{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "# Expanding the measurement of culture with a sample of two billion humans" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" }, "tags": [] }, "source": [ "## Replication Data and Code" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This notebook provides all the steps to replicate the results of our paper [Expanding the measurement of culture with a sample of two billion humans](https://doi.org/10.1098/rsif.2022.0085) published in the *Journal of the Royal Society Interface 19:20220085* (2022)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Robustness Analysis\n", "## Robustness to Penetration Below Median" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Setup and Pre-requisites" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Let's start by importing the required packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "#%pylab --no-import-all\n", "%matplotlib inline\n", "\n", "import sys, os, time\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('display.width', 160)\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import matplotlib.patches as mpatches\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "from statsmodels.iolib.summary2 import summary_col\n", "from sklearn.metrics.pairwise import cosine_similarity, cosine_distances, manhattan_distances, pairwise_distances\n", "from scipy.stats import zscore\n", "from scipy.cluster.hierarchy import dendrogram, linkage\n", "from scipy import spatial, stats\n", "from scipy.stats import zscore\n", "import MantelTest.MantelTest as MantelTest\n", "import re\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Let's setup our paths" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mytype = 'penetration'\n", "cut = 'below'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "pathfb = './data/'\n", "pathfbor = './data/OriginalData/'\n", "pathregs = pathfb + 'Regs/'\n", "pathsamples = pathfb + '/DemographicData/' \n", "\n", "pathout = pathregs + 'Representativeness/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout\n", "if os.path.exists(pathfbor) == False:\n", " os.mkdir(pathfbor)\n", "\n", "pathout = pathregs + 'Representativeness/' + mytype + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathout = pathout + cut + '/'\n", "if os.path.exists(pathout) == False:\n", " os.mkdir(pathout)\n", "pathshare = pathout" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Import Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ozak/anaconda3/envs/GeoPython39env/lib/python3.9/site-packages/openpyxl/worksheet/_reader.py:312: UserWarning: Unknown extension is not supported and will be removed\n", " warn(msg)\n" ] } ], "source": [ "# Type of distance measure\n", "m = 'Cos'\n", "\n", "# Import all data\n", "df = pd.read_stata(pathregs + 'AllDistsFull.dta')\n", "\n", "# Import all distances\n", "mypairs = pd.read_stata(pathregs + 'AllDists.dta')\n", "mypairs.drop([x for x in mypairs.columns if x.endswith('uk') or x.endswith('usa')], inplace=True, axis=1)\n", "mypairs.drop([x for x in mypairs.columns if x.find('cognate')!=-1], inplace=True, axis=1)\n", "\n", "# Import samples\n", "sample_all = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=1, keep_default_na=False, na_values=[''])\n", "sample_wvs = pd.read_excel(pathsamples + 'SampleCountries.xlsx', sheet_name=2, keep_default_na=False, na_values=[''])\n", "sample_repr = pd.read_stata(pathsamples + 'representative_all.dta')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countrycode3pop_totshareWDI_ageshareWDI_gendercountrynamefbpenetrationWVSshareFB_ageshareFB_gendercountrynameFBpenetrationWDI_agepenetration_totdiffgenderdiffagepctagepctgender
0CHN1.386395e+090.2883910.514821China0.001.00.6578900.615631CN0.0029460.0045440.1008100.3694990.0520150.007033
1TCD1.489999e+070.5533840.499404Chad0.02NaN0.6490670.834220TD0.0158720.0093960.3348170.0956830.0795440.016224
2TKM5.758075e+060.4097930.490754Turkmenistan0.00NaN0.3270310.472757TM0.0045640.0114620.0179970.0827610.0937210.019765
3SSD1.257571e+070.5154700.499250South Sudan0.01NaN0.5384320.783775SS0.0318250.0174940.2845250.0229620.1087010.027796
4CAF4.659080e+060.5298280.492986Central African Republic0.02NaN0.5192950.709647CF0.0432830.0236100.2166610.0105340.1221690.041294
...................................................
171BRN4.286970e+050.3486710.517849Brunei Darussalam0.81NaN0.4349010.563942BN1.1397061.0030390.0460930.086230NaNNaN
172BHR1.492584e+060.3394780.660007Bahrain0.70NaN0.4606580.737863BH0.9202231.0049690.0778560.121181NaNNaN
173KWT4.136528e+060.2712520.589644Kuwait0.74NaN0.4331590.708900KW0.9402661.0395190.1192560.161907NaNNaN
174ARE9.400145e+060.2865270.759823United Arab Emirates0.91NaN0.4758200.742728AE1.1227711.1701950.0170950.189293NaNNaN
175QAT2.639211e+060.3697100.791233Qatar0.85NaN0.5710680.762519QA1.0836161.2503740.0287140.201358NaNNaN
\n", "

176 rows × 16 columns

\n", "
" ], "text/plain": [ " countrycode3 pop_tot shareWDI_age shareWDI_gender countryname fbpenetration WVS shareFB_age shareFB_gender countrynameFB \\\n", "0 CHN 1.386395e+09 0.288391 0.514821 China 0.00 1.0 0.657890 0.615631 CN \n", "1 TCD 1.489999e+07 0.553384 0.499404 Chad 0.02 NaN 0.649067 0.834220 TD \n", "2 TKM 5.758075e+06 0.409793 0.490754 Turkmenistan 0.00 NaN 0.327031 0.472757 TM \n", "3 SSD 1.257571e+07 0.515470 0.499250 South Sudan 0.01 NaN 0.538432 0.783775 SS \n", "4 CAF 4.659080e+06 0.529828 0.492986 Central African Republic 0.02 NaN 0.519295 0.709647 CF \n", ".. ... ... ... ... ... ... ... ... ... ... \n", "171 BRN 4.286970e+05 0.348671 0.517849 Brunei Darussalam 0.81 NaN 0.434901 0.563942 BN \n", "172 BHR 1.492584e+06 0.339478 0.660007 Bahrain 0.70 NaN 0.460658 0.737863 BH \n", "173 KWT 4.136528e+06 0.271252 0.589644 Kuwait 0.74 NaN 0.433159 0.708900 KW \n", "174 ARE 9.400145e+06 0.286527 0.759823 United Arab Emirates 0.91 NaN 0.475820 0.742728 AE \n", "175 QAT 2.639211e+06 0.369710 0.791233 Qatar 0.85 NaN 0.571068 0.762519 QA \n", "\n", " penetrationWDI_age penetration_tot diffgender diffage pctage pctgender \n", "0 0.002946 0.004544 0.100810 0.369499 0.052015 0.007033 \n", "1 0.015872 0.009396 0.334817 0.095683 0.079544 0.016224 \n", "2 0.004564 0.011462 0.017997 0.082761 0.093721 0.019765 \n", "3 0.031825 0.017494 0.284525 0.022962 0.108701 0.027796 \n", "4 0.043283 0.023610 0.216661 0.010534 0.122169 0.041294 \n", ".. ... ... ... ... ... ... \n", "171 1.139706 1.003039 0.046093 0.086230 NaN NaN \n", "172 0.920223 1.004969 0.077856 0.121181 NaN NaN \n", "173 0.940266 1.039519 0.119256 0.161907 NaN NaN \n", "174 1.122771 1.170195 0.017095 0.189293 NaN NaN \n", "175 1.083616 1.250374 0.028714 0.201358 NaN NaN \n", "\n", "[176 rows x 16 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_repr" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Generate cutoffs\n", "if cut=='above':\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']>sample_repr[mytype + '_tot'].median()).astype(int)\n", " sample_repr['diff' + mytype +'_median_wvs'] = (sample_repr[mytype + '_tot']>sample_repr.loc[sample_repr.WVS==1][mytype + '_tot'].median()).astype(int)\n", "else:\n", " sample_repr['diff' + mytype +'_median'] = (sample_repr[mytype + '_tot']" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# All correlations\n", "cols = ['Dist1', 'Dist2']\n", "corrs = mypairs.corr().copy()\n", "spear_corrs = mypairs.corr(method='spearman').copy()\n", "corrs = corrs.stack()\n", "spear_corrs = spear_corrs.stack()\n", "corrs = corrs.reset_index()\n", "spear_corrs = spear_corrs.reset_index()\n", "corrs.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr = corrs.loc[corrs.Dist1=='FBDist'].copy()\n", "FBspcorr = spear_corrs.loc[spear_corrs.Dist1=='FBDist'].copy()\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr.sort_values('Corr', inplace=True)\n", "FBspcorr.sort_values('SpCorr', inplace=True)\n", "FBcorr.reset_index(inplace=True, drop=True)\n", "FBspcorr.reset_index(inplace=True, drop=True)\n", "FBcorr = FBcorr.loc[FBcorr.Dist2!='FBDist'].copy()\n", "FBspcorr = FBspcorr.loc[FBspcorr.Dist2!='FBDist'].copy()\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Pairwise Common Sample" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "measures = ['FBDist', 'distcap', 'CosDist15', 'reldist_weighted_WCD_form', 'new_gendist_weighted', 'total']\n", "mypairs_com = mypairs.dropna(subset=measures).copy()\n", "mypairs_com.reset_index(inplace=True, drop=True)\n", "corrs_com = mypairs_com.corr().copy()\n", "spear_corrs_com = mypairs_com.corr(method='spearman').copy()\n", "corrs_com = corrs_com.stack()\n", "spear_corrs_com = spear_corrs_com.stack()\n", "corrs_com = corrs_com.reset_index()\n", "spear_corrs_com = spear_corrs_com.reset_index()\n", "corrs_com.columns = ['Dist1', 'Dist2', 'Corr']\n", "spear_corrs_com.columns = ['Dist1', 'Dist2', 'SpCorr']\n", "FBcorr_com = corrs_com.loc[corrs_com.Dist1=='FBDist'].copy()\n", "FBspcorr_com = spear_corrs_com.loc[spear_corrs_com.Dist1=='FBDist'].copy()\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com.sort_values('Corr', inplace=True)\n", "FBspcorr_com.sort_values('SpCorr', inplace=True)\n", "FBcorr_com.reset_index(inplace=True, drop=True)\n", "FBspcorr_com.reset_index(inplace=True, drop=True)\n", "FBcorr_com = FBcorr_com.loc[FBcorr_com.Dist2!='FBDist'].copy()\n", "FBspcorr_com = FBspcorr_com.loc[FBspcorr_com.Dist2!='FBDist'].copy()\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "FBcorr_com.plot.bar(y='Corr', x='Dist2', color='red', ax=ax)\n", "ax.set_title('Pearson Correlation with FB Distance')\n", "ax.legend_.remove()\n", "plt.savefig(pathout+'FBcorr_com.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Prepare data for plotting" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# We need to construct some stats and prepare the data for plotting\n", "\n", "# Remove if Dist1==Dist2\n", "corrs2 = corrs.loc[corrs.Dist1!=corrs.Dist2].copy()\n", "spear_corrs2 = spear_corrs.loc[spear_corrs.Dist1!=spear_corrs.Dist2].copy()\n", "\n", "mean_corrs = corrs2.groupby('Dist1').mean()\n", "mean_spcorrs = spear_corrs2.groupby('Dist1').mean()\n", "mean_corrs = mean_corrs.reset_index()\n", "mean_spcorrs = mean_spcorrs.reset_index()\n", "mean_corrs['Dist2'] = 'Average'\n", "mean_spcorrs['Dist2'] = 'Average'\n", "mean_corrs.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "corrs_com2 = corrs_com.loc[corrs_com.Dist1!=corrs_com.Dist2].copy()\n", "spear_corrs_com2 = spear_corrs_com.loc[spear_corrs_com.Dist1!=spear_corrs_com.Dist2].copy()\n", "\n", "mean_corrs_com = corrs_com2.groupby('Dist1').mean()\n", "mean_spcorrs_com = spear_corrs_com2.groupby('Dist1').mean()\n", "mean_corrs_com = mean_corrs_com.reset_index()\n", "mean_spcorrs_com = mean_spcorrs_com.reset_index()\n", "mean_corrs_com['Dist2'] = 'Average'\n", "mean_spcorrs_com['Dist2'] = 'Average'\n", "mean_corrs_com.columns = ['Dist2', 'Corr', 'Average']\n", "mean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'Average']\n", "\n", "# Remove FB from average\n", "NoFBcorrs2 = corrs2.loc[np.logical_and(corrs2.Dist1!='FBDist', corrs2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs2 = spear_corrs2.loc[np.logical_and(spear_corrs2.Dist1!='FBDist', spear_corrs2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs = NoFBcorrs2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs = NoFBspear_corrs2.groupby('Dist1').mean()\n", "NoFBmean_corrs = NoFBmean_corrs.reset_index()\n", "NoFBmean_spcorrs = NoFBmean_spcorrs.reset_index()\n", "NoFBmean_corrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "NoFBcorrs_com2 = corrs_com2.loc[np.logical_and(corrs_com2.Dist1!='FBDist', corrs_com2.Dist2!='FBDist')].copy()\n", "NoFBspear_corrs_com2 = spear_corrs_com2.loc[np.logical_and(spear_corrs_com2.Dist1!='FBDist', spear_corrs_com2.Dist2!='FBDist')].copy()\n", "\n", "NoFBmean_corrs_com = NoFBcorrs_com2.groupby('Dist1').mean()\n", "NoFBmean_spcorrs_com = NoFBspear_corrs_com2.groupby('Dist1').mean()\n", "NoFBmean_corrs_com = NoFBmean_corrs_com.reset_index()\n", "NoFBmean_spcorrs_com = NoFBmean_spcorrs_com.reset_index()\n", "NoFBmean_corrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_spcorrs_com['Dist2'] = 'Average (NoFB)'\n", "NoFBmean_corrs_com.columns = ['Dist2', 'Corr', 'AverageNoFB']\n", "NoFBmean_spcorrs_com.columns = ['Dist2', 'SpCorr', 'AverageNoFB']\n", "\n", "langcols = [i for i in mypairs.columns if re.findall(r\"^\\w+[Cosdist]+[0-9]{1,2}\", i)!=[]]\n", "geocols = [i for i in mypairs.columns if i.startswith('dist')]\n", "def assign_type(x):\n", " '''Assign to each measure a type: Genetic, WVS, Religios, Linguistic\n", " '''\n", " if x in langcols or x.find('ling')!=-1 or x.find('cognate')!=-1 :\n", " y = 'Linguistic'\n", " elif x.find('total')!=-1 or x=='CosDistScale' or x=='CosDistBin' or x=='CosDistAll' or x=='CosDistOptions':\n", " y = 'Cultural'\n", " elif x.find('fst')!=-1 or x.find('new_gen')!=-1:\n", " y = 'Genetic'\n", " elif x.find('reldist')!=-1:\n", " y = 'Religious'\n", " elif x in geocols:\n", " y = 'Geographical'\n", " elif x=='FBDist':\n", " y = 'FB'\n", " elif x=='FBDist_old':\n", " y = 'FB_old'\n", " return y\n", "\n", "NoFBcorrs3 = NoFBcorrs2.copy()\n", "NoFBspear_corrs3 = NoFBspear_corrs2.copy()\n", "NoFBcorrs3['DistType'] = NoFBcorrs3.Dist2.apply(assign_type)\n", "NoFBspear_corrs3['DistType'] = NoFBspear_corrs3.Dist2.apply(assign_type)\n", "NoFBmean_corrs3 = NoFBcorrs3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs3 = NoFBspear_corrs3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr3 = FBcorr.copy()\n", "FBspcorr3 = FBspcorr.copy()\n", "FBcorr3['DistType'] = FBcorr3.Dist2.apply(assign_type)\n", "FBspcorr3['DistType'] = FBspcorr3.Dist2.apply(assign_type)\n", "FBmean_corrs3 = FBcorr3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs3 = FBspcorr3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs3 = FBcorr3.append(NoFBcorrs3).copy()\n", "spear_corrs3 = FBspcorr3.append(NoFBspear_corrs3).copy()\n", "corrs3['DistType_1'] = corrs3.Dist1.apply(assign_type)\n", "spear_corrs3['DistType_1'] = spear_corrs3.Dist1.apply(assign_type)\n", "corrs3 = corrs3.loc[corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs3.loc[corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs3 = spear_corrs3.loc[spear_corrs3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs3.loc[spear_corrs3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_types = FBmean_corrs3.append(NoFBmean_corrs3)\n", "meanspcorrs_types = FBmean_spcorrs3.append(NoFBmean_spcorrs3)\n", "meancorrs_types.reset_index(inplace=True)\n", "meanspcorrs_types.reset_index(inplace=True)\n", "meancorrs_types['DistType_1'] = meancorrs_types.Dist1.apply(assign_type)\n", "meanspcorrs_types['DistType_1'] = meanspcorrs_types.Dist1.apply(assign_type)\n", "meancorrs_types = meancorrs_types.loc[meancorrs_types['DistType_1']=='FB'].append(meancorrs_types.loc[meancorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_types = meanspcorrs_types.loc[meanspcorrs_types['DistType_1']=='FB'].append(meanspcorrs_types.loc[meanspcorrs_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "NoFBcorrs_com3 = NoFBcorrs_com2.copy()\n", "NoFBspear_corrs_com3 = NoFBspear_corrs_com2.copy()\n", "NoFBcorrs_com3['DistType'] = NoFBcorrs_com3.Dist2.apply(assign_type)\n", "NoFBspear_corrs_com3['DistType'] = NoFBspear_corrs_com3.Dist2.apply(assign_type)\n", "NoFBmean_corrs_com3 = NoFBcorrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "NoFBmean_spcorrs_com3 = NoFBspear_corrs_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "FBcorr_com3 = FBcorr_com.copy()\n", "FBspcorr_com3 = FBspcorr_com.copy()\n", "FBcorr_com3['DistType'] = FBcorr_com3.Dist2.apply(assign_type)\n", "FBspcorr_com3['DistType'] = FBspcorr_com3.Dist2.apply(assign_type)\n", "FBmean_corrs_com3 = FBcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "FBmean_spcorrs_com3 = FBspcorr_com3.groupby(['Dist1', 'DistType']).mean()\n", "\n", "corrs_com3 = FBcorr_com3.append(NoFBcorrs_com3).copy()\n", "spear_corrs_com3 = FBspcorr_com3.append(NoFBspear_corrs_com3).copy()\n", "corrs_com3['DistType_1'] = corrs_com3.Dist1.apply(assign_type)\n", "spear_corrs_com3['DistType_1'] = spear_corrs_com3.Dist1.apply(assign_type)\n", "corrs_com3 = corrs_com3.loc[corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(corrs_com3.loc[corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "spear_corrs_com3 = spear_corrs_com3.loc[spear_corrs_com3['DistType_1']=='FB'].sort_values(['DistType_1', 'DistType', 'Dist1']).append(spear_corrs_com3.loc[spear_corrs_com3['DistType_1']!='FB'].sort_values(['DistType_1', 'DistType', 'Dist1'])).reset_index(drop=True)\n", "\n", "meancorrs_com_types = FBmean_corrs_com3.append(NoFBmean_corrs_com3)\n", "meanspcorrs_com_types = FBmean_spcorrs_com3.append(NoFBmean_spcorrs_com3)\n", "meancorrs_com_types.reset_index(inplace=True)\n", "meanspcorrs_com_types.reset_index(inplace=True)\n", "meancorrs_com_types['DistType_1'] = meancorrs_com_types.Dist1.apply(assign_type)\n", "meanspcorrs_com_types['DistType_1'] = meanspcorrs_com_types.Dist1.apply(assign_type)\n", "meancorrs_com_types = meancorrs_com_types.loc[meancorrs_com_types['DistType_1']=='FB'].append(meancorrs_com_types.loc[meancorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "meanspcorrs_com_types = meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']=='FB'].append(meanspcorrs_com_types.loc[meanspcorrs_com_types['DistType_1']!='FB'].sort_values(['DistType_1', 'Dist1'])).reset_index(drop=True)\n", "\n", "# Merge Correlations\n", "dfcorrs = FBcorr.merge(mean_corrs, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs = dfcorrs.merge(NoFBmean_corrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs = FBspcorr.merge(mean_spcorrs, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs = dfspcorrs.merge(NoFBmean_spcorrs, on='Dist2', suffixes=['', '_AvNoFB'])\n", "\n", "dfcorrs_com = FBcorr_com.merge(mean_corrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfcorrs_com = dfcorrs_com.merge(NoFBmean_corrs_com, on='Dist2', suffixes=['', '_AvNoFB'])\n", "dfspcorrs_com = FBspcorr_com.merge(mean_spcorrs_com, on='Dist2', suffixes=['', '_Av'])\n", "dfspcorrs_com = dfspcorrs_com.merge(NoFBmean_spcorrs_com, on='Dist2', suffixes=['', '_AvNoFB'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Correlations with Facebook Distances (Mantel Tests)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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1wNCU0k01XM+LfJk8/DeLawm5hOGXwNYppc/yjK1JUkqjgXXJjeI+QO4xM22zbQK5abKHAUNSSk8vV3cquc/7F+SuZTG5z+R/5O7T3CSlVNdzgwt1De8BXyP3fXiS3B8yupH7jF8HLieXiK7ws6mlvUXk7s+uHBWuyNp6FNg7WzG7Lj8GzgfeJTeVd3C2NWi14ex6NgfO5st7tslenwNsllL6b0PaaqC3yf0+XUXuPuMZ5D6/WcA/yU3n3zalNKu2BiSpGEQBF+GTJEmSJKlFOHIrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkouejgIpAnz59UllZWUuHIUmSJEkt4uWXX/48pdS3rjImt0WgrKyMcePGtXQYkiRJktQiImJifWWclixJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSi17alA1DzWLJkCdOmTWPmzJksWbKkpcOR1Eht2rShU6dOdOvWja5duxIRLR2SJEnSKs3kdjVUUVHBRx99RGlpKWuvvTbt27f3H8ZSEUkpsXTpUubMmcPnn3/O/Pnz6devn7/HkiRJdXBa8mpo+vTptG3bljXWWIPS0lL/QSwVmYigbdu29OjRg8GDBzN37lxmz57d0mFJkiSt0kxuV0Nz5syhR48eJrXSaqBNmzb06tWLWbNmtXQokiRJqzST29XQggUL6NSpU0uHIalAunTpwrx581o6DEmSpFWaye1qqKKigpISf7TS6qJNmzYsXbq0pcOQJElapZkBraackiytPvx9liRJqp/JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya20iigrKyMiGDt2bEuH0iwigohgwoQJLR2KJEmSVkNtWzoAtYzfXDuH2UX82MyuneCco7s0ax/z5s3jhhtu4IEHHuC1117j888/JyLo168fW265Jfvttx8HHnggHTt2bNY4JkyYwMiRI+nRowcnnnhis/YlSZIkFStHblupYk5sofnjv/fee1lvvfX46U9/yn333cdHH31ESUkJbdq0YcKECdx1110cccQRrL/++jzxxBPNGsuECRM466yzuOSSS5q1H0mSJGllKi8vp7y8vGDtmdxKyxk5ciT77bcfkydPZsiQIdx00018/vnnzJkzh1mzZjFjxgzuvPNOysvL+fTTT3n66adbOmRJkiSp1XNaslTN66+/zo9//GMqKirYY489uPPOO1eYdty9e3cOPPBADjzwQG6//XY++uijFopWkiRJUiVHbqVqzjjjDBYuXMigQYMYNWpUvffTHnzwwZx88skAjB07loigrKys1vIjR44kIho8/aKsrIwdd9wRgIkTJ1YtylS5jRw5sqpsfQs2TZgwoarM8srLy6vamzFjBr/61a/YcMMN6dSpEz169KgqN23aNG644QYOPPBANtxwQ7p27Urnzp3ZeOONOfnkk/n0008bdF2SJElSoTlyK2U++eQT7r//fgCOP/54unfv3qB6NSWLhdK3b19mzZrF9OnTKSkpoW/fvsucL/RiVlOnTmXLLbfk/fffp7S0lPbt2y9z/rzzzuOiiy6qet+tWzfmz5/P22+/zdtvv83NN9/MY489xmabbVbQuCRJkqT6OHIrZcaOHUtKCYB99tmnhaPJeemll7j77rsBWGuttZg8efIy2yGHHFLQ/s4++2wWL17Mgw8+yLx585g1axbjxo2rOj9o0CD+7//+j1deeYXZs2czc+ZMFi5cyLhx49h1112ZOnUqhx12WNXnKEmSJK0sjtxKmbfffhuA0tJShgwZ0sLRtIyFCxfywAMPsOmmm1YdW3/99aten3TSSSvUadOmDVtuuSVjxoxh6NChvPnmmzz99NPssMMOKyVmSZIkCRy5lap88cUXAPTs2bNZpxqvynbfffdlEtvGKC0tZZdddgHg2WefLWRYkiRJUr0cuZVU5Rvf+Ea9Zd555x2uuOIKnn76aSZMmMCcOXNWmIbswlKSJEla2UxupUzv3r0BmD59OimlVjl6u/yCVcv7+9//zg9+8AMWL14MQElJCd27d6e0tBSAOXPmMHfuXObOndvssUqSJEnVOS1Zymy00UZA7r7Td999t4WjaRlt2rSp9dzUqVM59thjWbx4MYcccgjjxo1jwYIFTJ8+vWqBq8p7cl1QSpIkSSubI7dSZocddiAiSClxzz33sOGGGzaqftu2uV+nBQsW1Fpm5syZecVYlzZt2rB06dJa+8+37wcffJA5c+aw8cYbM2rUKEpKVvzb2JQpU/LqQ5IkSWoqR26lzJprrskee+wBwOWXX86sWbMaVK9ylLJHjx4AfPbZZyxatKjGsi+99FKj46pMIusbDa3s/+OPPy5Y39VVtrvZZpvVmNimlHjiiSfy6kOSJElqKpNbqZpzzz2X0tJSPv74Yw477LA6R2EBbr/9dv70pz8BsMEGG1BaWkpKiXvvvXeFsu+99x533XVXo2Pq1q0bUP/I61e/+lUAxowZs8K5hQsXcskllzS67+q6d+8OwBtvvFFjov23v/2N8ePH59WHJEmS1FQmt1I1W2yxBX/+85+JCO6//36+9rWvcfPNNzNt2rSqMjNnzuTuu+9mxx135JBDDmH27NkAtG/fnn333RfIPQ/2n//8JxUVFVRUVPDII4+wyy670LFjx0bH9JWvfIV27doxc+bMOpPjgw8+GMglmddffz0LFy4E4M0332SPPfbIewXjb3/720QEb7zxBscffzwzZswAYNasWVx44YX87Gc/q1qUS5IkSVrZTG6l5Rx99NHcfffd9OvXj3feeYcjjjiC3r1707VrV7p160aPHj048MADGTt2LIMHD2annXaqqnv++efTu3dvPvroI771rW/RtWtXOnfuzK677kqPHj0488wzGx1P586dOfTQQwE46KCD6NGjB2VlZZSVlXHnnXdWlTvmmGPYeuutWbhwIUcddRRdunShe/fubLrppvz73//m+uuvz+tzGTJkCCeeeCIAV1xxBT179qRXr1706tWLU089lZ133pkf//jHefUhSZIkNZXJbSvVtVNLR5Cf5o5/v/324/333+fPf/4ze+yxB2uuuSZLlixhyZIllJWVcdBBBzFq1Cjeffddtt9++6p66667Li+88AKHHnooffv2ZenSpay55pqcccYZPPvss1VTjBvrqquu4rTTTmPIkCEsXLiQiRMnMnHiRObMmVNVpl27djz66KP88pe/pKysjJKSEjp37szw4cN5+eWX2XzzzfP+XP70pz9x9dVX87WvfY3S0lKWLFnCFltswSWXXML9999ftaiWJEmStLKFj+xY9Q0bNiyNGzeuweXffvvtqsfaSFo9+HstSZJWN+Xl5QCMHTu23rIR8XJKaVhdZRy5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0Wv1yW1EDIiISyNifEQsiIgpEXFvROxcgLbXjYiLI+LtiJgTETOz19dFxA6FiF+SJEmSBG1bOoCWFBGbAU8AvbNDs4A+wF7AnhFxekrpgia2fRRwBdAxOzQXaAdsmG0VwFNNj16SJEmSVKnVjtxGREfgHnKJ7avApiml7kBP4CIggPMj4jtNaPt7wDXkEtsrgPVSSl1SSp2AAcARwHMFuRBJkiRJUqseuf0RMBiYA+ydUvoEIKU0CzglItYD9gPOBx5paKMR0Q/4C7nk+PSU0vnVz6eUpgA3F+ICJEmSJEk5rXbkFjg824+qTGyXc2G2HxoRGzai3Z+QG/19F/h/ecQnSZIkSWqgVpncRkRXYMvs7cO1FHsemJm93qkRzVcmzTemlCqaEJ4kSZIkqZFaZXILbERu2jDAmzUVyBLTd7O3Gzek0YjoDXwle/vPiNgpIh6OiOkRMS8i3oqICyKiTz7BS5IkSZKW1VqT2zWqvf60jnKV59aoo0x1X6n2+jvAY9m+TXZsI+BXwL8jYqMGtilJkiRJjVZeXk55eXlLh7HStNbktnO11/PrKDcv23dpYLs9qr0+ndyo8NYppW5ZG3sAnwGDgLsiotYFvSJiRESMi4hxU6dObWD3kiRJktQ6tdbkNuov0iTVP8+lwP4ppRchN805pfQgcFR2fiNg/9oaSildnVIallIa1rdv32YKV5IkSZJWD601uZ1T7XXHOsp1qqF8Q9u9P6X03vIFUkr3A//N3n67ge1Kq4SIICKYMGFCS4ciSZKklWxVn+bcWp9zW/0+24F8uXDU8gZm+0lNaLe2NivPbQCs1cB2C+6elytYuLiles9faTvYZ8vm/dvMggULuOmmm3jooYd45ZVXmDp1KosXL6Znz55svPHGbLvttnz3u99ls802a9Y4VoaxY8cyduxYtthiC/bbb7+WDkeSJElqtNY6cvsOkLLXm9RUICJKgCHZ27ca2O77fHkPb6qrYCPKNItiTmyh+eO/9957WXfddRkxYgR33303EyZMYOnSpXTu3JmpU6fy5JNPcu6557L55pvzne98h88//7x5A2pmY8eO5ayzzmL06NF1lhsyZAhDhgyhXbt2KycwSZIkqYFaZXKbUpoNjMve7lJLsa2B7tnrxxvYbgUwNnu7YR1FK5PmiQ1pVyvXtddey3777cekSZMYMmQI1113HZ9++inz589n2rRpLFq0iJdffplzzjmHgQMH8uijj/Lxxx+3dNgrxTvvvMM777zDoEGDWjoUSZIkaRmtMrnNjMr2h0dETY/6OSXbv5xSqmuK8fJuyvZ7RsT6y5+MiD3JTUkGeKAR7WoleOWVV/jpT39KRUUF++67L//+97858sgjWWONL78ibdq0YejQofz617/mgw8+4Ne//rUjmZIkSVILa83J7V/JjZx2Be6LiI0BIqJrRPwBOCArd3r1ShFRFhEp24bX0O5twMvk7mf+R0RsldUriYjdgGuzci8C9xf4mpSnX//61yxatIjBgwdz880306FDhzrLt2/fnnPOOYdNNllxdntFRQU33XQTu+yyC3379qV9+/YMHDiQQw45hBdeeKHG9s4880wiguHDhwNwww03sPXWW9O1a1e6devGjjvuyKOPPlpnTIsWLeKKK67gW9/6Fr169aK0tJTBgwdz1FFH8fbbby9TdsKECUQEZ511VlV/lYtG1bR4VH0LSs2dO5c//vGPfPOb36RXr1506NCBddddl3322YdbbrmFxYuLfD68JEmSVlmtdUEpUkrzI2JfclOOhwJvRsQscs+jLSF3P+zpKaVHGtluRUTsBzwFbAq8GBGzgTZ8ufryu8BBKaUWu+dWK/roo4948MEHATjhhBPo0qWhjzde0ezZsznggAN47LHHgFxS2LVrVyZNmsTtt9/OnXfeyaWXXsrPf/7zWts45phjuPbaa2nTpg2dO3dm1qxZjB07lqeffprbb7+dAw88cIU6kyZNYvfdd+e1114DoKSkhM6dO/Phhx9y/fXXc+utt3LLLbdwwAG5v920adOG/v37M2fOHObOnUuHDh3o3r37Mm22adOmQdf81ltvseeee1Ylvm3btqVLly588MEHfPDBB9x7771su+22lJWVNag9SZIkqTFa88gtKaXXyCWgl5FbDKoU+ILciOouKaULmtjux8DmwFnAG+QS2wS8CpwBDEspfZT3BaignnrqqarXe+65Z15t/eAHP+Cxxx5js8024/7772fu3LnMnDmT6dOnc95559G2bVtOOOEEnn322RrrjxkzhltuuYUrr7ySWbNmMXPmTN5//3223357KioqOO6441iyZMkydRYvXsy+++7La6+9xvbbb8/TTz/N/PnzmTVrFpMnT+YXv/gFCxYs4IgjjmD8+PEArLXWWkyePJlTTsnNwj/kkEOYPHnyMttaa9W/qPe0adPYbbfdmDBhAuussw6jR49m7ty5TJ8+nVmzZvHMM89w5JFH0rZtq/17miRJkppZq/+XZkppMnBCtjWk/AQgGlBuDnBmtqkIVE7Z7dChA1/5ylea3M5jjz3G6NGjKSsr48knn6RXr15V53r06MFpp51GmzZt+NWvfsX555/Pfffdt0IbM2bM4Oabb+bwww+vOrbOOuvw97//nbKyMiZNmsRzzz3H9ttvX3X+hhtu4KWXXmKrrbbikUceobS0tOpc//79+eMf/8i8efO48sorufjii7niiiuafI3Lu+CCC/joo4/o06cPzzzzzDILTnXt2pXtttuO7bbbrmD9SZIkSctr1SO3UnXTpk0DcgloRM1/v/j973/PgAEDVthOOOHLv43ccMMNAAwfPnyZxLa6ww47DIAnn3ySpUuXrnB+7bXXripT3RprrMHXv/51AN54441lzlX2+7Of/WyZxLamfuu7b7exbropt47aKaec4krKkiRJahGtfuRWaozZs2czZcqUFY7PnDmz6vVzzz0HwMUXX8yVV15ZZ3vz5s3jiy++oF+/fsscHzZsWK0JdmXyOH369KpjS5Ys4cUXXwTg5JNP5le/+lWNdSsT6Y8+Ktys+AkTJjB58mQA9thjj4K1K0mSpOJ34uVzaj333idL6y1zyXENXwfH5FbKVI6yzpgxg5RSjcnlBRdcwAUXfHkr9ve//31uueWWZcpMmjQJyCW81ZPe2sybN2+FY127dq21fOUKztVXHq58/m7l6/rMnz+/3jINVT3ZX3vttQvWriRJktQYTkuWMhtttBEACxYs4H//+1+T26moqAByi0KllOrdCrF6cGWfAK+99lqD+i0UF/2WJEnSqsDkVsrssMMOVa/vv7/pjyDu378/kHs0zsrSu3fvqkf2rMx+AQYMGFD1euLEiSu1b0mSJKmSya2UWWuttdh9990BuPTSS5kzp/a5/3X5xje+AcBdd91VsNjq065dO4YNGwbA3Xff3ej6JSW5/xQ0ZRS2rKysKsF94IEHGl1fkiRJKgSTW6mac889l/bt2zNx4kS+//3vs2DBgka3MXz4cADGjRvHjTfeWGfZ6otC5auy37vuuosnn3yyUf1269YNyN1v3BRHHHEEABdddBGffPJJk9qQJEmS8mFyK1UzdOhQ/vKXv1BSUsKYMWPYYostuO6666oWiYLc6Ob48eO58MILefjhh1doY7fdduOAAw4A4KijjuJ3v/vdMvWnT5/OmDFj2HfffTn55JMLFvvRRx/NNttsQ0VFBXvttReXXnrpMotLffbZZ9x6662Ul5dz6aWXLlN3k002AeCf//xnk+43/tWvfsWgQYP4/PPP+da3vsU999xTtcDVnDlzGDt2LN/73vf4+OOP87hCSZIkqXauliwt5+ijj6Zfv36MGDGCd999l6OPPhrIrVLcpUsXZs+ezcKFC6vK77777px22mnLtHHjjTdSUVHB6NGjOfvsszn77LPp3r07KSVmzZpVVa5ytLUQ2rVrx5gxYzjggAN49tlnOfHEEznppJPo0aMHixcvXmaa9Y477rhM3fLyctZbbz3Gjx/PkCFD6NOnD506dQJyCe+aa65ZZ9+9e/fmwQcfZI899uCDDz5g3333pV27dnTu3HmZ0eDqK01LkiRJhWRy20qVtoOFi+svt6oqbde87e+99968//773HzzzTz44IO88sorTJ06lVmzZtGrVy+GDBnCtttuy+GHH87GG2+8Qv3OnTvzj3/8g/vvv5/rrruOF154galTp1JSUsL666/P17/+dQ444ICCPxe2X79+PPXUU9x2223ccsstvPzyy0ybNo327duz4YYbsu2223LggQfy7W9/e5l67dq14/HHH+c3v/kNTz75JJMnT2bq1KlA7hm6DfHVr36VN998k8svv5zRo0fz3//+lwULFrDuuuuy2Wabccghh9SbJEuSJElNFT7GY9U3bNiwNG7cuAaXf/vtt6seayNp9eDvtSRJaqzy8nIAxo4d22LtnXh57Yu03nlZbjHXg45/sNYylxzXBYCIeDmlNKyuvrznVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRpFVBeXk55eXlLh1G0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9Nq2dACSVJ/hw4dzww038Lvf/Y4zzzyzUXVHjhzJkUceyQ477MDYsWObJb6GKi8v56mnnuL6669n+PDhLRqLJElSTU68fE6t5977ZGm9ZS45rkvBY2ook9tWauKECSxdurSlw2iyNm3aMLisrFn7WLBgATfddBMPPfQQr7zyClOnTmXx4sX07NmTjTfemG233Zbvfve7bLbZZs0ahyRJkqT6mdy2UsWc2ELzx3/vvffyox/9iEmTJlUd69ChA507d2bq1Kk8+eSTPPnkk5x77rnssssujBo1ij59+jRrTGqa7t27M2TIENZee+2WDkWSJEnNyHtupeVce+217LfffkyaNIkhQ4Zw3XXX8emnnzJ//nymTZvGokWLePnllznnnHMYOHAgjz76KB9//HFLh61a7L///rzzzjvceOONLR2KJEmSmpEjt1I1r7zyCj/96U+pqKhg33335e9//zsdOnRYpkybNm0YOnQoQ4cO5dRTT+Wcc86hXbt2LRSxJEmSJHDkVlrGr3/9axYtWsTgwYO5+eabV0hsl9e+fXvOOeccNtlkkxXOVVRUcNNNN7HLLrvQt29f2rdvz8CBAznkkEN44YUX6mx3/Pjx/OhHP2LdddelQ4cO9OzZk+23355rrrmm3inZN9xwA1tvvTWdO3emV69e7Ljjjtx3330AlJWVERErLKx05plnEhEMHz6ciooKrrjiCr7+9a/To0cPIoJ///vfACxatIj777+fY489ls0335w+ffrQoUMHBg8ezOGHH87LL79ca1zV+/7www855phjWGuttejQoQPrrLMOp5xyCjNnzqzz2iA3Jf2SSy5h8803p1OnTvTq1Yu99tqLcePG1Vh+5MiRRATl5eW1tvn222/z4x//mA022IDOnTvTo0cPvvrVr3L88cevcE35fAaSJElqPo7cSpmPPvqIBx98EIATTjiBLl2avtLb7NmzOeCAA3jssccAiAi6du3KpEmTuP3227nzzju59NJL+fnPf75C3fvuu4/vfve7LFiwAMjdMzp37lyeeeYZnnnmGW677TZGjx5N586dV6h77LHHcs011wBQUlJC+/bteeqppxg7diyXXHJJvXGnlDjggAMYM2YMbdq0oWvXrsucf+SRR9h7772r3nfq1ImI4MMPP2TUqFHcfvvtXHfddRxxxBG19vHee+9x8MEHM3XqVLp06UJEMGHCBC666CLGjBnD008/zRprrFFj3SVLlrDXXnvx0EMP0a5dO0pLS5k+fTr3338/jz/+OE888QTf+MY36r3O6i6//HJOOumkqj8adO7cmUWLFvHGG2/wxhtv8Prrry/zx4BCfAaSJEkqPEdupcxTTz1V9XrPPffMq60f/OAHPPbYY2y22Wbcf//9zJ07l5kzZzJ9+nTOO+882rZtywknnMCzzz67TL3x48fzve99jwULFrDDDjvwzjvvMGPGDGbPns1f//pXSktLeeyxxzjhhBNW6PP666+vSmxPO+00pk2bxvTp05k8eTJHH300v/zlL5k6dWqdcd9999089NBD/OUvf2HWrFlMnz6dKVOmsO666wLQpUsXjjzySB5//HE+//xz5s6dy/z585k4cSInnngiS5YsYcSIEXz44Ye19nHKKafQvXt3nnnmGWbPns3cuXMZPXo0ffr04b333uOHP/xhrXX//Oc/8+KLL3LbbbcxZ84cZs+ezWuvvcamm27KggULavxc6nLHHXdw/PHHs3TpUg466CDeeust5syZw9y5c/n000+5+eab2XLLLZepU4jPQJIkSYVncitl3n77bSC3KvJXvvKVJrfz2GOPMXr0aMrKynjyySfZY4896NixIwA9evTgtNNO45xzzqGiooLzzz9/mbrnnXcec+fOZb311uOBBx5gyJAhAJSWljJixAguu+wyAK677jree++9qnopJc4++2wgN3p73nnn0b17dwD69evHNddcwy677MK8efPqjH3OnDlcdtll/OQnP6FTp05V9bt16wbkntN63XXXsdNOO9G7d++qemuvvTYXX3wxRx11FAsWLOD666+vtY+FCxfy4IMPst122wG5EeZ9992X22+/HYBHH32Uf/7znzXWnTFjBmPGjOHggw+mffv2AGy22WaMHDkSgJdeeomJEyfWeY2VFi9ezMknnwzAoYceyh133MFGG20E5Eba11hjDQ4//HAuuuiiZeoV4jOQJElS4ZncSplp06YBVN1nWpPf//73DBgwYIWt+ojhDTfcAMDw4cPp1atXje0cdthhADz55JNV02FTStx1110AnHTSSVXJZXXHHHMMgwYNIqXEnXfeWXX8lVdeYcKECQCceuqpNfb5q1/9qtZrr9S7d2+OOuqoesvVpnK67vIj0tUdfPDBrL/++isc33HHHfnmN78JsMy1Vfetb32rKimubsstt2TNNdcE4M0332xQrI8//jgff/wxbdq04cILL2xQnYZoyGcgSZKkwvOeW6kRZs+ezZQpU1Y4Xn0hpOeeew6Aiy++mCuvvLLO9ubNm8cXX3xBv379eP/996va2XHHHWssX1JSQnl5ObfccguvvPJK1fFXX30VgAEDBtSYOAJss802tGvXjsWLF9caz7Bhw2jbtu7/LEybNo0///nPPPjgg7z77rvMnDlzhUWuPv3001rr17Ww0w477MBzzz23zLVVt9VWW9Vad9CgQXz88cdMnz69zvgrPf/88wBsvvnmDBo0qEF1KuX7GUiSJKnwTG6lTOUo64wZM0gp1Th6e8EFF3DBBRdUvf/+97/PLbfcskyZSZMmAbmEtyGr/1ZOFa5+P2xdyVblCGX18p9//jlArQsxQW5l5969ezN58uRay/Tt27fOWN966y122mmnZRL8rl270rFjRyKCRYsWMX36dObOnVtrG3VdW+W52u4NXn6Bq+oqV7auK3mvrvIa1l577QaVr1SIz0CSJEmF57RkKVN5v+WCBQv43//+1+R2KioqABgzZgwppXq3srKyFdpYuHBho/pMKTU53uratGlT5/kjjzySKVOmMHToUB566CFmz57NrFmzmDJlCpMnT+aOO+7IK55CXUdz9tXcn4EkSZKaxuRWyuywww5Vr++///4mt9O/f38gN8LXGNVHTetaFOnjjz9eoXzl68pR45osWrSIL774olExVffhhx/y4osv0qZNG+655x523XXXFR6XVNOU7eXVNV23Mv76RpALYcCAAUDdn/XyCvUZSJIkqfBMbqXMWmutxe677w7ApZdeypw5c5rUTuVzVisXh2qoddddlx49egC5haZqUlFRUfXM1aFDh1Yd/9rXvgbA5MmTGT9+fI11X3jhhQZP2a1J9aS6tqnFlc/1rUv1Ry7Vdq76tTWXbbbZBoDXX3+dTz75pEF1CvUZSJIkqfBMbqVqzj33XNq3b8/EiRP5/ve/z4IFCxrdxvDhwwEYN24cN954Y51lqy9+FBEccMABQC65rumxPddccw2ffPIJEcFBBx1UdXzo0KEMHjwYgD/+8Y819vWHP/yhUdexvMpHC02ZMoXPPvtshfP/+c9/GDVqVL3t3Hbbbbz//vsrHH/66aerVhj+7ne/m1esDbHzzjszaNAgli5dyi9/+csG1SnUZyBJklQoJ14+p9btvU+W8t4nS+ssszpp9cltRAyIiEsjYnxELIiIKRFxb0Ts3MT2hkdEqmdbvb5Fq5GhQ4fyl7/8hZKSEsaMGcMWW2zBddddt8x035QS48eP58ILL+Thhx9eoY3ddtutKkk96qij+N3vfrdM/enTpzNmzBj23XffquesVjr99NPp3Lkzn376KXvuuSfvvvsukLsH929/+xvHH388AEcfffQyqyJHBL/5zW8AuOqqq/jNb37DrFmzgNziTCNGjODhhx+u8fFCDbXRRhux5pprklLikEMOqXrO7uLFi7n77rvZZZddVpiiW5P27duz++67V60qXVFRwb333luVrO+yyy5su+22TY6zodq1a1f1DNtbb72Vgw8+mHfeeafq/KRJk5b5zKFwn4EkSZIKr1UntxGxGfAGcDywLrAQ6APsBTwaEf+XR/OLgSl1bFpFHX300YwePZoBAwbw7rvvcvTRRzNw4EA6duxI37596dixI+uvvz6nnnoqn3/+ObvvvjunnXbaMm3ceOON7LfffixdupSzzz6bgQMH0qNHD7p3706vXr3Yb7/9uOeee1boe7311uPWW2+lQ4cOjB07lg033JCePXvStWtXRowYwcKFC9l555255JJLVqh71FFHceSRRwK5EehevXrRq1cv+vfvzzXXXMOf/vQn+vTpA0BpaWmjP5eSkhIuu+wySkpKGDt2LF/5ylfo1q0bXbp04cADD6S0tLTGuJb3xz/+kenTp7PtttvStWtXunTpwj777MPUqVNZf/31q54TvDIccsghXHTRRZSUlHDHHXew0UYb0bVrVzp16sTAgQMZMWIEr7/+elX5Qn0GkiRJKrxWm9xGREfgHqA38CqwaUqpO9ATuAgI4PyI+E4Tu3gupTSglm29glxEHupbFXdV19zx77333rz//vtcffXV7L///gwePJiSkhJmzZpFz5492WGHHTj99NN58803eeCBBxgyZMgy9Tt37sw//vEP7rvvPg444AAGDRrE/PnzWbRoEeuvvz6HHXYYd955J3/5y19q7Ps///kPxx57LGVlZcybN49OnTqx3XbbcfXVV/Pwww/TuXPnFepFBNdddx3XXXcdW221FaWlpaSUKC8v5/777+fnP/951Whu5b29jbX//vvzxBNPsMsuu9C1a1cWL17M4MGDOeWUU3j11VerHlNUl/XXX59x48Zx1FFH0b17d5YuXUpZWRm/+MUvGDduXJ2PM2oOJ598Mq+++ipHHnkkZWVlLF68mA4dOrDZZptxwgkncPHFFy9TvhCfgSRJkuCg4x/koOMfLFh70VofVxERJwIXA3OADVNKnyx3/h/AfsArKaUtG9HucOB64KmUUnkhYh02bFgaN25cg8u//fbbVY+1kSqNHz+e9ddfn/bt2zN79mzat2+/UvsvKytj4sSJPPnkk5SXl6/UvlcH/l5LkrT6q/w3UuUCog1R132zd16WWyy1rgTykuOWvaVqZbbXEJXtRcTLKaVhdZVttSO3wOHZftTyiW3mwmw/NCI2XEkxSc2mckGp7bfffqUntpIkSVJza5XJbUR0BSpHY1dcESjneWBm9nqnZg9KKoAjjzySO++8c5nn2X7wwQf89Kc/5eqrrwbgF7/4RUuFJ0mSJDWbti0dQAvZiNw9tQBv1lQgpVQREe8CXwc2bkIfm0TEm+QWqloCTAQeBS5LKX3QhPakej366KOMHDkSyN33W1JSwuzZs6vOn3HGGey2224tFJ0kSZLUfFrlyC1QfcWaT+soV3muKSvc9CGXRM8DOgCbACcCb0bEYU1oT6rXhRdeyCGHHMIGG2xA27ZtWbBgAQMHDuTAAw/k8ccf59xzz23pECVJkqRm0VpHbqsvNTu/jnLzsn1jHlz5KfA74C7gfymlRRFRCuxM7j7ejYEbI+LjlNLTtTUSESOAEQBrr712I7pXa3booYdy6KGHtnQYNZowYUJLhyBJkqTVWGsduY36izRNSumRlNLZKaU3U0qLsmMLU0oPAN8E3gPaABfU087VKaVhKaVhffv2ba5wJUmSJGm10FqT2+rrUXeso1ynGso3WUppJnBe9nabiDBrlSRJkqQCaK3JbfX7bAfWUa7y3KQC9v1Ctg+grIDtSpIkSVqJysvLq55Nq5bXWpPbd4CUvd6kpgIRUQIMyd6+VcC+q0+JTrWWkiRJkiQ1WKtMblNKs4Fx2dtdaim2NdA9e/14Abv/erXXEwvYriRJkrRacWRUjdEqk9vMqGx/eETU9KifU7L9yymldxvSYETUuVBVRHQD/i97+2JKaWqDIpUkSZIk1ak1J7d/JTdy2hW4LyI2BoiIrhHxB+CArNzp1StFRFlEpGwbvlybgyPi+Yg4OiLWrlanfUTsBjwLbABUAKc1y1VJkiRJUivUWp9zS0ppfkTsS27K8VDgzYiYRe6ZtiXk7oc9PaX0SCOb3jrbiIgFwFygG9AuOz8P+HFK6Yn8r0KSJEmSBK04uQVIKb0WEZuSG0XdCxgEfAG8CFycUmrsvbZTgOOB7YDNgb7k7tudC/yPXCJ9ZUrJe20lSZKklazy/t2xY8e2aBxqHq06uQVIKU0GTsi2hpSfwLIrHlc/Nx+4PNskSZIkSStJa77nVpIkSZK0mjC5lfIwcuRIImK1WaJ+7NixRARlZWUrrc/hw4cTEZx55pkrrU9JkiStflr9tOTWasGTo2DR/JYOo+nad6TDjocVvNnhw4dzww03sMMOO3gvRp5mzJjBJZdcAmDiKkmStBo46PgHWzqEOpnctlbFnNjCKhN/9+7dGTJkCGuvvXb9hYtAp06dGDJkCIMGDcq7rRkzZnDWWWcBdSe3a6yxBkOGDKFPnz559ylJkqTWy+RWysP+++/P/vvv39JhFMzXv/513nnnnZXa5/nnn8/555+/UvuUJElqKSdePqfWc+99srTeMpcc16XgMa0uvOdWkiRJklT0TG6lPNS1oFRZWRkRwdixY5k2bRonn3wy66yzDqWlpQwaNIhjjz2WSZMm1dn+DTfcwNZbb03nzp3p1asXO+64I/fdd98K7VfXkAWaysvLiQhGjhy5zPG6FpSqqKhg5MiR7LjjjvTu3Zt27drRt29fNtlkE4466igeeuihZdpfZ511qt5HxDJb9dgaEu/DDz/MQQcdxJprrklpaSkDBgxgm2224dxzz+Wjjz6qtZ4kSVq5ysvLV5uFNlV8nJYsNbOPP/6Y4cOHM3HiRDp16kRE8Omnn3LNNdfw2GOP8corr9CzZ88V6h177LFcc801AJSUlNC+fXueeuopxo4dW7VQ08p0xBFHMGrUqKr33bt3Z9asWXz++ee89dZbvPXWW+y2224A9OrViz59+vD5558D0L9//2Xa6tKlYdNpFi1axNFHH83NN9+8TL9ffPEFU6ZM4YUXXmDJkiUuWCVJkiRHbqXmdtxxx9GzZ0+ee+455s6dy5w5cxgzZgw9evRgwoQJNd5vev3111cltqeddhrTpk1j+vTpTJ48maOPPppf/vKXTJ06daVdw9NPP82oUaMoKSnh4osvZtasWcyYMYMFCxbw6aefMnLkSLbbbruq8nfffTcvvfRS1fvJkycvs51yyikN6vekk07i5ptvpk2bNvzud79j8uTJzJgxg/nz5/Pf//6XCy+8kIEDBxb8eiVJklR8HLmVmllpaSmPPfYYvXv3BqBt27bss88+/PrXv+aUU07hzjvv5A9/+ENV+ZQSZ599NpAbvT3vvPOqzvXr149rrrmGSZMm8cADD6y0a3j++ecB+M53vsOJJ55YdTwiWGONNfjhD39Y8D7ffPNNrrzySgD+8pe/MGLEiKpzbdu25Stf+UqDk2RJkiSt/hy5lZrZiBEjqhLb6vbbbz8APvjgA+bOnVt1/JVXXmHChAkAnHrqqTW2+atf/argcdalW7duAHz22WdUVFSslD5vuukmUkpsuOGGyyS2kiRJUk1MbqVmttVWW9V4vPqzZGfMmFH1+tVXXwVgwIABrL/++jXW3WabbWjXrl3hgqzHt7/9bdq3b88rr7xCeXk5N998M59++mmz9lk5WrzHHns0az+SJElaPZjcSs2sa9euNR7v0KFD1evFixdXva5chGmNNdaotc327dvXOBrcXNZff32uvPJKOnbsyDPPPMMRRxzBoEGDWGeddfjJT35SlZAX0pQpUwBYe+21C962JEmSVj8mt9IqJqXU0iHU6KijjuKDDz7gkksuYd9996V3795MmDCBq666ii233HKZe4MLYVX9HCRJkrRqMrmVVjF9+/YFqPMZuIsWLeKLL76o8Vzbtrl14hYsWFBr/ZkzZzYptv79+3PCCScwevRopk6dyosvvsj+++9PSonf/OY3vP76601qtyYDBgwAYOLEiQVrU5IkSasvk1tpFfO1r30NyD0+Z/z48TWWeeGFF5aZylxdjx49gNzzdWsyd+5c3n777bzjjAi22mor7rjjDtZcc00qKir45z//WXW+pOTL/7w0ZRR2m222AeDBBx/MO1ZJkiSt/kxupVXM0KFDGTx4MAB//OMfayxT/dFBy/vqV78KwCOPPFLj6O3FF1/MwoULGxXTokWLaj3Xpk2bqsWtqrdbucIyLLtgVkMdccQRRATvvPMOf/3rXxtdX5IkSa2Lya1Ug8WLF/P555/XudU2cpqviOA3v/kNAFdddRW/+c1vmDVrFgBTp05lxIgRPPzww3Tq1KnG+nvvvTcdO3Zk6tSp/OAHP+Czzz4DclORf//733PmmWfSvXv3RsV0+umnc9BBBzF69GimTZtWdXzKlCkcf/zxfPDBB0QEu+yyS9W5Hj16MHDgQACuv/76RvUHsMkmm/CjH/0IgJ/97GeceeaZVdeydOlS/ve//3HmmWdy1VVXNbptSZIkrX5MbqUaPPfcc/Tt27fO7dlnn222/o866iiOPPJIAM4991x69epFr1696N+/P9dccw1/+tOf6NOnDwClpaXL1O3VqxcXXHABAHfccQf9+/enZ8+e9OrVi1//+tf89re/ZYsttmhUPEuWLOGuu+5i//33p3fv3nTv3p1u3boxYMAALr/88qo4N91002XqHXPMMQD84he/oEuXLpSVlVFWVsYll1zSoH4vueQSDj74YJYuXcpZZ51VdS0dOnRggw024KyzzmLy5MmNuhZJkiStnkxuW6v2HVs6gvwUe/z1iAiuu+46rrvuOrbaaitKS0tJKVFeXs7999/Pz3/+86rR3Mp7bKs7/vjjue2229hmm23o1KkTFRUVbLvttvzjH//gt7/9baPjOemkk7jsssvYd9992WCDDUgpsXDhQtZaay0OOeQQnn76aU4//fQV6v32t7/l//2//8dmm21GSomJEycyceLEBk9TLi0t5bbbbmPMmDHsvffe9O/fn7lz59KnTx+22WYbfv/733Psscc2+nokSZK0+mnb0gGoZXTY8bCWDmGVNHLkSEaOHNmoOsOHD6/x+IQJE+qtW99CS0ceeWTVCG5148ePZ8aMGbRv35711luvxroHH3wwBx98cI3nxo4dW+Px8vLyGmMaPHgwxx13HMcdd1yd8S6vTZs2nHrqqZx66qm1lmnIZ77PPvuwzz77NKpvSZIktS6O3EpFqHJBqe2335727du3cDSSJElSyzO5lVZRRx55JHfeeecyz7P94IMP+OlPf8rVV18N5O5llSRJaqry8nLKy8tbOgypIJyWLK2iHn300arpup07d6akpITZs2dXnT/jjDPYbbfdWig6SZIkadViciutoi688ELGjBnDq6++ypQpU5g3bx4DBw7kG9/4Bj/96U/ZaaedWjpESZIkaZVhciutog499FAOPfTQlg5DkiRJKgrecytJkiRJKnomt5IkSZKkoue0ZEmSJEmqxYmXz6n13HufLK23zCXHdSl4TKqZya0kSZKk1YbJaOtlcitJkiSpxZiMqlC851aSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFzwWlJEmSJGk1dNDxD7Z0CCuVI7eSJEmSpKJnciu1sDPPPJOIYPjw4SucKysrIyIYO3ZsQfuMCCKCCRMmFLRdSZIkqaU4LbmV+uysn1ExZ2ZLh9FkJV260+93fy54u8OHD+eGG25Y4XiXLl1Ye+212WGHHTjuuOPYaKONCt63JEmSpKYzuW2lijmxheaPv127dvTq1QuAlBKff/45b731Fm+99RbXXnstN998M9/97nebNQaA9dZbjw4dOtCpU6eCtjtkyBAgd52SJEnS6sDkVqrBN7/5zWWmAi9evJjHH3+cn/zkJ0yYMIEjjzyS8vJy+vbt26xxPP74483S7jvvvNMs7UqSpNXfiZfPqfXce58srbfMJcd1KXhMEnjPrdQg7dq1Y7fdduOWW24BYO7cudx1110tHJUkSZKkSia3UiN84xvfoEuX3F8b33rrrRXOL1q0iCuuuIJvfetb9OrVi9LSUgYPHsxRRx3F22+/3ej+6ltQ6q233uKQQw6hX79+dOzYkQ033JDf/e53LFiwoM6FqupbUGr8+PH86Ec/Yt1116VDhw707NmT7bffnmuuuYalS5c2Kdb6+h0zZgx77LEH/fv3r5oWPmTIEA499FBuu+22WtuUJEmSwGnJUqOllABWSPImTZrE7rvvzmuvvQZASUkJnTt35sMPP+T666/n1ltv5ZZbbuGAAw4oSByPPfYYe++9NwsWLACgW7dufPDBB5x99tk88sgjlJeXN6nd++67j+9+97tV7Xbv3p25c+fyzDPP8Mwzz3DbbbcxevRoOnfuXJDrADjjjDM477zzqt537dqV+fPn89///pf//ve/PPnkkxxyyCEF60+SJEmrn1Y/chsRAyLi0ogYHxELImJKRNwbETsXsI8uEfFRRKRsG16otrVyPffcc8ydOxeAddddt+r44sWL2XfffXnttdfYfvvtefrpp5k/fz6zZs1i8uTJ/OIXv2DBggUcccQRjB8/Pu84Pv/8c773ve+xYMECvv71r/Of//yHmTNnMmfOHG655RbeeOMNrrrqqka3O378+Kp2d9hhB9555x1mzJjB7Nmz+etf/0ppaSmPPfYYJ5xwQt7XUGnChAlccMEFAJx22mlMnTqVWbNmMX/+fKZMmcKdd97JnnvuWbD+JEmStHpq1cltRGwGvAEcD6wLLAT6AHsBj0bE/xWoq3OBNQvUllrA4sWLefjhh/n+978P5O7BrT6SeMMNN/DSSy+x1VZb8cgjj/Ctb32L9u3bA9C/f3/++Mc/8pOf/IR58+Zx8cUX5x3P5ZdfzhdffEG/fv14+OGH2XTTTaviOuyww7j22muZMWNGo9s977zzmDt3Luuttx4PPPBA1arKpaWljBgxgssuuwyA6667jvfeey/v6wB48cUXqaioYMMNN+S8886jT58+Vef69evHgQceyLXXXluQviRJkrT6arXJbUR0BO4BegOvApumlLoDPYGLgADOj4jv5NnPUODnwAv5RayV6bnnnmPAgAEMGDCA/v3706FDB3bbbTcmTJhASUkJV111FWuu+eXfKyqfjfuzn/2M0tLSGts87LDDAHj00Ufzju/uu+8GYMSIEfTo0WOF8wcffPAyI8sNkVKqWiTrpJNOqvHxQ8cccwyDBg0ipcSdd97Z+MBr0K1bNwBmzpzJvHnzCtKmJEmSWp9Wm9wCPwIGA3OAvVNKbwKklGallE4BRmflzm9qBxFRAvw1e/uTpoeqlW3x4sVMmTKFKVOm8Nlnn1FRUQFAr169eP755znqqKOqyi5ZsoQXX3wRgJNPPrkqKV5+23///QH46KOP8opt4cKFVYtZbbfddrWWq+tcTd5//31mzsw9P3jHHXessUxJSUnVvbyvvPJKo9qvzdZbb02vXr2YNGkS3/jGN7j66qv54IMPCtK2JEmrm/Ly8iavqyGt7lpzcnt4th+VUvqkhvMXZvuhEbFhE/s4DhgGXJlSerWJbagF7LDDDqSUSCmxYMEC/v3vf3PQQQcxbdo0jjnmGKZPn15Vdtq0aSxatKjqdWVSvPz2+eefAzB//vy8Yps+fXpVsr3GGmvUWm7gwIGNanfq1KlVrwcNGlRrucoR6+rl89GzZ09uuukmevToweuvv161SvMaa6zBD3/4Q5566qmC9CNJkqTVW6tMbiOiK7Bl9vbhWoo9D8zMXu/UhD4GAecAU4BfN7a+Vh2lpaVsvvnm3H777ey6665VCVilykQT4LXXXqtKiuva8pFv/YZYuHBhs/dR3R577MGECRO4+uqrOfjggxk4cCCTJ0/mxhtvpLy8nBEjRqzUeCRJklrCQcc/yEHHP9jSYRSt1voooI3I3VML8GZNBVJKFRHxLvB1YOMm9HE50BX4aUppZn2FteqLCC677DI23nhj7rjjDp566il22GEHevfuTZs2bVi6dClvvfUWm222WbPG0atXL0pKSqioqGDSpEm19jdp0qRGtdu3b9+q1xMnTqRfv341lvv4449XKA/Qtm3uPyeVjxBaXuWU59p0796dY489lmOPPRbIPcP3kksu4W9/+xt/+9vf2HfffV01WZJUdCqnENf1HPjmtuDh2hdmrJg2qd4yHXY9uuAxSc2hVY7cAtXncn5aR7nKc7XP/axBROwN7A+MTSnd3MjYKtsYERHjImJcoaZ/Kn8bbLBB1SrJZ5xxBpBboXjYsGHAlws9NafS0lI23jj395Z//vOftZar61xN1l133arFqZ588skay1RUVFT9z3no0KHLnKusW5n8Lu+ll15qVDwbb7wxV199Ndtssw2A05MlSZJUp9aa3Hau9rquGyArl27t0tCGI6IzcAWwGPhZ40PLSSldnVIallIatvwImVrWL3/5SwCeffbZqkRv+PDhANx11121JoaVqt+v21SVi1P97W9/q3FE9K677mr083QjggMOOACASy+9tMaVi6+55ho++eQTIoKDDjpomXNf/epXARgzZswK9VJK/L//9/9q7LfyfuXadOzYEVj5U6UlSZJUXFprchv1F2mys4G1gYtTSm81Yz9qIVtssQXf/va3ATj33HMBOProo9lmm22oqKhgr7324tJLL2XatGlVdT777DNuvfVWysvLufTSS/OO4bjjjqNXr15MmTKF3XffnTffzM2uX7JkCX//+9858sgja3xEUH1OP/10OnfuzKeffsqee+7Ju+++C+QSy7/97W8cf/zxVde7/vrrL1P34IMPBuD+++/n//2//8fcuXMBmDBhAoceeijjxo2rsc8rr7ySXXfdlVGjRi0zlXrGjBmcd955VX9A2HXXXRt9PZIkSWo9WmtyO6fa6451lKt80OecOspUiYgtgBOAj8gluVpNnXrqqQA8/vjj/Otf/6Jdu3aMGTOGbbfdlnnz5nHiiSfSp08fevXqRdeuXenfvz+HHXYYTz31FBH5/22lb9++jBo1itLSUv71r3+x6aab0qNHD7p06cKhhx7KZpttxo9//GOAWp+7W5P11luPW2+9lQ4dOjB27Fg23HBDevbsSdeuXRkxYgQLFy5k55135pJLLlmh7u67784BBxxASon/+7//o1u3bvTs2ZN11lmHMWPGcNttt9XYZ0qJRx55hMMPP5yBAwfSpUsXevbsSc+ePTnjjDNIKTFixAj22GOPJn1WkiRJah1aa3Jb/T7bup6XUnmuoSvzXAq0Ac4AIiK6VN+qlSvNjnWquZnmV9Kle0t1XRAtHf8uu+zC1772NeDL0dt+/frx1FNPccstt7DHHnvQr18/5syZQ0qJDTfckKOPPpoHHniA008/vSAx7LrrrowbN46DDjqI3r17s3DhQtZZZx3OOussHn/88apHDjV2BHfvvffmP//5D8ceeyxlZWXMmzePTp06sd1223H11Vfz8MMP07lz5xrr3nrrrfz+979nyJAhtG3blnbt2nHggQfywgsv8J3vfKfGOocddhh/+9vfOOSQQ9hoo41o164dc+bMYY011mCfffZhzJgx/PWvf62xriRJklSpta6W/A6QyE1P3gR4d/kCEVECDMneNnR68eBsf2M95a7KtolAWQPbLqh+v/tzS3S7yhs5ciQjR45sUNlXXnllhWNt2rThsMMO47DDDmtwn2eeeSZnnnlmjecmTJhQZ91NN92UO+64o8ZzL7/8MgAbbbTRCufqe5zQ+uuvz9VXX11nmZq0b9+e008/vdYEvqZ++/XrxzHHHMMxxxzT6P4kSZKkSq1y5DalNBuovAFwl1qKbQ1UDg8+3uxBSQX0r3/9i3/+85+UlJSw8847t3Q4kiRJUrNrlcltZlS2PzwianrUzynZ/uWU0gojuzVJKZWllKK2rVrRI7NjZXnEr1bu6quv5rzzzmP8+PEsXboUgDlz5nDjjTey1157AblFntZaa62WDFOSpKJSXl5e9WxaScWlNSe3fyU3LbgrcF9EbAwQEV0j4g/AAVm5ZeZXRkRZRKRsG74yA5aq+/DDDznjjDNYf/31KS0tpXfv3nTv3p0f/vCHTJs2jS222ILLL7+8pcOUJGkFhUwgTUYlVWqt99ySUpofEfuSm3I8FHgzImaRe6ZtCbl7ck9PKT3SgmFKtfre977H/Pnzeeqpp/j444+ZNm0a3bp1Y+ONN+aggw7ixz/+cdUzYiVJkgQHHf9gS4egZtRqk1uAlNJrEbEpcBqwFzAI+AJ4kdxzar3XVqusTTfdlIsuuqilw5AkSZJWCa06uQVIKU0m92zaExpYfgK5VZab0lf+DziVJEmSJK2gNd9zK0mSJElaTbT6kVtJkiRJagrv4V21OHK7mkoptXQIkgrE32dJkqT6OXK7GiopKaGiooI2bdq0dCiSCmDp0qX+PkuSWiVHRtUYjtyuhjp06MC8efNaOgxJBTJnzhw6derU0mFIkiSt0kxuV0NdunRhxowZTmWUVgNLly6teoaxJEmSamdyuxrq2bMnS5YsYdKkSSxcuNAkVyoyKSWWLFnCjBkzmDhxIp07d6Zr164tHZYkSdIqzXtuV0MlJSWstdZaTJs2jQ8//JAlS5a0dEiSGqlNmzZ06tSJPn360LVrVyJ8TLYkSVJdCpLcRkQv4JvAukBXoN6VT1JKZxeib9Wsbdu29OvXj379+rV0KJKkVVB5eTkAY8eObdE4JEkqlLyS24joDfwJOARo18jqJreSJEmSpIJocnIbEd2Ap4ENAefLSZLUjBxplSSpbvksKHUqsBG5xPZxYHegL9AmpVRS31aA2CVppSsvL69KMiRJkrTqyGda8v5AAh4G9kwuyStJkiS1agcd/2BLh6BWLJ/ktizbX25iK0mSJBXGiZfPqfXce58srbfMJcd1KXhMUjHIZ3rw/Gz/aSECkSRJkiSpqfIZuX0H+AawJvBaYcKRJEmStLI8cuGpLR2CVDD5JLfXk3u27cHA/YUJR5IkSSouTiOWVg35TEu+DngMODwijihQPJIkSZIkNVo+I7drAScAfwNGRsS+wC3A28C8+iqnlD7Mo29JkiStJD5nWVIxyCe5nUDuUUCQe9bt/tnWECnPviVJkiRJqpJvghm1vJYkSZIkaaXJJ7k9smBRSJIkSZKUhyYntymlGwoZiCRJkiRJTZXPasmSJEmSJK0STG4lSZIkSUWvYCsWR8SawE7AV4Fe2eFpwH+AJ1JKHxeqL0mSJKmpFjx8ba3nKqZNqrdMh12PLnhMkvKXd3IbEQOBS4H9qH0kuCIi/gGcmFL6NN8+JUla1flcUKlwTEYlNURe05IjYnPgdeAAoA25xwHVtLUBDgRei4iv5tOnJEmSJEnLa3JyGxGdgPvITUEO4Ange0AZ0CHbyoBDgMeyMr2B+yKiYz5BS5IkSZJUXT4jtz8DBgEJ+GlK6dsppdtTSh+mlBZl24cppTtSSt8BfpKVXRP4af6hS5IkSZKUk889t/uRS1ZvSildVV/hlNJfI+IbwA+A/YGL8uhbkiRJqzDvk5W0suUzcjsk249qRJ3Kshvm0a8kSZIkScvIJ7ntmu2nNqJOZdkuefQrSZKkOpSXl1et2C1JrUU+ye3n2f4rjaizfrb/Io9+JUmSJElaRj7J7ThyKyAf14g6x5G7T3dcHv1KUoM5eqGG8ruiluT3T5Lyl09yW3n/7Dcj4raI6F5bwYjoGhE3A9tlh27Jo19JkqQWZTIqSaueJq+WnFK6LSJ+AmwPHATsEhF3Ac8Dn5Eboe0PbA0cAPTMqj6VUro9r6glSZIkSaomn0cBAewL3AdsC/QAjsq25UW2/ye5RwhJkpSXylGzsWPHtmgckiRp1ZBXcptSmhkROwA/An4GbFxL0beAK4CrU0oV+fQpSZKkwrvj+dr/iTZ1Vv1lvrtNPne7SVL+8h25JUtWrwSujIgBwFeBXtnpacB/UkqT8+1HkiS1HoUemXekX5JWf3knt9VlSayJrCRJrYzJoySppTl/RK2eK15KkiRJxa+gI7eSJNXGkT1Jyt9Bxz/Y0iFIq6x6k9uI+G3l65TS2TUdb4rqbbWk7D7h04C9gEHATOBF4JKU0uNNaG8YuVWktwLWB/oCHYDPgXHA9Sml0QUJXloNmQBJkiSpKRoycnsmuWfWApxdy/GmaPHkNiI2A54AemeHZgF9yCW6e0bE6SmlCxrZ7DHkVo+uNAeoAAYC+wD7ZM8DPjSltDif+CVpef5xQJJWLY60SitPQ++5Db58Vm1Nx5uytaiI6AjcQy6xfRXYNKXUHegJXEQuxvMj4juNbPpfwEnAlkDXlFLXlFJHYG3gwqzMgcD/5X8VUsvznmVJkiStCuoduU0p1ZgA13a8iPwIGExuZHXvlNInACmlWcApEbEesB9wPvBIQxtNKd1Qy/GPgFMjYg3g+8Bw4Jw84pckSZIkZYo9Qc3H4dl+VGViu5zKUdahEbFhAft9KdsPLGCbUoM50ipJkqTVUatMbiOiK7lpwwAP11LseXKLSwHsVMDuv5ntPyhgm1qFmDxKkiRJK1+Tk9uIeCIiHo+IwY2oM7CyXlP7LZCN+PK+3zdrKpBSqgDezd5unE9nEdElIjaLiD8Dh2SHr8inTUmSJEnSl/J5zm05udWSOzeiTsdq9VrSGtVef1pHucpza9RRpkYRsSbwUQ2nFgDnpZT+0tg2JUmSJEk1a5XTklk2IZ9fR7l52b5LE/pYCkzJtkXZsSXkFqiqd9Q2IkZExLiIGDd16tQmdC9JkiRJrcfKTm4rk8oFK7nf5TX7o4hSSpNSSgNSSgPIjVgPAW4EzgL+HRGb1FP/6pTSsJTSsL59+zZ3uJIkSZJU1FZ2crt7tv94Jfe7vDnVXneso1ynGso3WkqpIqX035TS0cCfyD3z9uaIaK0j52oEF6iSJEmS6tfge24j4rpaTp0bETPqqV4KrAdsRe5+26ca2m8zqX6f7UC+XDhqeZWP65lUwL4vB04GtgC+BrxcwLYlSVIrccfzFbWemzqr/jLf3ca/sUtavTRmQanhrLgQVAD7NrB+5VTgaeTuO21J75C7lgA2oYbkNhtVHZK9fauAfVd/pu56mNxKkiQ12SMXnrpKtydp5WlMcvshyya3g7P3k4DFddRL5O6xnQQ8B1yZUqprheJml1KaHRHjyI0k7wLcXUOxrYHu2etCPrponWqv85ruLEmSJEnKaXBym1Iqq/4+IirnuXwnpVTIkc2VZRS55PbwiDg7pbT81ONTsv3LKaXapi0vIyLaABUppboedfTLbL8E+FdjApakla3yfu+xY8e2aBzS6sBpxJLUvPJ5zu3T5EZl5xYolpXtr8CJ5Eag74uII1JKb0VEV+A3wAFZudOrV4qIMuCD7O2RKaWR1U6vBdwVEX8GHkkpfZzVKQE2I5fYHpaVvTylNL3QFyVJkgpjwcPX1nquYtqkest02PXogsckSapdk5PblFJ5AeNY6VJK8yNiX3JTjocCb0bELHLPtC0hl7ifnlJ6pJFNDwWuBYiIBeSmHnclt6hWpZGAN3RIkqSicOZfnmjpECSpXvmM3Ba9lNJrEbEpcBqwFzAI+AJ4Ebg4pdTYe20/BQ4Bdga+DqwB9CZ3z/F4ctOQr08pPVuYK5AkSZIkQStPbgFSSpOBE7KtIeUn8OXKz8ufWwTcnm2SJEmSpJUk7+Q2ItoDhwP7AZsDfYCO9VRLKaVWn1hLkgs2qTm9P358recWzJ9fb5l111uvVbcnSSoueSWYEbEBMJrc82BrHM2UJEmSJKm5NTm5jYjOwIPknttaAYwBpgLHkluM6VygFzCM3DNjE7l7Th/NL2RJkiQVs0cudF1NSYWXz8jtj8kltkuBXVNKT0TEJuSSW1JKv6ssGBFfA24CtgH+nlK6Io9+JUlaLfkcVEmSmi6f/wvuTW409vaUUp3rw6eUXgV2BD4D/hQRW+bRryRJkiRJy8gnud042/+jppMRscw9uCmlqcCfyI0W/zyPflVkysvLqxbNWRXbkyRJklT88klue2T7idWOLaz2uksNdSqf77pDHv1KkiRJkrSMfJLbedk+VTs2o9rrteuoOyCPfiVJkiRJWkY+ye0H2X5g5YGU0ufAtOzttjXUqbzXdlEe/UqSJEmStIx8kttx2X7YcscfJ/fM219GRK/KgxGxLvB/5EZ6/51Hv5IkSZIkLSOf5PZRcknsPssdvyzbrwv8NyLuiIgHyCW0laO8V+fRryRJkiRJy8gnub0PeBqYHRHrVR5MKT0LnE0u8e0FHADsypcLTF2fUhqVR7+SJEmSJC2jbVMrppTmAeW1nDszIp4BjgE2yfr5H3BjSumupvYpSZIkSVJNmpzc1iel9Di5+28lSZIkSWpW+UxLliRJkiRpldBsI7eSJElqGWf+5YmWDkGSVjpHbiVJkiRJRa/ekduIeL8Z+k0ppfXqLyZJkrT6c6RVkvLXkGnJZc3Qb2qGNiVJWqkWPHxtrecqpk2qt0yHXY8ueExaOR658NSWDkGStJyGJLc3NHsUkiRJkiTlod7kNqV05MoIRJIkSZKkpnJBKUmSJElS0fNRQJIkKW+jRo1qVe1JklY9BU1uI2JNYADQCXgppTS/kO1LkiRJklSTvJPbiOgKnAIcBQysduqrwFvVyn0POACYmVI6Nt9+JUmSJEmqlFdyGxHrAg8C6wNR7VRNj/p5Hrg5Vy1GppSezadvSZIkSZIqNTm5jYj2wH3AV4B5wJ+Bp4F7ayqfUpoQEU8COwF7Aya3kqSVyufSSpK0+spn5PZYYENyie0OKaWXASKirjoPAjsD38ijX0lSK2EyKkmSGiqfRwEdSG768RWViW0DvJ7tv5JHv5IkSZIkLSOfkdtNs/1DjajzRbbvlUe/kqRV1ImXz6n13HufLK23zCXHdSl4TJIkqXXIJ7ntnu1nNaJO+2y/JI9+JUkFdMfzFbWemzqr/jLf3SafSUCSJEmFkc+/SKZl+7UbUWfjbP9ZHv1KkiRJkrSMfEZu3yC38vE2wOgG1jmC3H26L+XRryS1ai6yJEmStKJ8Rm7HkHu27U8jom99hSPi50B59vbuPPqVJEmSJGkZ+SS3fwM+AjoDj0XE0JoKRcT6EXEtcCm5Udu3gNvz6FeSJEmSpGU0eVpySmlhROwPjCW3cvJLETGxWpFrIqI/UJa9D2AGcFBKKTW1X0mSJEmSlpfPPbeklF6JiG2AUcBmfJnIAmxNLqGt9AZwcErp3Xz6lKTmVujH2XiPrCRJUvPLK7kFSCm9BWwREXsA+wHDgH5AG+Bz4FVyC079wxFbSZIkSVJzaHJyGxHdspeLUkoLUkoPAA8UJixJkiRJkhounwWlZgDTgR8XJhRJkiRJkpomn+R2Qbb/VyECkSRJkiSpqfJJbidle++jlSRJkiS1qHyS27HZfqsCxCFJkiRJUpPlk9xeASwBTomI7gWKR5IkSZKkRmtycptSehX4ObAm8ExEbFewqFaiiBgQEZdGxPiIWBARUyLi3ojYuYntrR0RJ2ZtfBgRCyNidkS8FhEXRMQahb4GSZIkSWrt8nkU0HXZy3eBTYGnIuIj4HVyqygvraN6Sikd3dS+CyUiNgOeAHpnh2YBfYC9gD0j4vSU0gWNaG8tYAIQ1Q7PAjoDm2XbiIg4MKX0ZP5XIEmSJEmCPJJbYDhfLiaVyCV0awNr1VMvsvItmtxGREfgHnKJ7avAESmlN7Pn9/4W+AVwfkS8klJ6pIHNtsn29wMjgcdTStMjoj2wM/BnYB1gdEQMSSlNLtwVSZIkSVLrlU9y+yHFvVLyj4DBwBxg75TSJwAppVnk7iNeD9gPOB9oaHI7HfhaSum16gdTSouAByNiD3KJdLes/7MKcB2SJEmS1Oo1OblNKZUVMI6WcHi2H1WZ2C7nQnLJ7dCI2DCl9E59DaaUZgKv1XH+nYh4HigHtmx0xJIkSZKkGjV5QamI6JZtHQoZ0MoQEV35Mrl8uJZizwMzs9c7FbD7L7J9mzpLSZIkSZIaLJ9HAc0gNw33x4UJZaXaiC8XfXqzpgIppQpyi2UBbFyITiOiLbBt9vaNQrQpSZIkScovuV2Q7f9ViEBWsuqP4/m0jnKV5wr1+J6fAQOACuDGugpGxIiIGBcR46ZOnVqg7iVJkiRp9ZRPcjsp2xfjolKdq72eX0e5edm+S74dZo8dOi97e0VKqcYR40oppatTSsNSSsP69u2bb/eSJEmStFrLJ7kdm+23KkAcK1vUX6SAnUWsAYwGOgEvA79amf1LkiRJ0uoun+T2CmAJucfmdC9QPCvLnGqvO9ZRrlMN5RslInqRe5TQOsD/gD1TSgvqriVJkiRJaox8HgX0akT8HPgL8ExE/DSl9M/Chdasqt9nO5AvF45a3sBsP6mW83XKkv6HgU3JPRf42ymlKU1pS5KkQho1alRLhyBJUkE1ObmNiOuyl++SS96eioiPgNfJraK8tI7qKaV0dFP7LoB3yN0rHMAm1JDcRkQJMCR7+1ZjO4iIzsADwDBgMrnE9sOmBixJkiRJql2Tk1tgOF8uJlWZKK4NrFVPvcjKt1hym1KaHRHjyN0vvAtwdw3FtgYqp1s/3pj2I6IjcC/wTXLPtf12Sul/TY945SovLwdg7NixLRqHJEmSJDVUPsnthxTnSsmVRpFLbg+PiLNTSstPPT4l27+cUqpt2vIKIqI9uWR5R3LPAv5OfSsjS5JUnzP/8kRLhyBJ0iotn3tuywoYR0v4K3AiMBi4LyKOSCm9FRFdgd8AB2TlTq9eKSLKgA+yt0emlEZWO9eGXNK8GzAb2D2l9EozXoMkSZIkifxGbotaSml+ROxLbsrxUODNiJhF7pm2JeRGpU9PKT3SiGa3BQ7MXrcDRkfU+tShj1JKxfgYJUmSJEla5bTa5BYgpfRaRGwKnAbsBQwid4/si8DFKaVG3WvLso9W6pBttfFxQJIkSZJUIAVPbrNVgntlb6ellOYWuo9CSilNBk7ItoaUn0BuUayazo2t7ZwkSZIkqfmU1F+kfhHx1Yj4a0S8D8wCJmTbrIh4PyKuioivFqIvSZIkSZKWl/fIbURcAPyCXKJc06hlGXAscExEXJhSOi3fPiWpugUPX1vruYppk+ot02HXlnzstiRJkgohr+Q2Ii4Ffs6XSe07wPPA5OxYf3LPi90oe39qRHRMKZ2YT7+SpJXDx89IkqRi0eTkNiK+ARxHblXhd4ARKaV/1lJ2W3KP3tkYOC4i/p5Ser6pfUuSJEmSVF0+99z+KNt/BGxbW2ILkFJ6FvgWMDE79OM8+pUkSZIkaRn5JLfbkxu1vSClNL2+wlmZP5Cbnrx9Hv1KkiRJkrSMfJLbAdl+XCPqvLRcXUmSJEmS8pZPcrso25c2ok5l2UV1llKjlZeXU15e3tJhSJIkSVKLyGe15A+BTYDdgGcbWGfXbD+xzlKS1Eo8cuGpLR2CJEnSaiGf5PYRYFPgpIi4J6X0Ul2FI+JrwEnk7tN9OI9+JRU5n0srSZKkQssnub0E+CnQEXgyIv4AXJtS+qR6oYgYCBwFnAp0BuYDl+bRr6SVzGRUajxH5SVJWrmanNymlD6OiGOAm8gluL8DfhcRnwKfkRuh7Q8MzKpEduzo5RNgSZIkSZLykc/ILSmlURExDbgaWDM7PCjblvcxcGxKySnJWukKPfLY2tqTJEmSVnV5JbcAKaWHImJdYD9gF3L34fbKTk8D3gAeBUanlJbk258kSZIkScvLO7kFyJLWO7NNkiRJkqSVqlHJbUR0y14uTinNb0S9jkA7gJTSrMb0KUlaPRx0/IMFbc8FmyRJUnUlDS0YEScB07Nt90b2szswA5geET9pZF1JkiRJkurUoOQ2IjoAZ2Rv/5pSursxnWTlryS3YvKZEdG+UVFKkiRJklSHhk5L3o/cIlFzyT3ypyl+BxwB9AH2Be5oYjtqBSb/8vu1nls0/u16ywy48OaCxyRp9eY0Z0mSiltDpyXvke3vSSlNbUpHKaXPgXvIjd7u2ZQ2JEmSJEmqSUNHbocBCXgoz/4eAg7L2pMkFZijj5IkqbVq6MjtgGw/Ic/+Jmb7gXm2I0mSJElSlYYmt52z/ew8+5uzXHuSJEmSJOWtocnt9GzfJ8/+ei/XniRJkiRJeWtocjs52w/Ns7+vZftJebYjSZIkSVKVhia3/yS3yvGBefZ3ELmFqZ7Nsx1JkiRJkqo0NLm9L9sPi4iDm9JRVm+r5dqTJEmSJClvDUpuU0oPAf8mN3p7bUTs0JhOIqIcuI7cqO2rWXuSJEmSJBVEQ0duAX4OLAI6AY9FxKURsW5dFSJivYi4DHg0q7cIOK6pwUqSJEmSVJO2DS2YUnouIo4lNwJbQi7Z/VlE/Bd4GZgCzCX3mJ/+wJbABuRGewNYChybUvpXQa9AkiRJktTqNTi5BUgp3RQRHwG3AGuQS1qHZFtNIttPAg5PKY1tYpySJEmSJNWqMdOSAcgS1PXITS9+Gajgy9HZ6ltFdv7nwHomtpIkSZKk5tKokdtKKaUFwJ+BP0dEV+CrQG+gKzAb+AL4T0ppdqEClSRJkiSpNk1KbqvLEtjnChCLJEmSJElN0uhpyZIkSZIkrWpMbiVJkiRJRc/kVpIkSZJU9PK+51YCmPzL79d6btH4t+stM+DCmwsekyRJkqTWw5FbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0Wv1yW1EDIiISyNifEQsiIgpEXFvROzcxPa6RsQ+EXFORDwYEZ9HRMq2DQsdvyRJkiSplT8KKCI2A54AemeHZgF9gL2APSPi9JTSBY1sdmfgH4WLUpIkSZJUn1Y7chsRHYF7yCW2rwKbppS6Az2Bi4AAzo+I7zSh+c+AB4CzgBGFiViSJEmSVJvWPHL7I2AwMAfYO6X0CUBKaRZwSkSsB+wHnA880oh2700pja58ExFlBYpXkiRJklSLVjtyCxye7UdVJrbLuTDbD23MvbIppaV5RyZJkiRJapRWmdxGRFdgy+ztw7UUex6Ymb3eqdmDkiRJkiQ1WatMboGNyN1TC/BmTQVSShXAu9nbjVdGUJIkSZKkpmmtye0a1V5/Wke5ynNr1FFGkiRJktTCWmty27na6/l1lJuX7bs0Yyw1iogRETEuIsZNnTp1ZXcvSZIkSUWltSa3UX+RlpVSujqlNCylNKxv374tHY4kSZIkrdJaa3I7p9rrjnWU61RDeUmSJEnSKqa1JrfV77MdWEe5ynOTmjEWSZIkSVKeWmty+w6Qsteb1FQgIkqAIdnbt1ZGUJIkSZKkpmmVyW1KaTYwLnu7Sy3Ftga6Z68fb/agJEmSJElN1iqT28yobH94RNT0qJ9Tsv3LKaV3azgvSZIkSVpFtObk9q/ARKArcF9EbAwQEV0j4g/AAVm506tXioiyiEjZNrymhiOiT+UG9Kx2qkf1c9nUZ0mSJElSntq2dAAtJaU0PyL2JTfleCjwZkTMIvdM2xJy9+SenlJ6pAnN1/Zg2n8t934dYEIT2pckSZIkVdOqRw5TSq8BmwKXAe8DpcAXwP3ALimlC1owPEmSJElSA7XakdtKKaXJwAnZ1pDyE4Cop0yd5yUVr4OOf7ClQ5AkSVINWvXIrSRJkiRp9WByK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKLXtqUDUMuY/Mvv13pu0fi36y0z4MKbCx6TJEmSJDWVI7eSJEmSpKLnyK2Kzt3f26WlQ1AReeTCU1s6BEmSJK0EjtxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip733EqrOO8ZlSRJkurnyK0kSZIkqeiZ3EqSJEmSip7TkiXlxWnTkiRJWhWY3EpapZgsS5IkqSlMbqUCW9WTs1U9PkmSJKkpvOdWkiRJklT0HLktIpN/+f1azy0a/3a9ZQZceHPBY5IkSZKkVUGrH7mNiAERcWlEjI+IBRExJSLujYidV8V2JUmSJEkratXJbURsBrwBHA+sCywE+gB7AY9GxP+tSu1KkiRJkmrWapPbiOgI3AP0Bl4FNk0pdQd6AhcBAZwfEd9ZFdqVJEmSJNWu1Sa3wI+AwcAcYO+U0psAKaVZKaVTgNFZufNXkXYlSZIkSbVozQtKHZ7tR6WUPqnh/IXAfsDQiNgwpfROC7erZuKjcSRJkqTi1ypHbiOiK7Bl9vbhWoo9D8zMXu/Uku1KkiRJkurWKpNbYCNy974CvFlTgZRSBfBu9nbjFm5XkiRJklSH1prcrlHt9ad1lKs8t0YdZVZGu5IkSZKkOkRKqaVjWOki4jDgluxtu5TSklrK3QIcBjySUtp1ZbYbESOAEQBrr732lhMnTqyz7/LycgDGjh1bX5j1KmRbzdGeJEmSpNYlIl5OKQ2rq0xrHbmN+ou0bLsppatTSsNSSsP69u1bqGYlSZIkabXUWpPbOdVed6yjXKcayrdEu5IkSZKkOrTW5Lb6/bAD6yhXeW5SC7crSZIkSapDa01u3wEqbzbepKYCEVECDMnevtXC7UqSJEmS6tAqk9uU0mxgXPZ2l1qKbQ10z14/3pLtSpIkSZLq1iqT28yobH94RNT0SJ5Tsv3LKaV3azi/stuVJEmSJNWiNSe3fwUmAl2B+yJiY4CI6BoRfwAOyMqdXr1SRJRFRMq24YVqV5IkSZLUdG1bOoCWklKaHxH7kpsaPBR4MyJmAV3IJf0JOD2l9Miq0K4kSZIkqXateeSWlNJrwKbAZcD7QCnwBXA/sEtK6YJVqV1JkiRJUs1a7chtpZTSZOCEbGtI+QlAFLpdSZIkSVLTteqRW0mSJEnS6sHkVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFr21LB6DV39ixY1s6BEmSJEmrOUduJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRadXIbEd0i4tyIeDsi5kXEFxHxeEQclEebpRGxa0T8OiLGRMSnEZGybbdCxi9JkiRJymnb0gG0lIhYE3gaWCc7NAfoBuwE7BQRV6WUftKEpjcCHipMlJIkSZKkhmiVI7cREcCd5BLbCcC2KaWuQFfgVKAC+HFEHNvELmYAjwMXAE0eBZYkSZIkNUxrHbndF9iaXBK7f0rp3wAppQXAhRExEDgRODsibkgpLWpE268DvVJKqfJALpeWJEmSJDWXVjlyCxye7R+rTGyX80cgAQPITVNusJRSRfXEVpIkSZLU/Fprclue7R+u6WRK6RPgzexto5JbSZIkSdLK1+qS24joB/TJ3r5ZR9G3sv3GzRuRJEmSJClfrS65Bdao9vrTOspVnlujjjLNJiJGRMS4iBg3derUlghBkiRJkopGa0xuO1d7Pb+OcvOyfZdmjKVWKaWrU0rDUkrD+vbt2xIhSJIkSVLRKJrkNiJ+GxFLmrj9vnpT1V678JMkSZIkrQaK6VFAJUCbJtatXm9Otded6qhTeW5OHWUkSZIkSauAokluU0pnAmcWoKnq99kOBP5TS7mB2X5SAfqUJEmSJDWjopmWXCgppanA59nbTeooWrlK8lt1lJEkSZIkrQJaXXKbeTLb71LTyYgYxJeJ7+MrJSJJkiRJUpO11uR2VLb/TkRsXsP5k8ktPDWJLxNhSZIkSdIqqrUmt2OAF8hd/z8iYhuAiCiNiF8AJ2blfpdSWrR85YhI2XZmTY1HRM+I6FO5VTvVrfrxiGhXyIuSJEmSpNaqaBaUKqSUUoqIg4CngXWAf0XEHKADX34mV6WU/tbELl4FBtdw/Lbl3u8IjG1iH5IkSZKkTGsduSWl9DGwBXAe8A65pHY2uWnIB6eUftJy0UmSJEmSGqNVjtxWSinNAs7ItsbUi3rOl+URliRJkiSpkVp1cquajR07tqVDkCRJkqRGabXTkiVJkiRJqw+TW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFb22LR2ACmPs2LEtHYIkSZIktRhHbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPQipdTSMageETEVmNiAon2AzwvUbSHbsj3bsz3ba462bM/2bM/2mqMt27M921s12xucUupbVwGT29VIRIxLKQ1b1dqyPduzPdtrjrZsz/Zsz/aaoy3bsz3bK972nJYsSZIkSSp6JreSJEmSpKJncrt6uXoVbcv2bM/2bK852rI927M922uOtmzP9myvSNvznltJkiRJUtFz5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSpBYSERUR8clyx34QEd9tqZikYuWCUpLUykXE+8BnKaVtGlj+GWBgSmm95o1MkopDRHRNKc1uYt0KYHJKaeByxyallAYVKkappeTz+9FYbVdGJ1JrFBElwHYAKaWnWzicgoqIzkCX7O2clNLcloyn0CKiHLgOeCKldEw9ZW8Gvgn8IKX0z+aPrlmUAR0aUX5NYO3mCUWFFhE/AJ5KKU0sUHvbA4tSSs83sPzXgQ6r238HpeVMioi7gOtTSmMbWXchX/4/tbrIO6oCyH7nC8L/DjS/iBgK7AKsBXRMKR1d7Vx7YACQUkofrcSw8vn9aBRHbtUqRESQS0AGAh+klMYtd34L4EhgPWAO8Ay5X8B5efTZGZgNVKSU6v1DUkT0ANqklL5oYPvbAO0L8T+KiOgI/JLcf+zOqeH8psBhwE7ARqz4P+E5wNvA48CtKaU3mhjHBsCewLpAAiYAD6SU3mlA3T7AjsAm5H7OXYEKYAbwP+BfKaUXGhjHNeS+D/unlO6pp+z3gFHA1SmlHzek/axed+AY4Nvk/geUgInA/eS+ewsa2tZy7X6Nap9fSumVBtRZYdSgnvIfA/1TSu0aWH4tcj+XnkCddVJK/5+98w7Xo6j++OckpAeSQBI6hCLSQZBeAoJ0UEBUQKqA+pNebAiIgILSQRQVpIgoICAivST0Jr1DirRQkpDe7z2/P85s3r17t77v7nv3zd3v88zz3js7e/bM7E45M6dc5+45CHheVV9L84wsEJH1gQHA66o6NXBtZ+BrmMA/HXgauEZVJzfwvExjQd5w71eB94HRXlLVMQ3QS32iJCLjgBVTjoMrAnsDGwHDXPZnwPPArar6QQoafbHNlzmq+l7gWn/gDGAk0Ae4BzhHVWekqUsWOI2IPKDN1JIQkS+o6js50eoJLKmqn4Vc6wfsgm/ezbu/i8hi2NxfuFDl62cA44C/ANem/GZfB74I7KOq//LRSz0uF4lA3RqBNnsMdMJcu6ouCOQL8H06jgV/UtX2BHr9gG8AW2FrjQFEb0Koqu6Qks+GBVIRGQZcB+zkZbl7evrK9AXGAEsDa6vq280YqxrpH1lRCbcVFkJEVgDWJcMCNAXNZUju/IVOOiKyNvBPYA1f9tPA11T1MxE5DrjA8SfUOt97wE71TvK+BW2HgSWk3PeBk4FVXNYnWKc/N06FQ0QmAMPymChEZClsARkcBPsDVwL7U2ufOKhLfwN+4D/RFZF9sMXmXSHPXwy4HBP2gs9Q4BpHb37IvesBv8IWSUl+BMYA56nqVXGFROQ1YE1geNJmg6/tXlfVdX35ewFHY8L5xYF7tgJuAYYTXt/x2Pf5qu+eJbEJekoEH98GzsNOVf2YAPxEVf8aU4fUiygRWQKYCExR1eEJZTcDLgE2SaLrwfv+fBPh89j7v7ERAdPR3Bi4EVtMg52WnKmq57mFzl+Bb3vFqY0FU4H9VPXBOp+baizwlR8K7INtJq0NLItPUwJ7p69jm0m3qerEBHpPYcKiN1Z49ZoAPEJN2E3cRHL0sm6GjANWShgH+wMXAt/F+rG/X3j8tgN/Bk6K23h0Y/qF2EL1+778ntjY/yUffQWeBbYOLn4bhWunOCjRY6r/mvr6ReEnaCLSBjyGaa/cXM8mr4gMBC7CNkX7ArOwMf7nqtomIttgfXHZwK23Aoc0srEc4MMbnwvfWHIaP9/FNmf6Y++wHbgfa8t/hc1h7t7TgDPdPZOwfj4CaMM2pdIiTrhYFzgB2BjoCbwKXK2q9yfUawImWI2PKDIMqy/AAmx+EGApamPOTJePqq7i6J6eqkYpoKq/DMsXkaOA32Pzx3cC1+4EdvX+xdr+P6q6V9RzROQr2PpmGB3niLDxqpNgGUGzLoE0hE5/4ElgPeAj4G5sPusf5EFEfg78EuuPv0oxVqVFZH0b6R9ZUQm3LQoR2QXbOUojjMbu+orIFtgklHkBGkGvBzaA/h82OKcgFz/p1LtT5hbir2MTaHDweQg4EXjB/f8Y8CEmZG7uyr8FbKCq8xy9h1LUx0NPYBtHe3QEfxcCx4XUxTvFO0AjVP/chDM8zWI5CWHCrYj0wk6wN3H8vQ3ch7XnR9hiBWyQWg5bhH8V231W4BlgG2/BGHfaIyL/wN6vALOxSVew075+jt7NqvrtwH0HYINiL8K/h3muDisBX3B5iu3Q7ht1Oioi01xbDAptsPDybao6xJf3N+Bb+HbiXf5KwEvAIGxgfwD7zsAE6h2wxf2HwIaecJ3QficBv4loA6/OP1bV81359YENfdevwQS44+KqCQzGhK6tgXtUdffIwiZIPoItbAX4wNUp9kRaVbd39/snWwXmA3dii4D/qGpbHJ0QfoZj3+4QOo8FhwFDgfOpCdRjgZWpCYXTgPW8XfOMC7PewM8c7TP9F/yLMjd2nomNn/287Aia3uQ9GxPkfhF34uAWPltipxQjgU0dX35an1ETdh9R1VciaGUVbicCA1S1X8T13sDD1MbdD7B++6H7f1lsLPU0HJ4Eto8RFO7GForbqurjvvwDgeuxNrvE/Z4ILAEcraq/T1GXTbDTHv9cFAXF+nMQq2Ebqn2Bf2Dt7a/rSGzsmAOcBIxV1dHu+YWfoPn6nmJC1k2YEPRkGsJuo2g01kbBvvY7bDPyVWBJbINpEiYs9HJl7lbVPbJWKIKX0I3bmPLbkH6d8d2wCyKyOLYhfBiwmVcemAzcgGnmvBS4pxdwBXAIjZkMhtbTbX5e62j7N3YA/gUcEbV5GLfWEJFjsHFzNPZen/Ctl3phY85Pge2Ak1X1ct+9eXzLsQKkiNwG7AXsqqr3+fL3xOqtWB+cDRyIfYMHq+oNIbRWx9aLA7B5+z/Y2nkq1k+XxjSxtscE+TMxs61rI5lvQCANofUj4FzgKVffqVHvzh36vAo8rqrbiMjIKB6zwhurolBP/6iHiSq1UMImwzuw3bw2bHGclNpi6G2NdWqP3lvY4ubhuBRDrwfwbx9vk93vAuwkdJaPr+mYasK4hDp/BfjYRzOs7v68Nt+9P3N5Hzg6i2MnfJ+48vcDn2JChP+Z22DqrG3AYb789pBnZ01tjtZIX94DwMGYSu5vsYV0u3s3e0e0y4S4d5vxu1oqpO1OdnmfAXtloLWnu6cNO2Hxt91HIeV387Xredig7l3rjw3W3vUdfdfWxxZG7cC9wM6YMLKa4+Exd+02V3448GPfe709pg7TgJkZ6jwTm8T8eW+75wwO5F/u+HoDWDeE1nrAm+7es1O037qY4NeOCQTbYYJRP2ySfcRdmwes6e45g1qfCfarpNSOLbq3TmiTf7uyLwEb1fFNtmOLhtt979nj4RNMoNswA71fOxrjsL430LXVeOBlbFf8M2xDxn/fRthGUxvw25CxIEu7dbon8Kx/+cp+jo315wLHYloNR7i/z3XXPvfRjPyeI9qjr6v/L7BxfVaAvwUJ76bTtxhRdlNX/t2YMj93ZWZgi3uJKHeQK9MG/CyG3hhXZmAg/06Xf6Ivb1/37NEp6vITbC5LPd6H0Fjefb9vA6vFPGtVbD6egDlv8/LHu284LM3wPXsetlie4P5OPe9iG7xnYd+9/5t4HZsXlk5op4PdfXOxxfie7ptd4PIudjz9EDOtARMYTvU9a5esY0YEL53mtohy62LjQJp+m0jPR3dNbE7/KEDnOeAHwKBA+SWwDWVvfTCR2oZUqhTCw2rU+vfH2Ibwb7ENaI+nMcDqEXUIXWtgc3cbJowktcNfgu8V21T9Sx4p5rlR8/BNdJ5jj3TtcW8ErSvd9et8eZ3GQmxjbZp7x30S2uVHjsYT3rcQ095ru7KPRtB6ztVpkxTvTrC++Gke/ayB/pmpf6Sm25WVqlJdH4K30J+HqWftjwltmQY7H73Rjt5jmNpYo/x919H7ENjK5S3s/Jjwuy224J6F7ZDF0VsdZ6uGnRoeR23hdzi2I/igy/sUmywP8d3/pOso+wXoHuHrSEdFPNt71r99ed49z4QNsIF0va98p4EY+Lu7/veQZy8PjPK9607tFBy0sF3TetNFBCZs7PSqDditju/AE1j/G2i7MOHsFnftzzH0/uTK/NWXd53LuyTmvhtdHfzfxOrYQNpGhNAOvOKuJwplmIpXO/BGIH86MDWk/DuO9uYxNLdwNF9J0X7ehPso0Cvk+mJYf2sDLnZ5h9Bxw8oTWB+OSQ8CtwFnA19M0S6T3DM7CfApvyH/uDEU64//pfNi80XgeGx3Oo7eC678VwP5O/voHRlx79dcmZdCxoIJRAsbXhrvK9/hmo+et7CahQmwfVO0UR/gGGxzpQ34bp1tPQgT8p4mfJPwEEzTxUve9/JQTHrYtflcR/OymOe/4crEzgc+XtoxM4CoMtOAzwN5PVx+m/9bwfrHAmBSwnO3d8+djwnjG7r/P8EE0S2A07B56FNMoFs5hM4fHQ9bpajrVu4ZV6Yoe4xr6/uwTYvevmu9sLXAPe69HZ3yuxBMG+dGOm5+zMM2nfbE/EQE77vHlTs5kP9LH43fRDzzElfmel/eTg2kbwS/55BnLuveYzt2muXNh9Mcz1di47a3zjgLOCNjH+uJnSDe6usTba5dbwC2C7kn9SZSwrMvc7T+CwwNXPsaJvC2Y2PZeiH3RwlID7q+MywFD8NdfR9otD4Z6z4FmBaSP9Hxs7Ivr5/L+ySCljd3r5H0jrD1aTtwagJ/uQmk7nudjW9zMIqWu/YZ5hiwae8jph0y949Yel1doSpl/gDeI3Ca2CA9bxd8xZzoPezoHeDLC9vZ6ompX8wjfpHf0E4ZdnLcRmD3DBMevUl2cMSzh7ky7/nyLsYWN3MxVZwBMbwPIGZSpXYatErE9Z6YrUi7m0D+L3A9KNxmPUkK26H205tG4DSyjm9rWoC/sEngfQITRkiZNQic/rj75gNDYu77orvvgUD+QS7/1oj7LnDX7ydk8RZ4Rw84/i8JXJsS1n7Y5NNJ6A0pN9V/f0z7veWeH3mSimlotAMvRlzPZREVoDkzTT1j7o+q77ru/Uygo6A7Dzv53JdwIX+aK9Mj5B3OJ2YcxITIBYHv+Tn37LHAHgl1GRjsXyFlnnA8HFRHW3knZY+nLL8ktqi9EFvwevX32vMtzEGaV/4M37V60qiEfjrbpcVS8L4YJqDNiinT6TqwgePl1ZDyE4G5Cc+9lcCJcdg3iglKb2FC0PIhdN7L0i/cd/teQpmGTtBS8jEI2zz2vnv/5s55OK0QV9bTtFoqQGMN330rRDzHK/NWoJ1zm9tCnumN93fhxo6Id3sUNob8hwjtgoQ27AV8E1Mb9fc3r37PY+r2XvlDgG9mfU7Ic993z9gi4vrymN15u+sLmwauRwlbk0jYFGqkfB4JW6tND+R564J3IngMHQswQWt2IG8BMDmkbF/3rbyUwF9uAinhGmRR764nNk5+3sz3kdAWmfpHLK2urkyVMr/8WaRcBKSk91meHze13bB+vrx2QnbCMHWEduCWGHoN7ZS5ga3TYOo6dnvYoBQoN4XOi6SNqU3w7wHfiLg3SbidQ8iOYki5X/k69ym+/KBw603kz5OgVh6SHgvyip2Odxh0M3wHPdy9n/vyot5b2naYTkdhbw4wMeGexdxzxwby+2OT0gcR961A7TTsIeDLIWU2pXa6PovAKQ12otiGOX/w539KYLKN4GEG5rQpqf1mJL0n9z7m+OkFrueyiArQfMk9s66xKqq+gTrthqmXzabjAngidlrh3w2fF1P/qe6+/jHPm45v0eOefzy108DbidB+IWEscGVy7W+B68Mwof9S914W0HHx8Cpm7/ctYJmQ+zdw38ghwKHUtGcOiUkHYQJ0qKpjgP6EKN5j2mpCzPVxrn6r+fJOdXz/PqT87LhvzZX50NEc6strx2yPg2V3cNd+F/GsVCYP2EnNTAIL6pByTT1BwzaYLqR22un1u8fdu59L+GlZX1c+dtPU1Xm673/vGY1ssMT1vdcc/S8Fnhk23p7iyqY6/Xb3fMn1vYm+eszBxq5vY5pJninSAmDPet9NxPPbcQ7KYsoMoKYFNxWzV/f3zzABaTq2MbZECh4GubKJc1/Odfc2z5f35R3v6vmXiG8v6mT0cwJziMtrw6cpEbgWu7YhR4GUmjnTCiloeWPUsynbsS/mE2EfbGw/OCrV8Y5y7x9N+8CqlE/CdoQTBYEM9O5NOzilpDeHgMCILfxDd9kx4TFuAdvQThm2gzwngnbiaZXrbGGnb4KpSXqL4nsILOJIFm6nR7VLSFlvYdYGnO7ygsJtatW+EPphNrfeSdJ36qD3HQInSVHtjZ2uT0lBc6K/vbCF1Xxg8Zh7VnXPfS3k2qSob8Nd39d9T97C7TPslOu/1GyK212ZToIhcI67fkMg3zsBityBxEwN2oFnUrTfDBKEfFfuUxJOp/JM1BYQ+9Z5f+rTZGzh9APMDMG/07vAV8ZTRQ+q5Q3zle+0ieHKrEC0ILM8pq7d7t7FTwkI9EljgSsznQYWfgQ0JULa0vuOF2AbL5dgC5WhdTwr9btJSe/vhGwERZRdxz3/xpgy11HbcBiK2ed7p4l7Bcp+wdF7LuG5nQQ21/fDhDhPKB0bcm2s42P3FHXdnZDNuZByTT1Bwxzn/IjaYjp4wtJOY/Pup/77qW0shPqfSKA1NEXfm+Hepf/0rC2sjTC/HfPxjc0RNJfC1ggv+vpeO2a3fGKw32G2tleRQeDI0AaKOV1KKtcHs0v3xrKvuvwoAckz+zo3BW3PpO6JPOuW4rm3OB7/6PrlUOBdl7d/oOxKxGs4eeZKi/vyPLXiLQNll3G0Ysd0chRIsQ3dNiy0WSQtTP36v67smQn8DXB0p/u+49iU8r0U2j+a9oFVKZ+ELZjbiFAvqYPeDo7eWTnR+x8B1T9q6rfLBcr2wBYMcQJGQztl2ClFpwWtu/YAIfauvuuLYZNY5MICW9je6jrcbMw7Xh93LUm49XiLVMcNlD+B2uLh3OCghdn4tgGX1vHewoTbo1zeTHyOPxLo9Ma8ZHvq7kf6rrVjAumK2CTiJc/OL3KDBVNXmY/vpJWac5izY+7zbHX/FsjviS3yI09/XLktHH9RpwFPEZjUfPcOo2Z3egXuVBDbpZzr+kUnVWLMJt0zPzg+0H5hwq03ScW+H/d9dhLOikpY/74b2wjIPF5F1TfFfWtg4+R7ge/Zc3R3QaD8he5Z04lwyoQtjNoxL65Rz93L995eB77iu5ZGuH3B3btrHXXe1dF/PqYt27DNxHOALxNQz+7KhJ0ETscWy4Niyi3hyswgRhCm5mwuqJr6arDe1HwrdDplDZT7mM5aPJ5jwk48u/p0OnHFzFm8sXDbmOdt7aP/2wTeCj9Bw+bDvTFHZt6mX7trl99gpzqnYsK7uvR/IXQWkKxmPRt43/f/7SSM9TG0Eh1KEW6jPdW1U5hN8SRCNmSxMW93TKCa42ujGZg6eKydNTbPpd70ztAGC9z7iPVL4OPhn9Q0kvYkWtg60De2XAV8IaTM6tg87PXD/X3XxuaUxsTUZ6SPR08FuB0bq4Pmap4vlqsjaP3V0dnMl3eeu+cenJ8EbB30D5f/SEJ75yaQYg41Z2H981hss2IhLfd97oKtPduxg4XIzU3swMhbn83D5ijvVPURaiZR7djhw8MkO5xtSv/IrfNUqTkJm9xfwRZPobaaddD8P2wh8CdivDempOU5rvHvQt3m8n4YKLuX+7D/F0OvoZ0yagLfznXU5UuO3kMpyu5JTYh/F1OXTBJuvQH/xAw8fZ+OizX/4v1Yl/dkHXUNXQBgtkXexDAZW2Scgwm7h2Ou3H/o8m6nJsy143PE5Wj5T4/C0o4x/HlOm57y5fm9LP8NUxNeAgv1shUdvYrvGKDnqcSntVH8IqZu9yPM4/IhpHOqtBu1QXwiZkP9HWxzwuPtecxhy9+oOfFqxyaVnoH2m0/nid3bUf1SDB+ru/tfjinT031fD2AL1qBwEEyR3nQdvdMxZyyTXflRmFfE0+NSoL51nw5iu/Q7+P7f2/e9PIAtyO+nNnEfQG2Rsqv7Rnai5vCsDZ9jsohnerFaPRvWv2HjUhrh1vOa+RkpTvUC35inSXBKRJk7qXmu997fVJf/I6zvRNqW19H2PV37bUAKIRrb5Nofp27svoWR7rtdHdvwOQ07fZ+MqaqtFJYC7TKGmirbg4TMmZjA207CqSC1eWeYL+9hl/e1QNkNHM1OGhXYGOU5J2rDVHl/hcXEPtr9/Ri1ceAtEoRWCjxBw7y3X4Sdpno8LcA2rvahs5ZCD+w0Skk4cY54nqdt87Qvz9Ncuq8OemmEW0/rye+p39t8/lKg7CBHr9MCm9oJs7f5+Rw2pkZqF4XQGB/Ha539cbZ7HwemLN8Tc+LTjs0Dc6N4oub93xtXJrh6P0dNW8Zrk0sD90ZtGmdNSZ6wj6Km1ur1qY1Dyj3hrh8QQWc/d/1iX97y1ExTPsP6s9dXOo0NITTzFkj3oTZ3exoJbe59eJqG7e6biF0XYyeo7a5/jPC9s498ZVZy38oCkp1nNa1/5NZ5qtS8hKlVeDsf12OL7YPjUgqaXiiGNpw6VUyK2yU7zdHwh8/xvBVOx+xVvuo6zeeu7OUx9BraKaMm8P2qjnY+2917esry/THHFN7C9m5iBl43CLVjC4HUdnaYYDU/SBuLFzbFDSCZ7Pawxfc1BGxQsN3686jtdsYJqN712dgCKrjoSZqgQndLA+/i4kD+71LwdEUIPW+xdE6WdqrjG9rP8f5uBJ/BPK8t/klgwE/RfpELW2zR3B58v77ri9PRU26qlFD39hB6ccJy8HvuMInm9D7+GuDD4+sn7vqdEXy2Y57lU/UrbGPMC7MxhVpIsrgFdi9qtvxt2AbmxZgX5d0xVfXt3d9Humuv+fh7hhj7ZkzY3xA7qbwNW4j538s0bMz6CXYKF+dIbR1MCOvknRnTBvrA13bvk+DpMuG7yJI6bbhgGhShnqex8W0Dl5I0Hy5xz9jVl+dp07yDhW/phYWOetGV/WcErWUwr8ZR/cLLv5cQG+gQeg2doIWUHULNeZSfp/9hzsViHVBi46sC8+voo0e7513oy9vJPT+zKjUWm3s88RpYnurqBr48T2gLmpVc6vI7qbG7/M+xeWnDrLw6GvuSsIlWB80p7n0kbtT77hEsIkeiAOm+v3foONb709uECIxkDHEUl1LUp5/ro18kZMPN9d2vuTQwgsYA1y++HVIPz2mXl2YAx6Rs69wEUkdvE2p+VMLSE4QI9yF0vE2z3X15ofMyFkO5w/jYlf0jt85TpeYlLCi2pyqZatKPodWHmspP2kVtHL11sBOqWwL5t4bw6w16S8bQa2inDNtl3YwUTk0Cz+3peH6YjDE6sQWkt7CNE277YCdHD5NRbdN18LHUsTNe5ze3NHbCfzO2oJ5MbUd3Mnb6cRNm9xgbA7HO59/k2qnT6S62gfFpyHf6KT613sA962ITUqKaVoN8T8B2NPtgmxL3YguNIK/zsU2O3xHhPZzkCX6DGD6806kjIq7/ltrkeSkmSH0R21WOTAl1v4YG4hViC9Kn455Rx/sQ4HvYKfIbuNMn3/WBmADgbR61Y7vqfyDGM3rMs46hFlc5dux09yxObZMuzfjulfs7GXa/A/3gaKxffxx4ZqRvB+zUu43ASTEmtE2n8/c9Pe57CSlfdyqwL2/ntbUvry92ChQ2t80gJKxKgObW2CbFI+57fMP9fTEpQgUFaNV9ghZCa7av7FxM+NuF9Js7a+A0NjLWoSe2Jmin44K6N24ToqB3e4h7pl819IvUBI5XsNMp7zS3jfCNnYNIiGvaFcn1bXV8x8YnD7n3Iu+7SlF2Q0yj68cuHU6dQkyrJWyjbBtMA2U3MsZnJSeBNEBzVUxT7BT3Pg4lhcaZ7/7PsfVLL19eO/BZSNkV3bU4052m9Q9xD6zQIhCRzTHvrX1c1jvUBLtIqOr2EfTOxE5bF2BOOB5ISW90Rr57Yqoh38Ccs0zFBLvzVfXzmPsGYB1ykqr+3Zc/EjuFWd5XfBbwU1W9LAtvRUBEBJswVwZQ1TO7lqNFG+77+jLW3oqdMDyvqgu6mK8JmADdM5C/NHai0ANbBH+iqvOaz+FCfsZibfddVb2mq/goC0RkcWqOht5U1TkN0FoW02RYCaLH4sA9G2Jq0ttj6r0DAkVmYoLQw5hjpRfr5c89b4R71vexRZZjteN36yv/LHZCuYaqjvHle/PJy1hIhznYJsdILM7t8Y3wWS9cf1sRUzt9pE4aPYC1sDAc7/jyl8FOdffC5mXFbPFPUNVnGuU9I48HAr8AVoso8i7wC1X9WwIdb+P5KuAaVf2sDl42w07MM60VugIiMgTTrvhAVS/x5X8bs7cf6CuuwEWqenIInduwMeNkVR1XLNfpETUPZbh/Rey083/5craQ/n5YhI3r6rx/DVV9O2e2CkNcfUVkVewAa1lsffAJZmr2VrP5w0JxzlLVpXzXZmJaPX1D7puMaWssHUG3af2jEm5bDCJyH7Ajtouzv6q+3yC9McAIzPHP1Y1z2DyIyGKYwx9PWH5cVad2LVcVKtTQ6KKiWRCROdhJ40BVnd/V/FToCBFZAhNwBfPePq1BeqvT8dR/Be+S+23HvM5vHHH/h1hImb6q2ubLfx47YdtTVe9yeetgJ19vqOo6jfCdFSLyLUxF1nuuqupivuuDsVNrwWxupzfwrF6YydA0VZ1ZN9M5wG2ObISpZINpOD2fdhNERLZR1UeL4a61ICJDMRt8b53xQJQgJSLzsMV9cDOqS1H2ecjxN8zfN1PcMxizvT8EC/mWeK8T0tfB1O57xZWtV9BOg3rq20x4/GFOt1bCxvkF7tq7wCqYNuQ43z29sAOmtjDB15VpWv8oZcNWiMUm2M7hAY0Ktg7LYip4hXXkouA6WzUBVwBARE7HFv4Xpix/LDBYVX9ZLGcLn5crfznT+wxTay2tYFvy9iv0+3PCbN0CrYisSUdhdhnvkvtdgHnCHI2pxT6asFE4FJgaEGwHYl6KZ2P2pB7vr7nNkxH18l8PRORcTB1PMPXSXtTq6/E2RUQ+xk7J98JUT+uC6zsTMvK4NKbu7J0q5zIWOSH2xQZIiIhsrqpPpSy8KbYADj0Vb6W+FoSqTsR8m6TBx5jDsFKjpHOlJBYw7YldMYF2T0xdXbA1cdx9m2HaFZvElQug6DVxYn27GIKZvq2MjU+eIPssJtweiPkT8fAdzKxgfAzNpvWP6uS2xSAikzD1kCE50XsX29Er/YDcbLiT4S0B6lVlK4pemXnrKnpOle5jVV0uJc1xmHfVwnaz/TvmefOXJz0R+RNmH7Wuqr6Rhl6zUeb2K4JennC8KbUF1TxskfIIJtA+nuW0UUSmYWprfVS13eXtAtyFhYLYIVB+Eib8NOVES0R2whwOTsWcb92GObkKMxHYERPGb1XVbzSJv76YLePh+A4Z/Ly5k6mx2GJwlZw2s9Py146FSVs+sTALv+UVo06iuktfE5FrsUV+qcbR4Mlt2dov6WRZRNbHBNoDMI0Rbxz7BPMZ809VfSDi3o2xca6vu+8DzOlmrKmJpjAfqRctcpI+HPOk/1vgWFW93F3zxssFmH+KFzGP6t/DxrJzVfXUCLpN6x/VyW3r4QVgpIgs0ahqmsOtwEkisoWqPpnlRhE5OIfnA8WqgDSAQZjjmXby6St50iszb61Ar0JH/BILlXOJiOye9QRXRLwTvDc91VNfXhZo1AK5u0FE1sAce62Nadh4dn8zsBPC14EH1Wf/GYM5mOdLT5h9ShuwI8bsMb+EebG9x+UdgAnQHTafnCA3CLODj4WI9MP8MmwFLEdNFTsMGhSifTja8XKKqt7iaEc99klXdiMfHysl8ZoWqvqe/3+3UXcXdoI+C2uvraj50fDumyIif8QWmPtiTqZi4dTXj8AiEqyI2fWtFrj+dSOvSaeRWU+Wyn4S1Qyci72ry0VkN1Wd29UMtSpEZDh2OngIJjxB7ZT2d5jjvcc1+YTuF9hG3CtYFI/nC2E4BcR8W4Cp/Pbw/Z8V6u/XBeJWTPXba39U9QERuRwbY7/vKyvYWHo20Wha/6gWEa2H3wLbAydjsQAbxVmYesdVblGbxcj7GhLUQTLgugY6ehB5d/y8J+086ZWZt7LTG4otLsuKvPmLoyfYKdI1wHMiciHmZTXWBtG3cJfAb/DvtCjz+20KPbcz/mt8whad20V95Z8DfqaqD8Y8a1DOKuf/cvxdIyIXYML3ge7aTYGym2COUWLnFhH5ChYXeBgdVQ39dffnxc09m7nfWMdJAKo6U0SmUlPVJonXDFA6r7O+i6kiv4mFzfif76QkiJsw4XYPEoRbEdkCCyG2NLU269BGqjpNRI4DNhSRcar6WKbaRGNxTBsgLxTW10TkoZxohm2uzMQW/FcArzoh4ElqcaijCL0XdS0nNDquNmWuFJHemHnAIcDOmJqrYPPQbVhoS7B4qmkPd7akFuP31Xw5zowR7lcC/2dFU1RunTzQSZVbVY8VkbuwaCZ+B7HXJMwzTesflXDbYlDVe0XkaOBCEVkOUwF4twGSe2Me0c4A3hSRm7EdrljbIXfS+gj5drIROdGpdO0rREJEBgGHYadCL3UxO52QN38p6fkX84OANM7l/Av3Vdyvf2JbhS5AF7VfLvRE5MdY/Fhv8TMVCzXzEbXFZX/sVPOL2LvaBLhPRH6iqr+NeOwWIjIvLxtKTKX225j34HO924ArQ9TNvoF9K6Ninrc6JjAPwDz2/8c9YypwEiaw7Yht7E4EzsROsKMwGHPslHZBHlQPzGuTJYzOQVh7HKPJ3me90DOxjrhEZAUsRvMQ7FT4Riyk1+CQ4n/A5vx9sdAjDcF9K0tiKtSN0mpGX9uuUboOYesM/zi6KpDGpjVsAyRvfJnO33gimjhXevbwE7BvVrC55E7MDv4OVZ1Tp7ZgX8y+uKsFW7DxC+xEdDCmmdOSUNV7qGntpEXT+kcl3LYYfKebbdigc5hz1vFJzG1xJ5nX0NEWa3+XknCdqm6XolwW5G7j4Gyv6kUnO+Q86ZWZtxahdwadtReWzqAOqzTgQCYJjr9l3N8eT3XzV3B9GzplDVukp1i4xxPPub4tQO8r1ATb2zEtnaei1O7E9Gw3w5wm7Q38WkSeVdVRIcVHYQvHVDaUmMrfikSsEVR1hjspPN7xMA24K6jqKuZBc0MsNNBdMc87BVtA/1VVD3b3XgTM1poX/1+7MeQWbO7bKobeZGC4iPRPEnBFZBXs5HG8r3494u5pEOtg8/eopIKq2iYiUzDhMQ6nYILtdap6KICInB9R9m73u52XISKHYKdlfiyZcMop2AJ9bexbvnvhhXL3tcNS3lMPulpbJQrfBU4PqOaXYq4UkTcBL9TMYOBx96ybVXVyDo94F/iiiCymXRwaUF1YLDGvwZlDajYbzjyjTVU/TFl+OWCxmJPWpvWPSrhtPYwIyesXke8h7iQz79PXulFQR7+HfOuXJ70y89YK9KCzymLagfAj4M/ABTnzEwVPjbJR/gqpb8GL+UaQd33LTO9493u+qv4oiYATep8C9hWR32CmKicQLTTlakPp1AJjvac6FbWRKZ71Faz94uy1UNX7ROR4rO1OBs6JKPoMpsq7B53VpIM4yf02y/N+X2CO+jxNJ2AACc5vMA+ySgpTJVX9QERm01GzYgSdTzR7h+RF4ZGQZ5eyr6nqtSnvy4xGxtEmmGWVda5cw/0qMKIAx2l/wU4Iv4ap7VdIj/Fk2xR9nPhN0aatMypvyS0GEUmzUOiEsu8QFQXp7CW0HmjAy2Au9MrMW4vQG0RN7U4wtbjPgE1j7m/H1BWnNsBDKjj+3sF2pVdrlL+y1zdv5F3fFqD3MfatDFHVOJXbThALwzMFmKiqy4Rcz+oddSIwQFX7ZeGjXojILGw90s+XtwBrqyUDZftiJ8VvqOoGEfT2xNScxwI7+O1afeNHT+CnmICuwNZZnSrWAyfErAwsrRZmJtJ7qlP5fQp4VVXXj6E5G4sfuYQvL9Ijq3u/i6tqH/f/BtgJO9i3fDWmEn58TFXasffwWtA0qux9rYxwfTQPaMh3VNr2c/X21gSPUTu1nRRRVrExMpXNrVj4oP9gqtl7NaOPJyGub5YBPh8AQom8amdBdXLbYshbSBWLXwZwi6p+lCftkmACphq6r6reluVGseDtnxZIr8y8lZ6em3Sn+so8gi3uG1KHzQuqOtVbsKjq+Eb5K3t9/RDzets/YoFyAPBNzOZmPvA8cIWqvuAvl3d9y04Ps5+dkVWwdbzMEJEZ5BBDME8bygyYS+dNr+nAIBHpraoLnRU527uZxNh0q+q/ReRvmAfn50XkduwEFDGfFWtjjhS9Rdvvm7joHYWpAB8O/CaqkFuU/wpbzN+fQHMu0E9EeqgLzRRDdwAm6Czsm6r6Ej6bShG5GlMJr+uUswX6WhmRu1mWh5K334bAE1j/3ApzAHWJiNyHOYT7V5JpQQJ+joU92wx4TEQedf8nOUssMqZvKNzG3YYke4ova4SR/liIoC5HJdy2GETkc2xHbRNVzWPxcRFm//OHHGjVq1oTaRMsdYYb8nX8Z7FFzMaYt71MZELy8qRXZt5agV7HAvnbgOeBhY488uavjPUVkdWwsWR7+1emAhep6lnO/vLfWJgSqE3cGwKHisj3fPaVnVD29suB3ofAKiKypqq+meVGEVkLE2zHuP9zs6F0gg5Y3NNTA3lZoKr63YhrHwBri8jiquotOsdg4Ya+jC1+cc9eBtsISIrLeyh2OnUMNTtLBS7xSGFz6YXAj5OYz7HOF2BeX38uIm+q6h0hz1oLm5u/ggmulwTLBPA2Nq6uR7Ljn30x79WvxDCdq/pgCftaB4jItnXy0XAMdx+tpmnXlWnuUNWXRWQ6Zl73dWzc2gPYHdgNmCUi/8KcpNWDX9BRY2xbYJuY8p4JUdOEW7fhdC42ZvVPeVuphFsxp4BDsbG8y1EJt62H3pj6UV676hMxA/C83PiPqOOeOMHlmoTrUfALt3sRr36TBXnSKzNvrUAvE0RkXWBrLJ7k/ar6etHPVNXUA33e/NVDTxqIMyoig7EYqsv67hkM/EJEpmET307Yae1/gfcwW56NMTvEK0TkqXrrXYb2a5DefzBB7HoR2VNVP05Jd2ngemycvNNljyA/G8pD3e+bwKm+vKwmBoo5tgnDS5hQvTbwtMt7EAs3dLqIfN2d2PamJui90JmM72HmPOYEEfkdtmDeAvs2e2AOGJ8Ers2wkXAoyXX2z1XeIrlDnVX1NWc3fClwm4iMx5xBISK3YG3wRR+972tyKIzbsU2A07D+GwoR+SLmqEyBmxNoNg0l6LujyL7OiPTi2sg4WgZ0wVwpYBoXwL9FZAjm2PQQzBv8AXR0dLqViNybpKXgcB0l8Svjw8JvwZ3WPoT13zbM+d4GWGitZzBP8au7eyYTsynVMFMiX8Nskwf5eByUsLHnbYpu7f5/OMVzCu8flXDbengPs9fJC88DXxWRYar6WQ70klRrBmGD1RGY+/djsROLKCQ5vBqEhaPog9mcBXetn3W/GyfwFYY2rL39A2ie9MrMWyvQ6wAR2RkLafWYBhzyiMhPsJjO3omEisipqnpendoGYYjUQGiEvybSazTO6LHYRDULc/TzMrA+8DMstt1g4H/AHqr6mu+5q2KL83WA/8OCwzejvmWj9yssVuxGwFsicgNwH/Aa5tRltivXD2vndbBT8AOxU9uJWHxcsPYc7z2exmwoz3S/E0Py8sK/qC1gPeH2UuAHWB3fF5G3gS9gdslKSgc3ri6n5cBjUp29uW0rbBH6eyJU9FT1chF5HxPU/erV+/j+fg8LF/TvFLxdAhwF7C0i/8Ri4vaAhadC6zja/wcMBF7HhfsS84gKtmk+IZCXCVFCeAn7WhDvkbzOGOz+nknHvhDkLc94zYWggPZrFB1CFanq51gs1CtEZE1sY+lAbDNUsE28SSJyB+Yk6gGNiK+qznt4yeCv7/9h48ZbWNzr8c6cabKqbgsL++OvgW9hdY1ypNcoNqS2memhX0heFMaQMNY2rX+oapVaKAHnYQv9r+ZEb1dsUXNpk+uxFLbzPhZzDtAIrf6YXcV84OeBa72xXbANcuI7N3pl5q0V6IXQv8r1jYMC+Ru6/HZsETPG/d2GLUTbc0ptRfDXDHrYzvB0V+4+4Dj39+eYbeBPsZO0dsz2+YfAIQEaz7hnHBzIP8j3/G9HPH97V+a1Vmy/vOhhmwHjfdfTpHYsfuD6Mby1Ax8V0e9y6rsD3Df17UD+SOB9OvazGZjQ1+V8R9RlG0z4uQvMaWdM2R6Y6vHPgd9hAvEvgJ0xjaosz13LfQdx3047FhplVd993rXXQvKypAWt1NfqeK+rYV6DZxMY43xlGh5HY57fF9gc26Q4CFNtD00paDW9/XLoV4JtdN2AbTD4v/PPu5K3Buv1pKvD7r680PEauNaV3bUgXkZimx5e8jY8z4hJp7nvfEcSxqwi+0enZ3X1i61S5o9vkBtwxgNr5UTzREwF4noKEjwinru5+4gvyoneqa7j79nV76lKzU/Aq+79Lx3Iv8J9Z7cAPVzepS7vBjeg55KK4K8Z9IAr3fXrfHmdJlhMrXga8BzQJ3BtiuOnbyC/L7WFyPIRz++FnXJNb8X2y5Oea6/jqW0WRG6mYKecxwXbfFFKmIbZNtip7m7AoBT39MNs6zZJUXYTVza3NgT2c+/nhCa31RJYOKX3Qr6XCdjpz6DAPd71N0LyMqUYvkrZ1+ps40ux9VInYY8cxtEQmgOAyzChINVGQ4o61NN+07HDiEbTmBzeweKYuv/otHWu4xl51DWxvphgtwDoFfhmPgspu6K7dncz+Av7dhts09z7R1SqQgG1GJyDpeGYPVRv7CN/EnOc0RZ1n0Z4VvOpZC6DqfaC7UxOiqGnGqN+mQXOkcBEVY30fJmB1hKYOtijqlqY58EK5YSIfIqFt+gXyB+LqfJvqqr/dXnDgY+B91R1RCvylyc9EXkH8168lqq+7fLaCQkDICKHYycYp6lPPUpEvB30oSH0J2IaGpEhAsRC4QyLKlPm9iuCnis3EDuRW5aaXdIMTE35Ta3Ds3LEc3piKr99gFfUZ8tWr4pqGDTZdjQXiMiRmGOzi1X1pISyf8QWykeo6l9yev5i2Ht6SwPhitwcPltVU9m8isg+wMCoOTzmvhXw2Rir6vgs9+eJVuhrGeoyzNG7W1X3CFxreBwNlOmLCXCePeZrpLDHTFr/1Nl+ealQa9w8kBUisgp2Wp1oKiEi22Ge+jfC1GLB1s7PAzep6ihf2XbyQWx9xcJ4zVLVpXx5M4Geqto3pPxkTEtxWPBa3vyJyMrYxkEuTqLy7h+xz6qE29aCdI4VmuoFxny89XTgXAYnt6CagX2HnTpxnTQnO3pDIq6fjoXbuDAlvWOBwRrhFj5PemXmrUXozXP0lvTlLYvZdE9U1eGB8lOB3sEJvijkzV+e9CSHOKNRk5S7lhjXL6lMmduvCHp5QkTWwWzWxqjqVYFrO2Dqbsu6rI8wdcVR7nrkpmlGqKo2xc+HiNyLqcltoqrPJ5T1Ysneo6q75cjDNGyBOiCQ3455nl4+JZ1xwIrNarsisKj1NbfOaA9u5OUxjgbKnAicT2d7zIXjbMAe84w0gkCd7dcXO1FrGBrjGTrvdYErMxTT0trRywqy5H7vB76jqhNFZGSa56dBQn3HAithmiMLXN67mC3+6qo6zle2F+bTog0zXSicvzyRd/+IheZ8lF+lYhPm1e/hrCmGXu7qlxnqsiemkvB+TvSGOXpxqo2Z1CwwG6ZIlZc86ZWZtxahNxEb9Af48g50z7k1pPwUYEoe315K/nPlL096mGrUlJC8NmxRGFZ+Wtr3ialEJtkkx5Ypc/uV/fvD4qm2AacE8pehZgPlT9OBlX3vNZcUw98amIOjn6aoy2mu7GoxZcZjqn6JKm3Yor0NGJtje6/r6jwp5Fqu454r8xBwcwaaNwIPNuPbc89bZPoaZhrWDswMudbwOBq4Xog9ZsnHqrzXBb0x/y6eicfjmMOs77l0lstrd2WeD3tXBdb3AffcVXx5N7q8oA+Zwxyf7zSLP9+zt8PU1p/CTCPHuL+vALZLSSPX/hH7rGY3UJW6d3IDzarACdRUn3+fE91/eINXTLnSCmhl5q1F6D3kvqdj3P9CzSbnmEDZIQTszGLo5uLII2/+8qSHqbO1YapqXt5zLm/LQNllCNlEinuf5CPclrb9ivz+8kiYp/I2AgIh5gG4HXgREzBX8tXj4gSae2OLj1cxb5qrYONwbywU0SGYx+zJwNcTaP3KPfPIFHU5wZX9ZUyZOYQIljHlJ2GqgXm09Zcwr/1twO0h17OOe58TIkg1SDNRYM75+1tk+hrmibodeD7kWsPjaMi7z2yP2ez3kfO3kve64ERHcyIxjlixU2lvTdo0W3ngJMff0b68HV3ePMzR3JGY7fNcx985TeRvKHAvNZvu4Kall38PMDSBVq79Iy61rJpLhXIiowqbYAbtp8fQi7zm0BdYARuYhmHqJRdl4CEJQzE1kDLSKzNvXUHvOmx38UIR2QWzTd/Y3fP3QNlt3e8bUcQk/8DqufKXM7284owOk/DQSkNhoQpWFJJsiMrcfkXQ6wCx2I8nYRovq2Jj3XgsLMYFqjop5vblsIXC+ED+no7Oz7RmA3UMtgj5agwvm2N1egDYWzvHSR8PjBeRv2Fhif4hItuq6tOEw1OxuyemDh5uwcIA7Ur03DENGCIi/VR1dkQZAMRiLi7h7okr91ACX95c5IUrmYV5Pq4bzt52EBZjOE/0xKlipphjU0OjVUNL3decHXQcvHe7F7Ae1nZXhpTLO15zX2CqdgxzMxtzqNQBqvq+iExxz0pCoWNVk5G0LvgW9r6OUtX7owqp6n0ichQW//nb5LuOjMOt7nnr+Xh5QEQux8Lifd9XVrDT/LObwZj7Tu/HvPh7z34I8GxwV8C8vW+BzRf3icjmIfOBh9zjmUeiWdJ/lVojuQ94Tcw75Tbu79hwBoH706qojcUEh8Ep6CV5B/RoziQhRAQpdwWxBcXxrvwLzaBXZt5ahJ5gdjX+72wOcGhI2Zvd9R9G0OqLDb5t2O7pCz56j2A2UN63N5EE9f+8+Sugvvu56xf78pbHFvxtmNONxzH3/F6/+1rI+2w0xe3Al7b98qAH3AFcE0F7fWxBEbVz/hExnu6xHf+JgbyB2KnQDAIhHLDFYuRpoeO1Dae6nPDdj3B8/iumzGeYk6VYWr52noPZHUaV8VT9DkxB7zuOv9EJ5bJ8x09hTnnAvFmP9aV2zCHM2Jg0Djvx9vra2Sl4S3XahTkNm4PF0fTuTeWFNya1et9N2wZeuQsi6DQ8jgbojcX66GK+vHcJqLG6/F7uu5qTsg/l1n6uXF4aTnmvC6Zga8PEdSzmfG0WtqGQVDa30Ewxz9gFC9t0L3ATdoLbK+W9DfNHzqfeefePuFSd3LYwRGRV4BuEe367RVXHZqC1OhZrbx/MK6cfM8UCw5+jqu8mkEryerwA07mfmZK164h3mrUAG7xeAf6tFvx7IUTkDDrv7i+d4YRZsUkgd3pl5q0V6HW6aCPlgSLyB2xQn4YFPB/jL+ecMozHdgbviCCXe2D1nPnLm95dwDHYBOXR/1BE9gT+ik1AW7hLszDbyH8FaCR6q2wEJW+/POjtgXklJVB+cVduOWyj5e/YxosAm2K7/ssAt4nIehFj61xgkIj00Jon5K2xxdzT6hyZ+DAbWxxFYXNsHP9fTBkAXN+ZQu37CcNAbHGdCFVVMQ+jg2KK3YSdKFwoIi+q6mthhURkXeBCbGy5KeHRhyVcXzgXaUev0IMxAd+DYien/rwozMfs787yZ7qxJ3h/bxHZhs7Ochbe5njZH1Mdf8LlJ82xDaOEfS2IR0i/zrhFVV+PKJfHOOrHWMx78YrYhgeYicEqmI2s/wTvO9h3NT6GnsdTbu3XqIZT0esCnNDv6hxPSLVdROZDtGxUgEZXHD/3kE6bZSFy5i/vU++8+0c06t1RqFLXJSyG3x+xATdqJ38BFgqhXwp6e1GLoRZ5ouLK7NHV9c/YVmeE1CPt7vsHmFqZFEGvzLy1Ar2Cv5vSBFbv6kQdcUarVFc7R31fp7hrk4ANQ65vQG3X/OgI2p5d0y6+vOtc3hmBsn2x+SMu/uEsTGBOjA3r6M0j/iR4nONlxRT0VnTt8V5MmcWoaVvMAi4HdsdU/9bDNhKucNfaMXW5VCcidbzXlak5Y9yO2knIyJi0jXuv/SNonkH4iWLa08d2YK+u/ua7U6pnHKX89pgNazhR8LoAU6duAzZKUZ+NHd0o3xS5a3SV7X0E6E2hgFPvvPpHLL1mNXqV8knuA7rP94G+D1yPnSD92v39vm+QuDeh469GbYJ/xw2Uq2GqS73d30cBb1NbKER6qSxbwnb3V3ZphKvDJ768sLRiVMfKk16ZeWsFegV/N59TgCOPKlUpKhEt3D5GgrMlbNxuB+6PuH6au/4xJixfSE3YWStQdhtX9oGY571ISscrmAOoduJVBz1B+7IU9C5z9P6WUG454L/EC37tmKbTCk18z+Ox0/JGaByHbQh4qR075R0Xk8Zgi92/Att39fdepVTveRXspPbKQP6lId91O6bSmXigkSN/ntrqG8AIl9dhHMOc1N3g5tNTQ2gUui7A7PPb3bc/LKbc0r5x7fyi6htCsx9m17xJirKbuLKhm4p584cJtlMyfA9TSXB+17Rvs6sZqFLGF2bB5j0h80hCBFdM/egoTLWsDTg8ht6Vjt6DcYOi64APO3p/6Op2aKD9RmFqRaWjV2beWoFezt/JbALeVt1AH2rPhNnHfdLVfJcpYapmJ2Yofyxwelfz3YXtFSXcTnILkSVi7l3Cjc2hdqiY2u9rdFwQtxPiqR5TQWwjEIYiUOYYagLVafi8XwaeeSp2gtBGvM3jpj7eziIkhA+24XqOr9xWKdq0N2Zi8KTjwzvxmefyfkATw340+9up0qKbaMAeM0cectdwKmCdMZxa6KNJmMruLpgGx5eBfTHNjhnUTjSHN7G+RxJjxx0o+0dX9rBm8EeOp97NTp56ZIUWgYiMxmylvqeqf04oeyQmvD6qqiMjyozFdsK+qAn2tCKyBua1cbyqrppQdhfMHnhdzJV8r5jiqqqrxdFzNFdISQ9VrcvGoUJrwOd1911V3SmQlwWh3169gdVVtW8R/BVd3yCcB9nBJPez96KuORvlj1V1uTSMicg4YCVV7Vn29ivifUS1l4jMxcIhDI0jJCITMSGzT8T1JTAHLJthNnZ3qer1gTK9MGdMSwDfVdXnI2gJcBtm0qKYSuSLmGMrsFPTDTGBVDCPyftqzIJDRM7DTpUV05x4GPC+r5Uxld4hjt5FqnpSFK0I+osBS7r7J2lnO+O0dIZgKs5p57bv1vOcjDydAcxQ1QuKflYKXkrf1+LgvpPVSbfOeCSBVsPjaKMosv1E5HPMc3M/dR6d3Tg2SVWHBcquCPwPuFdVd63j+XVDRDbFxqBliLatFiwc3ddV9dkIOrnXV0TuxVTNN4kabwP1eAq4R1V3K5o/EbkA07x5CdhJVT+LKLc0tsmyHjY2nxxXD999hfWPSrhtMYjIZMxIfHHt6B4+rGxvzE52pqouGVFmNualMvR6xPP7qWq/iOt9sV3E3b2sFGRVVXvGPHMLzEB9kzQ8OoKR9OLgHIxsjS3K7tdoxxFNp1dm3ppNzw3YAG+q6tqBvCwI/fZE5AFge3yCrIjcCHwTs1E821f2MGwHfYyqfqEI/oqur6M3CPgptimV5BjOoxXneKMR4bbU7VfE+4gRbscDy3gbJ1EQkamO3uA6+MgMEekJ/AQTSJeIKDYN+A1wnqomOogRkVMwGzzPEYq3QPHmkdnAmar6m3r5bgQichLwS2rOtpLmt7j+1gPYkvQbtlFhdgqDiGyChSLZCtuwCDqb9ENVdbFW6GthEJHVMM2AvbA5Jw29TuNfnuOocxzWpqofpqCDiCyHeVZ+z5dXWPu59eMsVV3KlzcT6Bk2Xrn143xVXbqO53s06lpniMhgTONkX6zP9XCX2rFY3bcAl6vqlBgaudfXje8rAANUdW5CHfpiGmT/05ADprz5E5HhwOvY+DQF+BN2sv4h1v4rY+ukQ7ExezKwtqp+GlOHXNcZUai8Jbce+mEfb6xgC6Cq89yHHSqIOswCBohIr5TC8gCsc0XhF5izjgWYHdWDmP1EWs93wWdujcXZ6u2y3m2Q3s7Y4ukxVf1R4NpPMJU4b9BTETlVVc9rBr0y81ZCetu7X398u+3JD3dj3lZ3x1SWwATYb2Hx2JbFTqrWA75HZ2+refNXaH1FZBnMXmsE6TakyFAuLfzxCsvefkW9j4HSOe7oPKCXiCwftch1p4mLY95VmwInrJ4jIhdhoSDCvPbfqwlxZgM0fysiV2EhIzbH7OAEsxV+CrhZVScn0RGLWzpaU3hzTgsROQL4rfv3Xexkua65SET2xmyHl01THBtfmircujH4bGpjcOIt7rdV+tpCiMg6mMOdwbAw1JSnypqFTt7j6HjsNHH5lLQex+xR/Wv7IttvArCSiCymNU2ICcAqIrKKdtZwWpyENs17neHBCa1nAWc5XrwDnclp1tMOudcXO02emiTYujrMEfM8v0wz+FPVT0VkN2qn3qe4FIT/1DtOsG3eOkNLoBtdpfQJcwrRhp0oJZVdA9uVivN6OcrROyIFPc9pyaiYMu8RYxNQR31Hu2c+hp3qNErvKsffQYH8DanZob3n2jnRtitPemXmrRXo5ZkouSOPAur7R1ePyZhTilUJsXvMSDOVHSAp4xUu6omO3kKD31cbFo4h6t49Xbn/dHU9ypB8bTYesy07nAYdIWJhYNowD7V1e23HVBAX0NGL6Y3AX+JSStq7AH/GNgLeIj6Wbty6YHtqNtU/d2NyOybMr4qF6zgNi0f5qfv+Vu7q997AO7mTmiOeret9v3mPo2nHUF/5cRAdb7iAdvPiSa/iy7uREJt9LJRWO/BOAs0yrwuKqO+nrp+liWzSz5Wd1Cz+XNnBrr+/6Bu72t3fL7oxYnAKOrmvMyKf1YwPoko5vrCODqAiwzBgalMPkeAAio4Oqo4IG9QdrWOpOaiKFFwdndn4go43WN8ZpAwRkZLeq47e0oH8K1w73AL0cHmeIHNDM+iVmbdWoNesRAkceRRQpw/cu6g71BeNhSfx0sld3RZd+A5ihRsiwvy4e29y7f0z4GqXzvFdv7qOdFUT674tsHmG8psC28Zcf4qODqS87+sD4G+YtsWaGXmcjS3mBjZY14ccTw9j6uZ5tF8v4NZA30tKkUKQj9bPfHmdBC3s5PktbIG+fLO+lwK+v6muvms3SKfhcTRAL6tw+wkwt4ntlnuoIkq8Liiovp5AemCK53/HPWt0s/gLeUYvTKNmaTKue/LuH7HPasYHUaUcX5jtdMxyH8jbmD3Mmph6wVDMY9nJWDigNkyFeNUYeoIt0r0FwIfA3zH36ZcD/3YTlzdh3kPMrqab6KblWN/PgM9zpPcpZmMczB/r6rixL2+4q/P4ZtArM2+tQC9AoyemIjkUszcprE/W+R3myl+j9LATpFm4RUOdPJxBYPFMukV2OxnjGJet/br6+8MWPYdgTtC8Nn3ddz3r+4gVfgrgvx34MEP5ccCChDL9sYXdWdjp6JzAt9mGqTvfBPwQWC+B3vuYCmOjdfUEqZVzbL+f++p1B3ZSvTPxsXRHxtD70NEaGnhHnbxxAzu4a79LyWvp+hrmwGxKDrw0PI4G6KUWbjEnWG2YPWZT2o8CNJxoYF2AbZJtC3zZV2bbelIT63sUNa2IdWLKrUttLR7qeT5v/lybP5Xhe3iUeI2QXPtHXKocSrUgRGQPTNVgAPGe32YC+6vqnQn0+mEOm47AZ8vgowPWEf4InKQxNlQicg7mZGRrVX0yuTbxcJ7kvgIsparTcqA3D/MquaQvb1lsMp+oqsMD5adioSKiHGjlRq/MvLUIvd2BA7A4nUEbpQ+wgfcGVb077P4ArZVo0JFHkfzlTU/Me+YwVV08zbMjaAzC1JfAxo2x2ObUpjG3tWObYVNT0C9t+xVBr16Iec4F60O/C+RlgqqemRtjMYhyphVTfhzO+ViGZ/TF7Hi3w4S7zTCtJG+uU413kHYttomwqjZgyysi07CxZUi9NEJovoGZIf1Uc3C2Jeahe66qLuHLm4eFQlsiUFYwDatPNCKKQtn7mog8in0Pg+LWNynoNDSOisjXgK/5sg7FNAb+EXcbNu5ujdmRXq+qhyY8p/CxSixixn6Ys6SpmO+UazTZt0vd6wI3jijwlnZ0npVV0IkdCyL4rre+i2EC6QaY8Hc15vPD7yl+N+xb6IuZR3w5iW4e/OU9LuexzkiNoqXnKhWTsBPcq7Adx+CO+2TM7ibyxDaC5kqY7dt1WOe62/19PCntXTGvma9gHtZWyVqvEHo7YLtMZ+XUbp6TiAG+vANdu90aUn4KMTu6edIrM29lpoepxj1Bskqed/1REtQByfEkKW/+Cqrvha7spnn0M0dzFDnEKyx7+xXxPrpbIrv65URCTncy3D8I85r6tO+dxZ5UYydjkzHnKo1oODyNqQhGmhXVQXM2Ke32UtL7GHNc6c/znGcNCik/Pex9tEpfwxb97cSo/qdst4bGUTprv2RN7xBjwtUKYxUNrAswG/txwAO+615eptTkOi8H/DfQ9sHUjjnpW6GJfGUdlz/AvC8X0j+ypMpbcotCVcdi9rLfFZFV8XmpdNc6wXmQnK2qN0fQfA+4uEG+ponI9sAfgDdE5GbMhmJCwn2hcWlV9UEROQa4yHlaO1dVxzTA4svYrv3hwGVu1/kobGfvYX9B54F0CUzVuhn0ysxbKemJyFBssbg8toP9CWbT9gq28QPmxn49bKNkOBZ+40kR2VjjPa9m9dLXqXze/BVY37OAfYArRGRHjQmHkBaqul2jNMrefgV/fxVCIBbrcUkyeIYWkSWxU6qRLq2PaSl5ffYdzHlhJFT1Xec59EbgdRH5LenmtqA2xxWYDfVBWGiNPDAFc8xS96ljAB8AXxKRYVqLbfk6prK5HfAvr6CIbIBpkbVsX1PVm0VkY+ACp4FykarOiiofg0bH0VGB/8/ATsUviLmnHQu59Rrm7DM0fnMR7VeEhhMNrAtUdUSQWFhevSiovqjqR2IhL4/AxoWNqXm8XoAJvtdhfhDmNZu/lLSWwL6Zz2OK5b7OiESzdgCqlD0Rou9ORscbgXs7nUZhg9vNOfO9JTaIxu1CdUgpaPptimZSvxfIQx2d+cB/MHWQdmwCGRYo+zUidguLoFdm3spKj5ojnVnA/xHj4ABzhPBD9/20AX9L6CsNO/LIm78C67sttjs+GfgIW1TtTh12SRnabF3MZ8BxRDhyKXv7FfU+6mjLATgnUJgGTi4pL/5C+D0Em3u81I6p5D0Ukx4GXqDmCOWyGPrDsJPZS4GXsAWi/6TqVUzI/BYZTqaApYDfk35ui9Lm+JP7Dr6dU3v+3T0vL8eLlzh6u/ryTqB2OriJ+543wryltgH/bPW+hsXfbMNOwt9I+B4fDLk/13GUjPNQQt1ybz9y1HDylTmUHNcZeaYi6htx32KYoLg0GZyzNsoftul3sC+1Y8LqwTHpEGwOH+2+lUiP/Xn3j9i6NeODqFJ9KWxgy/rxBu5tAyYkPaNBnjen5vCqDXgTc+bxcFyKodcHUwOLU6EJpjgvkALcECg/Bzg0pOzN7nqo8X7e9MrMWxnpYbHS2rBJcKcM3+jO2GJ3ARFOXbL0CyIceeTNXxPq61d/qnvhHnjuE8BvQq79xNVjIS3gx63UfkW+j6wJE7rSvre0KfOiLAO/Z9CY+uUoYEgMfX9beOEqLsFODYbWyfPyWHzbLHOREu2NerKjNQ4b36LKXU2C52pso2gmOW2YYKez7cDffXl9sROy4HfmCR7r+cq2VF/D5qJL6BjmJPM6I9A2DY+jmL1lw2qoRbUf2TeBx4W1W8i7yHOdsS05eWIvor55pkb5o7GIB9572jqBv1zXGVGpUksuN+Zjca2CqC+osamuLCUifTRFwOg68UtsEnwCc2b1foP0fgbshQ2u12Fu0z2PcZmh1sMOFJE/YIL4NMw+Y4y/nFiA6/HYhHdHM+iVmbeS0tsf6ws3q+p9Uc8Jee69Tl3+m47GuSGOPAAGicjVMaT8jjwgoDKVJ38F0fPjPbI73UjCNzEnLb/3Z4rIhsA5WF0+wMa5VYBfichjqvq4K1r29ivyfTSCeueHouiE4XasT3vPuRpzcnJ8zD3tOPVLVX035XOmY+EvbgOeV9X2Onj1cA7m6+Jj4Ee4uSiOpnPIcgjxbbmyS3FQzAwp/KLqqyLydeAfInI3cB7wrKrOTKAbhUcw9dSFKpCqOkdERmLj8F7YxrMCTwInqOorvvtbra8dBxzj/n6I+tcZuY6j2oDjsgDKMlb1x9Zycc/MdZ2BbYRNoLPjrCj8A1gRcpGPEuubBBEZBszTFE4X60CQv/FY3/cwEpuf45zDLhyXMWdmcaZoRawzwtGsHYUqZU/Udok38eXVfdKKxcZtw+L87YbtaLVjBvzb0KCbdPeMz90zclFpwwJ1twGHd/X7qFK5ErZgbSPDTrTv3p3ct3+b+7/Rk6ROjjzy5K8Iek14Pw3FKyx7+5XpfeA7uY0ps7cbn1/FVP9WAXq7NAITwl7GThS/3qzvxPFW97wWQe9OVw//6cBUl/8j7HQma9iTjxydrTLcc0ZeyUezy0/mMbXVZfE5/Qlcb6m+htkTt+GL61u2hJ2mX4HFcB7j0lMub7uEewtpvyz9ljpDFeXQbrmdtuZVX8xOeImYe/tidtaec602zOTuuLzqmuZ9ZG27MqUqFFCJISIXYjvZ87BFxwxsgJuHnYymharqDiKyE3AXHXeRhRzdpIvIJGzBmkuYAxGZhTn+GKgRjhIqdE+IyDvYScoQzRgmyjk/mILZZ3/BnUhs5ytyBg068siTvyLoFQ0R+RRYXAOhm1w4gJUxj4n/dXnDsROx99Q5ACl7+xVA729ZaATQG1O5VQ0JwyAim2M2UQ8Ae2uEUxJ3GnI7Fh92W1V9ugGeuhTOEc0G2OnDdpiGxVLusmJqvI9j7TIKO+mMPKkTkRlAuwZC4TQb7jQ4F6hqj7B8EdnL/fmEqk7MSrfsfS2kzCzspG4JVZ2ThX7RcI6gbsD6JHTWAvDWb/cD3wl7X3m1H3AyTQhVlCckezibidimTb8Qja5DabC+IrItpuX1MabqHVw3LIZpD2xF+Lv+naoe68rmzl+Al0MwJ7Q3xdArJSrhtsQQkYHYjtsODZJauOARkW0w9Zt1MJXnEdjuzQcZCa4Sli8iD2CLibzi0r4LDO/qBUWF8sFNQv1UdUCd98/A4jYODbmWaUJsBn9F1rcISINxjMvefgXQ82w0G1EHjhJu78AcdyTGaBWREdgpwb9VNaiq3yUQkZ7AFzBV2Fe0TvViEVmXWpzbbTCnLd4iaGbcPCMiLwBrYhs2XbbRKiJJKsypEfUtuG9xAbCkqs7ISrfsfS3k+nvYe80t9nAeEJHemHPO9bFx4UlM8PHWaysAXwG2wL7jlzD70nkBOrm0H3AZtvFbL8YAX9HGzdVSI8tcLuaJ/SlgrKquLhYfPNf6isjpwC8wXxQ/CeHhh1g7K6ZRcAO2EfctzFmrAluo6jNF8LeooLK5LTHcpPJVEVkbE0b7YyEEkmyT4mg+isUuAxZ2/M+ihNU68Ftge2yH7/Qc6N0KnCQiW6hqnN5/J7gTIoB3VXWnQF4WqKqulic9agvY0vHWCvTc30sAk+qg4WE6tZOcIFahTrtuH/Lmr8j6FoFpwBARGaA127+vuN/HQsor5gnXQ9nbL296bZiWyr3Yrn4W9AG+HXN9cywWZKINn6qOF5Ep2IK5KRCRdTAvmmNU9arAtR2AazE1WICPROQgVR2V9Tmq+irwqojcic1T38c8/4J5nI7Dn7FF5zcw78RdgjTvMAdMds/KLNg6lL2vBXEXcKSIrKOqrzXwnLxxNKZ9MBnzYXJ/SJnTnFbeja7sD4GLAmXyar9RgfyGNJyKWBe408ZDAteXFJGHYu73TjPXxuahu13+qEC5hjW6sBNTJdpO+Afu9zXMJHEugIhcjp3Obw8cBjxTEH+LBKqT2xZDHidKRdJzNH+ABWu+AYtLm9b5RxitxbFOrMDuqjouw73e7v6bqrp2IC8LVFV75kmPmnBbOt5agZ7v/rq/XRGZgGkFdDrpygN585cXPWrxPP+nqoe5a3ETfxRUVSO1ShzNkcDxqurFKxyFTe7Hq+plvrJDsMXXW6q6lssrZfsVSO8lzOvt91T1zxlpLQV8RvTJ7SygJzBIE9QuRaQvtviZX+9JT1aIyG+Ak4CfqOpvffnLYPbsQT5mAuumFfREZHVqMW5HYideUBuH24GXVHXjBDo3Yv4qfqiqf03z7BAa22a8ZS41tdqmLERFZDR2SlSXBlbZ+1rI9WWA57GTrN1UdXoKmt6YWdg4KiJPA18G9lPVWxP42RfzHvysqm4WuFZI++VAt4h1QaOnmY9gphufBy/kpNH1FqYiPlADjl1FZAVqTpf214A6sIhsh53cv6yqGxbBX15oRv+IQ3Vy23o4E9uZaQhiNli9NcLmpg56/8R2vrwT4DZsd+kwEZmDxQGNgv80Loi9gSuxwepNMc99r2De7+IIXoftcIGFJvKwfUjxtMibXp60yl7XItquKXATyjexmI7DXPZn2GLopnpOkLoY27nfN0PysiBpZ/Q6R/dCEdkFE6w3xr6B4MmXt+B/ow4+FhU8iwm3m2CnhHnibcz77Q/ofKoTxA+wtUEzT7C8sSC4gP8BJti+jPXBOcA1mIB6AhEaTCKyJh2F2WW8S+53ARYzdzS2mH1UE7yRinlOn40JwteKyDmY2mDcXKSqGvRyPIr6PIbOc0LnBREneHnij5ja9jGYl+hFHWtgkRkuAsaJeepNWmds536LHEe/iH3zt6Wgc5sru2YdPNSLRjWcilgX3E5xntjz0OhaBpgaFGwdNne/bcA9Idc97cUREbTz4C8vbOd+i15nhKI6ue2mcDtxwzTCMVSd9IZTn71Y6GmDoxu0Q0v1wRZ1GlehPHDfRlbnan5shQVIj/r2GnLkkTd/edEDDnf/T1XV2x3toBpXKqjqtVHX3EntX7EQEh7mAd9X1WsCZW8G9gWOUdXfubxStl+B9L6HhU16IekEMYgUJ7fHYCEz2rBwbRcHT6fEfDwch20k9gSO9d5F0RCRD7H5o6/6nDqJyPOYquWeqnqXy1sHEzzeUNV1IugF54152ObBI5hA+7hmDJMTQjMNOr0PERnv6AzDTI3Awm14aqNLYd6IwRb9EzG10sEeTeBsVV14OiXxIcvC4J0GvwE8qKofBguIyCWYiuuvgYtUdXJa4mXva0H43i2Qycnm4RQ4jorITEyDYnAaOmJ+CxYLalwU3X5lRplOMwHcYY9qwNGiu/YbzKTvVVVdP+L+SZh9eO9iOW0Mvr5Q6Doj8vmVcNs9kbdKpk+4/UpS2TCo6uiwfBEZRR07N6raEqeCFepHnepLQUQJAw078sibvyLrWyTEnNglxSv8FSZ4X6jOuUXZ268AeusB12OCx+aaYXIWkX5YiBtU9cyQ64Kd7OxFzbb5RSy8DcBywIaY7a5gpx/7ZuGhEYjIXGC6+hz+OGF7CnYaNVg72urNwtouVG3aXX+SmjD7VJI6dgoef0F9c1HY+zgW809xPxaT9ilVne+u9cLiQ/8Y+CpwoqpeISKrurwjHR9f8eZN37fo5y9qM8675v3fjnlXPdYTYH3qg1/GTs7bsNCEnxF9MrRQfbDsfS0I34ZDVoJ5+SoJhYi8gZ0qb6KqzyeU3RjbwFlo2uG7VvjcsQhqOMWi3vqKOS9bHhihAUdOIvIYtqb4i6oeEXH/bCzu7aAi+FtUUAm33RRFCbettLMn5oFzSWxS+1xjwkA0m16ZeSsLPRH5SyPP9ODZgwRonwicT7wjD6TmyGMwcLKqXuS7lit/Rda3jCh7+7Xa+3B97CfAKdhJYBimAb8Bzmu0T2fkbRrmvb+POk/ITpX9LuBhDdhcudOLvjHCbS9PWCwbRGR3zJnMVap6VELZP2Kng7up6n0u7wrMEdbNqvotl3cGtjHxfWwsGos5bfM2L5bFbN1Xw2Id/wE7Nd6YmoObF7AYvnNzsHvs1n0tL4jIBZj6/UtYjNrPIsotjTmiWw87ZT85cL3IubLhUEVRyHudkQdy0OjyNhnPUdXTffkrYxtIPYBDNMSmX0RWwlSuX1fVdYvgb1FBJdx2UxR4cjsN2wneRFXr8XoXpHus+/MWVf0otnA6ersDB2D2RMsHLn+AeZK+QVXvDt5bNL0y89YK9PKE5OTIo0KFskFE+gM7Eb6jf6+qzu4Cnp4DvoQ5DbzH5V2HeVD+pf/0U8zh1QzMUUmorwYxp03zVPWplM/fFBOWH4kpcyu2MDxZMzg2DKHzEGZjvkzSwtItVD8BHlLVr7q8EZjw+qGqrujy+mCxM9cBjlDVmyPo7YvZIL4I7Kiq80VkC+DfwBDgBFW9tJnqg2WANBjXtyiIxf9+HXs3U4A/YTbbH2KbGSsD22PxTftjm7Frq+qnTeIvl1BFAZqFrAucoPwtzNt56GkmtmEUF+s6D42ufYBbMDXxnwL/cfX8reNrOrC8hngqd/3yL8DfVfWAIvhbZKCqVeqGCXOU0JY3PcyL5ZQc6bZhg0DvBuksi9mbtLnUHpG8649ii4/C6ZWZt1agV1D/mOK+ZUlRtgdmGze1mTwWWPcVgF0wW9mD41JX81qlVO/zn5hdZZfzEsPjaa7Pf4ydLF/o6/9rBcpu48o+EEOvHRP+0j5/HLAgocw8LBZuo3WdBExqpDzmIGeO7/9fuLb6dgp633btc6ov72CX92hXfwtd9P15NqkDc6LXExPQbsVO2ma6NN7lfRvomZLWptgJvH9ODKZ2TODdpMntdqJ79kTgqzHldnLfcRu2gRJWprB1AeaY6+UUdF8Cvlh0fTGNlKj3+eMYuve5Mt8v+n0U/N3k1j+iUnVy201R4Mnt28DKqto/4Za0dD/BHBnUHZ/T7X4/j+2OCW4nHHNK4rl7H4Kp9OyA1UMxl+wba8CRRp70ysxbK9ArCnk58mgluBOci6jF/UyE1tQQPS2NPOMYV8gBrWAy4uxrnwbWoqNjnytV9QeBspdg8T/PUNWzI+i1k8GJjIiMA1aKayNnK7dE2jEhhs4M7NRtSU0IOSMWCm8yJsgu7sufjo1PS7r/38A8qA7UBNVNd4I1AxirziGXiAzABOapjcy1rQoRmQigPpvvBmh9EdPkWYfOKqEeFHgV+KaqvpWC5mDMc/W+mEd1L8pFu6NzC3C5qk5phPesyEvDqch1gViYp5ewk9p5WFuNxjYDBBOqR2Inun3cs7+kqp1ijedY337AxVg8Xs8x1Gzgt6r6iwh6G2CmA+3YGjvMCVzpNc6K6B/hFJossVepHIniTm7Pc7+Ru0YZ6d6NhW0Y1gCNm7ABYRbwf0CvmLK9MA+RM109/lYkvTLz1gr0AuX7Ys43Vgq51t99m09hE8Svidmlx7yItgEbpfi+NnZ1eqNZ/BVQ362xydXbPX4Lc8bzcFzy3e/tfr8ekpclRY5JZW6/Iujllch5rC+QzyWA0zE1vRuBg0LK9MIWpi/E9U33LX2U4dkTgdkJZa4l5CS5jno+5eiclaLsL11dnvLlLRkcb7Dx9PMMPHxO4BTatcGctDQy1rnUfc19U/OxzYtG6rkMJhy1Y47Q/oo5ANsN2B04AnMa54WUmkBGrSTXB5Z2KXL+bEb7kZOGE8WuC650tN8F1ogp9wUspnYb8Psi6+srszgmjH4Z6JdAbylMIIw7Wc6Vv7xTM/rHwmc1q1JVKleiOOF2EBYIfTwNLgIc3V3dR35pnfePcHzNxxwypL1vZ0yoXoDtkuVOr8y8tQK9kHLHOfp/COT3BJ6jo0pSGzZ5LxZB6wJX7gViNlawBcaLjt75CfXIjb8C6jvalXuMkAVPinc00qVNQvIypVZsvyLo5ZVoEeE25zqnFm4xtc92TOsgrtxa2Inng5jjq3p5O8T3DfweWDWkzCrA76htNh3iu7avu/9vvrxPSCl4A2u7+z/15fXAxuWP3P+x5ghRKeaZpe5rmG13B1XtOt9tboKUKzcW38ZGiuc/CoxJUS6X9iOjGRqmHRDcVBlBseuC9x39bVLQ9Ewe3o+43nB9i0wtwF+u/SP2Wc2qVJXKlShOuD0Yi9M1jVrw8R8Bh9UzKTraJ2LqJNcDG2Tk66cEFgIZ7r3R1eknRdArM2+tQC+kzN2uzFaBfG/hMhMLOXMadnLRBvwggtZw7CSjDbNNORezQ10P22XdF7gcW+x6Ni7DE+qQG38F1HeGu75i1nfTrFTm9iuCXo7ttsgLt5jA+JAveScDD8Wkh7HNq7nuXVyW8IyVgO9gc9s7mICwKSaIrhSVImj9iY42dx9iQsVz7m+/3eGfA/dejS3Yv+XL+4cr+wQxp4/YSdHjjvY/fPmruvufcf/7eUudWrmvYXGgFwBnYSrj9XyHuQlSvveQRQNhXJq+nlf7kYOGE8WvC2YD0zLQnEaEFkce9Q0pdzoW7istf8cCpzeLvzxT3v0j9v5mVapK5UoUJ9y2+35TT5AxdMe6NMtXfgbwP9+1YBrju/82d0/qHUHfvTu5OtxWBL0y89YK9ELKjHH0Bwby73T5J/ryvNOP0TH0cnXkUQB/udHDPEZ+nvW9NDOVuf2KoJdju3UH4fYM6lOD99IoYEjCMzILe8Q4qcI2fMfG8DQOODxl/deiNkdOwBxMfRWzz1zX/X0mtfFsFuZV17vfEzB+6/4fRbxJwvPUVAcnEzBTaLW+Rm3DY5q7fx7mpXg00ZsjnZy0kaMg5a5nFW4/wGyxk8rl0n7koOFEc9YFMzLQnEnE6Xce9c3hHUduYBTBX54p7/4RlyqHUt0UBTqUepT6gqFvH0G3vQ52VGuObt7BdqWHqOq0LEREZAnMhmGMqn4hb3pl5q0V6IWUmYYN+kN8eT3cfQOAZdWFSBCRxbCTnVgHKnk68sibvzzpici9WIiApbK+mzTII15hmduvCHp5oWwOpUTkavfnBFU9NZCXBaqq33X3bwBs6D0CO92cChwfc387tnh6TVXfTcF3PXMRqtoj7rqIbISFQRqK8f4Z8IKqPp/lOSKyI3aStRTRc7BgwugB6uLmunuPxE6ab1TV11M+rz+mVXUGcKZGOPdyZUvd1xpdZ/jojAGWVtWBaQg4x4Ufa3RIq3ZSOkZzc+RETC11eELZXNovj1BFTVgXXISddu6hCeGDRGRXzOb/IlU9KeR67qGZ8nR+1wKho3LtH7H3VsJt94SIfIzt7OQl3N6KDU6hQmoDdEfWc5+qjnb3T8QM9evyYus8W85R50UxT3pl5q0V6IVcnwO0q89Tt8/DYKeg546fxVW1T8rn98IENIDJqjo/I/+58pcnPRHZAQsz8CtVPS1LvaIg+cdFLm37FUEvL5RQuPUEiTdVdW1fnhLtPTMMnYSLwDNSLxgXFYjIUthCfm/Mtta/Gfc6dkp2meYYy1VETsUcX31dVf8dUabUfU1yiuvbqCAlIutT26QBuAbbpDkujhQwGNgHcwx4j6runvDsPOeOTYHbMWdBcZsqE7Bv5NkQ2kWuCwZj6v4DgH1V9YmIcptj/WM6pok1NaJcQ/UNoZdVuJ0OoD7v6UXylyfy3GhIwmL1sVhhEcDe1FyQA42drqjqPvmyt5Du6AZJLIHZTNaL6dhOeBH0ysxbK9ALYgKwkoispqpjXN4e7vfRkPIDovgRC2Pzqapu7uU5YfaTiPKPAssl7DDmxl/e9FT1QRE5BrhILHTCuT6amSAiy2KxVb3wAmECy4pYHN39ReQJLHRBp9ALAZS2/Qqit6jiTPc7MSQvFySdli6qUNVJ2EnqGSLSGzvBEWwzbl5Bj70Me38nAqHCLSXva0EhtQGcCewJXC0iSYLU1ZhjnV/6Lu2N2WD6sQTwlxTPFkyd+tcpyuY5dzwjImtTv4ZT0euCvYArMPvhR9xcPQo7zQRYjppDw2nAb4CviXSetlT1uhzqWxdEZBBmyjAAC20Uiq7iLyUa7R+pUQm3LQgR+QJ2GrIKPmEUs995VFOoWKnqk45W5OmKiGQ+XSkhFqMONekA/KcDedIrM2+tQC+IRzGHGBeIyBHYpHWMe2aH79f1oT6YDVoYRmDhEtJiBUytLw558pc7PVW9QkSWxCaTw93ufqgwX7ulozAvFq/wabLFK9wSeFJEkuIYl7r9CqC3SEJVOwmyYXlFwm3keu/gFVWtS+W4zHDCbFz/zes505ya64YxxRa5viYiB0dcyixIAde56+OxEGweRmJehJ+MYWWhej1wvaaLC5r33DEFc8R1Vh0aTkWvC66ho1bISGDbQBnv2mDg/Bha10Fj9RWRM+i8gbG0iKQ9TFLghtgCjb2PXFBQ/0iNSrhtIYjILtjCc+OEcs9g3tTujylT1OmK/xmrYoGxN8ICaIPZEz0P3KKqY9PS8tEU4IsBem9ppV9fwSalb2E7g96iTjB1vDsDZXdzv0/n9Oxe2CKjmfzlRk9E+mAeV/f00emHCflRCOtzV2CC/hzMa/qfoiZTN+kehU1gK2Hepw+IeV5p268gehXqhIisgy3ex6jqVYFrO2Axa5d1WR+JyEGqOirjMzYlZG5T1Wd8Zbw57l1V3SmQlwWdNpLKAhEZhgkFM2OKtVxfE5F+mB00wERVnR0ocg3xap8QL0gNoiZIeULTtdi36fHQjgkkuZp7kVP7FaThlDceoXHhGci1vv71dhZzjI+AP2OOo4rkLw9cQ879Iwsq4bZFICKnY+pGUHv5czGjcbDJxbOH2Ay4W0ROU9VOKioFn654k8IlwOGOfrDj7gf8SkT+DJwQMmmE0Vwd+DlmVxK0zZgpIv8Ezok4tV5SRB5KekYElgzLy5FemXlrBXoLoaovi8jemJrcKtS8oB4RcjJzpPt9oE5eFkLMqcVwan2nKfzlTO9nmPrWAmwieQD4FPOmmAoiMgJTg2rDbHnuiyvvJt3fici7mG3NN0Xkp6r6v4jyZW6/Lvv+Wg0ikqThkBqq+l7EpUOAk4CfBJ69DGaP5p9Dlgf+LSLrRn17ARoHAGdjzlnCro8Dfq6qf6e2OTTHV2RE8J4UWLhIFBFvMThLVZ8L5GUjqvpIcqloONXny92/L8c8pyX6mtNcORb4JrAGtbWLisjb2Abgpar6OTkKTTE4DPMwmytybL8R5KPhVOS6YLs66XaC22xotL4XY4If2Pc1FtsY2zSGTjvmZTjUDtiHETnwlxea0T8iUTmUagGIyH7YoArmBvwS4G5VfSdQ7gvYLttx2Eeu2GnrrYFyN2EnqllPV/pisfEiT1fEPO7dgwnFgqkbjMIcyIB1pu2wBYViA+YucSevIrIXpobRn+gdLsXCG+yvqnf67s1D3Uy15n05N3pl5q0V6MXBnSZMV9U5IdcWA9Zx/76hqvOkSY486uWvaHpiXgxHAEeqaj2eaxGRnwLnAH+PGyMi7r0RW1CeqqrnpihfqvYrml4jkIKc/dWLDOp3SVBVDd2gF5FnsVPVNXw2hYjImZhK3MvY9zYH6+sjMUdLx8c9UETOwQRmbx76kI5zm2fao5jto6c9NUud4xZp3Emi53zrLe3skCsjycj2C6pNBtEXq+9O1E6uv6WqtyQ9tKx9TWqOeJYmfp3xMbC3/4S+ldFI+0l2Z0gfYN5yewVoNIpU64JGkUd9Q8qMwjQDvlFG/loVlXBbcrjB5T1swP03cKCqxqn/ICIDsJAAe2CT78rebpw7XRmD7QTtnnS64qO5M3a6ArBa1A63iHwXcz8+BxMM/hwUXJ1q8ZGYkN6bmAW1iKyGnSj3dXz/Bjtl/gCbaFbEBOmTgdXdc9fzFjQiksYRQyJU9bC86ZWZt1aglyeksx2MkH6x6Dny2FFVH8ubt2ZARGZhTicGquqCOmnchp3+7pp2XPHduxO2KfYvVd27nucvaghTMUso3xUqf5mR02IWiHYcJSIfYtoUfdXnGFFEngc2APZU1btc3jrYHPOGqq4TRs+V2x540P17Ixb+5u1AmS9gTlO+jY0fO2hGdeckiMh4R3uMqu4YyMsEVV0l4hlphGVPAJwN/ERVL8v6/LJARJamFkLlc+AP1NYZYIL8DsD3XJlJwLqqWohNszvQ6KeqmdUxm4kswpREhCoq87ogiDzqWyTKzl9eSNM/KuG25HCqI//EHA2sq6qzUt43AJuwVwb2UdV/ufxCT1dEZDR2ivU9Vf1zAr0jgSsxJ1ihu9kiciUmCD+MuQ8PVdERU4W+C9Pf/5Oqfj9drSosypBkuymv3CFY7DcPIzGBNW9HHnXxVzQ9pxo8XFWXaODZhcYrjLivFO1XBL06duEj4x+2AtxcdzW2IXs+MJrOjkZOwgSNw1X19hhac7HTqKG+vIHYNzYHGOzfxHGbO6ox4UjcCfjXSHfCeylwNHC7FhRJoEiIyDXEC7cLsLZ8Bfi3mppu1meUqa9dAJyAnejvpBFxP50QfB/mgfYiVT25EZ5j+JmAhWpsmulgmvZrtoZTXhDzvrsdsBY1z8qTsQ2N0eocrIbc1+X1FZF1HZ0+wP3qi0NdBv66Aqn6h6pWqcQJ+B1mw3ZcHfcejy3Af+fLu83R26kOejs5erfFlJmMLR56paDXG7MbnhxTZqzjd/UU9NZw/I3t6vdWpa5LmA3OL7CJa4H7ftrc369jtutDEmi0Ax+Vlb8C6vsbd88WDdRrIjCzgftnYIuqlmu/Iuhl/QaxU6b5RXyzRSdgczcX/AfoHVOulyszF9gsptw0zMtsD1/eLq5NHwwpPynp28XCpyxI+e6WdGU/TlF2aeDLwLZd/R6a8J7L2tfedPdtlKLsxu47erPAdpoAtJXtfbj/23ypPfB/XGrH1oZbN/F72wV4MQVvLwG7hdxfeH2BnYEngN+EXPuJG8f87+XHrfo+mtk/qpPbkkNEngI2wU5t38h475rYAPWMOtW2ok9XRGQ2MFtVY438feUnY+oF/ZpBr8KijbzsptxJ7mxVvamM/OVNT0QWB55xZXdX1XGxFQmnMQ+YpKrLJhYOv38CsJSq9o4pU8r2K4Jed1ExAxCRO4DdgVU1wamTM60Zi50Yfi2izHPAl7Bv+R6Xdx3mQfmX6gs9JCJ9sY2V/2mMSrc7DZ6hqnExNf3lJwEDVDXUwYuIfAs4lZpNo6rvJEJEBgM3Y9/R3qo6Pc1zy4qS97VZwDxVHRz3TF/5qdgGfv805bPCjYXDtUAtjHrar6s0nOqBiJwN/NT71/ExDhsnBTvBXYVaDFgFzlPVn/loFF5fEbnKPeNQVb3el78h8F/H6weYkLuK43NbVX28ld5HnkjTPyrhtuRo1OBbROZjdlvLu/8nYsJfpPpVAr0ZwBz1qXsFrnuOab6oCfF2RWQNbMd0XNSiwlsgAItrcvyw3lhA75lRwrBbyKzk6vBe4Fp/bCdsJKYCcg/mgXlGzDNzo1dm3lqEXqnspormL096YjHplsTavD+2qH4F2yGNhPpsXrKq0YbwEDthlbn98qDXXVXMAETkU6BnBsFxMrAgSpAXkdMw29dPsbAZy1Jrxw4bxSKyDaYC/ZA6G9YImhMw50nDNTliwJLu2Z+FbfaIyLnAKdj7m4udSEvw2xeR67HwWAeramxsS989GwFfxfxR9FPV7/qu9QaWwQTp99PQywNl62sh9KZgmmQDNGFRLOY0cwYZhOGsKFq4zav9Gh3zI3hreF0gIidSCyPzEqaZdIcG/NWIme99DeuLG2CC449UNSrUThH1fRVTl17O374icgXwfeBW4Juq2u4zd7hRVQ9sBn9lRKr+0ejxcJUKP36fTgpVvZj7J2K7zd7/84AJDdCbgA3qUdevxKl+Yc48osr1xQbTNuAPMeVGuTJHpODtSPfsUTFljgt7JhYE/Dlq6hqeesdTwGLNoFdm3lqE3gWu7IvYwBdVbmlswmsDzq+3L9TRd3LlL096vjb2t3diCqFRtyo3CapGZW6/POjRTVXMXN1nYUJe5JzhK9sXm8ci1YiBgdjJRHugjX4fUvYSd/3nCc+91ZW7OAWPl7rn3RpyzTPv+RyLWtAz6tsHdnRlb0nxzGHA3cHvJ6TtPsTUG9dweSvllVqlr4WUe8qV2SdFO+/rnv10gf2hULXkvNoPC7n1zZx5a2hdgAnms9y1S7FNs6Rn9sTCIrW7e1eMKFdEfT/FtMSC+Z5J3sa+vOGOx/HN4q+MKU3/6HImq5T4EnNdMOZNL+T6qr6B5W1s52lNYHHMWcHGmGfj912ZmZgqWhS97/oGnCNw2gaBMn2x2HSzHc3DYuh5k/9WgfwD3XNmAr/CwkV87sr+oBn0ysxbi9Arld1U0fzlSQ/bRHo4awrQ8ASsh+pMc4kfW0rbfnnQwxYm/vb12jPuHTyI+VE4G9OWacq3XEDfeNG13Qkpyp7g2uaFhHJLYB7Q/4N5Nz4opEwv7NT2haT3BmxPbUH9V2CtkDJfpiYEtwHbhZS5g8CGLdHC7QBXNtaPBKZt8ZLj7wMsYsH0CJo/d+V+5v5Pu4GSlBYU1TeaQO9EV2Yi8NWYcnthp5htwPEF9oeihdvSzpU0uC4AznLl7mrg2Wc1o67umfMI+J3BNE3aMa3LYPmphAjD3Sml6R9dzmSVEl9iSwm3rswebmKNO3lod2X2SKAlwL0+Wh8Cf8d2Hi/HwiN96qN5DyECsI/eGFd2YCD/Tpd/oi/P26Ed3Qx6ZeatRejNwmwO037LU7H4k83qy7nyV7b6UttNbyTFCbelbr8C6DU0VrdSAo5x9Z2PLVoXDykzELNRnefGhx92AZ9n03Fe+xizi3sVs2Pzz2+/jKDxiSvT35cXOa9iThpj+y3wI/fMJ4BBcTSBtV3ZR33fWS4phr+y97XewPO+d/s0cK77Lk/GTvVe9r3b/xLj+CyH76xo4bZUc0fgWQ2tCzDfEW3AlnU8eytH79lm1NU9c6Ljd4AvzxPkwzQ/pmR5d4tiStM/KpvbksPp0E8G9iba6D8Ot2FhD3r66M3DJsF6sBWmAhJrCyIiq2ILkX2AQYHLU7Dd7V+p6tikBzoX9RdhJ7d+43+otUk78EfgJI0JASAi07BOMcSX18PxNABYVl0YALEYw3OAqRphC5YnvTLz1iL0plAiu6mQZ04hR/7KVl8pOF5h2duvAHqHUIBTszJCRASbq/bCxva52GnuR67Icpg9ch9szL8d2DepnYuAiHwbOx2Kcj71LqbiHPrenGOqWYFxL9KGLI3zIp8Drc1V9dk4mq6tvbG0WfE3p1DivubKDQWux7zXQudQSN5a4x7MBnpi3HMbQRNsbqdQorkj8LyG1gXOfn+Qqvap49meDfxUVR3WaF1SPvMhzIb4eFW9zPEwCvOhcLz64keLiGf//JaqrtUM/sqINP2jaTG0KjSEIdjHXg+EzoN0byzmV71IXFA4ofW7wHedoOsNFJ+lEWgDtGYD3xeRX2HC8kZ+etiO660acD4Qgd6YIOzHetipwOvqi2+nqgvcJLB4k+iVmbdWoPcm5ll8b2zzJA57Y+rsrySUyxN581eq+kYJpTmi7O2XKz1VvTaBxiIDVVUR2RcLfXEKplK8eUjRaZhzmPO6QrAFUNW/A38X82baaS5S1RcTSEwGhotIf02IWy8iq2Bj3vgEmmtgm9bPJZTz2noa5oisWSh1XwNwwuquIrI1Zgsdts64RVUfS3heK6BUc0cAja4LlsCE8cxwfWM68euMvHEdth6/UER2wexqN8ZO1/8eKLut+80UOaU7ohJuWwP1nNhGIbcFk4iMxWwCNvflbYvt8D3l5TlhNs0J7cHYScXNYded8Hpxg2xPAFYSkdVUdYzL28P9PhpSfgC2U9YMemXmrRXo3QRsCvxRRKar6v1hhURkL+yUXzFbvGYhb/4Kqa/bjIpb3GXanMoRZW+/XOnl4TW0laCqbcA5InIR5nQp7Pu7N6iZIyJXuz8nqOqpgbyMLJhnYXf/FFU9Mabwi9jpclY8g41ze2DfTBxOcr9h46EfPbHTrkSBX0R6Yov3mUllc0Rp+lrYGsUPJ7wuCgJsHMo8Vza6LpgILCMi/YJjRRKcluBgzNygWbgW826+P7Cry5sHHK2qnwXKfsf9Ptgk3loXWgL96SrF6pavnEcqiLdONmEu78MG6H0YyHsIuDlHnq/D7BtuxxxcrY8NZG3AXoGyX3A8PdcMemXmrUXolcpuqmj+CqDXD1vILPDd08Ee1l37AxZipCnt1kLtlze941zZXLyJL6rJ1wavB/LCvuG4FOubggbmtgCdPR2td3FzM519Y/Sk5vipDdgigabnIGgFX16Uze0OZLQrxBb82wH7ubQdZu7Ucn037D0CVwMXdvW3nPTucqRf2rmSBtcFwH2u7L51PPsbjt59XfDOt8G0Vr4HrBZyvRfwW8xEL9Sbc3dJafpHlzNZpdZNmG3C54G8TouCDPTaCIQpaoRexDPWd3y3+VI75hCkR6Dsce7a75pBr8y8tQI9V24o5vHQv+gP0m8H7gKGdkGfyZW/vOhhtuz3+e55H7M/+7VL17s87xn3EuO4zdHsi6lLdgoRgnl3PQ8TyF5wzxjYrPq2Aj1y9ia+qCbsBPsMfA6mfHmZku/+BQQ8lZLjXIR5W27HTpyuouaM6mjgCmrRBNqBy1PQu8yVP8eX12kBiG1g/deVPTMF3S3duOBtePnTAkxjIFbwLqJvNEIv7D3m+W5z+j4+Dr67Ap5RyrmSBtcF1JzTvYnPSVOK5w4E3nLPO6arv4Eqxb6rxP7R5UxWqXUTtvPcBmziy2tEuP0cU8fokwe9mOfshnnka3cT9IPAKiHlXnVl9m4WvTLz1gr0fOW3xlTYH8HsU95wf19MCWKB5s1fo/ToGHLrSMJDbglwFLWQW4cn0Czs5LFs7VcEPXL2Jl6lTO9vgmvj4b68PIXbxbATmAWECxfeePhbAgv6CHoru747DwuL1wefcIttXu1CLVzQZJI3V06koxbHfCwywWfu73Yfn4khnHx0u7SvYRsJc/ztmue7zen7WIGCNO6Kfh858VT3ugDbwPnQfbeP49NmiHneiq5su7u36ZpJVcr0fST2j8pbcgtARJYDVgfaNaUzA+cUoQfwtqp+HLh2LPB14B1V/V5KeldiKiD/UNUrXd6FwPHYhPoyZsS/Hdm9Mauq7iAiD7r7/4HtbM/AHGlNJqO3aFV9JKmMiAwDpqvqnJBriwHruH/fUNV5zaRXZt5agV6FbBCR0dgi53uq+ueEskcCV2KhREbGlLsbs53cVlUf9+UfiJ0EzwYucb8nYo5AjlbV3zdYnUUCeXsTr5AeIvJ34JvYSc6/sbnoF+73/Cy0VPWXMc9ZHYtvvAUW27IHFiroSeBaVX0zA8/7YHaRi2F9qje2kfQCNncPxObQucDXVfXeGFo7Y6d6YPGUfw085o3PItIHGy9+CnwFs8ncRSNsN8sEEXkC2Ay4EPgL9k7HY0L7l8m2zkjjxLJCnah3XSAiO2LxrRfDNFz+CvwL29yZ5IotBWyArYUPxPrHfGB3VX2giPpU6AifjXOvuHL19LNKuG0BiMjT2KD7a1X9ecp7zsE8Tz7mX4CKyHBgHPYxbayqqTzgicj6mDrTLGwHbbKIDMTCN+yQpT4hUFXtKSI7YSow/sklzNtzGnqVs7RuABHZDvMgOF1VL0p5z4nYRPZQ2s2iepE3f0XVV0QmY6rCi6vq/AR6vbEY1TNVdcmYcmOAEVhYhhm+/DsxxxmnqOqFLm9f4GYCAnPZ26/I709E5mAbmv19eRtgwsrrqrpuoPxE7P1lDoHRyhCRlfKi5S2inND5GOa51Jt/ss5Fgpvb8uIv8YEim2AnwltGFHkKU7n8bwKdBzCh9a+qenBC2eswRzcPqupXffnbUcK+JiL7AzfQ8V3Ws87oga2lGoWqalRYqdxQ9rkyb4jIHpizpiEkv1vBNg0PVdU7CuRprPvzXVXdKZCXBU35ZoqAiAzCNsW+AayS4pa61vOVcFtyiMgOwP2YCvCaqtqe8r6emM3BqsD23kmmiJyEqTpdrapHZOTlamyX+QRVvdSXvza2g9Yf2wmdip3opoa6sBcisg1mM7EOpl4yAlMv+SAjvTSdBvfMfpj9CcBEzehhr0h6Zeatq+k5b7LvYice31LVW1I+Yz9MO2Ac1qdihbl6kTd/RdZXRGZjnsojhdVA+cmY6la/mDKNxissdfsV/f2JyDjMW/Ia6ryGisipWIzVK1X1B4HyszEfCMul4WNRgYi05USqwyJKLKbk/tTmokOxE9FMcYe1+BBZnSDm8XxLAqfBqvpWyvunYELN8qr6SULZpbF4xNPVxUEte18TkQOwNYr3bpUMJ7YeebILxGEofAOk7HNlCj7qWmeIyPLAz4CDsTknDDMxIfhcVc20zswKEfHW72+q6tqBvCxo6qZZXhCRZTD17xFk05DokflhWgL96SrF6pb/CRPuvlfHvd/HbAh+78u719Hbtg562zp698SUydV2JW96PrpLYmpmr9PRWcYCl3cGMKQr6JWZtzLRo+ZY58E63v/D7hnfzPvbKoq/IutLzb5z9RS01nB8jEkoNweYFcjbwN37akj5icDcVmm/or8/cvYmvqgmkr0gp04pntPwXIR55j0YGNHVbRfD41RgUobyk7DQSd7/rdbXMr9bLAxXLqkJ77PUc2XEc/NcU/XCNnuOAH4E/Nj9vRXQq4l18t75JiF5pfpmCqr/H6nZ/J+IHb71KeRZXV3ZKiV+DK+4Dr18Hfcu7z6kl315H7nBIXPICDdAtBETDsENOCflUO/NqQnTeTuU2tS1g9+hTTC1YY4FNm0mvTLzVjZ6mBprGymdTAXu3cfR/kee31aR/BVZX8yGth1z3NE3hk5fLDxXJ0dRIWXHuXKr+fJOJbDh5rs229/Xy95+RX9/FOBNvDslzE/D5669DsVU4Hq7NALTQnoZW2h9PQW9UVic50b5ave9z/9hmxjfJcXGUgzNXBfomPryfEzNPansEq7sk768VutrhWyilyUV3X4F8JvrOqNK5UiYBmYbsEfhz+rqylYp8WOYQuD0I+P9s+i4ozoHU+uol94kTH2x6HpPABbkSO+f2MJ9aVeHdvd7DmYz/EWXdsDCa3hlPgOWjqGbG70y81ZGesBYN1AmLsBCnr0EKU4fG/zmcuWvyPpiO6izHP23Ma2PNYHFsVPDjbH4h16IkpnAqgnPbDReYanbrxnfHwV5E1/UE7Y5OhdzKhMXL7WXKzMX2KxJvM3A1Fnn0nGh3oYt6G90/W+tDDRnYZtOvwC2J2aDKiW9Qxxf56Qoe44re5Avr6X6GuZtOtGrbopnXQRc1YzvKCNfpZ4rA8/Le51xOj7P8imefyxwele/s0Ux4bS5SOEBvuFndXVlq5T4Mcwlg3pQyP2TgDm+/6fQgHCKna5MbUK9cw1iTi20wwVuQHwRX5iHkPJLY5712oDzY8rlRq/MvJWRHrZInNLANzEVmFHgN5wrf0XXF9gDcxTlX2wHU7srk7jzSuPxCkvdfs38/oBhRAgsmEfQDVyKFOS6UwLucN/byinKjnDf3r+axJs3F/XDFuq/BEZjc2tQ2P0EO3U7OoFm8L45wKPA2ZjH8tTxPn00L3S0/hDWjpg9+O9dmQsC11q2r+XxbpvxHWXkqyXazz0r73VGplN5nMZRF72nnm6sHwr07OrvpoD6jcVs8wt/VuVQquQQkY+wTtxfVedmvLcPtkvyqaou6/LewsIKraaq4zPSG4F9nO+q6hpZ7s0KEZmADWy5GM179IB3sFOiTVT1+YR7NgaexcIprRlR5s286OVJqzvQE5GZ2CS0RNy9MTSnYRNIlKOJhpA3f82or3NEcyqmijYocHkKcCvwK1Udm/KZuwGXYSqh7dgi/ghVHRco9yqwNrCvqt7m8krdfmX//rozRORTrG1ThUVyDtIWqOrwYjmLntvcfL05Nbu6zTEBGMweONJjqIh8ETPj8e5d3l3yFnhtwPNY/xuNRVGYFkPvIffnl7CTO4D3MDVQgOWw006wuLEvBEiMdM8eraqZoym0al/zv1vnxGlDrK0GEONAR1WvK5ivlmg/96y81xntwMea0tGe58gvr7VniuftDhwAbEOt33r4ANukukFV7w7e22oQCx96HLCFqj5T6LMq4bbcEJFHMKP3nVT1wYz37gjcBzyuqtu4vGuAg4Afq2qmeH0i8iPgXOB6VT0ky71ZUaBwOxeYp86rY4r7pmL2TP0jrs/Ki16etLoDPRH5HxbMe6iqfp6Gho/WEEyr4X1VXTmpfD3Im79m19cJusPcv5+lFWgjaGWOV1j29iv799ed4caWnlgYqk7fXKBsX0xAm9+kxXvk3CYWJmMbTDjcGfDCPWmWudD13ZG+5H1j3oKvHXhJVb8ccX972mdFseA9J+sc3sp9zbfOuAKz8w6d+4IoWpBqlfZzz8t7nZFVuJ0OoKqLp+O4PojIspi53GZeVkRRr88+Aeynqh8XyVeRcN/SC5jzyB1VdUpRz6pigZYfD2DB0k/C7K2y4CSsY/gDq9+GeWr8iYj8Q1XfT0NIRFbGvMwpdnrTqpgH9BYR0YSdHbGwJb3cPc2gV2beykjvJWzC3gWzU8uC3dzvyxnvy4K8+WtqfZ0wW7dAG6D1Wcy1BVjdgih7++VGT0S2df/PUtXnAnmZoC7sWzfH28B6wA8wO8g4/ABbC71WNFNBiMhS1ITZkZgqv1Bb6L5N7bQ1NXx99y/uOSsB2wE/BDbBBP8vxZBoNHzRcdip5ZV13NvlY1+D6AH8H3Za/jJmLjAPeAbTwlsde7+TMYehzUArtV/e64xUcBtLh2Gn7GHzUW4QkaHA09hJrWDmBw9h34O3+TAEG8N2wDZMtgSeFJGNVXVykfwViPUwzbDLgNdF5ErgOczUKRJ1zWlaAj3sKsXqqC9HzdHLqRnu87ySzgKWC1x73l17G9goBa2NMXXeNuD5JtW7KJvbp9zvPinu2de109MxZXKjV2beykgPW5S2Y4vS1O7kgT5YKIE24PtFfL9F8Ff2+qbkpR+wokv9Wrn98qRHzV7ydV+5ONvnqJSbE75WTlis9HbMi+9phDjSweK4nootjNuAHzaJt88dby9TC3HivetXgMuBbxLjJCfDs9Z3bXEL8KnvWe0UaPtW5r5W8Ludhh0AvIEL9UTA5hOzVb7BvfvUa7oyvY+CeW10XXBGYEysZxw9ueA63kRtff5/xHg7x4T3H2JOHNuAvzXjPRRU7/Y63ktdc1qXV7ZKqT6IU30fwu3AxjFlv+zKeB/GaSFl1sDUTNqwyf9O4ChMPeILLm3m8u50ZTzPdWs0qc5FCbcnurpMBL4aU34vXxsdH1MuN3pl5q2M9DBByQsXcAfpwlYMdGXb3TcRK2A1+M3lyl9e9DDbvFxSynaoN45xKduvCHrAeMyRyQO+sl5eplTU99xKCTsNuZ3avDkLU+u7xaUnqG0at2PaSNIk3tSl+dhG88VY2KKlcqjzRsAJru6TfPVrxwSvu4GfAFtQRzjADLx4fUMxb7al6WsFv9t5rs67+/JCHRoB17r67NoEvlqi/dxzG10XnOH75r3+354yfYDNVYWNBZgDO2/tvVOG+3bG5swFpHCUV8ZEE+e0Lq9slVJ/FFf5OmqbG6juxnYAb3B/f+S73g5cHUNvA+w0Ns3uSTvwLrBhE+tblHDbm9rJdRumGnIutrt9MqYu8bKv3v8lPpREbvTKzFtZ6QF7UhOY3sNU8TttwGAbOidjcSU9wWqvKN5y/O5y5S8PeqTr87nsqNJgvMIytl8rfX/dOWGqt6dijtCivr0pwM9oomdSasLtNGzz+GRMVbju8BiOzpRAP5uMCScnYZvehYffCPC0p6+u3aKvuXZXfCdxLu+zkLIrumt3N/F9lLr93PMbWhdgjhBXdmmEK/OJLy8srYjZ5zejfj91PGU+gcVUytuAnzTrfbRq6nIGqpThZcH3sDiR/kVhUAj1OnKiCgnm7OAk4C2iJ/+3XJnMoQQarGshwq37eyi2GZDUjndhDhiSaOdGr8y8lZUe5rhjduD+WZjA9CG1ExqP3mzg8CZ+y7ny1yg94ndPZ/jafB4mmE5wf3v500mxo0pO8QrL1n6t9v1194TNc1/HQu783qVfurymnEYF+PFUVycHvpmp2Dj3I0xzKrXA7aMzBQv/swFNOolO4GuKq2u36GuurhrIm4kvHGPg2mTgkybyV+r28/GZ55pqFHBLs+sQw89trg6pT2199+7k6n1bV9ej7KnyltxicOEC9sECta8FeKEOJmF2Hg9jH36sh8gQusuF0VPVj/LgOyuK8pbspyciWwPfwFS5FnqFxXYNb1HVxzI+Izd6ZeatjPREZD1MUNqNeK+DdwE/V9VCHUYEkTd/RdRXRI4Bzsec1/wKeEJrnot7YQ4tfoo5pjlZVS9PoHcBpiL5MjaRfxpRbmnMq/u6wEWqenJImVK3X9m/vwrlgc+j7mKYTexIrE9tQ23+VUwoegJbnI9W1SdjaLb7/lVsLTDKpUei+l7R8NX1LrpBXxORBZjGQC81R3mIyLtYKLTV1RcCzY2ps7BN975N5LG07RdE3uuMMkBE3gFWxUxxIsNxRdy7BLZhNEZVv1AAe4sMKuG2QinRDOG2wqIHt0mzHeEbP6NV9cOIW5uCvPnLi55YPNp/A9epaqynVBH5C+ZxfXdVvSemXK7xCl25UrZfUfQqLHpICAW0DjXPydtigiHYaWBcnNul6Bjndj3Ma6+3wHsL27QahX2HTQknIh3jvi7yfU1E5mJqtat6gqyI3Ig5CDtDVc/2lT0MMzfrEkGljO3XFRCRdbGIJH2A+1X19YKfNxHTGKkr7JiIzMA0AYbmy1lzISIDsQ2WsI2Lu1R1RkP0K+G2e0FE9sF2cid2NS9xEJGPgWF5CKMish22cB+gqj1S3nMi5lDhoeDuoKO3LeZt8qJG6OVJqzvSq5APRORBbFG8rMaE7XFlh2Oqyg+r6o4x5XKNV7goBxJEdQAAj9dJREFUQ0QeyomUquoOOdGqUADi5jYRWYWagLo9ZgsoZI9zOxg7Cd7O0doAO1H0FnzvAKNU9ft1VyQdH91qU1lEpgGLA8d4mi0isiOmmbIA+BPwIrb58D3s9P5cVT21SxguCYpcF4jIzpiTqcdU9UeBaz8BzsI2gsD6x6mqel7WOqSFiMwDJqnqsnXePwFzPtc7X86aAxERTAPsx9j7C8MM4NfAeVqvkNpsPegqZUuYSt+lmGrG8BzoefYLr2KBxr+FLWjz4vdgLNB02vL7AAeH5G8BjMyBn76YBzwFXs1w336urcbQ0TmER68N+EYj9PKk1R3pVSm/hO3YT8qzPKY+NYsUtn/Y4mIWMKWr26KL2j/K54Hf5izumnc9Nz8FVSrsXZ+EneKBaTYcAVyPOfkJ2hUuwBzmXNjgMxd3c+3T/u+mCXXN1XdG2RMWH3UucGUg/1I62462A4/TBXbfZUpFrwuw0/E24KBA/oa+9/Ceo+O9o60KrG87Id6zM9zf0n2KmpfwdjfnP4o5yrrR/T3L9x6urfs5XV3RKiV+CMEB8Q3gD8ABwPJ10gsz0n8b21X8DrBSg/x+mKH8OAqMzQgc6Hh6sI57H3Zt880i6JWZt1agV6X8EuYkaj6wRIqyg1zZ2DiZ5BwXeVFOwCER6QRqcVFHAWdiIdq+h4Ws8PrFZOB44JCurkuVEt/1991CLhjdwHPi9iRwHqayl9gfY57TD/iK+2ZGYc6B/M+qhNvmvvddMEHrXizO6ZFUm7WFrwuwg5w2As4KscOddiw0WA+X521C3FBgfbutcIttsHmyxzlh4xuwBGYT7o2Ne9fzrEgbjgqlwe8w9aJ1sdONL2Ku2o8EEJFxwCOYPc1oVR2fQG+Yo7etS5660urAasDhju57juYjju6YDDxHOSmILS8iB2e8LxKqep378+vYqW2s85sIXIapdO2LTUZ50yszb61Ar0J+eBUL2/MzLA5mHH6KjRmvJJS7ydH8o4hMV9X7wwqJyF7AH7Fv48YsTC8qUNVrg3kiMgizQ56LxRQOVb0TkS2Bf2JC06ZF8lkBRGRtbJG2LjAE6BVTXLWzmvgVvr/nYu/Ym2sfV9VZdfI1ANiKmlrzl328eXPyZ9jpyGiXuh1EZNu8aKnqIxnK3gNE+ijoxvg6xa4LhmPmMZ8E8ndxz/21qnoO2c4Gjsb6UZFYsgFTlCVz5aS5OIqa6ve5YQXUnGz9zNkWn+3uuS3rgyqb2xaBW+hsQ00w3YjaxOV/iR9Sm7geUdW3E+gOxDqyJ+x+GTOsD9KdQE2IfkRV34ig1w58rKrLpazX51iMsgHu3lw+SHU2PiIyFotjNlhVp2eh4fNMN05VV8ubXpl5awV6FfKDiByIqUYqcA1mB/ZOoMzqmJ3M4S7rO6oaKYyKSG/s9HZDR/c5bKf9Q2yMWRlbmKyDLb5fALZQ56G5u8N5mz4eizH5n4Syu2N+BS5Q1VOawF63g4j0AC4BfoB9r2k2cVUD9qbOvn0UNp8+papzc+DtKWxN4D3L4+0jUszbRaGMNrc5rjNUA06+RGQl7FQtrSO/5YDFVPW9HPhpSRS9LnA2rjNUdUlf3rLYPDRRVYcHyk/F1qT9MlUkPc/tyaUS0WlcaQWIyGeY5tfgpE08t1k3BTNVGhZXNvT+SrhtTYhIPyw0hyfsboapIXnwXuyn2Mnrt1PS7eNoecLuFoDn1c2j2WlQ992fWrh1zq1uAd5U1bVFZBTRk86GWKcAeB8bmARYFljJ5U/FnDWgqtu7Z8zA1J4HJ/ETweNULN7gwLzplZm3VqBXIV+IyOXA/9Fx7PAWacthcWvB+t3lqnpsCppDMaF5Z5cV7N/eIvwezPa+1I7umgkRGYOp0iV+785JxwxggqquXjhz3RAi8mPMyQnAQ8CDWEz5trj7wk7lc+JnP8xe8zrfgvl/1K9xlTtKKtyOJ3qdMQyLiwxm7zwRG6OWgoWajjNdPqq6SoB2O9YHl0/Jyzhgxaj1VHdA0esC5514CKYCO9PleZu5t6vqPoHyUwDq5ScFv3/Jg44mRDUoI0RkDjBTVZdKLGzlJ2GOYDOHyuq2HarVoaqzscn1QQCxmGmbUBN2t8SEwaUxw/tUwq3bRX7EJUSkp6N7LObOvoO3YRE5DjguQGaY242LgjjeBmGTzK3u2duFFhY5HzvhuQr4lfpixbnrIzBVySOB5wInFxLkOSOCO/R50iszb61Ar0KOUNWjReRJzJZzNWzsWDpQ7F3gF6r6t5Q0JwK7yiIYr7AJWA6zbU6EqqqItLl7KhSDI7D56ueq+uukwk3ApVhfug5z5DhaVd/vWpbKD1UdEZYvtTjfD5Ac5/sCjY7zXZdZVjdG0euCl7H14+HAZW4j0FOPfbgDIZEhmM3nWw3wE4tWFEpzxKfA8iKynKp+FFdQRJYHBmPaJ5lRCbeLCFR1vog8jS2GFmAdd2dqakqpISKLYbZb22LC8pZYh/cGEP9O9WBghJ8V90x/XhTmYzZ2Z8Xw8h3Mqcp5qvrTsDLOzvh7bpfnxyLygm/xPRFYQUSGqOrnKXjyP3sI5qrcv2DIk16ZeWsFehVyhqreANwgIhsSIoiq6ot10n0MqATYbJgELCsiW6nq43EFRWQrrH/UtRCokAorYHPfRV3NiA8CoKp/zYWYyD8xlcG8wkk9iZ2alRpicb4vJiLOt6rOx5l7uZO3S0TkXY2J850S/bH1WndG0euC67ANiQtFZBfMBndjzCvv3wNlPXvspqrvdyM8AuyPvYv9NV51+EL3O6qeB1XCbQsjQoXYU6kRzPPis5gDiTg6noqzJ8xuhrln94TZ2dhH+Si2QH3Cd/s11D4+wdS1JmMG/lFoB6YB7yTp3QM/dOXT7JSfC5zi7vGE25ewRckuZHdWs5v7fdmXlye9MvPWCvQqFAQnxL6Y9T4ROQNYH4spmEoIkCqOcRTuwk4L/yIiu6nqu2GFRGQ14C/YxmKsbW6FhvAxMERV53Q1IwViS2C407z6VFU3T3OTiDwKLBe0ewyqfJYYJ2H950dJBTG/AwcDJ9OAgyjnw2AoFganO6PodcG1wFcxoWpXlzcPOFo7x3T/jvt9MCMfFdLhfEyLdD9s4/bXmC+AWQAishQW3/vH2OZ6O3BBPQ+qbG5bCBLu/Kk3NSF0GubAxRNCnw6biMUCvG9NTZjdCNvo8OhMwuKveactz6lqqt1FZ8/yiapulrmC4fSmYvYYWXT0e3r2EiLyA8zj9BvARmmdd7iNgxcw79Q/VNU/5E2vzLy1Ar0K5YKI9MXs0Xpgsa5vSXnffsA/sLBga7pTkm4P5/TkJczebx5mvjGa2unsctgYvg+2GfkpsKGqftx8bhd9iMhlmE36Bqr6agn4yd2e1aOJrQWyOIYch4UQLI1tbRa4dQMZ1xlgqq5f8106FDsM+Efc7ZjG29aY59vrVfXQTAwvQmjWukBEtgE2x9bJDwTt0Z3q+a+wtfCFzVLxd/PmSsAcDTgWE5H+wBmYWnUfbDPlHFWd0QzeioCIHIV5jPfkDcX85fSh5jdIMMH2/1T1j3U9SEsQ+6hKsXGhvo4dzz+HqfH649R9iA2ix2AOl3qkoPcipgbjpzMWU904Clirq+sc4HeK43d4irLDXb2m+PL6UYsneAeweAo6A13ZdsxLdL8i6JWZt1agV6VyJSxeodq0kvnexHiF3TEBawGv0TkuuT+1Y6GcSjV2L2oJWAZTf3wszdjVBH5yj3fp0SRjLE7s9HF+V7dJA/WuK843Jni0N5DewRxKdXkbdGHbd+t1Aeazpg34QyC/J7bu7xCbGjvAWqyr+W6wzltip+P+uvnr+AAWOaHuZ1QntyWH1NzWC2bk/hjuZFZV45w2JdH7BLMd+quqTsiP43whFgtsJCl2N0XkGkxd6CFV3dGXvycWJ0uwDYFLgH9rIEySiKwB7IVtFqyAtdM+qnpHoFxu9MrMWyvQq1AeiMjNmNOods14giM1z+k3q+q3iuCvVeF8IHybaIdcNwP/0JTaNRXqh4h8AfOyujrwe2xTIXb+1AyxUDPyUoqTW7FwLBOxTeXhSeXLCOdIb1Pgt6oaG+dbRM7F1JefouZgysMZmNfyOFVKzyzrNWBU1W+797pARO4GdsJimT/uy/c8Os/G2mM2cCLm/+ZoVf19F7CbK5zN9JfoOKe9oBltr0NpV8JtuREQRu/CBNtH6xFsffQ8KBY64FFqAvObjXG88Dk9sN2ZNIHuUdVfRtDZBau3Yva852GB7me7630x9Z4fAZ4TjF1V9b4AnUOxxUgfamEA5gJeJxpCLb6vuGs/VNWrI/jKjV6ZeWsFehXKAWentwr1CbdVHOMKpYezkzwP2Jt0sVJVCwrzkqdwKyLrY9pfl2KLZzBVwWAkhA63Yeq1+2Bz8D2qunujvHQFJKc435IhFGKFjuiu6wKxkG8jgEHqUzcWkTsxG+FTVPVCl7cvtpn5qKqO7AJ2WwaVcFtyiMjvMbvYtbAO7b2wjzGB9BHsQ38lJb3h1GxttwXWw2zkPLoTqZ0OP4rtomQKOi0iewOXYTFoE4uTEJBaRE7BnEV5aMcmXjAVoR7U2ubHqnp+BJ31MJuK3ajp+wehmDD9c1V9KZbxHOmVmbdWoFeh6yEWr7A/dQaYlyqOcYUSQ0TWxObEJbExaw42XybFuV0l7noD/OQp3J4BnE4tJIuSTngHFjqv3FFb2CGc5BDnW0RWxlTFu7uTqLrQ6LpAaiEo31XVnQJ5WaDN2mQVkWnYNzPEl9cD2+wdACyrqp+6/MWwcWeqprQP766ohNsWgYgsiQmk22Bquhtghu/eC5yKOYHyBN5UTqDcicnW1ITdjTEnVR7dGZg7f0/YfVpjDP5FZEfM6L0HNuE9g00QsR4mNSH2l1iczDMxFaDgoOed6v5CE0JmOFrLOTprYc5awJxovYHFCvww4tbC6ZWZt1agV6HrICIzMfupeoXbaZhwOyB35ipUaBAicivmA+MtLKb649qFC6ichdtDMGdIW1Kb/+dhc38U/Oq116tqYbFBmwV3gvsLLM53GDLF+a5QH+pdF/g0E99U1bUDeVlQ1xxWD0RkDqbt1N+XtwHmLOt1VV03UH4iZpfchxaGE9RXJ51mZ2bTjkq4bVGIyABsIvKE0k0xj5lgE9Mc4GlqaswPpKTbF/Mo5wnRm2G7Rx7d+cCzqrpNxP0PYYPSaGB/zdlzZ5E6+hUqVKgfIvI/zOtjPWrJQ7DFy/uqunIR/LUqxLzb70E6Ew9V1e82g6/uBhH5FFtor6+qr5WAn1LY3C6KkBzifIvIdsA3w+gAN6nqqFyYrbAQIuKp6s5S1WcDeZmgqqNzYywGnqdxYA11HpxF5FTgLOBKVf1BoPxs4PNW7ZsisgoW2nMvamrmcajLtKMSbhcRODfmm1EL8bMlsLi7XLfdj4j0xATnY7CBugcxu1pOtXAgsKqq/q+eZ1aoUKH1ICJ3AHti40OPpPKBez2bt/+o6p5F8NeKEJFjsYWAt3EZparnoWknDt0Nbm5TdWHmuhoFC7eHA7NV9aa8aHcXiMhQ4AbAc2oZpmkGcD9mtzuxWbxVKB9E5Dos0sC/sbjmywH3YRsie2tHB6RfwDRHnlfVL3cBuw3B2a0/Sc20QzH1/yTNzsymHYU4OqjQfKjqfBF5AjOyn4+pDO1CzYYmNZy6wCbU4uluSc3JROLtwLRKsK1Qodvhbky4FRHpE2e+4IdYvMJTsYnuPwXy11IQkW8DF7t/PwPuJYWJR4XC8BqwsYj01ZD48V2ApI2OuqGq1xZFe1GGiPTGhNb1sffzJGYy5dngrgB8BdgC+Cpwn4hsrqrzuoDdCuXA+cC3sLnzE5cnwOvAnYGyu7nfp5vDWu44C9N++QA4HrgjjflkPahOblsYbiDdjJoQugU1FWKoTX6TVHUYEXCqyFv46GxGx2DKHiZias6jVfXSCFpPY2rDS+S5AHCqDCdgE8KKQF//abRT3TsWWyD/SlVjnXxUqFAhX4hIP8xGvwe2C32gqk5PuGcg8DdM7fYTTONjdtG8tgJceJLNMO+YB6fdLKhQDERkf+xE7lhVvbwE/KyA2ajntpHsO7kdgKlKzlHV9wJl+mMhb0ZiaoX3AOf4Pb22KpwPkiOorTP6+R0Luetfx07wrw+5/0RMWJmMmWXdH/GcnYAbMW/TJ6vqRfnWpEIYnCbiktg68fOyrBNFZDfMCesq2MHUaOAIVR0XKPcqsDawr6re1nRGG4SIfAIMJRD2qJBnVcJt68BNKltRE0I3oaNrdA+f4IRQ4JGgJ2URWZya+rLnRKpXCJ2PAnReT8HjIcBfgO+p6p+y1C+G5t7AdZgnVo+/Tup3IvIwVp/dVPXePJ5doUKF9BCRyZhdaDvdLF5h3hCR6diYt4yqftbV/FQAsRinxwNnAxep6swGaDUkSBUB5zRrCHA7cCHwJ1X9vu96T+zU6Ev45mLgWWDrok5hmgER2QL4J+YVOW6d8V8sbNJIDXiHdpv7Xwb2U9VbE57nhXV5VlU3y6USFTpBRHYHDsD8yCwfuPwBtsa9QVXvbjZvQYjIMGB62MGQ06hcx/37Riue9ovILMwnR+ERESrhtuQQkT2wHdJtsQnFG2j9QugHmIdkTwiN9FooIs9hnpY9dWU/nf8F6LxbJ89/wgaT76rq3+uh4aO1JuaAoS8WA+1vWLDvpUImHW9n/c+qelQjz61QoUJ2iMjH2MnPXLpZvMK8ISKfY4vrJbualwoLnSWC00zCvAmPBybE3KaqukMwMw9BKlBuLPCpqm6esi6PAstpRLgTEbkb2InACYvPNn42tnE1GzgRa4+jVfX3aZ5fNrhT8Jewseku7FT1UmBwyDs5ErgSuERVTwhcm4IdFAzUhMW1C/cyA5ivqoNyqkoFBxFZFutj3sZBXGghgCewTYlcnaBWqEFE3sQ0QgYk9Y+Gn1UJt+WGc2OudOyYY3ECKCaEjgu7N4aeh3d8dEar6vs58OstUL+OxaB9D3gOiFNPjPTwKSJXAYcB56vqj1xeqCMNt+v1CbartU4nYhUqVCgUnqokttit4hg3AKeJsjW2kTetq/np7sgrpEheglQIb6m9G3seWmMcQ44BRgCD/OrGInInsCtwiqpe6PK8E8hHVbUuz7RdDRG5BNMiuU5VD3V5UeuMFbB1zUuq+qXAtZmYsDo45XOnAotpFf4sVzinXs9jJ7WCrQsfAl6h4ybresAO2IasYu91Y1Wd3Gye/XAmPkPdvxMXFVMdEfkFcBqws6aM4FL3syrhttxwk9abdBRCP2qA3uU+Op8kla+DfpgwnoRID58iMh5T2VqomhfnJVIsViaqmtYBVoUKFRzyVpWUKo5x3RCRPYF/Aaeq6q+7mp/uDmdykxlB50x5CVKBclmF2w+ApVU1NKyUm0fbVHWIL68HMAWzx11WVT91+YthTs6mqupSIeRKDxF5G4ttu4pnY5ywzggVYkXkDWANYBNVfT7hmRtj6txvqepauVSkAgAichPwDey7PBlTr58fUbYXcBTwG0xD8B+qekCzePXxsSTmN+ab2DfkV/t/G/gHcKm2cNhL59/nCezga8csB3OZn1UJt+WGiAwrwt5KRDYHemsdwZEj6P0Tc45QFz1VPTOC7hzMqcVgX17cpDMJU3noG7xWoUKFaOStKlmhcYjIz4HTXbpkUdnB787IS5AKlEkt3LoNqonAFFUdHlFmDmYb19+XtwHwAvC6qq4bKD8RWFxV08StLB3EYofO92+KJ7yT0PqKyAWY48uXgJ2i1m4isjTm/Xw9zHb75Nwq080hIiOAMZjfh91V9b6U9+1MzVv/atrEiB8isilm5+6fe4NQ4GMsPNAzTWItV4jIwZhgeybQG7gF2+CJdTypqtdlfVYVCqjkKEKwdbgNi6OV1zewJTYRdLIvahAzgSVEZDFNcFYhIkMwATv3E+kKFRZluBOiOwlRlQwp/gdMVXJfoBJuC4LPxnMGcA5wmoi8TrKJR95jcIV8sSIwUwNeiGMwm1rMegBEZH1sg8mPfm7xGAXB+vM+mOnAszFlJwArichqqjrG5e3hfh8NKT8A08hoVczF2q+Hqsaqn4vIAKwdw+p7HnAIFgroTed/ZBTmXK8PsDKwPXAo5ixuMnZiWCE/7I996zenFWwBVPVeEbkZOzndHzi3IP46wG103I3NvZ9j82swfNQOwPeAZYH/iMi6RWheNgHX0FGz8yCXklAJtxUyobA4eTniNcxD9KaYOkMcDsLq9N+imapQYRHDKdjk6leVPD+irOdVcrvi2erW2C7wfz/Ms30cKlWsJqJO27g8BKm9sdN8P5bAIhUkQTBnWHGq7o8CBwIXiMgRwHKYKrVS6/8ej1/ABLe6zaVKgLexvrUeduoah30xh5yvBC+o6qdiYV1uB5bBxtVTQmgItoHwdU+9u0Ju2BT7Tq+p496/YDFnm+m9+kfY3Psydtof/B7eAh505gz3Aeti31QrnvY/QpPmqEq4rVB23IQ5VTlbRHaKOr0VkZGYAxvFPCZXqFAhPXbF+k5wwdwJqvqBU+NbpXCuujcO62oGKnRGnG2cUzlOso3LQ5AaT0cToJHAfODJGFrtwDRsw/h6jYmqgMVq/RawJzVNKAFexzQ8/NjN/T4dQ6/suB0L4XMaZqsZChH5IvBbbKy8OayMqj4jImtjmwH7YsKIF52iHXgVU8e8XFWn5MN+BR88lfmn6rjXu2fd2FL5Ynfsezo8bqNDVT8RkcMxjYs9aEHhVlW3a9azKpvbboo4e5I86YnIMtiu7wBiToqjbH+dsf+z2ELgGeAK4CJsp2t9LO7XPtgk0hNTkxxZtJvxChUWJeRlc1ahwqKMPGzjRORnWJzcW1X1Gy6vU19zgtQj2Mnw/6nqlTF8ZXIolQbuBPIybBOrHXNqeUTQCYyIvAqsDeyrqrfl9fxmwp2Qv4apjN8OXIwJoEOxE3FvnfF/wEBMyP9SlJOiAO1egBfOa3KaeyrUDzc39avXA7WIzMD8vAxNLJwDxGK/zsvoYbuX3x6+u0FE9sPecaS6ciXcdlMUKdw6r4onYBPBiBS3q6pGahE4AfkObGc16oMVbNdtL1WdmIX3ChW6O8TiM/bDJox2lxe1YTUAmApMUtWlm81rhQpdAWcb9zrpbOOGYKrEnWzjihCknCfn2ap6U+M17UR7GDBdVeeEXFvM8QsWgm9e3s9vFkRkLczfwMrErzPGYuqjY0No5BpvuEJ2iMg8bG5ats77J2Dh13rny1nk86ZgzpUSY79KLTZyamF4UYR7R8Pi5IZKLblCrnCd71/U4ltOwWyG2jGbnKGYu3UwZ1GJgqiqfiwiW2JOGA4BNsEGA4A2LI7uNcBVSU6nKlSoEIpcbM4qFAcnXK0I9M/Ly32FTMjFNk5VZ4rIrpggtTcWWsuDP56xJ0jtlXTaFww3lCfinFq6+XaRiFGtqm84j9A/Ag7GNiv8+ARbZ5yrqlMjyIygtr5JgxWAlbJxWiEBi9G4XWcuhz4p8Sa2pt0buDWh7N7Y91XNvQk+g3rEXaxQoQ4chtkQfAxso6qeOs6nqroSthO9HaY+3BM4Q1UTbfdUdYGq/llVt8FUnJfGPMf1U9UtVPXKSrCtUKFu3I5NFqfFFUpjc1YhX4jIt0TkZWxz8GnstNB/fbCI3C8iD4jI4qFEKuSB1LZxwOFYf9ojoswbwAaYn4gPXVl/+hTzvLtx2AlhECLSV0TWEJFOgpKI9BeR80TkKRF5QUR+LSIDk2h2R6jqNFX9uVurrIQ5FtoCWFVVl1XVn8YItvWgF7bxX6H74iasz/9RRL4aVUhE9gL+iI1BNzaJt5ZFpZbcTVGUWjJmI7QtcJCq/s1d62QPJCI9MccUOwDbqmo9xv8VKlTIAUXanFWoHyJyLnb6J5iX3V7YvB1UFb8eOAA4WFUrh3oFoEjbOBeKa1nswOETVR2fkbfjgAuBP6nq9335PbENkS/hc3yF+bHYWlUXiMi2Ln+Wqj7n7tuWOtDdNQryjjdcITvcO5hHcnSNKGwFLJbX2jgJItIbM6nbEOubzwEP0zF81EhsDhYs1vQWrWwC0CjSyC+VcNtNUaBw+zmmujXQC4vgBpvPgvZ5IrImtkhe6FgjhG5lw1KhQhOQh81ZhfwgIjsB92D2zUdisck/INwOekdMFTZyLK3QGMpsGycidwM7YRvFj/vyDwSux2LlXuJ+T8Q2rI5W1d+7+VmBt1R1bXefl5cFsb4zygwXU3qSqu6XsvyN2HrnBDrGG74G66/Hxd1OLd7w1sA9qrp7ZqYrhMJ9u41CmyXcAojIUKyf7uw9P1jE/d6DbWB2a78yaeSXlhyIKpQaA4Gp2jHe3xwCQegBVPVNEZkGbBlDbwSVDUuFCoUjJ5uzCvnhaGyRc4qq3gIgEmlm9KQru1FzWOuWKLNt3BruN2j/uj/2XZymqhcCiMjrmEnBt4HfA++5Mv44tV5ed8F2mClVWmyOrTOKjjdcITsKsz8vCk5Y3VVEtsZCUW0EDHOXPwOeB25R1ce6iMWWQyXcVsgbnwDLBgLUfwasICLLqerCCdTtbvcjm/CahMqGpUKFOqGq04CfAz9vVFWyQsPYzP3+Lamgc1I0FVimWJa6NW4CNsVs46ar6v1hhZJs40RkO+Bq4CFVPSLugSLyV2zz9+CEhe0wYJqqzvDd2wMzEQL4q6/sv7A5cl0AVR0RJBaWV6EDemLvdzzFxhuukBGq2rLxwV0frwTYHFAJt90XsZ7G6sCTmDpyT+zEZzlqIRKed3l7A7/z3bMHJoy+nwcDzobFU42uUKFCA1DVD6j14QrNx2BMYJmVsnwzPXx2R1wOfAdTQ71HRNLYxl0RQuc7ruwdKZ55J2ZL/R3iF7296bypux7OPt7vAMvZ2U4hRJuqQjJEpA+2zpjmvFRf67vWjsWy3b6r+KtQfrgNrm2xEFsXpbznRKw/P1Sd4CajEm5bDCJyMBbPLpWnUhHZB7N/DQY73ptaOJ2Goar7uOedhhnkf5Waas4NwNeAc0WkP/AiNvGehu1+/tvH7/p0tGEB6OfqHQW/DUtPzFlGhQoVKrQyJgPDRaR/koArIqtgwsr4ZjDWHaGq85wdtGcbtwkWe92PoG1cmNOXLdzv4yHXgvBOh7dOKDcBWElEVlPVMS7P89T8aEj5AVgc3m4J51V6RCC7t4hsQ/TGv7fO2B9bO4U5LDoMs2uuUCEUItIX06RYFvhWhlvfB/4BHCIia1bOHONROZRqMbidwQmqunzK8uOAFVV1sQQBMRNChGXveesAo4FRfscmInIrFs/P/8EJ8C6wuapOduXOoKMNi5De9sezYdmx2tmqUCE9ClKVrNAARORfmICyv6re5PJCHWmIyOWYJ+vrVfWQpjPbzdCIbZzzM6GqOijls6YBbao6JKbMdcCB2EbxEZjm1H2Ot71V9Q5f2S9gMXmfV9WgcN4tkMM6A+Dr/natUE44YXIlYI6qvhe41h84A9O46INtSp3jV+8vgB/PydvDqrpDxnsfxk58F84J3RGVQ6lFF1lVir3y15Cfk4hQ4VZVX8PChwSxH3AUtiBYAfMoeD9wvqr61YjHU9mwVKjQbBShKlmhMfwZ2BP4lYg8rar/CxZwoV5+igm2CvyhuSx2T+RgG5dl7dUTs3uPw/nYKdCemN8LsHn/day/+rGb+30aFnoKzgOadbHehZiCOc3ysDK2jogzw/CvM65S1YcL465CnvgeLkwWEAyT9Qgdw2StD2wvIlur6oKC+Pk6NlZfXse9l2Fr4n0xHwAVIlCd3LYYssRRc+U/B3qr6gARGUW0cLsh4O0kv08tsPyy1LwPT8VUimmWTUnW+laoUCE7ROQ1YE1sNzRWXVFElsJOqV5X1XWbwV93hTslPwDzI3A7tkk4AAs1sjYmzCyHjdVXqOrRXcNphbQQkVewd7eJqj6fUHZjzMzmLVVd6//bu+8wyapq/ePfRZwZhmHIQTIokhTJScIPFAVFogkFFDCLEe9VEdQrGC5B5epVUQle9SIgeFUQUCQKSlAMICow5DgwAwwzpHl/f6xddE1Nxe6q6q7u9/M8/XT3qX1O7epQ5+yz116rRds9yYvfdciB2OXA4ZLuqGn31/L8+0s6r43SKaLxDfXK9UTQ5/Ip3eTrjPFrJGWyetSf28mbKdMlPdHhvtPIGzN3TORylxHxALCiZ24nqLLedhmyhAGSdmnQ7gTybtD3gOPrnAzXJmcHjgCul3RU73q9EK9hMeu9NYAnWw1sASTNjIgngbaWRtiIHEreSPgg+V4IOaD4Wvk6yIHMScC/9btzNiwXk0mnvhwRr5H0fL1GZWbpy+Tv++JWB5V0AXBBRKxIJqqZV+eYi5HhywC3lM+NsssuR4buLkPOcF3Ogje9dyZDJGcDn2ewEzl+jqxLbOPPSMpk9cJK5P9nRwNbyGoGEfEEsHL3uzVQtqRFAkXP3I5xEfEhFiwIvjbwPM0zDAd5QqrMxH5R0tENjv82MtvfVyR9skVfjicvoN4uqWV5CjMbDGVd36KSlmqz/RxypmZqb3tmABGxPnAImYzohfJM5HKNMyT9fRS7N+5ExPe7dChJOqzm2KuTa14nkQPGT0i6vqbN1sBXyMHjPGDDemHpvRIRy5AzxtOAAxqtIY6I7YFzyQHu1qWUmNmYUW/NeimTNYuMglm1kk283PyZB8yWtHyP+jOn9GfaMPfv6Fw9UXlwO8aVxAfHVm1qFiJU61myzt67JT3d4PjXkHdBlm91YiohETOBP0jaoUXb6WQylE3IEkGLN2m+0AWAmfVPr0IlzQZRCVNtdK6tTYrY7LG6oboRsT95bq489ihDa0DXJGdNA3gOeFu/k8dExInAh4G9Jf2yRdu9yERWJ/Y5qsuspYiYB8yXNKVq28vJUl0LLa2JiEeApSUt2aP+3EnmnVmhJt9MO/suS16D3y1prV70r1tK+HU3aDgh2A5LHvtOBy4rXwdwKXki3L/JPpXEB/9so0biRmS9tpZ3XEtIxONkSFVDEXEk8EXyznSl300PDTQc3JbwrCPIZFSVwXKzv11J8t+2Wft6EippNqA+12D7EmTyrmWAO8lw3epQ3Z3I6KpZZHKvujeVJZ0bETsDXyVLCi1fPqr9AfiopAVKzkTETuXLpyozvlXbOiLpigYP7UOWHGw6sC0uIJcO7QsM9OA2Il7DgtcZrW7KT9h1jwNkrJXJuokc3L6GvMHViUoyuD93tUe9sXaXjjOsGVjP3A6YiJgBPChpmy4dbxZZGHo1VRV6b9B2JfKN4glJ0xu0eTNQCVl+GLiIPPkvtP6nmqS6FxMRsTTwa3J2ue0s0ZJaZZc0s2IQQiXNRlNELAH8lsyo+h5JP2zQ7i3Ad8jki7upfq3b6vYbANuS6+gCeAC4tlHW/6pZ5VslbVSzrRMNbwJHxFzg2XZDJ8tN78WqZ8cGSUQsTtYQfUNlUxu7DWwCrYlkrJXJioj3At8g17xv3iiqss5+S5KzzRsA75c0pjPjl5t3XSHp8k738ezWgJG0dpcPeSOZGOIrZPKSZr5Cvulf36RNZX3w2WQdzLb+cZs4hryz/TSZyv182hgsm1n7JN1T6mD/mHw/+H1ENAuVPNQD294axrrPp8kZw1uA30i6t+udmtj+nRyEHtJoYAsg6cclwuFM4BPAF5odtAxiOylfdxc5kL2vzrZumQmsGhE7VGeYrScidiBvkN/XrN0Y928MlWj5Jb7OGE+GXSarR04HPkNWJzg7Ig5qlVwqIqaSk0YvJV/DGT3sX1cMZ0DaTZ65neBKGM4F5Jv6pWTI4dWS5pbHJwE7kifpSg2710qqG5JYMrlNAVaR9HAX+ldJm36YpNNHejwzaywitmMoVLKeuqGS1n1VJVo6WuNZvp5PzkQdKenR3vRwYomIW8hQu6mNwvar2i4GPEGW7NioD93rqoj4DjnL9S9gT0n/atBuPeBCYD3gu5Le3b9edk/53b4E+KSkr4x2f6y7hlsmq4f9eT1wHvmefS+Z/f7nkv5R0+4lwN5ktvzVyff3/apnm60+D24HVMn2tj3trQ1B0uebHOso4EtVm+aT2Q8h1xYtwtCF079JOqHJsR7Lp9NybbyMlkoygCAvKJ7txjHNrLlOQyWt+0oywSWB9wDTgduBqxiaIVuVvPG4HlmG5VvkjcUtynaRYWw7dCGCZsKLiKeAp6uzrrZo/0KN+RbtJpO/31bn8LuaPd5NEbEquTZweeAZ4KfkgKDyt7cauTxhP3Ipw0PAZpIe6Fcfu6mEYS8GTKvc2Lfxp40yWZV8Mre0Wk7Qhb4cSpYbWpKhm5JPM1RSa9nyGOQ5+GkyHLlbmdzHNQ9uB1BE7EvehVq1nea0sTYkInYkk2jsQv3ZgUuBz7YRovRb8sKqZfbldkTE3WTmuukjPZaZ2aAoa6x+S15wHS7p7Abt9ge+T67x3F3Ss2UG/ufkBdJHJH29P70evyLiQWAF4OWS/tqi7abk4PAhSavUeXwZsnb8AeRsUit9T5IYERsC5wAb0jjkuRLeeaCkWxq0GfMi4n5gyW7dlDdrR3mfOJ4Mh260zltkdOXRkmpr9Q6sEhW6GXmjbCmarHOXdGbHx/fgdrBExO7Ar8jZ1GfIMMF2EjY1KtRee/xlgVeQi+0hk0L9sd2U5SXc4mfApyV9sZ19WhzvVOCdwCaDfPI0M+tERHyWXJt1kKT/bdG2ksjvM5KOK9sOJtd3XS3plb3t7fgXET8m1+5dD+zR6JxYyuBdTM6gnyXprTWPrwJcTYY4j+kkiWU2683kIHxzFrwuuJHMrXGWpOf63bduioj/BQ4E1pZ092j3x3qrREusUL59ZLRn6yNiNXJiaUOGsqbPJPMnXD6e8idExFJkpOihZKRRS8NJ3ObB7YCJiEvJf4LLgbeMxTCgiDiaTAR1DPC1kbxxRMQaZGjdjcBeDk02672xGCo50XS4xnNR4Engdkkbl21LkctLZkuqLTNjHSrr324EJpMXnt8hSwHVhuoeQQ4CnwJeIemfNceprGedRSabOh+4t4OsqZeO8KVUSNJurZuNfxGxCZlE6Ge1NyNsfIiI5YAjgTeS66srN5YE/IPMUfD1didyrHNltvZysvrJ88DfgJczNFG3MrA++bt5FPgLgKRdO34uD24HS0TMJjMTrjsWs5VWnXg3I9frziPDlpplg5Ok3SJizQaPb0bOQNwNnETeOW+aXc4X3WadGYRQyYmkG2s8I+IRcnA8qfGe1q5ST/ZscvDaLFT3IeCNqlNHNiLuIZcUvUFSbbbWdvowv0UT0TzEsdJHl7KpEhGvIgc4vycTa14nac7o9sq6oZSxO5+hHBL1iMwtsa+kP/SpaxNKRHyUzF59K5mYdkZ5P3tA0mqlzZrAF8komWMrkUgdP5cHt4Ol1JN7vt0Lng6Ouw7wEeBVwBrApOoL1xJqdST5BnB8o5mENk689UjSohHRdHaiw+P5otusTYMUKjlRVK3xbLkkIyI2Av5KhtitVLYtQiYhebhy4WAjV86FHwT2J9dDVwaIlZmIs4FvSJrVYP95ZNLGqZI6Pl9GxCENHlqOjJZahpxRvpxcshTkYHpncmZ5NvB54DFJY76kSLf5OmNiiYiVyQmWZRlKvHcpcE9psjpZCeTdpc1M8j33wYWPZiMREdcAWwN7S/pl2bbA4Laq7RnA24DXSbqw4+fy4HawRMTvyTWx0+plfBvmMfcla/JNoSpUo/aubkkWtRNZGuCiBsdqdOJtStIZwxwYNzqeL7rN2jTSUEnrvog4i1wHeC3wmkYJ+iJiaTIPw7bAOZLeVLavS5ZyuV7S1v3p9cQSEYuTg0qAR9tZNlPK260oaeku9mMZ4DpgGnCApKsatNseOJcc4G7dKuljGci/jvaqMkjSYZ33vr98nTGxRMSJ5MTNn4FXS3qoQbuVybXymwAnS/p4/3o5MZTooqWByZX3yvL/OFPSijVt1wDuBC6S9NqOn8uD28FSBo+nAe+WdGoXjvdSch3RJDIt+Y/I+lvL1xncvgX4IVnP7l0jfW4zGxtGGipp3Vey1d5AloN4CPg2Obt+f2lSKQV0BLAKuQRkS0k3l/0/CRwHnCjpqP723hqJiH+S68q26Vb4Y7mA/zBVMyJN2u5FZtJu+ncREUeS4YGVkPZWER0DEeYcEWt161hjcWmYLSgi/g68GNhK0o0t2m5B3iT6h6SX9qN/E0kpufVUdQ6IiJgDLFpv6UxEPAo8K2nljp/Lg9vBUzIIvxU4rFUWzTaO9T3gHcAJkj5Rtt0PrFRncLsi8CBZA2zjhQ5mZgNppKGS1hslO/6PyQyazdZ4Pgq8VdLFVfseAawJ/Lgy4LXRFxEPkGv/biBLN83qwjFvA1aWNLWNtkEmH7tf0voN2lSyb0NmRr6I9qoyfK6Tfpv1Wsld8IzaLCdZ8tosLqmtTL7WvhK1sia57PG5su1fZI6P9SXdUdV2cTIp3/PDyRnh9QIDJiIqBZyfBn4YEV+kdYKlZuFCu5EXTf/Z6rklPRwRT5Jrcs1s/LiPDJX0wHYMkfTrEl1zJLAvsBFZBg7yZsTNZKTNKZIeqdl3xJE91hOLk+fcdYGbI+LbtJckcaHkVFVWA9qqJCBJZd1ps3XYHyqfzwYO9vIEG2DPAEtERKjFbF7JU7B42ce673ZgLXIMURnIXkcObg8il0RVvI3MZzBjOE/kmdsBU+LTm2VDrKdhuFCZsZlXfVer0cxteWwmsJSkSSVzJGSYwfXl8Z1q92mzg81O3GbWQxFxEnlBu50zRY5dEbEEufYxyDWevggbMBFRueiaT8la3MZuTZMXVS0r2EnS1S2efwfgSuA+Sas3aPMEmYNjFUkPt9E/szEpIq4FtgIOlPTTFm33J2/oXCdpm370byKJiI+RE2lHSvqvsm13cq3zc8CpwJ+ATckEX4sBX5L06U6fyzO3g6fbYT9zgGkRsZhaFGKPiGXJ2peVLHKXkSfmW8kZheptnRAN/haHUdPvaTIpzi3AJZKu6XB/s4noP4D9gG9GRFdCJa37ymC2oyyeEXEuMF2uaTpWPE/OSHSzXN0FZEK40yJiT0n/qtcoItYjc3YIaLY29zmyPvKEGNhWRcS1q/o64zeS7u16p6xbfkJm6P1ORDwh6ZJ6jSJib7J2tcilINZ9PwXeTA5egReik/4L+ADwnqq2AVzDgrO5bfPM7QQXEVcAOwCvlPS7sq3Rmtsjga8Cv5T0+oiYQb4R3CZp99Kmsq0jkurW1azJbNiqfl/UfA/5z/H26lh+M1tQibhYAziFXFfXjVBJGwOaReJY//Xi9xERqwI3kWuznyEvIi8nlxtAhiDvRN7AmkQmKNtM0gMNjvdbMlnZ8q0yKo8HVdcZ1dcutdcatY9Vz8CfRc5GPdqbHtpwlWiXa4HNyN/Z9cBvyTXkS5JhsjuTZb0C+CMZweSomD6KiNeQ1QFWJ7O5XwKc3k4G+rrH8+B2YouIDwBfJ2dcXy3puXon34jYmbzTOxk4aKSJrDro3yFkqYXPkPX7LqOEVJUmqwKvBHYl76T+B/kGtiV5Ip9Mxva/YiKcpM2Go2q5A3QpVNLGBg9ux5Ze/T5Kdu1zgA1pnnzsZjJEs2Ht5Ih4PfAz4NOSvtjNfo5FEXEsOdB5DxmddjtwFQteZ+wIrMdQrdQpwBZlu8hB0Q5enzz2RMQKwA+APcqm2v+Pyo2MX5FrzB/BBpoHtxNcyUh2HRkm8Afgm8DJ5Lqul5F3s/YjC9YvSr7h79xqYX4X+ze99G8KsG+j9YARsRWZWOVxssTCE6XO42/I7GzHShpWeIPZeNftiAsbOzy4HVt6+fuIiMXIsL8DgM2BSu3Ih8mSf2cDZ7VaglSOdTRwTPn4mqS53e7vWBERS5KzeRsDh0s6u0G7/YHvk+sCd5f0bERsR5ZWWhb4iKSv96fX1qmI2JHG/xvnqEF9aOuOiFiTzH7cVhh/RKwGLCap4yUcHtwOuIhYhQw5WoomSaaahQ+WY/wfOdvZ7I7vtWQdvb7d1apKdLOnpItatN0DuJAFyxq9gRz03iBpq17318xsLPHgdmwZhN9HVa6LzciIqXnkjG+rqgwDua47Ij5LRoe1jEqrKpP0GUnHlW0HA6cDV0t6ZW97azaYSoTY/ZJe1Gb7O4A1hhMh5sHtACrpyj8CvA9Yu41dWoYPlju+hwKHkJnlligPPU+uUTgd+F47d3y7qZP6faX9HKrq95X1Fk8CcyQt27uempmNPYMwmJpIKr8Pcq3fO8icF61uUEvSev3p4UK5LtrVsCrDWBcRt5DXUlMlPd+i7aLkNcXtkjYu25Yi1wnOlrR8j7trLUTELuQa8yckndzmPh8FpgKXega3N8r7ygOSmpUhq25/B7DmcN5XvF5qwJSB7c+APckT4Sxyjch8cn3ICmTCCMhMyG3NspZB63eB75Y37+XIeoozhzOgLYvDDwA2IcN1Fm/+9A1P3KvRWc2xBer3SXomIh4nLxzMzMxGW5BVBibRXpLEfs9CvKPPzzfa1iJLIjYd2AJIer6UUFy7atuciJhFDo5sFEXEJOB/yHXSb+pg17vJxGCHRMRLh5vIyLpqCpm5vWMe3A6edwB7AfcDb5R0dbkb8pCkNcvgd0cyffaW5FrTMzt5gvIGP6wSAOWN5Selj9BePd5mJ+6ZwKoRsa2ka1s897bkyeX+qm2LkYP/+xvsZmZm1i+LkefFyeT6zZ+TS2ceBd4IrAzsDryVDAP+MJnZtaWSo+J1tH9T+bAGD5zRzvONI08AK0TEhs0SbQFExEZkqPYjVdsWKdsmROmkMW5/coLjt5LOaXcnSWdHxPvIGd99yetYGyURsT45WXfPcPb34HbwvI0cDB5Vr1i7pPnAFRGxK/ALcib2H40GhhFxOzkw3radJ4+IK4HVmsy0fpY8uT4HnEkmdHqQnFEdjovIAf1pEfEaSXc26NeaDNXvu7DqoZeQM9B19zOzIRGxOmM0VNJsnKgkZjpZ0scAIgLgGUmVta4/joivAheTN6o3b3XQUqrviwxFbrW6sSyg7uB2ArqMLEPyvXKdUbeyQkQsDZxK/ux+W/XQ2mTCzWFdiFtX7UP+fv5rGPueQpYF2h8Pbkes5Lx5Q83mZVrUlQ5yQmrH8v1vGzdtzIPbwVMpfnxezfYFYtJL6MxHyCQQHydDhOtZm6GTYTtWJ7MPN/JW8o3l3ZJO6+C4jRxD/nO8BLg5Is4hMzZXZmIrKfr3J0MYHiMH2BUHlc+XYmYNRcRBZBH7sRoqaTZqungjeH75qF0LuMD/nKS/RMT7yfI+/14+Gj3Xm8ka9JCzhxeRs73z2ulrKxGxMlkHe8o4rW39WeD1wDbArRHxbeBqFr7OOAJYhfy5fq5q/0r46+X96Kw1tUX5/Oth7FvZZ8su9WWi24zM5VNtcp1tjdxGJnrrmBNKDZiy1uMpSctVbXsKQNKUOu1nlfZ1F3APY4H3PWSCp7rhTqUvASzdreRTEfEysoTBi2mezflfZP2+m6r23ZtM+f7rRrO+ZhNdRGxOZkNfjA5CJSX5Ym6Mc0Kp7uhWMpSImAvMl7RU1bZnyaSH02vaLkYmL5oh6aVNnusacmB2Nlmnsyu1ViPiTcCnyRI5UJOcsoRBn02ef/eV1Cyb8pgWEbsDPwaWp/l1xqPAWyVdXLXvEeRN/x9LurnXfbXGIuJJ4Lna/6UO9p8NLNpuElNrLCJ2Bnap2nQs+X52YpPd5pMlPf8GXDbccYQHtwMmIu4k7yJOKiHIlW2rkymz76tquwgZAiVJdWdnOzlhR8Q0cp3JLEkrNWhzK7CqpGmdvbKWz70EeWG9H/AKMhaf0p8/khfiP3IBdbPORcT/kP9f1aGSC703RMSmZKjkXGBzSbNGobvWAQ9uu6NbN4Ij4mHy/L101bZHyDWyS0t6qqb9bLLWY8OkiBHxBBm5tIqkrqz7jIgvAUeRA7qnyfW7UWew/gPyveNgST/sxnOPlohYHjiSXHO5EbmkCfKC+2byOuOUfpZDtM6UihnPD/catCQgXbTZ/5sNT6fvoSPhsOTBUxnIrsbQ+o4by7Z9gW9UtX0deUK6u7KhzIJuVnPMyaVOWyOVGPj9yPDn65q0PQf494jYTtI1LV5L2yQ9Q5YjOr1bxzSzF+xIzlZ0LVTSxoxryIGT9Um5EbwSuUym1r3AphGxrKTK47cC2wLbUxVOGRHrAUuTMxnNPEeWoenWwPbVwCfI8jZHkIO6e8jXVOsMcvnPvsBAD24lzSRnl44tN9SXpczWlmsQG/seAVav+f9qS0QsSyYlvbtVWxuWdRh+/p2OeHA7eC4hk728ikygBHlCeQPwpYiYAvyJXJv7GfKC9edV++9LrmOtNq3qWM0EWZbni03afBnYm0zMsJekO9o4rpmNrpXJUhjVCVGeJ9fH1Po/8n1gHzy47Zlyw/HykS6nkLRfl7o0ofTwRvB15Pn5ZQyt0fwVsB1wfET8VdIDEbECQ8mLmlYKIM/5O0bEtEbJkDr0AYYSV54DLyS9quea0rZl0qtBUgazD452P6xjN5GTPa8hw8w7sWf5/Oeu9sgA6OfSQIclD5iI2Jg8IV4m6YCq7T9lKEvcC5vJdajbSnq0tDuEBRdz70xeqDabZa2Ogf+BpFtb9HEF4FvkzPHZwF9pUYqn03JFZtY9vQiVtJEpIVwiZxEur3xIum1UOzZBRMSxLHgjOGg/iVrlRvDukq6qOe5e5A3n70s6vGxbFriFzA9RKcW3MhkW+zzw/yRd2aSvrwd+BnxaUrObz+11PuJBcunPC//7zcLbI+JR8v1jobwfZv0UEe8lIxhvIZfOtLVULSKWJJe4bQC8X9K3etdLi4hdyHwem5Pve5DvezcCP5F02YiO78Ht+BARiwLvIrMir06GE10CnNAsNKMXMfARsT0Z3rgVbV4MSFq06o74bEk/K8dqdpe82fE8WDZrU0T8iZxNWqHyfhERV5OhkntIqg2V/Cfw+HCTdlhrEXEteeKvRFhV3kvvB65gaLD791Ho3rjXqxvBEbE48GrgyeqEbKV+6mnkebPiHuBISee30d+jycH4McDXJM1tsUuzYz1NJqJctmpbs8HtbGDxQRjcRsRO5cunJF1fs60j4zRz9ECLiMlklt2VgV8CB7VKdBYRU4EfkRMyDwLrjuT/xxork18/JBNUwsKVGSrnuUuAtw13fbsHtxNcOYHPldSVml4RsS1ZdmfJsumfwEO0iLOXtGvVTMWtkjYqx6ts64iTp5i1LyJOBd5JzhBdXrZ9hix3cT2wd1Wo5E/IC/1LJL1mtPo8EZRlJtuTP++dga2BJcrDlffFhxka7F4h6S/97udE0K9kKBGxBkM3qG9RGxdpEVEpdbcZsAxZquZmMrN5I5K0W4Pj3U+ur205cxsR65CDiRmS1m3V19HWxeuMBTJH29hRIhnOIwdO9wJfA34u6R817V5CLqP7IPk/J2A/Sf/X3x5PDGUd++/JJRlB3ii8lKH8QasD/49coiEyxHzb4ax39+DWuioiLibvyPwOeIukthfmR8Rl5B/0XZIOqdnWEUm7drqP2UTVi1BJ676ImETOpu9CDna3IesSV94jfcHdI92+EdxNZXDWKTW6CRwRPyNnsd5Seb1NBrf/BbyPnKk+ZBj96KuImEH+v9wmafeabR2RtE5XO2ddExGHAv9NTrRUfrdPM5TkbVmGJmEqGcHfL+n7fezmhBIRHwVOIMtpvUXSJQ3avZpcLz0d+Lik2kSXrZ/Lg1vrpoh4jExQtY6ku0a7P2bWWq9CJa13ImIZ8kbiJ4AtKWtCHbUytkXE98lyeh9ts/1XgOUlHdakzbAGlZLOaHC8yhre24HdJN1ZO7gtS6E+CXyeHDzs2M0KCWYjVUrXHU8mimqUEU3ABcDRkm7qV98mooj4PXmuOlDST1u03Z/M2XOdpG06fi4PbgdTZPH01wGbkHegFm/SXC1OjIuS6f4PqDpes7v/DWcHImImsEj1Wh0zG2zDCZW07oqI5YBXMhSi/DJyFr1y0fZPcg3uu0anh+NbmTVfk8wqflfNY1PIEjI7k7NBvwKOk/RkneN0Wi/3DmDNft+0iKHa148B5wMHAksBHyJrwL6eLEkYwDclfaCf/TNrV0SsRka7bAgsXzbPJCOTLpd07yh1bUKJiFnkWGVqq2uIiFgEeBJ4VtIyHT+Xr1EGT0QcSZbjmVTZ1GKXZuFHS5N19Sp3/tsiaZF62yPi1+QJfvkulSQwM5twImJFYCeGBrMbk+/Rlffpm1kwsdQDo9HPiSIiPgScBJwq6T1V2xcl15G9gqHfjciSPztKeq7mOJ0ObmcAq/c73DwiFgP+k1yPWDnf11ZjmE8mj/w3ScMJjTazCSIi5pCD1eltth92VQavzRkwEfFm4Kvl24eBi8gF8/OGechjyJDDp8maeueP8Hj/CewKfJyF6+kOW2SRvX3J+r5rAJOrk2FExFLAFuRA3usAzTrQi1BJG7EHqVpLS5ZUq5QEumK4WSRt2CrJ035Qs/3NZFbruWTimrnAR8nz6hHkur9hKbMXKwFzOtxvZfI8OWW4GX3LoPwjEfEN4BAyycuq5ED3QTIZzBnjLVt3RGzOgtcZh1U9tgSwCnmd0XY+ETMD4C7gJRGxuaQbmzWMiC2ApYGmpUcb7u+Z28ESEdeQSUTOBg5ut4ZXk+PdDqwFHCbp9JH38IU6YyeR6b6/JOlfIzzei4GfkqFQL9wZr56NLnfPbwHWA7Zq9Y9jZkMGJVRyIqnK4PoEWbfxPOBGz5CNjoi4DVgbWKY63DgifgG8FjhK0kllW2W92JVk+O70qkPNIG9MN4uWirLPwcBHgN9L2q6NPr4J+DQ5yw81S4jKcqazy/H3bVUiZSIpkRJnkrkHoM4a9hKaXikzs1Ft9l0zaywiTiTfz24CXi3p4QbtViYn7jYFTpb08Y6fy4PbwRIRTwBTgFUa/WF0eLx55Jv4VEnPduF4t5cvVwIml6/nkXd6G5Gk9Rocb1ngT+Rd1JuAc4CjyBIFtVkbP0wOqr8o6dPDfAlmE86ghEpOJGXQtD05yKmcqJ8kB0xXAJcBN0hqWmbNuiMiHgee14K1XxcBZpFrUVeV9FDZvhh53psNfJ0Fo5iCzjLzBnB4qyyuEfEl8txYyfy6OHmNV3ue/AG5lvZgST/soB/jVlkzfQ15MX0fcCE5Iz+lzs/vaDKJ1tGSju93X80GVUSsRC6nWZZ83zyVPI/dS+YqWIuM/DyUHOc8St5Eeqjj5/LgdrCUbMSStFyXjnc3OVCc3qXjdbskwReAT5EnmzdIeq5JSYL1yKQqw8quZjZRdTK4HWmiB2tfWY7xcnLN7S7AjgwlRBEZrno1Gap8Gfne58FuD5QbwfMlTana9nLgj8DNkjapaf8IGVb3RRYc3Io28mQAjwN/A77bKqqqlM74FTmYPoKc5b+H+ufJ3YGLgZ9KOqBFPyaEiPgE8CXgWuC1kmY3uc7YiFwicLWkV/a/t2aDKyK2Jpc/rkLjm3wB3A/sI+m64TyP77oPnj8BO0bEtC4lbPoV8M6I2FDSLV04Xrfry76B/Af4eG1ijlqSbouIp4H1u9wHs3ElIqaxYKgkwKIlK3I7oZKTyEgK66GSUfJP5eNrABGxCUN1bl8J7MFQKOUcshSbdd/9wJoRsZ6k28q215XP9fI8LAXMlPRZ4LOVjZ1GSbTpA+R58ihJ55TnadT2mtJ280YNyhr8TjxNzsTcAvxmALPPvpH8mXxI0uwWbW8BngU26HmvzMYZSX8oN4g+COxPVmipJKybT944Ogf4L0mzhvs8nrkdMFX15z4t6YtdON4a5J3nG4G9uhGa3E0R8SSApKlV2+reUS2PPUyuiVqif700GywRcSx9CJW03omItcmbie9hqA5xwygYG5mIOBM4CPg5cDhZBudiYEVy/er/VbV9MZkI5UZJW9Yc53QyeduHu9i3B4EVyCisp8q2ZufJR4FJ1bPQNY9XIrBqsyNXq32s8v184CyyFvajnb6W0VBCzhcnw5BVtvk6w6zHImJxoBKJ+mi3xiCeuR0wkn4eEccAn4sIAV+TNLedfSNizQYPvRM4Hbg+Ik4CrieTmDTrx13NHu8i0ebfaclkuAwZzmVmjVWXlIEehEpad0XE+gyVBdqZrDsMQ7+3+Xg2vZdOAN5EJoiq5JAIcg3ZL2ra7lk+/772IJIO7UHfpgOPVwa2bWh1A+Rz5Bq495Rj3w5cRa5HhcyavCOZwPEx4FvkGrktyva3AC+NiB1GmvSyTxYl11O3vMFXklcuTYcZrM0mupKT5yFJ21a2lcFs3Zw8EXElsFqjnDxNn8szt4MlIi4tX25GDuTmkSfXZoNRSdotIrq1FmuBDIzNlDVjG5B3tyGzRN7azkmk7P9nMvPjSyX9s2xrtBZmHzKrstfCmHWgR6GSNgIR8VIWHMyuUnmofH6OjLq5nEwwdWUbIZU2AhGxJ3AKsA55M+FyMoLhjpp2fyWz++8v6bwOn+O15O97SeAiSb9qY5/7ySSOLWduI2IdMuPvDEnrNjjeksBvyXPv4ZLObtBuf+D7ZNj87pKejYjtyNntZYGPSPp661c9uiLi78CLgbUk3VO2Nfr57QZcQiZz22qhg5lZXf2syuCZ28GzS833k8m7pc1UBpKtZmba1fI4ZZbhaGA/cu1RtTkRcS5wnFqXCfolGZP/MfIucqPnW5G8sy4ybNvM2ncmuWbOxo6bWXBG/RngOnIgezl5E8+zR30k6QLggnK+eULSQvXgS6bkg8q3C+WxiIg3krXqfynpiJrHvkUmhKo4MiK+Lel9Lbr2B3L97+uAn7Ro+7HyuVk9+E+SJQcPajSwBZB0bgkr/BHwCfKcfk1EfJSMBjuQzBY91l1CDm7fS5ZSqisiJgNfIf8vL+hP18wmrMXJm4gd88ztgImIQ4azn6Qzut2XRiJib7LG7RQaD4QFPAW8RVJtSFf1sVYg1y5NJxOqnEyeyFeStGhJLb4fOZBejUwp/lJf9JnZIIuIp8jkP5XB7LX1BlM2WCLiR2R48wHVs7oRsROZ8Roya+9chm5m7y3pl02OWcnFcTuwm6Q7a2ceSzjtJ8kyNgJ2lHRNg+PdQtb0ndoq+3Y57pPA7ZI2LtuWIjM3z5a0fLP9x4KIWIu8EbEY8HHg22Q94sp1xiJk0rYvk+WCZgEvkfTIqHTYbAB1WJVhGvAImZ9gpY6fy4Nb66ZSjucvZDbV28i7nJeSZQlE1qvdjTyBrE+GVW9alX2y3jF3JMOcarOAPkaGPkEOoh8F9pB0Q7dej5kNL1TSRiYiFh9rCf5s5KpCYFeuHhyVRFMHA9+R9J6y7VPAF4DzJe3X4rj/Q9avfYwstXEgGTX1ITJE+vXkDeAAvinpA02O9RTwtKpq+rZ47seAJSQtVbXtEXJwPKmdY4y2iNgP+DE5wJ0LLEGuxf0j+fuaylAN4X0kXTRKXTUbCBHxMnIJZcXp5E2vDzXbjZzM2o9cv/8rSXt1/Nwe3Fo3RcS3ybCq3wKva5TsqoT3XADsBJxaOZk3Oe6awPHAAeRJp9pzwLnAv0u6c2SvwGzi6TBUEqCdUEmzgVRmUQGeknR9zbaOSLqi5tgzyUzFS9Vsvw9YGdhY0t/LtmXIwep9klaniRIO/Z9kiY1KaY3ajMbzyeinf5PUMNyvKvvyJmpRIrCq7usjlRmWMtP5NPDwIK3jj4ityJ/P9g2aXAt80DfQzVobYVWGIJfi7C7pqo6f24Nb66aSDW0tYINW62kj4iXA32mS2KLOPpOALclsjYuQWdaul/TkiDpuNoH1IlTSuiciNgdeRUa+TJZ0WNVjS5DJpiTp7lHq4rhSwudEJj/cqGZbJxZKvhgRz5CD5ulV29YmQ4rvlbRGTftHgaUkLdlm39cHDgG2Y8Hz5DXAGZWBc4tjnEXO/F4LvEZS3QoEEbE08CtgW+AcSW8q29cF/kWem7dup99jSen/9tT8/CTdOqodMxsgZRnloVWbdiYHrHWXQxTzGarK8IPh/s95cDuG9fLucdVzXFpvexPVxdovqV2zExFzgbmSlquzb73nf5S8WJvcYT/MrEt6FSppI1MSF51JrveDcue7OntkueF3Gznrt5Gkf/S9o+NMRMwgB7K3Sdq9ZltHJK1Tc+wHyOoBK6rUgY2II8h1nmdJektN+yeAZ/q5djUiNgRuIJchPFT6djVwf2lSKQV0BHljZR6wpaSby/6fBI4DTpR0VL/6bWZjVz+rMnhwO4b18u5xzXO80I7mCaBq62JC3oF5e6UUQgm5WoosSdB0vViZcXgCmNNoMBwRa6p/NXXNJqRehUra8EXEFPL9dVOyvuiFwJuBKXXKkxxNJgo6WtLx/e6rtS8iLgD2AI6X9JmyRKfye36XpO9VtV2F/N3fLGmTPvdzd3IN6vI0vuao5Lp4q6SLq/Y9AlgT+HFlwDuWeX27We+Vmdy5klpldB/5c3lwO3b18u5x1XMcAiwHfIasm3sZWSKgulj7K4FdyRnb/yjPvyW54HsycAfwCkmPR8Rlpf27JX23xeur3K2+QtIuDdo8D9zJUMbQyyXd3sZLNrM29TpU0joXEZ8AvkSGhr5W0uwmtTcr6x5d43uMi4g3AOeR59G/k+fd1cgbRmtLeqKq7VvIygP/K+mto9DX5YEjgX3JpFSVtbzzyVJV5wGnDHrW4JJA61qGrjOucWZys8Hlwe0EFxHTydqJU4B9Jf2hQbutyBPZ48A2kp4o61J+Q96hPVbSFyLiMOBUMkzpSOB7qvkjK2F07yLT6i9BFok/rcHzPktmLIShQf195AnoCnKw63UwZiMwCKGSE01EXA+8AthW0nVlW6PBbZDvubOHUzbB+isijgP+jaHB4qNkBNSFNe1+RYakHy7p+02O1/CxBqqXF/1G0r1t9HkJsjpBAI9KeqbD5xyzqiLYKtcYz5LXRZXrDNeUNhsgHtxOcBFxEpmWe89Wqe0jYg8yNO4ESZ8o2yp3oW+QtFW5yPoVmfxEwAPkTPC95Pqdtcji8MuTJ8mLyVmJun+IpV7e9uRC9J2BrRjKllzZ5yEWnNn9W4c/BrMJbVBCJSeSiHicLGI/pfL+2GhwWx57GFhGUm02eRuDImurbk3eMP69pFk1jy8OvJc8T/6w2exoncEZLLzEqPaxyvfzgbOAIys3trolIs4FpkvarZvH7baI2ICs3FC5znhReajyM3oeuJFyjQFc1SjJlpmNPg9uJ7iIuI1MIjO1zfZzgPslrV++X4Is4D5HpSZeuTA+GTichUsSVE6484HvAB9Tg3JBDZ5/EpkFcmcya+vWZE3d6ueY6dkLs/YNUqjkRFHea1X93txk5nZRYA65nqmt2qTW2DASLTaifgzsSsmNJYH3kDUibweuYsHlRTsC65H/098io7W2KNtF1nPdQdLTXexXw5sxY1mJStu56mOt8lD1DYGbJG05Ct0zsxY8uJ3gSnbjZyQt02b7x4HFJE2p2vYIuf5uck3bNcl1uZuTIY8AD5N3QH/ajURRZXC9B3A0OasLNdlEzay1bodK2shUZbBeS9I9ZVujwe1uwCWUCJq+d3acqUm0WE+r5ItQJ7N1r0TEkmRt+Y3J/8uzG7TbH/g+8CeyfuSzEbEd8HMy5Pgjkr7exX4N5OC2VrmW2QV4P77OMBvz6mbQtbEvIl4DHABsQp6UFm/SXJLWa/DYTGDViNhW0rUtnnNbYCpD5QCILBw/vXpb1ZPeBXy12TGHIyKWJZNWVe6qvpyhC3LI+npm1gFJn46I79A6VPICcnnC//W9kxPLJeTg9r3Apxs1KpEyXyEHVRf0p2vj3jsabF8OOIaMbKgshbmXHMiuSp6PdgJmk9mrH+t5T9MnyeU+BzUa2AJIOrf8D/8I+ARwnKRrIuKjwOlkbduuDW4HXUS8jKHrjJ3I5VQVT41Kp8ysJc/cDpgSlvsTYK/KpjZ2a3iHMSK+R57IbyWLtd/ZoN2awEXAS4DTJB1etleydP5O0o6dvJZ2RcQKLLgeZhPydVde+98ZWgtzuaSFBtpmZoOkrMm8hbwJ/XEyudcMykxYRCxCzqB/mVwbPQt4yaBnrh2rSgms64BpwAGSrmrQbnvgXHKA++Ky+e+SNi6PPz+Mp5calPMrx7wFWBuYKqnp8UsI+5PA7VV9Wqr0d3Y3k8QN0sxtyRfyCoauM15J3rivXGc8Sdb6rVxrXCfpuf731Mxa8czt4Pks8DrgOeBMMlvxg2TCg+E4BngDOWi9OSLOIdfq1BZr359co/NY6UPFQeVzt9YoLSAi/gpsWPmWnJ34K0MnmCskPdyL5zYzGy2S7oyIt5G1Rk8Gjqck0yuZlF9MRtIEmf32LR7Y9tQx5JrVvRsNbAEk/S4iDidDfSvnrOqb0O3ckK7Vap+1gHmtBralf89HxDxyMFzZNiciZpF/TxNORPyCvM5ZmqGf9Szglwxda9woqVW4upmNAZ65HTARcReZya9h+ZxhHPNlwNnkxVKzYu3/Ag6UdFPZ71JgBTIk+lHyAms4GibdKGufBDwBnAJ8zRdwZjZRlDJsJ5NZ4+u5FvigpBv616uJp5Pki2UW8Ekyx8TOwLOS7iuPrdVs30YaRVWVYz5Inos3kXRLi75Voq0eqSReLFEATwMPS1ptOP1r8FwDMXNbc53xX+T10J8bVXEws7HNg9sBU4qNB7B0N0NiSmKmt5IJoF5BnigBHiGzKJ4H/Kg6k2I/km6Uu8nTqvZ5gpxZvoxc83S976aata8qLLKnoZLWXSWD6/ZkNM0iZMTONXKd774oyReflTStZWPqJ1/slYg4i1wvey25vKhumZqIWJos1bctcI6kN5Xt65I3r6+XtHUX+zVIg9sKkcsBLisfV0h6aBS6ZWbD5MHtgImIW4FV2z3B9rgvhzR4qOOkG5LOaPAcAWzGgutglisPiyx/cTV5EqqsgxluiLbZuFd1Ifd3SRvVbOuIpEVatzIbfBFxD3n+2knS1S3a7kDWd79P0up96NuGwA1kOaCHyPXZV7Pw8qIjgFWAecCWkm4u+38SOA44UdJRXezXoAxul2fBvB6bkjeQKhfIt5LXF5eReT0eGIVumlmbPLgdMKVcx78DO0q6ZrT7U2uYSTe27qQgekRsylCd253IWebKH/JTwNWSXjPc12A2nlWFRfY0VNK6q2RFnk7zzPiVLPXWZSWT+OHkDOeekupm5Y+I9chs4usB35X07j71b3dyffbyNF9e9CjwVkkXV+17BLAm8OPKgLdLfRqIwW2tiJhO3kjfhaGKDIsy9HP9J3CZpPeMRv/MrDkPbgdMREwj78guCuwl6Y5R7tICIuJE4MNk0o1ftmi7F5l0Y0R3i8txjsH158xsHCk3Cz9Jln1bp41dHCreIxGxKnATOXh8BvgpOZt3X2myGnmzdT9gEjmDeia59nbEJH2+jT4uDxwJ7AtsxFCJvPnAzeTyolP6lbdiUAe3tUo496vIOuC+zjAb4zy4HUClNM63yKzJZ5PJIZqWv5F0ZkQcXL6dLeln5VgHN9mt6fEa9G04STful7R+u89d7ozvXPWxRuWh8vl5SU1nN8zMxrKIWIW8kbk2HWTYdah475Tw33PIDP7NZkdvJtfA/q1Ju7aflmEMpEoejWXL/o9KemaE/ejYIA9uS6TEdgxdZ2xDZiuv/C96cGs2RnlwO4BKSO/J5B3Etn6BpS5iJSPgrTVr7Tr+I2iSAKrrSTciYgMWHMyuWnmofH6eTHpVWd97paRZ7Ty/mdlYVBUGOwv4AnA+cG91Uj/rv4hYDHgzOZu+ObBieehh4EbyhvNZkp6LiNOpf34NsgTfMuRSmhtYMC/FlmTpvVnA/5EDqXf05hVVdSriXGB6o+oFwzjeT4FlJe3ajeP1Uqn1uwND1xlbMrQEoHKt8TC5lvpycu3tn/vdTzNrzeFLAyYitgV+TSaOELn24yHaq3N7RdnnrjrbumUmsGpE7NBm0o2pDIV11WvzAEMXD5UTzLPA9QzVn7taUldCv8zGu4g4plvHaidU0oZtT/K9+WBJvxjtzlgqVQr+p3y0anto7bYSsfQT8tx3NFnebk5NmynAh8iEi0tJOnDkPW/L9sBKJaLr8pGuqZe0X3e61VsRcS15o6Jy075yrXEfQzfNr2hVZsnMxgbP3A6YiLgY2B34HfAWSXePcpcW0O2kG2VmeR7we8oJhix/MbcH3Tcb94YbrVF7GByW11MRMY9cKznV5c7Gj4g4koy8+pikr7Zo+2HgROBDkv6rD327H1iJ8v8N3M3QTeTLJd3W6z6Mhqps8XcydJ0xbl+v2Xjnwe2AiYjHyEzE64zFrJjDTLqxWaPU+hGxI/CH0VgvZDYeDVqo5EQVEbcDK0paerT7Yt0TEX8kkz0tI2lei7aTgMeBv0l6RR/6VhncXkfOZFai+yrvF/czNJN5uaS/97pP/RARbyNfz5iaLDCz4fHgdsBExExgEUnLjnZfGuk06UY/Qn0i4g/A8pLW6/VzmQ2aqlDJfYBjaR0qeX4fQyUnpIg4ifx5byfpD6Pdn4luGOH8T5M3gm4hb9DOK8d5AnhG0vJtPu+jwOL9uMlRnQCq/L9vz9Aa1K3JhEowdF5/mAXDdv/S6z6OZd1es2xmw+PB7YCJiF+TJ5rlO6kN28Zxgywf8Coy+/Dk6jfokmxhC3K25so2jtd20o1uvYYW/RnYrI1mvTaWQyUnqohYlkyU9wiwu5Pkja4RhvM/DnyDvDF0P1mveN1Wa1ojYm3gduCxdgfDI9HsPFlmkbdlqPbrNmT0VeVnMuHLUPk6w2xs8OB2wETEHsAFwHGSupIYJiJeTIYPb0SDNPcRsSh5B3o9YCtJN3bjufvFJx2zxsZyqOREFRE7kTcaTyHzDnybTKT3RLP9JF3R+95NPFXh/G8gB6dzyND9ypKbVckbwFOBx8ga7suQN3fXKPteQiZE3BO4CNin0ZKbiFgc+BmwB/BLSXv34GXVPmdb58lSf3l34BPkcgWvwcfXGWZjxYS+yzaIJF0UER8AToqI1YAvNUra1I4yO/Br8uR7ExlOfBSwQAiUpOcj4pvAScD+5OxrzziM2Kyv1geebDWwBZA0LyKeLPtY71zG0KzYdKCdm5nC5/VeeQd5fpxKDuq+UZvYsNz4eT9wPDBJ0r5l+1uA75KRUV8AXkMOWv9Uws+vYOG8FB8ml/Y8D/xHL19YKxGxHPBKhkKUXwYswtDN8H+SoclmZqPOM7cDpiQZgUz6MLl8PQ94sMluajRIjIgvAJ8iMxe/odTmq3v3sWQ4/idwnaRtRvAyWur2HVDfUTVrrKzln84YDJWcqCJiBsOrQb5O93tjEfEh8ubukZK+0aLt+4GvV7ct+58MXEoOdL/PgmG9Cx2GPLe/Q9JZXXkRLVQllFqFHGBXBrMbl/5UBrM3s2BiqboJIScaX2eYjQ0e3A6YqpT1nWgYLhQRfyHDETepJHZqse5mLvBUry9qPbg165+I+DljNFTSbCyIiD+RM6nTJD3dou2SDIXub162TSfrwM+UtFJErAt8msx1Mb3mELOAc4EvSrqdPqlTCojy+a8MlQS6QtIj/erTIPF1htnY4MHtgImInYezn6S6IUMlvBBJU6u2NRvcPkyuy1ui9rFu8uDWrH8iYhvgKjLU8FZyhqpVqOQOkq7re2fNRkE5Vz7dQZbjmcAS1VmOy7apkpasabsuVUkX+zmgrelH7eD2CTIR1nnAja633JyvM8zGBg9uJ7hSlmAxSZOrtjUKS14CeBJ4XNIKPe6XB7dmfRQRb2YMhkqajQVVoftrt6qHGhFrAjOAWZKWK9sCmAvMlrRyF/pzMjmLfNhIj1V1zMrg9kKyDNB0ht4LngSuJG96XQbcIOn5bj33eODrDLOxYZHR7oCNujuAJUrG5Fb2JJOV9LwurZn1l6T/BTYBTgNmM7TGrvIxG/geuYTBA1ubaK4tn79RSt3VVSoLnEIOCq+peuhFZJ3Y+7vUnzcDh3bpWBXXkGHHrwOWJzM9fxT4P+AZ8hrgS6XdYxFxYUT8e0RsW163mdmoc1bFAVfuBm/AgnVkb1X7U/K/JC9oPwa8p8nzrAicQJ6wfzbsDpvZmFXCIQ8DDhsroZJmY8Tx5FrzvYDrI+KrwNUMDVZXBXYEPgRsSp4rj6vaf5/y+apudywiDiYTOzVNBteKpP2qvhbwp/LxtfI8mzBU5/aV5M/j1WWXOcC0kTy/mVk3OCx5QEXE+sDRwH7AUjUPzyGTURzXqkxQRKxArrGbTp7ATgb+QAmtiYiVynMcTa67uxd4qaQ53Xs1dfvlsGSzAdOLUEmzsaIMIr9DzsA2C91/BniPpNOr9v0kmbzxG5KubbBvJ3154ZxWEk0KuJuhxE+XS7ptpM/T4LnXBnYlb4hvVTa7zq2vM8zGBA9uB1BE7A38EJjCUGr+WgKeAt4i6RctjrcjWXC+9q7rY8CylWbAo8Aekm4YZtfb5sGt2eDx/5mNdxGxAVk+7w0sfM58nIxs+qKkv/e4H9WD22vJEOJKNF7lwu5+FizZM6w+lZvpO1d9rF55qHyeD9wkaYvhHH+88Puf2djgwe2AKbVm/0ImfbkN+ApZN+8e8oS2BrAb8HFgfTL5y6at7uCWBBjHAweQd6WrPUfOBP/7SMOe2tWDwe3XyBmld3TjeGa2MF/c2URRlgStC6xADvIeBm7vYEnQSJ9/gf+1iJhCJoGqDEC3ZuhcXunTwwwNdq+Q9JcGx34pCw5mV6k8VD4/B/yxchzgSkmzu/biBlRE/BRYVtKuo90Xs4nMg9sBExHfBo4Afgu8TtLcBu0mAxeQ5TtOldRwPW3NfpOALcn1Q4sADwLXS3qyC91vW01JgvslvajN/e4A1pDk9eRmfebBrVl/tPpfK+fybRlaI7sNC2ZCV6PzZFWYc2Uw+wxwHUMD46t7vTSpnyLiduAhSdu22f5KYDVJ6/W2Z2Y2HB4ADJ5XkSeddzca2AJImhsR7wb+zlDCh5YkzaMHCS9GqFHodbfam5mZjRvlXH4ZcFlELAPsDnyCvHnd6hw5j5I5mRzMXluON16tTQ7827U6sGZvumJmI+XB7eBZlayT1zRRFICkf0TErLJPXRGxpqS7uti/bvkJuZ7pkA73WxJw7T0zM+uJiFgD2JjMSbF4s7aSzuxLp6pExHJkNuNKWPHLyEisyqD2n+SgtZFlJD3b004OtsXJdcZmNgY5LHnAlELySwFLtzr5RMQSwBPAnEoh+TptngfuZMGkE8Mu+VHCmboWRlyO94Ck1do41irk2uOH2mlvZt3lsGQbzyJiG7KqwFat2lb06n+hJqHUiuQSpMpgdmOG6lMD3MyC5/gHetGnQdXhdcY04BFglqSVet45M+uYZ24Hz1/IO7KHAN9t0fYQ8g7jn5u0mU+G5KwNvB0gIu5jKFHE5ZJu7bCPww4jjoidyDVC1aZGxDEt9p8OvKZ8fXWHz29mZtZQRGxBJm+cRJ5n7iFL442FcN0HqVpLC/yVoZJAV0h6ZLgHjojNyeVQawCTq8t8lRvoq5Drd+8e7nP0W0S8DNisZvPkUuqp4W7kdcZ+wKLkGmQzG4M8cztgIuIw4FTyhHok8L3a7IwlkcS7gC+T2RIPl3Rag+MtxYIZFrdi4QyLD7HgXd+/Nelf23dAS/v7gBUkLVG+PxY4tuq5g8b1BBc4VPn8KLCLpL+28/xm1j2eubXxKiJ+DuxF3mB+h6QbR7k/9ercPgF8AzgPuFHSsENny2zwmQzl7AhqatmWa43bgJWBjST9Y7jP10/lOqP6hnm71xmVts8Au0saa/lJzAwPbgdOKT/wK4YSSz0AXEneQV4SWIvMirg8+SZ8MfDadssTlJPVduRAdxeynEAl0ULlGDMbheOMNIw4It4A7FPV7BBgLrkGt5H5ZH3BvwHnSZrZ6rnNrPs8uLXxqiwJmg68fCzcPI2I68gbw+tExC/Im9TTGTpPP0leG1xBJpa6QVJb+ShKWaFrgE2B+4ALgTcDU2r/tyPiaODzwNGSjh/hy+qLiDgEOLRq087kgPWaJrtVX2f8YBgRbWbWJx7cDqBS5udk4HAySQQsONMJ+Ub8HeBjzbIqt/FcSwB7AEcztM7ohbu3dcKIP0ueVE9odliGwohfAvxU0oENnr+jmWAzGz0e3Np4FRFzgOckLTPC41xK3iCue86r0/7H5P/Ubi3aBfByhm5M70je5Ia8PphDLtm5nBzsXtdosBsRnwC+BFxL3hyf3eh/OyI2IsOgr5b0ynZe01jj6wyz8cWD2wEWEWuS6z82B1Ysmx8GbiQHjMPKghwRy7JgpsWXU5NpUdIGpW1Pw4gjYmfgGUnN7qia2Rjgwa2NVxFxE7ABMFXScyM4TqdLd+4A1hzO/1REbMJQndtXkrXjK+fnOZKmNdjveuAVwLaSrivbGg1ug1wmNXtQEyyVmdy5kppFiJnZgPDg1oiIFVgw0+ImLJhp8e8MJae4XNL9Vfs6jNjMgAVDJUe7L2bdFBEfBk4CDpR07giO0+ng9i5gtUYVBdo8xtrArsB7qBOBVaf942QyyimVJU3NblxFxMNk+aAlah8zM+s3D24nuIj4K7Bh5VvqZ1p8uIPjdTW8p9Tr25K8K/z7msdWI8OzdybXG/+KDMO+rxvPbTZR9CpU0my8iIhFgF+S56O9hxtN1GFeiiWB2cBTjcr5NdhvfYZuVu8MrF55qHyeD9wkaYsG+88hB79Tq7Y1mrldlAx5nitp2Xb7OJaUXCNrAvNqI97K+uNjWfA64zhJT/a9o2bWFpcCso0YyrJ4CvC1kZQNIO8OP9ONjhXvAo4Dvgq8MLgtJ6MrgHUYOmG/EdgiIl4haU4X+2A23u1CJqdr17bkxaDZRHE0Wf5lG+CqiLiyfP9Ei/1OJ0vtVVsiIl5J47J5lbwUbyGrF/yu2RNExEtZcDC7StVxAJ4D/shQib8rJc1ucsi7gRdHxOqS7mn23OR7xxJkFulB9W5yVv5UcnYbeGHgfgUZol35Wb4M2DUidhxJeLqZ9Y4Ht2NYmU3pBjWZYXkcmFY+PgV8MCKuIhNOXAFc30k5AUmXj7CvtfYon39Ys/1QYF1gJvBpMhT6OGA94ANkGSQz641Fab90htl48Fnyb74yyNmJXMfaSCUSKliw7AzAsuQ5tpXKc321Rbuba/r2DDnwrpTwu7rDG76XAC8G3kueX+t3LpNbfqU89wUdHH+seU35/IOa7W8mc5rMBb5WPn+UDO0+AvjvfnXQzNrnsOQxrIQvNVN9Mqv3GNSpTVfzHEEWM6/c8X0lUAl/qs6weBl5kmyYYbEcr6thxBExgywev5SkeVXbf0PeMX63pO+WbbuRJ+U/SNq20THNbEH9CJU0G2QRcTrDu6HzJ+DDVd+vBTxPlsFrpDovxfck/bZF354iy9hUBrPXVp8vOxURawG3kBMgHwe+DcxgqK7uImT92y+T5YJmAS8ZYdTXqImI28jZ9WWqw41LiaXXAkdJOqls2x84m5z93nkUumtmLXhwO4aVDH71LEfeCV6GoZPZveRAdlVy8LgTeQH6eeAxSWd08LybMlROYCdgBYZO6k+Rd4Ff02Dff6eEEUv6WNX2SeRa3uowYpEF4BuGEZe1P/MkLV+1bTHyxL84mbxmdtleKa7+5KCu/THrh5Jpfe2qTZeRmcv3pb1QyTcCl0n6fz3rpNk41IuyMxGxuKRnu3W8csz9gB+TA9y5ZOjxomR484uBqeR7wtPAPpIu6ubz91NJoPV89XVDGcDPApYCVpX0UNm+GEPZoZevczgzG2Ue3A6YiFiGDDeaBhwg6aoG7bYHziUHuFtLenwEz7kXOZhuJ8vib8kB8VaSbqza/h7gmywcRvwi4FOS6oYRlzvSi0iaVLVtG/Iu9Y2Stqxp/whZqmESZlZXKeFVHSrZbgmvSlvIC9r/62rHzMa58r/3pKQTR7svrUTEVmS01fYNmlwLfFDSDf3rVfdFxDxgvqQpVdteTg7kb5a0SU37R4ClJS3Z356aWTu85nbwHEOuK9270cAWQNLvIuJw4OfAZ4Cj2n2CiFiPBZNTrFHTpFm4dKUEyM012w8kL54/WRVGfB8ZRrwvjdfI3g2sHxEvk/Tnsm2f8vnKmn4vAiwNPNSkf2aWMxLVWUHXIv+vuxYqaWYLk/S5Xh4/IjYHXkWetydLOqzqsSXIZFOSdHerY5UatztGxLrkAHdVsub9g8A1km7twUsYDfcDa0bEepJuK9teVz5fWaf9UuSNejMbgzxzO2DK2pCVq1P0N2kbwJPA/ZLWb9JuAxYczK5aeah8fp68g1kJgb5S0qwGx+pqGHFE/DeZyfAact3SqmTSh6nAqyRdWtV2E+DPwO8lbdfo9ZrZgnoRKmlm9ZVB5vzabLvlnPgeFsxLcWo7SR0jYkXgTHItLNTJt1GWB90GrAxsJOkfXXg5Ay8izgQOIicDDgdWAy4GVgT2rY5QiYgXA7dSJ3LMzMYGz9wOntWAttbWSFJEPF/2qSsiHiDfwGFoMPsscD1DtW6v7qCmW5B3NattAUwiTwYvlB8o/ZtNDlQb+TLwVrL0yLVVz3F19cC22JucHW5aNsHMFvI58kaY2YRXzpsAf5e0cc22TkjSAtdZEfEuMsvuj4G31bT/OZnACPI8tzewV/ncrL9TgF+TyZ3uAy4kM/1OqW4naV65Yfx54ADg+HZeRMmKPJ28Qd1QbY3YAXIC8Cbg9eSsNOTP/2bgFzVt9yyff4+ZjUmLjHYHrGMzgaUiYodWDUubqWSimEZWIhNCXEGe8HYHpkvaQdKnJF3UYbHyu4HFI+JlVdv2KZ8bhRE/3OhgkmaQtXMvJ5M4PAScBryh5liLkqn5gzzJm1mbJH1uENYAmvVJVH3U29buR71rrMrg9cwFnjDi9QwNnM4iz3PPAntFxEEt+vsBcmB7LbCxpCNofLPqpzX9qCsilomIL0XEv8qx7gHuaPJxe4s+jlllydO+ZEboSv6B3wKvrzNrfkT57OsMszHKM7eD5wIybOa0iNhT0r/qNSrrZk8j36R/2eR4O5Glc57pUv8uJTMp/ndEfJgMI35f6cfPa9puRN4JblokviSmapWVdT5Z0ggyBNrMOtCLUEmzAVXJHfFsnW0jtXH5/Iea7W8nz5NflHQ0QERcS5bhOZiFa71Xe2PZ90PV0VEN3EK+rg0aNYiIVcgSgGvTOHv6Qru12W5MknQBcEEJ736iXimlssSqcqPhln72z8za5zW3AyYiVgVuApYn16v+lJzVrNSKXY0csO5HhgI/BGwm6YEe9+sPpU+7lf5VhxpXwohfWbPPp4D/oKZskJn1V3WopKS31TxWqfUIQ7Mav5TUNFTSzBYWEbPICgDTarY/AiwLrCvpzrJtMjlr+oiklZscs5LTYorKRV1E3E+pS1un/cNkTdclGhzvO+RN9FnAF4DzgXslPd3RizUzGwUe3A6giNgQOAfYkMblOyrrRQ6U1PM7jNUn0pKt8QRgG3IW9QKyCPqjVe0XBf5FZmndS9KFve6jmdUXEeeR6/peK+niqu2vB35Gvs+cRZbwOoi8kD5YUrPZJDOrERFPA89IWrpq2wbkTOBtkl5c034mWd6uYdmZkshR1YkmGw1uy7l3DjC3SSLHe8ioqzdIql1zamY2pjkseQBJuqXUYHszmRRic4aSQj0M3AicDZxVG2LYp/4NK4w4Ig4u38+W9LOabZ324czWrcys6EWopNlAGu55p54656KHgNUi4kWS7i3bKpER9cr7TSLr1TdzN/DiiFhdUtNlPsAuwBLAX5q0WYHMxXFBi2MNnIjYqXz5lKTra7Z1RNIVXeuYmXWNZ26tK5qFQHVwjPnkhfStkjaq2daRkfTDbKLpRaik2aAa7nmnnjozp+eQyYu+R5a5W55MBLUO8DZJP65quyaZ5OjPkjZr0t9TyNwWX5L06bJtoXNy+d+9iryx/AVJxzY43u3AitWzy+NFF68zFsqEbWZjg/8xJ6jKGllJ6412X6pcQZ5g7qqzzcx6ZzK5hv8FJVRyOTJU8s7Kdklzy2B4ej87aNZHvTzvnELmxDiMjL5anEzUdg9DmYwrKjVrb2xxzBPK8Y6KiAfJyIoXlMoEryZL621KrqU9pcnxzgc+FBFbS6qN5hh0d5G/2/vqbDOzccAztxNUl2ZaXwgjBr5FlhV6x3CO5TBis9ETEXeTyejWrIRKlmznJwFnSHpHTfs5wBxJK/W7r2aDriRwO4GhxIv/BN4q6Yaadr8ja7y/TdKPWhxzP7J27mLk2vglgEWBP5IVDKaSuTieBvaRdFGTYy1b9nsE2F3SrA5fopnZqPHgdoLqdhgxGbq4EkPZVDviMGKz0dOLUEmzia6E9z4kaduqbTuRURI3AZuQOSf+WVtaKyIWZ6ju7W/aqTcfEVsBJwPbN2hyLfDB2kF0nePsBKxBzu7OI2eCrweeaLaf16Ca2Vjgwe0E1aXB7WUMhRG/mhzcXsnwBre7DrcfZjYyEbEz8Fvyf3cOC4ZKvri6BEhEHA58Bzhd0jtHobtmA6HcAH5A0mo12+6X9KIePu+65AB3VWAR4EHgGkm3trl/9RrUdm9Yew2qmY0JfiOyYZO0S+XrMlheYJuZDQZJl0fEe6gfKllb27IyoP11v/pnNqCeJdez14pePqmk24HbR3AIr0E1s4Hlwa2NGSWEqxs0xhJlmY0ZTUIl/wysTOtQyS+Xb3/Tnx6bDay7gXUiYitJ1/XrSUtW5OlkBEZDku5qsH3t7vdqbIiIS7t0KEnarUvHMrMucljyBNWNsORuH6+EQjUjGt/xrn5MXsNrVt9ohUqaTTQRcRLwYXKN7Z/JElq7lO9/18GhWg6kImIZ4JPAAeRa+XaOOeEmOLpwnUF53NcZZmPUhHtjszGt0brb9YATyWL2ZwGXA/eSJ5hVgZ2BN5GJLz7GyMKxzMa7UQmVNJuAjiFL7+wGbFm1fQlykNuuprMQEbEKcDWwNu3/H0/U//dGFR2WI39fy5CloOpdZ+xEVof4PPBYz3tqZsPimdsJqkszrdWDyOXJxBUPD+NQDcOII+JFZI2/2cBrJd3WoN26wIXANGALSffVa2c20UXEv8iZnW0roZL1ZnPNrDsiYiNgY2AKcBp5PvtwJ8eQdEaT438HOJysX/sFsk7tvXXWy1sdZdb7OvL64QBJVzVotz1wLvn721rS4/3rpZm1y4PbCaoyuCXvSrYdjhgRdwBrSFqsH2HE5aR9GLCTpKtb9G0HMlvzqZLe3aJvZhNSP0MlzWxBvbiRFBH3kLOLb5D0i24dd6KIiBPJ98S9Jf2yRdu9gJ8DJ0o6qg/dM7MOeXA7QdUMbts+0ZbB7ZqSFi3lQ+rpOIxY0uUNnu8uYBlJy7TZv8eBWZLWbKe92UQTEVOB88hQyZHwmjOzDkXEscCTkk7s4jHnAfOBqbVJ4Ky1iLgNWFnS1DbaBnlD8H5J6/e8c2bWMQ9uJ6gRDG7vA1aQtESDx7saRhwRc4H5kpZqo2+Vk84ikuqtKTSzotehkmbWH2WJ0IqSlh7tvgyicp3xrKRpbbZ/HFhM0pTe9szMhsMJpSaun5ADy0Pa3aEkrVgJeKhJs2OBFYD9Gg1sIevwRcQ7yTDiY4FGYcT3A2tFxF6twoWAPclEOTNatDOb8CTdDNwMEBGnAXM9WDUbSOcDH4qIrSX9YbQ7M4BmAqtGxA5tLn+aCjivh9kY5cHtgOm0ZEf1Gtny/U7k+rqZ5QNgakQc0+wwZM2815Svm735v4YMuWp6ggCQdHVEPAm8tkmznwIfBb4fEQdKuqJuByN2BL5PruU9t9Vzm9kCPkdGPZjZ4PkPYD/gmxGxu6RZo9yfQXMBmZDrtIjYU9K/6jWKiPXIKBcBrW62m9kocVjygOk0GUX1Gtny/bHkTOkC9draOVT5/Ciwi6S/Nni+roYRR8Q04AZyHa+Aa8k1vJW7pquR6fm3K338J7CVsxiamdlEUG5arwGcQuay+DZwPfBEs/0a3SyeaCJiVeAmsurDM+RN9XrXGfuRuUQeAjaT9ED/e2tmrXhwO2CGMbhdYI1sRLwB2KeqySHAXDJMuZH5wOPA34DzJM1s1LCs/VmLzrIOzpC0bpN2qwBnAruXTbV/tJWB9yXAIT7hmJnZRFGuCzq9Ya1KRJdBRGwInANsSOOfX5BLOQ6UdEu/+mZmnfHgdsB0Mrgtg8J7gIcate92WYKIOIEMI36YPAE0CyM+l1yfe1I7KfXLPgcAmwMrls0Pkwmszm4nFNrMzGw8iYgZtDegXYCkdbrfm8EVEYsBb6bJdQZwlqTnRqeHZtYOD27HuKo1shWfJUN5T2i2G0NrZF8C/FTSgQ2OvzPwjKRrutBdhxGbmZmZmdmo8OB2jOv1GtlecBixmZmZmZn1mwe3Y1wf1sguB2wJzJb0+5rHVgNOBnYGlgR+BXysUU3aOsd2GLGZmZmZmfWFB7cDpgdrZP8dOA74qqSPVW2fBPwVWIehmVYBtwGvkDSnG89f05dm5Yg6Iunz3TqWmZmZjU/DuPZ4GpgF3AL8QdK8rnfKzIbNg9sB04M1sr8l18BuJenGqu3vAb5J1sL9NDlbfBzwIuBTkr7cjeev6Ut1xsdhH4bMArloF7pkZmZm49gIrz0eB74BfF7SM93rlZkNlwe3E1zJsrgGsFT13ceI+A2ZyOrdkr5btu1GrpP9g6Rte9CX0xn54BYASe/oxnHMzMxs/Kq69ngDmYxzDpkYs7IEa1VgC2Aq8BhZwnAZcsnVGmXfS4A9Jc3vY9fNrA4PbgdMt9fIRsQcYJ6k5au2LUbejVycrJE7u2wPssD5k5KWdRixmZmZDbJybXMO8HrgU8A3JM2taTMJeD9wPJnL5M1l+1uA7wKTgHdKOqOffTezhXlwO2C6vUY2Ip4CFpE0qWrbNsA1wI2Stqxp/wgwVdIkhxGbmZnZIIuIDwEnAUdK+kaLtu8Hvl7dtux/MnCppN2b7W9mvbfYaHfAOrZH+fzDmu2HAuuy8BrZ9YAPAI3WyN4NrB8RL5P057Jtn/L5yuqGEbEIsDTwUNl0Jl0KIzYzMzMbBe8AniNnYFv5LjkQPoxcawtwRtn2sp70zsw64sHt4FmnfL65ZvuB5EDzk1VrZO8j14HsS+PB7aXAi4H/jogPk2tL3leO9fOathuRocr3AEg6dASvoyMRMQ04HHgVucZlsqT1ah7fJ7ulH/SrX2ZmZjbQ1ieXWz3dqqGkpyPiSfK6qbJtVkTMItfhmtkoc1jygBnJGtkGx1sbuIlMlPDCZuBqSa+safsp4D+oCYnutYjYDjgXWJmqkOvaUOaIuAHYDNhZ0lX96p+ZmZkNpoiYSSaSWlvS3S3argnMAGZJWq5sCzJabraklXvbWzNrZZHR7oB1LIClarZtQSYzuKkysIUc/QGzgcmNDiZpBrArcDkwjww5Po3MGjj0pBGLAkeU5//1SF9EuyJideAXwCrAhcDbyWyF9XyL7N/+/emdmZmZDbhry+dvlMmCusp10ClkZFt1OcYXAUsA9/esh2bWNoclD56RrJGtq9S3/X8tnnc+OSsKOUvcVBfDiI8ClgXOrIRBR8QJDdpeWD7v0qp/ZmZmZmQG5D2AvYDrI+KrwNUMDVZXBXYEPgRsSg5uj6vaf5/y2RFjZmOAB7eDZ9hrZEeiaha4pUZhxDXHe7xkGNwsIu5oEkb82rJvy7JDku6JiLkMrUs2MzMza0jS1RHxTuA7ZFKo7zVoWlnq9R5Jv6vavjSZ5PN/etpRM2uLw5IHz5eBJ4BtyVCa88g31t9JurSm7d7kwPB39EkPwojXAOZIuqvNLsylSRi2mZmZWTVJZwIvB35AXmNFzccT5bHNJJ1es+8XJb1d0rWY2ajzzO2AkTQjInYFTgC2IUOELyDDd19Qb41sRBxcHp4t6Wc12zrtx5kNHup2GPHTwOSIWETS/GZ9ioilyKQQM5u1MzMzM6sm6VbgkJIgal1gBfIa6mHgdjkDq9lAcLbkcaq8OU8r3z4uSRExn5zJvVXSRqVdZVtHajMVVz3vP8jauutUZlsj4n5gpXr7lOzPz0qa3uB4fyATZm0u6aZmxysD9dNxIXUzMzMzswnHM7fjVIM1sleQA9m76mzrluGEES/d5PHzgS2BzwAHNGoUERsA/0m+lrPbfG4zMzMzMxsnPHNrXVUKmU8msyPPL9sazbQuRQ7AZzaqDVfa/I0cNJ8PfBU4hwwXmgZsDOxHJtWaCtwMvELSs11+aWZmZjaORcQa5HXFsmRCzoaaLM8ys1HkmdsxrE9rZLvtH2QY8abATS3a7k8mNftLowaS5kTEa8l1xfsylHIfFixJFMDtwN4e2JqZmVm7ImIb4GvAVh3s5sGt2RjkmdsxrB9rZLstIj4FfAH4qaQDyraFZm5LGPEV5Azs+yR9u8VxpwGfAA4GVq95+EFyre2XJLVVrsjMzMwsIrYgr0cmkTfK7wHuBeY120/Srr3vnZl1yoPbMSwiLqOskZV0SM22jvTrTbjbYcQRcSP5eg+UdHvZtjpZ33cR4EFJM3r2gszMzGzcioifA3uRUWTvkHTjKHfJzEbAg9sJJCJu79KhJGm9Js+zIRlGvBaNB+KVMOJXVwatDY41D3hG0rRGbczMzMyGIyJmkmUEXy7pr6PcHTMbIQ9uJ5AS0tyMyEFnq8fUKsy5W2HEEXEbGdLcLKOymZmZWcdKScLnJC0z2n0xs5Hz4HYCiYidGzy0HnAiud7kLOBycr1JkOG/OwNvIteffIwsZn55g+foahhxRHwTeDewvaTft7ufmZmZWSsRcROwATBV0nOj3R8zGxkPbie4iHgRcCNZkue1km5r0G5d4EJy3ewWku5r0K6rYcQRsRrwJ3Kw/SpJj3TjuGZmZmYR8WHgJPKm/Lmj3B0zGyEPbsewfqyRjYjvAIcBO0m6ukV/dgCuBE6V9O4GbboaRhwRO5F3VE8EniVT718DPAw832g/SVd04/nNzMxs/IqIRYBfAluS5QSvGeUumdkIeHA7hvVjjWxE3AUs0+5ak4h4HJglac0Gj3c1jLim9FHQXqZoSXINZzMzM2sqIo4BFgM+ACxD3sS/Dnii2X6SPt/73plZpzy4HcP6tEZ2LjBf0lJt9CeAJ4FFJE1u0KarYcQRMYPhlT5aZyTPa2ZmZuNf1U306smCZtcdQRuJNc1sdHhwO2B6sEb2drJkz96SftniufcCfg7MkLRugzYOIzYzM7OBEBGnM7yb6O/ofm/MbKQ8uB0wPVgjewLwUXLweWCjQWZE7AicC6wAnCTpqAbtHEZsZmZmZmZ958HtgOnBGtlpwA1kqLOAa8kw58pM72rATsB25GD1n8BWkh5vcLwZOIzYzMzMzMz6zIPbAdPtNbKl3Spk+PDuZVPtH0VlHcolwCGSHui442ZmZmZmZj3kUNDBcz+wVkTs1WqNLLAnMBmY0axRGay+uoQeHwBsDqxYHn6YXON7dqswaDMzMzMzs9HimdsB0+01smZmZmYTQURUElv+XdLGNds64VwhZmOUB7cDpttrZM3MzMwmgpL0EnJwu1HNto5IWqRrHTOzrvHgdgB5jayZmZlZZyJirfLls5USiVXbOiLpzq51zMy6xoPbAdbpGtmIOKZbzy3p8906lpmZmZmZ2Uh5cDuB1NSgHfZhyLUmi3ahS2ZmZmZmZl3hxfATy5mMfHBrZmZmNnAi4uBuHUvSmd06lpl1j2duzczMzGzc61IEGwCOYDMbmzxzO4Z5jayZmZlZ11yBI9jMxjXP3I5hXiNrZmZmZmbWHs/cjm19WyNb6uceDrwKWAOYLGm9msf3IQfKP+hHn8zMzMzMzNrlmVsjIrYDzgVWZqhG7kKzvRFxA7AZsLOkq/raSTMzMzMzsyYWGe0O2OiKiNWBXwCrABcCbwcea9D8W+Tgd//+9M7MzMzMzKw9HtzaUcCywJmSXifph8AzDdpeWD7v0o+OmZmZmZmZtcthyQOqW2tkI+IfwHrAOpLuKtvuB1aql4QqIuYAz0qa3r1XY2ZmZmZmNjIe3A6gbq6RjYi55GB1WtW2ZoPbR4ClJS3ZjddiZmZmZmbWDQ5LHjA9WCP7NLBkRLT8W4iIpYDpwKz2e2xmZmZmZtZ7HtwOnm6vkf0HWRJq0zaee3/yb+Yv7XXVzMzMzMysPzy4HTyvJWvfHtOqoaR7gLnAOk2anU/O7n6m2bEiYgPgP8tzn91mX83MzMzMzPrCg9vBswYwp5L8qQ1zgclNHv8acBewb0ScGxGvpPxdRMRSEbF1RHwJuA5YEbgF+P6we29mZmZmZtYDTig1YCJiFjlYnSxpftlWNwFUWSM7G5gpaeUmx9wQuABYi5yZrdsMuB14taTbR/o6zMzMzMzMuskzt4On62tkJd0CvBw4HriXHMhWfzwEfBnYwgNbMzMzMzMbizy4HTzn08U1shFxYykZtIKkoyWtCawJbANsB6wraVVJn5Q0u0uvwczMzMzMrKscljxgSqjx38i1t+cDXwXOAVYApgEbA/sB7wOmAjcDr5D0bIPjzQOeqa5za2ZmZmZmNmg8uB1A3VwjGxG3ket1l+56R83MzMzMzPrEYckDqMtrZC8CpkTENr3rsZmZmZmZWW955nbARMSN5GztgZWBa0SsDqxK3qx4UNKMDo63GvAncpD8KkmPdLvPZmZmZmZmvebB7YDp9hrZiNgJ2AA4EXgWOBO4BngYeL7RfpKu6Mbzm5mZmZmZdYMHtwOm22tkI2I+Q+t2g8ZreKtJ0mLdeH4zMzMzM7Nu8ABl8FwEvDsitpH0+y4c7y7aG9CamZmZmZmNWZ65HTBeI2tmZmZmZrYwD24HjNfImpmZmZmZLcyD2wHjNbJmZmZmZmYL84Bn8HiNrJmZmZmZWQ3P3JqZmZmZmdnAW2S0O2BmZmZmZmY2Uh7cmpmZmZmZ2cDz4NbMzMa1iJgREYqI00e7L2ZmZtY7TihlZmZjQkTsAvy2zkPzgceB2WSN7xvIEmjnS5rbr/5Zb0XE2sAdXTjUOpJmdOE4ZmY2YDxza2ZmY90iwHRgLWB74IPAj4D7IuJLETF5NDoVEZ8tM8LOzGhmZjYGeObWzMzGov8Gvln1/VLkAHcTYGdgz/L9vwGvj4jXSao76ydp7V521LrmXmDTJo9fBKwG3Afs0eI4ZmY2AXlwa2ZmY9FDkv5aZ/tFwIkRsQ7wPWBXYCPgFxGxnaTH+9lJ6x5JzwL1fucARMSz5ctnG/xtmJnZBOewZDMzGzhllvZVwK/Kpo2AY0evR2ZmZjbaPLg1M7OBJOl54BDgqbLp3RGxfG27VtmSI2LJiPhARFwaEQ9FxLMR8VhE/CMifh0Rn4yIDavaH1rW2R5btU11PtauenyRiPh/EXFCRFwdEY+U55kVEX8q29ds9noj4rJy3MvK96uV/f4REXNLny+NiAPb+flFxJSIODIiLo6I+yLi6Yh4MCJuiIivR8SOERFN9t81Is6IiNsi4qmIeCIibi77rttOH7ohIvau+pm/uY32R1W137xq+y5V23eJdFhEXFl+X09FxN8i4vMRsXSbfds8Ir4VEX8vP5+nIuJfEfHdiHh5i307+rs0MzOHJZuZ2QCT9FBE/Ag4nFyX+2rgx+3uHxGrAJeQa3mrTS8fLwZ2A14OtBw4NXEM9WeWlynHfjnw3oh4m6TzWh0sIrYHzgdWrNo8iQzT3jUiTpT08Sb77wScBaxS89BK5WNzMnHXOsCMmn0nA2cA9QbRG5aPd0fEeyV9v9Vr6YJfkutwVwMOA/63Rft3lM9/knRjgzZLlOO+tmb7RuXj4IjYTdJt9XaOiEWBk4EPALU3CNYrH++MiGMl/Ued/fv1d2lmNq54cGtmZoPuYnJwC/BKOhjcAqcwNID4MXAumZDoWWBlcpD3OqA6I/L5wPXA+4D3lm31EiFVJzZaDLgfOI8sY3Q7MA9Yg8wA/T5gKvCjiNhc0i1N+rwq8LPy9aeBK4C5wFbkIHpV4GMRcaGk39TuHBE7AL8GFifLLP0v8FNyELs48BLyJsE+dfZdBPg/YPey6WLgh2QJn3nkz+vDwEuB70bEQ5J+0eS1jJik5yPiNPJnsVtErCXpznptI2I7cvANuWa7kS+QP89LycRmdwAvAt5J/lzWAi6OiJdJmlNn/1MZGkT/HvgucBtZ0moj4P3ANsDnI+JRSd+o2X84f5dmZibJH/7whz/84Y9R/wB2IS/WBXy2g/3Wq9rv13Uen1EeO71m+yTgmfLYiS2eY/k62z5bed42+rg2sHiTx1cH7inH+0GDNpdVvc67gDXqtHkJOcgUcF6dx5cs+6q0e3Wz1wxMrtn2kbLvc8A+DfabXNXXO4DFuvT3Ufk9zqjz2DrkQF3AsU2OcWrVa1+2yd+fgO81OMbxVW2Oq/P4vlWPf7DBMRYly1mJHPAuW/XYiP4u/eEPf/hjIn94za2ZmQ26mVVfL9fBfsuRM5UAlzdrKGlms8dbkTRDmQ240eP3AP9Zvt272VrX4oOS7q5znH+QM8sAO9XZ7+3kbDHkIPDiJn2aKWlu5fuIWByohDp/W9L5DfabS85EQw7qd234KrpEmWCsMkt9aL2fX0RMAd5Uvj1P0mNNDvkQcGSDx44B/lm+flf5uVT7VPl8gaRTGvT3eXL29mlgaeCAqof79ndpZjbeeHBrZmaD7smqr9tK9FPMJGfIAN4eEX1bqhMR0yJinYjYOCI2iYhNGEqMNY2ciWxkNvDzJo9fXz4vFxHTax57Xfn8NFlLuBNbk+taAc5u1lDSzQzddNiuw+cZrlPL57XJ9ai1DmTo76NZSDLAT1Q/3BhJzwFnlm9XAF5ReSwiVgO2LN+2+hk9xlDpo+qf0aj9XZqZDToPbs3MbNBVD2jbrnMr6WmG1uceANxWsg+/LiKW7WYHASJirYg4JSJmkAPU28nBzV/Kx3eqmq/Q5FD/kDS/yeOPVn1dO9ivZAe+SZ3XBN6y6uvfRv0M0S98kGHNsHDSql45H3i4fP3OOo9Xts1gaJa3kT908PjLqr7equrr09r4GW1R2r7wM+r336WZ2Xjiwa2ZmQ266oHgow1b1fdBMskTwJrAx8hZ0ZmRJXo+ExErNty7TRHxWuBmMnvuWm3sMrnJY081eQxy7WnFojWPVV7L/W30odZKw9gHYMow9+uIpGcYmlHdt3rWOiLWI5ONQa69bpWI6aEWjz9Y9XV1+alu/Yz68ndpZjbeONTFzMwG3eZVX9/ayY6SngD2i4gtgDeSSYU2J8+PlRI9H4+IgzTMrL+RtXd/RA5gngROAC4is+fOLoMyIuL/MTSj2GrN7UgNJ8tu9UD5VcADbe7XbG1rt32XHAhOAt5KZjqGnLUNcuB/WhvHafXzafT7qf4ZHQI0KjVUa4EQ6H78XZqZjUce3JqZ2aB7ddXXVw7nAJJuAG4AiIilyFm+g8gB0jTgrIhYT1K7A7pqB5K1SQH2lfTrBu06SYY1XI+QmZlXa9Wwwb4Vz0r6a8OWo0TS3yPiKmBHsubtN0v5ooNLk19LuquNQ63c4vHqGdrqpE7VP6MY6c+ox3+XZmbjjsOSzcxsYEXESsBbyrdPApeM9JiS5kj6laS3A0eXzVMYSsb0QtM2D7lx+fxok4EtLLimtVduKJ83i4hpHe77x6qvX9Ol/vRCJbHU5hHxcmAPckAP8P02j7F1i8er19b+perrnv2MOvi7NDObsDy4NTOzgRQRiwJnMLQ+9duSOl1z20p14qHaJE/zqvqyZJNjVKKkJpVZxIWUMjVvH1YPO1PJsrwEQ+V62nUVQzOTR0REP2aah+NsYFb5+p0MJZJ6lKEySa0cWH4nCyl/d5Xf1UyqBrSSbmMoA/L+EbF+273uTLO/SzOzCcuDWzMzGzgRsTY5S1uZHbsZ+HyHx1g3InZp0aw65PmOmseqkzKt1+QYlZqoU8j1k7X9WJRcKzqcUOFO/Q9wT/n62Ih4daOGEbF8RLyQ2Kpk8f1K+XZ54JyIWKbJ/ktGxPsjYlIX+t22Umf3h+XbtwN7l6//p7yGdqwMfLXBY58FNihfn1pZM12l8ne4OHBeKQ9UV0QsGhEHRcTqVdtG+ndpZjZhec2tmZmNRSuV2q8VU4BlyRDfXYA9GUreczPwumGUtlmTLGnzd3JG7zpy4DefHGjuAxxa2t4N1Cbu+V3V1ydHxHHkgLcSrjyj1ET9CXA8sCRZHmYzcmA+u7yeD5IlYa4GdujwNXRE0tMRcRA58zcJuDAifgycC9xJDsjWJxNGHQBsQpbOqTgR2BV4bfl8S0R8i5zVfRRYCngxueZ1P/J3dkYvX1MDpwLvL89f0W5IMuTfwhERsQ6ZlOpOYFVyFni/0mYGcFztjpLOjojvAO8if35/K99fSmZZnkzW4t2O/BmvCmzK0E2Hkf5dmplNWNE6G76ZmVnvldmq33awyyyyNuxny2xdo+POIMvvnCHp0GE8393A6yXdVOfYZ1FnNrZYR9KM0u4d5Oxso4ips8gBWWVN7q6SLqt5rsuAnYHLJe3SqLMRcShDGYFf6ENNm92A/6V1SOtC+5cQ7FOAw2md1XkOsGKz30+7qn6Pd0pau4321zG0jvkGSU3XNNf8PewBfLR8ruduYDdJ/6z3YAk//yzwSVpPJDwDbCzpX3X60UzDv0szs4nKM7dmZjbWzQeeAB4nZ7BuIGdNzx/hoOlKcvZsd3LQuBYZjjqFLF/zF3KN6qmS5jQ4xtuA68kZuA2ApakzgJV0WkTcChxFzs5OJ9ev3gScJuknbYSido2k30TEusB7yIREGwHLkGtI7yV/Nv9bb2BcQnvfFRH/RQ5wdyZnG5cmB7N3ketQLwZ+1o2B7TD9gKHB7fc63PcZMjrgCDLT8kvJv4s7yFnu/2wWKSBpPnBMRJwGvBvYDViH/BnPI3/GfyZvZvxUUnWW5W78XZqZTUieuTUzM7NxJyJOJQffc4HVJM1q0X4XhmZMF5o5NzOzsc8JpczMzGxciYipwJvKt+e2Gtiamdn44MGtmZmZjTfvJcOkAf57NDtiZmb94zW3ZmZmNtAiYjEyA/GSwE5kMifI5Fu/a7CbmZmNMx7cmpmZ2aBbnaF6whVPAR8Yhb6YmdkocViymZmZjScPk7Vfd5D019HujJmZ9Y+zJZuZmZmZmdnA88ytmZmZmZmZDTwPbs3MzMzMzGzgeXBrZmZmZmZmA8+DWzMzMzMzMxt4HtyamZmZmZnZwPv/a+f+P3opIHgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set seed for replication\n", "def mymantel(Dist1, Dist2, ci=[5, 95], method='pearson', common=False, seed=128):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " if common==False:\n", " mydist = df[codes + [Dist1, Dist2]].copy()\n", " else:\n", " mydist = df.dropna(subset=measures)[codes + [Dist1, Dist2]].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2]], index=codes[0], values=Dist2, columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1]], index=codes[0], values=Dist1, columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " return mymantel\n", "\n", "#######################################\n", "# Figure with all measures\n", "#######################################\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "#corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrsAll.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(spear_corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = spear_corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=spear_corrs3m.loc[spear_corrs3m.DistType_1=='FB'], order=spear_corrs3m.sort_values('mycorr').Dist2, hue_order=spear_corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=spear_corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in spear_corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=spear_corrs3m.DistType.unique().tolist())\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeSpCorrsFBAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Common Sample" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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iaQVMBG4AhqSUbq7mfl7my+Thv1lcX5BLGH4GbJNS+jTP2BolpTQaWJ/cKO6D5F4z0zrbJpGbJns4MDil9MwKdaeT+75/Su5elpL7Tv5H7jnNTVNKtb03uFD38C7wdXI/D0+R+0VGF3Lf8ZvAVeQS0ZX+bGpobwm557MrRoXLs7YeA/bJVsyuzQ+Bi4B3yE3lHZht9VptOLufLYDz+PKZbbLj84HNU0r/rU9b9fQ2ub9PV5N7zngWue9vDvAcuen826WU5tTUgCQVgyjgInySJEmSJDULR24lSZIkSUXP5FaSJEmSVPRafHIbEf0i4oqImBgRiyJiWkTcl61Y2Jj2UgM23ycnSZIkSQXQop+5jYjNya0M2TP7aA65xSBKyK24eFZK6eIGtjm1jiJdyC2asgQY0JQrTEqSJElSS9Fik9uI6EBu9cCB5FYOPDKlND4iupB7BcBPs6K7pZQeLWC//yK3QuI9KaV6vR+vV69eadCgQYUKQZIkSZKKyquvvvpZSql3bWVa8ntujyeX2M4jt+z/xwDZMvinR8QG5N6/eBG5d/zlLSK2JJfYAtxY33qDBg1i3LhxhQhBkiRJkopOREyuq0xLfub2iGw/qiKxXcEl2X5IRGxUoD7/X7afTu5dg5IkSZKkAmiRyW1ElAJbZaeP1FDsRWB2drxTAfpsDRyend6aUvoi3zYlSZIkSTktMrkFNgYiOx5fXYGUUjnwTna6SQH63APokx3Xe0qyJEmSJKluLTW57V/l+JNaylVc619Lmfoanu3fTCn9q67CETEiIsZFxLjp06cXoHtJkiRJWnO11OS2U5XjhbWUW5DtO+fTWUT0APbOTkfWp05K6ZqU0tCU0tDevWtdFEySJEmSWryWmtxG3UUK6jCgLfAFcOsq7luSJEmS1ngtNbmdV+W4Qy3lOlZTvjEqVkl+KKX0aZ5tSZIkSZJW0FKT26rP2Q6opVzFtSmN7SgiNga2zk5dSEqSJEmSmkBLTW4nACk73rS6AhFRAgzOTt/Ko6/h2X4GcF8e7UiSJEmSatAik9uU0lxgXHa6Sw3FtgG6ZsdPNKafLEH+fnZ6W0ppSWPakSRJkiTVrnVzB9CMRpGbLnxERJyXUlpx6vHp2f7VlNI7NM4ufDm1eZVOSf7iiy+YMWMGs2fP5osvvliVXUsqgFatWtGxY0e6dOlCaWkpEat6HTxJkqTi0pKT278CpwADgfsj4siU0lsRUQr8CjggK3dW1UoRMQh4Pzs9KqU0spY+KhaSeiul9EqB4q5TeXk5H374Ie3atWPdddelbdu2/sNYKiIpJZYtW8a8efP47LPPWLhwIX369PHvsSRJUi1abHKbUloYEcPITTkeAoyPiDnk3mlbQu6Z3LNSSo82pv2I6ALsl52u0lHbmTNn0rp1a/r37+8/hqUiFBG0bt2abt26UVpayuTJk5k7dy5dunRp7tAkSZJWWy3ymdsKKaU3gM2AK4H3gHbA58ADwC4ppYvzaP4Qcq8ZKgduyTPUBpk3bx7dunUzsZXWAK1ataJHjx7MmTOnuUORJElarbXYkdsKKaWpwMnZVp/yk4A6s8aU0rXAtXkF10iLFi2iY8eOdReUVBQ6d+7Mp5/6imxJkqTatOiR2zVVeXk5JSX+0UprilatWrFs2bLmDkOSJGm1Zga0hnJKsrTm8O+zJElS3UxuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbqXVxKBBg4gIxo4d29yhNImIICKYNGlSc4ciSZKkNVCLf89tS/Wr6+Yxd0FzR9F4pR3h/GM6N2kfCxYs4MYbb+TBBx/kjTfe4LPPPiMi6NOnD1tttRX77bcfBx54IB06dGjSOCZNmsTIkSPp1q0bp5xySpP2JUmSJBUrR25bqGJObKHp47/vvvvYYIMNOOGEE7j//vv58MMPKSkpoVWrVkyaNIm7776bI488kg033JAnn3yySWOZNGkS5557LpdffnmT9iNJkiStSmVlZZSVlRWsPZNbaQUjR45kv/32Y+rUqQwePJibb76Zzz77jHnz5jFnzhxmzZrFXXfdRVlZGZ988gnPPPNMc4csSZIktXhOS5aqePPNN/nhD39IeXk5e+65J3fddddK0467du3KgQceyIEHHsgdd9zBhx9+2EzRSpIkSargyK1Uxdlnn83ixYtZa621GDVqVJ3P0x5yyCGcdtppAIwdO5aIYNCgQTWWHzlyJBFR7+kXgwYNYscddwRg8uTJlYsyVWwjR46sLFvXgk2TJk2qLLOisrKyyvZmzZrFz3/+czbaaCM6duxIt27dKsvNmDGDG2+8kQMPPJCNNtqI0tJSOnXqxCabbMJpp53GJ598Uq/7kiRJkgrNkVsp8/HHH/PAAw8AcNJJJ9G1a9d61asuWSyU3r17M2fOHGbOnElJSQm9e/de7nqhF7OaPn06W221Fe+99x7t2rWjbdu2y12/8MILufTSSyvPu3TpwsKFC3n77bd5++23ueWWW3j88cfZfPPNCxqXJEmSVBdHbqXM2LFjSSkBsO+++zZzNDmvvPIK99xzDwDrrLMOU6dOXW479NBDC9rfeeedx9KlS3nooYdYsGABc+bMYdy4cZXX11prLX7xi1/w2muvMXfuXGbPns3ixYsZN24cu+22G9OnT+fwww+v/B4lSZKkVcWRWynz9ttvA9CuXTsGDx7czNE0j8WLF/Pggw+y2WabVX624YYbVh6feuqpK9Vp1aoVW221FWPGjGHIkCGMHz+eZ555hh122GGVxCxJkiSBI7dSpc8//xyA7t27N+lU49XZHnvssVxi2xDt2rVjl112AeD5558vZFiSJElSnRy5lVTpm9/8Zp1lJkyYwB//+EeeeeYZJk2axLx581aahuzCUpIkSVrVTG6lTM+ePQGYOXMmKaUWOXq74oJVK/r73//OD37wA5YuXQpASUkJXbt2pV27dgDMmzeP+fPnM3/+/CaPVZIkSarKaclSZuONNwZyz52+8847zRxN82jVqlWN16ZPn85xxx3H0qVLOfTQQxk3bhyLFi1i5syZlQtcVTyT64JSkiRJWtUcuZUyO+ywAxFBSol7772XjTbaqEH1W7fO/XVatGhRjWVmz56dV4y1adWqFcuWLaux/3z7fuihh5g3bx6bbLIJo0aNoqRk5d+NTZs2La8+JEmSpMZy5FbKrL322uy5554AXHXVVcyZM6de9SpGKbt16wbAp59+ypIlS6ot+8orrzQ4rooksq7R0Ir+P/roo4L1XVVFu5tvvnm1iW1KiSeffDKvPiRJkqTGMrmVqrjgggto164dH330EYcffnito7AAd9xxB3/4wx8A+OpXv0q7du1IKXHfffetVPbdd9/l7rvvbnBMXbp0Aeoeef3a174GwJgxY1a6tnjxYi6//PIG911V165dAfjPf/5TbaL9t7/9jYkTJ+bVhyRJktRYJrdSFVtuuSV/+tOfiAgeeOABvv71r3PLLbcwY8aMyjKzZ8/mnnvuYccdd+TQQw9l7ty5ALRt25Zhw4YBuffBPvfcc5SXl1NeXs6jjz7KLrvsQocOHRoc01e+8hXatGnD7Nmza02ODznkECCXZN5www0sXrwYgPHjx7PnnnvmvYLxd7/7XSKC//znP5x00knMmjULgDlz5nDJJZfw4x//uHJRLkmSJGlVM7mVVnDMMcdwzz330KdPHyZMmMCRRx5Jz549KS0tpUuXLnTr1o0DDzyQsWPHMnDgQHbaaafKuhdddBE9e/bkww8/5Dvf+Q6lpaV06tSJ3XbbjW7dunHOOec0OJ5OnTpx2GGHAXDQQQfRrVs3Bg0axKBBg7jrrrsqyx177LFss802LF68mKOPPprOnTvTtWtXNttsM/71r39xww035PW9DB48mFNOOQWAP/7xj3Tv3p0ePXrQo0cPzjjjDHbeeWd++MMf5tWHJEmS1Fgmty1UacfmjiA/TR3/fvvtx3vvvcef/vQn9txzT9Zee22++OILvvjiCwYNGsRBBx3EqFGjeOedd9h+++0r662//vq89NJLHHbYYfTu3Ztly5ax9tprc/bZZ/P8889XTjFuqKuvvpozzzyTwYMHs3jxYiZPnszkyZOZN29eZZk2bdrw2GOP8bOf/YxBgwZRUlJCp06dGD58OK+++ipbbLFF3t/LH/7wB6655hq+/vWv065dO7744gu23HJLLr/8ch544IHKRbUkSZKkVS18Zcfqb+jQoWncuHH1Lv/2229XvtZG0prBv9eSJGlNU1ZWBsDYsWPrLBsRr6aUhtZWxpFbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFb0Wn9xGRL+IuCIiJkbEooiYFhH3RcTOBWh7/Yi4LCLejoh5ETE7O74+InYoRPzSqhQRRASTJk1q7lAkSZKk5bRu7gCaU0RsDjwJ9Mw+mgP0AvYG9oqIs1JKFzey7aOBPwIdso/mA22AjbKtHHi68dHn595Xy1m8tLl6z1+7NrDvVk37u5lFixZx88038/DDD/Paa68xffp0li5dSvfu3dlkk03YbrvtOPjgg9l8882bNI5VYezYsYwdO5Ytt9yS/fbbr7nDkSRJkhqsxY7cRkQH4F5yie3rwGYppa5Ad+BSIICLImLXRrT9PeBacontH4ENUkqdU0odgX7AkcALBbmRRirmxBaaPv777ruP9ddfnxEjRnDPPfcwadIkli1bRqdOnZg+fTpPPfUUF1xwAVtssQW77rorn332WdMG1MTGjh3Lueeey+jRo2stN3jwYAYPHkybNm1WTWCSJElabZSVlVFWVtbcYdSoxSa3wPHAQGAesE9KaTxASmlOSul0YHRW7qKGNBoRfYA/k0uOz0opnZhSeq/iekppWkrplpTS9QW4BzWB6667jv32248pU6YwePBgrr/+ej755BMWLlzIjBkzWLJkCa+++irnn38+AwYM4LHHHuOjjz5q7rBXiQkTJjBhwgTWWmut5g5FkiRJWk5LnpZ8RLYflVL6uJrrlwD7AUMiYqOU0oR6tvsjcqO/7wD/l3eUWqVee+01TjjhBMrLyxk2bBh///vfad++/XJlWrVqxZAhQxgyZAhnnHEG559/viOZkiRJUjNrkSO3EVEKbJWdPlJDsReB2dnxTg1oviJpvimlVN6I8NSMfvnLX7JkyRIGDhzILbfcslJiu6K2bdty/vnns+mmm650rby8nJtvvplddtmF3r1707ZtWwYMGMChhx7KSy+9VG1755xzDhHB8OHDAbjxxhvZZpttKC0tpUuXLuy444489thjtca0ZMkS/vjHP/Kd73yHHj160K5dOwYOHMjRRx/N22+/vVzZSZMmERGce+65lf1VLBpV3eJRdS0oNX/+fH7/+9/zrW99ix49etC+fXvWX3999t13X2699VaWLi3y+fCSJElabbXUkduNyU0bBhhfXYGUUnlEvAN8A9ikPo1GRE/gK9npcxGxE/DzrI12wCRyz/n+PqVU3A9proE+/PBDHnroIQBOPvlkOnfu3Oi25s6dywEHHMDjjz8O5JLC0tJSpkyZwh133MFdd93FFVdcwU9+8pMa2zj22GO57rrraNWqFZ06dWLOnDmMHTuWZ555hjvuuIMDDzxwpTpTpkxhjz324I033gCgpKSETp068cEHH3DDDTdw2223ceutt3LAAQcAuVHovn37Mm/ePObPn0/79u3p2rXrcm22atWqXvf81ltvsddee1Umvq1bt6Zz5868//77vP/++9x3331st912DBo0qF7tSZIkSQ3RIkdugf5Vjj+ppVzFtf61lKnqK1WOdwUez/YV2cHG5JLdf0XExrU1FBEjImJcRIybPn16PbtXPp5++svFq/faa6+82vrBD37A448/zuabb84DDzzA/PnzmT17NjNnzuTCCy+kdevWnHzyyTz//PPV1h8zZgy33norf/nLX5gzZw6zZ8/mvffeY/vtt6e8vJwTTzyRL774Yrk6S5cuZdiwYbzxxhtsv/32PPPMMyxcuJA5c+YwdepUfvrTn7Jo0SKOPPJIJk6cCMA666zD1KlTOf300wE49NBDmTp16nLbOuusU+f9zpgxg913351Jkyax3nrrMXr0aObPn8/MmTOZM2cOzz77LEcddRStW7fU36dJkiSpqbXU5LZTleOFtZRbkO3rO4TXrcrxWeRGhbdJKXXJ2tgT+BRYC7g7Imr8l35K6ZqU0tCU0tDevXvXs3vlo2LKbvv27fnKV75SR+maPf7444wePZpBgwbx1FNPseeee9KhQ+6NUN26dePMM8/k/PPPp7y8nIsuqn69slmzZnHttdfywx/+kI4dOwKw3nrr8fe//522bdsyZcoUXnhh+QW3b7zxRl555RW23nprHn30Ub7zne/Qtm1bAPr27cvvf/97fvSjH7FgwQIuu+yyRt9fdS6++GI+/PBDevXqxbPPPsuwYcMq+y4tLeXb3/42119/PWuvvXZB+5UkSZIqtNTkNuou0ihVv89lwP4ppZchN805pfQQcHR2fWNg/yaKQ40wY8YMIJeARlT/I/Lb3/6Wfv36rbSdfPLJlWVuvPFGAIYPH06PHj2qbefwww8H4KmnnmLZsmUrXV933XUry1TVv39/vvGNbwDwn//8Z7lrFf3++Mc/pl27drX2W9dzuw118803A3D66ae7krIkSZKaRUudIzivynEHYG4N5TpWU76+7T6QUnp3xQIppQci4r/AV4HvAnfWs22tBubOncu0adNW+nz27NmVxxUjqpdddhl/+ctfam1vwYIFfP755/Tp02e5z4cOHVpjgl2RPM6cObPysy+++IKXX34ZgNNOO42f//zn1datSKQ//PDDWuNqiEmTJjF16lQA9txzz4K1K0mSJDVES01uqz5nO4Dca3uqMyDbT2lEuzW1WXHtq0DdDzNqlakYZZ01axYppWqTy4svvpiLL7648vz73/8+t95663JlpkzJ/bjMnj17uaS3JgsWLFjps9LS0hrLV6zgXHXl4Yr371Yc12Xhwtpm4zdM1WR/3XXXLVi7kiRJUkO01GnJE4CUHa/8DhcgIkqAwdnpW/Vs9z2+fIY31VawAWW0imy8cW6Nr0WLFvG///2v0e2Ul+feADVmzBhSSnVuhVg9uKJPgDfeeKNe/RZKIduSJEmSGqtFJrcppbnAuOx0lxqKbQNUvBPliXq2Ww6MzU43qqVoRdI8uT7tatXYYYcdKo8feOCBRrfTt29fIPdqnFWlZ8+ela/sWZX9AvTr16/yePJkf6QlSZLUPFpkcpsZle2PiIjqXvVzerZ/NaVU2xTjFd2c7feKiA1XvBgRe5GbkgzwYAPaVRNbZ5112GOPPQC44oormDevvo9aL++b3/wmAHfffXfBYqtLmzZtGDp0KAD33HNPg+uXlOT+U9CYUdhBgwZVJrgPPuiPtCRJkppHS05u/0pu5LQUuD8iNgGIiNKI+B1wQFburKqVImJQRKRsG15Nu7cDr5J7nvkfEbF1Vq8kInYHrsvKvQw0fnhQTeKCCy6gbdu2TJ48me9///ssWrSowW0MHz4cgHHjxnHTTTfVWrbqolD5quj37rvv5qmnnmpQv126dAFyzxs3xpFHHgnApZdeyscff9yoNiRJkqR8tNjkNqW0EBgGfA4MAcZHxGxgFvAzcs/DnplSerSB7ZYD+5F7/nYz4OWImENuReaHgL7kFpQ6KPmw4mpnyJAh/PnPf6akpIQxY8aw5ZZbcv3111cuEgW50c2JEydyySWX8Mgjj6zUxu67784BB+R+N3L00Ufzm9/8Zrn6M2fOZMyYMQwbNozTTjutYLEfc8wxbLvttpSXl7P33ntzxRVXLLe41Keffsptt91GWVkZV1xxxXJ1N9009+j5c88916jnjX/+85+z1lpr8dlnn/Gd73yHe++9t3KBq3nz5jF27Fi+973v8dFHH+Vxh5IkSVLNWupqyQCklN6IiM2AM4G9gbXIJbsvA5ellOr1rG017X4UEVuQm9p8ILA+uWT5deAu4MqUUuPmvKrJHXPMMfTp04cRI0bwzjvvcMwxxwC5VYo7d+7M3LlzWbx4cWX5PfbYgzPPPHO5Nm666SbKy8sZPXo05513Hueddx5du3YlpcScOXMqy1WMthZCmzZtGDNmDAcccADPP/88p5xyCqeeeirdunVj6dKly02z3nHHHZerW1ZWxgYbbMDEiRMZPHgwvXr1omPH3JuwnnvuOdZee+1a++7ZsycPPfQQe+65J++//z7Dhg2jTZs2dOrUabnR4KorTUuSJKlplZWVATB27NhmjWNVadHJLUBKaSpwcrbVp/wkoPoXkC5fbh5wTratdtq1gcVL6y63umrXpmnb32effXjvvfe45ZZbeOihh3jttdeYPn06c+bMoUePHgwePJjtttuOI444gk022WSl+p06deIf//gHDzzwANdffz0vvfQS06dPp6SkhA033JBvfOMbHHDAAQV/L2yfPn14+umnuf3227n11lt59dVXmTFjBm3btmWjjTZiu+2248ADD+S73/3ucvXatGnDE088wa9+9Sueeuoppk6dyvTp04HcO3Tr42tf+xrjx4/nqquuYvTo0fz3v/9l0aJFrL/++my++eYceuihdSbJkiRJUmOFM2NXf0OHDk3jxo2ru2Dm7bffrnytjaQ1g3+vJUlSQxV65LY524uIV1NKQ2sr0+JHbiVJkiRJTeOUq2p+GvPdj5fVWebyEzvXu68Wu6CUJEmSJGnNYXIrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitJkiRJKnomt5IkSZKkomdyK0mSJEkqeia3kiRJkqSiZ3IrSZIkSSp6JreSJEmSpKJncitptTd8+HAignPOOafBdUeOHElEUFZWVvC4GqqsrIyIYOTIkc0diiRJ0hqndXMHoOYxedIkli1b1txhNFqrVq0YOGhQk/axaNEibr75Zh5++GFee+01pk+fztKlS+nevTubbLIJ2223HQcffDCbb755k8YhSZIkqW4mty1UMSe20PTx33fffRx//PFMmTKl8rP27dvTqVMnpk+fzlNPPcVTTz3FBRdcwC677MKoUaPo1atXk8akxunatSuDBw9m3XXXbe5QJEmS1IScliyt4LrrrmO//fZjypQpDB48mOuvv55PPvmEhQsXMmPGDJYsWcKrr77K+eefz4ABA3jsscf46KOPmjts1WD//fdnwoQJ3HTTTc0diiRJkpqQI7dSFa+99honnHAC5eXlDBs2jL///e+0b99+uTKtWrViyJAhDBkyhDPOOIPzzz+fNm3aNFPEkiRJksCRW2k5v/zlL1myZAkDBw7klltuWSmxXVHbtm05//zz2XTTTVe6Vl5ezs0338wuu+xC7969adu2LQMGDODQQw/lpZdeqrXdiRMncvzxx7P++uvTvn17unfvzvbbb8+1115b55TsG2+8kW222YZOnTrRo0cPdtxxR+6//34ABg0aREQwduzY5eqcc845RATDhw+nvLycP/7xj3zjG9+gW7duRAT/+te/AFiyZAkPPPAAxx13HFtssQW9evWiffv2DBw4kCOOOIJXX321xriq9v3BBx9w7LHHss4669C+fXvWW289Tj/9dGbPnl3rvUFuSvrll1/OFltsQceOHenRowd7770348aNq7Z8fRaUevvtt/nhD3/IV7/6VTp16kS3bt342te+xkknnbTSPeXzHUiSJKnpOHIrZT788EMeeughAE4++WQ6d+7c6Lbmzp3LAQccwOOPPw5ARFBaWsqUKVO44447uOuuu7jiiiv4yU9+slLd+++/n4MPPphFixYBuWdG58+fz7PPPsuzzz7L7bffzujRo+nUqdNKdY877jiuvfZaAEpKSmjbti1PP/00Y8eO5fLLL68z7pQSBxxwAGPGjKFVq1aUlpYud/3RRx9ln332qTzv2LEjEcEHH3zAqFGjuOOOO7j++us58sgja+zj3Xff5ZBDDmH69Ol07tyZiGDSpElceumljBkzhmeeeYb+/ftXW/eLL75g77335uGHH6ZNmza0a9eOmTNn8sADD/DEE0/w5JNP8s1vfrPO+6zqqquu4tRTT638pUGnTp1YsmQJ//nPf/jPf/7Dm2++udwvAwrxHUiSJKnwHLmVMk8//XTl8V577ZVXWz/4wQ94/PHH2XzzzXnggQeYP38+s2fPZubMmVx44YW0bt2ak08+meeff365ehMnTuR73/seixYtYocddmDChAnMmjWLuXPn8te//pV27drx+OOPc/LJJ6/U5w033FCZ2J555pnMmDGDmTNnMnXqVI455hh+9rOfMX369Frjvueee3j44Yf585//zJw5c5g5cybTpk1j/fXXB6Bz584cddRRPPHEE3z22WfMnz+fhQsXMnnyZE455RS++OILRowYwQcffFBjH6effjpdu3bl2WefZe7cucyfP5/Ro0fTq1cv3n33Xf7f//t/Ndb905/+xMsvv8ztt9/OvHnzmDt3Lm+88QabbbYZixYtqvZ7qc2dd97JSSedxLJlyzjooIN46623mDdvHvPnz+eTTz7hlltuYauttlquTiG+A0mSJBWeya2Uefvtt4Hcqshf+cpXGt3O448/zujRoxk0aBBPPfUUe+65Jx06dACgW7dunHnmmZx//vmUl5dz0UUXLVf3wgsvZP78+WywwQY8+OCDDB48GIB27doxYsQIrrzySgCuv/563n333cp6KSXOO+88IDd6e+GFF9K1a1cA+vTpw7XXXssuu+zCggULao193rx5XHnllfzoRz+iY8eOlfW7dOkC5N7Tev3117PTTjvRs2fPynrrrrsul112GUcffTSLFi3ihhtuqLGPxYsX89BDD/Htb38byI0wDxs2jDvuuAOAxx57jOeee67aurNmzWLMmDEccsghtG3bFoDNN9+88r2xr7zyCpMnT671HissXbqU0047DYDDDjuMO++8k4033hjIjbT379+fI444gksvvXS5eoX4DiRJklR4JrdSZsaMGQCVz5lW57e//S39+vVbaas6YnjjjTcCMHz4cHr06FFtO4cffjgATz31VOV02JQSd999NwCnnnpqZXJZ1bHHHstaa61FSom77rqr8vPXXnuNSZMmAXDGGWdU2+fPf/7zGu+9Qs+ePTn66KPrLFeTium6K45IV3XIIYew4YYbrvT5jjvuyLe+9S2A5e6tqu985zuVSXFVW221FWuvvTYA48ePr1esTzzxBB999BGtWrXikksuqVed+qjPdyBJkrS6OuWqeTVu7368jHc/XlZrmebkM7dSA8ydO5dp06at9HnVhZBeeOEFAC677DL+8pe/1NreggUL+Pzzz+nTpw/vvfdeZTs77rhjteVLSkooKyvj1ltv5bXXXqv8/PXXXwegX79+1SaOANtuuy1t2rRh6dKlNcYzdOhQWreu/T8LM2bM4E9/+hMPPfQQ77zzDrNnz15pkatPPvmkxvq1Ley0ww478MILLyx3b1VtvfXWNdZda621+Oijj5g5c2at8Vd48cUXAdhiiy1Ya6216lWnQr7fgSRJkgrP5FbKVIyyzpo1i5RStaO3F198MRdffHHl+fe//31uvfXW5cpMmTIFyCW89Vn9t2KqcNXnYWtLtipGKKuW/+yzzwBqXIgJcis79+zZk6lTp9ZYpnfv3rXG+tZbb7HTTjstl+CXlpbSoUMHIoIlS5Ywc+ZM5s+fX2Mbtd1bxbWang1ecYGrqipWtq4tea+q4h7WXXfdepWvUIjvQJIkSYXntGQpU/G85aJFi/jf//7X6HbKy8sBGDNmDCmlOrdBgwat1MbixYsb1GdKqdHxVtWqVatarx911FFMmzaNIUOG8PDDDzN37lzmzJnDtGnTmDp1KnfeeWde8RTqPpqyr6b+DiRJUstVVlZW6yw31c7kVsrssMMOlccPPPBAo9vp27cvkBvha4iqo6a1LYr00UcfrVS+4rhi1Lg6S5Ys4fPPP29QTFV98MEHvPzyy7Rq1Yp7772X3XbbbaXXJVU3ZXtFtU3XrYi/rhHkQujXrx9Q+3e9okJ9B5IkSSo8k1sps84667DHHnsAcMUVVzBvXuMeiK94z2rF4lD1tf7669OtWzcgt9BUdcrLyyvfuTpkyJDKz7/+9a8DMHXqVCZOnFht3ZdeeqneU3arUzWprmlqccV7fWtT9ZVLNV2rem9NZdtttwXgzTff5OOPP65XnUJ9B5IkSSo8k1upigsuuIC2bdsyefJkvv/977No0aIGtzF8+HAAxo0bx0033VRr2aqLH0UEBxxwAJBLrqt7bc+1117Lxx9/TERw0EEHVX4+ZMgQBg4cCMDvf//7avv63e9+16D7WFHFq4WmTZvGp59+utL1f//734waNarOdm6//Xbee++9lT5/5plnKlcYPvjgg/OKtT523nln1lprLZYtW8bPfvazetUp1HcgSZKkwjO5laoYMmQIf/7znykpKWHMmDFsueWWXH/99ctN900pMXHiRC655BIeeeSRldrYfffdK5PUo48+mt/85jfL1Z85cyZjxoxh2LBhle9ZrXDWWWfRqVMnPvnkE/baay/eeecdIPcM7t/+9jdOOukkAI455pjlVkWOCH71q18BcPXVV/OrX/2KOXPmALnFmUaMGMEjjzxS7euF6mvjjTdm7bXXJqXEoYceWvme3aVLl3LPPfewyy67rDRFtzpt27Zljz32qFxVury8nPvuu68yWd9ll13YbrvtGh1nfbVp06byHba33XYbhxxyCBMmTKi8PmXKlOW+cyjcdyBJkqTCM7mVVnDMMccwevRo+vXrxzvvvMMxxxzDgAED6NChA71796ZDhw5suOGGnHHGGXz22WfssccenHnmmcu1cdNNN7HffvuxbNkyzjvvPAYMGEC3bt3o2rUrPXr0YL/99uPee+9dqe8NNtiA2267jfbt2zN27Fg22mgjunfvTmlpKSNGjGDx4sXsvPPOXH755SvVPfrooznqqKOA3Ah0jx496NGjB3379uXaa6/lD3/4A7169QKgXbt2Df5eSkpKuPLKKykpKWHs2LF85StfoUuXLnTu3JkDDzyQdu3aVRvXin7/+98zc+ZMtttuO0pLS+ncuTP77rsv06dPZ8MNN6x8T/CqcOihh3LppZdSUlLCnXfeycYbb0xpaSkdO3ZkwIABjBgxgjfffLOyfKG+A0mSJBWeyW0LVdequKu7po5/n3324b333uOaa65h//33Z+DAgZSUlDBnzhy6d+/ODjvswFlnncX48eN58MEHGTx48HL1O3XqxD/+8Q/uv/9+DjjgANZaay0WLlzIkiVL2HDDDTn88MO56667+POf/1xt3//+97857rjjGDRoEAsWLKBjx458+9vf5pprruGRRx6hU6dOK9WLCK6//nquv/56tt56a9q1a0dKibKyMh544AF+8pOfVI7mVjzb21D7778/Tz75JLvssgulpaUsXbqUgQMHcvrpp/P6669XvqaoNhtuuCHjxo3j6KOPpmvXrixbtoxBgwbx05/+lHHjxtX6OqOmcNppp/H6669z1FFHMWjQIJYuXUr79u3ZfPPNOfnkk7nsssuWK1+I70CSJEmFF76uYvU3dOjQNG7cuHqXf/vttytfayNVmDhxIhtuuCFt27Zl7ty5tG3bdpX2P2jQICZPnsxTTz3lEveN4N9rSZLWfBX/RqpYQLQ52jvlqpoXVb3rytziqwed9FCNZS4/cflHtArVXkS8mlIaWmNBHLmVWoyKBaW23377VZ7YSpIkSU3N5FZagxx11FHcddddy73P9v333+eEE07gmmuuAeCnP/1pc4UnSZIkNZnWzR2ApMJ57LHHGDlyJJB77rekpIS5c+dWXj/77LPZfffdmyk6SZIkqemY3EprkEsuuYQxY8bw+uuvM23aNBYsWMCAAQP45je/yQknnMBOO+3U3CFKkiRJTcLkVlqDHHbYYRx22GHNHUa1Jk2a1NwhSJIkrXFqW7Dp3Y+X1VlmxQWgilmLf+Y2IvpFxBURMTEiFkXEtIi4LyJ2bmR7wyMi1bHV/NMlSZIkSWqwFj1yGxGbA08CPbOP5gC9gL2BvSLirJTSxY1sfikwo4Zr8xvZpiRJkiSpGi125DYiOgD3kktsXwc2Syl1BboDlwIBXBQRuzayixdSSv1q2DYoyE1IkiRJkoAWnNwCxwMDgXnAPiml8QAppTkppdOB0Vm5i5onPEmSJElSfbXk5PaIbD8qpfRxNdcvyfZDImKjVRSTJEmSJKkRWmRyGxGlwFbZ6SM1FHsRmJ0d+/4USZIkSVqNtcjkFtiY3DO1AOOrK5BSKgfeyU43aUQfm0bE+IhYGBFzI+I/EXFZRKzXiLYkSZIkSbVoqclt/yrHn9RSruJa/1rK1KQXuSR6AdAe2BQ4BRgfEYc3oj1JkiRJUg1aanLbqcrxwlrKLcj2DXmz8SfAb4DNgPYppZ5Z/b2At4AOwE0RsX1tjUTEiIgYFxHjpk+f3oDuJUmSJKnlaanJbdRdpHFSSo+mlM5LKY1PKS3JPlucUnoQ+BbwLtAKqPX9uSmla1JKQ1NKQ3v37t1U4UqSJEnSGqGlJrfzqhx3qKVcx2rKN1pKaTZwYXa6bUSYtUqSJElSAbTU5Lbqc7YDailXcW1KAft+KdsHMKiA7aoZjBw5koigrKysuUMpiLFjxxIRDBo0aJX1OXz4cCKCc845Z5X1KUmSpDVP6+YOoJlMABK5BHNTvlwVuVJElACDs9O3Cth31SnRqYDtNsiip0bBktoeN17Nte1A+x0Lvy7X8OHDufHGG9lhhx0YO3ZswdtvSWbNmsXll18OYOIqSZIapWIAoVD/Lit0e8rPQSc9VND2WuTIbUppLjAuO92lhmLbAF2z4ycK2P03qhxPLmC7DVPMiS2sNvF37dqVwYMHs+666zZ3KAXRsWNHBg8ezAYbbJB3W7NmzeLcc8/l3HPPrbVc//79GTx4ML169cq7T0mSJLVcLXXkFmAUsDVwREScl1Jacerx6dn+1ZTSSiO71YmISCnVOBobEV2AX2SnL6eUXAa5yO2///7sv//+zR1GwXzjG99gwoQJq7TPiy66iIsuumiV9ilJkqQ1T4scuc38ldzIaSlwf0RsAhARpRHxO+CArNxZVStFxKCISNk2fIU2B0bEixFxTESsW6VO24jYHXge+CpQDpzZJHclSZIkaZUoKytbY9ZeWRO02OQ2pbQQGAZ8DgwBxkfEbGAW8DNyz8OemVJ6tIFNbwNcC0yOiIUR8Rm51ZYfIvfu2wXA8JTSkwW5ETWr2haUGjRoEBHB2LFjmTFjBqeddhrrrbce7dq1Y6211uK4445jypTa1yq78cYb2WabbejUqRM9evRgxx135P7771+p/arqs0BTWVkZEcHIkSOX+7y2BaXKy8sZOXIkO+64Iz179qRNmzb07t2bTTfdlKOPPpqHH354ufbXW2+9yvOIWG6rGlt94n3kkUc46KCDWHvttWnXrh39+vVj22235YILLuDDDz+ssZ4kSZJajpY8LZmU0hsRsRm5UdS9gbXIJbsvA5ellBr6rO004CTg28AWQG9yz+3OB/5H7tndv6SUmu9ZW61yH330EcOHD2fy5Ml07NiRiOCTTz7h2muv5fHHH+e1116je/fuK9U77rjjuPbaawEoKSmhbdu2PP3004wdO7ZyoaZV6cgjj2TUqFGV5127dmXOnDl89tlnvPXWW7z11lvsvvvuAPTo0YNevXrx2WefAdC3b9/l2urcuXO9+lyyZAnHHHMMt9xyy3L9fv7550ybNo2XXnqJL774wgWrJEmS1HJHbiuklKamlE5OKW2QUmqfUuqTUtq7psQ2pTQppRTZNnKFawtTSlellA5NKW2UUuqZUmqTUuqWUto6pfQLE9uW58QTT6R79+688MILzJ8/n3nz5jFmzBi6devGpEmTqn3e9IYbbqhMbM8880xmzJjBzJkzmTp1Kscccww/+9nPmD591T2y/cwzzzBq1ChKSkq47LLLmDNnDrNmzWLRokV88sknjBw5km9/+9uV5e+55x5eeeWVyvOpU6cut51++unVdbOSU089lVtuuYVWrVrxm9/8hqlTpzJr1iwWLlzIf//7Xy655BIGDKjtbV6SJElqKVr0yK20KrRr147HH3+cnj17AtC6dWv23XdffvnLX3L66adz11138bvf/a6yfEqJ8847D8iN3l544YWV1/r06cO1117LlClTePDBB1fZPbz44osA7LrrrpxyyimVn0cE/fv35//9v/9X8D7Hjx/PX/7yFwD+/Oc/M2LEiMprrVu35itf+Uq9k2RJkiSt+Vr8yK3U1EaMGFGZ2Fa13377AfD+++8zf/78ys9fe+01Jk2aBMAZZ5xRbZs///nPCx5nbbp06QLAp59+Snl5+Srp8+abbyalxEYbbbRcYitJkiRVx+RWamJbb711tZ+vtdZalcezZs2qPH799dcB6NevHxtuuGG1dbfddlvatGlTuCDr8N3vfpe2bdvy2muvUVZWxi233MInn3zSpH1WjBbvueeeTdqPJEmS1gxOS5aaWGlpabWft2/fvvJ46dKllccVizD179+/xjbbtm1Lz549mTp1aoGirN2GG27IX/7yF37yk5/w7LPP8uyzzwK5FZt33313RowYwde//vWC9jlt2jQA1l133TpKSpIkFY9TrppX47V3P15WZ5nLT6zfwpwtkSO30mompdTcIVTr6KOP5v333+fyyy9n2LBh9OzZk0mTJnH11Vez1VZbLfdscCGsrt+DJEmqme99VXMyuZVWM7179wao9R24S5Ys4fPPP6/2WuvWuQkZixYtqrH+7NmzGxVb3759Ofnkkxk9ejTTp0/n5ZdfZv/99yelxK9+9SvefPPNRrVbnX79+gEwebILjEuSJKluJrfSaqZieu/UqVOZOHFitWVeeuml5aYyV9WtWzcg937d6syfP5+333477zgjgq233po777yTtddem/Lycp577rnK6yUlX/7npTGjsNtuuy0ADz30UN6xSpIkac1nciutZoYMGcLAgQMB+P3vf19tmaqvDlrR1772NQAeffTRakdvL7vsMhYvXtygmJYsWVLjtVatWlUublW13YoVlmH5BbPq68gjjyQimDBhAn/9618bXF+SJEkti8mtVI2lS5fy2Wef1brVNHKar4jgV7/6FQBXX301v/rVr5gzZw4A06dPZ8SIETzyyCN07Nix2vr77LMPHTp0YPr06fzgBz/g008/BXJTkX/7299yzjnn0LVr1wbFdNZZZ3HQQQcxevRoZsyYUfn5tGnTOOmkk3j//feJCHbZZZfKa926dWPAgAEA3HDDDQ3qD2DTTTfl+OOPB+DHP/4x55xzTuW9LFu2jP/973+cc845XH311Q1uW5IkSQ130EkPcdBJq++sOpNbqRovvPACvXv3rnV7/vnnm6z/o48+mqOOOgqACy64gB49etCjRw/69u3Ltddeyx/+8Ad69eoFQLt27Zar26NHDy6++GIA7rzzTvr27Uv37t3p0aMHv/zlL/n1r3/Nlltu2aB4vvjiC+6++272339/evbsSdeuXenSpQv9+vXjqquuqoxzs802W67escceC8BPf/pTOnfuzKBBgxg0aBCXX355vfq9/PLLOeSQQ1i2bBnnnntu5b20b9+er371q5x77rmrbMVoSZIkrd5Mbluqth2aO4L8FHv8dYgIrr/+eq6//nq23npr2rVrR0qJsrIyHnjgAX7yk59UjuZWPGNb1UknncTtt9/OtttuS8eOHSkvL2e77bbjH//4B7/+9a8bHM+pp57KlVdeybBhw/jqV79KSonFixezzjrrcOihh/LMM89w1llnrVTv17/+Nf/3f//H5ptvTkqJyZMnM3ny5HpPU27Xrh233347Y8aMYZ999qFv377Mnz+fXr16se222/Lb3/6W4447rsH3I0mSpDWP77ltodrveHhzh7BaGjlyJCNHjmxQneHDh1f7+aRJk+qsW9dCS0cddVTlCG5VEydOZNasWbRt25YNNtig2rqHHHIIhxxySLXXxo4dW+3nZWVl1cY0cOBATjzxRE488cRa411Rq1atOOOMMzjjjDNqLFOf73zfffdl3333bVDfkiRJalkcuZWKUMWCUttvvz1t27Zt5mgkSZKk5mdyK62mjjrqKO66667l3mf7/vvvc8IJJ3DNNdcAuWdZJUmSJDktWVptPfbYY5XTdTt16kRJSQlz586tvH722Wez++67N1N0kiRJ0urF5FZaTV1yySWMGTOG119/nWnTprFgwQIGDBjAN7/5TU444QR22mmn5g5RkiRJWm2Y3EqrqcMOO4zDDjusucOQJEmSioLP3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmS1EKVlZVRVlbW3GFIBWFyK0mSJEkqeia3kiRJkqSi56uAJEmSJGkNdNBJDzV3CKuUI7eSJEmSpKJncitJkiRJKnomt5IkSZKkouczt5IkSZLWGKdcNa/Ga+9+vKzOMpef2LlJ21PTceRWambnnHMOEcHw4cNXujZo0CAigrFjxxa0z4ggIpg0aVJB25UkSZKaiyO3LdSn5/6Y8nmzmzuMRivp3JU+v/lTwdsdPnw4N95440qfd+7cmXXXXZcddtiBE088kY033rjgfUuSJLVEjoyqUExuW6hiTmyh6eNv06YNPXr0ACClxGeffcZbb73FW2+9xXXXXcctt9zCwQcf3KQxAGywwQa0b9+ejh07FrTdwYMHA7n7lCRJktYEJrdSNb71rW8tNxV46dKlPPHEE/zoRz9i0qRJHHXUUZSVldG7d+8mjeOJJ55oknYnTJjQJO1KkiRJzcVnbqV6aNOmDbvvvju33norAPPnz+fuu+9u5qgkSZIkVTC5lRrgm9/8Jp07557reOutt1a6vmTJEv74xz/yne98hx49etCuXTsGDhzI0Ucfzdtvv93g/upaUOqtt97i0EMPpU+fPnTo0IGNNtqI3/zmNyxatKjWharqWlBq4sSJHH/88ay//vq0b9+e7t27s/3223PttdeybNmyRsVaV79jxoxhzz33pG/fvpXTwgcPHsxhhx3G7bffXmObkiRJEjgtWWqwlBLASknelClT2GOPPXjjjTcAKCkpoVOnTnzwwQfccMMN3Hbbbdx6660ccMABBYnj8ccfZ5999mHRokUAdOnShffff5/zzjuPRx99lLKyska1e//993PwwQdXttu1a1fmz5/Ps88+y7PPPsvtt9/O6NGj6dSpU0HuA+Dss8/mwgsvrDwvLS1l4cKF/Pe//+W///0vTz31FIceemjB+pMkSdKax5FbqQFeeOEF5s+fD8D6669f+fnSpUsZNmwYb7zxBttvvz3PPPMMCxcuZM6cOUydOpWf/vSnLFq0iCOPPJKJEyfmHcdnn33G9773PRYtWsQ3vvEN/v3vfzN79mzmzZvHrbfeyn/+8x+uvvrqBrc7ceLEynZ32GEHJkyYwKxZs5g7dy5//etfadeuHY8//jgnn3xy3vdQYdKkSVx88cUAnHnmmUyfPp05c+awcOFCpk2bxl133cVee+1VsP4kSZK0ZjK5leph6dKlPPLII3z/+98Hcs/gVh1JvPHGG3nllVfYeuutefTRR/nOd75D27ZtAejbty+///3v+dGPfsSCBQu47LLL8o7nqquu4vPPP6dPnz488sgjbLbZZpVxHX744Vx33XXMmjWrwe1eeOGFzJ8/nw022IAHH3ywclXldu3aMWLECK688koArr/+et5999287wPg5Zdfpry8nI022ogLL7yQXr16VV7r06cPBx54INddd11B+pIkSdKay+RWqsYLL7xAv3796NevH3379qV9+/bsvvvuTJo0iZKSEq6++mrWXnvtyvIV78b98Y9/TLt27apt8/DDDwfgscceyzu+e+65B4ARI0bQrVu3la4fcsghy40s10dKqXKRrFNPPbXa1w8de+yxrLXWWqSUuOuuuxoeeDW6dOkCwOzZs1mwYEFB2pQkSVLLY3IrVWPp0qVMmzaNadOm8emnn1JeXg5Ajx49ePHFFzn66KMry37xxRe8/PLLAJx22mmVSfGK2/777w/Ahx9+mFdsixcvrlzM6tvf/naN5Wq7Vp333nuP2bNz7w/ecccdqy1TUlJS+Szva6+91qD2a7LNNtvQo0cPpkyZwje/+U2uueYa3n///YK0LUmSpJbDBaWkauywww6Vq/4uXryYCRMmcMEFF3DXXXdx7LHHMnbsWLp37w7AjBkzWLJkSeVxXRYuXJhXbDNnzqxMtvv3719juQEDBjSo3enTp1cer7XWWjWWqxixrlo+H927d+fmm2/miCOO4M033+T4448HoF+/fuy6664cffTR7LDDDgXpS5Ik5e+Uq+bVeO3dj5fVWebyEzsXPKY1xUEnPdTcIRQ1R26lOrRr144tttiCO+64g9122225BAyoTDQB3njjDVJKdW75yLd+fSxevLjJ+6hqzz33ZNKkSVxzzTUccsghDBgwgKlTp3LTTTdRVlbGiBEjVmk8kiRJKj4mt1I9RQRXXnklrVq14s477+Tpp58GoGfPnrRq1Qqo/t23hdajRw9KSnJ/dadMmVJjudquVad3796Vx5MnT66x3EcffbRSeYDWrXMTQSpeIbSiiinPNenatSvHHXcct99+Ox9//DHjx4/nuOOOA+Bvf/sbDzzwQN03IUnSGq6srKzRr/uT1nQtPrmNiH4RcUVETIyIRRExLSLui4idC9hH54j4MCJStg0vVNtatb761a9WrpJ89tlnA7kViocOHQp8udBTU2rXrh2bbLIJAM8991yN5Wq7Vp3111+/cnGqp556qtoy5eXlldO1hwwZsty1iroVye+KXnnllQbFs8kmm3DNNdew7bbbAlT+MkGSJEmqTotObiNic+A/wEnA+sBioBewN/BYRPyiQF1dAKxdZykVhZ/97GcAPP/885WJ3vDhwwG4++67a0wMK8ycOTPvGCoWp/rb3/5W7Yjo3Xff3eD36UYEBxxwAABXXHFFtSsXX3vttXz88cdEBAcddNBy1772ta8BMGbMmJXqpZT4v//7v2r7rXheuSYdOnQAVv1UaUmSJBWXFpvcRkQH4F6gJ/A6sFlKqSvQHbgUCOCiiNg1z36GAD8BXsovYq0uttxyS7773e8CcMEFFwBwzDHHsO2221JeXs7ee+/NFVdcsdziUp9++im33XYbZWVlXHHFFXnHcOKJJ9KjRw+mTZvGHnvswfjx44Hcys1///vfOeqoo6p9RVBdzjrrLDp16sQnn3zCXnvtxTvvvAPkEsu//e1vnHTSSZX3u+GGGy5X95BDDgHggQce4P/+7/+YP38+AJMmTeKwww5j3Lhx1fb5l7/8hd12241Ro0YtN5V61qxZXHjhhZW/QNhtt90afD+SJElqOVpscgscDwwE5gH7pJTGA6SU5qSUTgdGZ+UuamwHEVEC/DU7/VHjQ9Xq5owzzgDgiSee4J///Cdt2rRhzJgxbLfddixYsIBTTjmFXr160aNHD0pLS+nbty+HH344Tz/9NBGRd/+9e/dm1KhRtGvXjn/+859sttlmdOvWjc6dO3PYYYex+eab88Mf/hCgxvfuVmeDDTbgtttuo3379owdO5aNNtqI7t27U1payogRI1i8eDE777wzl19++Up199hjDw444ABSSvziF7+gS5cudO/enfXWW48xY8Zw++23V9tnSolHH32UI444ggEDBtC5c2e6d+9O9+7dOfvss0kpMWLECPbcc89GfVeSJElqGVpycntEth+VUvq4muuXZPshEbFRI/s4ERgK/CWl9Hoj22gSJZ27NncIeWnu+HfZZRe+/vWvA1+O3vbp04enn36aW2+9lT333JM+ffowb948UkpstNFGHHPMMTz44IOcddZZBYlht912Y9y4cRx00EH07NmTxYsXs95663HuuefyxBNPVL5yqKEjuPvssw///ve/Oe644xg0aBALFiygY8eOfPvb3+aaa67hkUceoVOnTtXWve222/jtb3/L4MGDad26NW3atOHAAw/kpZdeYtddq58Ecfjhh/O3v/2NQw89lI033pg2bdowb948+vfvz7777suYMWP461//Wm1dSZIkqUKLfM9tRJQCW2Wnj9RQ7EVgNtAV2AmY0MA+1gLOB6YBv2xcpE2nz2/+1NwhrJZGjhzJyJEj61X2tddeW+mzVq1acfjhh3P44YfXu89zzjmHc845p9prkyZNqrXuZpttxp133lnttVdffRWAjTfeeKVrdb1OaMMNN+Saa66ptUx12rZty1lnnVVjAl9dv3369OHYY4/l2GOPbXB/kiRJUoUWmdwCG5N7phZgfHUFUkrlEfEO8A1gk0b0cRVQCpyQUqr9HShSgf3zn//kueeeo6SkhJ13LtjC35IkqYEqXttTsYZEc1j0yHU1XiufMaXOMu13O6bgMUlNoaVOS+5f5fiTWspVXOtfS5mVRMQ+wP7A2JTSLQ2MTaqXa665hgsvvJCJEyeybNkyAObNm8dNN93E3nvvDeQWeVpnnXWaM0xJkiRplWipI7dVHxhcWEu5inehdK5vwxHRCfgjsBT4ccNDq2xnBDACYN11121sM1qDffDBB/z2t7/l7LPPplWrVnTt2pVZs2ZRXl4O5FZ1vuqqq5o5SkmSJGnVaKnJbf7L1dbsPGBd4Hcppbca20hK6RrgGoChQ4fW/oCkWqTvfe97LFy4kKeffpqPPvqIGTNm0KVLFzbZZBMOOuggfvjDH1a+I1aSJEla07XU5HZeleMOwNwaynWspnyNImJL4GTgQ3JJrtRkNttsMy699NLmDkOSJElaLbTU5Lbqc7YDgHdqKDcg20+pZ7tXAK2As4GIiJqmM7fLrpWnlBbUUEaSJEmSVE8tdUGpCUDFVN9NqysQESXA4Oy0vtOLB2b7m8iNBq+4Vbg6O2/0tGVJkiRJ0pdaZHKbUpoLjMtOd6mh2Dbk3nEL8ESTByVJkiRJarQWmdxmRmX7IyKiulf9nJ7tX00p1TRteTkppUEppahpq1L0qOyzQXnEX1csTdW0pFXMv8+SJEl1a8nJ7V+ByUApcH9EbAIQEaUR8TvggKzcWVUrRcSgiEjZNnxVBlxfJSUlla+DkVT8li1bRqtWrZo7DElqEcrKyigrK2vuMFQkDjrpIQ466aHmDkOZlrqgFCmlhRExjNyU4yHA+IiYQ+6dtiXknsk9K6X0aDOG2Sjt27dnwYIFlJaWNncokgpg3rx5dOzYse6CkiRJLVhLHrklpfQGsBlwJfAe0A74HHgA2CWldHEzhtdonTt3ZtasWU5llNYAy5Ytq3yHsSRJkmrWYkduK6SUppJ7N+3J9Sw/CYi6ytVQt1H1Gqp79+7MmTOHKVOm0LNnT9q2bUvEKulaUgGklFi2bBnz5s1jxowZdOrUyZkYkiRJdWjxye2aqKSkhHXWWYcZM2bwwQcf8MUXXzR3SJIaqFWrVnTs2JFevXpRWlrqL6gkSSoAn49dsxUkuY2IHsC3gPXJLdBU58onKaXzCtG3qte6dWv69OlDnz59mjsUSZIkSWpyeSW3EdET+ANwKNCmgdVNbiVJkiRJBdHo5DYiugDPABvRyGdQJUmSJKkmTiNWQ+SzWvIZwMbkEtsngD2A3kCrlFJJXVsBYpckSZIkCchvWvL+5N4F+wiwV/K9M5IkSVrFysrKABg7dmyzxiGp+eUzgjoo219lYitJkiRJak75JLcLs/0nhQhEkiRJkqTGyie5nZDt1y5EIJIkadUpKyurnM4prWr+/ElqCvkktzeQW0zqkALFIkmSJElSo+ST3F4PPA4cERFHFigeSVqtOdqg5uLPniRJtctnteR1gJOBvwEjI2IYcCvwNrCgrsoppQ/y6FuSJEmSpEr5JLeTyL0KCHLTk/fPtvpIefYtSZIkSVKlfBPMqOFYkiRJUiOcctW8Gq+9+/GyOstcfmLngsdUXwed9FCz9S3lk9weVbAoJEmSJEnKQ6OT25TSjYUMRJIkSSpGxTzSKq1JfO5VkiRJtapYqXvs2LHNGocK79FLzmjuEKSCyedVQJIkSZIkrRYKNnIbEWsDOwFfA3pkH88A/g08mVL6qFB9SZIkSZJUVd7JbUQMAK4A9qPmkeDyiPgHcEpK6ZN8+5QkSZIkqaq8piVHxBbAm8ABQCtyrwOqbmsFHAi8ERFfy6dPSZIkSZJW1OjkNiI6AveTm4IcwJPA94BBQPtsGwQcCjyelekJ3B8RHfIJWpIkSZKkqvIZuf0xsBaQgBNSSt9NKd2RUvogpbQk2z5IKd2ZUtoV+FFWdm3ghPxDlyRJkiQpJ5/kdj9yyerNKaWr6yqcUvorcDO5Edz98+hXkiRJkqTl5JPcDs72oxpQp6LsRnn0K0mSJEnScvJZLbk0209vQJ2Ksp3z6FeSpNVeWVkZAGPHjm3WOKQ1waJHrqvxWvmMKXWWab/bMU3anqTVQz4jt59l+680oM6G2f7zPPqVJEmSJGk5+SS348g9P3tiA+qcSO453XF59CtJkiRJ0nLySW4rnp/9VkTcHhFdayoYEaURcQvw7eyjW/PoV5IkSZKk5TT6mduU0u0R8SNge+AgYJeIuBt4EfiU3AhtX2Ab4ACge1b16ZTSHXlFLUmSpNWaz7VKWtXyWVAKYBhwP7Ad0A04OttWFNn+OXKvEJIkSZIkqWDymZZMSmk2sAPwY+AtcklsddtbwAlAWUppTj59SpIkNVRZWVnlCtYtQUu7X0mC/EduSSmVA38B/hIR/YCvAT2yyzOAf6eUpubbjyRJajl8lZIkqaHyTm6rypJYE1lJUtExmVJz8udPkvKX17RkSVrdOTVPUlPwvy2StPoxuZUkSZIkFb06pyVHxK8rjlNK51X3eWNUbUuSJEmSpHzU55nbc8i9sxbgvBo+bwyTW0lSo/mMolRYd75YXuO16XPqLnPwtk4IlNS86rugVDTwc0kthAmGJEmSVgd1JrcppWp/DVfT55KkNYe/vFB9+bMiSWpuJqiSJEmSpKJncitJWiV8dYokSWpKjU5uI+LJiHgiIgY2oM6AinqN7bfQIqJfRFwRERMjYlFETIuI+yJi50a2NzQizo+IhyPi3YiYHRGLI+LjiBgTEfsV+BakNYoJkCRJkhqjvgtKVaeM3GrJnRpQp0OVes0uIjYHngR6Zh/NAXoBewN7RcRZKaWLG9jsscDxVc7nAeXAAGBfYN+IuBs4LKW0NJ/4JUmStHo76KSHmjsEqcVosdOSI6IDcC+5xPZ1YLOUUlegO3ApuZWgL4qIXRvY9D+BU4GtgNKUUmlKqQOwLnBJVuZA4Bf534UkSZIkCfIbuW2MilHeRau43+ocDwwkN7K6T0rpY4CU0hzg9IjYANgPuAh4tL6NppRurOHzD4EzIqI/8H1gOHB+HvFLkiS1eI9eckZzhyBpNbGqk9s9sv1Hq7jf6hyR7UdVJLYruIRccjskIjZKKU0oUL+vkEtuBxSoPeVpdX99xeoenyRJWnWc5izVrN7JbURcX8OlCyJiVh3V2wEbAFuTe9726fr22xQiopTctGGAR2oo9iIwG+gK7AQUKrn9VrZ/v0DtaTVjMipJkiSteg0ZuR3OygtBBTCsnvUj288gN9W3OW3Ml/GMr65ASqk8It4BvgFskk9nEdEZWJ/cVOhDs4//mE+bkiRJkqQvNSS5/YDlk9uB2fkUoLZVfxO5Z2ynAC8Af0kpfdLAOAutf5Xj2mKpuNa/ljLVioi1gQ+rubQIuDCl9OeGtilJkiRJql69k9uU0qCq5xFRnh3umlJ6q5BBrQJVX1+0sJZyC7J950b0sQyYlh13B9oCX5Abta5z1DYiRgAjANZdd91GdC9JkiRJLUc+C0o9Q25Udn6BYlmVou4i+UkpTQH6AURECbAh8HPgXOCYiNgzpVTtlOis/jXANQBDhw5dLd4LrDWDzwRLkpqbKxxLagqNTm5TSmUFjGNVm1fluAMwt4ZyHasp32AppXLgv+SS2lnAacAtEbFVdk2SJEmSlIdV/Sqg1UXV52wHAO/UUK7idT1TCtj3VeSS2y2BrwOvFrBtSZLUQtz5Ys2/H58+p+4yB29bUuiQ1giOKkvFq6X+V20CXy6OtWl1BbKpxIOz00I+U1z1nbobFLBdSZIkSWqx8h65jYi2wBHAfsAWQC9yU31rk1JKzTZqnFKaGxHjyL13dxfgnmqKbUPuHbcATxSw+/WqHOc13VmSJBUPR1olqWnllWBGxFeB0eRGOJt8kaYCG0UuuT0iIs7LFoCq6vRs/2pKqaZpy8uJiFZAeUqptgWgfpbtvwD+2ZCAJUnSqrPoketqvFY+Y0qdZdrvdkzBY5Ik1azRvwKMiE7AQ8BG5Kb4jgb+ll1OwPnAn4CXqnz2ArnVgs9rbL8F9FdgMlAK3B8RmwBERGlE/A44ICt3VtVKETEoIlK2DV+hzXWAcRFxdPae24o6JRGxZUTcChybfXxVSmlm4W9LkiRJklqefEZuf0huiu0yYLeU0pMRsSlwHEBK6TcVBSPi68DNwLbA31NKdb7ntamllBZGxDByU46HAOMjYg65d9qWkEvGz0opPdrApocA1wFExCJyU49LgXZVyowEXK1AUsH5qidJktRS5ZPc7kMuAbwjpfRkbQVTSq9HxI7AG8AfIuKfKaVmXyU4pfRGRGwGnAnsDawFfA68DFyWUmros7afAIcCOwPfAPoDPYFFwERy05BvSCk9X5g7kCRJanrn/LnWf+pJ0mohn+R2k2z/j+ouRkRUffY0pTQ9Iv4A/A74CXBUHn0XTEppKnByttWn/CRqeL44pbQEuCPbJElSLd6bOLHGa4sWLqyzzPobLP/SgUK3J0kqLvkkt92y/eQqny2uctwZmLtCnYoRyx3y6FeS1hhOI1ZTMnmUJLUk+awpvyDbV10ZeFaV43Vrqdsvj34lSZIkSVpOPsnt+9l+QMUHKaXPgBnZ6XbV1Nkq2y/Jo19JkiRJkpaTz7TkccDmwFDg3iqfPwEcDPwsIu5KKc0AiIj1gV+QG+n9Vx79SpK0RrrzxfIar02fU3eZg7fN53fWkiQVt3z+L/gYuYWV9l3h8yuz/frAfyPizoh4kFxCWzHKe00e/arIlJWVVT5XKEmSJElNIZ/k9n7gGWBuRFSuEJG95uY8colvD+AAYDdyC0xB7lU4o/LoVy2cybIkSZKkFTV6WnJKaQFQVsO1cyLiWeBYYNOsn/8BN6WU7m5sn5IkSZIkVSefZ25rlVJ6gtzzt5IkSZIkNSlXnpAkSZIkFT2TW0mSJElS0TO5lSRJkiQVvTqfuY2I95qg35RS2qDuYpIkSZIk1a0+C0oNaoJ+UxO0KUmSJElqoeqT3N7Y5FFIkiRJkpSHOpPblNJRqyIQSZIkFcY5f36yuUOQpFXOBaUkSZIkSUWvPtOSJUmS1IQcaZWk/BU0uY2ItYF+QEfglZTSwkK2L0nS6mTRI9fVeK18xpQ6y7Tf7ZiCx6RV49FLzmjuECRJK8g7uY2IUuB04GhgQJVLXwPeqlLue8ABwOyU0nH59itJkiRJUoW8ktuIWB94CNgQiCqXqnvVz4vALblqMTKl9Hw+fUuSJEmSVKHRC0pFRFvgfuArwELgEmCfmsqnlCYBT2WnNZaTJEmSJKmh8hm5PQ7YCFgA7JBSehUgImqr8xCwM/DNPPqVJEmSJGk5+SS3B5KbfvzHisS2Ht7M9l/Jo19JkrSaGTVqVHOHIElq4fJ5z+1m2f7hBtT5PNv3yKNfSZIkSZKWk09y2zXbz2lAnbbZ/os8+pUkSZIkaTn5TEueAfQB1gVeq2edTbL9p3n0K0lSo/heWkmS1lz5JLf/AXYCtgVG17POkeSe030lj34lSS2EyagkSaqvfKYljyH3btsTIqJ3XYUj4idAWXZ6Tx79SpIkSZK0nHxGbv8G/AxYG3g8Io5KKa00PTkiNgTOBIaTG7V9C7gjj34lSaupU66aV+O1dz9eVmeZy0/sXPCYVJxcfVmS1FCNTm5TSosjYn9gLLmVk1+JiMlVilwbEX2BQdl5ALOAg1JKqbH9SpIK684Xy2u8Nn1O3WUO3jafSUDSqmGyLElrvrz+RZKN1G4L/Jtc8jqoyuVtgPWyz4PcM7rfSim9k0+fkiRJkiStKJ9pyQCklN4CtoyIPYH9gKHkVlFuBXwGvE5uwal/OGIrSflzkSVJkqSVNTq5jYgu2eGSlNKilNKDwIOFCUuSJEmSpPrLZ1ryLGAm8MPChCJJkiRJUuPkk9wuyvb/LEQgkiRJkiQ1Vj7P3E4ht4CUz9FKWqMU+nU2PiMrSZLU9PIZuR2b7bcuQBySJEmSJDVaPsntH4EvgNMjomuB4pEkSZIkqcEandymlF4HfgKsDTwbEd8uWFSSJEmSJDVAPq8Cuj47fAfYDHg6Ij4E3iS3ivKyWqqnlJIPkUmSJEmSCiKfBaWG8+ViUgkIYF1gnTrqRVbe5FaSJEmSVBD5JLcf4ErJkiRJkqTVQKOT25TSoALG0Wwioh9wJrA3sBYwG3gZuDyl9EQj2lsXOADYGdgC6AssAd4DHgKuSClNKUz0kiRJkiTI75nbLtnhkpTSogLFs0pFxObAk0DP7KM5QC9yie5eEXFWSuniBrS3DjCJ3NTrCnOATsDm2TYiIg5MKT2V/x1IkiRJkiC/VwHNIrdw1A8LE8qqFREdgHvJJbavA5ullLoC3YFLySWoF0XErg1otlW2fwA4GOiRtdkR2BN4P2t/dDZiLEmSJEkqgHyS24rR2n8WIpBmcDwwEJgH7JNSGg+QUpqTUjodGJ2Vu6gBbc4Evp5S2juldFdKaWbW5pKU0kPkEtxFQJesf0mSJElSAeST3FY8N1qsi0odke1HpZQ+rub6Jdl+SERsVJ8GU0qzU0pv1HJ9AvBidrpVvSOVJEmSJNUqn+R2bLbfugBxrFIRUcqXyeUjNRR7kdziUgA7FbD7z7N9q1pLSZIkSZLqLZ/k9o/AF8DpEdG1QPGsKhvz5aJP46srkFIqB97JTjcpRKcR0RrYLjv9TyHalCRJkiTlkdymlF4HfgKsDTwbEd8uWFRNr3+V409qKVdxrX8tZRrix0A/oBy4qUBtSpIkSVKLl8+rgK7PDt8BNgOejogPgTfJLay0rJbqKaV0TGP7LoBOVY4X1lJuQbbvnG+H2WuHLsxO/1ixgFUt5UcAIwDWXXfdfLuXJEmSpDVao5NbYDhfLiaVyE3zXRdYp456kZVvzuQ26i5SwM4i+pNbfbkj8Crw87rqpJSuAa4BGDp0aLEu2iVJkiRJq0Q+ye0HFO9KyfOqHHcA5tZQrmM15RskInoAjwLrAf8D9kopLaq9liRJkiSpIRqd3KaUBhUwjlWt6nO2A/hy4agVDcj2U2q4Xqtsoa1HyE3b/gD4bkppWmPakiSpkEaNGtXcIUiSVFD5rJZczCbw5ajzptUViIgSYHB2+lZDO4iITsCDwFBgKrnE9oOGhypJkiRJqkuLTG5TSnOBcdnpLjUU2waoeMXREw1pPyI6APcB3yL3XtvvppT+14hQm0VZWRllZWXNHYYkSZIk1Vs+z9xWKxux7JGdzkgpzS90HwUyCtgaOCIizksprTj1+PRs/2pKqaZpyyuJiLbAPcCOwCxg17pWRpYkqS7n/PnJ5g5BkqTVWkFGbiPiaxHx14h4D5gDTMq2ORHxXkRcHRFfK0RfBfRXYDJQCtwfEZsARERpRPwOOCArd1bVShExKCJStg1f4Vorcknz7uQWqdojpfRa096GJEmSJCnvkduIuBj4KblEubpX7AwCjgOOjYhLUkpn5ttnIaSUFkbEMHJTjocA4yNiDrl32paQeyb3rJTSow1odjvgwOy4DTA6osa3Dn2YUtq6UcFLkiRJkpaTV3IbEVcAP+HLpHYC8CK5BZQC6Evu2dWNs/MzIqJDSumUfPotlJTSGxGxGXAmsDewFrlnZF8GLkspNehZW5YfCW+fbTXxdUCSJEmSVCCNTm4j4pvAieRGOCcAI1JKz9VQdjty04A3AU6MiL+nlF5sbN+FlFKaCpycbfUpP4nqR6hJKY2t6ZokSZIkqenk88zt8dn+Q2C7mhJbgJTS88B3yD3jCvDDPPqVJEmSJGk5+SS325Mbtb04pTSzrsJZmd+RG9ncPo9+JUmSJElaTj7P3PbL9uNqLbW8V1aoK0l5W/TIdTVeK58xpc4y7Xc7puAxSZIkadXKZ+R2SbZv14A6FWWX1FpKkiRJkqQGyCe5/SDb796AOrtl+8m1lpIkSZIkqQHymZb8KLAZcGpE3JtSeqW2whHxdeBUcs/pPpJHv5KkGjx6yRnNHYIkSVKzyGfk9nJy72rtADwVEb+OiLVWLBQRAyLil8DTQKeszhV59CtJkiRJ0nIaPXKbUvooIo4FbiaX4P4G+E1EfAJ8Sm6Eti8wIKsS2WfHpJQ+zitqSZIkSZKqyGdaMimlURExA7gGWDv7eK1sW9FHwHEpJackN4GysjIAxo4d26xxSGoYpxFLkiQVRl7JLUBK6eGIWB/YD9iF3HO4PbLLM4D/AI8Bo1NKX+TbnyRJkiRJK8o7uQXIkta7sk3SGqbQ75H1vbRqCRyVlyRp1WpQchsRXbLDpSmlhQ2o1wFoA5BSmtOQPiVJkiRJqku9k9uIOBX4fXZ6MHBPA/rZg9yoboqIn6SU/tKAulLeVveRx9W9PUmSJGl1V69XAUVEe+Ds7PSvKaWGJLZk5f9CbsXkcyKibYOilCRJkiSpFvUdud2P3CJR88m98qcxfgMcCfQChgF3NrIdSZJ8plWSJC2nvsntntn+3pTS9MZ0lFL6LCLuBQ4H9sLkVpJalINOeqi5Q5AkSWuwek1LBoYCCXg4z/4q6g/Nsx1JkiRJkirVN7ntl+0n5dnf5Gw/IM92JEmSJEmqVN9pyZ2y/dw8+5u3QntStab+7Ps1Xlsy8e06y/S75JaCxyRpzeYzvJIkFbf6Jrczgd7kFoPKR88q7UmSVnPn/PnJ5g5BkiSpXuo7LXlqth+SZ39fz/ZT8mxHkiRJkqRK9U1unyP3jtoD8+zvIHILUz2fZzuSJEmSJFWqb3J7f7YfGhGHNKajrN7WK7QnSZIkSVLe6pXcppQeBv5FbvT2uojYoSGdREQZcD25UdvXs/YkSZIkSSqI+o7cAvwEWAJ0BB6PiCsiYv3aKkTEBhFxJfBYVm8JcGJjg5UkSZIkqTr1XS2ZlNILEXEcuRHYEnLJ7o8j4r/Aq8A0YD651/z0BbYCvkputDeAZcBxKaV/FvQOJEmSJEktXr2TW4CU0s0R8SFwK9CfXNI6ONuqE9l+CnBESmlsI+OUJEmSJKlGDZmWDECWoG5Abnrxq0A5X47OVt3Ks+s/ATYwsZUkSZIkNZUGjdxWSCktAv4E/CkiSoGvAT2BUmAu8Dnw75TS3EIFKkmSJElSTRqV3FaVJbAvFCAWSZIkSZIapcHTkiVJkiRJWt2Y3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqejl/Z5bCWDqz75f47UlE9+us0y/S24peEySJEmSWg5HbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0WnxyGxH9IuKKiJgYEYsiYlpE3BcROzeyvdKI2Dcizo+IhyLis4hI2bZRoeOXJEmSJLXw1ZIjYnPgSaBn9tEcoBewN7BXRJyVUrq4gc3uDPyjcFFKkiRJkurSYkduI6IDcC+5xPZ1YLOUUlegO3ApEMBFEbFrI5r/FHgQOBcYUZiIJUmSJEk1ackjt8cDA4F5wD4ppY8BUkpzgNMjYgNgP+Ai4NEGtHtfSml0xUlEDCpQvJIkSZKkGrTYkVvgiGw/qiKxXcEl2X5IQ56VTSktyzsySZIkSVKDtMjkNiJKga2y00dqKPYiMDs73qnJg5IkSZIkNVqLTG6Bjck9UwswvroCKaVy4J3sdJNVEZQkSZIkqXFaanLbv8rxJ7WUq7jWv5YykiRJkqRm1lKT205VjhfWUm5Btu/chLFUKyJGRMS4iBg3ffr0Vd29JEmSJBWVlprcRt1FmldK6ZqU0tCU0tDevXs3dziSJEmStFprqcntvCrHHWop17Ga8pIkSZKk1UxLTW6rPmc7oJZyFdemNGEskiRJkqQ8tdTkdgKQsuNNqysQESXA4Oz0rVURlCRJkiSpcVpkcptSmguMy053qaHYNkDX7PiJJg9KkiRJktRoLTK5zYzK9kdERHWv+jk927+aUnqnmuuSJEmSpNVES05u/wpMBkqB+yNiE4CIKI2I3wEHZOXOqlopIgZFRMq24dU1HBG9Kjage5VL3apey6Y+S5IkSZLy1Lq5A2guKaWFETGM3JTjIcD4iJhD7p22JeSeyT0rpfRoI5qv6cW0/1zhfD1gUiPalyRJkiRV0aJHDlNKbwCbAVcC7wHtgM+BB4BdUkoXN2N4kiRJkqR6arEjtxVSSlOBk7OtPuUnAVFHmVqvSypeB530UHOHIEmSpGq06JFbSZIkSdKaweRWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRaN3cAah5Tf/b9Gq8tmfh2nWX6XXJLwWOSJEmSpMZy5FaSJEmSVPRMbiVJkiRJRc9pySo693xvl+YOQUXk0UvOaO4QJEmStAo4citJkiRJKnomt5IkSZKkoue0ZKmFcZquJEmS1kSO3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKns/cSlqt+EywJEmSGsPkVi1eoZOp1b09SZIkaU3ktGRJkiRJUtFz5LaITP3Z92u8tmTi23WW6XfJLQWPSZIkSZJWBy1+5DYi+kXEFRExMSIWRcS0iLgvInZeHduVJEmSJK2sRSe3EbE58B/gJGB9YDHQC9gbeCwifrE6tStJkiRJql6LTW4jogNwL9ATeB3YLKXUFegOXAoEcFFE7Lo6tCutrh695AwXvZIkSVKza7HJLXA8MBCYB+yTUhoPkFKak1I6HRidlbtoNWlXkiRJklSDlpzcHpHtR6WUPq7m+iXZfkhEbLQatCtJkiRJqkGLTG4johTYKjt9pIZiLwKzs+OdmrNdSZIkSVLtWmRyC2xM7tlXgPHVFUgplQPvZKebNHO7kiRJkqRatNTktn+V409qKVdxrX8tZVZFu5IkSZKkWkRKqbljWOUi4nDg1uy0TUrpixrK3QocDjyaUtptVbYbESOAEQDrrrvuVpMnT66177KyMgDGjh1bV5h1KmRbTdGeJEmSpJYlIl5NKQ2trUxLHbmNuos0b7sppWtSSkNTSkN79+5dqGYlSZIkaY3UUpPbeVWOO9RSrmM15ZujXUmSJElSLVpqclv1edgBtZSruDalmduVJEmSJNWipSa3E4CKh403ra5ARJQAg7PTt5q5XUmSJElSLVpkcptSmguMy053qaHYNkDX7PiJ5mxXkiRJklS7FpncZkZl+yMiorpX8pye7V9NKb1TzfVV3a4kSZIkqQYtObn9KzAZKAXuj4hNACKiNCJ+BxyQlTuraqWIGBQRKduGF6pdSZIkSVLjtW7uAJpLSmlhRAwjNzV4CDA+IuYAnckl/Qk4K6X06OrQriRJkiSpZi155JaU0hvAZsCVwHtAO+Bz4AFgl5TSxatTu5IkSZKk6rXYkdsKKaWpwMnZVp/yk4AodLuSJEmSpMZr0SO3kiRJkqQ1g8mtJEmSJKnomdxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkope6+YOQGu+sWPHNncIkiRJktZwjtxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqeiZ3EqSJEmSip7JrSRJkiSp6JncSpIkSZKKnsmtJEmSJKnomdxKkiRJkoqeya0kSZIkqei16OQ2IrpExAUR8XZELIiIzyPiiYg4KI8220XEbhHxy4gYExGfRETKtt0LGb8kSZIkKad1cwfQXCJibeAZYL3so3lAF2AnYKeIuDql9KNGNL0x8HBhopQkSZIk1UeLHLmNiADuIpfYTgK2SymVAqXAGUA58MOIOK6RXcwCngAuBho9CixJkiRJqp+WOnI7DNiGXBK7f0rpXwAppUXAJRExADgFOC8ibkwpLWlA228CPVJKqeKDXC4tSZIkSWoqLXLkFjgi2z9ekdiu4PdAAvqRm6Zcbyml8qqJrSRJkiSp6bXU5LYs2z9S3cWU0sfA+Oy0QcmtJEmSJGnVa3HJbUT0AXplp+NrKfpWtt+kaSOSJEmSJOWrxSW3QP8qx5/UUq7iWv9aykiSJEmSVgMtMbntVOV4YS3lFmT7zk0YS40iYkREjIuIcdOnT2+OECRJkiSpaBRNchsRv46ILxq5/bZqU1WOV9uFn1JK16SUhqaUhvbu3bu5w5EkSZKk1VoxvQqoBGjVyLpV682rctyxljoV1+bVUkaSJEmStBoomuQ2pXQOcE4Bmqr6nO0A4N81lBuQ7acUoE9JkiRJUhMqmmnJhZJSmg58lp1uWkvRilWS36qljCRJkiRpNdDiktvMU9l+l+ouRsRafJn4PrFKIpIkSZIkNVpLTW5HZftdI2KLaq6fRm7hqSl8mQhLkiRJklZTLTW5HQO8RO7+/xER2wJERLuI+ClwSlbuNymlJStWjoiUbedU13hEdI+IXhVblUtdqn4eEW0KeVOSJEmS1FIVzYJShZRSShFxEPAMsB7wz4iYB7Tny+/k6pTS3xrZxevAwGo+v32F8x2BsY3sQ5IkSZKUaakjt6SUPgK2BC4EJpBLaueSm4Z8SErpR80XnSRJkiSpIVrkyG2FlNIc4Oxsa0i9qOP6oDzCkiRJkiQ1UIsduZUkSZIkrTla9Mitqjd27NjmDkGSJEmSGsSRW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFT2TW0mSJElS0TO5lSRJkiQVPZNbSZIkSVLRM7mVJEmSJBU9k1tJkiRJUtEzuZUkSZIkFb3WzR2ACmPs2LHNHYIkSZIkNRtHbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPRMbiVJkiRJRc/kVpIkSZJU9ExuJUmSJElFz+RWkiRJklT0TG4lSZIkSUXP5FaSJEmSVPQipdTcMagOETEdmFyPor2AzwrUbSHbsj3bsz3ba4q2bM/2bM/2mqIt27M921s92xuYUupdWwGT2zVIRIz7/+ydd9gdRfXHPyeNhASSQBI6hCJKR5BeEgTpoICFIh0sP+nFhoiIKChFiigWpAgoICAivST0Jr1DirRQkpDe33t+f5zZ3H333Xrv7n33Jvt9nnne987Onj0zu1POzCmq+oWy0aroVfQqehW9ImhV9Cp6Fb2KXhG0KnoVvYpe+9Kr1JIrVKhQoUKFChUqVKhQoULboxJuK1SoUKFChQoVKlSoUKFC26MSbhct/LGktCp6Fb2KXkWvCFoVvYpeRa+iVwStil5Fr6LXpvQqm9sKFSpUqFChQoUKFSpUqND2qE5uK1SoUKFChQoVKlSoUKFC26MSbitUqFChQoUKFSpUqFChQtujEm4rVKhQoUKFChUqVKhQoULboxJuK1SoUKFChQoVKlToJohITUTeD+QdIiJf6y6eKlRoV1QOpSpUqFBhMYeIjAU+VtUtU5Z/GFhRVdcslrMKFSpUaA+IyFKqOr3Be2vAh6q6YiBvgqqulBePFSp0F5rpH1nRqxUPqVChHSAiPYBtAVT1oW5mp9QQkf7AAPdzhqrO7E5+8oaIjASuAB5Q1aMSyv4N2Bo4RFUfKZ67QjAc6Juh/MrAqsWwUiFviMghwGhV/V9O9LYH5qnqEynLbw70rcbVCos4JojIP4G/quqojPfOpT6n+iFNc5UDXJ/PBdU4UDxEZBPgS8AqQD9VPdJ3rQ+wPKCq+m4L2Wqmf2RCdXJboYKDE9imAzVVjd34ERHBBJoVgXGq+kzg+sbA4cCawAzgYaxDz4qhOQjoqaqTUvK7JdAnj4lCRPoBp2KD3Vkh19cHDgS+CKxD10l4BvAacD9wvaq+3CAfawN7AGsACowH7lDV11PcOwTYAVgPey9LATVgCvAW8LiqPpmSjz9j728fVb0toez+wHXAH1X1O2nou/sGAkcBO2ETkAL/A/6DfStz0tIK0P08vvZT1WdT3NPl1CCh/HvAcqraO2X5VbD3MhiIvUdVr3b3HAw8q6qvpHlGFojIhkB/4FVVnRq4tgvwZUzgnw48CVypqpObeF7qsaUIuPerwLvAaC+p6pgm6KU+URKRccAqaeruvpV9gE2AoS77E+BZ4GZVfS8Fjb7Y5sscVX0ncG1J4AxgBLAEcBdwtqrOSFOXLHAaEXlAW6klISKfUdW3cqLVE1hGVT8JudYP2BXfPJl3fxeRXthcXbhQ5etnAOOAvwJXpfxmXwU+C+yrqv/y0Us9LheJQN2agbZ6DHTCXE1VFwTyBfgOnceCP6lqLYFeP+CrwDbYWqM/0ZsQqqo7puSzaYFURIYCVwM7e1nunp6+Mn2BMcBywLqq+mYrxqpm+kdWVMJthYUQkZWB9cmwAE1Bc3mSO38pdvJ8C9BOA0FIuXWBfwJr+7KfBL6sqp+IyPHA+Vh9hXpnfgfYObhoEJHvAKcAq7usj7BOf06cCoeITACG5jFRiMiy2AIyOAguCVwOHOCrTxzUpeuA7/pPdEVkX2yxeUfI83sBl2LCXvAZClzp6M0PuXcD4JfYIinJj8AY4FxV/UtcIRF5BfgcMCxps8HXdq+q6vq+/L2BYzDh/LeBe7YBbgKGEV7f8dj39LLvnmWwCXpKBB/7A+dip6p+TAB+qKp/i6lD6kWUiCwNTASmqOqwhLJbABcBmyXR9eB9f76J8Fns/V/fjIDpaG4KXI8tpsFOS85U1XPdQudvwP5ecep9dyrwNVW9v8HnphpbfOWHAPtim0nrAivg05TA3umr2GbSLao6MYHeE5iw6I0VXr0mAA9RF3YTN5EcvaybIeOAVRPG1SWBC4AjsX7s7xcevzXgz8DJCRuFxztaf/JvODlB60ng8z76CjwNbBtc/DYL105xUKLHVP819fWLwk/QRKQDeATTXrkxrq2jICIDgAuxTdG+wCxsjP+JqnaIyHZYX1whcOvNwKGNPDOCD298LnxjyWn8HIltziyJvcMacC/Wlv8Km8PcvacDZ7p7JmH9fDjQgW1KpUWccLE+cCKwKdATeBm4QlXvTajXBEywGh9RZChWX4AF2PwgwLLUx5yZLh9VXd3R/WmqGqWAqv48LF9EvgX8Hps/vhm4djuwm/cTa/v/qOreUc8RkS9i65uhdJ4jwsarLoJlBM2GBNIQOksCjwMbAB8Ad2Lz2ZJBHkTkJ8DPsf74yxRjVVpE1reZ/pEVlXDbphCRXbGdozTCaOyur4hshU1CmRegEfR6YAPo/2GDcwpyiSelDe2UicgDKZ7voSewHdbhRkfQWxpbVK5A18HsAeAk4Dn3+xHgfUxo3dKVfwPYSFXnOXoXAMeH1MU7xTtQI1T/3IQzLM1iOQlhwq2I9MZOnDdz/L0J3IPV/wNssQI2SK2ILcK/hO0+K/AUsJ23YIw77RGRf2DvV4DZ2KQr2GlfP0fvRlXdP3Dfgdig2Jvw72Geq8OqwGdcnmI7tPtFnY6KyDTXFgNDGyy8fIeqDvblXQd8A99OvMtfFXgBGIgN7Pdh3wWYQL0jtrh/H9jYE64T2u9k4NcRbeDV+Qeqep4rvyGwse/6lZgAd3xcNYFBmNC1LXCXqu4RWdgEyYewha0A77k6xZ5Iq+oO7n7/ZKvAfOB2bBHwH1XtiKMTws8w7NsdTNe+ezgwBDiPukA9FliNulA4DdjA2zXPuDDrA/zY0T7Tf8G/KHNj55nY+NnPy46g6U3eszFB7mdxJw5u4bM1dkoxAtjc8eWn9Ql1YfchVX0pglZW4XYi0F9V+0Vc7wM8SH2cfA/rt++73ytgY7On4fA4sEOMoHAntlDcXlUf9eUfBFyDtdlF7u9JwNLAMar6+xR12Qw77fHPRVFQrD8HsSa2AdoX+AfW3v66jsDGjjnAycBYVR3tnl/4CZqv7ykmZN2ACUGPpyHsNopGY20U7Gu/wzYjXwaWwTaYJmHCQm9X5k5V3TNrhSJ4Cd24jSm/HenXGUeGXRCRpbAN4cOBLbzywGTgWkwz54XAPb2By4BDac5kMLSebvPzKkfbv7ED8C/gqKjNw7i1hogci42bo7H3+phvfdMbG3N+BIwETlHVS3335vEtxwqQInILsDewm6re48vfC6u3Yn1wNnAQ9g0eoqrXhtBaC1vf9cfm7f9ga+epWD9dDtPE2gET5M/EzLauimS+CYE0hNb3gXOAJ1x9p0a9O3dI8zLwqKpuJyIjonjMCm+sikIj/aMRJqrURgmbDG/DdvM6sMVxUuqIobct1qk9em9gi5sH41IMvR7Av328TXZ/F2Anl7N8fE3HVBPGJdT5i8CHPpphdffndfjurYWUzZr89H7s8t5zfC2FnRh+5J5zL/AxJpT467Adph7bARzu8kb4nnEfcAimkvsbbCFdc+9mn4h2mRD3bjN+V8uG1PUUl/cJsHcGWnu5ezqwExb/u/ggpPzuvvd0Ljaoe9eWxAZr7/pOvmsbYgujGnA3sAsmjKzpeHjEXbvFlR8G/MD3Hm6NqcM0YGaGOs/EJjF/3pvuOYMC+Zc6vl4D1g+htQHwurv3Fynab31M8KthAsFITDDqh02yD7lr84DPuXvOoN5ngv0qKdWwRfe2CW3yb1f2BWCTBr7JGrZouNX3nj0ePsIEuo0z0PuVozEO63sDXFuNB17EdsU/wTZk/Pdtgm00dQC/CRlbsrRbl3sCz/qXr+yn2Fh/DnAcptVwlPv/HHftUx/NyO85oj36uvr/DBvXZwX4W5Dwbrp8ixFlN3fl344p8xNXZga2uJeIcge7Mh3Aj2PojXFlBgTyb3f5J/ny9nPPHp2iLj/E5rLU80cIjZXc9/smsGbMs9bA5uMJmPM2L3+8+4bD0gzfs+dhi+UJ7v/U8y62IXsW9t37v4lXsXlhuYR2OsTdNxdbjO/lvtkFLu+3jqfvYaY1YALDab5n7Zp1zIjgpcvcFlFufWwcSNNvE+n56H4Om9M/CNB5BvguMDBQfmlsQ9lbH0ykviGVKoXwsCb1/v0htiH8G2wD2uNpDLBWRB1C1xrY3N2BCSNJ7fDX4HvFNlX/mkeKeW7UPHwDXefYo1173B1B63J3/WpfXpexENtYm+be8RIJ7fJ9R+Mx71uIae91XdmHI2g94+q0WYp3J1hf/DiPftZE/8zUP1LT7c5KVamhD8Fb6M/D1LMOwISsTIOdj95oR+8RTG2sWf6OdPTeB7ZxeQs7Pyb8bo8tuGdhO2Rx9NbC2aphp4bHU1/4HYHtCN7v8j7GJstDffd7neWpFAPkNb7yoQMntsPWgako+vk8ynfvtyLq4vH+b/f77+7330PKrgSM8r3rLu0UHLSwXdNG04UEJmzs9KoD2L2B78ATWP8beBdhwtlN7tqfY+j9yZX5my/vapd3Ucx917s6+L+JtbCBtIMIoR14yV1PFMowFa8a8FogfzowNaT8W472ljE0t3I0X0rRft6E+zDQO+R6L6y/dQC/dXmH0nnDyhNYH4xJ9wO3AL8APpuiXSa5Z3YR4FN+Q/5xY4jrP/+l62LzeeAEbHc6jt5zrvyXAvm7+OgdHXHvl12ZFwL8dWD9cFxCGu8r3+maj563sJqFCbB9U7TREsCx2OZKB3Bkg209EBPyniR8k/BQTDPFS9738kBMetC1+VxH85KY57/mysTOBz5eapgZQFSZacCngbweLr/D/61g/WMBMCnhuTu4587HhPGN3e+PMEF0K+B0bB76GBPoVguh80fHwzYp6rqNe8blKcoe69r6HmzToo/vWm9sLXCXe2/HpPwuBNPGuZ7Omx/zsE2nvTA/EcH77nLlTgnk/9xH49cRz7zIlbnGl7dzE+mrwe855JkruPdYw06zvPlwmuP5cmzc9tYZZwFnZOxjPbETxJt9faLDteu1wMiQe1JvIiU8+xJH67/AkMC1L2MCbw0byzYIuT9KQLrf9Z2hKXgY5up7X7P1yVj3KcC0kPyJjp/VfHn9XN5HEbS8uXvtpHeErU9rwGkJ/OUmkLrvdTa+zcEoWu7aJ5hjwJa9j5h2yNw/Yul1d4WqlPkDeAff6V8O9Lxd8FVyovego3egLy9sZ6snpn4xj/hFflM7ZdgO8XzXWc7DVOOintWf5ElwsqvfEoH8lahP2oMi7h3qyrzjfnunQatHlO+J2YrU3ATyf4HrQeE260lS2A61n940AqeRDXxb0wL8hU0C7xKYMELKrE3g9MfdNx8YHHPfZ9199wXyD3b5N0fcd767fi8hi7fAO7rP8X9R4NqUsPbDJp8uQm9Iuan++2Pa7w33/MiTVExDowY8H3E9l0VUgObMNPWMuT+qvuu79zOBzoLuPOzkcz/ChfxprkyPkHc4n5hxEBMiFwS+52fcs8cCeybUZUCwf4WUeczxcHADbeWdlD2asvwy2KL2AmzB69Xfa883MAdpXvkzfNcaSaMS+ulsl3ql4L0XJqDNiinT5TqwkePl5ZDyE4G5Cc+9mcCJcdg3iglKb2BC0EohdN7J0i/cd/tOQpmmTtBS8jEQ2zz2vnv/5s65OK0QV9bTtFo2QGNt330rRzzHK/NGoJ1zm9tCnumN93fgxo6Id/stbAz5DxHaBQlt2Bv4OqY26u9vXv2exdTtvfKHAl/P+pyQ577rnrFVxPWVMLvzmusLmweuRwlbk0jYFGqmfB4JW/tND+R564K3IngMHQswQWt2IG8BMDmkbF/3rbyQwF9uAinhGmRR764nNk5+2sr3kdAWmfpHLK3urkyVMr/8WaRcBKSk90meHzf13bB+vrwaITthmDpCDbgphl7TO2XYyZo3Ib8DfDXiWWmE27lhg7MbKGphg1yg3BTcossNLF12FEPu+aWvc5/qyw8Kt95E/iwJauUhyVPh9dP7NDjoZvgOerh7P/XlRb23tO0wnc7C3hxgYsI9vdxzxwbyl8Qmpfci7luZ+mnYA8AXQspsTv10fRaBUxrsRLEDc/7gz/+YwGQbwcMMzGlTUvvNSHpP7n3M8dMLXM9lERWg+YJ7ZkNjVVR9A3XaHVMvm03nBfBE7LTCvxs+L6b+U919S8Y8bzq+RY97/gnUTwNvJUL7hXRjS679LXB9KCb0X+zeywI6Lx5exuz9vgEsH3L/Ru4bORQ4jLr2zKEx6WBMgA5VdQzQnxDFe0xbTYi5Ps7Vb01f3mmO79+HlJ8d9625Mu87mkN8eTXM9jhYdkd37XcRz0pl8oCd1MwksKAOKdfSEzRsg+kC6qedXr971L37uYSflvV15WM3TV2dp/t+e89oZoMlru+94uh/PvDMsPH2VFc21em3u+fzru9N9NVjDjZ27Y9pJnmmSAuAvRp9NxHPr+EclMWU6U9dC24qZq/u759hAtJ0bGNs6RQ8DHRlE+e+nOvubZ6v5Ms7wdXzrxHfXtTJ6KcE5hCX14FPUyJwLXZtQ44CKXVzppVT0PLGqKdTtmNfzCfCvtjYfkhUauAd5d4/WvaBVSmfhO0IJwoCGejdnXZwSklvDgEBD1v4h+6yY8Je3AI2l50ybJFwPPVF7F0EFl2kW4B+iHn8DbuWePrlOu8M9//0qHYJuc9bmHUAP3V5QeE2tWpfCP0wm1vvJOmbDdD7JoGTpKj2wU7Dp6SgOdHfXtjCaj6wVMw9a7jnvhJybVLUu3TX93Pfk7dw+wQ75fovdZvimivTRTAEznbXrw3keydAkTuQmKlBDXgqRfvNIEHId+U+JuF0Ks9EfQGxX4P3pz5NxhZO38XMBvw7vQt8ZTxV9KBa3lBf+S6bGK7MykQLMith6to19y5+RECgJ93YMp0mFn4ENCVC2tL7jhdgGy8XYQuVIQ08K/W7SUnv74RsBEWUXc89//qYMldT33AYgtnne6eJewfKfsbReybhuV0ENtf3w4Q4TygdG3JtrONjjxR13YOQzbmQci09QcMc53yf+mI6eMJSo7l58mP//dQ3FkL9TyTQGpKi781w79J/etYR1kaYn435+MbmCJrLYmuO5319r4bZLZ8U7HeYre1fyCBwZGgDxZwuJZVbArNL98ayL7n8KAHJM9M6JwVtz6TusTzrluK5Nzke/+j65RDgbZd3QKDsqsRrOHnmSkv58jy14q0DZZd3tGLHdHIUSLEN3Q4stFkkLUz9+r+u7JkJ/PV3dKf7vuPYlPK9FNo/WvaBVSmfhC2YO4hQL2mA3o6O3lk50fsfAdU/6uq3KwbK9sAWDHECRq47ZdhC9GbXQWZj3uyWcNfSLEBfIGSB7K7dR4j9rO96L2xSHBugFamOG7j/ROqLh3OCgxZmM9wBXNzAewsTbr/l8mbic/yRQKcP5iXbU3c/2nethgmkq2CTiJc8O7/IDRZMXWU+vpNW6s5hfhFzn2ere10gvye2yI88/XHltnL8RZ0GPEFgUvPdO5S63elluFNBbJdyrusXXVSJMZt0z/zghED7hQm33iQV+37c995FOCsqYf37TmwjIPN4FVXfFPetjY2T7wS+Z8/R3fmB8he4Z00nwikTtjCqYV5co567t++9vQp80XctzdjynLt3twbqvJuj/2xMW3Zgm4lnA18goJ7dnQk7CZyOLZYHxpRb2pWZQYwgTN3ZXFA19eVgvan7Quhyyhoo9yFdVZ09R4JdeHb16XLiipnHeGPh9jHP29ZH/zcJvBV+gobNX/tgjsy8Tb+aa5dfY6c6p2HCu7r0fyF0FpCsZj0beNf3+1YSxvoYWokOpQi30Z7q2inMpngSIRuy2Ji3ByZQzfG10QxMHTzWzhqb51JvemdogwXufcT6JfDx8E/qGkl7ES1sHeQbW/4CfCakzFrYPOz1wwN818bmlMbE1GeEj0dPBbiGjdVB8zLPd8oVEbT+5uhs4cs7191zF85PArYO+ofLfyihvXMTSDGHmrOw/nkctlmxkJb7PnfF1p417GAhcnMTOzDy1mfzsDnKO1V9iLpJVA07fHiQZIezLekfuXWeKrUmYZP7S9jiKdRWswGa/4ctBP5EjPfGlLQ8xzX+XahbXN73AmX3dh/2/2Lo5b5T5sruRV3ofhtTb0yzAPUEyF0aaJvPO/oPuN/egH9SBhrfofNizb94P87lPd4Ab6ELAMy2yJsYJmOLjLMxYfcIzJX791zerdSFuRrOcZaPlv/0KCztFMOf57TpCV+e38vydZia8NJYqJdt6OxVfKcAPU8lPq2N4mcxdbvvYx6XDyWdU6XdqQ/iEzEb6m9imxMeb89iDluuo+7Eq4ZNKj0D7TefrhO7t6P6+Rg+1nL3vxhTpqf7vu7DFqxB4SCYIr3pOno/xZyxTHblR2FeEX8alwL1bfh0ENul39H3ex/f93IftiC/l/rEfSD1Rcpu7hvZmbrDsw58jskinunFavVsWK/DxqU0Y4vnNfMTUpzqBb4xT5Pg1Igyt1P3XO+9v6ku//tY34m0LW+g7Xu69tuIFEI0tsl1AE7d2H0LI9x3uxa24XM6dvo+GVNVWzUsBdplDHVVtvsJmTMxgbdGwqkg9XlnqC/vQZf35UDZjRzNLhoV2BjlOSfqwFR5f4nFxD7G/f8I9XHgDRKEVgo8QcO8t1+InaZ6PC3ANq72pauWQg/sNEpJOHGOeJ6nbfOkL8/TXLqnAXpphFtP68nvqd/bfP58oOxAR6/LApv6CbO3+fkMNqZGaheF0Bgfx2uD/XG2ex8HpSzfE3PiU8PmgblRPFH3/u+NKxNcvZ+hri3jtcnFgXujNo2zpiRP2N+irtbq9alNQ8o95q4fGEHna+76b315K1E3TfkE689eX+kyNoTQzFsg3Zf63O1pJHS49+FpLtbcNxG7jsVOUGuufwz3vbMPfGVWdd/KApKdZ7Wsf+TWearUuoSpVXg7H9dgi+1D4lIKml4ohg6cOlVMitslO93RONyX53krnI7Zq3zJdZpPXdlLY+jlvlPmo7Mk5kjCW4jeScJASV2A/GUD7+0X7l5PrXhf9/t1MtjZYYLV/CCvWLywKW4AyWS3hy2+ryRgg4Lt1p9LfbczTkD1rs/GFlDBRU/SBBW6Wxpou98G8n+XgqfLQuh5i6Wzs7RTA+/8a473tyP4DOZ5bfFPAgN+ivaLXNhii+Za8P36ri9FZ0+5qVJC3Wsh9OKE5eD33GkSzel9/C3Ah8fXD9312yP4rGGe5VP1K2wjywuzMYV6CLG4saU3dd8AHdgG5m8xL8p7YKrqO7j/j3bXXvHx9xQx9s2YsL8xdlJ5C7YQ87+XadgY+EPsFC7Okdp6mBDWxTszpg30nq/t3iXB02XCd5ElddlwwTQoQj1PY+PbRi4laT5c5J6xmy/P06Z5Cwvf0hsLHfW8K/vPCFrLY16No/qFl383ITbQIfSaOkELKTuYuvMoP0//w5yLxTqgxMZXBeY30EePcc+7wJe3s3t+ZlVqLDb3eGIEbeqqqxv58jyhLWhWcrHL76LG7vI/xealjbPy6mjsR8ImWgM0p7j38UCGewSLyJEoQLrv7y06j/X+9CYhAiMZQxzFpRT16ef66GcJ2XBzfffLLg2IoNHf9Yv9Q+rhOe3y0gzg2JRtnZtA6uhtRt2PSlh6jBDhPoSOt2m2hy8vdF7GYih3Gh+7s3/k1nmq1LqEBcX2VCVTTfoxtJagrvKTdlEbR2897ITqpkD+zSH8eoPeMjH0ct8pC3nGxtQXokn1G4gJkYlOUgL39XRt8CAuvIxr+3tdXia1TdfBx9LAzniD39xy2An/jdiCejL1Hd3J2OnHDZjdY2wMxAaff4Nrpy6nu9iGw8ch3+nH+NR6A/esj01IiWpaTfI9AdvRXALblLgbW2gEeZ2PbXL8jgjv4SRP8BvF8OGdTh0Vcf031CfPizFB6rPYrnJkSqj7lTQRrxBbkD4Z94wG3ocA38ZOkV/DnT75rg/ABABv86iG7ar/gRhP6zHPOpZ6XOXYscXdsxT1Tbo047tX7u9k2P0O9INjsH79YeCZceYdv3ZlTg3kL089dJs/TY/7XkLKN5wK7Msjvbb25fXFToHC5rYZhIRVCdDcFtukeMh9j6+5/39LilBBAVoNn6CF0JrtKzsXE/52Jf3mzto4jY2MdeiJrQlqdF5Q98FtQhT0bg91z/Srhn6WusDxEnY65Z3mdhC+sXMwCXFNuyO5vq2O79j45CH3Xuh9VynKboxpdP3ApSNoUIhpt4RtlG2HaaDsTsb4rOQkkAZoroFpip3q3sdhpNA4893/KbZ+6e3LqwGfhJRdxV2LM91pWf8Q98AKbQIR2RLz3rqEy3qLumAXCVXdIYLemdhp6wLMCcd9KemNzsh3T0w15KuYc5apmGB3nqp+GnNff6xDTlLVv/vyR2CnMCv5is8CfqSql2ThzdETbIJbDUBVz8xKo0L3wX1fX8Den2InDM+q6oJu5msCJkD3DOQvh50o9MAWwR+p6rzWc7iQn7FY2x2pqld2Fx9lgYgsRd3R0OuqOqcJWitgmgyrQvRYHLhnY0xNegdMvbd/oMhMTBB6EHOs9Hyj/LnnDXfP+g62yHKsdv5ufeWfxk4o11bVMb58bz55EQvpMAfb5BiBxbk9oRk+G4Xrb6tgaqcPNUijB7AOFobjLV/+8tip7t7YvKyYLf6JqvpUs7xn5PEg4GfAmhFF3gZ+pqrXJdDxNp7/Alypqp80wMsW2Il5prVCd0BEBmPaFe+p6kW+/P0xe/sBvuIKXKiqp4TQuQUbM05R1XHFcp0eUfNQhvtXwU47/5cvZwvpfw2LsHF1g/evrapv5sxWYYirr4isgR1grYCtDz7CTM3eaDV/WCjOWaq6rO/aTEyrp2/IfZMxbY3lIui2rH9Uwm2bQUTuAXbCdnEOUNV3m6Q3BhiOOf65onkOWwcR6YU5/PGE5UdVdWr3clWhQh3NLipaBRGZg500DlDV+d3NT4XOEJGlMQFXMG/r05qktxadT/1X9i65vzXM6/ymEfe/j4WU6auqHb78Z7ETtr1U9Q6Xtx528vWaqq7XDN9ZISLfwFRkveeqqvbyXR+EnVoLZnM7vYln9cZMhqap6syGmc4BbnNkE0wlG0zD6dm0myAisp2qPlwMd+0FERmC2eB764z7ogQpEZmHLe6Dm1HdirLPQ46/of6+meKeQZjt/aFYyLfEe52Qvh6mdt87rmyjgnYaNFLfVsLjD3O6tSo2zi9w194GVse0F8f57umNHTB1hAm+rkzL+kcpG7ZCLDbDdg4PbFawdVgBU8ErrCMXBdfZqgm4AgAi8lNs4X9ByvLHAYNU9efFcrbwebnylzO9TzC11tIKtiVvv0K/PyfMNizQisjn6CzMLu9dcn8XYJ4wR2NqsQ8nbBQOAaYGBNsBmJfi2Zg9qcf7K27zZHij/DcCETkHU8cTTL20N/X6erxNEZEPsVPyvTHV04bg+s6EjDwuh6k7e6fKuYxFToh9vgkSIiJbquoTKQtvji2AQ0/F26mvBaGqEzHfJmnwIeYwrNQo6VwpiQVMe2I3TKDdC1NXF2xNHHffFph2xWZx5QIoek2cWN9uhmCmb6th45MnyD6NCbcHYf5EPHwTMysYH0OzZf2jOrltM4jIJEw9ZHBO9N7GdvRKPyC3Gu5keGuARlXZiqJXZt66i55TpftQVVdMSXMc5l21sN1s/4553vzlSU9E/oTZR62vqq+loddqlLn9iqCXJxxvSn1BNQ9bpDyECbSPZjltFJFpmNraEqpac3m7AndgoSB2DJSfhAk/LTnREpGdMYeDUzHnW7dgTq7CTAR2woTxm1X1qy3iry9my3gEvkMGP2/uZGosthhcPafN7LT81bAwaSslFmbht7xK1EnU4tLXROQqbJFfqnE0eHJbtvZLOlkWkQ0xgfZATGPEG8c+wnzG/FNV74u4d1NsnOvr7nsPc7oZa2qiKcxHGkWbnKQPwzzp/wY4TlUvdde88XIB5p/iecyj+rexsewcVT0tgm7L+kd1ctt+eA4YISJLN6ua5nAzcLKIbKWqj2e5UUQOyeH5QLEqIE1gIOZ4pkY+fSVPemXmrR3oVeiMn2Ohci4SkT2ynuCKiHeC97qneurLywKNWiAvbhCRtTHHXutiGjae3d8M7ITwVeB+9dl/xmAO5vnSE2af0CbsiDF7zM9jXmzvcnkHYgJ0p80nJ8gNxOzgYyEi/TC/DNsAK1JXxQ6DBoVoH45xvJyqqjc52lGPfdyV3cTHx6pJvKaFqr7j/+026u7ATtBnYe21DXU/Gt59U0Tkj9gCcz/MyVQsnPr6UVhEglUwu741A9e/YuQ16TQy68lS2U+iWoFzsHd1qYjsrqpzu5uhdoWIDMNOBw/FhCeon9L+DnO896gmn9D9DNuIewmL4vFsIQyngJhvCzCV3x6+31mh/n5dIG7GVL+99kdV7xORS7Ex9ju+soKNpb8gGi3rH9Uiov3wG2AH4BQsFmCzOAtT7/iLW9RmMfK+kgR1kAy4uomOHkTeHT/vSTtPemXmrez0hmCLy7Iib/7i6Al2inQl8IyIXIB5WY21QfQt3CXwN/h/WpT5/baEntsZ/xU+YYuu7aK+8s8AP1bV+2OeNTBnlfN/Of6uFJHzMeH7IHfthkDZzTDHKLFzi4h8EYsLPJTOqob+uvvz4uaeLdzfWMdJAKo6U0SmUlfVJonXDFC6rrOOxFSRX8fCZvzPd1ISxA2YcLsnCcKtiGyFhRBbjnqbdWojVZ0mIscDG4vIOFV9JFNtorEUpg2QFwrrayLyQE40wzZXZmIL/suAl50Q8Dj1ONRRhN6JupYTmh1XWzJXikgfzDzgUGAXTM1VsHnoFiy0JVg81bSHO1tTj/H7cr4cZ8Zw91cCv7OiJSq3Th7oosqtqseJyB1YNBO/g9grE+aZlvWPSrhtM6jq3SJyDHCBiKyIqQC83QTJfTCPaGcAr4vIjdgOV6ztkDtpfYh8O9nwnOhUuvYVIiEiA4HDsVOhF7qZnS7Im7+U9PyL+YFAGudy/oX76u6vf2JbnW5AN7VfLvRE5AdY/Fhv8TMVCzXzAfXF5ZLYqeZnsXe1GXCPiPxQVX8T8ditRGReXjaUmErt/pj34HO824DLQ9TNvop9K6NinrcWJjD3xzz2/8c9YypwMiaw7YRt7E4EzsROsKMwCHPslHZBHlQPzGuTJYzOwVh7HKvJ3me90DOxjrhEZGUsRvNg7FT4eiyk16CQ4n/A5vz9sNAjTcF9K8tgKtTN0mpFXxvZLF2HsHWGfxxdA0hj0xq2AZI3vkDXbzwRLZwrPXv4Cdg3K9hccjtmB3+bqs5pUFuwL2Zf3N2CLdj4BXYiOgjTzGlLqOpd1LV20qJl/aMSbtsMvtPNDmzQOdw56/go5ra4k8wr6WyLdYBLSbhaVUemKJcFuds4ONurRtHFDjlPemXmrU3onUFX7YXlMqjDKk04kEmC429597/HU8P8FVzfpk5ZwxbpKRbu8cRzrm8b0PsidcH2VkxL54kotTsxPdstMKdJ+wC/EpGnVXVUSPFR2MIxlQ0lpvK3ChFrBFWd4U4KT3A8TAPuCKq6innQ3BgLDXRHzPNOxRbQf1PVQ9y9FwKzte7F/1duDLkJm/u2iaE3GRgmIksmCbgisjp28jjeV78ecfc0ifWw+XtUUkFV7RCRKZjwGIdTMcH2alU9DEBEzosoe6f7O9LLEJFDsdMyP5ZJOOUUbIG+LvYt37nwQrn72uEp72kE3a2tEoUjgZ8GVPNLMVeKyOuAF2pmEPCoe9aNqjo5h0e8DXxWRHppN4cGVBcWS8xrcOaQmq2GM8/oUNX3U5ZfEegVc9Lasv5RCbfth+Ehef0i8j3EnWTmffraMArq6HeRb/3ypFdm3tqBHnRVWUw7EH4A/Bk4P2d+ouCpUTbLXyH1LXgx3wzyrm+Z6Z3g/p6nqt9PIuCE3ieA/UTk15ipyolEC0252lA6tcBY76lORW1Eimd9EWu/OHstVPUeETkBa7tTgLMjij6FqfLuSVc16SBOdn9b5Xm/LzBHfZ6mE9CfBOc3mAdZJYWpkqq+JyKz6axZMZyuJ5p9QvKi8FDIs0vZ11T1qpT3ZUYz42gLzLLKOleu7f4qMLwAx2l/xU4Iv4yp7VdIj/Fk2xR9lPhN0ZatMypvyW0GEUmzUOiCsu8QFQXp6iW0EWjAy2Au9MrMW5vQG0hd7U4wtbhPgM1j7q9h6opTm+AhFRx/b2G70ms2y1/Z65s38q5vG9D7EPtWBqtqnMptF4iF4ZkCTFTV5UOuZ/WOOhHor6r9svDRKERkFrYe6efLW4C11TKBsn2xk+LXVHWjCHp7YWrOY4Ed/XatvvGjJ/AjTEBXYNusThUbgRNiVgOWUwszE+k91an8PgG8rKobxtCcjcWPXNqXF+mR1b3fpVR1Cfd7I+yEHexbvgJTCT8hpio17D28EjSNKntfKyNcH80DGvIdlbb9XL29NcEj1E9tJ0WUVWyMTGVzKxY+6D+YavberejjSYjrm2WAzweAUCKv2llQndy2GfIWUsXilwHcpKof5Em7JJiAqYbup6q3ZLlRLHj7xwXSKzNvpafnJt2pvjIPYYv7ptRh84KqTvUWLKo6vln+yl5fP8S83i4ZsUA5EPg6ZnMzH3gWuExVn/OXy7u+ZaeH2c/OyCrYOl5miMgMcoghmKcNZQbMpeum13RgoIj0UdWFzoqc7d1MYmy6VfXfInId5sH5WRG5FTsBRcxnxbqYI0Vv0fb7Fi56R2EqwEcAv44q5Bblv8QW8/cm0JwL9BORHupCM8XQ7Y8JOgv7pqq+gM+mUkSuwFTCGzrlbIO+VkbkbpbloeTttzHwGNY/t8EcQF0kIvdgDuH+lWRakICfYGHPtgAeEZGH3e8kZ4lFxvQNhdu425hkT/FljTCyJBYiqNtRCbdtBhH5FNtR20xV81h8XIjZ//whB1qNqtZE2gRLg+GGfB3/aWwRsynmbS8TmZC8POmVmbd2oNe5QP424HlgoSOPvPkrY31FZE1sLNnBfspU4EJVPcvZX/4bC1MC9Yl7Y+AwEfm2z76yC8refjnQex9YXUQ+p6qvZ7lRRNbBBNsx7nduNpRO0AGLe3paIC8LVFWPjLj2HrCuiCylqt6icwwWbugL2OIX9+zlsY2ApLi8h2GnU8dSt7NU4CKPFDaXXgD8IIn5HOt8Pub19Sci8rqq3hbyrHWwufmLmOB6UbBMAG9i4+oGJDv+2Q/zXv1SDNO5qg+WsK91gohs3yAfTcdw99FqmXZdmeYOVX1RRKZj5nVfwcatPYE9gN2BWSLyL8xJWiP4GZ01xrYHtosp75kQtUy4dRtO52Bj1pIpbyuVcCvmFHAINpZ3Oyrhtv3QB1M/ymtXfSJmAJ6XG//hDdwTJ7hcmXA9Cn7hdm/i1W+yIE96ZeatHehlgoisD2yLxZO8V1VfLfqZqpp6oM+bv0boSRNxRkVkEBZDdQXfPYOAn4nINGzi2xk7rf0v8A5my7MpZod4mYg80Wi9y9B+TdL7DyaIXSMie6nqhynpLgdcg42Tt7vs4eRnQ3mY+/s6cJovL6uJgWKObcLwAiZUrws86fLux8IN/VREvuJObPtQF/Se60rG9zBzHnOiiPwOWzBvhX2bPTAHjI8DV2XYSDiM5Dr75ypvkdypzqr6irMbvhi4RUTGY86gEJGbsDb4rI/edzQ5FMat2CbA6Vj/DYWIfBZzVKbAjQk0W4YS9N1RZF9nRHpxbWYcLQO6Ya4UMI0L4N8iMhhzbHoo5g3+QDo7Ot1GRO5O0lJwuJqS+JXxYeG34E5rH8D6bwfmfG8jLLTWU5in+LXcPZOJ2ZRqmimRL2O2yQN9PA5M2NjzNkW3db8fTPGcwvtHJdy2H97B7HXywrPAl0RkqKp+kgO9JNWagdhgdRTm/v047MQiCkkOrwZi4SiWwGzOgrvWT7u/mybwFYYOrL39A2ie9MrMWzvQ6wQR2QULafWIBhzyiMgPsZjO3omEishpqnpug9oGYYjUQGiGvxbSazbO6HHYRDULc/TzIrAh8GMstt0g4H/Anqr6iu+5a2CL8/WA/8OCw7eivmWj90ssVuwmwBsici1wD/AK5tRltivXD2vn9bBT8IOwU9uJWHxcsPYc7z2e5mwoz3R/J4bk5YV/UV/AesLtxcB3sTq+KyJvAp/B7JKVlA5uXF1Oz4HHpDp7c9s22CL090So6KnqpSLyLiao+9Wr9/X9/w4WLujfKXi7CPgWsI+I/BOLidsDFp4Kredo/x8wAHgVF+5LzCMq2Kb5hEBeJkQJ4SXsa0G8Q/I6Y5D7fyad+0KQtzzjNReCAtqvWXQKVaSqn2KxUC8Tkc9hG0sHYZuhgm3iTRKR2zAnUfdpRHxVdd7DSwZ/ff8PGzfewOJej3fmTJNVdXtY2B9/BXwDq2uUI71msTH1zUwP/ULyojCGhLG2Zf1DVavURgk4F1vofyknerthi5qLW1yPZbGd97GYc4BmaC2J2VXMB34SuNYH2wXbKCe+c6NXZt7agV4I/b+4vnFwIH9jl1/DFjFj3P8d2EK0llPqKIK/VtDDdoanu3L3AMe7/z/FbAN/hJ2k1TDb5+8BhwZoPOWecUgg/2Df8/ePeP4Orswr7dh+edHDNgPG+66nSTUsfuCGMbzVgA+K6Hc59d3+7pvaP5A/AniXzv1sBib0dTvfEXXZDhN+7gBz2hlTtgemevwT4HeYQPwzYBdMoyrLc9dx30Hct1PDQqOs4bvPu/ZKSF6WtKCd+loD73VNzGvwbAJjnK9M0+NozPP7AltimxQHY6rtoSkFrZa3Xw79SrCNrmuxDQb/d/5pd/LWZL0ed3XYw5cXOl4DV7myuxXEywhs08NL3obnGTHpdPed70TCmFVk/+jyrO5+sVXK/PENdAPOeGCdnGiehKlAXENBgkfEc7d0H/GFOdE7zXX8vbr7PVWp9Ql42b3/5QL5l7nv7Cagh8u72OVd6wb0XFIR/LWCHnC5u361L6/LBIupFU8DngGWCFyb4vjpG8jvS30hslLE83tjp1zT27H98qTn2usE6psFkZsp2Cnn8cE2X5QSpmG2HXaquzswMMU9/TDbus1SlN3Mlc2tDYGvufdzYovbamksnNI7Id/LBOz0Z2DgHu/6ayF5mVIMX6Xsaw228cXYeqmLsEcO42gIzf7AJZhQkGqjIUUdGmm/6dhhRLNpTA7vYClM3X902jo38Iw86ppYX0ywWwD0Dnwzn4SUXcVdu7MV/IV9u022ae79IypVoYDaDM7B0jDMHqoP9pE/jjnO6Ii6TyM8q/lUMpfHVHvBdiYnxdBTjVG/zALnSGCiqkZ6vsxAa2lMHexhVS3M82CFckJEPsbCW/QL5I/FVPk3V9X/urxhwIfAO6o6vB35y5OeiLyFeS9eR1XfdHk1QsIAiMgR2AnG6epTjxIRbwd9SAj9iZiGRmSIALFQOEOjypS5/Yqg58oNwE7kVqBulzQDU1N+XRvwrBzxnJ6Yyu8SwEvqs2VrVEU1DJpsO5oLRORozLHZb1X15ISyf8QWykep6l9zen4v7D29oYFwRW4On62qqWxeRWRfYEDUHB5z38r4bIxVdXyW+/NEO/S1DHUZ6ujdqap7Bq41PY4GyvTFBDjPHvMVUthjJq1/Gmy/vFSoNW4eyAoRWR07rU40lRCRkZin/k0wtViwtfOzwA2qOspXtkY+iK2vWBivWaq6rC9vJtBTVfuGlJ+MaSkODV7Lmz8RWQ3bOMjFSVTe/SP2WZVw216QrrFCU73AmI+3kQ6cy+DkFlQzsO+wSydukOZkR29wxPWfYuE2LkhJ7zhgkEa4hc+TXpl5axN68xy9ZXx5K2A23RNVdVig/FSgT3CCLwp585cnPckhzmjUJOWuJcb1SypT5vYrgl6eEJH1MJu1Mar6l8C1HTF1txVc1geYuuIodz1y0zQjVFVb4udDRO7G1OQ2U9VnE8p6sWTvUtXdc+RhGrZA7R/Ir2Gep1dKSWccsEqr2q4ILGp9za0zasGNvDzG0UCZk4Dz6GqPuXCcDdhjnpFGEGiw/fpiJ2pNQ2M8Q+e9LnBlhmBaWjt5WUGW3N97gW+q6kQRGZHm+WmQUN+xwKqY5sgCl/c2Zou/lqqO85Xtjfm06MBMFwrnL0/k3T9ioTkf5Vep2IR59Xswa4qhl7v6ZYa67IWpJLybE72hjl6camMmNQvMhilS5SVPemXmrU3oTcQG/f6+vIPcc24OKT8FmJLHt5eS/1z5y5Mepho1JSSvA1sUhpWflvZ9YiqRSTbJsWXK3H5l//6weKodwKmB/OWp20D503RgNd97zSXF8Lc25uDoRynqcroru2ZMmfGYql+iShu2aO8AxubY3uu7Ok8KuZbruOfKPADcmIHm9cD9rfj23PMWmb6GmYbVgJkh15oeRwPXC7HHLPlYlfe6oA/m38Uz8XgUc5j1bZfOcnk1V+bZsHdVYH3vc89d3Zd3vcsL+pA53PH5Vqv48z17JKa2/gRmGjnG/X8ZMDIljVz7R+yzWt1AVVq8kxto1gBOpK76/Puc6P7DG7xiypVWQCszb21C7wH3PR3rfgt1m5xjA2UHE7Azi6GbiyOPvPnLkx6mztaBqap5ec+4vK0DZZcnZBMp7n2Sj3Bb2vYr8vvLI2GeyjsICISYB+Aa8DwmYK7qq8dvE2jugy0+Xsa8aa6OjcN9sFBEh2IesycDX0mg9Uv3zKNT1OVEV/bnMWXmECJYxpSfhKkG5tHWn8e89ncAt4ZczzrufUqIINUkzUSBOefvb5Hpa5gn6hrwbMi1psfRkHef2R6z1e8j528l73XBSY7mRGIcsWKn0t6atGW28sDJjr9jfHk7ubx5mKO5ozHb57mOv7NbyN8Q4G7qNt3BTUsv/y5gSAKtXPtHXGpbNZcK5URGFTbBDNp/GkMv8ppDX2BlbGAaiqmXXJiBhyQMwdRAykivzLx1B72rsd3FC0RkV8w2fVN3z98DZbd3f1+LIib5B1bPlb+c6eUVZ3SohIdWGgILVbCikGRDVOb2K4JeJ4jFfjwZ03hZAxvrxmNhMc5X1Ukxt6+ILRTGB/L3cnR+rHUbqGOxRciXYnjZEqvTfcA+2jVO+nhgvIhch4Ul+oeIbK+qTxIOT8Xurpg6eLgJCwO0G9FzxzRgsIj0U9XZEWUAEIu5uLS7J67cAwl8eXORF65kFub5uGE4e9uBWIzhPNETp4qZYo5NDY1WDS11X3N20HHw3u3ewAZY210eUi7veM19ganaOczNbMyhUieo6rsiMsU9KwmFjlUtRtK64BvY+/qWqt4bVUhV7xGRb2Hxn/cn33VkHG52z9vAx8t9InIpFhbvO76ygp3m/6IVjLnv9F7Mi7/37AcAzwZ3Zczb+1bYfHGPiGwZMh94yD2eeSRaJf1XqT2S+4A/h3mn3M79HxvOIHB/WhW1sZjgMCgFvSTvgB7NmSSEiCDlriC2oDjBlX+uFfTKzFub0BPMrsb/nc0BDgspe6O7/r0IWn2xwbcD2z19zkfvIcwGyvv2JpKg/p83fwXU92vu+m99eSthC/4OzOnGo5h7fq/ffTnkfTab4nbgS9t+edADbgOujKC9IbagiNo5/4AYT/fYjv/EQN4A7FRoBoEQDthiMfK00PHagVNdTvjuhzs+/xVT5hPMyVIsLV87z8HsDqPKeKp+B6Wg903H3+iEclm+4ycwpzxg3qzH+lINcwgzNiaNw068vb72ixS8pTrtwpyGzcHiaHr3pvLCG5Pave+mbQOv3PkRdJoeRwP0xmJ9tJcv720Caqwuv7f7ruak7EO5tZ8rl5eGU97rginY2jBxHYs5X5uFbSgklc0tNFPMM3bFwjbdDdyAneD2Tnlv0/yR86l33v0jLlUnt20MEVkD+Crhnt9uUtWxGWithcXa2xfzyunHTLHA8Ger6tsJpJK8Hi/AdO5npmTtauKdZi3ABq+XgH+rBf9eCBE5g667+8tlOGFWbBLInV6ZeWsHel0u2kh5kIj8ARvUp2EBz8f4yzmnDOOxncHbIsjlHlg9Z/7ypncHcCw2QXn03xeRvYC/YRPQVu7SLMw28l8BGoneKptBydsvD3p7Yl5JCZRfypVbEdto+Tu28SLA5tiu//LALSKyQcTYOhcYKCI9tO4JeVtsMfekOkcmPszGFkdR2BIbx/8XUwYA13emUP9+wjAAW1wnQlVVzMPowJhiN2AnCheIyPOq+kpYIRFZH7gAG1tuSHj04QnXF85F2tkr9CBMwPeg2MmpPy8K8zH7u7P8mW7sCd7fR0S2o6uznIW3OV4OwFTHH3P5SXNs0yhhXwviIdKvM25S1VcjyuUxjvoxFvNevAq24QFmYrA6ZiPrP8H7JvZdjY+h5/GUW/s1q+FU9LoAJ/S7OscTUq2JyHyIlo0K0OiK4+cu0mmzLETO/OV96p13/4hGozsKVeq+hMXw+yM24Ebt5C/AQiH0S0Fvb+ox1CJPVFyZPbu7/hnb6oyQeqTdfX8PUyuTIuiVmbd2oFfwd1OawOrdnWggzmiVGmrnqO/rVHdtErBxyPWNqO+aHxNB27Nr2tWXd7XLOyNQti82f8TFP5yFCcyJsWEdvXnEnwSPc7yskoLeKq493okp04u6tsUs4FJgD0z1bwNsI+Eyd62GqculOhFp4L2uRt0Z40jqJyEjYtJ27r0uGUHzDMJPFNOePtaAvbv7m1+cUiPjKOW3x2xaw4mC1wWYOnUHsEmK+mzq6Eb5pshdo6ts7yNAbwoFnHrn1T9i6bWq0auUT3If0D2+D/Rd4BrsBOlX7v93fYPE3Qkdf03qE/xbbqBcE1Nd6uP+/xbwJvWFQqSXyrIlbHd/NZeGuzp85MsLS6tEdaw86ZWZt3agV/B38ykFOPKoUpWiEtHC7SMkOFvCxu0acG/E9dPd9Q8xYfkC6sLOOoGy27my98U873lSOl7BHEDViFcd9ATtS1LQu8TRuy6h3IrAf4kX/GqYptPKLXzP47HT8mZoHI9tCHiphp3yjotJY7DF7t+AHbr7e69Sqve8OnZSe3kg/+KQ77qGqXQmHmjkyJ+ntvoaMNzldRrHMCd117r59LQQGoWuCzD7/Jr79ofGlFvON66dV1R9Q2j2w+yaN0tRdjNXNnRTMW/+MMF2SobvYSoJzu9a9m12NwNVyvjCLNi8J2QeTYjgiqkffQtTLesAjoihd7mjd3/coOg64IOO3h+6ux2aaL9RmFpR6eiVmbd2oJfzdzKbgLdVN9CH2jNh9nEfdTffZUqYqtlJGcofB/y0u/nuxvaKEm4nuYXI0jH3Lu3G5lA7VEzt9xU6L4hrhHiqx1QQOwiEoQiUOZa6QHU6Pu+XgWeehp0gdBBv87i5j7ezCAnhg224nu0rt02KNu2DmRg87vjwTnzmubzv0sKwH63+dqq06CaasMfMkYfcNZwKWGcMox76aBKmsrsrpsHxBWA/TLNjBvUTzWEtrO/RxNhxB8r+0ZU9vBX8keOpd6uTpx5ZoU0gIqMxW6lvq+qfE8oejQmvD6vqiIgyY7GdsM9qgj2tiKyNeW0cr6prJJTdFbMHXh9zJd87priq6ppx9BzNlVPSQ1UbsnGo0B7wed19W1V3DuRlQei312hgdVXtWwR/Rdc3COdBdhDJ/eydqGvORvlDVV0xDWMiMg5YVVV7lr39ingfUe0lInOxcAhD4giJyERMyFwi4vrSmAOWLTAbuztU9ZpAmd6YM6algSNV9dkIWgLcgpm0KKYS+Tzm2Ars1HRjTCAVzGPyfhqz4BCRc7FTZcU0Jx4EvO9rNUyld7Cjd6GqnhxFK4J+L2AZd/8k7WpnnJbOYEzFOe3cdmQjz8nI0xnADFU9v+hnpeCl9H0tDu47WYt064yHEmg1PY42iyLbT0Q+xTw391Pn0dmNY5NUdWig7CrA/4C7VXW3Bp7fMERkc2wMWp5o22rBwtF9RVWfjqCTe31F5G5M1XyzqPE2UI8ngLtUdfei+ROR8zHNmxeAnVX1k4hyy2GbLBtgY/MpcfXw3VdY/6iE2zaDiEzGjMSX0s7u4cPK9sHsZGeq6jIRZWZjXipDr0c8v5+q9ou43hfbRdzDy0pBVlW1Z8wzt8IM1DdLw6MjGEkvDs7ByLbYouxejXYc0XJ6Zeat1fTcgA3wuqquG8jLgtBvT0TuA3bAJ8iKyPXA1zEbxV/4yh6O7aCPUdXPFMFf0fV19AYCP8I2pZIcw3m04hxvNCPclrr9ingfMcLteGB5b+MkCiIy1dEb1AAfmSEiPYEfYgLp0hHFpgG/Bs5V1UQHMSJyKmaD5zlC8RYo3jwyGzhTVX/dKN/NQEROBn5O3dlW0vwW1996AFuTfsM2KsxOYRCRzbBQJNtgGxZBZ5N+qKr2aoe+FgYRWRPTDNgbm3PS0Osy/uU5jjrHYR2q+n4KOojIiphn5Xd8eYW1n1s/zlLVZX15M4GeYeOVWz/OV9XlGni+R6OhdYaIDMI0TvbD+lwPd6mGxeq+CbhUVafE0Mi9vm58Xxnor6pzE+rQF9Mg+5+GHDDlzZ+IDANexcanKcCfsJP197H2Xw1bJx2GjdmTgXVV9eOYOuS6zohC5S25/dAP+3hjBVsAVZ3nPuxQQdRhFtBfRHqnFJb7Y50rCj/DnHUswOyo7sfsJ9J6vgs+c1sszlYfl/V2k/R2wRZPj6jq9wPXfoipxHmDnorIaap6bivolZm3EtLbwf31x7fbgfxwJ+ZtdQ9MZQlMgP0GFo9tBeykagPg23T1tpo3f4XWV0SWx+y1hpNuQ4oM5dLCH6+w7O1X1PsYIF3jjs4DeovISlGLXHeauBTmXbUlcMLq2SJyIRYKIsxr/92aEGc2QPM3IvIXLGTElpgdnGC2wk8AN6rq5CQ6YnFLR2sKb85pISJHAb9xP9/GTpYbmotEZB/MdniFNMWx8aWlwq0bg39BfQxOvMX9bZe+thAish7mcGcQLAw15amyZqGT9zg6HjtNXCklrUcxe1T/2r7I9psArCoivbSuCTEBWF1EVteuGk5LkdCmea8zPDih9SzgLMeLd6AzOc162iH3+mKnyVOTBFtXhzlinueXbwV/qvqxiOxO/dT7VJeC8J96xwm2rVtnaAl0o6uUPmFOITqwE6Wksmtju1JxXi9HOXpHpaDnOS0ZFVPmHWJsAhqo72j3zEewU51m6f3F8XdwIH9j6nZo77h2TrTtypNemXlrB3p5JkruyKOA+v7R1WMy5pRiDULsHjPSTGUHSMp4hYt6orO30OD31YGFY4i6dy9X7j/dXY8yJF+bjcdsy46gSUeIWBiYDsxDbcNe2zEVxAV09mJ6PfDXuJSS9q7An7GNgDeIj6Ubty7YgbpN9U/cmFzDhPk1sHAdp2PxKD92399q3f3em3gnt1N3xLNto+8373E07RjqKz8OouMNF9BuXjzp1X151xNis4+F0qoBbyXQLPO6oIj6fuz6WZrIJv1c2Umt4s+VHeT6+/O+savm/n/ejRGDUtDJfZ0R+axWfBBVyvGFdXYAFRmGAVObeoAEB1B0dlB1VNig7mgdR91BVaTg6ujMxhd0vMn6ziBliIiU9F529JYL5F/m2uEmoIfL8wSZa1tBr8y8tQO9ViVK4MijgDq9595Fw6G+aC48iZdO6e626MZ3ECvcEBHmx917g2vvHwNXuHS27/oVDaS/tLDu2wNbZii/ObB9zPUn6OxAyvu+3gOuw7QtPpeRx9nYYm5Ak3V9wPH0IKZunkf79QZuDvS9pBQpBPlo/diX10XQwk6e38AW6Cu16nsp4Pub6uq7bpN0mh5HA/SyCrcfAXNb2G65hyqixOuCgurrCaQHpXj+N92zRreKv5Bn9MY0apYj47on7/4R+6xWfBBVyvGF2U7HLPeBvInZw3wOUy8YgnksOwULB9SBqRCvEUNPsEW6twB4H/g75j79UuDfbuLyJsy7iNnVdBPdtBzr+wnwaY70PsZsjIP5Y10dN/XlDXN1Ht8KemXmrR3oBWj0xFQkh2D2JoX1yQa/w1z5a5YedoI0C7doaJCHMwgsnkm3yK6RMY5x2dqvu78/bNFzKOYEzWvTV33Xs76PWOGnAP5rwPsZyo8DFiSUWRJb2J2FnY7OCXybHZi68w3A94ANEui9i6kwNltXT5BaLcf2+4mvXrdhJ9W7EB9Ld0QMvfcdrSGBd9TFGzewo7v2u5S8lq6vYQ7MpuTAS9PjaIBeauEWc4LVgdljtqT9KEDDiSbWBdgm2fbAF3xltm8ktbC+36KuFbFeTLn1qa/FQz3P582fa/MnMnwPDxOvEZJr/4hLlUOpNoSI7ImpGvQn3vPbTOAAVb09gV4/zGHTUfhsGXx0wDrCH4GTNcaGSkTOxpyMbKuqjyfXJh7Ok9wXgWVVdVoO9OZhXiWX8eWtgE3mE1V1WKD8VCxURJQDrdzolZm3NqG3B3AgFqczaKP0HjbwXquqd4bdH6C1Kk068iiSv7zpiXnPHKqqS6V5dgSNgZj6Eti4MRbbnNo85rYathk2NQX90rZfEfQahZjnXLA+9LtAXiao6pm5MRaDKGdaMeXH4ZyPZXhGX8yOdyQm3G2BaSV5c51qvIO0q7BNhDW0CVteEZmGjS2DG6URQvM1zAzpR5qDsy0xD91zVXVpX948LBTa0oGygmlYfaQRURTK3tdE5GHsexgYt75JQaepcVREvgx82Zd1GKYx8I+427Bxd1vMjvQaVT0s4TmFj1ViETO+hjlLmor5TrlSk327NLwucOOIAm9oZ+dZWQWd2LEggu9G69sLE0g3woS/KzCfH35P8btj30JfzDziC0l08+Av73E5j3VGahQtPVepmISd4P4F23EM7rhPxuxuIk9sI2iuitm+XY11rjvd/yeQ0t4V85r5EuZhbfWs9QqhtyO2y3RWTu3mOYno78s7yLXbzSHlpxCzo5snvTLzVmZ6mGrcYySr5HnXHyZBHZAcT5Ly5q+g+l7gym6eRz9zNEeRQ7zCsrdfEe9jcUtkV7+cSMjpTob7B2JeU5/0vbPYk2rsZGwy5lylGQ2HJzEVwUizogZozial3V5Keh9ijiv9eZ7zrIEh5aeHvY926WvYor9GjOp/ynZrahylq/ZL1vQWMSZc7TBW0cS6ALOxHwfc57vu5WVKLa7zisB/A20fTDXMSd/KLeQr67j8HuZ9uZD+kSVV3pLbFKo6FrOXPVJE1sDnpdJd6wLnQXK2qt4YQfMd4LdN8jVNRHYA/gC8JiI3YjYUExLuC41Lq6r3i8ixwIXO09o5qjqmCRZfxHbtjwAucbvO38J29h70F3QeSJfGVK1bQa/MvJWSnogMwRaLK2E72B9hNm0vYRs/YG7sN8A2SoZh4TceF5FNNd7zalYvfV3K581fgfU9C9gXuExEdtKYcAhpoaojm6VR9vYr+PurEAKxWI/LkMEztIgsg51SjXBpQ0xLyeuzb2HOCyOhqm87z6HXA6+KyG9IN7cFtTkuw2yoD8ZCa+SBKZhjloZPHQN4D/i8iAzVemzLVzGVzZHAv7yCIrIRpkXWtn1NVW8UkU2B850GyoWqOiuqfAyaHUdHBX6fgZ2Knx9zTw0LufUK5uwzNH5zEe1XhIYTTawLVHV4kFhYXqMoqL6o6gdiIS+PwsaFTal7vF6ACb5XY34Q5rWav5S0lsa+mU9jiuW+zohEq3YAqpQ9EaLvTkbHG4F7u5xGYYPbjTnzvTU2iMbtQnVKKWj6bYpm0rgXyMMcnfnAfzB1kBo2gQwNlP0yEbuFRdArM29lpUfdkc4s4P+IcXCAOUL4nvt+OoDrEvpK04488uavwPpuj+2OTwY+wBZVe9CAXVKGNlsf8xlwPBGOXMrefkW9jwbasj/OCRSmgZNLyou/EH4PxeYeL9UwlbwHYtKDwHPUHaFcEkN/KHYyezHwArZA9J9UvYwJmd8gw8kUsCzwe9LPbVHaHH9y38H+ObXn393z8nK8eJGjt5sv70Tqp4Obue95E8xbagfwz3bva1j8zQ7sJPy1hO/x/pD7cx1HyTgPJdQt9/YjRw0nX5nDyHGdkWcqor4R9/XCBMXlyOCctVn+sE2/Q3yphgmrh8SkQ7E5fLT7ViI99ufdP2Lr1ooPokqNpbCBLevHG7i3A5iQ9Iwmed6SusOrDuB1zJnHg3Epht4SmBpYnApNMMV5gRTg2kD5OcBhIWVvdNdDjffzpldm3spID4uV1oFNgjtn+EZ3wRa7C4hw6pKlXxDhyCNv/lpQX7/6U8ML98BzHwN+HXLth64eC2kBP2in9ivyfWRNmNCV9r2lTZkXZRn4PYPm1C9HAYNj6PvbwgtXcRF2ajCkQZ5XwuLbZpmLlGhv1JMdrXHY+BZV7goSPFdjG0UzyWnDBDudrQF/9+X1xU7Igt+ZJ3hs4CvbVn0Nm4suonOYk8zrjEDbND2OYvaWTauhFtV+ZN8EHhfWbiHvIs91xvbk5Im9iPrmmZrlj+YiHnjvadsE/nJdZ0SlSi253JiPxbUKorGgxqa6sqyILKEpAkY3iJ9jk+BjmDOrd5uk92Ngb2xwvRpzm+55jMsMtR52kIj8ARPEp2H2GWP85cQCXI/HJrzbWkGvzLyVlN4BWF+4UVXviXpOyHPvduryX3c0zglx5AEwUESuiCHld+QBAZWpPPkriJ4f75Dd6UYSvo45afm9P1NENgbOxuryHjbOrQ78UkQeUdVHXdGyt1+R76MZNDo/FEUnDLdifdp7zhWYk5MTYu6p4dQvVfXtlM+ZjoW/uAV4VlVrDfDq4WzM18WHwPdxc1EcTeeQ5VDi23I1l+KgmBlS+EXVl0XkK8A/RORO4FzgaVWdmUA3Cg9h6qkLVSBVdY6IjMDG4b2xjWcFHgdOVNWXfPe3W187HjjW/f8Aja8zch1HtQnHZQGUZaxaElvLxT0z13UGthE2ga6Os6LwD2AVyEU+SqxvEkRkKDBPUzhdbABB/sZjfd/DCGx+jnMOu3BcxpyZxZmiFbHOCEerdhSqlD1R3yXezJfX8EkrFhu3A4vztzu2o1XDDPi3o0k36e4Zn7pn5KLShgXq7gCO6O73UaVyJWzB2kGGnWjfvTu7b/8W97vZk6Qujjzy5K8Iei14P03FKyx7+5XpfeA7uY0ps48bn1/GVP9WB/q4NBwTwl7EThS/0qrvxPHW8LwWQe92Vw//6cBUl/997HQma9iTDxydbTLcc0ZeyUez20/mMbXVFfA5/Qlcb6u+htkTd+CL61u2hJ2mX4bFcB7j0hMub2TCvYW0X5Z+S4OhinJot9xOW/OqL2YnvHTMvX0xO2vPuVYHZnJ3fF51TfM+srZdmVIVCqjEEJELsJ3sediiYwY2wM3DTkbTQlV1RxHZGbiDzrvIQo5u0kVkErZgzSXMgYjMwhx/DNAIRwkVFk+IyFvYScpgzRgmyjk/mILZZ3/GnUiM9BU5gyYdeeTJXxH0ioaIfAwspYHQTS4cwGqYx8T/urxh2InYO+ocgJS9/Qqgd10WGgH0wVRuVUPCMIjIlphN1H3APhrhlMSdhtyKxYfdXlWfbIKnboVzRLMRdvowEtOwWNZdVkyN91GsXUZhJ52RJ3UiMgOoaSAUTqvhToNzgar2CMsXkb3dv4+p6sSsdMve10LKzMJO6pZW1TlZ6BcN5wjqWqxPQlctAG/9di/wzbD3lVf7AafQglBFeUKyh7OZiG3a9AvR6DqMJusrIttjWl4fYqrewXVDL0x7YBvC3/XvVPU4VzZ3/gK8HIo5ob0hhl4pUQm3JYaIDMB23HZsktTCBY+IbIep36yHqTwPx3Zv3stIcPWwfBG5D1tM5BWX9m1gWHcvKCqUD24S6qeq/Ru8fwYWt3FIyLVME2Ir+CuyvkVAmoxjXPb2K4CeZ6PZjDpwlHB7G+a4IzFGq4gMx04J/q2qQVX9boGI9AQ+g6nCvqQNqheLyPrU49xuhzlt8RZBM+PmGRF5DvgctmHTbRutIpKkwpwaUd+C+xYXAMuo6oysdMve10Kuv4O919xiD+cBEemDOefcEBsXHscEH2+9tjLwRWAr7Dt+AbMvnRegk0v7AZdgG7+NYgzwRW3eXC01sszlYp7YnwDGqupaYvHBc62viPwU+Bnmi+KHITx8D2tnxTQKrsU24r6BOWtVYCtVfaoI/hYVVDa3JYabVL4kIutiwuiSWAiBJNukOJoPY7HLgIUd/5MoYbUB/AbYAdvh+2kO9G4GThaRrVQ1Tu+/C9wJEcDbqrpzIC8LVFXXzJMe9QVs6XhrB3ru/6WBSQ3Q8DCd+klOEKvToF23D3nzV2R9i8A0YLCI9Ne67d8X3d9HQsor5gnXQ9nbL296HZiWyt3Yrn4WLAHsH3N9SywWZKINn6qOF5Ep2IK5JRCR9TAvmmNU9S+BazsCV2FqsAAfiMjBqjoq63NU9WXgZRG5HZunvoN5/gXzOB2HP2OLzq9i3om7BWneYQ6Y7J6VWbB1KHtfC+IO4GgRWU9VX2niOXnjGEz7YDLmw+TekDKnO628613Z7wEXBsrk1X6jAvlNaTgVsS5wp42HBq4vIyIPxNzvnWaui81Dd7r8UYFyTWt0YSemSrSd8Hfd31cwk8S5ACJyKXY6vwNwOPBUQfwtEqhObtsMeZwoFUnP0fwuFqz5WiwubVrnH2G0lsI6sQJ7qOq4DPd6u/uvq+q6gbwsUFXtmSc96sJt6XhrB3q++xv+dkVkAqYV0OWkKw/kzV9e9KjH8/yfqh7ursVN/FFQVY3UKnE0RwAnqKoXr3AUNrmfoKqX+MoOxhZfb6jqOi6vlO1XIL0XMK+331bVP2ektSzwCdEnt7OAnsBATVC7FJG+2OJnfqMnPVkhIr8GTgZ+qKq/8eUvj9mzB/mYCayfVtATkbWox7gdgZ14QX0crgEvqOqmCXSux/xVfE9V/5bm2SE0ts94y1zqarUtWYiKyGjslKghDayy97WQ68sDz2InWbur6vQUNL0xs7BxVESeBL4AfE1Vb07gZz/Me/DTqrpF4Foh7ZcD3SLWBc2eZj6EmW58GryQk0bXG5iK+AANOHYVkZWpO106QAPqwCIyEju5f1FVNy6Cv7zQiv4Rh+rktv1wJrYz0xTEbLD6aITNTQP0/ontfHknwB3Y7tLhIjIHiwMaBf9pXBD7AJdjg9XrYp77XsK838URvBrb4QILTeRhh5DiaZE3vTxplb2uRbRdS+AmlK9jMR2HuuxPsMXQDY2cIHUzRrq/r4fkZUHSzujVju4FIrIrJlhvin0DwZMvb8H/WgN8LCp4GhNuN8NOCfPEm5j32+/S9VQniO9ia4NWnmB5Y0FwAf9dTLB9EeuDc4ArMQH1RCI0mETkc3QWZpf3Lrm/C7CYuaOxxezDmuCNVMxz+mxMEL5KRM7G1Abj5iJV1aCX41E05jF0nhM6z484wcsTf8TUto/FvEQv6lgbi8xwITBOzFNv0jpjpPtb5Dj6WeybvyUFnVtc2c81wEOjaFbDqYh1wa0U54k9D42u5YGpQcHWYUv3twO4K+S6p704PIJ2HvzlhZHub9HrjFBUJ7eLKdxO3FCNcAzVIL1hNGYvFnra4OgG7dBSfbBFncZVKA/ct5HVuZof22AB0qO+vaYceeTNX170gCPc76mqequjHVTjSgVVvSrqmjup/RsWQsLDPOA7qnploOyNwH7Asar6O5dXyvYrkN63sbBJzyWdIAaR4uT2WCxkRgcWru23wdMpMR8Px2MbiT2B47x3UTRE5H1s/uirPqdOIvIspmq5l6re4fLWwwSP11R1vQh6wXljHrZ58BAm0D6qGcPkhNBMgy7vQ0TGOzpDMVMjsHAbntrospg3YrBF/0RMrXSQRxP4haouPJ2S+JBlYfBOg18D7lfV94MFROQiTMX1V8CFqjo5LfGy97UgfO8WyORk8wgKHEdFZCamQTEoDR0xvwW9ghoXRbdfmVGm00wAd9ijGnC06K79GjPpe1lVN4y4fxJmH96nWE6bg68vFLrOiHx+JdwunshbJdMn3H4xqWwYVHV0WL6IjKKBnRtVbYtTwQqNo0H1pSCihIGmHXnkzV+R9S0SYk7skuIV/hITvC9Q59yi7O1XAL0NgGswwWNLzTA5i0g/LMQNqnpmyHXBTnb2pm7b/DwW3gZgRWBjzHZXsNOP/bLw0AxEZC4wXX0Of5ywPQU7jRqknW31ZmFtF6o27a4/Tl2YfSJJHTsFjz+jsbko7H0ch/mnuBeLSfuEqs5313pj8aF/AHwJOElVLxORNVze0Y6PL3rzpu9b9PMXtRnnXfN+1zDvqsd5AqxPffAL2Ml5Bxaa8BOiT4YWqg+Wva8F4dtwyEowL18loRCR17BT5c1U9dmEsptiGzgLTTt81wqfOxZBDadYNFpfMedlKwHDNeDISUQewdYUf1XVoyLun43FvR1YBH+LCirhdjFFUcJtO+3siXngXAab1D7VmDAQraZXZt7KQk9E/trMMz149iAB2icB5xHvyAOpO/IYBJyiqhf6ruXKX5H1LSPK3n7t9j5cH/shcCp2EhiGacCvgXOb7dMZeZuGee9fQp0nZKfKfgfwoAZsrtzpRd8Y4ba3JyyWDSKyB+ZM5i+q+q2Esn/ETgd3V9V7XN5lmCOsG1X1Gy7vDGxj4jvYWDQWc9rmbV6sgNm6r4nFOv4Ddmq8KXUHN89hMXzn5mD3uFj3tbwgIudj6vcvYDFqP4kotxzmiG4D7JT9lMD1IufKpkMVRSHvdUYeyEGjy9tkPFtVf+rLXw3bQOoBHKohNv0isiqmcv2qqq5fBH+LCirhdjFFgSe307Cd4M1UtRGvd0G6x7l/b1LVD2ILp6O3B3AgZk+0UuDye5gn6WtV9c7gvUXTKzNv7UAvT0hOjjwqVCgbRGRJYGfCd/TvVtXZ3cDTM8DnMaeBd7m8qzEPyj/3n36KObyagTkqCfXVIOa0aZ6qPpHy+ZtjwvJDMWVuxhaGp2gGx4YhdB7AbMyXT1pYuoXqR8ADqvollzccE17fV9VVXN4SWOzM9YCjVPXGCHr7YTaIzwM7qep8EdkK+DcwGDhRVS9upfpgGSBNxvUtCmLxv1/F3s0U4E+Yzfb72GbGasAOWHzTJbHN2HVV9eMW8ZdLqKIAzULWBU5Q/gbm7Tz0NBPbMIqLdZ2HRte+wE2YmviPgP+4ev7G8TUdWElDPJW7fvlX4O+qemAR/C0yUNUqLYYJc5TQkTc9zIvllBzpdmCDQJ8m6ayA2Zt0uFSLSN71h7HFR+H0ysxbO9ArqH9Mcd+ypCjbA7ONm9pKHgus+8rArpit7CFxqbt5rVKq9/lPzK6y23mJ4fF01+c/xE6WL/D1/3UCZbdzZe+LoVfDhL+0zx8HLEgoMw+LhdtsXScBk5opjznImeP7/TPXVvunoLe/a5/TfHmHuLyHu/tb6Kbvz7NJHZATvZ6YgHYzdtI206XxLm9/oGdKWptjJ/D+OTGYapjAu1mL2+0k9+yJwJdiyu3svuMObAMlrExh6wLMMdeLKei+AHy26PpiGilR7/MHMXTvcWW+U/T7KPi7ya1/RKXq5HYxRYEnt28Cq6nqkgm3pKX7EebIoOH4nG73+1lsd0xwO+GYUxLP3ftgTKVnR6weirlk31QDjjTypFdm3tqBXlHIy5FHO8Gd4FxIPe5nIrSuhuhpaeQZx7hCDmgHkxFnX/sksA6dHftcrqrfDZS9CIv/eYaq/iKCXo0MTmREZBywalwbOVu5pdOOCTF0ZmCnbstoQsgZsVB4kzFBdilf/nRsfFrG/X4N86A6QBNUN90J1gxgrDqHXCLSHxOYpzYz17YrRGQigPpsvpug9VlMk2c9uqqEelDgZeDrqvpGCpqDMM/V+2Ee1b0oFzVH5ybgUlWd0gzvWZGXhlOR6wKxME8vYCe187C2Go1tBggmVI/ATnSXcM/+vKp2iTWeY337Ab/F4vF6jqFmA79R1Z9F0NsIMx2oYWvsMCdwpdc4K6J/hFNoscRepXIkiju5Pdf9jdw1ykj3Tixsw9AmaNyADQizgP8DeseU7Y15iJzp6nFdkfTKzFs70AuU74s531g15NqS7tt8ApsgfkXMLj3mRbQD2CTF97Wpq9NrreKvgPpui02u3u7xG5gzngfjku9+b/f71ZC8LClyTCpz+xVBL69EzmN9gXwuDfwUU9O7Hjg4pExvbGH6XFzfdN/SBxmePRGYnVDmKkJOkhuo5xOOzlkpyv7c1eUJX94ywfEGG08/zcDDpwROoV0bzElLI2OdS93X3Dc1H9u8aKaey2PCUQ1zhPY3zAHY7sAewFGY0zgvpNQEMmoluT6wnEuR82cr2o+cNJwodl1wuaP9NrB2TLnPYDG1O4DfF1lfX5mlMGH0C0C/BHrLYgJh3MlyrvzlnVrRPxY+q1WVqlK5EsUJtwOxQOjjaXIR4Oju5j7yixu8f7jjaz7mkCHtfbtgQvUCbJcsd3pl5q0d6IWUO97R/0MgvyfwDJ1VkjqwybtXBK3zXbnniNlYwRYYzzt65yXUIzf+CqjvaFfuEUIWPCne0QiXNgvJy5Tasf2KoJdXok2E25zrnFq4xdQ+a5jWQVy5dbATz/sxx1eN8nao7xv4PbBGSJnVgd9R32w61HdtP3f/db68j0gpeAPruvs/9uX1wMblD9zvWHOEqBTzzFL3Ncy2u5OqdoPvNjdBypUbi29jI8XzHwbGpCiXS/uR0QwN0w4IbqoMp9h1wbuO/nYpaHomD+9GXG+6vkWmNuAv1/4R+6xWVapK5UoUJ9wegsXpmkY9+Pj3gcMbmRQd7ZMwdZJrgI0y8vUjAguBDPde7+r0wyLolZm3dqAXUuZOV2abQL63cJmJhZw5HTu56AC+G0FrGHaS0YHZppyD2aFugO2y7gdcii12PRuXYQl1yI2/Auo7w11fJeu7aVUqc/sVQS/HdlvkhVtMYHzAl7yTgQdi0oPY5tVc9y4uSXjGqsA3sbntLUxA2BwTRFeNShG0/kRnm7v3MaHiGfe/3+7wz4F7r8AW7N/w5f3DlX2MmNNH7KToUUf7H778Ndz9T7nfft5Sp3bua1gc6AXAWZjKeCPfYW6ClO89ZNFAGJemr+fVfuSg4UTx64LZwLQMNKcRocWRR31Dyv0UC/eVlr/jgJ+2ir88U979I/b+VlWqSuVKFCfc1nx/U0+QMXTHujTLV34G8D/ftWAa47v/FndP6h1B3707uzrcUgS9MvPWDvRCyoxx9AcE8m93+Sf58rzTj9Ex9HJ15FEAf7nRwzxGfpr1vbQylbn9iqCXY7stDsLtGTSmBu+lUcDghGdkFvaIcVKFbfiOjeFpHHBEyvqvQ32OnIA5mPoSZp+5vvv/TOrj2SzMq653vydg/Mb9HkW8ScKz1FUHJxMwU2i3vkZ9w2Oau38e5qV4NNGbI12ctJGjIOWuZxVu38NssZPK5dJ+5KDhRGvWBTMy0JxJxOl3HvXN4R1HbmAUwV+eKe/+EZcqh1KLKQp0KPUwjQVD3yGCbq0BdlTrjm7ewnalB6vqtCxERGRpzIZhjKp+Jm96ZeatHeiFlJmGDfqDfXk93H39gRXUhUgQkV7YyU6sA5U8HXnkzV+e9ETkbixEwLJZ300a5BGvsMztVwS9vFA2h1IicoX7d4KqnhbIywJV1SPd/RsBG3uPwE43pwInxNxfwxZPr6jq2yn4bmQuQlV7xF0XkU2wMEhDMN4/AZ5T1WezPEdEdsJOspYleg4WTBg9UF3cXHfv0dhJ8/Wq+mrK5y2JaVWdAZypEc69XNlS97Vm1xk+OmOA5VR1QBoCznHhhxod0qpGSsdobo6ciKmlDksom0v75RGqqAXrggux0849NSF8kIjshtn8X6iqJ4dczz00U57O79ogdFSu/SP23kq4XTwhIh9iOzt5Cbc3Y4NTqJDaBN0RjdynqqPd/RMxQ/2GvNg6z5Zz1HlRzJNemXlrB3oh1+cANfV56vZ5GOwS9Nzxs5SqLpHy+b0xAQ1gsqrOz8h/rvzlSU9EdsTCDPxSVU/PUq8oSP5xkUvbfkXQywslFG49QeJ1VV3Xl6dEe88MQxfhIvCM1AvGRQUisiy2kN8Hs631b8a9ip2SXaI5xnIVkdMwx1dfUdV/R5QpdV+TnOL6NitIiciG1DdpAK7ENmmOjyMFDAL2xRwD3qWqeyQ8O8+5Y3PgVsxZUNymygTsG3k6hHaR64JBmLp/f2A/VX0sotyWWP+YjmliTY0o11R9Q+hlFW6nA6jPe3qR/OWJPDcaktCrMRYrLALYh7oLcqC50xVV3Tdf9hbSHd0kiaUxm8lGMR3bCS+CXpl5awd6QUwAVhWRNVV1jMvb0/19OKR8/yh+xMLYfKyqW3p5Tpj9KKL8w8CKCTuMufGXNz1VvV9EjgUuFAudcI6PZiaIyApYbFUvvECYwLIKFkf3ABF5DAtd0CX0QgClbb+C6C2qONP9nRiSlwuSTksXVajqJOwk9QwR6YOd4Ai2GTevoMdegr2/k4BQ4ZaS97WgkNoEzgT2Aq4QkSRB6grMsc7PfZf2wWww/Vga+GuKZwumTv2rFGXznDueEpF1aVzDqeh1wd7AZZj98ENurh6FnWYCrEjdoeE04NfAl0W6TluqenUO9W0IIjIQM2Xoj4U2CkV38ZcSzfaP1KiE2zaEiHwGOw1ZHZ8witnvPKwpVKxU9XFHK/J0RUQyn66UEL1oQE06AP/pQJ70ysxbO9AL4mHMIcb5InIUNmkd657Z6ft1fWgJzAYtDMOxcAlpsTKm1heHPPnLnZ6qXiYiy2CTyRFudz9UmK/f0lmYF4tX+CTZ4hVuDTwuIklxjEvdfgXQWyShql0E2bC8IuE2cr138JKqNqRyXGY4YTau/+b1nGlOzXXjmGKLXF8TkUMiLmUWpICr3fXxWAg2DyMwL8KPx7CyUL0euEbTxQXNe+6YgjniOqsBDaei1wVX0lkrZASwfaCMd20QcF4MrauhufqKyBl03cBYTkTSHiYpcG1sgebeRy4oqH+kRiXcthFEZFds4blpQrmnMG9q98aUKep0xf+MNbDA2JtgAbTB7ImeBW5S1bFpafloCvDZAL03tNKvr2CT0jewnUFvUSeYOt7tgbK7u79P5vTs3tgio5X85UZPRJbAPK7u5aPTDxPyoxDW5y7DBP05mNf0P0VNpm7S/RY2ga2KeZ8+MOZ5pW2/guhVaBAish62eB+jqn8JXNsRi1m7gsv6QEQOVtVRGZ+xOSFzm6o+5SvjzXFvq+rOgbws6LKRVBaIyFBMKJgZU6zt+pqI9MPsoAEmqursQJEriVf7hHhBaiB1QcoTmq7Cvk2PhxomkORq7kVO7VeQhlPeeIjmhWcg1/r619tZzDE+AP6MOY4qkr88cCU5948sqITbNoGI/BRTN4L6y5+LGY2DTS6ePcQWwJ0icrqqdlFRKfh0xZsULgKOcPSDHfdrwC9F5M/AiSGTRhjNtYCfYHYlQduMmSLyT+DsiFPrZUTkgaRnRGCZsLwc6ZWZt3agtxCq+qKI7IOpya1O3QvqUSEnM0e7v/c1yMtCiDm1GEa977SEv5zp/RhT31qATST3AR9j3hRTQUSGY2pQHZgtzz1x5d2k+zsReRuzrfm6iPxIVf8XUb7M7ddt31+7QUSSNBxSQ1Xfibh0KHAy8MPAs5fH7NH8c8hKwL9FZP2oby9A40DgF5hzlrDr44CfqOrfqW8OzfEVGR68JwUWLhJFxFsMzlLVZwJ52YiqPpRcKhpO9flS9/PFmOe0RV9zmivHAV8H1qa+dlEReRPbALxYVT8lR6EpBodjHmZzRY7tN5x8NJyKXBeMbJBuF7jNhmbr+1tM8AP7vsZiG2Obx9CpYV6GQ+2AfRieA395oRX9IxKVQ6k2gIh8DRtUwdyAXwTcqapvBcp9BttlOx77yBU7bb05UO4G7EQ16+lKXyw2XuTpipjHvbswoVgwdYNRmAMZsM40EltQKDZg7hp38ioie2NqGEsSvcOlWHiDA1T1dt+9eaibqda9L+dGr8y8tQO9OLjThOmqOifkWi9gPffzNVWdJy1y5NEof0XTE/NiOBw4WlUb8VyLiPwIOBv4e9wYEXHv9diC8jRVPSdF+VK1X9H0moEU5OyvUWRQv0uCqmroBr2IPI2dqq7tsylERM7EVOJexL63OVhfH4E5Wjoh7oEicjYmMHvz0Pt0nts80x7FbB897alZ6hy3SPNOEj3nW29oV4dcGUlGtl9QbTKIvlh9d6Z+cv0NVb0p6aFl7WtSd8SzHPHrjA+Bffwn9O2MZtpPsjtDeg/zlts7QKNZpFoXNIs86htSZhSmGfDVMvLXrqiE25LDDS7vYAPuv4GDVDVO/QcR6Y+FBNgTm3xX83bj3OnKGGwnaI+k0xUfzV2w0xWANaN2uEXkSMz9+BxMMPhzUHB1qsVHY0J6H2IW1CKyJnai3Nfx/WvslPk9bKJZBROkTwHWcs/dwFvQiEgaRwyJUNXD86ZXZt7agV6ekK52MEL6xaLnyGMnVX0kb95aARGZhTmdGKCqCxqkcQt2+rtb2nHFd+/O2KbYv1R1n0aev6ghTMUsoXx3qPxlRk6LWSDacZSIvI9pU/RVn2NEEXkW2AjYS1XvcHnrYXPMa6q6Xhg9V24H4H7383os/M2bgTKfwZym7I+NHztqRnXnJIjIeEd7jKruFMjLBFVdPeIZaYRlTwCcDfxQVS/J+vyyQESWox5C5VPgD9TXGWCC/I7At12ZScD6qlqITbM70OinqpnVMVuJLMKURIQqKvO6IIg86lskys5fXkjTPyrhtuRwqiP/xBwNrK+qs1Le1x+bsFcD9lXVf7n8Qk9XRGQ0dor1bVX9cwK9o4HLMSdYobvZInI5Jgg/iLkPD1XREVOFvgPT3/+Tqn4nXa0qLMqQZLspr9yhWOw3DyMwgTVvRx4N8Vc0PacaPExVl27i2YXGK4y4rxTtVwS9BnbhI+MftgPcXHcFtiF7HjCaro5GTsYEjSNU9dYYWnOx06ghvrwB2Dc2Bxjk38RxmzuqMeFI3An4l0l3wnsxcAxwqxYUSaBIiMiVxAu3C7C2fAn4t5qabtZnlKmvnQ+ciJ3o76wRcT+dEHwP5oH2QlU9pRmeY/iZgIVqbJnpYJr2a7WGU14Q8747EliHumflydiGxmh1DlZD7uv2+orI+o7OEsC96otDXQb+ugOp+oeqVqnECfgdZsN2fAP3noAtwH/ny7vF0du5AXo7O3q3xJSZjC0eeqeg1wezG54cU2as43etFPTWdvyN7e73VqXuS5gNzs+wiWuB+3463P+vYrbrgxNo1IAPyspfAfX9tbtnqybqNRGY2cT9M7BFVdu1XxH0sn6D2CnT/CK+2aITsKWbC/4D9Ikp19uVmQtsEVNuGuZltocvb1fXpveHlJ+U9O1i4VMWpHx3y7iyH6YouxzwBWD77n4PLXjPZe1rr7v7NklRdlP3Hb1eYDtNADrK9j7c7w5fqgV+x6UatjbctoXf267A8yl4ewHYPeT+wusL7AI8Bvw65NoP3Tjmfy8/aNf30cr+UZ3clhwi8gSwGXZq+1rGez+HDVBPqVNtK/p0RURmA7NVNdbI31d+MqZe0K8V9Cos2sjLbsqd5M5W1RvKyF/e9ERkKeApV3YPVR0XW5FwGvOASaq6QmLh8PsnAMuqap+YMqVsvyLoLS4qZgAichuwB7CGJjh1cqY1Y7ETwy9HlHkG+Dz2Ld/l8q7GPCj/XH2hh0SkL7ax8j+NUel2p8EzVDUupqa//CSgv6qGOngRkW8Ap1G3aVT1nUSIyCDgRuw72kdVp6d5bllR8r42C5inqoPinukrPxXbwF8yTfmscGPhMC1QC6OR9usuDadGICK/AH7k/XR8jMPGScFOcFenHgNWgXNV9cc+GoXXV0T+4p5xmKpe48vfGPiv4/U9TMhd3fG5vao+2k7vI0+k6R+VcFtyNGvwLSLzMbutldzviZjwF6l+lUBvBjBHfepegeueY5rPakK8XRFZG9sxHRe1qPAWCMBSmhw/rA8W0HtmlDDsFjKrujq8E7i2JLYTNgJTAbkL88A8I+aZudErM29tQq9UdlNF85cnPbGYdMtgbb4ktqh+CdshjYT6bF6yqtGG8BA7YZW5/fKgt7iqmAGIyMdAzwyC42RgQZQgLyKnY7avH2NhM1ag3o6dNopFZDtMBfoBdTasETQnYM6ThmlyxIBl3LM/CdvsEZFzgFOx9zcXO5GW4LcvItdg4bEOUdXY2Ja+ezYBvoT5o+inqkf6rvUBlscE6XfT0MsDZetrIfSmYJpk/TVhUSzmNHMGGYThrChauM2r/Zod8yN4a3pdICInUQ8j8wKmmXSbBvzViJnvfRnrixthguP3VTUq1E4R9X0ZU5de0d++InIZ8B3gZuDrqlrzmTtcr6oHtYK/MiJV/2j2eLhKhR+/TyeFql7M/ROx3Wbv9zxgQhP0JmCDetT1y3GqX5gzj6hyfbHBtAP4Q0y5Ua7MUSl4O9o9e1RMmePDnokFAX+GurqGp97xBNCrFfTKzFub0DvflX0eG/iiyi2HTXgdwHmN9oUG+k6u/OVJz9fG/vZOTCE0GlblJkHVqMztlwc9FlMVM1f3WZiQFzln+Mr2xeaxSDViYAB2MlELtNHvQ8pe5K7/JOG5N7tyv03B48XueTeHXPPMez7Fohb0jPr2gZ1c2ZtSPHMocGfw+wlpu/cx9ca1Xd6qeaV26Wsh5Z5wZfZN0c77uWc/WWB/KFQtOa/2w0JufT1n3ppaF2CC+Sx37WJs0yzpmT2xsEg1d+8qEeWKqO/HmJZYMN8zydvUlzfM8Ti+VfyVMaXpH93OZJUSX2KuC8a86YVcX8M3sLyJ7Tx9DlgKc1awKebZ+F1XZiamihZF70jfgHMUTtsgUKYvFptutqN5eAw9b/LfJpB/kHvOTOCXWLiIT13Z77aCXpl5axN6pbKbKpq/POlhm0gPZk0BGp6A9UCDaS7xY0tp2y8PetjCxN++XnvGvYP7MT8Kv8C0ZVryLRfQN553bXdiirInurZ5LqHc0pgH9P9g3o0PDinTGzu1fS7pvQE7UF9Q/w1YJ6TMF6gLwR3AyJAytxHYsCVauO3vysb6kcC0LV5w/L2HRSyYHkHzJ67cj93vtBsoSWlBUX2jBfROcmUmAl+KKbc3dorZAZxQYH8oWrgt7VxJk+sC4CxX7o4mnn1WK+rqnjmPgN8ZTNOkhmldBstPJUQYXpxSmv7R7UxWKfEltpVw68rs6SbWuJOHmiuzZwItAe720Xof+Du283gpFh7pYx/NuwgRgH30xriyAwL5t7v8k3x53g7t6FbQKzNvbUJvFmZzmPZbnorFn2xVX86Vv7LVl/puejMpTrgtdfsVQK+psbqdEnCsq+98bNG6VEiZAZiN6jw3PnyvG/j8BZ3ntQ8xu7iXMTs2//z28wgaH7kyS/ryIudVzEljbL8Fvu+e+RgwMI4msK4r+7DvO8slxfBX9r7WB3jW926fBM5x3+Up2Knei753+19iHJ/l8J0VLdyWau4IPKupdQHmO6ID2LqBZ2/j6D3dirq6Z050/Pb35XmCfJjmx5Qs725RTGn6R2VzW3I4HfrJwD5EG/3H4RYs7EFPH7152CTYCLbBVEBibUFEZA1sIbIvMDBweQq2u/1LVR2b9EDnov5C7OTWb/wP9TapAX8ETtaYEAAiMg3rFIN9eT0cT/2BFdSFARCLMTwHmKoRtmB50iszb21CbwolspsKeeYUcuSvbPWVguMVlr39CqB3KAU4NSsjRESwuWpvbGyfi53mfuCKrIjZIy+Bjfm3AvsltXMREJH9sdOhKOdTb2MqzqHvzTmmmhUY9yJtyNI4L/I50NpSVZ+Oo+na2htLWxV/cwol7muu3BDgGsx7LXQNheStNe7CbKAnxj23GbTA5nYKJZo7As9ral3g7PcHquoSDTzbs4GfqqpDm61Lymc+gNkQn6CqlzgeRmE+FE5QX/xoEfHsn99Q1XVawV8ZkaZ/tCyGVoWmMBj72BuB0HWQ7oPF/GoUiQsKJ7QeCRzpBF1voPgkjUAboDUb+I6I/BITljfx08N2XG/WgPOBCPTBBGE/NsBOBV5VX3w7VV3gJoGlWkSvzLy1A73XMc/i+2CbJ3HYB1NnfymhXJ7Im79S1TdKKM0RZW+/XOmp6lUJNBYZqKqKyH5Y6ItTMZXiLUOKTsOcw5zbHYItgKr+Hfi7mDfTLnORqj6fQGIyMExEltSEuPUisjo25o1PoLk2tmn9TEI5r62nYY7IWoVS9zUAJ6zuJiLbYrbQYeuMm1T1kYTntQNKNXcE0Oy6YGlMGM8M1zemE7/OyBtXY+vxC0RkV8yudlPsdP3vgbLbu7+ZIqcsjqiE2/ZAIye2UchtwSQiYzGbgC19edtjO3xPeHlOmE1zQnsIdlJxY9h1J7z+tkm2JwCrisiaqjrG5e3p/j4cUr4/tlPWCnpl5q0d6N0AbA78UUSmq+q9YYVEZG/slF8xW7xWIW/+Cqmv24yKW9xl2pzKEWVvv1zp5eE1tJ2gqh3A2SJyIeZ0Kez7uzuomSMiV7h/J6jqaYG8jCyYZ2F3/xRVPSmm8PPY6XJWPIWNc3ti30wcTnZ/w8ZDP3pip12JAr+I9MQW7zOTyuaI0vS1sDWKH054XRQE2DiUea5sdl0wEVheRPoFx4okOC3BQZi5QatwFebd/ABgN5c3DzhGVT8JlP2m+3t/i3hrX2gJ9KerFKtbvloeqSDeutiEubz3m6D3fiDvAeDGHHm+GrNvuBVzcLUhNpB1AHsHyn7G8fRMK+iVmbc2oVcqu6mi+SuAXj9sIbPAd08ne1h37Q9YiJGWtFsbtV/e9I53ZXPxJr6oJl8bvBrIC/uG41KsbwqamNsCdPZytN7Gzc109Y3Rk7rjpw5gqwSanoOglX15UTa3O5LRrhBb8I8EvubSSMzcqe36bth7BK4ALujubznp3eVIv7RzJU2uC4B7XNn9Gnj2Vx29e7rhnW+Haa18G1gz5Hpv4DeYiV6oN+fFJaXpH93OZJXaN2G2CZ8G8rosCjLQ6yAQpqgZehHP2NDx3eFLNcwhSI9A2ePdtd+1gl6ZeWsHeq7cEMzjoX/RH6RfA+4AhnRDn8mVv7zoYbbs9/jueRezP/uVS9e4PO8ZdxPjuM3R7IupS3YJEYJ5dz0XE8iec88Y0Kr6tgM9cvYmvqgm7AT7DHwOpnx5mZLv/gUEPJWS41yEeVuuYSdOf6HujOoY4DLq0QRqwKUp6F3iyp/ty+uyAMQ2sP7ryp6Zgu7WblzwNrz8aQGmMRAreBfRN5qhF/Ye83y3OX0fHwbfXQHPKOVcSZPrAurO6V7H56QpxXMHAG+45x3b3d9AlWLfVWL/6HYmq9S+Cdt57gA28+U1I9x+iqljLJEHvZjn7I555Ku5Cfp+YPWQci+7Mvu0il6ZeWsHer7y22Iq7A9h9imvuf9/SwligebNX7P06Bxy62jCQ24J8C3qIbeOSKBZ2Mlj2dqvCHrk7E28Spne3wTXxsN8eXkKt72wE5gFhAsX3nj4GwIL+gh6q7m+Ow8Li7cEPuEW27zalXq4oMkkb66cRGctjvlYZIJP3P81H5+JIZx8dLu1r2EbCXP87Zrnu83p+1iZgjTuin4fOfHU8LoA28B53323j+LTZoh53iqubM3d23LNpCpl+j4S+0flLbkNICIrAmsBNU3pzMA5RegBvKmqHwauHQd8BXhLVb+dkt7lmArIP1T1cpd3AXACNqG+iBnxjyS7N2ZV1R1F5H53/z+wne0ZmCOtyWT0Fq2qDyWVEZGhwHRVnRNyrRewnvv5mqrOayW9MvPWDvQqZIOIjMYWOd9W1T8nlD0auBwLJTIiptydmO3k9qr6qC//IOwkeDZwkft7EuYI5BhV/X2T1VkkkLc38QrpISJ/B76OneT8G5uLfub+npeFlqr+POY5a2HxjbfCYlv2wEIFPQ5cpaqvZ+B5X8wushfWp/pgG0nPYXP3AGwOnQt8RVXvjqG1C3aqBxZP+VfAI974LCJLYOPFj4AvYjaZu2qE7WaZICKPAVsAFwB/xd7peExo/wLZ1hlpnFhWaBCNrgtEZCcsvnUvTMPlb8C/sM2dSa7YssBG2Fr4IKx/zAf2UNX7iqhPhc7w2Tj3jivXSD+rhNs2gIg8iQ26v1LVn6S852zM8+Qj/gWoiAwDxmEf06aqmsoDnohsiKkzzcJ20CaLyAAsfMOOWeoTAlXVniKyM6YC459cwrw9p6FXOUtbDCAiIzEPgtNV9cKU95yETWQPpN0sahR581dUfUVkMqYqvJSqzk+g1weLUT1TVZeJKTcGGI6FZZjhy78dc5xxqqpe4PL2A24kIDCXvf2K/P5EZA62obmkL28jTFh5VVXXD5SfiL2/zCEw2hkismpetLxFlBM6H8E8l3rzT9a5SHBzW178JT5QZDPsRHjriCJPYCqX/02gcx8mtP5NVQ9JKHs15ujmflX9ki9/JCXsayJyAHAtnd9lI+uMHthaqlmoqkaFlcoNZZ8r84aI7Ik5axpM8rsVbNPwMFW9rUCexrp/31bVnQN5WdCSb6YIiMhAbFPsq8DqKW5paD1fCbclh4jsCNyLqQB/TlVrKe/ridkcrAHs4J1kisjJmKrTFap6VEZersB2mU9U1Yt9+etiO2hLYjuhU7ET3dRQF/ZCRLbDbCbWw9RLhmPqJe9lpJem0+Ce2Q+zPwGYqBk97BVJr8y8dTc95032bezE4xuqelPKZ3wN0w4Yh/WpWGGuUeTNX5H1FZHZmKfySGE1UH4yprrVL6ZMs/EKS91+RX9/IjIO85a8tjqvoSJyGhZj9XJV/W6g/GzMB8KKafhYVCAiHTmR6rSIEospeQD1uegw7EQ0U9xhLT5EVheIeTzfmsBpsKq+kfL+KZhQs5KqfpRQdjksHvF0dXFQy97XRORAbI3ivVslw4mtR57sAnEYCt8AKftcmYKPhtYZIrIS8GPgEGzOCcNMTAg+R1UzrTOzQkS89fvrqrpuIC8LWrpplhdEZHlM/Xs42TQkemR+mJZAf7pKsbrlf8KEu283cO93MBuC3/vy7nb0tm+A3vaO3l0xZXK1Xcmbno/uMpia2at0dpaxwOWdAQzuDnpl5q1M9Kg71rm/gff/oHvG1/P+torir8j6UrfvXCsFrbUdH2MSys0BZgXyNnL3vhxSfiIwt13ar+jvj5y9iS+qiWQvyKlTiuc0PRdhnnkPAYZ3d9vF8DgVmJSh/CQsdJL3u936WuZ3i4XhyiW14H2Weq6MeG6ea6re2GbPUcD3gR+4/7cBerewTt473ywkr1TfTEH1/yN1m/+TsMO3JQp5VndXtkqJH8NLrkOv1MC9K7kP6UVf3gducMgcMsINEB3EhENwA87JOdR7S+rCdN4OpTZ37eB3aBNMHZhjgc1bSa/MvJWNHqbG2kFKJ1OBe/d1tP+R57dVJH9F1hezoa1hjjv6xtDpi4Xn6uIoKqTsOFduTV/eaQQ23HzXZvv7etnbr+jvjwK8iS9OCfPT8Klrr8MwFbg+Lg3HtJBexBZaX0lBbxQW57lZvmq+9/k/bBPjSFJsLMXQzHWBjqkvz8fU3JPKLu3KPu7La7e+VsgmellS0e1XAL+5rjOqVI6EaWB2AHsW/qzurmyVEj+GKQROPzLeP4vOO6pzMLWORulNwtQXi673BGBBjvT+iS3cl3N1qLm/Z2M2w591aUcsvIZX5hNguRi6udErM29lpAeMdQNl4gIs5NlLk+L0sclvLlf+iqwvtoM6y9F/E9P6+BywFHZquCkW/9ALUTITWCPhmc3GKyx1+7Xi+6Mgb+KLesI2R+diTmXi4qX2dmXmAlu0iLcZmDrrXDov1DuwBf31rv+tk4HmLGzT6WfADsRsUKWkd6jj6+wUZc92ZQ/25bVVX8O8TSd61U3xrAuBv7TiO8rIV6nnysDz8l5n/BSfZ/kUzz8O+Gl3v7NFMeG0uUjhAb7pZ3V3ZauU+DHMJYN6UMj9k4A5vt9TaEI4xU5Xprag3rkGMace2uF8NyA+jy/MQ0j55TDPeh3AeTHlcqNXZt7KSA9bJE5p4puYCswo8BvOlb+i6wvsiTmK8i+2g6nmyiTuvNJ8vMJSt18rvz9gKBECC+YRdCOXIgW5xSkBt7nvbbUUZYe7b+9fLeLNm4v6YQv1nwOjsbk1KOx+hJ26HZNAM3jfHOBh4BeYx/LU8T59NC9wtP4Q1o6YPfjvXZnzA9fatq/l8W5b8R1l5Kst2s89K+91RqZTeZzGUTe9p55urB8C9Ozu76aA+o3FbPMLf1blUKrkEJEPsE68pKrOzXjvEtguycequoLLewMLK7Smqo7PSG849nG+raprZ7k3K0RkAjaw5WI079ED3sJOiTZT1WcT7tkUeBoLp/S5iDKv50UvT1qLAz0RmYlNQkvH3RtDcxo2gUQ5mmgKefPXivo6RzSnYapoAwOXpwA3A79U1bEpn7k7cAmmElrDFvFHqeq4QLmXgXWB/VT1FpdX6vYr+/e3OENEPsbaNlVYJOcgbYGqDiuWs+i5zc3XW1K3q9sSE4DB7IEjPYaKyGcxMx7v3pXcJW+B1wE8i/W/0VgUhWkx9B5w/34eO7kDeAdTAwVYETvtBIsb+1yAxAj37NGqmjmaQrv2Nf+7dU6cNsbaqj8xDnRU9eqC+WqL9nPPynudUQM+1JSO9jxHfnmtPVM8bw/gQGA76v3Ww3vYJtW1qnpn8N52g1j40OOBrVT1qUKfVQm35YaIPIQZve+sqvdnvHcn4B7gUVXdzuVdCRwM/EBVM8XrE5HvA+cA16jqoVnuzYoChdu5wDx1Xh1T3DcVs2daMuL6rLzo5UlrcaAnIv/DgnkPUdVP09Dw0RqMaTW8q6qrJZVvBHnz1+r6OkF3qPv5SVqBNoJW5niFZW+/sn9/izPc2NITC0PV5ZsLlO2LCWjzW7R4j5zbxMJkbIcJh7sAXrgnzTIXur47wpe8b8xb8NWAF1T1CxH319I+K4oF7zlZ5/B27mu+dcZlmJ136NwXRNGCVLu0n3te3uuMrMLtdABVXSodx41BRFbAzOW28LIiinp99jHga6r6YZF8FQn3LT2HOY/cSVWnFPWsKhZo+XEfFiz9ZMzeKgtOxjqGP7D6LZinxh+KyD9U9d00hERkNczLnGKnN+2KeUAfERFN2NkRC1vS293TCnpl5q2M9F7AJuxdMTu1LNjd/X0x431ZkDd/La2vE2YbFmgDtD6JubYAq1sQZW+/3OiJyPbu9yxVfSaQlwnqwr4t5ngT2AD4LmYHGYfvYmuhV4pmKggRWZa6MDsCU+UX6gvdN6mftqaGr+/+1T1nVWAk8D1gM0zw/3wMiWbDFx2PnVpe3sC93T72NYkewP9hp+UvYuYC84CnMC28tbD3OxlzGNoKtFP75b3OSAW3sXQ4dsoeNh/lBhEZAjyJndQKZn7wAPY9eJsPg7ExbEdsw2Rr4HER2VRVJxfJX4HYANMMuwR4VUQuB57BTJ0i0dCcpiXQw65SrI76itQdvZyW4T7PK+ksYMXAtWfdtTeBTVLQ2hRT5+0Anm1RvYuyuX3C/d03xT37uXZ6MqZMbvTKzFsZ6WGL0hq2KE3tTh5YAgsl0AF8p4jvtwj+yl7flLz0A1ZxqV87t1+e9KjbS77qKxdn+xyVcnPC184Ji5Vew7z4nk6IIx0sjutp2MK4A/hei3j71PH2IvUQJ967fgm4FPg6MU5yMjxrQ9cWNwEf+55Vo0DbtzL3tYLf7TTsAOA1XKgnAjafmK3yte7dp17Tlel9FMxrs+uCMwJjYiPj6CkF1/EG6uvz/yPG2zkmvH8Pc+LYAVzXivdQUL1rDbyXhua0bq9slVJ9EKf5PoRbgU1jyn7BlfE+jNNDyqyNqZl0YJP/7cC3MPWIz7i0hcu73ZXxPNet3aI6FyXcnuTqMhH4Ukz5vX1tdEJMudzolZm3MtLDBCUvXMBtpAtbMcCVrblvIlbAavKby5W/vOhhtnm5pJTt0Ggc41K2XxH0gPGYI5P7fGW9vEypqO+5nRJ2GnIr9XlzFqbWd5NLj1HfNK5h2kjSIt7UpfnYRvNvsbBFy+ZQ502AE13dJ/nqV8MErzuBHwJb0UA4wAy8eH1DMW+2pelrBb/bea7Oe/jyQh0aAVe5+uzWAr7aov3cc5tdF5zh++a9/l9Lmd7D5qrCxgLMgZ239t45w327YHPmAlI4yitjooVzWrdXtkqpP4q/+Dpqhxuo7sR2AK91/3/gu14DroihtxF2Gptm96QGvA1s3ML6FiXc9qF+ct2BqYacg+1un4KpS7zoq/d/iQ8lkRu9MvNWVnrAXtQFpncwVfwuGzDYhs4pWFxJT7DaO4q3HL+7XPnLgx7p+nwuO6o0Ga+wjO3XTt/f4pww1dvTMEdoUd/eFODHtNAzKXXhdhq2eXwKpirccHgMR2dKoJ9NxoSTk7FN78LDbwR42stX18Wir7l2V3wncS7vk5Cyq7hrd7bwfZS6/dzzm1oXYI4QV3NpuCvzkS8vLK2C2ee3on4/cjxlPoHFVMo7gB+26n20a+p2BqqU4WXBt7E4kf5FYVAI9TpyogoJ5uzgZOANoif/N1yZzKEEmqxrIcKt+38IthmQ1I53YA4YkmjnRq/MvJWVHua4Y3bg/lmYwPQ+9RMaj95s4IgWfsu58tcsPeJ3T2f42nweJphOH2uKVQAAkoNJREFUcP97+dNJsaNKTvEKy9Z+7fb9Le4Jm+e+goXc+b1LP3d5LTmNCvDjqa5ODnwzU7Fx7vuY5lRqgdtHZwoW/mcjWnQSncDXFFfXxaKvubpqIG8mvnCMgWuTgY9ayF+p28/HZ55rqlHATa2uQww/t7g6pD619d27s6v3Ld1dj7Knyltym8GFC9gXC9S+DuCFOpiE2Xk8iH34sR4iQ+iuGEZPVT/Ig++sKMpbsp+eiGwLfBVT5VroFRbbNbxJVR/J+Izc6JWZtzLSE5ENMEFpd+K9Dt4B/ERVC3UYEUTe/BVRXxE5FjgPc17zS+AxrXsu7o05tPgR5pjmFFW9NIHe+ZiK5IvYRP5xRLnlMK/u6wMXquopIWVK3X5l//4qlAc+j7q9MJvYEVif2o76/KuYUPQYtjgfraqPx9Cs+X4qthYY5dJDUX2vaPjqegeLQV8TkQWYxkBvNUd5iMjbWCi0tdQXAs2NqbOwTfe+LeSxtO0XRN7rjDJARN4C1sBMcSLDcUXcuzS2YTRGVT9TAHuLDCrhtkIp0QrhtsKiB7dJM5LwjZ/Rqvp+xK0tQd785UVPLB7tv4GrVTXWU6qI/BXzuL6Hqt4VUy7XeIWuXCnbryh6FRY9JIQCWo+65+TtMcEQ7DQwLs7tsnSOc7sB5rXXW+C9gW1ajcK+w5aEE5HOcV8X+b4mInMxtdo1PEFWRK7HHISdoaq/8JU9HDM36xZBpYzt1x0QkfWxiCRLAPeq6qsFP28ipjHSUNgxEZmBaQIMyZez1kJEBmAbLGEbF3eo6oym6FfC7eIFEdkX28md2N28xEFEPgSG5iGMishIbOHeX1V7pLznJMyhwgPB3UFHb3vM2+SFzdDLk9biSK9CPhCR+7FF8QoaE7bHlR2GqSo/qKo7xZTLNV7hogwReSAnUqqqO+ZEq0IBiJvbRGR16gLqDpgtoJA9zu0g7CR4pKO1EXai6C343gJGqep3Gq5IOj4Wq01lEZkGLAUc62m2iMhOmGbKAuBPwPPY5sO3sdP7c1T1tG5huCQocl0gIrtgTqYeUdXvB679EDgL2wgC6x+nqeq5WeuQFiIyD5ikqis0eP8EzPlcn3w5aw1ERDANsB9g7y8MM4BfAedqo0Jqq/Wgq5QtYSp9F2OqGcNyoOfZL7yMBRr/BragzYvfQ7BA02nL7wscEpK/FTAiB376Yh7wFHg5w31fc201hs7OITx6HcBXm6GXJ63FkV6V8kvYjv2kPMtj6lOzSGH7hy0uZgFTurstuqn9o3we+G3O4q5513PzU1Clwt71ydgpHphmw1HANZiTn6Bd4QLMYc4FTT5zKTfXPun/blpQ11x9Z5Q9YfFR5wKXB/IvpqvtaA14lG6w+y5TKnpdgJ2OdwAHB/I39r2Hdxwd7x1tU2B9a4R4z85wf1v3Kepewmtuzn8Yc5R1vft/lu89XNXwc7q7olVK/BCCA+JrwB+AA4GVGqQXZqT/Jrar+E1g1Sb5fT9D+XEUGJsROMjxdH8D9z7o2ubrRdArM2/tQK9K+SXMSdR8YOkUZQe6srFxMsk5LvKinIBDI9KJ1OOijgLOxEK0fRsLWeH1i8nACcCh3V2XKiW+6++4hVwwuoHnxO1x4FxMZS+xP8Y8px/wRffNjMKcA/mfVQm3rX3vu2KC1t1YnNOjqTZrC18XYAc5HQScFWKHOzUsNFgPl+dtQlxbYH0XW+EW22DzZI+zw8Y3YGnMJtwbG/dp5FmRNhwVSoPfYepF62OnG5/FXLUfDSAi44CHMHua0ao6PoHeUEdve5c8daW1gDWBIxzddxzNhxzdMRl4jnJSEFteRA7JeF8kVPVq9+9XsFPbWOc3EbgEU+naD5uM8qZXZt7agV6F/PAyFrbnx1gczDj8CBszXkood4Oj+UcRma6q94YVEpG9gT9i38b1WZheVKCqVwXzRGQgZoc8F4spHKp6JyJbA//EhKbNi+SzAojIutgibX1gMNA7prhqVzXxy3z/z8XesTfXPqqqsxrkqz+wDXW15i/4ePPm5E+w05HRLi12EJHt86Klqg9lKHsXEOmjYDHGVyh2XTAMM4/5KJC/q3vur1TVc8j2C+AYrB8ViWWaMEVZJldOWotvUVf9PiesgJqTrR872+JfuHtuyfqgyua2TeAWOttRF0w3oT5x+V/i+9QnrodU9c0EugOwjuwJu1/ADOuDdCdQF6IfUtXXIujVgA9VdcWU9foUi1HW392bywepzsZHRMZiccwGqer0LDR8nunGqeqaedMrM2/tQK9CfhCRgzDVSAWuxOzA3gqUWQuzkznCZX1TVSOFURHpg53ebuzoPoPttL+PjTGrYQuT9bDF93PAVuo8NC/ucN6mT8BiTP4noewemF+B81X11Bawt9hBRHoAFwHfxb7XNJu4qgF7U2ffPgqbT59Q1bk58PYEtibwnuXx9gEp5u2iUEab2xzXGaoBJ18isip2qpbWkd+KQC9VfScHftoSRa8LnI3rDFVdxpe3AjYPTVTVYYHyU7E1ab9MFUnPcy25VCK6jCvtABH5BNP8GpS0iec266ZgpkpD48qG3l8Jt+0JEemHhebwhN0tMDUkD96L/Rg7ed0/Jd0lHC1P2N0K8Ly6eTS7DOq++1MLt8651U3A66q6roiMInrS2RjrFADvYgOTACsAq7r8qZizBlR1B/eMGZja86AkfiJ4nIrFGxyQN70y89YO9CrkCxG5FPg/Oo8d3iJtRSxuLVi/u1RVj0tBcwgmNO/isoL921uE34XZ3pfa0V0rISJjMFW6xO/dOemYAUxQ1bUKZ24xhIj8AHNyAvAAcD8WU74j7r6wU/mc+PkaZq95tW/B/D8a17jKHSUVbscTvc4YisVFBrN3noiNUcvCQk3HmS4fVV09QLuG9cGVUvIyDlglaj21OKDodYHzTjwYU4Gd6fK8zdxbVXXfQPkpAI3yk4Lfv+ZBRxOiGpQRIjIHmKmqyyYWtvKTMEewmUNlLbYdqt2hqrOxyfV+ALGYaZtRF3a3xoTB5TDD+1TCrdtFfsglRKSno3sc5s6+k7dhETkeOD5AZqjbjYuCON4GYpPMze7ZI0MLi5yHnfD8Bfil+mLFuevDMVXJo4FnAicXEuQ5I4I79HnSKzNv7UCvQo5Q1WNE5HHMlnNNbOxYLlDsbeBnqnpdSpoTgd1kEYxX2AKsiNk2J0JVVUQ63D0VisFR2Hz1E1X9VVLhFuBirC9djTlyHK2q73YvS+WHqg4Py5d6nO/7SI7zfb5Gx/luyCxrMUbR64IXsfXjEcAlbiPQU499sBMhkcGYzecbTfATi3YUSnPEx8BKIrKiqn4QV1BEVgIGYdonmVEJt4sIVHW+iDyJLYYWYB13F+pqSqkhIr0w263tMWF5a6zDewOIf6d6EDDcz4p7pj8vCvMxG7uzYnj5JuZU5VxV/VFYGWdn/G23y/MDEXnOt/ieCKwsIoNV9dMUPPmfPRhzVe5fMORJr8y8tQO9CjlDVa8FrhWRjQkRRFX1+QbpPgJUAmw2TAJWEJFtVPXRuIIisg3WPxpaCFRIhZWxue/C7mbEBwFQ1b/lQkzkn5jKYF7hpB7HTs1KDbE4378lIs63qs7HmXu5k7eLRORtjYnznRJLYuu1xRlFrwuuxjYkLhCRXTEb3E0xr7x/D5T17LFbqr6/GOEh4ADsXRyg8arDF7i/oxp5UCXctjEiVIg9lRrBPC8+jTmQiKPjqTh7wuwWmHt2T5idjX2UD2ML1Md8t19J/eMTTF1rMmbgH4UaMA14K0nvHvieK59mp/wc4FR3jyfcvoAtSnYlu7Oa3d3fF315edIrM2/tQK9CQXBC7PNZ7xORM4ANsZiCqYQAqeIYR+EO7LTwryKyu6q+HVZIRNYE/optLMba5lZoCh8Cg1V1TnczUiC2BoY5zauPVXXLNDeJyMPAikG7x6DKZ4lxMtZ/vp9UEPM7cAhwCk04iHI+DIZgYXAWZxS9LrgK+BImVO3m8uYBx2jXmO7fdH/vz8hHhXQ4D9Mi/Rq2cfsrzBfALAARWRaL7/0DbHO9BpzfyIMqm9s2goQ7f+pDXQidhjlw8YTQJ8MmYrEA79tSF2Y3wTY6PDqTsPhr3mnLM6qaanfR2bN8pKpbZK5gOL2pmD1GFh39np69hIh8F/M4/RqwSVrnHW7j4DnMO/X3VPUPedMrM2/tQK9CuSAifTF7tB5YrOubUt73NeAfWFiwz7lTksUezunJC5i93zzMfGM09dPZFbExfF9sM/JjYGNV/bD13C76EJFLMJv0jVT15RLwk7s9q0cTWwtkcQw5DgshWBrb2ixw6wYyrjPAVF2/7Lt0GHYY8I+42zGNt20xz7fXqOphmRhehNCqdYGIbAdsia2T7wvaozvV819ia+ELWqXi7+bNVYE5GnAsJiJLAmdgatVLYJspZ6vqjFbwVgRE5FuYx3hP3lDMX84S1P0GCSbY/p+q/rGhB2kJYh9VKTYu1Few4/lnMDVef5y697FB9FjM4VKPFPSex9Rg/HTGYqob3wLW6e46B/id4vgdlqLsMFevKb68ftTjCd4GLJWCzgBXtoZ5ie5XBL0y89YO9KpUroTFK1SbVjLfmxivcHFMwDrAK3SNS+5PNSyUU6nG7kUtActj6o+PpBm7WsBP7vEuPZpkjMWJnT7O7+42aaLeDcX5xgSPWhPpLcyhVLe3QTe2/WK9LsB81nQAfwjk98TW/Z1iU2MHWL26m+8m67w1djrur5u/jvdhkRMafkZ1cltySN1tvWBG7o/gTmZVNc5pUxK9jzDbob+p6oT8OM4XYrHARpBid1NErsTUhR5Q1Z18+XthcbIE2xC4CPi3BsIkicjawN7YZsHKWDvtq6q3BcrlRq/MvLUDvQrlgYjciDmNqmnGExype06/UVW/UQR/7QrnA2F/oh1y3Qj8Q1Nq11RoHCLyGczL6lrA77FNhdj5UzPEQs3ISylObsXCsUzENpWHJZUvI5wjvc2B36hqbJxvETkHU19+grqDKQ9nYF7L41QpPbOsV4BRVb9dvNcFInInsDMWy/xRX77n0Xk21h6zgZMw/zfHqOrvu4HdXOFspj9P5zntOc1oex1KuxJuy42AMHoHJtg+3Ihg66PnQbHQAQ9TF5hfb47jhc/pge3OpAl0j6r+PILOrli9FbPnPRcLdD/bXe+Lqfd8H/CcYOymqvcE6ByGLUaWoB4GYC7gdaLB1OP7irv2PVW9IoKv3OiVmbd2oFehHHB2eqvTmHBbxTGuUHo4O8lzgX1IFytVtaAwL3kKtyKyIab9dTG2eAZTFQxGQuh0G6Zeuy82B9+lqns0y0t3QHKK8y0ZQiFW6IzFdV0gFvJtODBQferGInI7ZiN8qqpe4PL2wzYzH1bVEd3AbtugEm5LDhH5PWYXuw7Wob0X9iEmkD6EfegvpaQ3jLqt7fbABpiNnEd3IvXT4YexXZRMQadFZB/gEiwGbWJxEgJSi8ipmLMoDzVs4gVTEepBvW1+oKrnRdDZALOp2J26vn8QignTP1HVF2IZz5FemXlrB3oVuh9i8QqXpMEA81LFMa5QYojI57A5cRlszJqDzZdJcW5Xj7veBD95CrdnAD+lHpJFSSe8AwudV+6kbewQTnKI8y0iq2Gq4ou7k6iG0Oy6QOohKN9W1Z0DeVmgrdpkFZFp2Dcz2JfXA9vs7Q+soKofu/xe2LgzVVPahy+uqITbNoGILIMJpNtharobYYbv3gucijmB8gTeVE6g3InJttSF3U0xJ1Ue3RmYO39P2H1SYwz+RWQnzOi9BzbhPYVNELEeJjUh9pdYnMwzMRWg4KDnner+TBNCZjhaKzo662DOWsCcaL2GxQp8P+LWwumVmbd2oFeh+yAiMzH7qUaF22mYcNs/d+YqVGgSInIz5gPjDSym+qPajQuonIXbQzFnSFtTn//nYXN/FPzqtdeoamGxQVsFd4L7MyzOdxgyxfmu0BgaXRf4NBNfV9V1A3lZ0NAc1ghEZA6m7bSkL28jzFnWq6q6fqD8RMwueQnaGE5QX4t0mp2ZTTsq4bZNISL9sYnIE0o3xzxmgk1Mc4Anqasx35eSbl/Mo5wnRG+B7R55dOcDT6vqdhH3P4ANSqOBAzRnz51F6uhXqFChcYjI/zCvj42oJQ/GFi/vqupqRfDXrhDzbr8n6Uw8VFWPbAVfixtE5GNsob2hqr5SAn5KYXO7KEJyiPMtIiOBr4fRAW5Q1VG5MFthIUTEU9WdpapPB/IyQVVH58ZYDDxP48Da6jw4i8hpwFnA5ar63UD52cCn7do3RWR1LLTn3tTVzOPQkGlHJdwuInBuzLegHuJna2Apd7lhux8R6YkJzsdiA3UPYna1nGrhAGANVf1fI8+sUKFC+0FEbgP2wsaHHknlA/d6Nm//UdW9iuCvHSEix2ELAW/jMkpVz0PLThwWN7i5TdWFmetuFCzcHgHMVtUb8qK9uEBEhgDXAp5TyzBNM4B7Mbvdia3irUL5ICJXY5EG/o3FNV8RuAfbENlHOzsg/QymOfKsqn6hG9htCs5u/XHqph2Kqf8naXZmNu0oxNFBhdZDVeeLyGOYkf18TGVoV+o2NKnh1AU2ox5Pd2vqTiYSbwemVYJthQqLHe7EhFsRkSXizBf8EItXeBo20f2nQP7aCiKyP/Bb9/MT4G5SmHhUKAyvAJuKSF8NiR/fDUja6GgYqnpVUbQXZYhIH0xo3RB7P49jJlOeDe7KwBeBrYAvAfeIyJaqOq8b2K1QDpwHfAObOz9yeQK8CtweKLu7+/tka1jLHWdh2i/vAScAt6Uxn2wE1cltG8MNpFtQF0K3oq5CDPXJb5KqDiUCThV5Kx+dLegcTNnDREzNebSqXhxB60lMbXjpPBcATpXhRGxCWAXo6z+Ndqp7x2EL5F+qaqyTjwoVKuQLEemH2ej3wHahD1LV6Qn3DACuw9RuP8I0PmYXzWs7wIUn2QLzjnlI2s2CCsVARA7ATuSOU9VLS8DPypiNem4byb6T2/6YquQcVX0nUGZJLOTNCEyt8C7gbL+n13aF80FyFPV1Rj+/YyF3/SvYCf41IfefhAkrkzGzrHsjnrMzcD3mbfoUVb0w35pUCIPTRFwGWyd+WpZ1oojsjjlhXR07mBoNHKWq4wLlXgbWBfZT1VtazmiTEJGPgCEEwh4V8qxKuG0fuEllG+pC6GZ0do3u4SOcEAo8FPSkLCJLUVdf9pxI9Q6h80GAzqspeDwU+CvwbVX9U5b6xdDcB7ga88Tq8ddF/U5EHsTqs7uq3p3HsytUqJAeIjIZswutsZjFK8wbIjIdG/OWV9VPupufCiAW4/QE4BfAhao6swlaTQlSRcA5zRoM3ApcAPxJVb/ju94TOzX6PL65GHga2LaoU5hWQES2Av6JeUWOW2f8FwubNEID3qHd5v4XgK+p6s0Jz/PCujytqlvkUokKXSAiewAHYn5kVgpcfg9b416rqne2mrcgRGQoMD3sYMhpVK7nfr7Wjqf9IjIL88lReESESrgtOURkT2yHdHtsQvEGWr8Q+h7mIdkTQiO9ForIM5inZU9d2U/nfwE6bzfI85+wweRIVf17IzR8tD6HOWDoi8VAuw4L9r1syKTj7az/WVW/1cxzK1SokB0i8iF28jOXxSxeYd4QkU+xxfUy3c1LhYXOEsFpJmHehMcDE2JuU1XdMZiZhyAVKDcW+FhVt0xZl4eBFTUi3ImI3AnsTOCExWcbPxvbuJoNnIS1xzGq+vs0zy8b3Cn4C9jYdAd2qnoxMCjknRwNXA5cpKonBq5NwQ4KBmjC4tqFe5kBzFfVgTlVpYKDiKyA9TFv4yAutBDAY9imRK5OUCvUISKvYxoh/ZP6R9PPqoTbcsO5MVc6d8yxOAEUE0LHhd0bQ8/DWz46o1X13Rz49RaoX8Fi0L4DPAPEqSdGevgUkb8AhwPnqer3XV6oIw236/URtqu1XhdiFSpUKBSeqiS22K3iGDcBp4myLbaRN627+VnckVdIkbwEqRDeUns39jy0xjiGHAMMBwb61Y1F5HZgN+BUVb3A5XknkA+rakOeabsbInIRpkVytaoe5vKi1hkrY+uaF1T184FrMzFhdVDK504FemkV/ixXOKdez2IntYKtCx8AXqLzJusGwI7Yhqxi73VTVZ3cap79cCY+Q9zPiYuKqY6I/Aw4HdhFU0ZwafhZlXBbbrhJ63U6C6EfNEHvUh+dj5LKN0A/TBhPQqSHTxEZj6lsLVTNi/MSKRYrE1VN6wCrQoUKDnmrSkoVx7hhiMhewL+A01T1V93Nz+IOZ3KTGUHnTHkJUoFyWYXb94DlVDU0rJSbRztUdbAvrwcwBbPHXUFVP3b5vTAnZ1NVddkQcqWHiLyJxbZd3bMxTlhnhAqxIvIasDawmao+m/DMTTF17jdUdZ1cKlIBABG5Afgq9l2egqnXz48o2xv4FvBrTEPwH6p6YKt49fGxDOY35uvYN+RX+38T+AdwsbZx2Evn3+cx7OBrpywHc5mfVQm35YaIDC3C3kpEtgT6aAPBkSPo/RNzjtAQPVU9M4LuHMypxSBfXtykMwlTeegbvFahQoVo5K0qWaF5iMhPgJ+6dNGisoO/OCMvQSpQJrVw6zaoJgJTVHVYRJk5mG3ckr68jYDngFdVdf1A+YnAUqqaJm5l6SAWO3S+f1M84Z2E1ldEzsccX74A7By1dhOR5TDv5xtgttun5FaZxRwiMhwYg/l92ENV70l53y7UvfWvqS2M+CEim2N27v65NwgFPsTCAz3VItZyhYgcggm2ZwJ9gJuwDZ5Yx5OqenXWZ1WhgEqOIgRbh1uwOFp5fQNbYxNBF/uiJjETWFpEemmCswoRGYwJ2LmfSFeosCjDnRDdToiqZEjxP2CqkvsBlXBbEHw2njOAs4HTReRVkk088h6DK+SLVYCZGvBCHIPZ1GPWAyAiG2IbTH70c4vHKAjWn/fFTAeejik7AVhVRNZU1TEub0/39+GQ8v0xjYx2xVys/Xqoaqz6uYj0x9oxrL7nAodioYBed/5HRmHO9ZYAVgN2AA7DnMVNxk4MK+SHA7Bv/ca0gi2Aqt4tIjdiJ6cHAOcUxF8nuI2OO7G591Nsfg2Gj9oR+DawAvAfEVm/CM3LFuBKOmt2HuxSEirhtkImFBYnL0e8gnmI3hxTZ4jDwVid/ls0UxUqLGI4FZtc/aqS50WU9bxKjiyercUaIwO/+2Ge7eNQqWK1EA3axuUhSO2Dneb7sTQWqSAJgjnDilN1fxg4CDhfRI4CVsRUqZV6//d4/AwmuDVsLlUCvIn1rQ2wU9c47Ic55HwpeEFVPxYL63IrsDw2rp4aQkOwDYSveOrdFXLD5th3emUD9/4ViznbSu/V38fm3hex0/7g9/AGcL8zZ7gHWB/7ptrxtP8hWjRHVcJthbLjBsypyi9EZOeo01sRGYE5sFHMY3KFChXSYzes7wQXzF2gqu85Nb7VC+dq8cbh3c1Aha6Is41zKsdJtnF5CFLj6WwCNAKYDzweQ6sGTMM2jK/RmKgKWKzWbwB7UdeEEuBVTMPDj93d3ydj6JUdt2IhfE7HbDVDISKfBX6DjZU3hpVR1adEZF1sM2A/TBjxolPUgJcxdcxLVXVKPuxX8MFTmX+igXu9e9aPLZUv9sC+pyPiNjpU9SMROQLTuNiTNhRuVXVkq55V2dwupoizJ8mTnogsj+369ifmpDjK9tcZ+z+NLQSeAi4DLsR2ujbE4n7ti00iPTE1yRFFuxmvUGFRQl42ZxUqLMrIwzZORH6Mxcm9WVW/6vK69DUnSD2EnQz/n6peHsNXJodSaeBOIC/BNrFqmFPLo4JOYETkZWBdYD9VvSWv57cS7oT8FUxl/Fbgt5gAOgQ7EffWGf8HDMCE/M9HOSkK0O4NeOG8Jqe5p0LjcHNTv0Y9UIvIDMzPy5DEwjlALPbrvIwetnv77eEXN4jI17B3HKmuXAm3iymKFG6dV8UTsYlgeIrbVVUjtQicgHwbtrMa9cEKtuu2t6pOzMJ7hQqLO8TiM/bDJoyay4vasOoPTAUmqepyrea1QoXugLONe5V0tnGDMVXiLrZxRQhSzpPzbFW9ofmadqE9FJiuqnNCrvVy/IKF4JuX9/NbBRFZB/M3sBrx64yxmPro2BAaucYbrpAdIjIPm5tWaPD+CVj4tT75chb5vCmYc6XE2K9Sj42cWhheFOHe0dA4uaFSS66QK1zn+xf1+JZTMJuhGmaTMwRztw7mLCpREFXVD0Vka8wJw6HAZthgANCBxdG9EvhLktOpChUqhCIXm7MKxcEJV6sAS+bl5b5CJuRiG6eqM0VkN0yQ2gcLreXBH8/YE6T2TjrtC4YbyhNxTi3dfLtIxKhW1decR+jvA4dgmxV+fIStM85R1akRZIZTX9+kwcrAqtk4rZCAXjRv15nLoU9KvI6tafcBbk4ouw/2fVVzb4LPoB5xFytUaACHYzYEHwLbqaqnjvOxqq6K7USPxNSHewJnqGqi7Z6qLlDVP6vqdpiK83KY57h+qrqVql5eCbYVKjSMW7HJ4vS4QmlszirkCxH5hoi8iG0OPomdFvqvDxKRe0XkPhFZKpRIhTyQ2jYOOALrT3tGlHkN2AjzE/G+K+tPH2OedzcNOyEMQkT6isjaItJFUBKRJUXkXBF5QkSeE5FficiAJJqLI1R1mqr+xK1VVsUcC20FrKGqK6jqj2IE20bQG9v4r7D44gasz/9RRL4UVUhE9gb+iI1B17eIt7ZFpZa8mKIotWTMRmh74GBVvc5d62IPJCI9MccUOwLbq2ojxv8VKlTIAUXanFVoHCJyDnb6J5iX3d7YvB1UFb8GOBA4RFUrh3oFoEjbOBeKawXswOEjVR2fkbfjgQuAP6nqd3z5PbENkc/jc3yF+bHYVlUXiMj2Ln+Wqj7j7tueBrC4axTkHW+4Qna4dzCP5OgaUdgG6JXX2jgJItIHM6nbGOubzwAP0jl81AhsDhYs1vRW7WwC0CzSyC+VcLuYokDh9lNMdWuAFxbBDTafBO3zRORz2CJ5oWONELqVDUuFCi1AHjZnFfKDiOwM3IXZNx+NxSZ/j3A76J0wVdjIsbRCcyizbZyI3AnsjG0UP+rLPwi4BouVe5H7exK2YXWMqv7ezc8KvKGq67r7vLwsiPWdUWa4mNKTVPVrKctfj613TqRzvOErsf56fNzt1OMNbwvcpap7ZGa6Qijct9sstFXCLYCIDMH66S7e84NF3N+7sA3MxdqvTBr5pS0HogqlxgBgqnaO9zeHQBB6AFV9XUSmAVvH0BtOZcNSoULhyMnmrEJ+OAZb5JyqqjcBiESaGT3uym7SGtYWS5TZNm5t9zdo/3oA9l2crqoXAIjIq5hJwf7A74F3XBl/nFovb3HBSMyUKi22xNYZRccbrpAdhdmfFwUnrO4mIttioag2AYa6y58AzwI3qeoj3cRi26ESbivkjY+AFQIB6j8BVhaRFVV14QTqdrf7kU14TUJlw1KhQoNQ1WnAT4CfNKsqWaFpbOH+XpdU0DkpmgosXyxLizVuADbHbOOmq+q9YYWSbONEZCRwBfCAqh4V90AR+Ru2+XtIwsJ2KDBNVWf47u2BmQgB/M1X9l/YHLk+gKoODxILy6vQCT2x9zueYuMNV8gIVW3b+OCuj1cCbA6ohNvFF7GexhrA45g6ck/sxGdF6iESnnV5+wC/892zJyaMvpsHA86GxVONrlChQhNQ1feo9+EKrccgTGCZlbJ8Kz18Lo64FPgmpoZ6l4iksY27LITON13Z21I883bMlvqbxC96+9B1U3cDnH283wGWs7OdQog2VYVkiMgS2DpjmvNSfZXvWg2LZbtDd/H3/+3dd7xcZbX/8c9KIKSRQk+EEAiIVJHeAz9QqnRURCkCgg0r3osiqFewXIqKelVUile5SFUEBBQIRTqKIkUFQg0QEhIgpEG+vz/WM8w+k9lTztkzZ+ac9X69zuucs+fZe545ZfZ+9rOetULnSze4dsJLbJ3d4D6fw/+fb4wZ3PpicNtlzOxwvJ5dQ5lKzexAfP1rZbHjAyiX0+kzSQem5/sKviD/3ZRDc34F7Ad8y8xGAn/FT7xfwe9+XpXp7yb0XMMCMCK97jzZNSxD8WQZIYTQzWYDq5jZyHoDXDNbCx+sTG9HxwYjSYvSOujS2rgt8drrWZVr46olfdk2fb69ymOVSrPDO9RpNwOYZGZTJD2WtpUyNd9apf0ovA7voJSySk+u2DzMzHYk/8Z/6TrjUPzaqVrCoqPwdc0hVGVmw/FIignA+5vY9WngYuAIM3tHJHOsLRJKdZl0Z3CGpLc12P4JYA1Jy9QZIDalymC59HwbAtOAm7OJTczscryeX/YPzoB/A9tImp3anUrPNSxG42t/SmtYdos7WyE0rkWhkqEPzOy3+ADlUEm/SduqJtIwsx/gmax/KemItnd2kOnL2riUZ0KSxjb4XK8Ab0oaX6PNhcBh+I3iY/DIqetT3w6Q9LtM23Xxmrz3S6ocnA8KBVxnAOyf/bmGzpQGk5OABZKeqnhsJHAqHnGxHH5T6rRseH8L+lNK8naTpF2b3PcmfMb3rXPCYBQJpQauZkOKS+3Pp7gkEVUHt5L+gZcPqXQI8FH8gmB1PKPgDcAZkrJhxNOJNSwhtFsrQiVD3/wMeC9wupndJenJygap1MtJ+MBWwI/b28XBqYC1cc1cew3F173XcgY+C/RePO8F+Hn/Ifz/NWuv9PkueCtTcBHU7MV6P5qDJ80qWRO/jqi1DCN7nfFzSTe1rHehSMeRymQBlWWybqFnmaxNgF3MbAdJb7SoP/vj79U/6MW+5+DXxAfhOQBCjpi57TLN1FFL7V8GhkkaZWY3kz+43RQo3Ul+mnJh+QmUsw/PxUOKadeakmZfbwiheWb2D+Ad+N3QmuGKZrYiPkv1kKSN2tG/wSrNkn8QzyNwJX6TcBReamQDfDAzEX+v/pGkT/ZPT0OjzOzv+O9uS0n312m7Ob7M5lFJ69dpuxd+8bsWPhCbBhwj6YmKdg+m5z9I0hUNlE4R+TfUS9cTRpvLpxQprjMGrr6UyWpRfx7Hb6aMk/Rqk/uOwW/MPDGYy12a2fPAyjFzO0il9bZj8RIGSNo5p90Z+N2gnwOnVzkZTsZnB44F7pV0Yut6vZRYwxJC660BvFZvYAsgaZaZvQY0tDQi9MmR+I2ET+HvheADiu+lrw0fyJwF/Ee7Oxd65Xo86dS3zWwPSW9Wa5Rmlr6N/76vr3dQSdcA15jZyniimgVVjrkMHr4M8HD6nJdddgU8dHcsPsM1jZ43vafiIZJzga/T3Ykcv4bXJQ4DT1/KZLXCKvj/Z1MDW/BqBmb2KrBq8d3qKltQJ4FizNx2ODP7ND0Lgk8G3qR2hmHDT0ilmdhvSjo55/gfwrP9fUfSSXX6cjp+AfVhSXXLU4QQukNa1zdU0qgG28/DZ2pGt7ZnAcDM1gGOwJMRvVWeCV+ucYGkR/qxewOOmf2ioENJ0tEVx14dX/M6HB8wflHSvRVttgK+gw8eFwDrVwtLbxUzG4vPGI8BDs5bQ2xm2wGX4QPcrVIpsRA6RrU166lM1hw8CmZCKZt4uvmzAJgracUW9Wde6s+YXu7f1Ll6sIrBbYdLiQ9OzWyqFSJUaTFeZ+84SQtzjn8HfhdkxXonphQSMQu4W9L2ddqOw5OhbISXCFq2RvOlLgBCCO3TqlDJELpRClPNO9dWJkWs9VjVUF0zOwg/N5cem015DegkfNbUgDeAD7U7eYyZnQl8BthX0tV12u6NJ7I6s81RXSHUZWYLgCWSRma2vRMv1bXU0hozewlYXtJyLerPk3jemZUq8s00su94/Br8aUlrtqJ/RUnh10VQb0KwIyy5850P3Jy+NuBG/ER4UI19SokP/tVAjcQN8Hptde+4ppCIV/CQqlxmdgLwTfzOdKnfNQ8N5A5uU3jWsXgyqtJgudbfriTF33YIjWtJqGQIXeprOduH4cm7xgJP4uG62VDdnfDoqjl4cq+qN5UlXWZmU4Hv4iWFVkwfWXcDn5PUo+SMme2Uvny9NOOb2dYUSbfkPLQ/XnKw5sA2uQZfOnQA0NWDWzPbg57XGfVuyg/adY9dpNPKZD2AD273wG9wNaOUDO5vhfaoNSYXdJxezcDGzG2XMbPpwAuSti7oeHPwwtATlSn0ntN2FfyN4lVJ43LafAAohSzPBK7DT/5Lrf/JklT1YsLMlgf+iM8uN5wlWlK97JIhhKQbQiVD6E9mNgy4Cc+oerykX+W0OxT4KZ58cVdVr3Wbbb8esA2+js6A54E787L+Z2aVH5W0QcW2ZuTeBDaz+cDiRkMn003vZbKzY93EzJbFa4juV9rUwG5dm0BrMOm0Mllm9jHgh/ia983yoiqr7LccPtu8HvAJSR2dGT/dvCuEpGnN7hOzW11G0uSCD3k/nhjiO3jyklq+g7/p31ujTWl98CV4HcyG/nFrOAW/s70QT+V+JQ0MlkMIjZP0TKqDfRH+fnCXmdUKlTwyBrat1Yt1nwvxGcOHgT9JerbwTg1u/4kPQo/IG9gCSLooRThcCHwR+Eatg6ZBbDPl657CB7LPVdlWlFnABDPbPpththoz2x6/Qf5crXYd7j8ol2i5mrjOGEh6XSarRc4HvoJXJ7jEzA6rl1zKzEbjk0bvwF/DBS3sXyF6MyAtUszcDnIpDOca/E39Rjzk8HZJ89Pjw4Ed8JN0qYbdnpKqhiSmTG4jgdUkzSygf6W06UdLOr+vxwsh5DOzbSmHSlZTNVQyFC9ToqWpNZ7p6yX4TNQJkma3poeDi5k9jIfajc4L28+0XQZ4FS/ZsUEbulcoM/spPsv1b2AvSf/OaTcFuBaYAvxM0nHt62Vx0u/27cBJkr7T3/0JxeptmawW9ue9wBX4e/azePb7qyT9s6Ld24F98Wz5q+Pv7wdmZ5tDdTG47VIp29t2NLY2BElfr3GsE4FvZTYtwbMfgq8tGkL5wuk/JJ1R41gv+9NphQZeRl0pGYDhFxSLizhmCKG2ZkMlQ/FSMsHlgOOBccDjwG2UZ8gm4Dcep+BlWH6M31jcPG0XHsa2fQERNIOemb0OLMxmXa3T/q0a83XajcB/v/XO4U/VerxIZjYBXxu4IrAIuBwfEJT+9ibiyxMOxJcyvAhsKun5dvWxSCkMexlgTOnGfhh4GiiTVcon83C95QQF9OVIvNzQcpRvSi6kXFJrfHoM/By8EA9HLiqT+4AWg9suZGYH4HehJjTSnAbWhpjZDngSjZ2pPjtwI/DVBkKUbsIvrOpmX26EmT2NZ64b19djhRBCt0hrrG7CL7iOkXRJTruDgF/gazx3k7Q4zcBfhV8gfVbS99vT64HLzF4AVgLeKenBOm03xgeHL0parcrjY/Ha8Qfjs0n1tD1JopmtD1wKrE9+yHMpvPMQSQ/ntOl4ZjYDWK6om/IhNCK9T5yOh0PnrfMWHl15sqTKWr1dK0WFborfKBtFjXXuki5s+vgxuO0uZrYb8Ad8NnURHibYSMKmvELtlccfD7wLX2wPnhTqL42mLE/hFr8Fvizpm43sU+d45wIfATbq5pNnCCE0w8y+iq/NOkzS/9VpW0rk9xVJp6Vth+Pru26XtGNrezvwmdlF+Nq9e4Hd886JqQze9fgM+sWSPljx+GrA7XiIc0cnSUyzWR/AB+Gb0fO64H48t8bFkt5od9+KZGb/BxwCTJb0dH/3J7RWipZYKX37Un/P1pvZRHxiaX3KWdNn4fkTpg2k/AlmNgqPFD0SjzSqqzeJ22Jw22XM7Eb8n2AacGgnhgGZ2cl4IqhTgO/15Y3DzNbAQ+vuB/aO0OQQWq8TQyUHmybXeA4FXgMel7Rh2jYKX14yV1JlmZnQpLT+7X5gBH7h+VO8FFBlqO6x+CDwdeBdkv5VcZzSetY5eLKpK4Fnm8iaemMfX0qJJO1av9nAZ2Yb4UmEflt5MyIMDGa2AnAC8D58fXXpxpKAf+I5Cr7f6EROaF6arZ2GVz95E/gH8E7KE3WrAuvgv5vZwN8BJO3S9HPF4La7mNlcPDPh2p2YrTRz4t0UX6+7AA9bqpUNTpJ2NbNJOY9vis9APA2chd85r5ldLi66Q2hON4RKDiZFrPE0s5fwwfHw/D1Do1I92UvwwWutUN0XgfepSh1ZM3sGX1K0n6TKbK2N9GFJnSaidohjqY9RyibDzN6ND3DuwhNr3iNpXv/2KhQhlbG7knIOiWqE55Y4QNLdberaoGJmn8OzVz+KJ6adnt7Pnpc0MbWZBHwTj5I5tRSJ1PRzxeC2u6R6cm82esHTxHHXAj4LvBtYAxievXBNoVYn4G8Ap+fNJDRw4q1GkoaaWc3ZiSaPFxfdITSom0IlB4vMGs+6SzLMbAPgQTzEbpW0bQiehGRm6cIh9F06F34KOAhfD10aIJZmIi4BfihpTs7+C/CkjaMlNX2+NLMjch5aAY+WGovPKE/DlywZPpieis8szwW+DrwsqeNLihQtrjMGFzNbFZ9gGU858d6NwDOpyep4JZDjUptZ+HvuC0sfLfSFmd0BbAXsK+nqtK3H4DbT9gLgQ8A+kq5t+rlicNtdzOwufE3smGoZ33p5zAPwmnwjyYRqVN7VTcmidsJLA1yXc6y8E29Nki7o5cA473hx0R1Cg/oaKhmKZ2YX4+sA7wT2yEvQZ2bL43kYtgEulfT+tH1tvJTLvZK2ak+vBxczWxYfVALMbmTZTCpvt7Kk5Qvsx1jgHmAMcLCk23LabQdchg9wt6qX9DEN5PehsaoMknR0871vr7jOGFzM7Ex84uZvwHskvZjTblV8rfxGwNmSvtC+Xg4OKbpoeWBE6b0y/T/OkrRyRds1gCeB6yTt2fRzxeC2u6TB43nAcZLOLeB478DXEQ3H05L/Gq+/tWKVwe2hwK/wenYf7etzhxA6Q19DJUPxUrba+/ByEC8CP8Fn12ekJqVSQMcCq+FLQLaQ9FDa/yTgNOBMSSe2t/chj5n9C19XtnVR4Y/pAv4zZGZEarTdG8+kXfPvwsxOwMMDSyHt9SI6uiLM2czWLOpYnbg0LPRkZo8A6wJbSrq/TtvN8ZtE/5T0jnb0bzBJJbdez+aAMLN5wNBqS2fMbDawWNKqTT9XDG67T8og/EHg6HpZNBs41s+Bo4AzJH0xbZsBrFJlcLsy8AJeA2zDpQ4WQuhKfQ2VDK2RsuNfhGfQrLXGczbwQUnXZ/Y9FpgEXFQa8Ib+Z2bP42v/7sNLN80p4JiPAatKGt1AW8OTj82QtE5Om1L2bfDMyNfRWFWGrzXT7xBaLeUuWKQGy0mmvDbLSmook29oXIpamYQve3wjbfs3nuNjHUlPZNouiyfle7M3OSNivUCXMbNSAeeFwK/M7JvUT7BUK1xoV/yi6b/rPbekmWb2Gr4mN4QwcDyHh0rGwLaDSPpjiq45ATgA2AAvAwd+M+IhPNLmHEkvVezb58ie0BLL4ufctYGHzOwnNJYkcankVBkTgYYqCUhSWndaax32p9PnS4DDY3lC6GKLgGFmZqozm5fyFCyb9gnFexxYEx9DlAay9+CD28PwJVElH8LzGUzvzRPFzG2XSfHptbIhVpMbLpRmbBZk72rlzdymx2YBoyQNT5kjwcMM7k2P71S5T4MdrHXiDiG0kJmdhV/QbhuZIjuXmQ3D1z4avsYzLsK6jJmVLrqWkLIWN7BbzeRFmWUFO0m6vc7zbw/cCjwnafWcNq/iOThWkzSzgf6F0JHM7E5gS+AQSZfXaXsQfkPnHklbt6N/g4mZfR6fSDtB0g/Stt3wtc5vAOcCfwU2xhN8LQN8S9KXm32umLntPkWH/cwDxpjZMqpTiN3MxuO1L0tZ5G7GT8yP4jMK2W3NEDl/i72o6bcQT4rzMHCDpDua3D+Ewei/gAOBH5lZIaGSoXhpMNtUFk8zuwwYp6hp2inexGckiixXdw2eEO48M9tL0r+rNTKzKXjODgG11ua+gddHHhQD20xEXKOy1xl/kvRs4Z0KRfkNnqH3p2b2qqQbqjUys33x2tXCl4KE4l0OfAAfvAJvRSf9APgkcHymrQF30HM2t2ExczvImdktwPbAjpL+nLblrbk9AfgucLWk95rZdPyN4DFJu6U2pW1NkVS1rmZFZsN69fus4nvwf44PZ2P5Qwg9pYiLNYBz8HV1RYRKhg5QKxIntF8rfh9mNgF4AF+bvQi/iJyGLzcAD0HeCb+BNRxPULappOdzjncTnqxsxXoZlQeCzHVG9tql8lqj8rHsDPzF+GzU7Nb0MPRWina5E9gU/53dC9yEryFfDg+TnYqX9TLgL3gEU0TFtJGZ7YFXB1gdz+Z+A3B+Ixnoqx4vBreDm5l9Evg+PuP6HklvVDv5mtlU/E7vCOCwviayaqJ/R+ClFr6C1++7mRRSlZpMAHYEdsHvpP4X/ga2BX4iH4HH9r9rMJykQ+iNzHIHKChUMnSGGNx2llb9PlJ27UuB9amdfOwhPEQzt3aymb0X+C3wZUnfLLKfncjMTsUHOsfj0WmPA7fR8zpjB2AK5VqpI4HN03bhg6LtY31y5zGzlYBfArunTZX/H6UbGX/A15i/ROhqMbgd5FJGsnvwMIG7gR8BZ+PrujbB72YdiBesH4q/4U+ttzC/wP6NS/0bCRyQtx7QzLbEE6u8gpdYeDXVefwTnp3tVEm9Cm8IYaArOuIidI4Y3HaWVv4+zGwZPOzvYGAzoFQ7ciZe8u8S4OJ6S5DSsU4GTkkf35M0v+j+dgozWw6fzdsQOEbSJTntDgJ+ga8L3E3SYjPbFi+tNB74rKTvt6fXoVlmtgP5/xuXKqc+dCiGmU3Csx83FMZvZhOBZSQ1vYQjBrddzsxWw0OORlEjyVSt8MF0jN/hs5217vjeidfRa9tdrUyim70kXVen7e7AtfQsa7QfPui9T9KWre5vCCF0khjcdpZu+H1kcl1sikdMLcBnfOtVZejKdd1m9lU8OqxuVFqmTNJXJJ2Wth0OnA/cLmnH1vY2hO6UIsRmSHpbg+2fANboTYRYDG67UEpX/lng48DkBnapGz6Y7vgeCRyBZ5Yblh56E1+jcD7w80bu+Bapmfp9qf08MvX70nqL14B5ksa3rqchhNB5umEwNZiUfh/4Wr+j8JwX9W5QS9KU9vRwqVwXjcqtytDpzOxh/FpqtKQ367Qdil9TPC5pw7RtFL5OcK6kFVvc3VCHme2MrzF/VdLZDe7zOWA0cGPM4LZGel95XlKtMmTZ9k8Ak3rzvhLrpbpMGtj+FtgLPxHOwdeILMHXh6yEJ4wAz4Tc0CxrGrT+DPhZevNeAa+nOKs3A9q0OPxgYCM8XGfZ2k+fe+KeSHM1x3rU75O0yMxewS8cQgghhP5meJWB4TSWJLHdsxBHtfn5+tuaeEnEmgNbAElvphKKkzPb5pnZHHxwFPqRmQ0H/hdfJ/3+JnZ9Gk8MdoSZvaO3iYxCoUbimdubFoPb7nMUsDcwA3ifpNvT3ZAXJU1Kg98d8PTZW+BrTS9s5gnSG3yvSgCkN5bfpD5CY/V4a524ZwETzGwbSXfWee5t8JPLjMy2ZfDB/4yc3UIIIYR2WQY/L47A129ehS+dmQ28D1gV2A34IB4G/Bk8s2tdKUfFPjR+U/nonAcuaOT5BpBXgZXMbP1aibYAzGwDPFT7pcy2IWnboCid1OEOwic4bpJ0aaM7SbrEzD6Oz/gegF/Hhn5iZuvgk3XP9Gb/GNx2nw/hg8ETqxVrl7QEuMXMdgF+j8/E/jNvYGhmj+MD420aeXIzuxWYWGOm9av4yfUN4EI8odML+Ixqb1yHD+jPM7M9JD2Z069JlOv3XZt56O34DHTV/UIIZWa2Oh0aKhnCAFFKzHS2pM8DmBnAIkmlta4Xmdl3gevxG9Wb1TtoKtX3TcqRW/VuLAuoOrgdhG7Gy5D8PF1nVK2sYGbLA+fiP7ubMg9NxhNu9upCPBRqf/z384Ne7HsOXhboIGJw22cp581+FZvH1qkrbfiE1A7p+5vym+aLwW33KRU/vqJie4+Y9BQ681k8CcQX8BDhaiZTPhk2YnU8+3CeD+JvLMdJOq+J4+Y5Bf/neDvwkJldimdsLs3EllL0H4SHMLyMD7BLDkufbySEkMvMDsOL2HdqqGQI/abAG8FL0kflWsAe/3OS/m5mn8DL+/xn+sh7rg/gNejBZw+vw2d7FzTS13rMbFW8DvbIAVrb+qvAe4GtgUfN7CfA7Sx9nXEssBr+c/1aZv9S+Ou0dnQ21LR5+vzHXuxb2meLgvoy2G2K5/LJGlFlW57H8ERvTYuEUl0mrfV4XdIKmW2vA0gaWaX9nNS+6gLuXizwfgZP8FQ13Cn1xYDli0o+ZWab4CUM1qV2Nud/4/X7Hsjsuy+e8v2PebO+IQx2ZrYZng19GZoIlZQUF3MdLhJKFaOoZChmNh9YImlUZttiPOnhuIq2y+DJi6ZLekeN57oDH5hdgtfpLKTWqpm9H/gyXiIHKpJTpjDoS/Dz7wGSamVT7mhmthtwEbAita8zZgMflHR9Zt9j8Zv+F0l6qNV9DfnM7DXgjcr/pSb2nwsMbTSJachnZlOBnTObTsXfz86ssdsSvKTnP4CbezuOiMFtlzGzJ/G7iMNTCHJp2+p4yuznMm2H4CFQklR1draZE7aZjcHXmcyRtEpOm0eBCZLGNPfK6j73MPzC+kDgXXgsPqk/f8EvxH8dBdRDaJ6Z/S/+/5UNlVzqvcHMNsZDJecDm0ma0w/dDU2IwW0xiroRbGYz8fP38pltL+FrZJeX9HpF+7l4rcfcpIhm9ioeubSapELWfZrZt4AT8QHdQnz9rlUZrP8Sf+84XNKvinju/mJmKwIn4GsuN8CXNIFfcD+EX2ec085yiKE5qWLGm729Bk0JSIfW+n8LvdPse2hfRFhy9ykNZCdSXt9xf9p2APDDTNt98BPS06UNaRZ004pjjkh12vKUYuAPxMOf76nR9lLgP81sW0l31HktDZO0CC9HdH5RxwwhvGUHfLaisFDJ0DHuwAdOoU3SjeBV8GUylZ4FNjaz8ZJKjz8KbANsRyac0symAMvjMxm1vIGXoSlqYPse4It4eZtj8UHdM/hrqnQBvvznAKCrB7eSZuGzS6emG+rjSbO16RokdL6XgNUr/r8aYmbj8aSkT9drG3plLXqff6cpMbjtPjfgyV7ejSdQAj+h7Ad8y8xGAn/F1+Z+Bb9gvSqz/wH4OtasMZlj1WJ4WZ5v1mjzbWBfPDHD3pKeaOC4IYT+tSpeCiObEOVNfH1Mpd/h7wP7E4Pblkk3HKf1dTmFpAML6tKg0sIbwffg5+dNKK/R/AOwLXC6mT0o6XkzW4ly8qKalQLwc/4OZjYmLxlSkz5JOXHlpfBW0qtq7kht6ya96iZpMPtCf/cjNO0BfLJnDzzMvBl7pc9/K7RHAYB2Lg2MsOQuY2Yb4ifEmyUdnNl+OeUscW9txtehbiNpdmp3BD0Xc0/FL1RrzbJmY+B/KenROn1cCfgxPnN8CfAgdUrxNFuuKIRQnFaESoa+SSFcwmcRppU+JD3Wrx0bJMzsVHreCDYaT6JWuhG8m6TbKo67N37D+ReSjknbxgMP4/khSqX4VsXDYt8E/p+kW2v09b3Ab4EvS6p187mxzpu9gC/9eet/v1Z4u5nNxt8/lsr7EUI7mdnH8AjGh/GlMw0tVTOz5fAlbusBn5D049b1MpjZzng+j83w9z3w9737gd9IurlPx4/B7cBgZkOBj+JZkVfHw4luAM6oFZrRihh4M9sOD2/ckgYvBiQNzdwRnyvpt+lYte6S1zpeDJZDaJCZ/RWfTVqp9H5hZrfjoZK7S6oMlfwX8Epvk3aE+szsTvzEX4qwKr2XzgBuoTzYfaQfujfgtepGsJktC7wHeC2bkC3VTz0PP2+WPAOcIOnKBvp7Mj4YPwX4nqT5dXapdayFeCLK8ZlttQa3c4Flu2Fwa2Y7pS9fl3RvxbamDNDM0V3NzEbgWXZXBa4GDquX6MzMRgO/xidkXgDW7sv/T8iXJr9+hSeohKUrM5TOczcAH+rt+vYY3A5y6QQ+X1IhNb3MbBu87M5yadO/gBepE2cvaZfMTMWjkjZIxytta0okTwmhcWZ2LvARfIZoWtr2Fbzcxb3AvplQyd/gF/o3SNqjv/o8GKRlJtvhP++pwFbAsPRw6X1xJuXB7i2S/t7ufg4G7UqGYmZrUL5B/bAauEgzs1Kpu02BsXipmofwzOZ5JGnXnOPNwNfX1p25NbO18MHEdElr1+trfyvwOqNH5ujQOVIkwxX4wOlZ4HvAVZL+WdHu7fgyuk/h/3MCDpT0u/b2eHBI69jvwpdkGH6j8EbK+YNWB/4fvkRDeIj5Nr1Z7x6D21AoM7sevyPzZ+BQSQ0vzDezm/E/6KckHVGxrSmSdml2nxAGq1aESobimdlwfDZ9Z3ywuzVel7j0HhkX3C1S9I3gIqXBWbOUdxPYzH6Lz2IdWnq9NQa3PwA+js9UH9GLfrSVmU3H/18ek7RbxbamSFqr0M6FwpjZkcD/4BMtpd/tQspJ3sZTnoQpZQT/hKRftLGbg4qZfQ44Ay+ndaikG3LavQdfLz0O+IKkykSX9Z8rBrehSGb2Mp6gai1JT/V3f0II9bUqVDK0jpmNxW8kfhHYgrQmNKJWOpuZ/QIvp/e5Btt/B1hR0tE12vRqUCnpgpzjldbwPg7sKunJysFtWgp1EvB1fPCwQ5EVEkLoq1S67nQ8UVReRjQB1wAnS3qgXX0bjMzsLvxcdYiky+u0PQjP2XOPpK2bfq4Y3HYn8+Lp+wAb4Xeglq3RXHVOjEPxdP8HZ45X6+5/7uyAmc0ChmTX6oQQultvQiVDscxsBWBHyiHKm+Cz6KWLtn/ha3A/2j89HNjSrPkkPKv4UxWPjcRLyEzFZ4P+AJwm6bUqx2m2Xu4TwKR237Swcu3rl4ErgUOAUcCn8Rqw78VLEhrwI0mfbGf/QmiUmU3Eo13WB1ZMm2fhkUnTJD3bT10bVMxsDj5WGV3vGsLMhgCvAYsljW36ueIapfuY2Ql4OZ7hpU11dqkVfrQ8XlevdOe/IZKGVNtuZn/ET/ArFlSSIIQQBh0zWxnYifJgdkP8Pbr0Pv0QPRNLPd8f/RwszOzTwFnAuZKOz2wfiq8jexfl343wkj87SHqj4jjNDm6nA6u3O9zczJYB/htfj1g631dWY1iCJ4/8D0m9CY0OIQwSZjYPH6yOa7B9r6syxNqcLmNmHwC+m76dCVyHL5hf0MtDnoKHHC7Ea+pd2cfj/TewC/AFlq6n22vmRfYOwOv7rgGMyCbDMLNRwOb4QD7WAYbQhFaESoY+e4HMWlq8pFqpJNAtvc0iGXqtlDztlxXbP4BntZ6PJ66ZD3wOP68ei6/765U0e7EKMK/J/VbFz5Mje5vRNw3KP2tmPwSOwJO8TMAHui/gyWAuGGjZus1sM3peZxydeWwYsBp+ndFwPpEQAgBPAW83s80k3V+roZltDiwP1Cw9mrt/zNx2FzO7A08icglweKM1vGoc73FgTeBoSef3vYdv1Rk7C0/3/S1J/+7j8dYFLsdDod66M56djU53zx8GpgBb1vvHCSGUdUuo5GCSyeD6Kl638Qrg/pgh6x9m9hgwGRibDTc2s98DewInSjorbSutF7sVD98dlznUdPzGdK1oKUv7HA58FrhL0rYN9PH9wJfxWX6oWEKUljNdko5/QL0SKYNJipS4EM89AFXWsKfQ9FKZmQ0qs++GEPKZ2Zn4+9kDwHskzcxptyo+cbcxcLakLzT9XDG47S5m9iowElgt7w+jyeMtwN/ER0taXMDxHk9frgKMSF8vwO/05pGkKTnHGw/8Fb+L+gBwKXAiXqKgMmvjZ/BB9TclfbmXLyGEQadbQiUHkzRo2g4f5JRO1K/hA6ZbgJuB+yTVLLMWimFmrwBvqmft1yHAHHwt6gRJL6bty+DnvbnA9+kZxWQ0l5nXgGPqZXE1s2/h58ZS5tdl8Wu8yvPkL/G1tIdL+lUT/Riw0prpO/CL6eeAa/EZ+ZFVfn4n40m0TpZ0erv7GkK3MrNV8OU04/H3zXPx89izeK6CNfHIzyPxcc5s/CbSi00/Vwxuu0vKRixJKxR0vKfxgeK4go5XdEmCbwBfwk82+0l6o0ZJgil4UpVeZVcLYbBqZnDb10QPoXFpOcY78TW3OwM7UE6IIjxc9XY8VPlm/L0vBrstkG4EL5E0MrPtncBfgIckbVTR/iU8rO6b9BzcigbyZACvAP8AflYvqiqVzvgDPpg+Fp/lf4bq58ndgOuByyUdXKcfg4KZfRH4FnAnsKekuTWuMzbAlwjcLmnH9vc2hO5lZlvhyx9XI/8mnwEzgP0l3dOb54m77t3nr8AOZjamoIRNfwA+YmbrS3q4gOMVXV92P/wf4AuViTkqSXrMzBYC6xTchxAGFDMbQ89QSYChKStyI6GSw/FIitBCKaPkX9PH9wDMbCPKdW53BHanHEo5Dy/FFoo3A5hkZlMkPZa27ZM+V8vzMAqYJemrwFdLG5uNkmjQJ/Hz5ImSLk3Pk9f2jtR2s7wGaQ1+MxbiMzEPA3/qwuyz78N/Jp+WNLdO24eBxcB6Le9VCAOMpLvTDaJPAQfhFVpKCeuW4DeOLgV+IGlOb58nZm67TKb+3JclfbOA462B33m+H9i7iNDkIpnZawCSRme2Vb2jmh6bia+JGta+XobQXczsVNoQKhlax8wm4zcTj6dchzg3Cib0jZldCBwGXAUcg5fBuR5YGV+/+rtM23XxRCj3S9qi4jjn48nbPlNg314AVsKjsF5P22qdJ2cDw7Oz0BWPlyKwKrMjZ1U+Vvp+CXAxXgt7drOvpT+kkPNl8TBkpW1xnRFCi5nZskApEnV2UWOQmLntMpKuMrNTgK+ZmYDvSZrfyL5mNinnoY8A5wP3mtlZwL14EpNa/Xiq1uMFEg3+naZMhmPxcK4QQr5sSRloQahkKJaZrUO5LNBUvO4wlH9vS4jZ9FY6A3g/niCqlEPC8DVkv69ou1f6fFflQSQd2YK+jQNeKQ1sG1DvBsjX8DVwx6djPw7chq9HBc+avAOewPFl4Mf4GrnN0/ZDgXeY2fZ9TXrZJkPx9dR1b/Cl5JXL02QG6xAGu5ST50VJ25S2pcFs1Zw8ZnYrMDEvJ0/N54qZ2+5iZjemLzfFB3IL8JNrrcGoJO1qZkWtxeqRgbGWtGZsPfzuNniWyEcbOYmk/f+GZ358h6R/pW15a2H2x7Mqx1qYEJrQolDJ0Adm9g56DmZXKz2UPr+BR91MwxNM3dpASGXoAzPbCzgHWAu/mTANj2B4oqLdg3h2/4MkXdHkc+yJ/76XA66T9IcG9pmBJ3GsO3NrZmvhGX+nS1o753jLATfh595jJF2S0+4g4Bd42Pxukhab2bb47PZ44LOSvl//VfcvM3sEWBdYU9IzaVvez29X4AY8mduWSx0shFBVO6syxMxt99m54vsR+N3SWkoDyXozM42qe5w0y3AycCC+9ihrnpldBpym+mWCrsZj8j+P30XOe76V8TvrwsO2QwiNuxBfMxc6x0P0nFFfBNyDD2Sn4TfxYvaojSRdA1yTzjevSlqqHnzKlHxY+napPBZm9j68Vv3Vko6teOzHeEKokhPM7CeSPl6na3fj63/3AX5Tp+3n0+da9eBPwksOHpY3sAWQdFkKK/w18EX8nH6HmX0OjwY7BM8W3eluwAe3H8NLKVVlZiOA7+D/l9e0p2shDFrL4jcRmxYzt13GzI7ozX6SLii6L3nMbF+8xu1I8gfCAl4HDpVUGdKVPdZK+NqlcXhClbPxE/kqkoam1OIH4gPpiXhK8XfERV8IoZuZ2et48p/SYPbOaoOp0F3M7Nd4ePPB2VldM9sJz3gNnrV3PuWb2ftKurrGMUu5OB4HdpX0ZOXMYwqnPQkvYyNgB0l35BzvYbym7+h62bfTcV8DHpe0Ydo2Cs/cPFfSirX27wRmtiZ+I2IZ4AvAT/B6xKXrjCF40rZv4+WC5gBvl/RSv3Q4hC7UZFWGMcBLeH6CVZp+rhjchiKlcjx/x7OpPobf5bwRL0sgvF7trvgJZB08rHrjTPbJasfcAQ9zqswC+jIe+gQ+iJ4N7C7pvqJeTwihd6GSoW/MbNlOS/AX+i4TArtqdnCUEk0dDvxU0vFp25eAbwBXSjqwznH/F69f+zJeauMQPGrq03iI9HvxG8AG/EjSJ2sc63VgoTI1fes898vAMEmjMttewgfHwxs5Rn8zswOBi/AB7nxgGL4W9y/472s05RrC+0u6rp+6GkJXMLNN8CWUJefjN70+XWs3fDLrQHz9/h8k7d30c8fgNhTJzH6Ch1XdBOyTl+wqhfdcA+wEnFs6mdc47iTgdOBg/KST9QZwGfCfkp7s2ysIYfBpMlQSoJFQyRC6UppFBXhd0r0V25oi6ZaKY8/CMxWPqtj+HLAqsKGkR9K2sfhg9TlJq1NDCof+b7zERqm0RmVG4yV49NN/SMoN98tkX95IdUoEZuq+vlSaYUkznQuBmd20jt/MtsR/PtvlNLkT+FTcQA+hvj5WZTB8Kc5ukm5r+rljcBuKlLKhrQmsV289rZm9HXiEGoktquwzHNgCz9Y4BM+ydq+k1/rU8RAGsVaESobimNlmwLvxyJcRko7OPDYMTzYlSU/3UxcHlBQ+Jzz54QYV25qxVPJFM1uED5rHZbZNxkOKn5W0RkX72cAoScs12Pd1gCOAbel5nrwDuKA0cK5zjIvxmd87gT0kVa1AYGbLA38AtgEulfT+tH1t4N/4uXmrRvrdSVL/t6Pi5yfp0X7tWAhdJC2jPDKzaSo+YK26HCJZQrkqwy97+z8Xg9sO1sq7x5nnuLHa9hqyxdpvqFyzY2bzgfmSVqiyb7Xnn41frI1osh8hhIK0KlQy9E1KXHQhvt4P0p3vbPbIdMPvMXzWbwNJ/2x7RwcYM5uOD2Qfk7RbxbamSFqr4tjP49UDVlaqA2tmx+LrPC+WdGhF+1eBRe1cu2pm6wP34csQXkx9ux2YkZqUSgEdi99YWQBsIemhtP9JwGnAmZJObFe/Qwidq51VGWJw28Faefe44jneakftBFCVdTHB78B8uFQKIYVcjcJLEtRcL5ZmHF4F5uUNhs1sktpXUzeEQalVoZKh98xsJP7+ujFeX/Ra4APAyCrlSU7GEwWdLOn0dvc1NM7MrgF2B06X9JW0RKf0e/6opJ9n2q6G/+4fkrRRm/u5G74GdUXyrzlKuS4+KOn6zL7HApOAi0oD3k4W69tDaL00kztfUr2M7n1/rhjcdq5W3j3OPMcRwArAV/C6uTfjJQKyxdp3BHbBZ2z/Kz3/FviC7xHAE8C7JL1iZjen9sdJ+lmd11e6W32LpJ1z2rwJPEk5Y+g0SY838JJDCA1qdahkaJ6ZfRH4Fh4auqekuTVqb5bWPUaN7w5nZvsBV+Dn0Ufw8+5E/IbRZEmvZtoeilce+D9JH+yHvq4InAAcgCelKq3lXYKXqroCOKfbswanBFp3Ur7OuCMyk4fQvWJwO8iZ2Ti8duJI4ABJd+e02xI/kb0CbC3p1bQu5U/4HdpTJX3DzI4GzsXDlE4Afq6KP7IURvdRPK3+MLxI/Hk5z7sYz1gI5UH9c/gJ6BZ8sBvrYELog24IlRxszOxe4F3ANpLuSdvyBreGv+fO7U3ZhNBeZnYa8B+UB4uz8Qioayva/QEPST9G0i9qHC/3sRzZ5UV/kvRsA30ehlcnMGC2pEVNPmfHykSwla4xFuPXRaXrjKgpHUIXicHtIGdmZ+Fpufeql9rezHbHQ+POkPTFtK10F/o+SVumi6w/4MlPBDyPzwQ/i6/fWRMvDr8ifpK8Hp+VqPqHmOrlbYcvRJ8KbEk5W3JpnxfpObP7jyZ/DCEMat0SKjmYmNkreBH7kaX3x7zBbXpsJjBWUmU2+dCBzGurboXfML5L0pyKx5cFPoafJ39Va3a0yuAMll5iVPlY6fslwMXACaUbW0Uxs8uAcZJ2LfK4RTOz9fDKDaXrjLelh0o/ozeB+0nXGMBteUm2Qgj9Lwa3g5yZPYYnkRndYPt5wAxJ66Tvh+EF3Ocp1cRLF8ZnA8ewdEmC0gl3CfBT4PPKKReU8/zD8SyQU/GsrVvhNXWzzzErZi9CaFw3hUoOFum9Vtn35hozt0OBefh6poZqk4Z8vUi0mEftGNilkhvLAcfjNSIfB26j5/KiHYAp+P/0j/Forc3TduH1XLeXtLDAfuXejOlkKSptauZjzfRQ9obAA5K26IfuhRDqiMHtIJeyGy+SNLbB9q8Ay0gamdn2Er7+bkRF20n4utzN8JBHgJn4HdDLi0gUlQbXuwMn47O6UJFNNIRQX9GhkqFvMhms15T0TNqWN7jdFbiBFEHT9s4OMBWJFqupl3wRqmS2bhUzWw6vLb8h/n95SU67g4BfAH/F60cuNrNtgavwkOPPSvp+gf3qysFtpXQtszPwCeI6I4SOVzWDbuh8ZrYHcDCwEX5SWrZGc0makvPYLGCCmW0j6c46z7kNMJpyOQDMC8ePy27LPOlTwHdrHbM3zGw8nrSqdFf1nZQvyMHr64UQmiDpy2b2U+qHSl6DL0/4Xds7ObjcgA9uPwZ8Oa9RipT5Dj6ouqY9XRvwjsrZvgJwCh7ZUFoK8yw+kJ2An492Aubi2atfbnlP3Un4cp/D8ga2AJIuS//Dvwa+CJwm6Q4z+xxwPl7btrDBbbczs00oX2fshC+nKnm9XzoVQqgrZm67TArL/Q2wd2lTA7vl3mE0s5/jJ/JH8WLtT+a0mwRcB7wdOE/SMWl7KUvnnyXt0MxraZSZrUTP9TAb4a+79NofobwWZpqkpQbaIYTQTdKazIfxm9BfwJN7TSfNhJnZEHwG/dv42ug5wNu7PXNtp0olsO4BxgAHS7otp912wGX4AHfdtPkRSRumx9/sxdNLOeX80jEfBiYDoyXVPH4KYX8NeDzTp1Gpv3OLTBLXTTO3KV/IuyhfZ+yI37gvXWe8htf6LV1r3CPpjfb3NIRQT8zcdp+vAvsAbwAX4tmKX8ATHvTGKcB++KD1ITO7FF+rU1ms/SB8jc7LqQ8lh6XPRa1R6sHMHgTWL32Lz048SPkEc4ukma147hBC6C+SnjSzD+G1Rs8GTicl00uZlNfFI2kMz357aAxsW+oUfM3qvnkDWwBJfzazY/BQ39I5K3sTupEb0pXq7bMmsKDewDb1700zW4APhkvb5pnZHPzvadAxs9/j1znLU/5ZzwGupnytcb+keuHqIYQOEDO3XcbMnsIz+eWWz+nFMTcBLsEvlmoVa/83cIikB9J+NwIr4SHRs/ELrN7ITbqR1j4JeBU4B/heXMCFEAaLVIbtbDxrfDV3Ap+SdF/7ejX4NJN8Mc0CvobnmJgKLJb0XHpszVr75smLqkrHfAE/F28k6eE6fStFW71USryYogAWAjMlTexN/3KeqytmbiuuM36AXw/9La+KQwihs8XgtsukYuMGLF9kSExKzPRBPAHUu/ATJcBLeBbFK4BfZzMptiPpRrqbPCazz6v4zPLN+Jqne+NuagiNy4RFtjRUMhQrZXDdDo+mGYJH7NyhqPPdFin54mJJY+o2pnryxVYxs4vx9bJ34suLqpapMbPl8VJ92wCXSnp/2r42fvP6XklbFdivbhrclghfDnBz+rhF0ov90K0QQi/F4LbLmNmjwIRGT7At7ssROQ81nXRD0gU5z2HApvRcB7NCelh4+Yvb8ZNQaR1Mb0O0QxjwMhdyj0jaoGJbUyQNqd8qhO5nZs/g56+dJN1ep+32eH335ySt3oa+rQ/ch5cDehFfn307Sy8vOhZYDVgAbCHpobT/ScBpwJmSTiywX90yuF2Rnnk9NsZvIJUukB/Fry9uxvN6PN8P3QwhNCgGt10mlev4T2AHSXf0d38q9TLpxlbNFEQ3s40p17ndCZ9lLv0hvw7cLmmP3r6GEAayTFhkS0MlQ7FSVuRx1M6MX8pSHwqWMokfg89w7iWpalZ+M5uCZxOfAvxM0nFt6t9u+PrsFam9vGg28EFJ12f2PRaYBFxUGvAW1KeuGNxWMrNx+I30nSlXZBhK+ef6L+BmScf3R/9CCLXF4LbLmNkY/I7sUGBvSU/0c5d6MLMzgc/gSTeurtN2bzzpRp/uFqfjnELUnwshDCDpZuFJeNm3tRrYJULFW8TMJgAP4IPHRcDl+Gzec6nJRPxm64HAcHwG9UJ87W2fSfp6A31cETgBOADYgHKJvCXAQ/jyonPalbeiWwe3lVI497vxOuBxnRFCh4vBbRdKpXF+jGdNvgRPDlGz/I2kC83s8PTtXEm/Tcc6vMZuNY+X07feJN2YIWmdRp873RmfmvlYo/RQ+vympJqzGyGE0MnMbDX8RuZkmsiwG6HirZPCfy/FM/jXmh19CF8D+48a7Rp+WnoxkEp5NMan/WdLWtTHfjStmwe3KVJiW8rXGVvj2cpL/4sxuA2hQ8XgtgulkN6z8TuIDf0CU13EUkbARyvW2jX9R1AjAVThSTfMbD16DmYnlB5Kn9/Ek16V1vfeKmlOI88fQgidKBMGOwf4BnAl8Gw2qV9oPzNbBvgAPpu+GbByemgmcD9+w/liSW+Y2flUP78aXoJvLL6U5j565qXYAi+9Nwf4HT6QOqo1ryjTKbPLgHF51Qt6cbzLgfGSdinieK2Uav1uT/k6YwvKSwBK1xoz8bXU0/C1t39rdz9DCPVF+FKXMbNtgD/iiSOEr/14kcbq3N6S9nmqyraizAImmNn2DSbdGE05rKtam+cpXzyUTjCLgXsp15+7XVIhoV8hDHRmdkpRx2okVDL02l74e/Phkn7f350JLlUp+N/0Ua/tkZXbUsTSb/Bz38l4ebt5FW1GAp/GEy6OknRI33vekO2AVVJE17S+rqmXdGAx3WotM7sTv1FRumlfutZ4jvJN81vqlVkKIXSGmLntMmZ2PbAb8GfgUElP93OXeig66UaaWV4A3EU6weDlL+a3oPshDHi9jdaoPAwRltdSZrYAXys5OsqdDRxmdgIeefV5Sd+t0/YzwJnApyX9oA19mwGsQvr/Bp6mfBN5mqTHWt2H/pDJFv8k5euMAft6QxjoYnDbZczsZTwT8VqdmBWzl0k3Ns1LrW9mOwB398d6oRAGom4LlRyszOxxYGVJy/d3X0JxzOwveLKnsZIW1Gk7HHgF+Iekd7Whb6XB7T34TGYpuq/0fjGD8kzmNEmPtLpP7WBmH8JfT0dNFoQQeicGt13GzGYBQySN7+++5Gk26UY7Qn3M7G5gRUlTWv1cIXSbTKjk/sCp1A+VvLKNoZKDkpmdhf+8t5V0d3/3Z7DrRTj/QvxG0MP4DdoF6TivAoskrdjg884Glm3HTY5sAqj0/74d5TWoW+EJlaB8Xp9Jz7Ddv7e6j52s6DXLIYTeicFtlzGzP+InmhWbqQ3bwHENLx/wbjz78IjsG3RKtrA5PltzawPHazjpRlGvoU5/ujZrYwit1smhkoOVmY3HE+W9BOwWSfL6Vx/D+V8BfojfGJqB1yteu96aVjObDDwOvNzoYLgvap0n0yzyNpRrv26NR1+VfiaDvgxVXGeE0BlicNtlzGx34BrgNEmFJIYxs3Xx8OENyElzb2ZD8TvQU4AtJd1fxHO3S5x0QsjXyaGSg5WZ7YTfaDwHzzvwEzyR3qu19pN0S+t7N/hkwvn3wwen8/DQ/dKSmwn4DeDRwMt4Dfex+M3dNdK+N+AJEfcCrgP2z1tyY2bLAr8FdgeulrRvC15W5XM2dJ5M9Zd3A76IL1eINfjEdUYInWJQ32XrRpKuM7NPAmeZ2UTgW3lJmxqRZgf+iJ98H8DDiU8EeoRASXrTzH4EnAUchM++tkyEEYfQVusAr9Ub2AJIWmBmr6V9QuvcTHlWbBzQyM1MEef1VjkKPz+Oxgd1P6xMbJhu/HwCOB0YLumAtP1Q4Gd4ZNQ3gD3wQetfU/j5LSydl+Iz+NKeN4H/auULq8fMVgB2pByivAkwhPLN8H/hockhhNDvYua2y6QkI+BJH0akrxcAL9TYTXmDRDP7BvAlPHPxfqk2X9W7jynD8b+AeyRt3YeXUVfRd0DjjmoI+dJa/nF0YKjkYGVm0+ldDfK1iu9NMLNP4zd3T5D0wzptPwF8P9s27X82cCM+0P0FPcN6lzoMfm4/StLFhbyIOjIJpVbDB9ilweyGqT+lwexD9EwsVTUh5GAT1xkhdIYY3HaZTMr6ZuSGC5nZ3/FwxI1KiZ3qrLuZD7ze6ovaGNyG0D5mdhUdGioZQicws7/iM6ljJC2s03Y5yqH7m6Vt4/A68LMkrWJmawNfxnNdjKs4xBzgMuCbkh6nTaqUAiJ9fpBySaBbJL3Urj51k7jOCKEzxOC2y5jZ1N7sJ6lqyFAKL0TS6My2WoPbmfi6vGGVjxUpBrchtI+ZbQ3chocaPorPUNULldxe0j1t72wI/SCdKxc2keV4FjAsm+U4bRstabmKtmuTSbrYzgFtRT8qB7ev4omwrgDuj3rLtcV1RgidIQa3g1wqS7CMpBGZbXlhycOA14BXJK3U4n7F4DaENjKzD9CBoZIhdIJM6P7kevVQzWwSMB2YI2mFtM2A+cBcSasW0J+z8Vnko/t6rMwxS4Pba/EyQOMovxe8BtyK3/S6GbhP0ptFPfdAENcZIXSGIf3dgdDvngCGpYzJ9eyFJytpeV3aEEJ7Sfo/YCPgPGAu5TV2pY+5wM/xJQwxsA2DzZ3p8w9TqbuqUmWBc/BB4R2Zh96G14mdUVB/PgAcWdCxSu7Aw473AVbEMz1/DvgdsAi/BvhWaveymV1rZv9pZtuk1x1CCP0usip2uXQ3eD161pF9VI1PyV+NX9B+Hji+xvOsDJyBn7B/2+sOhxA6VgqHPBo4ulNCJUPoEKfja833Bu41s+8Ct1MerE4AdgA+DWyMnytPy+y/f/p8W9EdM7PD8cRONZPB1SPpwMzXAv6aPr6XnmcjynVud8R/Hu9Ju8wDxvTl+UMIoQgRltylzGwd4GTgQGBUxcPz8GQUp9UrE2RmK+Fr7MbhJ7CzgbtJoTVmtkp6jpPxdXfPAu+QNK+4V1O1XxGWHEKXaUWoZAidIg0if4rPwNYK3V8EHC/p/My+J+HJG38o6c6cfZvpy1vntJRoUsDTlBM/TZP0WF+fJ+e5JwO74DfEt0ybo85tXGeE0BFicNuFzGxf4FfASMqp+SsJeB04VNLv6xxvB7zgfOVd15eB8aVmwGxgd0n39bLrDYvBbQjdJ/7PwkBnZuvh5fP2Y+lz5it4ZNM3JT3S4n5kB7d34iHEpWi80oXdDHqW7OlVn9LN9KmZj9VLD6XPS4AHJG3em+MPFPH+F0JniMFtl0m1Zv+OJ315DPgOXjfvGfyEtgawK/AFYB08+cvG9e7gpgQYpwMH43els97AZ4L/s69hT41qweD2e/iM0lFFHC+EsLS4uAuDRVoStDawEj7Imwk83sSSoL4+f4//NTMbiSeBKg1At6J8Li/1aSblwe4tkv6ec+x30HMwu1rpofT5DeAvpeMAt0qaW9iL61JmdjkwXtIu/d2XEAazGNx2GTP7CXAscBOwj6T5Oe1GANfg5TvOlZS7nrZiv+HAFvj6oSHAC8C9kl4roPsNqyhJMEPS2xrc7wlgDUmxnjyENovBbQjtUe9/LZ3Lt6G8RnZremZCV955MhPmXBrMLgLuoTwwvr3VS5PaycweB16UtE2D7W8FJkqa0tqehRB6IwYA3efd+EnnuLyBLYCk+WZ2HPAI5YQPdUlaQAsSXvRRXuh1Ue1DCCGEASOdy28GbjazscBuwBfxm9f1zpELSJmT8cHsnel4A9VkfODfqNWBSa3pSgihr2Jw230m4HXyaiaKApD0TzObk/apyswmSXqqwP4V5Tf4eqYjmtxvOSBq74UQQmgJM1sD2BDPSbFsrbaSLmxLpzLMbAU8m3EprHgTPBKrNKj9Fz5ozTNW0uKWdrK7LYuvMw4hdKAIS+4yqZD8KGD5eicfMxsGvArMKxWSr9LmTeBJeiad6HXJjxTOVFgYcTre85ImNnCs1fC1xy820j6EUKwISw4DmZltjVcV2LJe25JW/S9UJJRaGV+CVBrMbki5PjXAQ/Q8xz/fij51qyavM8YALwFzJK3S8s6FEJoWM7fd5+/4HdkjgJ/VaXsEfofxbzXaLMFDciYDHwYws+coJ4qYJunRJvvY6zBiM9sJXyOUNdrMTqmz/zhgj/T17U0+fwghhJDLzDbHkzcOx88zz+Cl8TohXPcFMmtpgQcplwS6RdJLvT2wmW2GL4daAxiRLfOVbqCvhq/ffbq3z9FuZrYJsGnF5hGp1FPubvh1xoHAUHwNcgihA8XMbZcxs6OBc/ET6gnAzyuzM6ZEEh8Fvo1nSzxG0nk5xxtFzwyLW7J0hsUX6XnX9x81+tfwHdDU/jlgJUnD0venAqdmntvIryfY41Dp82xgZ0kPNvL8IYTixMxtGKjM7Cpgb/wG81GS7u/n/lSrc/sq8EPgCuB+Sb0OnU2zwRdSztlhVNSyTdcajwGrAhtI+mdvn6+d0nVG9oZ5o9cZpbaLgN0kdVp+khACMbjtOqn8wB8oJ5Z6HrgVv4O8HLAmnhVxRfxN+Hpgz0bLE6ST1bb4QHdnvJxAKdFC6Riz8sJx+hpGbGb7Aftnmh0BzMfX4OZZgtcX/AdwhaRZ9Z47hFC8GNyGgSotCRoHvLMTbp6a2T34jeG1zOz3+E3qcZTP06/h1wa34Iml7pPUUD6KVFboDmBj4DngWuADwMjK/20zOxn4OnCypNP7+LLawsyOAI7MbJqKD1jvqLFb9jrjl72IaAshtEkMbrtQKvNzNnAMniQCes50gr8R/xT4fK2syg081zBgd+BkyuuM3rp7WyWM+Kv4SfWMWoelHEb8duBySYfkPH9TM8EhhP4Tg9swUJnZPOANSWP7eJwb8RvEVc95VdpfhP9P7VqnnQHvpHxjegf8Jjf49cE8fMnONHywe0/eYNfMvgh8C7gTvzk+N+9/28w2wMOgb5e0YyOvqdPEdUYIA0sMbruYmU3C139sBqycNs8E7scHjL3Kgmxm4+mZafGdVGRalLReatvSMGIzmwosklTrjmoIoQPE4DYMVGb2ALAeMFrSG304TrNLd54AJvXmf8rMNqJc53ZHvHZ86fw8T9KYnP3uBd4FbCPpnrQtb3Br+DKpud2aYCnN5M6XVCtCLITQJWJwGzCzleiZaXEjemZafIRycoppkmZk9o0w4hAC0DNUsr/7EkKRzOwzwFnAIZIu68Nxmh3cPgVMzKso0OAxJgO7AMdTJQKrSvtX8GSUI0tLmmrduDKzmXj5oGGVj4UQQrvF4HaQM7MHgfVL31I90+LMJo5XaHhPqte3BX5X+K6Kxybi4dlT8fXGf8DDsJ8r4rlDGCxaFSoZwkBhZkOAq/Hz0b69jSZqMi/FcsBc4PW8cn45+61D+Wb1VGD10kPp8xLgAUmb5+w/Dx/8js5sy5u5HYqHPM+XNL7RPnaSlGtkErCgMuItrT8+lZ7XGadJeq3tHQ0hNCRKAYUNKGdZPAf4Xl/KBuB3hxcV0bHko8BpwHeBtwa36WR0C7AW5RP2+4DNzexdkuYV2IcQBrqd8eR0jdoGvxgMYbA4GS//sjVwm5ndmr5/tc5+5+Ol9rKGmdmO5JfNK+WlOBSvXvDnWk9gZu+g52B2tcxxAN4A/kK5xN+tkubWOOTTwLpmtrqkZ2o9N/7eMQzPIt2tjsNn5c/FZ7eBtwbut+Ah2qWf5SbALma2Q1/C00MIrROD2w6WZlOKoBozLK8AY9LHl4BPmdlteMKJW4B7myknIGlaH/taaff0+VcV248E1gZmAV/GQ6FPA6YAn8TLIIUQWmMojZfOCGEg+Cr+N18a5OyEr2PNU4qEMnqWnQEYj59j6yk913frtHuoom+L8IF3qYTf7U3e8L0BWBf4GH5+rd45T275nfTc1zRx/E6zR/r8y4rtH8BzmswHvpc+fw4P7T4W+J92dTCE0LgIS+5gKXypluzJrNpjUKU2XcVzGF7MvHTHd0egFP6UzbB4M36SzM2wmI5XaBixmU3Hi8ePkrQgs/1P+B3j4yT9LG3bFT8p3y1pm7xjhhB6akeoZAjdzMzOp3c3dP4KfCbz/ZrAm3gZvDzZvBQ/l3RTnb69jpexKQ1m78yeL5tlZmsCD+MTIF8AfgJMp1xXdwhe//bbeLmgOcDb+xj11W/M7DF8dn1sNtw4lVjaEzhR0llp20HAJfjs99R+6G4IoY4Y3HawlMGvmhXwO8FjKZ/MnsUHshPwweNO+AXo14GXJV3QxPNuTLmcwE7ASpRP6q/jd4H3yNn3P0lhxJI+n9k+HF/Lmw0jFl4APjeMOK39WSBpxcy2ZfAT/7J48pq5aXupuPpr3br2J4R2SJnWJ2c23YxnLj+AxkIl3wfcLOn/tayTIQxArSg7Y2bLSlpc1PHSMQ8ELsIHuPPx0OOheHjzusBo/D1hIbC/pOuKfP52Sgm03sxeN6QB/BxgFDBB0otp+zKUs0OvWOVwIYR+FoPbLmNmY/FwozHAwZJuy2m3HXAZPsDdStIrfXjOvfHBdCNZFm/CB8RbSro/s/144EcsHUb8NuBLkqqGEac70kMkDc9s2xq/S32/pC0q2r+El2oYTgihqlTCKxsq2WgJr1Jb8Ava3xXasRAGuPS/95qkM/u7L/WY2ZZ4tNV2OU3uBD4l6b729ap4ZrYAWCJpZGbbO/GB/EOSNqpo/xKwvKTl2tvTEEIjYs1t9zkFX1e6b97AFkDSn83sGOAq4CvAiY0+gZlNoWdyijUqmtQKly6VAHmoYvsh+MXzSZkw4ufwMOIDyF8j+zSwjpltIulvadv+6fOtFf0eAiwPvFijfyEEn5HIZgVdE/+/LixUMoSwNElfa+XxzWwz4N34eXuEpKMzjw3Dk01J0tP1jpVq3O5gZmvjA9wJeM37F4A7JD3agpfQH2YAk8xsiqTH0rZ90udbq7Qfhd+oDyF0oJi57TJpbciq2RT9Ndoa8BowQ9I6NdqtR8/B7ITSQ+nzm/gdzFII9K2S5uQcq9AwYjP7HzyT4R34uqUJeNKH0cC7Jd2YabsR8DfgLknb5r3eEEJPrQiVDCFUlwaZSyqz7aZz4vH0zEtxbiNJHc1sZeBCfC0sVMm3kZYHPQasCmwg6Z8FvJyuZ2YXAofhkwHHABOB64GVgQOyESpmti7wKFUix0IInSFmbrvPRKChtTWSZGZvpn2qMrPn8TdwKA9mFwP3Uq51e3sTNd0Mv6uZtTkwHD8ZvFV+IPVvLj5QzfNt4IN46ZE7M89xe3Zgm+yLzw7XLJsQQljK1/AbYSEMeum8CfCIpA0rtjVDknpcZ5nZR/EsuxcBH6pofxWewAj8PLcvsHf6XKu/I4E/4smdngOuxTP9jsy2k7Qg3TD+OnAwcHojLyJlRR6H36DOVVkjtoucAbwfeC8+Kw3+838I+H1F273S57sIIXSkIf3dgdC0WcAoM9u+XsPUZjSeKCbPKnhCiFvwE95uwDhJ20v6kqTrmixW/jSwrJltktm2f/qcF0Y8M+9gkqbjtXOn4UkcXgTOA/arONZQPDW/4Sf5EEKDJH2tG9YAhtAmlvmotq3Rj2rXWKXB64U9ntDsvZQHThfj57nFwN5mdlid/n4SH9jeCWwo6Vjyb1ZdXtGPqsxsrJl9y8z+nY71DPBEjY/H6/SxY6UlTwfgGaFL+QduAt5bZdb82PQ5rjNC6FAxc9t9rsHDZs4zs70k/btao7Ru9jz8TfrqGsfbCS+ds6ig/t2IZ1L8HzP7DB5G/PHUj6sq2m6A3wmuWSQ+Jaaql5V1CV7SCDwEOoTQhFaESobQpUq5IxZX2dZXG6bPd1ds/zB+nvympJMBzOxOvAzP4Sxd6z3rfWnfT2ejo3I8jL+u9fIamNlqeAnAyeRnT19qtwbbdSRJ1wDXpPDuV6uVUkpLrEo3Gh5uZ/9CCI2LNbddxswmAA8AK+LrVS/HZzVLtWIn4gPWA/FQ4BeBTSU93+J+3Z36tGvqXzbUuBRGvGPFPl8C/ouKskEhhPbKhkpK+lDFY6Vaj1Ce1bhaUs1QyRDC0sxsDl4BYEzF9peA8cDakp5M20bgs6YvSVq1xjFLOS1GKl3UmdkMUl3aKu1n4jVdh+Uc76f4TfQ5wDeAK4FnJS1s6sWGEEI/iMFtFzKz9YFLgfXJL99RWi9yiKSW32HMnkhTtsYzgK3xWdRr8CLoszPthwL/xrO07i3p2lb3MYRQnZldga/r21PS9Znt7wV+i7/PXIyX8DoMv5A+XFKt2aQQQgUzWwgskrR8Ztt6+EzgY5LWrWg/Cy9vl1t2JiVyVDbRZN7gNp175wHzayRyfAaPutpPUuWa0xBC6GgRltyFJD2carB9AE8KsRnlpFAzgfuBS4CLK0MM29S/XoURm9nh6fu5kn5bsa3ZPlxYv1UIIWlFqGQIXam3551qqpyLXgQmmtnbJD2btpUiI6qV9xuO16uv5WlgXTNbXVLNZT7AzsAw4O812qyE5+K4ps6xuo6Z7ZS+fF3SvRXbmiLplsI6FkIoTMzchkLUCoFq4hhL8AvpRyVtULGtKX3pRwiDTStCJUPoVr0971RTZeb0Ujx50c/xMncr4omg1gI+JOmiTNtJeJKjv0natEZ/z8FzW3xL0pfTtqXOyel/9zb8xvI3JJ2ac7zHgZWzs8sDRYHXGUtlwg4hdIb4xxykSmtkJU3p775k3IKfYJ6qsi2E0Doj8DX8b0mhkivgoZJPlrZLmp8Gw+Pa2cEQ2qiV551z8JwYR+PRV8viidqeoZzJuKRUs/b+Osc8Ix3vRDN7AY+seEuqTPAevLTexvha2nNqHO9K4NNmtpWkymiObvcU/rt9rsq2EMIAEDO3g1RBM61vhREDP8bLCh3Vm2NFGHEI/cfMnsaT0U0qhUqmbOdnARdIOqqi/TxgnqRV2t3XELpdSuB2BuXEi/8CPijpvop2f8ZrvH9I0q/rHPNAvHbuMvja+GHAUOAveAWD0XgujoXA/pKuq3Gs8Wm/l4DdJM1p8iWGEEK/icHtIFV0GDEeurgK5WyqTYkw4hD6TytCJUMY7FJ474uStsls2wmPkngA2AjPOfGvytJaZrYs5bq3f2qk3ryZbQmcDWyX0+RO4FOVg+gqx9kJWAOf3V2AzwTfC7xaa79YgxpC6AQxuB2kChrc3kw5jPg9+OD2Vno3uN2lt/0IIfSNmU0FbsL/d+fRM1Ry3WwJEDM7BvgpcL6kj/RDd0PoCukG8POSJlZsmyHpbS183rXxAe4EYAjwAnCHpEcb3D+7BrXRG9axBjWE0BHijSj0mqSdS1+nwXKPbSGE7iBpmpkdT/VQycralqUB7R/b1b8QutRifD17JWvlk0p6HHi8D4eINaghhK4Vg9vQMVIIVxHUYYmyQugYNUIl/wasSv1QyW+nb//Unh6H0LWeBtYysy0l3dOuJ01ZkcfhERi5JD2Vs31y8b3qDGZ2Y0GHkqRdCzpWCKFAEZY8SBURllz08VIoVC0i/4539jHFGt4QquuvUMkQBhszOwv4DL7G9m94Ca2d0/d/buJQdQdSZjYWOAk4GF8r38gxB90ERwHXGaTH4zojhA416N7YQkfLW3c7BTgTL2Z/MTANeBY/wUwApgLvxxNffJ6+hWOFMND1S6hkCIPQKXjpnV2BLTLbh+GD3EbVnIUws9WA24HJNP5/PFj/3/MqOqyA/77G4qWgql1n7IRXh/g68HLLexpC6JWYuR2kCpppzQ4iV8QTV8zsxaFyw4jN7G14jb+5wJ6SHstptzZwLTAG2FzSc9XahTDYmdm/8ZmdbUqhktVmc0MIxTCzDYANgZHAefj57DPNHEPSBTWO/1PgGLx+7TfwOrXPVlkvH6pIs9734NcPB0u6LafddsBl+O9vK0mvtK+XIYRGxeB2kCoNbvG7kg2HI5rZE8AakpZpRxhxOmkfDewk6fY6fdsez9Z8rqTj6vQthEGpnaGSIYSeWnEjycyewWcX95P0+6KOO1iY2Zn4e+K+kq6u03Zv4CrgTEkntqF7IYQmxeB2kKoY3DZ8ok2D20mShqbyIdU0HUYsaVrO8z0FjJU0tsH+vQLMkTSpkfYhDDZmNhq4Ag+V7ItYcxZCk8zsVOA1SWcWeMwFwBJgdGUSuFCfmT0GrCppdANtDb8hOEPSOi3vXAihaTG4HaT6MLh9DlhJ0rCcxwsNIzaz+cASSaMa6FvppDNEUrU1hSGEpNWhkiGE9khLhFaWtHx/96UbpeuMxZLGNNj+FWAZSSNb27MQQm9EQqnB6zf4wPKIRndISStWAV6s0exUYCXgwLyBLXgdPjP7CB5GfCqQF0Y8A1jTzPauFy4E7IUnyplep10Ig56kh4CHAMzsPGB+DFZD6EpXAp82s60k3d3fnelCs4AJZrZ9g8ufRgOR1yOEDhWD2y7TbMmO7BrZ9P1O+Pq6WekDYLSZnVLrMHjNvD3S17Xe/PfAQ65qniAAJN1uZq8Be9ZodjnwOeAXZnaIpFuqdtBsB+AX+Frey+o9dwihh6/hUQ8hhO7zX8CBwI/MbDdJc/q5P93mGjwh13lmtpekf1drZGZT8CgXAfVutocQ+kmEJXeZZpNRZNfIpu9PxWdKe9Rra+RQ6fNsYGdJD+Y8X6FhxGY2BrgPX8cr4E58DW/prulEPD3/tqmP/wK2jCyGIYQQBoN003oN4Bw8l8VPgHuBV2vtl3ezeLAxswnAA3jVh0X4TfVq1xkH4rlEXgQ2lfR8+3sbQqgnBrddpheD2x5rZM1sP2D/TJMjgPl4mHKeJcArwD+AKyTNymuY1v6sSXNZB6dLWrtGu9WAC4Hd0qbKP9rSwPsG4Ig44YQQQhgs0nVBszesVYroCmBm6wOXAuuT//MzfCnHIZIeblffQgjNicFtl2lmcJsGhc8AL+a1L7osgZmdgYcRz8RPALXCiC/D1+ee1UhK/bTPwcBmwMpp80w8gdUljYRChxBCCAOJmU2nsQFtD5LWKr433cvMlgE+QI3rDOBiSW/0Tw9DCI2IwW2Hy6yRLfkqHsp7Rq3dKK+RfTtwuaRDco4/FVgk6Y4CuhthxCGEEEIIIYR+EYPbDtfqNbKtEGHEIYQQQgghhHaLwW2Ha8Ma2RWALYC5ku6qeGwicDYwFVgO+APw+byatFWOHWHEIYQQQgghhLaIwW2XacEa2f8ETgO+K+nzme3DgQeBtSjPtAp4DHiXpHlFPH9FX2qVI2qKpK8XdawQQgghDEy9uPZYCMwBHgbulrSg8E6FEHotBrddpgVrZG/C18BuKen+zPbjgR/htXC/jM8Wnwa8DfiSpG8X8fwVfclmfOz1YfAskEML6FIIIYQQBrA+Xnu8AvwQ+LqkRcX1KoTQWzG4HeRSlsU1gFHZu49m9ic8kdVxkn6Wtu2Kr5O9W9I2LejL+fR9cAuApKOKOE4IIYQQBq7Mtcd+eDLOeXhizNISrAnA5sBo4GW8hOFYfMnVGmnfG4C9JC1pY9dDCFXE4LbLFL1G1szmAQskrZjZtgx+N3JZvEbu3LTd8ALnr0kaH2HEIYQQQuhm6drmUuC9wJeAH0qaX9FmOPAJ4HQ8l8kH0vZDgZ8Bw4GPSLqgnX0PISwtBrddpug1smb2OjBE0vDMtq2BO4D7JW1R0f4lYLSk4RFGHEIIIYRuZmafBs4CTpD0wzptPwF8P9s27X82cKOk3WrtH0JovWX6uwOhabunz7+q2H4ksDZLr5GdAnwSyFsj+zSwjpltIulvadv+6fOt2YZmNgRYHngxbbqQgsKIQwghhBD6wVHAG/gMbD0/wwfCR+NrbQEuSNs2aUnvQghNicFt91krfX6oYvsh+EDzpMwa2efwdSAHkD+4vRFYF/gfM/sMvrbk4+lYV1W03QAPVX4GQNKRfXgdTTGzMcAxwLvxNS4jJE2peHx/75Z+2a5+hRBCCKGrrYMvt1pYr6GkhWb2Gn7dVNo2x8zm4OtwQwj9LMKSu0xf1sjmHG8y8ACeKOGtzcDtknasaPsl4L+oCIluNTPbFrgMWJVMyHVlKLOZ3QdsCkyVdFu7+hdCCCGE7mRms/BEUpMlPV2n7SRgOjBH0gppm+HRcnMlrdra3oYQ6hnS3x0ITTNgVMW2zfFkBg+UBrbgoz9gLjAi72CSpgO7ANOABXjI8Xl41sDyk5oNBY5Nz//Hvr6IRpnZ6sDvgdWAa4EP49kKq/kx3r+D2tO7EEIIIXS5O9PnH6bJgqrSddA5eGRbthzj24BhwIyW9TCE0LAIS+4+fVkjW1Wqb/v/6jzvEnxWFHyWuKYCw4hPBMYDF5bCoM3sjJy216bPO9frXwghhBACngF5d2Bv4F4z+y5wO+XB6gRgB+DTwMb44Pa0zP77p88RMRZCB4jBbffp9RrZvsjMAteVF0ZccbxXUobBTc3siRphxHumfeuWHZL0jJnNp7wuOYQQQgghl6TbzewjwE/xpFA/z2laWup1vKQ/Z7Yvjyf5/N+WdjSE0JAIS+4+3wZeBbbBQ2muwN9Y/yzpxoq2++IDwz/TJi0II14DmCfpqQa7MJ8aYdghhBBCCFmSLgTeCfwSv8ayio9X02ObSjq/Yt9vSvqwpDsJIfS7mLntMpKmm9kuwBnA1niI8DV4+O5bqq2RNbPD08NzJf22Yluz/bgw56Giw4gXAiPMbIikJbX6ZGaj8KQQs2q1CyGEEELIkvQocERKELU2sBJ+DTUTeFyRgTWErhDZkgeo9OY8Jn37iiSZ2RJ8JvdRSRukdqVtTanMVJx53n/itXXXKs22mtkMYJVq+6Tsz4sljcs53t14wqzNJD1Q63hpoH4+UUg9hBBCCCGEQSdmbgeonDWyt+AD2aeqbCtKb8KIl6/x+JXAFsBXgIPzGpnZesB/46/lkgafO4QQQgghhDBAxMxtKFQqZD4Cz468JG3Lm2kdhQ/AZ+XVhktt/oEPmq8EvgtciocLjQE2BA7Ek2qNBh4C3iVpccEvLYQQQggDmJmtgV9XjMcTcuaqsTwrhNCPYua2g7VpjWzR/omHEW8MPFCn7UF4UrO/5zWQNM/M9sTXFR9AOeU+9CxJZMDjwL4xsA0hhBBCo8xsa+B7wJZN7BaD2xA6UMzcdrB2rJEtmpl9CfgGcLmkg9O2pWZuUxjxLfgM7Mcl/aTOcccAXwQOB1avePgFfK3ttyQ1VK4ohBBCCMHMNsevR4bjN8qfAZ4FFtTaT9Iure9dCKFZMbjtYGZ2M2mNrKQjKrY1pV1vwkWHEZvZ/fjrPUTS42nb6nh93yHAC5Kmt+wFhRBCCGHAMrOrgL3xKLKjJN3fz10KIfRBDG4HETN7vKBDSdKUGs+zPh5GvCb5A/FSGPF7SoPWnGMtABZJGpPXJoQQQgihN8xsFl5G8J2SHuzn7oQQ+igGt4NICmmuRfigs95jqhfmXFQYsZk9hoc018qoHEIIIYTQtFSS8A1JY/u7LyGEvovB7SBiZlNzHpoCnImvN7kYmIavNzE8/Hcq8H58/cnn8WLm03Keo9AwYjP7EXAcsJ2kuxrdL4QQQgihHjN7AFgPGC3pjf7uTwihb2JwO8iZ2duA+/GSPHtKeiyn3drAtfi62c0lPZfTrtAwYjObCPwVH2y/W9JLRRw3hBBCCMHMPgOchd+Uv6yfuxNC6KMY3HawdqyRNbOfAkcDO0m6vU5/tgduBc6VdFxOm0LDiM1sJ/yO6pnAYjz1/h3ATODNvP0k3VLE84cQQghh4DKzIcDVwBZ4OcE7+rlLIYQ+iMFtB2vHGlkzewoY2+haEzN7BZgjaVLO44WGEVeUPjIayxQtSVHDOYQQQgg1mdkpwDLAJ4Gx+E38e4BXa+0n6eut710IoVkxuO1gbVojOx9YImlUA/0x4DVgiKQROW0KDSM2s+n0rvTRWn153hBCCCEMfJmb6NnJglrXHUYDiTVDCP0jBrddpgVrZB/HS/bsK+nqOs+9N3AVMF3S2jltIow4hBBCCF3BzM6ndzfRjyq+NyGEvorBbZdpwRrZM4DP4YPPQ/IGmWa2A3AZsBJwlqQTc9pFGHEIIYQQQgih7WJw22VasEZ2DHAfHuos4E48zLk00zsR2AnYFh+s/gvYUtIrOcebToQRhxBCCCGEENosBrddpug1sqndanj48G5pU+UfRWkdyg3AEZKeb7rjIYQQQgghhNBCEQrafWYAa5rZ3vXWyAJ7ASOA6bUapcHqe1Lo8cHAZsDK6eGZ+BrfS+qFQYcQQgghhBBCf4mZ2y5T9BrZEEIIIYTBwMxKiS0fkbRhxbZmRK6QEDpUDG67TNFrZEMIIYQQBoOU9BJ8cLtBxbamSBpSWMdCCIWJwW0XijWyIYQQQgjNMbM105eLSyUSM9uaIunJwjoWQihMDG67WLNrZM3slKKeW9LXizpWCCGEEEIIIfRVDG4HkYoatL0+DL7WZGgBXQohhBBCCCGEQsRi+MHlQvo+uA0hhBBC6DpmdnhRx5J0YVHHCiEUJ2ZuQwghhBDCgFdQBBsAEcEWQmeKmdsOFmtkQwghhBAKcwsRwRbCgBYztx0s1siGEEIIIYQQQmNi5raztW2NbKqfewzwbmANYISkKRWP748PlH/Zjj6FEEIIIYQQQqNi5jZgZtsClwGrUq6Ru9Rsr5ndB2wKTJV0W1s7GUIIIYQQQgg1DOnvDoT+ZWarA78HVgOuBT4MvJzT/Mf44Peg9vQuhBBCCCGEEBoTg9twIjAeuFDSPpJ+BSzKaXtt+rxzOzoWQgghhBBCCI2KsOQuVdQaWTP7JzAFWEvSU2nbDGCVakmozGwesFjSuOJeTQghhBBCCCH0TQxuu1CRa2TNbD4+WB2T2VZrcPsSsLyk5Yp4LSGEEEIIIYRQhAhL7jItWCO7EFjOzOr+LZjZKGAcMKfxHocQQgghhBBC68XgtvsUvUb2n3hJqI0beO6D8L+ZvzfW1RBCCCGEEEJojxjcdp898dq3p9RrKOkZYD6wVo1mV+Kzu1+pdSwzWw/47/TclzTY1xBCCCGEEEJoixjcdp81gHml5E8NmA+MqPH494CngAPM7DIz25H0d2Fmo8xsKzP7FnAPsDLwMPCLXvc+hBBCCCGEEFogEkp1GTObgw9WR0hakrZVTQCV1sjOBWZJWrXGMdcHrgHWxGdmqzYDHgfeI+nxvr6OEEIIIYQQQihSzNx2n8LXyEp6GHgncDrwLD6QzX68CHwb2DwGtiGEEEIIIYROFIPb7nMlBa6RNbP7U8mglSSdLGkSMAnYGtgWWFvSBEknSZpb0GsIIYQQQgghhEJFWHKXSaHG/8DX3l4JfBe4FFgJGANsCBwIfBwYDTwEvEvS4pzjLQAWZevchhBCCCGEEEK3icFtFypyjayZPYav112+8I6GEEIIIYQQQptEWHIXKniN7HXASDPbunU9DiGEEEIIIYTWipnbLmNm9+OztYeUBq5mtjowAb9Z8YKk6U0cbyLwV3yQ/G5JLxXd5xBCCCGEEEJotRjcdpmi18ia2U7AesCZwGLgQuAOYCbwZt5+km4p4vlDCCGEEEIIoQgxuO0yRa+RNbMllNftGvlreLMkaZkinj+EEEIIIYQQihADlO5zHXCcmW0t6a4CjvcUjQ1oQwghhBBCCKFjxcxtl4k1siGEEEIIIYSwtBjcdplYIxtCCCGEEEIIS4vBbZeJNbIhhBBCCCGEsLQY8HSfWCMbQgghhBBCCBVi5jaEEEIIIYQQQtcb0t8dCCGEEEIIIYQQ+ioGtyGEEEIIIYQQul4MbkMIIQxoZjbdzGRm5/d3X0IIIYTQOpFQKoQQQkcws52Bm6o8tAR4BZiL1/i+Dy+BdqWk+e3qX2gtM5sMPFHAodaSNL2A44QQQugyMXMbQgih0w0BxgFrAtsBnwJ+DTxnZt8ysxH90Skz+2qaEY7MjCGEEEIHiJnbEEIIneh/gB9lvh+FD3A3AqYCe6Xv/wN4r5ntI6nqrJ+kya3saCjMs8DGNR6/DpgIPAfsXuc4IYQQBqEY3IYQQuhEL0p6sMr264AzzWwt4OfALsAGwO/NbFtJr7Szk6E4khYD1X7nAJjZ4vTl4py/jRBCCINchCWHEELoOmmW9t3AH9KmDYBT+69HIYQQQuhvMbgNIYTQlSS9CRwBvJ42HWdmK1a2q5ct2cyWM7NPmtmNZvaimS02s5fN7J9m9kczO8nM1s+0PzKtsz01s01VPiZnHh9iZv/PzM4ws9vN7KX0PHPM7K9p+6Rar9fMbk7HvTl9PzHt908zm5/6fKOZHdLIz8/MRprZCWZ2vZk9Z2YLzewFM7vPzL5vZjuYmdXYfxczu8DMHjOz183sVTN7KO27diN9KIKZ7Zv5mX+ggfYnZtpvltm+c2b7zuaONrNb0+/rdTP7h5l93cyWb7Bvm5nZj83skfTzed3M/m1mPzOzd9bZt6m/yxBCCBGWHEIIoYtJetHMfg0cg6/LfQ9wUaP7m9lqwA34Wt6sceljXWBX4J1A3YFTDadQfWZ5bDr2O4GPmdmHJF1R72Bmth1wJbByZvNwPEx7FzM7U9IXauy/E3AxsFrFQ6ukj83wxF1rAdMr9h0BXABUG0Svnz6OM7OPSfpFvddSgKvxdbgTgaOB/6vT/qj0+a+S7s9pMywdd8+K7Rukj8PNbFdJj1Xb2cyGAmcDnwQqbxBMSR8fMbNTJf1Xlf3b9XcZQggDSgxuQwghdLvr8cEtwI40MbgFzqE8gLgIuAxPSLQYWBUf5O0DZDMiXwncC3wc+FjaVi0RUjax0TLADOAKvIzR48ACYA08A/THgdHAr81sM0kP1+jzBOC36esvA7cA84Et8UH0BODzZnatpD9V7mxm2wN/BJbFyyz9H3A5PohdFng7fpNg/yr7DgF+B+yWNl0P/Aov4bMA/3l9BngH8DMze1HS72u8lj6T9KaZnYf/LHY1szUlPVmtrZltiw++wdds5/kG/vO8EU9s9gTwNuAj+M9lTeB6M9tE0rwq+59LeRB9F/Az4DG8pNUGwCeArYGvm9lsST+s2L83f5chhBAkxUd8xEd8xEd89PsHsDN+sS7gq03sNyWz3x+rPD49PXZ+xfbhwKL02Jl1nmPFKtu+WnreBvo4GVi2xuOrA8+k4/0yp83Nmdf5FLBGlTZvxweZAq6o8vhyaV+ldu+p9ZqBERXbPpv2fQPYP2e/EZm+PgEsU9DfR+n3OL3KY2vhA3UBp9Y4xrmZ1z6+xt+fgJ/nHOP0TJvTqjx+QObxT+UcYyhezkr4gHd85rE+/V3GR3zER3wM5o9YcxtCCKHbzcp8vUIT+62Az1QCTKvVUNKsWo/XI2m6PBtw3uPPAP+dvt231lrX5FOSnq5ynH/iM8sAO1XZ78P4bDH4IPD6Gn2aJWl+6XszWxYohTr/RNKVOfvNx2eiwQf1u+S+ioLIE4yVZqmPrPbzM7ORwPvTt1dIernGIV8ETsh57BTgX+nrj6afS9aX0udrJJ2T09838dnbhcDywMGZh9v2dxlCCANNDG5DCCF0u9cyXzeU6CeZhc+QAXzYzNq2VMfMxpjZWma2oZltZGYbUU6MNQaficwzF7iqxuP3ps8rmNm4isf2SZ8X4rWEm7EVvq4V4JJaDSU9RPmmw7ZNPk9vnZs+T8bXo1Y6hPLfR62QZIDfqHq4MZLeAC5M364EvKv0mJlNBLZI39b7Gb1MufRR9mfUb3+XIYTQ7WJwG0IIodtlB7QN17mVtJDy+tyDgcdS9uF9zGx8kR0EMLM1zewcM5uOD1Afxwc3f08fP800X6nGof4paUmNx2dnvq4c7JeyAz+g5msCb5H5+iarniH6rQ88rBmWTlrVKlcCM9PXH6nyeGnbdMqzvHnubuLxTTJfb5n5+rwGfkabp7Zv/Yza/XcZQggDSQxuQwghdLvsQHB2bqvqPoUneQKYBHwenxWdZV6i5ytmtnLu3g0ysz2Bh/DsuWs2sMuIGo+9XuMx8LWnJUMrHiu9lhkN9KHSKr3YB2BkL/driqRFlGdUD8jOWpvZFDzZGPja63qJmF6s8/gLma+z5aeK+hm15e8yhBAGmgh1CSGE0O02y3z9aDM7SnoVONDMNgfehycV2gw/P5ZK9HzBzA5TL7P+mtfe/TU+gHkNOAO4Ds+eOzcNyjCz/0d5RrHemtu+6k2W3exA+d3A8w3uV2tta9F+hg8EhwMfxDMdg8/aGj7wP6+B49T7+eT9frI/oyOAvFJDlXqEQLfj7zKEEAaiGNyGEELodu/JfH1rbw4g6T7gPgAzG4XP8h2GD5DGABeb2RRJjQ7osg7Ba5MCHCDpjzntmkmG1Vsv4ZmZJ9ZrmLNvyWJJD+a27CeSHjGz24Ad8Jq3P0rliw5PTf4o6akGDrVqncezM7TZpE7Zn5H19WfU4r/LEEIYcCIsOYQQQtcys1WAQ9O3rwE39PWYkuZJ+oOkDwMnp80jKSdjeqtpg4fcMH2eXWNgCz3XtLbKfenzpmY2psl9/5L5eo+C+tMKpcRSm5nZO4Hd8QE9wC8aPMZWdR7Prq39e+brlv2Mmvi7DCGEQSsGtyGEELqSmQ0FLqC8PvUnkppdc1tPNvFQZZKnBZm+LFfjGKUoqeFpFnEpqUzNh3vVw+aUsiwPo1yup1G3UZ6ZPNbM2jHT3BuXAHPS1x+hnEhqNuUySfUckn4nS0l/d6Xf1SwyA1pJj1HOgHyQma3TcK+bU+vvMoQQBq0Y3IYQQug6ZjYZn6UtzY49BHy9yWOsbWY712mWDXl+ouKxbFKmKTWOUaqJOhJfP1nZj6H4WtHehAo363+BZ9LXp5rZe/IamtmKZvZWYquUxfc76dsVgUvNbGyN/Zczs0+Y2fAC+t2wVGf3V+nbDwP7pq//N72GRqwKfDfnsa8C66Wvzy2tmc4o/R0uC1yRygNVZWZDzewwM1s9s62vf5chhDBoxZrbEEIInWiVVPu1ZCQwHg/x3RnYi3LynoeAfXpR2mYSXtLmEXxG7x584LcEH2juDxyZ2j4NVCbu+XPm67PN7DR8wFsKV56eaqL+BjgdWA4vD7MpPjCfm17Pp/CSMLcD2zf5GpoiaaGZHYbP/A0HrjWzi4DLgCfxAdk6eMKog4GN8NI5JWcCuwB7ps8Pm9mP8Vnd2cAoYF18zeuB+O/sgla+phznAp9Iz1/SaEgy+N/CsWa2Fp6U6klgAj4LfGBqMx04rXJHSZeY2U+Bj+I/v3+k72/EsyyPwGvxbov/jCcAG1O+6dDXv8sQQhi0rH42/BBCCKH10mzVTU3sMgevDfvVNFuXd9zpePmdCyQd2Yvnexp4r6QHqhz7YqrMxiZrSZqe2h2Fz87mRUxdjA/ISmtyd5F0c8Vz3QxMBaZJ2jmvs2Z2JOWMwG/1oaLNrsD/UT+kdan9Uwj2OcAx1M/qPA9Yudbvp1GZ3+OTkiY30P4eyuuY75NUc01zxd/D7sDn0udqngZ2lfSvag+m8POvAidRfyJhEbChpH9X6UctuX+XIYQwWMXMbQghhE63BHgVeAWfwboPnzW9so+Dplvx2bPd8EHjmng46ki8fM3f8TWq50qal3OMDwH34jNw6wHLU2UAK+k8M3sUOBGfnR2Hr199ADhP0m8aCEUtjKQ/mdnawPF4QqINgLH4GtJn8Z/N/1UbGKfQ3o+a2Q/wAe5UfLZxeXww+xS+DvV64LdFDGx76ZeUB7c/b3LfRXh0wLF4puV34H8XT+Cz3P9dK1JA0hLgFDM7DzgO2BVYC/8ZL8B/xn/Db2ZcLimbZbmIv8sQQhiUYuY2hBBCCAOOmZ2LD77nAxMlzanTfmfKM6ZLzZyHEELofJFQKoQQQggDipmNBt6fvr2s3sA2hBDCwBCD2xBCCCEMNB/Dw6QB/qc/OxJCCKF9Ys1tCCGEELqamS2DZyBeDtgJT+YEnnzrzzm7hRBCGGBicBtCCCGEbrc65XrCJa8Dn+yHvoQQQugnEZYcQgghhIFkJl77dXtJD/Z3Z0IIIbRPZEsOIYQQQgghhND1YuY2hBBCCCGEEELXi8FtCCGEEEIIIYSuF4PbEEIIIYQQQghdLwa3IYQQQgghhBC6XgxuQwghhBBCCCF0vf8P89nrpmDYMG8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1=='FBDist']\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mypval'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m[corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBCorrs_com.dta', write_index=False)\n", "#corrs3m.to_csv(pathshare + 'FBCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1=='FBDist']\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mypval'] = spear_corrs3m.mymantel.apply(lambda x: x[1])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "#spear_corrs3m[spear_corrs3m.columns.difference(['mymantel'])].to_stata(pathshare + 'FBSpCorrs_com.dta', write_index=False)\n", "#spear_corrs3m.to_csv(pathshare + 'FBSpCorrs_com.csv', index=False, encoding='utf8')\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(x=\"Dist2\", y=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values('mycorr').Dist2, hue_order=corrs3m.sort_values('mycorr').DistType, palette=palette2, ci=None, saturation=1, ax=ax, yerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), loc='upper left')\n", "plt.xticks(rotation=90)\n", "plt.savefig(pathshare+'TypeCorrsFB_comAll.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Top 4 Correlations by Type" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Common Sample\n", "corrs3m_copy = corrs3m.copy()\n", "corrs3m = corrs3m.merge(corrs3m.groupby('DistType').mycorr.max().reset_index(), how='left', on='DistType', suffixes=['', '_gr'])\n", "corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False, inplace=True)\n", "corrs3m = corrs3m.groupby('DistType').head(4).reset_index(drop=True)\n", "corrs3m['Dist2'] = corrs3m['DistType'] + ' ' + (corrs3m.groupby('DistType').cumcount()+1).astype(str)\n", "corrs3m['Dist2'] = corrs3m['Dist2'].apply(lambda x: x.replace('Geographical', 'Geog.'))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "textstr = 'A'\n", "props = dict(boxstyle='square', facecolor='white', alpha=1)\n", "fig, ax = plt.subplots(figsize=(30,20))\n", "palette = dict(zip(corrs3m.DistType.unique(), sns.color_palette(\"coolwarm\", 5)))\n", "palette2 = corrs3m[['Dist2', 'DistType']].set_index('Dist2')['DistType'].map(palette).to_dict()\n", "sns.barplot(y=\"Dist2\", x=\"mycorr\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], order=corrs3m.sort_values(['mycorr_gr', 'mycorr'], ascending=False).Dist2, hue_order=corrs3m.sort_values('mycorr', ascending=False).DistType, palette=palette2, ci=None, saturation=1, ax=ax, xerr=corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'])\n", "ax.tick_params(axis = 'both', which = 'major', labelsize=32)\n", "ax.tick_params(axis = 'both', which = 'minor', labelsize=16)\n", "ax.set_title('')\n", "ax.set_xlabel('Pearson Correlation', fontsize=36)\n", "ax.set_ylabel('Distance Types', fontsize=36)\n", "ax.legend(loc='upper left')\n", "handles = [mpatches.Patch(color=palette.get(c), label=c) for c in corrs3m.DistType.unique()]\n", "ax.legend(handles=handles, labels=corrs3m.DistType.unique().tolist(), prop={'size': 30}, loc='lower right')\n", "ax.text(-0.16, 0.99, textstr, transform=ax.transAxes, fontsize=60, verticalalignment='top', bbox=props)\n", "plt.savefig(pathshare+'Figure-2-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Full Sample - Figure B6)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B6-A.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Correlations of Selected Measures (Common Sample)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# List of measures by Type Common sample\n", "corrs3m = corrs_com3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "\n", "spear_corrs3m = spear_corrs_com3.copy()\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist1.apply(lambda x: x in measures)]\n", "spear_corrs3m = spear_corrs3m.loc[spear_corrs3m.Dist2.apply(lambda x: x in measures)]\n", "spear_corrs3m.reset_index(inplace=True, drop=True)\n", "spear_corrs3m['mymantel'] = spear_corrs3m.apply(lambda x: mymantel(x.Dist1, x.Dist2, common=True, method='spearman'), axis=1)\n", "spear_corrs3m['mycorr'] = spear_corrs3m.mymantel.apply(lambda x: x[0])\n", "spear_corrs3m['mylci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][0])\n", "spear_corrs3m['mycci'] = spear_corrs3m.mymantel.apply(lambda x: x[3][1])\n", "spear_corrs3m['myerr'] = spear_corrs3m['mycci'] - spear_corrs3m['mycorr']\n", "\n", "# List by Type FB Only Common Sample\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B6-B.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Regression Analysis and Partial Mantel Tests" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Figure-B6-C\n", "## Partial Correlation (Residuals on Residuals)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Some functions required for the analyses\n", "# Regressions\n", "def mysample(myvars, df, FE=True, dummy_cols=['ISO_CODE_1', 'ISO_CODE_2'],\n", " cluster_cols = ['ISO_CODE_1', 'ISO_CODE_2'], zscores=True):\n", " '''\n", " Create sample dataframe based on variables\n", " First variable is dependent variable\n", " It adds dummies for FE\n", " Adds cluster variables\n", " '''\n", " if len(myvars)<2:\n", " print('A regression needs at least one dependent and one independent variable!')\n", " pass\n", " else:\n", " k = 0\n", " for v in myvars:\n", " if k==0:\n", " mydf = (df[v].isnull()==False).astype(int)\n", " k += 1\n", " else:\n", " mydf *= (df[v].isnull()==False).astype(int)\n", " mydf = df.loc[mydf==1].reset_index(drop=True).copy()\n", " if zscores:\n", " mydf[myvars] = mydf[myvars].apply(zscore)\n", " myeq = myvars[0] + ' ~ ' + \" + \".join(myvars[1:])\n", " if FE:\n", " dummies = pd.get_dummies(mydf[dummy_cols], prefix='_I', prefix_sep='_')\n", " dummies = dummies.T.groupby(level=0).sum().T\n", " dummy_columns = \" + \".join(dummies.columns)\n", " myeq += ' + ' + dummy_columns\n", " mydf = mydf.merge(dummies, left_index=True, right_index=True).copy()\n", " clustercols = []\n", " for v in cluster_cols:\n", " mydf['cluster_'+v] = mydf[v].astype('category').cat.codes\n", " clustercols.append('cluster_'+v)\n", " return [mydf, myeq, clustercols]\n", "\n", "# Partial Mantel Test\n", "def mymantelreg(Dist1, Dist2, ci=[5, 95], method='pearson', seed=128, FE=True, **kwds):\n", " '''Compute Mantel test between Distance 1 and 2'''\n", " np.random.seed(seed)\n", " othervars = pd.Index(measures).difference([Dist1, Dist2]).tolist()\n", " mydist = df[codes + measures].copy()\n", " mydist = mydist.dropna().reset_index(drop=True)\n", " myvars = [Dist1, Dist2]\n", " for y in myvars:\n", " [mydf, myeq, clustercols] = mysample([y] + othervars, mydist, FE=FE)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " mydist[y + '_res'] = results1.resid\n", " results1 = smf.ols(Dist1+'_res' + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " results1 = smf.ols(Dist1 + ' ~ ' + Dist2 + '_res ' , data=mydist).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " #print(results1.summary())\n", " r1 = results1.rsquared\n", " otherdist = pd.pivot_table(mydist[codes + [Dist2 + '_res']], index=codes[0], values=Dist2 + '_res', columns=codes[1])\n", " mydistor = pd.pivot_table(mydist[codes + [Dist1 ]], index=codes[0], values=Dist1 , columns=codes[1])\n", " mydist = pd.pivot_table(mydist[codes + [Dist1 + '_res']], index=codes[0], values=Dist1 + '_res', columns=codes[1])\n", " mydist = mydist.values\n", " np.fill_diagonal(mydist, 0)\n", " mydist = (mydist + mydist.T)/2\n", " mydistor = mydistor.values\n", " np.fill_diagonal(mydistor, 0)\n", " mydistor = (mydistor + mydistor.T)/2\n", " otherdist = otherdist.values\n", " np.fill_diagonal(otherdist, 0)\n", " otherdist = (otherdist + otherdist.T)/2\n", " mymantel = MantelTest(mydist, otherdist, ci=ci, method=method)\n", " mymantel_semi = MantelTest(mydistor, otherdist, ci=ci, method=method)\n", " return mymantel, r1, mymantel_semi\n", "\n", "# NO FE\n", "codes = ['ISO_CODE_1', 'ISO_CODE_2']\n", "corrs3m = corrs3.copy()\n", "corrs3m = corrs3m.loc[corrs3m.Dist1.apply(lambda x: x in measures)]\n", "corrs3m = corrs3m.loc[corrs3m.Dist2.apply(lambda x: x in measures)]\n", "corrs3m.reset_index(inplace=True, drop=True)\n", "corrs3m['mymantel'] = corrs3m.apply(lambda x: mymantelreg(x.Dist1, x.Dist2, FE=False), axis=1)\n", "corrs3m['mycorr'] = corrs3m.mymantel.apply(lambda x: x[0][0])\n", "corrs3m['mylci'] = corrs3m.mymantel.apply(lambda x: x[0][3][0])\n", "corrs3m['mycci'] = corrs3m.mymantel.apply(lambda x: x[0][3][1])\n", "corrs3m['myerr'] = corrs3m['mycci'] - corrs3m['mycorr']\n", "corrs3m['semi-partial'] = corrs3m.mymantel.apply(lambda x: x[1])\n", "corrs3m['mycorr_semi'] = corrs3m.mymantel.apply(lambda x: x[2][0])\n", "corrs3m['mylci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][0])\n", "corrs3m['mycci_semi'] = corrs3m.mymantel.apply(lambda x: x[2][3][1])\n", "corrs3m['myerr_semi'] = corrs3m['mycci_semi'] - corrs3m['mycorr_semi']\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B6-C.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"semi-partial\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.mean, ci=None, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'Figure-B6-E.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial Correlation" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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lWFsDb9YxtP8DziZLJj/M42kJjAduAQallO6o4PO8wvJ/4P83j+tLsn/U/wzYIaX0eR1jK0hKaSSwIdlo6KNkW3y0yo8JZFNCjwEGppSeW6nuNLLv+6dkn2Up2XfyP7LnBjdPKVW1r2p9fYYPgG3Ifh9Gk/2xoQvZd/wWcB1ZsrjKz6aS9paQPS9cOrpakrf1FHBgvhJyVb4PXAq8TzZttX9+1GgV2fzzfA24kOXPEJO/vgjYKqX035q0VUPvkf339Cey515nkX1/c4AXyKau75xSmlNZA5LUWEU9Lta22kXEVmR/7S3dZHwO2f95tCD7K+p5KaXL6qGfq4HTyl06PqV0a13blSRJkqQ1WZMZAY2I9mTTeXqS/TVwi5RSV7LnWa4kmwZ2ab54RF36GQT8mOX7iUmSJEmS6kGTSUCBU8imy8wjm27zDkBKaU5K6SyWP0N0aaEdREQLsmlhAD8oPFRJkiRJ0sqaUgJauhjEiJTSZxXcvzw/D4qITQrs4ydke8Vdn1KqbM86SZIkSVIBmkQCmi+tv23+trIlx//F8n3C9qykTFV99CNbSGAq2V5skiRJkqR61CQSULJl3Ev3inunogIppRKy1e0gW9mwtq4jW6b+rJTS7OoKS5IkSZJqp6nsA7pOudeTqihXem+dKsqsIiIOJNsMe0xK6c5axraCXr16pQEDBtSlCUmSJElqsl577bXpKaXeFd1rKglox3KvF1ZRbkF+rtG+XgAR0RH4PdleaT+qfWgrGjBgAGPHjq1rM5IkSZLUJEXExMruNZUpuFF9kYJdCKwPXJVSereQBiJieESMjYix06ZNq9/oJEmSJKmZaCoJ6Lxyr9tXUa5DBeUrFRFbA6cBn5AlogVJKd2QUhqcUhrcu3eFI82SJEmStMZrKlNwyz/32Zfliw2trG9+nlzDdq8BWgI/ByIiKpu62za/V5JSWlBJGUmSJElSFZrKCOg4IOWvN6+oQES0AAbmb2s6lbZ/fr4dmFvBUepP+fuCpuhKkiRJkppIAppSmguUruyzdyXFdgC65q+fWe1BSZIkSZJqpUkkoLkR+fnYiKhom5Wz8vNrKaXKpuiuIKU0IKUUlR3lih6fXxtQh/glSZIkaY3WlBLQPwMTgc7AwxGxGUBEdI6I3wJD83Lnla8UEQMiIuXHsGIGLEmSJElarqksQkRKaWFEHEw2vXYQ8E5EzCHb87MF2TOi56WUnmzAMCVJkiRJlWhKI6CklN4EtgCuBT4E2gJfAI8Ae6eULmvA8CRJkiRJVWgyI6ClUkpTyPbuPK2G5ScAUV25SuoWVE+SJEmStKoml4BKkiSpcUspMXfuXObMmcOCBQtYtmxZQ4ckqZZatWpF165d6dGjB61a1V/aaAIqSZKkepNS4vPPP2f+/Pn06NGDPn360LJlSyKcWCY1FSkllixZwhdffMEnn3xC//79adGifp7ebFLPgEqSJKlxmzt3LvPnz6d///5069aNVq1amXxKTUxE0LZtW9ZZZx1atWrFzJkz661tE1BJkiTVmzlz5tCjRw9atmzZ0KFIqqOIoFu3bsyfP7/e2jQBlSRJUr1ZsGABnTp1augwJNWTDh06sHDhwnprzwRUkiRJ9WbZsmWOfkrNSIsWLSgpKam/9uqtJUmSJAl85lNqRur7v2cTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSGDBgABHBmDFjGjqU1SIiiAgmTJjQ0KGs0UxAJUmSpEZowYIFXH/99Rx44IGsv/76dOjQgY4dO7LBBhtw+OGHc+edd9br9hiVmTBhAueffz5XX331au9LzV+rhg5AkiRJa56vHXpcQ4dQJ2/+7Y7V2v5DDz3E8OHDmTJlStm1jh070qJFCyZMmMCECRN44IEHOOecc7jjjjvYc889V1ssEyZM4IILLqB///6cfvrpq60frRkcAZWagCFDhjBkyJCGDkOSJBXBrbfeyiGHHMKUKVMYOHAgd9xxB9OnT2fevHnMmTOHWbNmcf/99zNkyBAmTZrEc88919AhSzXmCKgkSZLUSLz11lt8//vfp6SkhP3335/777+f9u3br1Cma9euHHbYYRx22GHce++9fPLJJw0UrVR7joBKkiRJjcTPf/5zFi9eTL9+/RgxYsQqyefKjjzySM4880wAxowZQ0QwYMCASsvfeuutRESNZ1YNGDCAPfbYA4CJEyeWLeRTetx6661lZatb5GfChAllZVY2ZMiQsvZmzZrFOeecwyabbEKHDh3o1q1bWbkZM2Zw2223cdhhh7HJJpvQuXNnOnbsyGabbcaZZ57JpEmTavS51HAcAZUkSZIagc8++4xHHnkEgFNPPZWuXbvWqF5FCV196d27N3PmzGHmzJm0aNGC3r17r3C/ugS5tqZNm8a2227Lhx9+SNu2bWnTps0K9y+55BKuvPLKsvddunRh4cKFvPfee7z33nvceeedPP3002y11Vb1GpfqjyOgkiRJUiMwZswYUkoAHHTQQQ0cTebVV1/lwQcfBGC99dZjypQpKxxHHXVUvfZ34YUXsnTpUh577DEWLFjAnDlzGDt2bNn9fv368X//93+8/vrrzJ07l9mzZ7N48WLGjh3LPvvsw7Rp0zjmmGPKvkc1Po6ASpIkSY3Ae++9B0Dbtm0ZOHBgA0fTMBYvXsyjjz7KFltsUXZt4403Lnt9xhlnrFKnZcuWbLvttowaNYpBgwbxzjvv8Nxzz7H77rsXJWbVjiOgkiRJUiPwxRdfANC9e/fVOq22Mdtvv/1WSD5ro23btuy9994AvPjii/UZluqRI6CSJEmSGoWddtqp2jLjxo3j97//Pc899xwTJkxg3rx5q0y5dTGixssEVJIkSWoEevbsCcDMmTNJKa2Ro6ArL3K0sr/+9a9897vfZenSpQC0aNGCrl270rZtWwDmzZvH/PnzmT9//mqPVYVxCq4kSZLUCGy66aZA9hzk+++/38DRNIyWLVtWem/atGmcfPLJLF26lKOOOoqxY8eyaNEiZs6cWbYoUukzoi5C1Hg5AipJkiQ1ArvvvjsRQUqJv//972yyySa1qt+qVfZP+0WLFlVaZvbs2XWKsSotW7Zk2bJllfZf174fe+wx5s2bx2abbcaIESNo0WLVsbSpU6fWqQ+tfo6ASpIkSY3Auuuuy/777w/Addddx5w5c2pUr3S0r1u3bgB8/vnnLFmypMKyr776aq3jKk30qhtVLO3/008/rbe+yyttd6uttqow+Uwp8Y9//KNOfWj1MwGVJEmSGomLL76Ytm3b8umnn3LMMcdUOZoJcO+99/K73/0OgK9+9au0bduWlBIPPfTQKmU/+OADHnjggVrH1KVLF6D6Ecwtt9wSgFGjRq1yb/HixVx99dW17ru8rl27AvD2229XmAz/5S9/Yfz48XXqQ6ufCagkSZLUSGy99db84Q9/ICJ45JFH2GabbbjzzjuZMWNGWZnZs2fz4IMPsscee3DUUUcxd+5cANq0acPBBx8MZPtlvvDCC5SUlFBSUsKTTz7J3nvvTfv27Wsd01e+8hVat27N7Nmzq0xgjzzySCBLBG+55RYWL14MwDvvvMP+++9f55Vpv/GNbxARvP3225x66qnMmjULgDlz5nD55Zfzox/9qGwhJzVeJqCSJElSI3LiiSfy4IMPstZaazFu3DiOO+44evbsSefOnenSpQvdunXjsMMOY8yYMfTv358999yzrO6ll15Kz549+eSTT9h1113p3LkzHTt2ZJ999qFbt26cf/75tY6nY8eOHH300QAcfvjhdOvWjQEDBjBgwADuv//+snInnXQSO+ywA4sXL+aEE06gU6dOdO3alS222IJ///vf3HLLLXX6XgYOHMjpp58OwO9//3u6d+9Ojx496NGjB2effTZ77bUX3//+9+vUh1Y/E1BJkiSpkTnkkEP48MMP+cMf/sD+++/Puuuuy5dffsmXX37JgAEDOPzwwxkxYgTvv/8+u+22W1m9DTfckJdffpmjjz6a3r17s2zZMtZdd11+/vOf8+KLL5ZNp62tP/3pT5x77rkMHDiQxYsXM3HiRCZOnMi8efPKyrRu3ZqnnnqKn/3sZwwYMIAWLVrQsWNHhg0bxmuvvcbXvva1On8vv/vd77jhhhvYZpttaNu2LV9++SVbb701V199NY888kjZQkxqvMIliuvX4MGD09ixYxs6DDUzQ4YMAWDMmDENGockSdV57733yrYTkdQ81Pa/64h4LaU0uKJ7joBKkiRJkorCBFSSJEmSVBQmoJIkSZKkojABlSRJkiQVhQmoJEmSJKkoTEAlSZIkSUVhAipJkiRJKgoTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSpKIwAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJElqEiKCiGDChAkNHYoK1KqhA5AkSZK0qkWLFnHHHXfw+OOP8/rrrzNt2jSWLl1K9+7d2Wyzzdh555054ogj2GqrrRo61DobM2YMY8aMYeutt+aQQw5p6HC0GpmASpIkqeg2O+2Shg6hTt695rzV2v5DDz3EKaecwuTJk8uutWvXjo4dOzJt2jRGjx7N6NGjufjii9l7770ZMWIEvXr1Wq0xrU5jxozhggsu4Hvf+16VCejAgQMBaN26dZEiU31zCq4kSZLUiNx0000ccsghTJ48mYEDB3LzzTczadIkFi5cyIwZM1iyZAmvvfYaF110EX379uWpp57i008/beiwi2LcuHGMGzeOfv36NXQoKpAjoJIkSVIj8frrr/PDH/6QkpISDj74YP7617/Srl27Fcq0bNmSQYMGMWjQIM4++2wuuugiRwTVZDgCKkmSJDUSv/jFL1iyZAn9+/fnzjvvXCX5XFmbNm246KKL2HzzzVe5V1JSwh133MHee+9N7969adOmDX379uWoo47i5ZdfrrC9888/n4hg2LBhANx2223ssMMOdO7cmS5durDHHnvw1FNPVRnTkiVL+P3vf8+uu+5Kjx49aNu2Lf379+eEE07gvffeW6HshAkTiAguuOCCsv5KFxqqaMGh6hYhmj9/PldccQVf//rX6dGjB+3atWPDDTfkoIMO4q677mLp0qVVxq7VzxFQSZIkqRH45JNPeOyxxwA47bTT6NSpU8FtzZ07l6FDh/L0008DWeLWuXNnJk+ezL333sv999/PNddcw49//ONK2zjppJO46aabaNmyJR07dmTOnDmMGTOG5557jnvvvZfDDjtslTqTJ09mv/3248033wSgRYsWdOzYkY8//phbbrmFu+++m7vuuouhQ4cC2Wju2muvzbx585g/fz7t2rWja9euK7TZsmXLGn3md999lwMOOKAsOW3VqhWdOnXio48+4qOPPuKhhx5i5513ZsCAATVqT6uHI6CSJElSI/Dss8+WvT7ggAPq1NZ3v/tdnn76abbaaiseeeQR5s+fz+zZs5k5cyaXXHIJrVq14rTTTuPFF1+ssP6oUaO46667uP7665kzZw6zZ8/mww8/ZLfddqOkpISf/OQnfPnllyvUWbp0KQcffDBvvvkmu+22G8899xwLFy5kzpw5TJkyhZ/+9KcsWrSI4447jvHjxwOw3nrrMWXKFM466ywAjjrqKKZMmbLCsd5661X7eWfMmMG+++7LhAkT2GCDDRg5ciTz589n5syZzJkzh+eff57jjz+eVq0cf2to/gQkSZKkRqB0emq7du34yle+UnA7Tz/9NCNHjmTAgAGMHj2aHj16lN3r1q0b5557Li1btuScc87h0ksv5eGHH16ljVmzZnHnnXdy7LHHll3bYIMN+Otf/8qAAQOYPHkyL730ErvttlvZ/dtuu41XX32V7bbbjieffJK2bduW3Vt77bW54oorWLBgAddffz1XXXUVv//97wv+jCu77LLL+OSTT+jVqxfPP//8CosUde7cmV122YVddtml3vpT4RwBlSRJkhqBGTNmAFmSGBEVlvnNb35Dnz59VjlOO+20sjK33XYbAMOGDVsh+SzvmGOOAWD06NEsW7Zslfvrr79+WZny1llnHbbffnsA3n777RXulfb7ox/9aIXks6J+q3uOtLbuuOMOAM466yxXyG3kHAGVJEmSmoi5c+cyderUVa7Pnj277PVLL70EwFVXXcX1119fZXsLFizgiy++YK211lrh+uDBgytNgksTvJkzZ5Zd+/LLL3nllVcAOPPMMznnnHMqrFua7H7yySdVxlUbEyZMYMqUKQDsv//+9dauVg8TUEmSJKkRKB2tnDVrFimlChPAyy67jMsuu6zs/Xe+8x3uuuuuFcpMnjwZyJLS8olpZRYsWLDKtc6dO1davnRl3vIrypbuT1r6ujoLFy6stkxNlU/I119//XprV6uHU3AlSZKkRmDTTTcFYNGiRfzvf/8ruJ2SkhIgW0gopVTtUR+rwpb2CfDmm2/WqN/6Up9tafUzAZUkSZIagd13373s9SOPPFJwO2uvvTaQbUtSLD179izbLqWY/QL06dOn7PXEiROL2rdqzwRUkiRJagTWW2899ttvPwCuueYa5s2bV1A7O+20EwAPPPBAvcVWndatWzN48GAAHnzwwVrXb9EiS0sKGc0cMGBAWRL66KOP1rq+issEVJIkSWokLr74Ytq0acPEiRP5zne+w6JFi2rdxrBhwwAYO3Yst99+e5Vlyy8kVFel/T7wwAOMHj26Vv126dIFyJ5/LcRxxx0HwJVXXslnn31WUBsqDhNQSZIkqZEYNGgQf/zjH2nRogWjRo1i66235uabby5bWAiyUcLx48dz+eWX88QTT6zSxr777svQoUMBOOGEE/j1r3+9Qv2ZM2cyatQoDj74YM4888x6i/3EE09kxx13pKSkhG9961tcc801KyxI9Pnnn3P33XczZMgQrrnmmhXqbr755gC88MILBT3/es4559CvXz+mT5/Orrvuyt///veyRZHmzZvHmDFj+Pa3v82nn35ah0+o+uAquJIkSVIjcuKJJ7LWWmsxfPhw3n//fU488UQgW322U6dOzJ07l8WLF5eV32+//Tj33HNXaOP222+npKSEkSNHcuGFF3LhhRfStWtXUkrMmTOnrFzpqGV9aN26NaNGjWLo0KG8+OKLnH766Zxxxhl069aNpUuXrjCleI899lih7pAhQ9hoo40YP348AwcOpFevXnTo0AHIktJ11123yr579uzJY489xv77789HH33EwQcfTOvWrenYseMKo6rlVxBWwzABlSRJkhqZAw88kA8//JA777yTxx57jNdff51p06YxZ84cevTowcCBA9l555059thj2WyzzVap37FjR/72t7/xyCOPcPPNN/Pyyy8zbdo0WrRowcYbb8z222/P0KFD633fzLXWWotnn32We+65h7vuuovXXnuNGTNm0KZNGzbZZBN23nlnDjvsML7xjW+sUK9169Y888wz/PKXv2T06NFMmTKFadOmAdkeozWx5ZZb8s4773DdddcxcuRI/vvf/7Jo0SI23HBDttpqK4466qhqE1mtfuGyxfVr8ODBaezYsQ0dhpqZIUOGADBmzJgGjUOSpOq89957ZduJSGoeavvfdUS8llIaXNE9nwGVJEmSJBWFCagkSZIkqShMQCVJkiRJRWECKkmSJEkqChNQSZIkSVJRmIBKkiRJkorCBFSSJEmSVBQmoJIkSZKkojABlSRJkiQVhQmoJEmSJKkoTEAlSZIkSUVhAipJkiRJKgoTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSpKIwAZUkSZKkKgwbNoyI4Pzzz6913VtvvZWIYMiQIfUeV20NGTKEiODWW29tsBhaNVjPkiRJkiq1aNEi7rjjDh5//HFef/11pk2bxtKlS+nevTubbbYZO++8M0cccQRbbbVVQ4cq1ZgJqCRJkoruq1f8raFDqJP/nnXoam3/oYce4pRTTmHy5Mll19q1a0fHjh2ZNm0ao0ePZvTo0Vx88cXsvffejBgxgl69eq3WmFSYrl27MnDgQNZff/2GDqVRcAquJEmS1IjcdNNNHHLIIUyePJmBAwdy8803M2nSJBYuXMiMGTNYsmQJr732GhdddBF9+/blqaee4tNPP23osFWJQw89lHHjxnH77bc3dCiNgiOgkiRJUiPx+uuv88Mf/pCSkhIOPvhg/vrXv9KuXbsVyrRs2ZJBgwYxaNAgzj77bC666CJat27dQBFLteMIqCRJktRI/OIXv2DJkiX079+fO++8c5Xkc2Vt2rThoosuYvPNN1/lXklJCXfccQd77703vXv3pk2bNvTt25ejjjqKl19+ucp2x48fzymnnMKGG25Iu3bt6N69O7vtths33ngjy5Ytq7Lubbfdxg477EDHjh3p0aMHe+yxBw8//DAAAwYMICIYM2bMCnXOP/98IoJhw4ZRUlLC73//e7bffnu6detGRPDvf/8bgCVLlvDII49w8skn87WvfY1evXrRrl07+vfvz7HHHstrr71WaVzl+/7444856aSTWG+99WjXrh0bbLABZ511FrNnz67yswEsW7aMq6++mq997Wt06NCBHj168K1vfYuxY8dWWL4mixC99957fP/73+erX/0qHTt2pFu3bmy55Zaceuqpq3ymunwHjYEjoJIkSVIj8Mknn/DYY48BcNppp9GpU6eC25o7dy5Dhw7l6aefBiAi6Ny5M5MnT+bee+/l/vvv55prruHHP/7xKnUffvhhjjjiCBYtWgRkzzDOnz+f559/nueff5577rmHkSNH0rFjx1Xqnnzyydx4440AtGjRgjZt2vDss88yZswYrr766mrjTikxdOhQRo0aRcuWLencufMK95988kkOPPDAsvcdOnQgIvj4448ZMWIE9957LzfffDPHHXdcpX188MEHHHnkkUybNo1OnToREUyYMIErr7ySUaNG8dxzz7HOOutUWPfLL7/kW9/6Fo8//jitW7embdu2zJw5k0ceeYRnnnmGf/zjH+y0007Vfs7yrrvuOs4444yyxL5jx44sWbKEt99+m7fffpu33nprhYS9Pr6DhuQIqCRJktQIPPvss2WvDzjggDq19d3vfpenn36arbbaikceeYT58+cze/ZsZs6cySWXXEKrVq047bTTePHFF1eoN378eL797W+zaNEidt99d8aNG8esWbOYO3cuf/7zn2nbti1PP/00p5122ip93nLLLWXJ57nnnsuMGTOYOXMmU6ZM4cQTT+RnP/sZ06ZNqzLuBx98kMcff5w//vGPzJkzh5kzZzJ16lQ23HBDADp16sTxxx/PM888w/Tp05k/fz4LFy5k4sSJnH766Xz55ZcMHz6cjz/+uNI+zjrrLLp27crzzz/P3LlzmT9/PiNHjqRXr1588MEHfO9736u07h/+8AdeeeUV7rnnHubNm8fcuXN588032WKLLVi0aFGF30tV7rvvPk499VSWLVvG4Ycfzrvvvsu8efOYP38+kyZN4s4772TbbbddoU59fAcNyQRUkiRJagTee+89IFvt9itf+UrB7Tz99NOMHDmSAQMGMHr0aPbff3/at28PQLdu3Tj33HO56KKLKCkp4dJLL12h7iWXXML8+fPZaKONePTRRxk4cCAAbdu2Zfjw4Vx77bUA3HzzzXzwwQdl9VJKXHjhhUA2CnrJJZfQtWtXANZaay1uvPFG9t57bxYsWFBl7PPmzePaa6/lBz/4AR06dCir36VLFyDbx/Lmm29mzz33pGfPnmX11l9/fa666ipOOOEEFi1axC233FJpH4sXL+axxx5jl112AbKR2oMPPph7770XgKeeeooXXnihwrqzZs1i1KhRHHnkkbRp0waArbbaqmxfzVdffZWJEydW+RlLLV26lDPPPBOAo48+mvvuu49NN90UyEas11lnHY499liuvPLKFerVx3fQkExAJUmSpEZgxowZAGXPPVbkN7/5DX369FnlKD/ydttttwEwbNgwevToUWE7xxxzDACjR48um/qZUuKBBx4A4IwzzihLAMs76aST6NevHykl7r///rLrr7/+OhMmTADg7LPPrrDPc845p9LPXqpnz56ccMIJ1ZarTOnU1JVHdss78sgj2XjjjVe5vscee/D1r38dYIXPVt6uu+5alriWt+2227LuuusC8M4779Qo1meeeYZPP/2Uli1bcvnll9eoTk3U5DtoSD4DKkmSJDURc+fOZerUqatcL794zksvvQTAVVddxfXXX19lewsWLOCLL75grbXW4sMPPyxrZ4899qiwfIsWLRgyZAh33XUXr7/+etn1N954A4A+ffpUmNwB7LjjjrRu3ZqlS5dWGs/gwYNp1arqFGXGjBn84Q9/4LHHHuP9999n9uzZqyyMNGnSpErrV7UY0O67785LL720wmcrb7vttqu0br9+/fj000+ZOXNmlfGX+te//gXA1772Nfr161ejOqXq+h00JBNQSZIkqREoHa2cNWsWKaUKR0Evu+wyLrvssrL33/nOd7jrrrtWKDN58mQgS0prsqpr6bTY8s9nVpUQlY70lS8/ffp0gEoX74Fsxd6ePXsyZcqUSsv07t27yljfffdd9txzzxWS8M6dO9O+fXsigiVLljBz5kzmz59faRtVfbbSe5U9q7ryokjlla5YXFWCXV7pZ1h//fVrVL5UfXwHDckpuJIkSVIjUPr836JFi/jf//5XcDslJSUAjBo1ipRStceAAQNWaWPx4sW16jOlVHC85bVs2bLK+8cffzxTp05l0KBBPP7448ydO5c5c+YwdepUpkyZwn333VeneOrrc6zOvlb3d7C6NbkENCL6RMQ1ETE+IhZFxNSIeCgi9iqwvcERcVFEPB4RH0TE7IhYHBGfRcSoiDiknj+CJEmStIrdd9+97PUjjzxScDtrr702kI2U1Ub50ceqFtL59NNPVylf+rp09LUiS5Ys4YsvvqhVTOV9/PHHvPLKK7Rs2ZK///3v7LPPPqtsVVPR9OSVVTU1tTT+6kZi60OfPn2Aqr/rldXXd9CQmlQCGhFbAW8DpwIbAouBXsC3gKci4v8KaPYk4BfAPsBGZN9JCdAXOAj4W0TcHxGt6/4JJEmSpIqtt9567LfffgBcc801zJs3r6B2SvehLF1QqKY23HBDunXrBmSLE1WkpKSkbE/KQYMGlV3fZpttAJgyZQrjx4+vsO7LL79c4+mpFSmf+FY2jbZ039OqlN/uprJ75T/b6rLjjjsC8NZbb/HZZ5/VqE59fQcNqckkoBHRHvg70BN4A9gipdQV6A5cCQRwaUR8s5ZN/xM4A9gW6JxS6pxSag+sD5QuR3UYUEhyK0mSJNXYxRdfTJs2bZg4cSLf+c53WLRoUa3bGDZsGABjx47l9ttvr7Js+QVzIoKhQ4cCWQJc0ZYpN954I5999hkRweGHH152fdCgQfTv3x+AK664osK+fvvb39bqc6ysdFuXqVOn8vnnn69y/z//+Q8jRoyotp177rmHDz/8cJXrzz33XNnKsUcccUSdYq2Jvfbai379+rFs2TJ+9rOf1ahOfX0HDangBDQiukfET/LRwdcj4n8R8WE1R8V/DqmZU4D+wDzgwJTSOwAppTkppbOAkXm5SyuuXrGU0m0ppatTSq+nlOaVu/5JSuls4M780rA6xC5JkiRVa9CgQfzxj3+kRYsWjBo1iq233pqbb755hamtKSXGjx/P5ZdfzhNPPLFKG/vuu29ZInnCCSfw61//eoX6M2fOZNSoURx88MFl+1CWOu+88+jYsSOTJk3igAMO4P333weyZ0L/8pe/cOqppwJw4oknrrDabUTwy1/+EoA//elP/PKXv2TOnDlAtqDP8OHDeeKJJyrc2qWmNt10U9Zdd11SShx11FFl+5AuXbqUBx98kL333nuV6agVadOmDfvtt1/ZasElJSU89NBDZQn13nvvzc4771xwnDXVunXrsj0+7777bo488kjGjRtXdn/y5MkrfOdQf99BQyooAY2Ig4EPgKuBQ4GtyaavDqjBUahj8/OIlFJFY9Slo5WDImKTOvSzslfzc996bFOSJEmq0IknnsjIkSPp06cP77//PieeeCJ9+/alffv29O7dm/bt27Pxxhtz9tlnM336dPbbbz/OPffcFdq4/fbbOeSQQ1i2bBkXXnghffv2pVu3bnTt2pUePXpwyCGH8Pe//32VvjfaaCPuvvtu2rVrx5gxY9hkk03o3r07nTt3Zvjw4SxevJi99tqLq6++epW6J5xwAscffzyQjeT26NGDHj16sPbaa3PjjTfyu9/9jl69egHQtm3bWn8vLVq04Nprr6VFixaMGTOGr3zlK3Tp0oVOnTpx2GGH0bZt2wrjWtkVV1zBzJkz2XnnnencuTOdOnXioIMOYtq0aWy88cZl+6gWw1FHHcWVV15JixYtuO+++9h0003p3LkzHTp0oG/fvgwfPpy33nqrrHx9fQcNqdYJaEQMAu4FupFNe50CPALcAdxWzVH1HIDK++xMNkUWYNU/82T+BZSuM71nIf1U4uv5+aN6bFOSJEmq1IEHHsiHH37IDTfcwKGHHkr//v1p0aIFc+bMoXv37uy+++6cd955vPPOOzz66KMMHDhwhfodO3bkb3/7Gw8//DBDhw6lX79+LFy4kCVLlrDxxhtzzDHHcP/99/PHP/6xwr7/85//cPLJJzNgwAAWLFhAhw4d2GWXXbjhhht44okn6Nix4yr1IoKbb76Zm2++me222462bduSUmLIkCE88sgj/PjHPy4bFS191rS2Dj30UP7xj3+w995707lzZ5YuXUr//v0566yzeOONN8q2iKnKxhtvzNixYznhhBPo2rUry5YtY8CAAfz0pz9l7NixVW4lszqceeaZvPHGGxx//PEMGDCApUuX0q5dO7baaitOO+00rrrqqhXK18d30JCitsvzRsS9wOFkCwANB+5Mq3mN34jYHng5f7tJSun9Ssq9DGwP/CGl9OM69NeJbJGjU4Af5pd/lFJa9b/QlQwePDiNHTu20K6lCpVumFz60L8kSY3Ve++9V7adiFTe+PHj2XjjjWnTpg1z586lTZs2Re1/wIABTJw4kdGjR5f920o1U9v/riPitZTS4IrutSqg/12ABPw2pXRHAfULUf7PEJWvm7z8Xq3/bBER6wKfVHBrEXBJTZJPSZIkSRUrXYRot912K3ryqcajkGdAe+Tnx+ozkGqUH+NfWEW50qW6CnnydhkwNT+W5Ne+JFvU6PcFtCdJkiStUY4//njuv//+Ffb7/Oijj/jhD3/IDTfcAMBPf/rThgpPjUAhI6BTgXXJkrNiidXdQUppMtAHICJaABsD5wAXACdGxP6lK++uElzEcLLpyKy//vqrO1RJkiSpUXrqqae49dZbgew51BYtWjB37tyy+z//+c/Zd999Gyg6NQaFjIC+kJ+3rM9AqlF+F972VZQrXde5sF17cymlkpTSf1NKJwK/I9sT9M48Ma2o/A0ppcEppcG9e/euS9eSJElSk3X55Zdz1FFH8dWvfpVWrVqxaNEi+vbty2GHHcYzzzzDxRdf3NAhqoEVMgL6O+AI4PSIuDOltLSeY6pI+ec++wIVLkLE8q1SJldyvxDXAWeSbTWzDfBaPbYtSZIkNRtHH300Rx99dEOHUaEJEyY0dAiigBHQlNJrwGnA5sDIiCjGkN84soWPyPtdRT46Wbr+9Lv12Hf5PUc3qsd2JUmSJGmNUusR0Ij4Vf7yZWA/YEJEPA28x/JFgCqVUrqwtn2mlOZGxFhgO2Bv4MEKiu0AdM1fP1PbPqqwQbnXdZraK0mSJElrskKm4J7P8tHIRPZM5rfyoyZqnYDmRpAloMdGxIX5okHlnZWfX6tsn9CVRURLoKSafUx/lp+/BP5Zm4AlSZIkScsVsggRZKvSlh4rv6/uKNSfgYlAZ+DhiNgMICI6R8RvgaF5ufNWCDRiQESk/Bi2UpvrAWMj4oR8H9DSOi0iYuuIuAs4Kb98XUppZh3ilyRJkqQ1Wq1HQFNKhSatdZJSWhgRB5NNrx0EvBMRc8j2/GxBNhp7XkrpyVo2PQi4CSAiFpFNs+0MtC1X5lbg7Dp9AEmSJElawxUyBbfBpJTejIgtgHPJpvz2A74AXgGuSinV9tnPScBRwF7A9sA6QE9gETCebMrtLSmlF+vnE0iSJEnSmqtJJaAAKaUpZKvwnlbD8hOoZOpvSmkJcG9+SJIkSZJWowaZTitJkiRJWvPUKQGNiN4RcW5E/CMipkXE0vyYll87t0j7hEqSJEmSGrmCE9CI+D7wEXAxsDvZs5Mt86Nnfu1i4KOIOKXuoUqSJEmSmrKCngGNiHOAS1j+bOUc4HVgSn5tbWAboCvQAfhjRHRJKV1e54glSZIkSU1SrUdA8/03LyZLNKcC3wV6p5T2TCkdk1I6OqW0J7AWcBzLk9LfRMSm9Re6JEmStGa79dZbiQiGDBnS0KHUizFjxhARDBgwoGh9Dhs2jIjg/PPPL1qfa7JCpuD+hGya7RfA11NKd6aUlq5cKKW0NKV0F/D1vGxL4Md1CVaSJElqzkqToeaSUDakWbNmcf7555tYNjKFTMHdE0jA/0spfVRd4ZTShIj4f8BvyfbblCRJ0hruiFtGN3QIdXLf8Xs0dAgAdO3alYEDB7L++us3dCj1okOHDgwcOJB+/frVua1Zs2ZxwQUXAFSZhK6zzjoMHDiQXr161blPVa+QBLT0t+H5WtQpLVv33yRJkiRJABx66KEceuihDR1Gvdl+++0ZN25cUfu89NJLufTSS4va55qskCm4qd6jkCRJkiQ1e4UkoJ/l591qUWfX/PxpAf1JkiRJqkBVixANGDCAiGDMmDHMmDGDM888kw022IC2bdvSr18/Tj75ZCZPnlxl+7fddhs77LADHTt2pEePHuyxxx48/PDDq7RfXk0W9RkyZAgRwa233rrC9aoWISopKeHWW29ljz32oGfPnrRu3ZrevXuz+eabc8IJJ/D444+v0P4GG2xQ9j4iVjjKx1aTeJ944gkOP/xw1l13Xdq2bUufPn3Ycccdufjii/nkk08qradVFTIF9xngq8A5EXF/dc+BRkR/4ByykdN/FNCfJEmSpAJ9+umnDBs2jIkTJ9KhQwcigkmTJnHjjTfy9NNP8/rrr9O9e/dV6p188snceOONALRo0YI2bdrw7LPPMmbMGK6++uoifwo47rjjGDFiRNn7rl27MmfOHKZPn867777Lu+++y7777gtAjx496NWrF9OnTwdg7bXXXqGtTp061ajPJUuWcOKJJ3LnnXeu0O8XX3zB1KlTefnll/nyyy9d6KgWChkBvQ5YBnQH/hkR342INisXiojWEfEd4CWgZ17n2roEK0mSJKl2fvKTn9C9e3deeukl5s+fz7x58xg1ahTdunVjwoQJFT7/eMstt5Qln+eeey4zZsxg5syZTJkyhRNPPJGf/exnTJs2rWif4bnnnmPEiBG0aNGCq666ijlz5jBr1iwWLVrEpEmTuPXWW9lll13Kyj/44IO8+uqrZe+nTJmywnHWWWfVqN8zzjiDO++8k5YtW/LrX/+aKVOmMGvWLBYuXMh///tfLr/8cvr27Vvvn7c5q/UIaEppXEScS7aqbW/gFuD3EfEm8DnZSOfawNeAjmR7gAKcm1J6v16iliSVTbdaeeqTJEnltW3blqeffpqePXsC0KpVKw466CB+8YtfcNZZZ3H//ffz29/+tqx8SokLL7wQyEZBL7nkkrJ7a621FjfeeCOTJ0/m0UcfLdpn+Ne//gXAN7/5TU4//fSy6xHBOuusw/e+97167/Odd97h+uuvB+CPf/wjw4cPL7vXqlUrvvKVr9Q4kdVyhYyAklK6Avg+sIAswexEtt/nIcCh+etO+b35wCkppSvrIV5JkiRJtTB8+PCy5LO8Qw45BICPPvqI+fPnl11//fXXmTBhAgBnn312hW2ec8459R5nVbp06QLA559/TklJSVH6vOOOO0gpsckmm6yQfKpuCkpAAVJKNwD9gbOBp4ApwJL8mJJfOxsYkFL6S91DlSRJklRb2223XYXXy++1OWvWrLLXb7zxBgB9+vRh4403rrDujjvuSOvWresvyGp84xvfoE2bNrz++usMGTKEO++8k0mTJq3WPktHXffff//V2s+apuAEFCClNCOldEVKaZ+UUr+UUvv86JdfuyKl9EV9BStJkiSpdjp37lzh9Xbt2pW9Xrp0adnr0oV71llnnUrbbNOmTYWjqqvLxhtvzPXXX0/79u15/vnnOe644+jXrx8bbLABP/jBD8qS5vo0depUANZff/16b3tNVqcEVJIkSVLzklJq6BAqdMIJJ/DRRx9x9dVXc/DBB9OzZ08mTJjAn/70J7bddtsVnlWtD431e2jqTEAlSZIklenduzdAlXuELlmyhC++qHiiY6tW2TqnixYtqrT+7NmzC4pt7bXX5rTTTmPkyJFMmzaNV155hUMPPZSUEr/85S956623Cmq3In369AFg4sSJ9damTEAlSZIklbPNNtsA2dYl48ePr7DMyy+/vMK03fK6desGZPuPVmT+/Pm89957dY4zIthuu+247777WHfddSkpKeGFF14ou9+ixfJUp5DRzB133BGAxx57rM6xarlKE9CI+DA/xldyvZCj4t9gSZIkSY3CoEGD6N+/PwBXXHFFhWXKb9uysi233BKAJ598ssJR0KuuuorFixfXKqYlS5ZUeq9ly5ZlCyKVb7d05VxYcZGlmjruuOOICMaNG8ef//znWtdXxaoaAR1Q7qjseiGHJEmSpCosXbqU6dOnV3lUNgJZVxHBL3/5SwD+9Kc/8ctf/pI5c+YAMG3aNIYPH84TTzxBhw4dKqx/4IEH0r59e6ZNm8Z3v/tdPv/8cyCbdvub3/yG888/n65du9YqpvPOO4/DDz+ckSNHMmPGjLLrU6dO5dRTT+Wjjz4iIth7773L7nXr1o2+ffsCcMstt9SqP4DNN9+cU045BYAf/ehHnH/++WWfZdmyZfzvf//j/PPP509/+lOt216Ttari3m21vC5JkiSpHrz00ktlz2JWZvTo0aut/xNOOIEXX3yRW265hYsvvphLL72ULl26lI0kXnvttVx++eV8/PHHtG3bdoW6PXr04LLLLuO0007jvvvu47777qNbt27MmTOHkpISLrjgAv7xj3/w7LPP1jieL7/8kgceeIAHHngAyEY3U0rMnTu3rMzFF1/MFltssUK9k046iQsvvJCf/vSn/OpXv6JXr14AnH766Zx++unV9nv11VczY8YM7r33Xi644AIuuOACunXrxrx58/jyyy8B+PWvf13jz6EqEtCU0vG1uS5JkiSpeYgIbr75ZnbddVeuv/563nnnHVJKDBkyhJ/97Gfst99+ZaOkpc98lnfqqafSp08frrrqKt566y1KSkrYeeedOfPMMznkkEP4xz/+Uat4zjjjDDbaaCOeeeYZ3nvvPSZPnszixYtZb731+PrXv86PfvQjdt1111Xq/epXv6Jjx47cddddfPDBB2ULCtV0Sm7btm255557OPbYY7nxxht55ZVXmDFjBr169WLAgAEceOCBfO9736vVZ1nThcsL16/BgwensWPHNnQYamaGDBkCwJgxYxo0DjUu/l5Iaozee+89Nt1004YOQ6vZ+PHj2XjjjWnTpg1z586lTZs2DR2SVqPa/ncdEa+llAZXdK+qKbiVNVa6E+tnKaVlNazTEugHkFL6uLZ9SpIkSWo8Shch2m233Uw+VSuFbMMyAfgQGFiLOgPK1ZMkSZLUyB1//PHcf//9K+z3+dFHH/HDH/6QG264AYCf/vSnDRWemqhaj4Dmosj1JEmSJBXRU089xa233gpAx44dadGixQqL/vz85z9n3333baDo1FQVmoDWVmniWVKk/iRJkiTVweWXX86oUaN44403mDp1KgsWLKBv377stNNO/PCHP2TPPfds6BDVBBUrAV0nP8+tspQkSZLqnYuWqRBHH300Rx99dEOHoWamLglotcvnRkRrYCPg5/ml9+vQnyRJkiSpCas2AY2Iila6DeDtiFo90pmA+2tTQZIkSZLUfNRkBLSyLLO2CwrdC1xdyzqSJEmSpGaiJgnoBSu9/zXZaOafgM+rqJeARcBk4KWU0viCIpQkSZIkNQvVJqAppRUS0Ij4df7yDymld1dLVJIkSZKkZqeQRYiOz8+f1mcgkiRJkqTmrdYJaErpttURiCRJkiSpeWvR0AFIkiRJktYMddkHFICI6A58DegFtKea1XFTSrfXtU9JkiRJUtNTcAIaEUPIVsjdpRbVEmACKkmSJElroIIS0Ij4AXAd2WhnbfcDlSRJkiStgWr9DGhEbApcS5Z4/gc4BDggv52AjYDtgB8Ar+fXXwA2BzasW7iSJEmS6tP5559PRDBs2LBV7g0YMICIYMyYMfXaZ0QQEUyYMKFe21XjV8giRD8BWgLTgV1TSn8HPi69mVL6KKX0Wkrpz2SJ6OVk03SvSylNrIeYJUmSpGZp2LBhZclZ+aNz585svvnm/PCHP+S9995r6DClghUyBXd3spHOa1NKc6sqmFJKwDkRsS2wR0SckFK6uYA+JUmS1Ixc8vd/N3QIdXLeQVuv1vZbt25Njx49AEgpMX36dN59913effddbrrpJu68806OOOKI1RoDwEYbbUS7du3o0KFDvbY7cOBAIPucWrMUMgK6bn5+vdy1VPoiIir6LbqBbMrudwroT5IkSVqjfP3rX2fKlClMmTKFqVOnsmjRIh577DEGDBjAkiVLOP7445k2bdpqj+OZZ55h3LhxbL/99vXa7rhx4xg3bhz9+vWr13bV+BWSgLbLz5PKXZtf7nX3Cup8kJ83K6A/SZIkaY3WunVr9t13X+666y4A5s+fzwMPPNDAUUm1V0gCOiM/dyx3bRrLR0G/WkGdXvm5WwH9SZIkSQJ22mknOnXqBMC77767yv0lS5bw+9//nl133ZUePXrQtm1b+vfvzwknnFDQs6PVLUL07rvvctRRR7HWWmvRvn17NtlkE37961+zaNGiKhc3qm4RovHjx3PKKaew4YYb0q5dO7p3785uu+3GjTfeyLJlywqKtbp+R40axf7778/aa69dNgV64MCBHH300dxzzz2VtqnaKeQZ0HHAWsBXgJcAUkoLIuJ/+bWDyFa9Le/Q/Lz65wlIkiRJzVi2zAqrJGKTJ09mv/3248033wSgRYsWdOzYkY8//phbbrmFu+++m7vuuouhQ4fWSxxPP/00Bx54IIsWLQKgS5cufPTRR1x44YU8+eSTDBkypKB2H374YY444oiydrt27cr8+fN5/vnnef7557nnnnsYOXIkHTt2rKalmvv5z3/OJZdcUva+c+fOLFy4kP/+97/897//ZfTo0Rx11FH11t+arJAR0BfInufcbaXrD+bXT42I4yOiY0SsFRFnAyeRjZD+o07RSpIkSWuwl156ifnzs6ffNtxw+Q6HS5cu5eCDD+bNN99kt91247nnnmPhwoXMmTOHKVOm8NOf/pRFixZx3HHHMX78+DrHMX36dL797W+zaNEitt9+e/7zn/8we/Zs5s2bx1133cXbb7/Nn/70p1q3O378+LJ2d999d8aNG8esWbOYO3cuf/7zn2nbti1PP/00p512Wp0/Q6kJEyZw2WWXAXDuuecybdo05syZw8KFC5k6dSr3338/BxxwQDWtqKYKSUAfzs8HR0S7ctevJJue2xq4EZgDTAYuJdu2ZRFwWeGhSpIkSWumpUuX8sQTT/Cd72RrerZu3XqFEbnbbruNV199le22244nn3ySXXfdlTZt2gCw9tprc8UVV/CDH/yABQsWcNVVV9U5nuuuu44vvviCtdZaiyeeeIItttiiLK5jjjmGm266iVmzZtW63UsuuYT58+ez0UYb8eijj5atltu2bVuGDx/OtddeC8DNN9/MBx98UFVTNfbKK69QUlLCJptswiWXXEKvXr3K7q211locdthh3HTTTfXSlwpIQFNKLwPHA+dQbsGhlNIXwD7ABLKR0PLH58ChKSU3LZIkaTUaMmRIwdPeJDUeL730En369KFPnz6svfbatGvXjn333ZcJEybQokUL/vSnP7HuuuuWlb/tttsA+NGPfkTbtm0rbPOYY44B4KmnnqpzfA8++CAAw4cPp1u3bqvcP/LII1cYoa2JlFLZwkpnnHFGhVu/nHTSSfTr14+UEvfff3/tA69Aly5dAJg9ezYLFiyolzZVuUKeASWldFsl11+LiE2APYHN8/b/BzyRUvKnKUmSJNXA0qVLmTp16irXe/ToweOPP852221Xdu3LL7/klVdeAeDMM8/knHPOqbDN0mdGP/nkEwDef//9gmJbvHhx2QJIu+yyS6XldtllFz788MMat/vhhx8ye/ZsAPbYY48Ky7Ro0YIhQ4Zw11138frrr1dYprZ22GEHevToweTJk9lpp5340Y9+xN57780GG2xQL+1rRYVMwa1SSmlpSumJlNLvUkq/TSn9zeRTkiRJqrndd9+dlBIpJRYtWsS///1vDj/8cGbMmMFJJ53EzJkzy8rOmDGDJUuWlL2eOnVqhcf06dMBWLhwYZ1imzlzJiUlJQCss846lZbr27dvrdotv69pVfuDlo781tc+qN27d+eOO+6gW7duvPXWW2Wr766zzjp873vf49lnn62XfpSp9wRUkiRJUv1p27YtX/va17j33nvZZ599ypKkUqXJIMCbb75ZlrhWddRFXevXxOLFi1d7H+Xtv//+TJgwgRtuuIEjjzySvn37MmXKFG6//XaGDBnC8OHDixpPc2YCKkmSJDUBEcG1115Ly5Ytue+++8pG5nr27EnLli2BivcGrW89evSgRYssjZg8eXKl5aq6V5HevXuXvZ44cWKl5T799NNVygO0apU9XVi6fcvKSqf3VqZr166cfPLJ3HPPPXz22We88847nHzyyQD85S9/4ZFHHqn+Q6halSagEbHb6jiK+eEkSZKk5uSrX/1q2eq3P//5z4Fs5dnBgwcDyxcHWp3atm3LZpttBsALL7xQabmq7lVkww03LFvQaPTo0RWWKSkpYcyYMQAMGjRohXuldUsT1JW9+uqrtYpns80244YbbmDHHXcEcCpuPalqBHQMMLqeD/cBlSRJkurgZz/7GQAvvvhiWTI2bNgwAB544IFKk7dS5Z8fLdShhx4KZCODFY0sPvDAA7XebzQiGDp0KADXXHNNhSvS3njjjXz22WdEBIcffvgK97bccksARo0atUq9lBL/7//9vwr7LX1+tjLt27cHij8tuLmqbgruytup1MchSZIkqUBbb7013/jGNwC4+OKLATjxxBPZcccdKSkp4Vvf+hbXXHMNM2bMKKvz+eefc/fddzNkyBCuueaaOsfwk5/8hB49ejB16lT2228/3nnnHSBbkfevf/0rxx9/fIXbs1TnvPPOo2PHjkyaNIkDDjigbKXexYsX85e//IVTTz217PNuvPHGK9Q98sgjAXjkkUf4f//v/zF//nwAJkyYwNFHH83YsWMr7PP6669nn332YcSIEStMG541axaXXHJJWZK/zz771PrzaFVVbcNS8drHkiRJkhrU2WefzdNPP80zzzzDP//5T3baaSdGjRrF0KFDefHFFzn99NM544wz6NatG0uXLmXevHlldSvb4qQ2evfuzYgRIzj44IP55z//yRZbbEHXrl1ZtGgRixcvZuedd2bXXXflsssuq3Rf0opstNFG3H333Rx55JGMGTOGTTbZhG7dujF//nyWLl0KwF577cXVV1+9St399tuPoUOH8uCDD/J///d/nHfeeXTp0oVZs2bRrl07Ro0aVWESmVLiySef5MknnwSgY8eOtG7dmlmzZpWVGT58OPvvv3/tviRVqNIENKXkJGdJkiSpEdp7773ZZptteOONN7j44ot55JFHWGuttXj22We55557uOuuu3jttdeYMWMGbdq0YZNNNmHnnXfmsMMOKxs9rat99tmHsWPHcsEFFzB69Gjmz5/PBhtswNFHH80555xTth9pbUdCDzzwQP7zn//w29/+lqeeeopJkybRoUMHttxyS7773e9ywgknlC26tLK7776bK664gttvv52PPvqI1q1bc9hhh/GrX/2KrbbaqsI6xxxzDJ06deLpp5/mrbfeYvLkycybN4911lmH7bbbjhNPPJGDDjqoVp9BlYtiLKO8Jhk8eHCqbHhfKtSQIUMAyqaASODvhSrm74UqUszfi/fee49NN910tfejuiud3jpw4MDV0v6uu+7KCy+8wC233FL2jKqaptr+dx0Rr6WUBld0z21YJEmSJNWrf/7zn7zwwgu0aNGCvfbaq6HDUSNS1TOg1YqIFmTPiu4E9AE6AD9PKU0uV6ZN3s+ylJJLR0mSJEnNwA033MD06dM56qijGDBgAC1btmTevHk8+OCDnHHGGUC2MNB6663XwJGqMSk4AY2I/YHrgAEr3boCKL/r7El5uXkR0TelNL/QPiVJkiQ1Dh9//DG/+c1v+PnPf07Lli3p2rUrs2bNoqSkBMhW673uuusaOEo1NgUloBFxPPAXlk/h/QLoCVT0QOmNwMVAV+BgYEQhfUqSJElqPL797W+zcOFCnn32WT799FNmzJhBly5d2GyzzTj88MP5/ve/X7aHplSq1gloRGwAXE+2p+ezwA9TSu9FRElF5VNKSyLiAeBE4JuYgEqSJElN3hZbbMGVV17Z0GGoiSlkEaLTgTbAOGDflNJ7NajzQn7epoD+JEmSJEnNQCEJ6DfIptpeXYtFhf6Xn9cvoD9JkiRJUjNQSAJauozV67WoU7rwUMcC+pMkSZIkNQOFJKAt83O7WtTpkZ/nFtCfJEmSJKkZKCQBLd1iZYNa1NklP39cQH+SJElqQlKqaGMESU1Rff/3XMg2LC8AGwLHAHdWVzgiugDfJ3tu9NkC+tMa7GuHHtfQITQK49/O1vry+8i8+bc7GjoESVIlWrVqxZIlS2jbtm1DhyKpHixdupSWLVtWX7CGChkBvTU/7xMRB1ZVMCK6AQ8C65AloDcW0J8kSZKaiK5du/LFF184Cio1E3PmzKFz58711l6tE9CU0hjgfrJ9QB+IiGsjYrdyRfpExK4R8Rvgv8Ae5MlnSunteohZkiRJjVSPHj1YvHgxn376KXPnzmXZsmUmo1ITk1JiyZIlTJ8+nZkzZ9KjR4/qK9VQIVNwAb4LdAf2An6UH6X/y/JUuXKRnx8DflJgX5IkSWoiWrVqRf/+/Zk5cyYzZ85k0qRJlJSUNHRYqsCUKVMA/PmoQi1btqRz586sv/769TqlvqAENKW0KCK+CZwO/BToW0nR6cBvgSuTf/qSJElaI7Ro0YKePXvSs2fPhg5FVfjBD34AwJgxYxo2EK1RCh0BJU8or4qI64DtgcHAWmTbtEwH3gBeSCktqY9AJUmSJElNW60T0Ig4NX/5Zkrp2ZTSl8BL+SFJkiRJUoUKGQG9mux5zyPqNxRJkiRJUnNWyDYsM/PzR/UZiCRJkiSpeSskAS1NPH2qXJIkSZJUY4UkoH8j217loHqORZIkSZLUjBWSgF5LNgo6PN+KRZIkSZKkatU6AU0pzQW+CYwDHomIGyNij4joERFR7xFKkiRJkpqFQrZhWVb+LXB8fpTer6p6SikVvPeoJEmSJKnpKiQZXDnDdNRTkiRJklStQhLQC+o9CkmSJElSs1frBDSlZAIqSZIkSaq1Qp4BPTV/+WZK6dl6jkeSJEmS1EwVMgX3aiABR9RvKJIkSZKk5qyQfUBn5ueP6jMQSZIkSVLzVkgCWpp49qzPQCRJkiRJzVshCejfyLZeOaieY5EkSZIkNWOFJKDXko2CDo+Ib9ZzPJIkSZKkZqrWCWhKaS7wTWAc8EhE3BgRe0REj4iIeo9QkiRJktQsFLINy7Lyb4Hj86P0flXVU0qpkJV3JUmSJElNXCFTcKPcsfL7mhx1EhF9IuKaiBgfEYsiYmpEPBQRexXY3voRcXrexscRsTgi5kbEmxFxWUSsU9eYJUmSJEmF7QN6Qb1HUUMRsRXwD5avwDsH6AV8CzggIs5LKV1Wi/bWAyawYmI8B+gIbJUfwyPisJTS6Lp/AkmSJElac9U6AU0pNUgCGhHtgb+TJZ9vAMellN6JiC7Ar4CfApdGxOsppSdr2GzL/PwIcCvwTEppZkS0AfYC/gBsAIyMiIEppSn194kkSZIkac1SyBTchnIK0B+YBxyYUnoHIKU0J6V0FjAyL3dpLdqcCWyTUvpWSun+lNLMvM0lKaXHgP2BRUCXvH9JkiRJUoGaUgJ6bH4ekVL6rIL7l+fnQRGxSU0aTCnNTim9WcX9ccC/8rfb1jhSSZIkSdIq6rwibUS0BXYAtgR65JdnAP8BXk4pLa6HPjqzPAF8opJi/wJmA12BPcm2iakPX+TnllWWkiRJkiRVqeAENCI6AucDJ5FNUa3InIj4C3BBSml+oX0Bm7J8oaB3KiqQUiqJiPeB7YHN6tBXmYhoBeycv327PtqUJEmSpDVVQVNwI2J94N/AmWQjjpVtudKVbHGgNyJi3TrEWX4rlElVlCu9V19bp/wI6AOUALfXU5uSJEmStEaq9QhoPir4KLBRful94BayKbBTyBLPtcmm5R4PbAJsDDwaEduklJYVEGfHcq8XVlFuQX7uVEAfK8i3fLkkf/v70kWPJEmSJEmFKWQE9ESyKa4J+C2wRUrptyml51JK/00pvZ+/vpzsudD/l9fbPK9biKi+SP2JiHXIVtXtALwGnFNN+eERMTYixk6bNq0IEUqSJElS01NIAnpEfn44pfR/VY1oppSWpZTOBR4mSyKPqKxsNeaVe92+inIdKihfKxHRA3iSbP/P/wEHpJQWVVUnpXRDSmlwSmlw7969C+1akiRJkpq1QhLQLclGP2+sRZ2/5OetCugPVnzus28V5UrvTS6kk4joSrbK7hbAx8A3UkpTC2lLkiRJkrSiQhLQbvn501rUKS3btYD+INtSJeWvN6+oQES0AAbmb9+tbQf5qr6PAoPJnmX9Rkrp49qHKkmSJEmqSCEJ6Mz8vF4t6pSugDurgP5IKc0FxuZv966k2A4sT3CfqU37EdEeeAj4Otm+n99IKf2vgFAlSZIkSZUoJAH9T34+uRZ1TsrPbxXQX6kR+fnYfJGglZ2Vn19LKb1f00Yjog3wILAHWYL8TVe8lSRJkqT6V0gCeh/ZgkL7R8TlEdGysoIR0SIifgMcSDaF9r7CwgTgz8BEoDPwcERslvfROSJ+CwzNy523UgwDIiLlx7CV7rUkS2z3BeYC+6WUXq9DjJIkSZKkStR6H1DgZuAnZM9ingkcHBG3ke0D+jlZolm6D+hxwFfzem/ndQuSUloYEQeTTa8dBLwTEXPI9vxskfd7XkrpyVo0uzNwWP66NTAyotIdXz5JKW1XUPCSJEmSpNonoCmlLyNif7JEcGNgI+DCKqoE2XYm+1e1ZUsN+34zIrYAzgW+BfQje2bzFeCqlFKtnv1kxRHgdvlRmSq3YpEkSZIkVa2QEVBSSp9ExNbAr8me7+xeSdGZZFuwXJhSWlBQhKv2PQU4LT9qUn4CWRJc0b0xld2TJEmSJNWvghJQgDyhPCcifkG2dckWQI/89gyyKbdjU0pL6xylJEmSJKnJKzgBLZUnmP/MD0mSJEmSKlTIKriSJEmSJNVatSOgEdGP5SvFvpU/N1kjEbEHsGX+9t78+U1JkiRJ0hqoJlNwLweOAqYB29ay/f8CdwO9gW2A42tZX5IkSZLUTFQ5BTci+pMlnwDnpJQ+q03jefmfka00+518NFWSJEmStAaq7hnQY8iSx/HA7QX2cSfZSGgL4NgC25AkSZIkNXHVJaC7AQl4MKWUCukgr/cgWSK7eyFtSJIkSZKavuoS0C3y8wt17Oel/LxllaUkSZIkSc1WdQloj/w8uY79lK5+27OO7UiSJEmSmqia7gNak9Vyq9IyPxc0jVeSJEmS1PRVl4BOy89969jPOvl5eh3bkSRJkiQ1UdUloB/m593q2M+Q/Dy+ju1IkiRJkpqo6hLQp8lWrz02IjoX0kFe71iy6bfPFNKGJEmSJKnpqy4BvRdYRrZ40NUF9nFNXn8ZcE+BbUiSJEmSmrgqE9CU0gfA7WSjoMMi4saI6FCThiOiQ0TcBAwjG/28LaXkFFxJkiRJWkPVZBXcM4BxZEno8cD/IuL8iNg+IlqXLxgRrfPrFwL/I0s+Ad4Dzqy/sCVJkiRJTU2126uklOZExH7Aw8DmQB/gl/lREhGzgflAR6Ary5PayM9vAwemlObWc+ySJEmSpCakRvuAppQmAtuTPc+5iCy5DLL9PXsA6+bnluXuLSR7bnSHvL4kSZIkaQ1W7QhoqZTSQuCMiLgY+DawO7A12QJDnYG5wBfAv4Fngb+mlL6o53glSZIkSU1UjRPQUnlS+Yf8kCRJkiSpRmo0BVeSJEmSpLoyAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkiRJkqSiMAGVJEmSJBWFCagkSZIkqShMQCVJkiRJRdGqshsR8eFq6C+llDZaDe1KkiRJkhq5ShNQYMBq6C+thjYlSZIkSU1AVQnobUWLQpIkSZLU7FWagKaUji9mIJIkSZKk5s1FiCRJkiRJRWECKkmSJEkqChNQSZIkSVJRVLUIUY1FxACgF9AeiKrKppSeq48+JUmSJElNS8EJaEQMBM4DDgK61LBaqkufkiRJkqSmq6BkMCIOAe4C2lHNiKckSZIkSVBAAhoR6wF3kk23/Qy4HFgA3EA2wvkNoAcwGDgO6Au8AJwPLKuPoCVJkiRJTU8hI6CnAh2AucAOKaVJEbF56c2U0uj85QMRcSFwE3AUcGJK6di6BixJkiRJapoKWQX3G2QjnX9MKU2qqmBKaSHwHeAN4NsRcVgB/UmSJEmSmoFCEtAB+fmlctdS6YuIWGFUNaVUAlxL9qzoCQX0J0mSJElqBgpJQDvm50/KXVtQ7nXXCuq8k5+/VkB/kiRJkqRmoJAEdHZ+blfu2hflXm9UQZ3SpLRXAf1JkiRJkpqBQhLQ9/PzhqUXUkpzgYn5229WUGfv/DyrgP4kSZIkSc1AIQnoP/Pzjitdf5jsOc+fRcQepRcj4kjgNLLnRF8sJEhJkiRJUtNXSAL6KFmiOTQiWpa7XrofaCfg6YiYFhFzgbvJpuuW5GUkSZIkSWugQhLQMcAFwC1Av9KLKaWPgSPInhENoCfZgkUBLAZOTin9q47xSpIkSZKaqFbVF1lRSimRJaAV3XssIjYmS0Q3z9v/H3BvSumzugQqSZIkSWraap2AVielNAP4c323K0mSJElq2gqZgitJkiRJUq2ZgEqSJEmSiqLSKbgRsX7p63yBoVWuF6J8W5IkSZKkNUdVz4B+lJ/TSuU+qqBsTa3cliRJkiRpDVFVMhi1vC5JkiRJUqWqSkCPr+V1SZIkSZIqVWkCmlK6rTbXJUmSJEmqiqvgSpIkSZKKotYLAkXEd/OXI1NKc2pYpxMwFCCldHtt+5QkSZIkNX2FrEh7K9lqtmOBd2tYZ+28XglgAipJkiRJa6BiT8F1BV1JkiRJWkMVKwFtmZ+/LFJ/kiRJkqRGplgJ6MD8PKNI/UmSJEmSGplqnwGNiN0qubVdRPSqpnpbYCPgLLLnRv9dq+gkSZIkSc1GTRYhGkOWPJYXwM216CfyNv5cizqSVKHNTrukoUNoFCZ+8DHg91Hq3WvOa+gQJElSNWo6BTfKHRVdq+74FPhRSmlkvUQtSZIkSWpyajICuke51wH8g2w080TgoyrqJWARMDml9EnBEUqSJEmSmoVqE9CU0rPl30eUDYK+klKq6T6gkiRJkqQ1XE1GQFe2DdnopqOakiRJkqQaK2QbljeA18mm4EqSJEmSVCOFJKCLyJ4F/Wc9xyJJkiRJasYKSUAn5+eVt2aRJEmSJKlShSSgY/LzdvUYhyRJkiSpmSskAf098CVwVkR0red4JEmSJEnNVK0T0JTSG8CPgXWB5yNil3qPSpIkSZLU7NR6G5aIuDl/+T6wBfBsRHwCvAXMBJZVUT2llFw9V5IkSZLWQIXsAzqM5QsQJbIVcdcH1qumXuTlTUAlSZIkaQ1USAL6Ma6AK0mSJEmqpVonoCmlAashDkmSJElSM1fIKriSJEmSJNVaIVNwJUmSmoQjbhnd0CE0Cu9MmQX4fZS67/g9GjoEaY3lCKgkSZIkqSjqZQQ0IloC3YH2ZKvdViql9HF99ClJkiRJaloKTkAjohfwE+AQYDNqNpqa6tKnJEmSJKnpKigZjIivAw8CvalmxFOSJEmSJCggAY2InsAooCcwD7gRmAWcTzbCeRLQAxgMHAS0A14EbqqPgCVJkiRJTVMhI6A/Jks+FwM7pZTeiYjNyRJQUkq3lBaMiHWAu4DdgX+mlM6pc8SSJEmSpCapkFVw9yMb6bw5pfROVQVTSpOBA4DxwFkRsWcB/UmSJEmSmoFCEtCN8/PT5a6l0hf5irjLb6S0ELiK7FnR7xfQnyRJkiSpGSgkAe2SnyeWu7ao3OvOFdQZm593KKA/SZIkSVIzUEgCOi8/l39+dEa51wMqqNMuP69VQH8riIg+EXFNRIyPiEURMTUiHoqIvQpsr3NEHBQRF0XEYxExPSJSfmxS13glSZIkSZlCEtAP8vP6pRdSSrOAKfnbPSqos0t+nl9Af2UiYivgbeBUYEOyhZB6Ad8CnoqI/yug2b3IVvX9BbAv2QJLkiRJkqR6VkgC+nJ+3m6l64+TPed5dkR8pfRiROwI/IzsOdFXCwkyb6c98HeyBPENYIuUUlegO3Bl3velEfHNApr/HHgUuAAYXmiMkiRJkqTKFZKAPkGW7A1d6frvgC/Jptm+ExGvRsS7wPNAt7zMNQXGCXAK0J9sCvCBpSvwppTmpJTOAkbm5S6tZbsPpZTWTikdkFI6H3iqDjFKkiRJkipRaAJ6O/CviNig9GJK6W3gB8AysudDtwU2AUpXxT0/pfR4HWI9Nj+PSCl9VsH9y/PzoNo8u5lSWlaHmCRJkiRJNdSq+iIrSiktBYZVcu+miHghv7953v7/gDtSSmMrqlMTEdGZLKGFLAGuyL+A2UBXYE9gXKH9SZIkSZLqX60T0OqklN4Hzq3nZjclm/YL8E4l/ZZExPvA9sBm9dy/JEmSJKmOapSARkRb4ERgP7LnMFsCk4B/ADeklL5YbRFm1in3elIV5UrvrVNFGUmSJElSA6g2AY2Ir5KtELvBSrc2IZvqenZEDE0pjV4N8ZXqWO71wirKLcjPnVZjLJIkSZKkAlS5CFE+8jmKbM/NqOToCjwYEeuuxjij+iINJyKGR8TYiBg7bdq0hg5HkiRJkhql6lbB/Q4wkGwPz1eAvYHOQDuyZy1H5eW6AD9dTTFCtvVKqfZVlOtQQfnVLqV0Q0ppcEppcO/evYvZtSRJkiQ1GdUloIfk5/eA3VNKz6SU5qeUlqSUxqaUDgUeJhuhPHQ1xln+uc++VZQrvTd5NcYiSZIkSSpAdc+Afo1s9PPqlNLiSspcAnwLWC8iuqaUZtdngLlxeRxBtr3L+ysXiIgWZKO1AO+uhhgkSY3YV6/4W0OH0Ch8+sl0wO+j1Nd6dmvoECRJ5VSXgPbKz/+uokz5ez3J9uKsVymluRExFtiObBrwgxUU24HseVSAZ+o7BkmSJDUPl/z93w0dQqPw8RfZU2t+H5nzDtq6oUNYI1Q3Bbddfl5QWYGU0qIKyq8OI/LzsRFR0TYrZ+Xn1/K9SCVJkiRJjUh1CWhj8mdgItkiSA9HxGYAEdE5In4LDM3LnVe+UkQMiIiUH8MqajgiepUeQPdyt7qVv5dP85UkSZIkFaDafUAbi5TSwog4mGx67SDgnYiYQ7bnZwuyZ0TPSyk9WUDzle2d8s+V3m8ATCigfUmSJEla49U0Af1hRHxeH+VSShfWsM+K6r4ZEVsA55ItfNQP+IJsi5irUko++ylJkiRJjVRNE9AfVHM/1bAcQMEJKEBKaQpwWn7UpPwEstVzqypT5X1JkiRJUt3VJAGtz+QsVV9EkiRJktQcVZeA7lGUKCRJkiRJzV6VCWhK6dliBSJJkiRJat7cVkSSJEmSVBQmoJIkSZKkoqi3BDQi+kbEzRFxU321KUmSJElqPupzBLQ7MCw/JEmSJElagVNwJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFK3qsa35wHNAqsc2JUmSJEnNRL0loCmlCcCQ+mpPkiRJktS81OcIqKTVZKNdv9nQIUiSJEl15jOgkiRJkqSiqHQENCJ2K32dUnquouuFKN+WJEmSJGnNUdUU3DFkCwqllcqVXi/Eym1JkiRJktYQ1SWDUcvrkiRJkiRVqKoEdI9aXpckSZIkqVKVJqAppWdrc12SJEmSpKq4Cq4kSZIkqShMQCVJkiRJRWECKkmSJEkqioK3RImIVsABwK7AhkBnoGU11VJKaa9C+5QkSZIkNV0FJaARMQS4BVi//OUqqqT8fqH7h0qSJEmSmrhaJ6ARsTXwGNCGLKlcBPwPmAWU1GNskiRJkqRmpJAR0POBtsBi4EzglpTSovoMSpIkSZLU/BSSgO5CNpX2Nyml6+s5HkmSJElSM1XIKrjt8vPj9RmIJEmSJKl5KyQBnZCfW9djHJIkSZKkZq6QBHRkft6tHuOQJEmSJDVzhSSg1wCTgbMiYkD9hiNJkiRJaq5qnYCmlKYB+wMLgZcj4qSI6FrvkUmSJEmSmpVCVsElpfRWROwGvAz8GfhTREwHFlRfNW1USJ+SJEmSpKatoAQ0Ig4DbgI6A5Efa9WgaiqkP0mSJElS01frBDQidgL+CrTML00E3gJmASX1FpkkSZIkqVkpZAT0F2TJ52zg2JTSo/UbkiRJkiSpOSpkFdxtyabS/trkU5IkSZJUU4UkoB3z8wv1GYgkSZIkqXkrJAH9KD93qM9AJEmSJEnNWyEJ6INkq97uU8+xSJIkSZKasUIS0CuB/wGnR8Tgeo5HkiRJktRM1ToBTSnNBfYC3gaei4jfRMRWEdGu3qOTJEmSJDUbhewDuqz8W+D/8oOIqK56SikVsvWLJEmSJKmJKyQZXDnLrDbrlCRJkiSpkAT0gnqPQpIkSZLU7NU6AU0pmYBKkiRJkmqtkFVwJUmSJEmqNRNQSZIkSVJR1HlF2ojYCNgJ6AN0AP6YUppe13YlSZIkSc1LwQloRGwNXAPsstKt+4Hp5cr9CPg1MBvYLKW0tNA+JUmSJElNV0FTcCNiX+AlsuQzyh0VuR1oD2wIHFBIf5IkSZKkpq/WCWhErAX8FWgHjAP2B7pUVj6lNBf4e/52vwJilCRJkiQ1A4WMgJ5GlnB+AuySUno8pTSvmjpjyEZIty2gP0mSJElSM1BIArofkIDfpZRm1rDOuPw8oID+JEmSJEnNQCEJ6Ib5+V+1qDMnP1c6VVeSJEmS1LwVkoC2LaBOaeI5v4C6kiRJkqRmoJAE9PP8vEEt6myfnycV0J8kSZIkqRkoJAEtnXp7YE0KR0Rr4BSy50ZfKKA/SZIkSVIzUEgCOoJsRdujImKHqgrmyeetwMb5pdsK6E+SJEmS1AzUOgFNKY0CnsvrPhkRZ0bE+uXLRMR6EXEy8G/g22Sjn6NSSi/VPWRJkiRJUlPUqsB6h5Ht7bk5cHl+pPzeGyu1G8DrwPcK7EuSJEmS1AwUMgWXlNIXZAsLXQcsIksyS4/W5V4vBf4I7JpSmlsfAUuSJEmSmqZCR0BJKS0ETouIC4F9gMHAWkBLYDrZSOijKaUp9RGoJEmSJKlpKzgBLZWPho7ID0mSJEmSKlTQFFxJkiRJkmqrziOgK4uIbsBGQAkwMaU0o777kCRJkiQ1PdWOgEZEm/xoWU25TSPiCWAa8AowFvg8Iv4REdvUT7iSJEmSpKaqygQ0IvoDC4EFwA+qKLc18E/gG2SLEJWugtsCGAK8GBG710vEkiRJkqQmqboR0N3JEslFwK0VFchHRkcAXfKyS4DngXuAD/Ji7YDbIqJd3UOWJEmSJDVFNUlAAZ5MKc2rpMxQYBMgAZ8Ag1NKu6eUjk4pfRW4OC+3HnBkXQOWJEmSJDVN1SWgW5AllmOqKHNUudenpZTeLn8zpfQr4F/522/VNkBJkiRJUvNQXQK6Vn5+q4oyu+XnL4C/V1LmDrLpuVvVPDRJkiRJUnNSXQLaOz9XuJVKRGwE9CIbJX0upVRSSTulCWyfWkcoSZIkSWoWqktAS+9XtnjQduVev1ZFO3Pzc4eaBCVJkiRJan6qS0Cn5+eBldz/ernXr1TRTpf8vKgmQUmSJEmSmp/qEtA3yZ7dPHzlGxERwEH526Vk+4BWZoP8PLm2AUqSJEmSmofqEtCR+flbETFspXvnAOuTPf/5REppQRXt7JSf369tgJIkSZKk5qG6BHQEMDF/fVNEvBwRIyLiDeA35cpdVVkDEdECOJgsUf1XZeUkSZIkSc1bq6puppQWRsS3gSfInuMcnB+QTc0FuCGlNKaKZg4A1iFLQJ+pU7SSJEmSpCaruhFQUkovkyWd95MtIhT5MQE4I6X0g2qa+EV+npK3JUmSJElaA1U5AloqpfQBcGQ+nbY3sDilNKuGfeyZn7+sfXiSJEmSpOaiRgloqZRSCTC1lnXm1yoiSZIkSVKzVO0UXEmSJEmS6oMJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkiRJkqSiMAGVJEmSJBWFCagkSZIkqShMQCVJkiRJRdHkEtCI6BMR10TE+IhYFBFTI+KhiNirMbYrSZIkSco0qQQ0IrYC3gZOBTYEFgO9gG8BT0XE/zWmdiVJkiRJyzWZBDQi2gN/B3oCbwBbpJS6At2BK4EALo2IbzaGdiVJkiRJK2oyCShwCtAfmAccmFJ6ByClNCeldBYwMi93aSNpV5IkSZJUTlNKQI/NzyNSSp9VcP/y/DwoIjZpBO1KkiRJksppEgloRHQGts3fPlFJsX8Bs/PXezZku5IkSZKkVTWJBBTYlOxZTIB3KiqQUioB3s/fbtbA7UqSJEmSVtJUEtB1yr2eVEW50nvrVFGmGO1KkiRJklbSVBLQjuVeL6yi3IL83KmB25UkSZIkraRVQwdQQ1F9kYZrNyKGA8MB1l9//fpoUrk3/3ZHQ4cgNVpD3nwSgDHXnNfAkagxGfLwNQCMOevQBo5EjcmQ27oBcN/xezRsIGpUnvxdNrZy3kFbN2wgWqM0lRHQeeVet6+iXIcKyq/2dlNKN6SUBqeUBvfu3buGXUuSJEnSmqWpJKDln8/sW0W50nuTG7hdSZIkSdJKmkoCOg5I+evNKyoQES2Agfnbdxu4XUmSJEnSSppEAppSmguMzd/uXUmxHYCu+etnGrJdSZIkSdKqmkQCmhuRn4+NiIq2QzkrP7+WUnq/gvvFbleSJEmSVE5TSkD/DEwEOgMPR8RmABHROSJ+CwzNy62wHGREDIiIlB/D6qtdSZIkSVLtNJVtWEgpLYyIg8mmwQ4C3omIOWR7c7Yge5bzvJTSk42hXUmSJEnSiprSCCgppTeBLYBrgQ+BtsAXwCPA3imlyxpTu5IkSZKk5ZrMCGiplNIU4LT8qEn5CUDUd7uSJEmSpNppUiOgkiRJkqSmywRUkiRJklQUJqCSJEmSpKIwAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkiRJkqSiMAGVJEmSJBVFq4YOQJJUmDFjxjR0CJIkSbXiCKgkSZIkqShMQCVJkiRJRWECKkmSJEkqChNQSZIkSVJRmIBKkiRJkorCBFSSJEmSVBQmoJIkSZKkojABlSRJkiQVhQmoJEmSJKkoTEAlSZIkSUVhAipJkiRJKgoTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSpKIwAZUkSZIkFUWrhg5AkiRJq9eYMWMaOgRJAhwBlSRJkiQViQmoJEmSJKkoTEAlSZIkSUVhAipJkiRJKgoTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSpKIwAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkiRJkqSiMAGVJEmSJBWFCagkSZIkqShMQCVJkiRJRWECKkmSJEkqilYNHYAkSao/Y8aMaegQJEmqlAmoJEmStAbyD1ZqCE7BlSRJkiQVhQmoJEmSJKkoTEAlSZIkSUVhAipJkiRJKgoTUEmSJElSUZiASpIkSZKKwgRUkiRJklQUJqCSJEmSpKIwAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkiRJkqSiMAGVJEmSJBWFCagkSZIkqShMQCVJkiRJRWECKkmSJEkqChNQSZIkSVJRmIBKkiRJkorCBFSSJEmSVBQmoJIkSZKkooiUUkPH0KxExDRgYkPHIUlao/UCpjd0EJKkNVb/lFLvim6YgEqS1MxExNiU0uCGjkOSpJU5BVeSJEmSVBQmoJIkSZKkojABlSSp+bmhoQOQJKkiPgMqSZIkSSoKR0AlSZIkSUVhAipJkiRJKgoTUEmSGrGIuDUiUg2O08vVGVNJmaUR8XlEPB0RJ0VEywb8aJKkNVCrhg5AkiTVyFJgRhX351dwbREwu9z7jkBvYK/8OC4i9k0pLay3KCVJqoIjoJIkNQ0vpZT6VHH8pYI696xUpjPQB/htfn834KyifQJJ0hrPBFSSpDVISmlqSukc4Kn80oENGY8kac1iAipJ0prprfzcsUGjkCStUUxAJUlaM22Znz9o0CgkSWsUFyGSJGkNEhG9gTOAbwIlwDUNG5EkaU1iAipJUtPw9YiYUsm9x1JKx1dw/aiI2Lfc+45Ap/z188ClKaV/1GeQkiRVxQRUkqSmoTWwdiX3uldyvV1+VKQnsFZdg5IkqTZ8BlSSpKbh2ZRSVHIcUkmd28qXA9oCA4HzgAHArRHxy+KEL0mSCagkSWuMlNKSlNJ/U0qXAmfml38ZERs0ZFySpDWHCagkSWum24BENrX30AaORZK0hjABlSRpDZRSWgRMy99u2JCxSJLWHCagkiStgSKiLdArf7u0IWORJK05TEAlSVozHcbyfwe83pCBSJLWHG7DIknSGiQiOgOHA1fklyYBDzZcRJKkNYkJqCRJzddREbFvufetgR7l3k8DDkkpzS9uWJKkNZUJqCRJzVe7/CiVgDnAf4FHgd+nlKZVVFGSpNUhUkoNHYMkSZIkaQ3gIkSSJEmSpKIwAZUkSZIkFYUJqCRJkiSpKExAJUmSJElFYQIqSZIkSSoKE1BJkiRJUlGYgEqSJEmSisIEVJIkSZJUFCagkqRGJSImRESKiFsbOhZJklS/WjV0AJKkpikihgCjK7hVAswBZgOfAa8B/wRGppQWFis+rV4RMQD4qB6a2iClNKEe2pEkNQGOgEqS6lsLoBvQH/g68BNgBDApIi6LiPYNEVREnJ+PrKaG6F+SJDkCKkmqH9cDfyz3viNZEroFsDuwf/7+HODAiPhWSqnC0bOU0oDVGajqzWfAllXcfwLoC0wC9qmmHUnSGsIEVJJUHz5PKb1dwfUngCsjYgPgJmAPYDP+f3t3HnXXdMZx/PsTkcE8kyKJGEPRGLqUkoihutRCpdoSYq5xtcUfOkiWlj+KpavpgCBNzZREq6URRA1rtaSliDG8hlaFxJyI4Okfe9/c4+aOb973vpX391nrrHvu2Xufe+65e63keffZz4bbJO0aEe+08yKt60TEYqDabw6ApMV5d3GNvmFmZr2QH8E1M7Nul0c79wHuyIeGA+N77orMzMysJzgANTOztoiIj4GjgAX50ImS1q6s1ygLrqR+kk6VdLekuZIWS3pT0jOSZkg6W9LWhfrj8rzP8YVjUWUbUihfQdJeki6U9ICkN/LnvCXpkXx8k3rfV9LMfN6Z+f2g3O4ZSQvzNd8taUwz90/SQEmnS5ou6T+SFkl6TdIsSb+QtLsk1Wk/StIUSXMkLZD0rqTZue2mzVxDV5B0YOGef7OJ+mcV6o8oHB9ZOD5SybGS7su/1wJJT0g6V9KqTV7bCEmXSHoq358Fkp6TdLmk7Ru0balfmpn1Vn4E18zM2iYi5kq6FjiONE90X+C6ZttL2gC4kzS3tGiNvG0OjAa2BxoGN3WcQ/UR2tXzubcHTpJ0RERMbXQySV8CpgHrFg73Jz2SPErSRRFxZp32ewA3ABtUFK2XtxGkZE9DgY6KtgOAKUC1QHfrvJ0o6aSIuLLRd+kCfyLNCx0EHAtc36D+0fn1kYj4R406K+Xz7l9xfHjejpQ0OiLmVGssqQ9wMXAqUBnED8vbMZLGR8RPqrRvV780M/vMcwBqZmbtNp0UgAJ8mRYCUGAi5f/kXwfcTEpisxhYnxSIHQAUM91OAx4GTgZOyseqJc8pJsNZEXgVmEpaQuZ54ANgY1Jm35OBVYBrJY2IiCfrXPOGwK15/4fAX4GFwM6kQHdD4AxJt0fEXZWNJe0GzAD6kpa4uR64hRRo9gW2IAXyB1VpuwLwB2DvfGg6cA1p+ZQPSPfru8BWwOWS5kbEbXW+yzKLiI8lTSbdi9GSBkfEi9XqStqVFCBDmkNcy09J9/NuUjKsF4DPAceQ7stgYLqk7SLi/SrtJ1EOdP8GXA7MIS0nNBw4BfgicK6k+RHxq4r2nemXZma9U0R48+bNmzdvLW/ASNJ/qAOY0EK7YYV2M6qUd+Sy31Yc7w98mMsuavAZa1c5NqH0uU1c4xCgb53yjYBX8vmuqlFnZuF7vgRsXKXOFqRAMICpVcr75baR6+1b7zsDAyqOfS+3/Qg4qEa7AYVrfQFYsYv6R+l37KhSNpQUTAcwvs45JhW++5p1+l8AV9Q4x/mFOudVKT+4UH5ajXP0IS0lFKSgdM1C2TL1S2/evHnrbZvngJqZWbvNK+yv1UK7tUgjfgD31qsYEfPqlTcSER2RsrzWKn8FuCC/PbDe3MvstIh4ucp5niGN0ALsUaXdWNKoK6RAbXqda5oXEQtL7yX1BUqP9V4aEdNqtFtIGtGFFHiPqvktukikpFSl0d5x1e6fpIHAYfnt1Ih4s84p5wKn1yg7B3g275+Q70vRD/LrnyNiYo3r/Zg0CroIWBU4tFDctn5pZrY8cABqZmbt9l5hv6nkMNk80kgTwFhJbZtGImk1SUMlbSNpW0nbUk6mtBppRK+Wt4E/1il/OL+uJWmNirID8usi0lqrrdiFNM8S4KZ6FSNiNuU/DOza4ud01qT8OoQ0P7LSGMr9o97jtwA3RvVHa4mIj4Df5bfrAF8olUkaBOyU3za6R29SXnameI96rF+amX0WOQA1M7N2KwadTa8DGhGLKM8XPRSYk7PKHiBpza68QABJgyVNlNRBCiKfJwUgj+XtskL1deqc6pmI+KRO+fzCfmVAXsr6+mi0vmbqToX9e1Q98++SjfQILyyd6Ki7TANez/vHVCkvHeugPFpay99bKN+usL9zYX9yE/dox1x3yT1qd780M/uscwBqZmbtVgzW5tesVd1ppMRAAJsAZ5BGF+cpLY/yY0nr1mzdJEn7A7NJWVEHN9FkQJ2yBXXKIM2FLOlTUVb6Lq82cQ2V1utEG4CBnWzXkoj4kPLI5MHF0V9Jw0gJqiDNBW6UvGdug/LXCvvFpX+66h61pV+amS0P/JiImZm124jC/tOtNIyId4FDJO0IfIOUiGYE6d+z0vIoZ0o6PDqZzVVpbdJrSUHGe8CFwF9IWVHfzoETkvaiPDLXaA7osupM9tRiMLsP8N8m29Wba9nVLicFa/2Bb5My2EIa/RQpOJ/cxHka3Z9av0/xHh0F1FrmpdKnHvdtR780M1teOAA1M7N227ewf19nThARs4BZAJJWJo2WHU4KYlYDbpA0LCKaDbqKxpDWbgQ4OCJm1KjXSgKlznqDlHF3UKOKNdqWLI6Ix2vW7CER8ZSk+4HdSWuC/jovHXNkrjIjIl5q4lTrNygvjnQWEwEV75GW9R51c780M1su+BFcMzNrG0nrAd/Kb98D7lzWc0bE+xFxR0SMBX6UDw+knMBnSdUmT7lNfp1fJ/iET8+x7C6z8usOklZrse0/C/tf6aLr6Q6lZEQjJG0P7EcKugGubPIcuzQoL871fKyw3233qIV+aWbWqzgANTOztpDUB5hCeb7kpRHR6hzQRorJaioTA31QuJZ+dc5Rejqofx6NW0peImRsp66wNaXsuStRXiqlWfdTHuE7XlI7Rmw74ybgrbx/DOXkQ/MpL1HTyJj8mywl97vSbzWPQtAZEXMoZ7b9uqTNmr7q1tTrl2ZmvYoDUDMz63aShpBGO0ujTLOBc1s8x6aSRjaoVny894WKsmIin2F1zlFaM3IgaT5f5XX0Ic1d7Mxjsa26Gngl74+XtG+tipLWlrQkGVLOzvqz/HZt4PeSVq/Tvp+kUyT174Lrblpeh/Sa/HYscGDevzp/h2asD/y8RtkEYMu8P6k0h7eg1A/7AlPz0ixVSeoj6XBJGxWOLWu/NDPrVTwH1MzMusJ6eW3MkoHAmqTHWUcCX6Wc8GU2cEAnlhXZhLScyFOkkbGHSMHZJ6Rg8CBgXK77MlCZ7OXBwv7Fks4jBaWlR3M78pqRNwLnA/1IS3PsQAqe387f5zTSchwPALu1+B1aEhGLJB1OGkHrD9wu6TrgZuBFUtC0GSnJ0KHAtqRlS0ouAkYB++fXJyVdQhodnQ+sDGxOmoN5COk3m9Kd36mGScAp+fNLmn38FlJfOF7SUFIioxeBDUmjqYfkOh3AeZUNI+ImSZcBJ5Du3xP5/d2k7LkDSGuV7kq6xxsCn6f8h4Fl7ZdmZr2KGmc2NzMzW1oe9bmnhSZvkdbOnJBHvWqdt4O09MmUiBjXic97GfhaRDxa5dw3UGVUMxsaER253tGkUc5aTwrdQAqaSnNER0XEzIrPmgnsCdwbESNrXaykcZQzvS65hoo6o4Hrafz45lLt8+PGE4HjaJyt931g3Xq/T7MKv+OLETGkifoPUZ5XOysi6s6xregP+wHfz6/VvAyMjohnqxXmR60nAGfT+I/zHwLbRMRzVa6jnpr90sysN/EIqJmZdbVPgHeBd0gjQbNIo4/TljGwuY80CrU3KbAbTHr0ciBp6ZDHSHMmJ0XE+zXOcQTwMGkka0tgVaoEmRExWdLTwFmkUc41SPMpHwUmR8SNTTx22WUi4i5JmwLfISWxGQ6sTprT+G/Svbm+WvCaH2M9QdIvSUHonqRRu1VJAedLpHmR04FbuyL47KSrKAegV7TY9kPSKPvxpAy6W5H6xQuk0eIL6o24R8QnwDmSJgMnAqOBoaR7/AHpHv+L9AeHWyKimD23K/qlmVmv4RFQMzMz63GSJpEC5IXAoIh4q0H9kZRHHpcagTYzs/9PTkJkZmZmPUrSKsBh+e3NjYJPMzP77HIAamZmZj3tJNIjwQC/6ckLMTOz7uU5oGZmZtZWklYkZZbtB+xBSgAEKWHTgzWamZnZcsABqJmZmbXbRpTXWy1ZAJzaA9diZmZt5EdwzczMrCe9Tlobc7eIeLynL8bMzLqXs+CamZmZmZlZW3gE1MzMzMzMzNrCAaiZmZmZmZm1hQNQMzMzMzMzawsHoGZmZmZmZtYWDkDNzMzMzMysLRyAmpmZmZmZWVv8D4/PwiUQwayDAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType_1\", y=\"mycorr_semi\", hue=\"DistType\", data=corrs3m.loc[corrs3m.DistType_1=='FB'], palette='PuBuGn_r_d', estimator=np.max, ci=None, saturation=1, ax=ax, yerr=[corrs3m.loc[corrs3m.DistType_1=='FB', 'myerr_semi'].values[0]])\n", "ax.set_title('Pearson Correlations')\n", "ax.set_ylabel('Semi-Partial Correlation')\n", "ax.set_xlabel('Distance Types')\n", "ax.legend(loc='upper right')\n", "plt.savefig(pathout+'Figure-B6-D.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Robustness - By Type of Distance (Figure B2 - robustness)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Semi-Partial $R^2$ (Joint)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs = FBcorrRegs.loc[FBcorrRegs.Dist2.apply(lambda x: x.find('cognate')==-1)]\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " myvars = ['FBDist'] + allcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.DistType==m, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'TypeRegsSemiPartialR2.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Semi-Partial $R^2$ (Individual)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Semi-Partial R^2 by measure controlling for all measures of all other types\n", "FBcorrRegs = FBcorr.copy()\n", "FBcorrRegs['DistType'] = FBcorrRegs.Dist2.apply(assign_type)\n", "FBcorrRegs = FBcorrRegs.sort_values(['DistType', 'Dist2']).reset_index(drop=True)\n", "allcols = FBcorrRegs.Dist2.tolist()\n", "for m in set(FBcorrRegs.DistType):\n", " mcols = FBcorrRegs.loc[FBcorrRegs.DistType==m]['Dist2'].tolist()\n", " diffcols = list(set(allcols).difference(set(mcols)))\n", " for m1 in mcols:\n", " myvars = ['FBDist'] + diffcols + [m1]\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " r1 = results1.rsquared\n", " myvars = ['FBDist'] + diffcols\n", " [mydf, myeq, clustercols] = mysample(myvars, mypairs, FE=False)\n", " results1 = smf.ols(myeq, data=mydf).fit(cov_type='cluster', cov_kwds={'groups': np.array(mydf[clustercols])})\n", " FBcorrRegs.loc[FBcorrRegs.Dist2==m1, 'Semi-Partial-R2'] = r1 - results1.rsquared\n", "\n", "fig, ax = plt.subplots(figsize=(15,10))\n", "sns.barplot(x=\"DistType\", y=\"Semi-Partial-R2\", data=FBcorrRegs, palette='PuBuGn_r_d', estimator=np.mean, ci=99, saturation=1, ax=ax)\n", "ax.set_title(r\"Semi-Partial $R^2$\")\n", "ax.set_ylabel(r'Semi-Partial $R^2$')\n", "ax.set_xlabel('Distance Types')\n", "#ax.legend(loc='upper left')\n", "plt.savefig(pathout+'TypeRegsSemiPartialR2Plus.pdf', dpi=300, bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }