHs5Axm30WYZmOZPIEAjnY3YDGKxVLeizlUj7ppg1vyXs7mlnfwTeahTjUhuIpbbQC6147Zjy56bzM7aaG9zzKFwvQPAt7PPCeL/t4fwaZ65eQyYeMaq4BQ97rWypWTNBybz2C2X2UpBqy395X5q+Xi863Ogq27QsMutFNPENOs+ZloYs2+GYdBZuI7psyjkyAVLlQhsaqvNfRZNZt+aimctnSYGeLlEzQiiL9HbJhhWLXXl2/j2QghV1KlutrTrchvNR+2/Zrvxsi6lI+GRPfwHaVTOugpbpXisb7tJ7kfieXhbt152XnP8JNTrTykntvStOMc0YTtQJ2ssnbs+MYfC9cVVnyF8WhRuXo6IzbTWDRZWxTKNE+VgJY97dYN0vF/RVNjJe2Rj+5tuL3zqYcAyanuB4us0lzjr52ur4gxzABOuA6JKWDQWqBUipesFK4lJ+tVUWGv5Y2ljkCQW85WnmTRQ8frHyKqvYNgXIeUdgs6ze0q2ug5Gjqp31sXOT39fubN2SVpFR0pNn/hPowzKS5R61IjIqm2y7LrtbYVxXpdpdpI4xryUd9qYN+GaumxPFV4UTGN1RN2yXzlYWjugVjMwGxO3YblRM55fMT+aoGogsdVtIkmz2es+YvKs4+80V+Qskvg2DAsTriNAU8HaJaZoIlPrrDe11arcBh33tnYlmvivjchqZbZ58m51efX1C0aVGwq2Jj7Fymt6P2xMbHZ6Ci1Km9osanF/Kb8GgvMjXEZcXaZ8dUK8E8Z9jJXPbTSxF/OJY9JOl5yZqEtfhba+LBcxO2/CFfZU4UEwr8vva1fbgD8Jv/1TzmMDzVosq/JDS9M1Bk2ygqZxGY04Op5oiPNpoiXky1CQzuklvzDoJFxtVLcfVM1ITjJLWVdmlVCWgjM2G9fEdpO0betTOcJbUa86e7MIROVsMfaPSQAAIABJREFUWYe8LfJ0sd9keZZMX3X8eIfH2y5G/NsvG+p2oNSZWiamS3Fc+qctb2+7XKyVj0rHsS7NJGg6kNE35uUJyHMoXO2pwobeEBO2Mm404Yu6W4Ja9TNi+YV/pd3Szzo7VWWORaw0vg1mAn99Dhyu4tMqeyKeHsuJsIzRWrjaqO70wIVsn9dGH2I3ti0UIu3Krpppq8uj+tVhFqxr+7SeNesoOprM4E78EI9ImzYZKFCXrmqiq6KhuQ3eAZGDEdLP2MM+tH11/lTNfPMBndhSX072Whmt71VWOlzxpevTI9O2S+kWBXMoXO2pwoZOqJ4BbGhDxMJ64avHT6ImsbuZTxqa3v7TRYz3NbA6i4G9Jr7WLS03GIZAF+Fqo7o9ouvsm76cJh5sY+JTCoOmmNWMSXRGj5FfVxtE9Q9qqLVdKexQm2bSMprkbTNC20gkRwi+6VLr2Mximw5SbBRd2om+s5Cf95EOFrdf1S6xe57avsImNhvdbDl8WM40l9MtB8yhcLWnChsao8v99ep2EafifRDxfu4Ib2g2omJzwsHgtgOsk5Q1JNq4MAJ3O2MMbW2YProIVxvVHQmiwgDpp/oeuOrtXR6i0FSoVKEqbR9iucn9M9NC12K6PnDJL7u+3rGBDE3Y8RnPmJBtey9zX8ehidhuZCeJP4BjaHEXWy4n/xuRd8ccCtcXV32G8Gm5cvNYod26oaZjsU8Oyk3KoVVxtQu02c42/oQDrtV567h0FtzQ18SB8YNhHtFFuNqo7pTReOYJFBUXXexNI78UQ7PCpGJ50nsgqpZPT2K3fZ6KfQ1H3LlQDWYaW4vTeDmTgj+QqWm5eT7+3YcfcjZBa7887TRWL9S156RlDi3cZ4F5E65j/CwaN88jugjF2MP0mtquW4kkV6NUzbrOUlxFbxWpab/6ZcWdXVrWWA48Y2iPLsLVRnV7gic8a67PJoGv8v68Ftd/s7Ka25sVus6qdd3Gy62eie7WWI2X+PYQ3Otm6NuUXTdb3/Temtg2PtvLEXvwVd3sc2xmsktnT/pV14GzEe/xYt6EK4CdALyT/T8H6XMorgHwxiF8mldunidMOsg6TbS9h7UqVusraZS4jfrBQDkA2zRtE0yrSbvMBM8CQ9XXsHzRWrimeeypwmNE3+K0jS3vM8VRsrGQSNMy2t6/yfP0BSkY5Si5R+KRomMdkE7+BOXHOzTyHuRKIdhkBjmJl1WVvqvYjqbt8Rj3vfRuCIzxKcNzKFzPArA5+38h0udQbAHgB0P4ZNw8TsQepKQ9Xb7PWNX0Oh8ynsl7cb19NQORROOMZQbDIqHLjKs9VXhKaMoPwXLDFjF+2kJu0pnHqHDq2e9Ws3+RUV1uR/5u48Ms0Kbt23ZU+npacpv0TVYqNLnPV6Ltu1HlvV9txLC0Ocny9r46S9bpKjGHwvVc8f8w9vsnQ/i0KNy8HNB0cHJatzfEyip+K2Kyr6esN5mlnRRNZnltktHawFCPGDevhTh2AbANEb0JwP8H4J8r0hpaIO1fAM7537F0sf8c0oaWNlZOF1T5QmKnVm4sf5XdJbfUwDPdnvRJT6ukSXw7bsmBKP1u60MMeb2c0lC8HHW/89s3Vk+elygts0mbcNAKqjyHfF+5X+Rt5+DHNM/P/SqPX7w8WuHvbFKvFbQiuk/LTysIS24pPf4rqDI/z8Nt5nXNtzc5h2TdmpTbBH3ZMQyCR/E/RPQu9nezGftiGBGacGQax8NYq6WrihPOOZWT2kCL4UTk/XfORf1ozWGU1om73bYOdcm5SzJ+a2mGQJ99wa4Yug0M84sq4XofEd0DAET025q0hg6o6pR3tQXUB6VZBy0p1KtQirhwX4y8utanSb5AFGX/Y4RUZVsjyCW3VNQrJpiK39r+bOG2FEH8fy5SYz7x7Z6QdDKdAxBvNL9DlPnlnE/kogr8mNa1qVZeHaQwbtpJ0TqAK2hFUGabAQx5/rapb5ty2ubJ26TtwFAXnwy94Bzn3NvkRufcbgB+OoA/hpEgjzF1cS46wJld03l+HjPl9Z7PfjSFtA0ASZLU5qsqo6tw9geiQ/tVdmXypi7IQeZGeaYUY1NujpRpYd0wcriKGZo7AJye/wXwp+w/iGjHqXsnsN1229HKlStnXWwvcK5eoNalmXT/0Bi7f0AutOqdrKpLPiuXp8ltTqv+eXlt92n7c/HSdUaurKvfjrG658KdC/g+0Le9urKSJGknRCPnGT8edcdujJhlu/cF59x5RLTd0H40hXPuDwAcB+B+AOdnm58DYD0Af0lEN8/ap3nm5uWGtnGlC2/1GQeacPI8xh0NQ/eRhi7fYOCIcXPVLOpOAD6efQ4S/z8+DScXGU2CQd3MZLDEOBgBbedT55nKjqOAXUcq26KNXTnj2HQEuXKpdD4rK5YpT0oIsRlDuazKQ5Jv123SCvKO5wpaEXQAqo63nKUr6yqX7+r587Im7XTwerul+NKyHF2WnYdlpt/aTGxdGbHzzJthZzPYjX2aYIR+0tH9Rek8jh1EdAsRPR/A3gCuzT57EdEOQ4hWw3zB44uKlTo5EoS3c8TCUmzgs+3qD8/fLFbWxULvVpU5XQ0ytGgcunyDoQmiM65jxDyO6uaxtkszTzLDysstZ/7CJcVjP/x9zFQ3TTNp3qHas+kscVvkQmRa9jn6bruuPkdnQivszaJ9DNPDvM24jhHzyM3LGdrKDm0mVluRU3nfa8dVIl3y1eXpa/VQlf1pDdRNuy/RlrOM4wxDoPWMq3NuJ+fcO9n/c5xz12SfN07L0UVDfq9fW0wauHi5/NufXexuvymK2eEGM0dl2nJbm5nqLmkaPSCnYTsNFdfbEkqTUXYAwb23TUe8u9x3xO85mgTyAU+x+7PifkRmQivaON/XxywuRx+zBvM682AwGPqF94A+sbJDbtPSAboI9Pi6460NcuVP0zxV0FYPcXirdJSi63i1iWjVVkk1ocdp9yW6PNRqmpgVT036MDHDOFC1VPiDAL7N/q+H9OnCLwHwL1P0yYBmDzRqOgvYNk+fkMtlm6Wd3QMC/GW24f6mgW5sATHmj3PhKHXTzoZ2DHOxtuSW2BJpvRPS5Sm6TZE/PEp2gIqlyw3ttiVQ3s59j75XLenrYmOaMIFsMIwH2vXYdACyLbr0KbRBvkkefBfLV/2QJSbepxQmaUX4ACubuAwxK56yWePFQJVwfRgR/Zr9P5OIfktE1wHYaMp+GTJo11kb3pFLgyfBLLXZpPFlklfn+NvaibpZduDrSLnqfqG29mLQ7lGNLeFq8gTJtnBLjr3aRxepberV+snGPRJh1bkz1oc08ddZ9D3jbDAYuqEqXsS4oQvkK3GKVTc1PNj2dWJtUPckfkP/GNm4vWHBUSVc7V1xM4A+y1edpy4WxzqQdffL1qEPDnBueuKO18ETUjMIqsVrYLrc3xObHY20U/5AqTpSnuVyIH7OaW1Q9S4+DU1nbPm7Bv1BmnDWtXHZTZa1NziH+1761hSzFJDcZ358TcQaDONFX4KOiIoHAHrbW8Sysa1WmgQLVJVWsPEBwyxRJVztXXEzgD7L181WHjS7LFmc1f2uRJMsB/W/JWJ1mKRuTYmo7r14vk1/W5MnzAKlGEjfn9fMr2kjr4t+71N5z2trEb0inBUoHibS4L7VLu8XbJO3yTncx1JfiSbvoh3Dk33H4IPB0BXLael7m0GmuiW+VU9Cl3nLd36PhMx6wJBVWaQBAIOhClXCdXcAb3XOneac+3j2+SGAXQG8dxbOLSrqBFjT/POGSQWkfNhUVdq+UD1LLR+6oM8Ihja7NYRcjluW28lcZ3izqw0eWlT3ZEaOJjOlVfetdmmLOoHZRye28l26bZcyJxO7YzAsPCa5bse6NB/ob0UIED4Zt07ENlriS6TGYZm3jgfHKMTGPKCxSAMABkMVosLV3hU3PTQVYHX5h37w0izR5kFUs2qH8KELPd7vWEPa/n08vRVbYMkt1T5tuA/ktvhs8iSYtC1iT9acaoclaZe87TtjDYbliDGLz0nQx4qQPJ6toBXBe7yjeZoI5mIWNf0fi0t9r5qJ+tNz3J7mOTVCnW4wjBJVM64AACI6lYg+mX1OnYVTywFdgtTYhKqcOa6r07QDc9P2mLYffdjvStp9jVKvoBXBsq82nYDYKwA0G9N8H15bRO8P76HD4lzzWfm2GEv79QUT4gbD9KC9Dqc2j8JJdbdZxOJS26e9SzSND13eDTsUYhMSY4bFacMQqBWuhulABqk2D0dqknYWwU/OHNdpLaJ2flWlbWpHfy1Acx+6oK39fpc2s2Wvvdht38GRfqT/4zYSJOkDp5o88Mi5Xsiy62yyNhNd5Y//ap7+ZuXHvGStDyyaEDcsT0zzOp34ndexhwK2GICe1gxkH08lblXeBA9X7BtDT0i0gcVpwxBw87QufrvttqOVK1cO7cZE4Pdq9pFuOWLe26bK/1nULfa6GkO/sHaeDzjnziOi7Yb2Y56xCNzcJ6Zx7Xe1ueSWkCTJKGORxUiDwRBDjJttxnXGaCNK0qWF0/NlXtHnkpppPACibrS46hzoU7TG/FAfajTNmYGsjdvMlEp/xvigjjpYh8xgWJ6YxrXf5F57bX+daB0ytlqMNBgMbWHCdaSY9AFOfYLzmsZxVfunyYn+ezs7PlG2jwdAyHuPR/IOu1ZLe3u5h1OIzSX/dQdtlhVJf6qOUx9tOI/C2GAwLC9Uxeklt9Tp4XLTeM+1wWAwTAsmXEeEsT18KQf3Q/Opav/snvAbljUrfp2kjv49qc3vORq676A+ZEjcX0sryJtl7XMWtclrc9pgrLdMLPq9rAaDoR/IJwQD7En7Pc5szjJW2sN/DAaDhAnXATEGodq3ABpaUHHMoj37HH2Ov7e02bZJ0LYadZ2XfDefZW0zi1qLpL7tF0H0delwLkK967Ac6mgwtEUYY7vbmpTa+rhG7eE/BoNBwoTrgOhCKnXLdqu29+VDW3tjELPT8mFsM3VtnlIN8OW88TRjHPWmFVQvnqvu61og4RO8kmIZ3De2HOpoMLRB7+8s7fmd2GOOuW0GoMdcD4NhOcCE65ygWPLDHkykLY2d9RN327zGZ0hM6sO83NfT9t7omADg1Z101LuvJcF9ouvTOftGH/UzEWcwGLrGgVlx25gHEtsMQFu8NRiGxaDC1Tm3h3OOnHObDunHPKDJvaPafZ4x9MVVYxClfaCKON2S6zSzOkbBppcVbmv7zt0qTDIrPaYZbe0eskkxpvoZDDmMm3X0ef2PZTB0qBiUt2XsoVJFupG0k8FgGAcGE67Ouc0BvBLAdUP5sMioi/XTuPelqsyxc08VcXYdYe0mdpvl7bM9Y0XJpzYbbLTdsPgwbo5jqIccTWtGso3d3gftVjR72rwN7hkMBo4hZ1wPBvBBAMs6Kk3v3svp2G1rWy5xHgOmKcImtd14ie+M27NYoi6fWhl5iuWQaOvD0MvUDIaRwbh5ZJjWgNmsX5k2BMYS38fih8Ew7xhEuDrndgTwGyK6aIjyx4IxdPL7xCyeftsHYj71cTymWd++l0xV3bMZewhY8NTKCZ9iOQ0yb+vDvHbIDIa+Ydw8/5gXgTRtP4sHD44kvo/FDw2L1hc1LDamJlydc6c45y5VPjsB+DCAjza088/OuZXOuZW33nrrtNwdBE3vSZ0kqPQRkPKHPi06xiiyOfpeMlW1RKvu3b11aNop6ZPMl8M5Ok+Ylw70coNx8/jQ57UyZoHEMW0/56UdgOFj5dj7PgYDh5v1/QPOua0B/ADAPdmmJwK4AcD2RHRTVd7tttuOVq5cOWUP5xdNnyjc9snDs35S8XLFNNrZLbm5InCDYdZwzp1HRNsN7cfQMG42GAwGw1gQ4+aZLxUmokuI6A+IaEsi2hLA9QC2rSPG5Yi2M0jTuj+yydLa1vcV9jTAOMQs2zzdl9zlFQTaEuImr4Lp0i7cB5nfZlANhtnBuHm8aDojN8t3bsd8Gnr2MIYxvo/cYDC0h73HdcQY+1Nd65aT+sLWeduazQzXV3qImeBpPJF5CGii1jl9CXHVsuLiXqKmr2JiHRvuQ+yVT86163Q0aeMxHQdgvJ09iXnx02BYJETfty2ux7on9PYp3mI+0QoaZZyY9H3kBoNhHJj5UuFJYMuR+sGslv7m5SziUmPnur3btcw/jjZpU48qn8dSn6aY9PgBi7MMe1Hq0RW2VHhyGDePH9OK0UtuyUShwWDoHaNZKmzoD21mjbwnw1aQ1zTeDzpPgqYpJhU9ddmnMSOojrYn9fmazJLP2zHuY8BuUcTeotTDYDDEMa0YbaLVYDDMEiZc5xhtiKjpsmO+PLNJesN0MI1OhtbBaCJatHOiT/T9mh/D/GGMSwsNhnnCvFxD8+KnwWAYJ0y4LkM0EUXa/avzoC/mwccqzErEdSlmau+/TSbMn2FsD9+Y1XsKFwE262swTIZJryEeP6cZS+1aNxgMk8CE6zJF3btZtX1dZwFzW7N4auzQS1YnrVPdEtau9rkgjt3rlHdW+niadRsbfXVk8hnlsQxe2HsKDQbDvICvyBli+W+dWLaVOQaDATDhumxBVH/PYneRFNri33L7NDHrWamJnjjcwNeu98ZyQRyzkXdW+jgu3Qc5Jj9eQwxeLMLs5yLUwWAYA7peS2MSZ7OOB3VieZ4eJGowGKYHE67LELEZUImuM2lj4pcus1JDdR76mEFr0/Yj6iMV6NI56WtZ2yTtsQizn4tQB4Nh2mg0wNjxWhqTOJtFPLDBMoPB0BYmXBcETd9dyZeJduHIEfHq1DCmzkMfiM/CztaPaaGvZW2L0h4Gg6FfxN493bfwWm5CzgbLDAZDW5hwXRA0ecVN0475GGfixoh56WTI4z7E8Z3Vgz/GtNRuWpiX885gWBTEBFafwsu55f0+ZYPBYGgCE67LANoTgpumN8Qxr52MIY7vrB78MabZ8mkJzHk97wwGQxyzjl02AGYwGOYRJlyXOZbBBJUhgiFmJ7uWOY+drKEFZpc2Ww4z1gZDF8xjDKrC0PHJYDAYusCE6zLHiCaoDDPGELOTXcscspM1r2Iu1mZaBzzfNqYZa4NhTJg0Bi2a8DUYDIYhYMLVYDAYKjCPYq6qk6x1wG32xWCYLmZ1jZlANhgMiwwTrgaDoTe06TRZB6seXdvIhKjBsDyxXK994xODYXnAhKvBMEfosmx1lktd23SalmsHqw2sjQyGFMtZmMzr7QqzhMVKg2F5wISrwTBH6LJsdR6XuhraIe/UL+fOvWGxMWthkovFab6+qykshhsMBkMKE64Gg2GmsNmD/pF36m3WwWDoB7lYbPL6rlkNGNnAlMFgWO4w4WowGGYKmz0wGAyzwizE3qwGjGxgymAwLHeYcDUYMthotsFgMCwWTOwZDAbD4sCEq8GQwTo4BoPBYDAYDAbDOGHC1WAwGAwGg8FgMBgMo4YJV4PBYDAYDAaDwWAwjBomXA0Gg8FgMBgMBoPBMGq4eXrCp3PuVgC/GtqPjtgUwG1DO9EDFqUewOLUxeoxLixKPYDFqUtVPZ5ERJvN0plFw0i5eVHO3bHA2rN/WJv2C2vPfjF0e6rcPFfCdZ7hnFtJRNsN7cekWJR6AItTF6vHuLAo9QAWpy6LUg9Dc9gx7xfWnv3D2rRfWHv2i7G2py0VNhgMBoPBYDAYDAbDqGHC1WAwGAwGg8FgMBgMo4YJ19nhs0M70BMWpR7A4tTF6jEuLEo9gMWpy6LUw9Acdsz7hbVn/7A27RfWnv1ilO1p97gaDAaDwWAwGAwGg2HUsBlXg8FgMBgMBoPBYDCMGiZcZwjn3N7OuYudcxc65052zv3h0D51gXPuQOfclVldjnXOPXJon7rAObezc+4y59wa59zonpxWB+fcnzvnrnLOXe2c+9eh/ekK59znnXO3OOcuHdqXSeCc29w5d5pz7orsvHrP0D51gXNufefcT51zF2X1WBrap0ngnFvbOXeBc+7EoX0xDAPn3B7OOXLObTq0L/OMReH+obEo3D0GLArvjg1j5k0TrrPFgUT0J0S0DYATAXx0aIc64vsAnklEfwLgZwA+NLA/XXEpgL8CcPrQjrSFc25tAIcDeDWApwN4k3Pu6cN61RlHAvjzoZ3oAQ8BeD8RPQ3A8wC8c06Pyf0AXkZEzwKwDYA/d849b2CfJsF7AFwxtBOGYeCc2xzAKwFcN7QvC4BF4f7BsGDcPQYsCu+ODaPlTROuMwQR/Z793QjAXN5gTEQnE9FD2d+fAHjikP50BRFdQURXDe1HR2wP4GoiuoaIHgBwNICdBvapE4jodAC/G9qPSUFENxLR+dnvu5AG/ScM61V7UIpV2d91s89cxirn3BMBvBbAEUP7YhgMBwP4IOb0HB4TFoX7B8bCcPcYsCi8OyaMnTdNuM4Yzrl9nHO/BvC3mN8ZV45/APDdoZ1YhngCgF+z/9fDgvVo4JzbEsCzAZwzrCfdkC0TuhDALQC+T0RzWQ8AhyAVLWuGdsQwezjndgTwGyK6aGhfFhDG/d1g3D0lzDvvjgij5s11hnZg0eCcOwXA45RdHyai44nowwA+7Jz7EIB3AVgxUwcboq4eWZoPI12mcdQsfWuDJvWYUzhlm80ojADOuYcD+BaA94pVFnMDIloNYJvsHrZjnXPPJKK5ugfZOfc6ALcQ0XnOuZcM7Y9hOqiK8QD+DcCrZuvRfGNRuH/EMO6eAhaBd8eAeeBNE649g4he0TDpVwB8ByMVrnX1cM69BcDrALycRvxOpRbHY95wPYDN2f8nArhhIF8MGZxz6yIlz6OI6Jih/ZkURHSHc+6HSO9BnivhCuAFAHZ0zr0GwPoANnbOfZmI3jywX4YeEYvxzrmtATwZwEXOOSCNkec757Ynoptm6OJcYVG4f8Qw7u4Zi8a7A2P0vGlLhWcI59xT2d8dAVw5lC+TwDn35wD2BLAjEd0ztD/LFOcCeKpz7snOuYcB+D8Avj2wT8saLu0d/xeAK4joP4b2pyucc5vlTwt1zm0A4BWYw1hFRB8ioicS0ZZIr49Tx0S+humCiC4hoj8goi2zc+B6ANuaaO0O4/5eYNzdIxaFd8eCeeBNE66zxX7OuUudcxcjXb40r4/tPgzAIwB8P3u1z6eHdqgLnHOvd85dD2AHAN9xzp00tE9NkT0g410ATkL6MIKvE9Flw3rVDc65rwI4G8BWzrnrnXP/OLRPHfECAH8H4GXZdXFhNmo5b3g8gNOyOHUu0ntcR/dIfIPBMHMsBPcPiUXi7pFgUXjX0BDOVnoYDAaDwWAwGAwGg2HMsBlXg8FgMBgMBoPBYDCMGiZcDQaDwWAwGAwGg8EwaphwNRgMBoPBYDAYDAbDqGHC1WAwGAwGg8FgMBgMo4YJV4PBYDAYDAaDwWAwjBomXA3LAs65x7BHpd/knPsN+0/Z90XOufOdc89n+Z7hnDvVOfcz59zPnXP/z6V4K8v/gHPukuz3fkPWcx7hnNvSOXdp9ns759yhQ/tkMBgMhn7hnPuwc+4y59zFGV8+N9v+MOfcIc65X2Q8e7xz7oks36rsu+AKYfdI59wbxTYvrXPuhc65nzrnrnTOXeWce+f0arrYcM69xDl3YvZ7R+fcvw7tk2H5YJ2hHTAYZgEi+i2AbQDAOZcAWEVEB2X/VxFRvu/PAOwL4MXOuQ2Qvhj8X4joZOfchgC+BeAdRHQ4gC9kea4F8FIium22tdLhnFubiFYP7UcXENFKACuH9sNgMBgM/cE5twOA1wHYlojud85tCuBh2e5/R/p+2P9NRKudc28FcIxz7rnUwzsbnXOPA/AVAH9JROdnZZ/knLuBiI6d1P6kmHPO/jbSfpLBMBPYjKvB4GNjALdnv/8GwFlEdDIAENE9SF8c3nh00Tl3BJuZvdU5t0JJs7Nz7tJsxvf0bNvazrmDspnci51z/zfb/nLn3AXZ9s8759bLtl/rnPuoc+5MADs75/6Xc+57zrnznHNnOOf+WCl3e+fcjzN7P3bObZVt39U5d0yW/+fOuQNYnjdlZV/qnNufbV/lnNs/K++UzPYPnXPXOOd2zNJsmflyvpzZZnb4SO5GWR3PzXzcKdv+jGzk/MKsbZ7a9HgYDAaDYRA8HsBtRHQ/ABDRbUR0QzYg/FYAu+fijYi+AOB+AC/rqex3AjiSiM7PywbwQQAfkAmdc//DOPtO59xblDTvds5dnvHP0dm2hzvnvsA4+w3Z9irO3Ms5dw6AHZxzz3HO/Sjj0JOcc49Xyv0L59w5GR+e4px7bLY9ybgy59x3szzvy8q+1Dn33mzbli6deT4i236Uc+4VzrmzMs7fPkun9hGET7s65w7Lfm/mnPtWxtnnOudekG1/MWvTC5xzj2h+6AwGASKyj32W1QdAAmAP9n81gAsBXAngTgDPybb/B4D3KPlvB7Ax+38tgE1rynxSZv9Jyr5LADwh+/3I7PtfkM7urpP9fzSA9QH8GumoNAB8CcB7mQ8fZDZ/AOCp2e/nAjhVKXdjZv8VAL6V/d4VwDUANsnK/BWAzQH8IYDrAGyGdLXGqUhHsAGAALw6+30sgJMBrAvgWQAuzLZvCGD97PdTAazMfm8J4NLs90sAnJj9/ncAb87bBcDPAGwE4JMA/jbb/jAAGwx9TtnHPvaxj33iHwAPz3j2ZwA+BeDF2fY/AXCBkv5gAO/Ofq/KvguuEGmPBPBGsY3zyjEAdhL7NwFwR4W/zwFwMYBNlH03AFgv+51z9v4ADmFpHtWAM/86+70ugB8D2Cz7vwuAzyvlPgqAy37/E4CPZ7+TLP96ADYF8NvM5nOQ9i82ytr/MgDPztrmIQBbI53AOg/A5wE4ADsBOC6zG+sjcJ7eFcBh2e+vAHhh9nsLAFdkv08A8AJ2Hqwz9Plon/n92FJhgwG4l8qlwjsA+JJz7plIg3hsmVLj5UvOufUBfAPAu4joV0qSswAc6Zz7OlKCBVI7jSyRAAAFb0lEQVSS+DQRPQQARPQ759yzAPySiH6Wpfki0pHkQ7L/X8vKeziA5wP4hnMuL2M9pdxNAHwxm7EkpESX4wdEdGdm73KkwvsxAH5IRLdm248C8CIAxwF4AMD3sryXALifiB50zl2ClCSR2T/MObcN0sGC/623WIFXAdjRObdH9n99pGR4NoAPu/QeqGOI6Oc1dgwGg8EwIIholXPuOQD+FMBLAXzNpfdGXgCdT6v4ty1a2XLpUuL/Rios71SSXAzgKOfccUj5D0g5+//kCYjodufcixDnzNVIB6cBYCsAzwTw/Yyz1wZwo1LuE5G22+ORDtr+ku37DqWz2fc7524B8FgALwRwLBHdnZV/DNL2/zbSvsQl2fbLkHI+Cc6u6iNoeAWAp7N+x8bZ7OpZAP4jq/8xRHR9jR2DIQpbKmwwMBDR2UhHLDdDOjq5Hd/vnHsK0tHfu1qY/TTSYH1KZmOffNlMVubbAXwE6azmhc65x0AnWodq3J19r4V0JHkb9nmakn5vAKcR0TMB/AVSYZjjfvZ7NdLR4qryHySi3N81eX4iWoPyXvrdAdyMdBZ2O5T3N8XgALyB1WELIrqCiL4CYEcA9yK9T6mv5WQGg8FgmBKIaDUR/ZCIViC97eYNAK4G8CRl+ei2AC7vqeiAy5HORgbPU3DOrQ3gaAB7EVH+0MAvZJz9P1my1wI4PLNxnnMu58c2nH0flfe1OgCXMa7bmohepeT5JNLZza0B7IbJOJunX8P+c86u6iNoWAvADqweTyCiu4hoP6QzxBsA+IlTbl0yGJrChKvBwJAF1LWRLrU5CsALnXOvyPZtAOBQAAfELQT23gngEVngBgAQ0YfzwJ6l+V9EdA4RfRTAbUgF7MkA3p4RIpxzj0a61HhL59wfZab+DsCPZJlE9HsAv3TO7ZzlddlsrcQmAH6T/d61QXXOQfrQqk0zcn+TVn4FNgFwYyZm/w5pO1fhJAD/12XDt865Z2ffTwFwDREdinTk+E9a+GAwGAyGGcM5t5Xzn0ewDYBfZbOBX0Q6I7d2lvbvkd5acmpPxR8OYNdstQ+yweF9kAozif0AXExER+cbiOitGWe/xjm3FoDNieg0pPfJPhLp8teTkYrxvL6PQnPOvArAZtmKLzjn1nXOPUNJxzk7uPdWwekA/tI5t6FzbiMArwdwRoN8Wnm7Nkgv24D3cS4hov2RDhaYcDV0hglXgwHYgM2Afg3AW7KR4XuR3u/xEefcVUiXwJ4L4LAWtvcAsDV7MMHblTQHuuzhDUiJ5iIARyC9N+Zi59xFAP6GiO5D+hCLb2TLedYgnc3V8LcA/jHLe1lWD4kDAOzrnDsL9SISRHQjgA8BOC3z8XwiOr4uH8OnALzFOfcTpMuE765JvzfSpUkXZ22TdzJ2AXBpdrz+GOm9vgaDwWAYLx6OdNnp5c65iwE8Hem9mUDKK/cB+Jlz7ucAdgbweraKh2Mr59z17LNztv0zbNvZPEPGXW8G8NmMy28AcCgRaSJyDwCvYpy9o9i/NoAvZxx8AYCDiegOAB8D8CiXPWgR6ZsGGnEmET0A4I0A9s/yXoj0dh+JBCn/n4F0kLsSlD6M6kgAP0Uqoo8gogvq8jG06iMAeDeA7Vz6cKrLAeT9nfeydrkXwHdb+GAweHB6XDAYDAaDwWAwGBYL2UqotwN4ERHdXpfeYDCMByZcDQaDwWAwGAwGg8EwathSYYPBYDAYDAaDwWAwjBomXA0Gg8FgMBgMBoPBMGqYcDUYDAaDwWAwGAwGw6hhwtVgMBgMBoPBYDAYDKOGCVeDwWAwGAwGg8FgMIwaJlwNBoPBYDAYDAaDwTBqmHA1GAwGg8FgMBgMBsOo8f8DmQSS841frokAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "col = ('blue','black','green','purple','red')\n", "plt.figure(figsize=[16,5])\n", "\n", "for i in range(2):\n", " plt.subplot(1, 2, (1+i))\n", " for j in range(len(a)):\n", " #ds_in = max_season_wgt2.sel(lat=slice(a[j],b[j])) \n", " #ds_in = max_season_wgt2.where(sv_mask.ranked.isel(sv_type=i)).sel(lat=slice(a[j],b[j])) \n", " ds_in = max_season_Z2.where(sv_mask.ranked.isel(sv_type=i)).sel(lat=slice(a[j],b[j])) \n", " y = ds_in[var[0]].values.flatten()\n", " if i == 0: \n", " x = ds_in['TBOT'].values.flatten() \n", " plt.xlabel('TBOT z-score anomalies')\n", " plt.ylabel(var[0]+\" z-score anomalies (amplification)\")\n", "\n", " else: \n", " x = ds_in['SOILLIQ'].values.flatten()\n", " plt.ylabel(var[0]+\" z-score anomalies (early shift)\")\n", " plt.xlabel('SOILLIQ z-score anomalies')\n", " y = y[~np.isnan(y)]\n", " x = x[~np.isnan(x)]\n", " plt.plot(x, y, ',',color=col[j])#, alpha=(1/(j+2)))\n", " plt.plot(np.unique(x), np.poly1d(np.polyfit(x, y, 1))(np.unique(x)),color=col[j])\n", " plt.ylim(-5,5)\n", " if i == 0:\n", " plt.legend(('','Arctic','','NH Mid','','Tropics','','SH Mid'),loc=2,frameon=False)\n", "\n", "\n", "plt.subplots_adjust(wspace=0.2)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=[16,5])\n", "for i in range(2):\n", " plt.subplot(1, 2, (1+i))\n", " #ds_in = max_season_wgt2.sel(lat=slice(a[j],b[j])) \n", " ds_in = max_season_Z2.where(sv_mask.ranked.isel(sv_type=i))\n", " ds_in['GPP'] = xr.where(ds_in['GPP']< -2, -2, ds_in['GPP'])\n", " y = ds_in[var[0]].values.flatten()\n", " if i == 0: \n", " x = ds_in['SOILLIQ'].values.flatten() \n", " plt.xlabel('SOILLIQ anomalies')\n", " plt.ylabel(var[0]+\" anomalies (amplification)\")\n", " Xrange = [[-4, 4], [-4, 4]]\n", "\n", " else: \n", " x = ds_in['TBOT'].values.flatten()\n", " plt.ylabel(var[0]+\" anomalies (early shift)\")\n", " plt.xlabel('TBOT anomalies')\n", " Xrange = [[-4, 4], [-4, 4]]\n", "\n", " y = y[~np.isnan(y)]\n", " x = x[~np.isnan(x)]\n", " #plt.plot(x, y, ',',color=col[j])#, alpha=(1/(j+2)))\n", " plt.hist2d(x, y, bins=10, range=Xrange)#, alpha=(1/(j+2)))\n" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simple = max_season_Z2.GPP.plot(x='lon', y='lat', col='year', col_wrap=9, robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Makes more sense to correlate anomalies or z-score directly\n", "#### use ufunc to to apply linear regression & save output\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lin_reg: 5, lon: 288, type: 2)\n", "Coordinates:\n", " * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 87.17 88.12 89.06 90.0\n", " * lin_reg (lin_reg) object 'slope' 'intercept' 'r' 'p' 'SE'\n", " * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n", " * type (type) object 'anomaly' 'z-score'\n", "Data variables:\n", " TBOT (type, lin_reg, lat, lon) float64 nan nan nan nan ... nan nan nan\n", " SOILLIQ (type, lin_reg, lat, lon) float64 nan nan nan nan ... nan nan nan\n" ] } ], "source": [ "# output = slope, intercept, r, p, SE\n", "def reg3d(x, y):\n", " reg = xr.apply_ufunc(scipy.stats.linregress, x, y,\n", " input_core_dims=[['year'], ['year']],\n", " output_core_dims=[[], [], [], [], []],\n", " vectorize=True, dataset_join='exact')\n", " return reg\n", "\n", "reg_shape = (2,5, ) + yx_shape\n", "types = ['anomaly','z-score']\n", "lin_out = ['slope', 'intercept', 'r','p', 'SE']\n", "reg_out = xr.Dataset( coords={'type':types,'lin_reg':lin_out, \"lat\": ds.lat, \"lon\": ds.lon} )\n", "\n", "for i in range(2):\n", " reg_out[var[(i+1)]] = xr.DataArray(np.zeros(reg_shape), dims=('type','lin_reg','lat', 'lon'))\n", " temp0 = reg3d(max_season_wgt.get(var[(i+1)]),max_season_wgt.get(var[0]))\n", " temp1 = reg3d(max_season_Z.get(var[(i+1)]),max_season_Z.get(var[0]))\n", " # not sure how to get series of 5 arrays into dataset, but this works\n", " for j in range(5):\n", " reg_out[var[(i+1)]][0,j,...] = temp0[j] \n", " reg_out[var[(i+1)]][1,j,...] = temp1[j] \n", "\n", "print(reg_out)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "reg_outSig = reg_out.where(reg_out.isel(lin_reg=3)<0.05)\n", "#reg_outSig.TBOT.isel(type=0, lin_reg=0).plot(robust=True);" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16,8), constrained_layout=True,\n", " subplot_kw=dict(projection=ccrs.Robinson()))\n", "imax = [0.5, 0.02]\n", "imin = [-0.5, -0.02]\n", "for index, ax in np.ndenumerate(axes):\n", " i = index[0]\n", " j = index[1]\n", " da = reg_outSig[var[(j+1)]].isel(lin_reg=0, type=i)\n", " title='slope GPP ~ '+var[(j+1)]+' '+types[i]\n", " if j == 0:\n", " cmap='RdBu_r'\n", " else:\n", " cmap='BrBG'\n", " if i == 0:\n", " vmax=imax[j]\n", " vmin=imin[j]\n", " else:\n", " vmax=1.5\n", " vmin=-1.5\n", "\n", " map_function(da, ax=ax, title=title, cmap=cmap, vmax=vmax, vmin=vmin,cb=1)\n", "\n", "plt.savefig('/glade/scratch/wwieder/svd/'+model+'_regressionSlope.pdf')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BrBG\n" ] } ], "source": [ "print(cmap)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "python-tutorial", "language": "python", "name": "python-tutorial" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }