Rui Benfeitas, Scilifelab, NBIS National Bioinformatics Infrastructure Sweden
\n",
"rui.benfeitas@scilifelab.se\n",
"\n",
"**Abstract** \n",
"In this notebook we will explore how to generate and analyse a multi-omic network comprising metabolites quantifications and gene expression. We will compare these networks against randomly generated networks, and compute different network metrics. At the end we will also perform a community analysis and functional characterization at the gene level. \n",
" \n",
" \n",
"**Contents**\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"## Preamble\n",
"import sklearn, leidenalg, itertools, random\n",
"import pandas as pd\n",
"import numpy as np\n",
"import igraph as ig\n",
"import sklearn.neighbors\n",
"import scipy as sp\n",
"from statsmodels.stats.multitest import multipletests\n",
"import gseapy as gp\n",
"\n",
"# Plotting\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Biological network topology analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Objective** \n",
"In this notebook you will learn how to build and analyse a network built and analysed from a gene-metabolite association analysis. Other mixed networks may also be similarly analyzed, differring only in whether and how you can apply the final functional analysis.\n",
"\n",
"**Data** \n",
"As a test case we will be using the file [met_genes.tsv](met_genes.tsv) which contains abundances for 125 metabolites and 1992 genes, for 24 samples.\n",
"\n",
"**Software** \n",
"This notebook relies on python's igraph for most of the analyses. Most, if not all, functions used here can also be applied with R's igraph. Other packages exist for network analysis including [networkx](https://networkx.github.io/) and [graph-tool](https://graph-tool.skewed.de/). [Snap.py](https://snap.stanford.edu/snappy/) is also a good alternative for large networks.\n",
"\n",
"We will build our network through an association analysis, but there are other methods to do this including [Graphical Lasso](http://statweb.stanford.edu/~tibs/ftp/graph.pdf) or [linear SVR](https://papers.nips.cc/paper/1187-support-vector-method-for-function-approximation-regression-estimation-and-signal-processing.pdf)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data preparation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You will use a gene expression dataset (RNAseq, expressed as TPM) from a disease group with 24 samples to keep analysis memory and time requirements reasonable for this lesson. It is assumed that all batch effects or other possible technical artifacts are not present, and that all data is ready for analysis. However, there are several important considerations in preprocessing your data:\n",
" - How should you deal with missing values? Should you impute them? How?\n",
" - Should you remove samples based on number of missing values?\n",
" - How should you normalize your data in order to make it comparable throughout?\n",
" \n",
"This will depend on the type of that that you have and what you want to do with it, and will severely affect downstream results. It is thus important to carefully think about this."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" p10\n",
"Type \n",
"genes 1992\n",
"met 125"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.groupby('Type').agg('count')[['p10']] #1992 genes, 125 metabolites"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2117, 25)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.shape #2117 features, 25 samples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very quick view shows that several gene clusters are found, including two major groups. However, the analysis below does not perform any statistical filtering."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Association analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our initial network analysis will be performed on the association analysis using Spearman correlations. Because this network has a big chance of producing false positives we will consider [Bonferroni correction](https://en.wikipedia.org/wiki/Bonferroni_correction) to control for familywise error, as well as [FDR](https://en.wikipedia.org/wiki/False_discovery_rate#Benjamini%E2%80%93Hochberg_procedure). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very quick view shows that several gene clusters are found, including two major groups. However, the analysis below does not perform any statistical filtering."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"values=data.loc[:,data.columns!='Type']\n",
"meta=data[['Type']]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"values.isna().any().any() #we have no rows with NA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will perform a gene-gene, gene-metabolite, and metabolite-metabolite association analysis by computing pairwise [Spearman correlations](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.spearmanr.html#scipy.stats.spearmanr). Choosing other non-parametric (Kendall or Spearman) vs parametric (Pearson) methods depends on your data. Here, because we have a small sample size, and want to save on computational time we choose Spearman. \n",
"\n",
"The following takes a few minutes to run."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rui.benfeitas/opt/miniconda3/envs/mofa2_nets/lib/python3.6/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Correlation and P val matrices\n",
"Rmatrix, Pmatrix= sp.stats.spearmanr(values.T)\n",
"Rmatrix=pd.DataFrame(Rmatrix, index=values.index.copy(), columns=values.index.copy())\n",
"\n",
"#resulting R matrix\n",
"sns.clustermap(Rmatrix, cmap=\"RdBu_r\", center=0); "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we look at the matrix of P values, we can already see that many of the correlations in the top right columns are not significant even before multiple hypothesis correction:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rui.benfeitas/opt/miniconda3/envs/mofa2_nets/lib/python3.6/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
" warnings.warn(msg)\n",
"/Users/rui.benfeitas/opt/miniconda3/envs/mofa2_nets/lib/python3.6/site-packages/seaborn/matrix.py:620: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n",
" metric=self.metric)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Pmatrix=pd.DataFrame(Pmatrix, index=values.index.copy(), columns=values.index.copy())\n",
"changed_Pmatrix=Pmatrix.copy()\n",
"changed_Pmatrix[changed_Pmatrix>0.01]=1\n",
"#resulting P matrix, similar to that seen in the section above\n",
"sns.clustermap(changed_Pmatrix); "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now adjust the P values based on the number of comparisons done. The heatmaps above are highlighting a total of $2117^2 \\approx 4.5m$ correlations. However, these numbers consider that the same correlation is computed twice (gene A vs gene B, and gene B vs gene A). If we were to include all correlations, we would thus be including many repeated analyses, and we are only interested in half of that above, and excluding the correlation of a feature with itself. \n",
"This means $\\frac{2117!}{2!(2117-2)!} \\approx 2.2m$ correlations. At an error rate of 0.05, this means that the probability of finding at least one false positive is nearly 100%: $1-0.95^{2000000} \\approx 1$. We thus need to correct P values.\n",
"\n",
"In the following cell, we convert the matrix of p*p features to a long matrix, concatenate both R and P for each correlation, and correct based on [Bonferroni](https://en.wikipedia.org/wiki/Bonferroni_correction) (`Padj`) and [FDR](https://en.wikipedia.org/wiki/False_discovery_rate) (Benjamin-Hochberg)."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" feat1 feat2 R P Padj FDR\n",
"0 C0_accarnitines C2_accarnitines 0.375326 0.070718 1.0 0.149290\n",
"1 C0_accarnitines C3_accarnitines 0.519174 0.009329 1.0 0.033441\n",
"2 C0_accarnitines C3DC_C4OH_accarnitines 0.395363 0.055848 1.0 0.125357\n",
"3 C0_accarnitines C5DC_C6OH_accarnitines -0.029917 0.889631 1.0 0.928289\n",
"4 C0_accarnitines C5MDC_accarnitines -0.137801 0.520795 1.0 0.643703"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#prepare P matrix\n",
"Psquared=Pmatrix.where(np.triu(np.ones(Pmatrix.shape),1).astype(np.bool))\n",
"Psquared.columns.name='Feat2'\n",
"Pmatrix=Pmatrix.stack()\n",
"Pmatrix.index.names=['v1','v2']\n",
"Pmatrix=Pmatrix.reset_index()\n",
"Pmatrix.columns=['feat1','feat2','P']\n",
"\n",
"#prepare R matrix\n",
"Rmatrix=Rmatrix.where(np.triu(np.ones(Rmatrix.shape),1).astype(np.bool))\n",
"Rmatrix.columns.name='Feat2'\n",
"Rmatrix=Rmatrix.stack()\n",
"Rmatrix.index.names=['v1','v2'] #Avoid stacked names colliding\n",
"Rmatrix=Rmatrix.reset_index()\n",
"Rmatrix.columns=['feat1','feat2','R']\n",
"\n",
"# join both\n",
"PRmatrix=pd.merge(Rmatrix.copy(), Pmatrix.copy(), on=['feat1','feat2']) #Correlation matrix with both R and P\n",
"PRmatrix=PRmatrix.loc[PRmatrix.feat1!=PRmatrix.feat2].dropna()\n",
"\n",
"#Multiple hypothesis correction computed on the P column\n",
"adjP=pd.DataFrame(multipletests(PRmatrix['P'], method='bonferroni', alpha=0.01)[1], columns=['Padj'])\n",
"FDR=pd.DataFrame(multipletests(PRmatrix['P'], method='fdr_bh', alpha=0.01)[1], columns=['FDR'])\n",
"\n",
"PRmatrix=pd.concat([ PRmatrix, adjP], axis=1)\n",
"PRmatrix=pd.concat([ PRmatrix, FDR], axis=1)\n",
"\n",
"PRmatrix.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2239786"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#total number of correlations w/o repetition: 2.2m\n",
"PRmatrix.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Considering the Bonferroni correction we find 16305 correlations that are statistically significant at an $\\alpha < 0.01$. If we consider instead FDR as correction method, we find 402368, which at a FDR of 0.01 implies $0.01 \\times 402368 = 4023$ false positives."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16305"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum(PRmatrix.Padj<0.01)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"402368"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum(PRmatrix.FDR<0.01)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's add two additional columns, where we assign `R=0` for those correlations that are not statistically significant (`adjP > 0.01`, and `FDR > 0.01`). "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"PRmatrix.loc[:,'R (padj)']=PRmatrix['R'].copy()\n",
"PRmatrix.loc[:,'R (fdr)']=PRmatrix['R'].copy()\n",
"PRmatrix.loc[PRmatrix['Padj']>0.01,'R (padj)']=0\n",
"PRmatrix.loc[PRmatrix['FDR']>0.01,'R (fdr)']=0\n",
"\n",
"all_mets=meta.loc[meta.Type=='met'].index\n",
"PRmatrix['feat1_type']=['met' if x in all_mets else 'gene' for x in PRmatrix.feat1 ]\n",
"PRmatrix['feat2_type']=['met' if x in all_mets else 'gene' for x in PRmatrix.feat2 ]\n",
"PRmatrix['int_type']=PRmatrix.feat1_type+'_'+PRmatrix.feat2_type\n",
"PRmatrix.to_csv('data/association_matrix.tsv', sep=\"\\t\", index=False) #export correlation matrix for faster loading"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can see how the initial heatmap of correlations looks. The next cell converts the matrix from long to squared matrix so that we can generate the heatmap. We will plot those features that show statistically significant associations with more than 5% of the features after FDR correction, and compare them between FDR- and Bonferroni-corrected datasets. \n",
"\n",
"The following plot shows the heatmap of the Spearman rank correlation coefficients after Bonferroni-correction - correlations where Padj > 0.05 are shown as 0."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rui.benfeitas/opt/miniconda3/envs/mofa2_nets/lib/python3.6/site-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Transforming to a squared matrix again\n",
"PRQ=pd.concat([\n",
" PRmatrix.copy(), \n",
" PRmatrix.copy().rename(columns={'feat1':'feat2','feat2':'feat1'}).loc[:,PRmatrix.columns]\n",
" ]).drop_duplicates()\n",
"\n",
"Rmatrix_fdr=PRQ.copy().pivot(index='feat1',columns='feat2',values='R (fdr)')\n",
"Rmatrix_fdr=Rmatrix_fdr.loc[Rmatrix_fdr.sum()!=0]\n",
"Rmatrix_padj=PRQ.copy().pivot(index='feat1',columns='feat2',values='R (padj)')\n",
"\n",
"Rmatrix_fdr=Rmatrix_fdr.loc[Rmatrix_fdr.index,Rmatrix_fdr.index].fillna(0)\n",
"Rmatrix_padj=Rmatrix_padj.loc[Rmatrix_fdr.index,Rmatrix_fdr.index].fillna(0)\n",
"\n",
"\n",
"#Showing only the top correlated features\n",
"top_features=Rmatrix_fdr.index[(Rmatrix_fdr!=0).sum()>0.05*Rmatrix_fdr.shape[0]] #top features based on FDR\n",
"Rmatrix_fdr_top=Rmatrix_fdr.copy().loc[top_features,top_features] #subsetting R (fdr corrected) matrix\n",
"Rmatrix_padj_top=Rmatrix_padj.copy().loc[top_features,top_features] #subsetting R (bonferroni corrected) matrix\n",
"\n",
"g=sns.clustermap(Rmatrix_padj_top, cmap=\"RdBu_r\", center=0);\n",
"g.fig.suptitle('Spearman R (Padj < 0.01, Bonferroni)');\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g=sns.clustermap(Rmatrix_fdr_top, cmap=\"RdBu_r\", center=0);\n",
"g.fig.suptitle('Spearman R (FDR<0.01)');\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plots above show that the Bonferroni correction is only selecting very high (absolute) correlations. This should remove false positives, but it may also remove weaker correlations that are biologically relevant and true positives. The Bonferroni correction also removes most of the negatively-associated features. Notice this from the distribution of correlation coefficients:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"shortPR=PRmatrix.copy().loc[:,['feat1','feat2','R (padj)','R (fdr)']]\n",
"shortPR=shortPR.loc[shortPR.feat1!=shortPR.feat2]\n",
"\n",
"fig=plt.figure(figsize=(8,4))\n",
"p=sns.histplot(shortPR['R (padj)'][shortPR['R (padj)']!=0], color='black', label='Bonferroni (<0.01)', kde=True, bins=100);\n",
"p.set(ylabel='PDF (Bonferroni)')\n",
"ax2=p.twinx()\n",
"g=sns.histplot(shortPR['R (fdr)'][shortPR['R (fdr)']!=0], ax=ax2, color='red', label='FDR (<0.01)', kde=True, bins=100);\n",
"g.set(ylabel='PDF (FDR)')\n",
"\n",
"fig.legend()\n",
"plt.xlabel('R')\n",
"plt.title('Distribution of correlation coefficients')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also observe that the Bonferroni correction yields a more homogeneous number of associated features for each feature (i.e. first neighbors), compared to the FDR filtering. This has a consequence on the network structure."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"neighbor_number=pd.DataFrame()\n",
"for n_neighbors in np.arange(1,21):\n",
" padj_count=((Rmatrix_padj!=0).sum()==n_neighbors).sum()\n",
" fdr_count=((Rmatrix_fdr!=0).sum()==n_neighbors).sum()\n",
" \n",
" out=pd.Series([padj_count, fdr_count], index=['num_features(Padj)','num_features(FDR)'], name=n_neighbors)\n",
" neighbor_number=pd.concat([neighbor_number, out],1)\n",
" \n",
"neighbor_number=neighbor_number.T.rename_axis('num_neighbors').reset_index()\n",
"\n",
"fig,ax=plt.subplots(figsize=(16, 8), nrows=2)\n",
"ax=ax.flatten()\n",
"sns.lineplot(data=neighbor_number, x='num_neighbors', y='num_features(Padj)', color='black', label='Padj', ax=ax[0]);\n",
"sns.lineplot(data=neighbor_number, x='num_neighbors', y='num_features(FDR)', color='red', label='FDR', ax=ax[0]);\n",
"ax[0].set(ylabel='Number of features')\n",
"fig.suptitle('Number of features with <21 neighbors')\n",
"ax[0].set_xticks(np.arange(1,21,1));\n",
"\n",
"### boxplot requires a long df\n",
"feat_associations_padj=pd.concat([\n",
" shortPR.copy().loc[shortPR['R (padj)']!=0,][['feat1','feat2']],\n",
" shortPR.copy().loc[shortPR['R (padj)']!=0,][['feat2','feat1']].rename(columns={'feat1':'feat2','feat2':'feat1'})]).drop_duplicates().groupby('feat1').agg('count')\n",
"\n",
"feat_associations_fdr=pd.concat([\n",
" shortPR.copy().loc[shortPR['R (fdr)']!=0,][['feat1','feat2']],\n",
" shortPR.copy().loc[shortPR['R (fdr)']!=0,][['feat2','feat1']].rename(columns={'feat1':'feat2','feat2':'feat1'})]).drop_duplicates().groupby('feat1').agg('count')\n",
"\n",
"feat_associations=pd.concat([feat_associations_padj, feat_associations_fdr],1, sort=True)\n",
"feat_associations.fillna(0,inplace=True)\n",
"feat_associations.columns=['Padj','FDR']\n",
"\n",
"sns.boxplot( data=feat_associations, notch=True, ax=ax[1], orient='h', palette={'Padj':'black','FDR':'red'});\n",
"plt.title('Number of associations per feature')\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the Bonferroni correction leads to many nodes being associated with 1 or 2 other nodes, whereas the FDR correction leads to substantially higher number of associations for some of the nodes. This can also raise questions about the biological plausibility of such high number of associations - is it biologically significant that a gene is co-expressed with 800 other genes/metabolites?\n",
"\n",
"We can also be a bit more strict on the FDR that we consider as statistically significant. Let's compare the number of potential false positives at different FDR. The following plot further highlights an FDR = 0.01 (dashed gray line)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fdr_df=pd.DataFrame()\n",
"for fdr in np.append(np.geomspace(1e-4, 0.01, 30), [0.02, 0.03, 0.04, 0.05,0.1]):\n",
" out=pd.Series([fdr,(PRmatrix.Padj"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax=plt.subplots(figsize=(10,4))\n",
"\n",
"for fdr in [0.05, 0.01, 0.001, 0.0001]:\n",
" ## Plotting R distribution\n",
" temp=PRmatrix.copy()\n",
" temp.loc[:,'R (fdr)']=temp['R'].copy()\n",
" temp.loc[temp['FDR']>fdr,'R (fdr)']=0\n",
" \n",
" temp=temp.loc[temp.feat1!=shortPR.feat2]\n",
" \n",
" color={0.05:'gray',0.01:'green',0.001:'red',0.0001:'blue'}[fdr]\n",
"\n",
" \n",
" p=sns.histplot(\n",
" temp['R (fdr)'][temp['R (fdr)']!=0], color=color, label='FDR <'+str(fdr), kde=True, ax=ax, bins=50);\n",
" p.set(ylabel='PDF (FDR)')\n",
"\n",
"fig.legend()\n",
"plt.xlabel('R (FDR)');\n",
"plt.title('Distribution of correlation coefficients');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Predicably, by being more conservative we will be selecting higher absolute correlation coefficients. In this test case we are considering only 25 samples. Larger sample sizes lead to lower nominal and adjusted p-values, and a higher number of statistically significant but milder correlation coefficients. In such cases, one may be more conservative in the significance threshold. Henceforth, we will consider as statistically significant those edges where FDR < 0.01.\n",
"\n",
"One last point comes from the comparison of statistically significant associations within and between omics. Note how so few inter-omic associations are identified, and that Bonferroni correction completely misses any."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" sig_test int_type R\n",
"0 FDR gene_gene 398274\n",
"1 FDR met_gene 118\n",
"2 FDR met_met 3976\n",
"3 bonferroni gene_gene 15434\n",
"4 bonferroni met_met 871"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bonferroni_significant=PRmatrix.copy().loc[PRmatrix.Padj<0.01].loc[:,['feat1','feat2','R','int_type']]\n",
"bonferroni_significant['sig_test']='bonferroni'\n",
"fdr_significant=PRmatrix.copy().loc[PRmatrix.FDR<0.01].loc[:,['feat1','feat2','R','int_type']]\n",
"fdr_significant['sig_test']='FDR'\n",
"\n",
"pd.concat([bonferroni_significant,fdr_significant]).groupby(['sig_test','int_type'])['R'].agg('count').reset_index()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Questions\n",
"\n",
"In building a graph from an association analysis:\n",
"- Why do you think that most significant correlations are found only within each omic? \n",
"- How will you deal with the positive and negative sets of correlations above?\n",
"- Will you consider the network as weighted? Directed?\n",
"- Which dataset would you select for further analysis: the Bonferroni or the FDR-corrected? Why?\n",
"- What preliminary tests would you perform on the graph to assess whether node relationships are random?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Network construction and preliminary analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now build 4 different networks to analyse further:\n",
"- A full association network filtered using FDR-corrected P values (<0.01). This is an unweighted network.\n",
"- The subset of positively associated features, where correlation coefficient is used as weight.\n",
"- kNN-G that we will generate from the expression profile. This will be unweighted.\n",
"- A random network based on the [Erdos-Renyi model](https://en.wikipedia.org/wiki/Erd%C5%91s%E2%80%93R%C3%A9nyi_model), with the same node and edge number of each network. \n",
"\n",
"This will be a null-model for our analyses. The idea is that if a certain property found in one of our graphs is reproduced in a random graph, then we do not need to account for any other possible explanations for that feature. In other words, if a property of a graph (e.g. clustering) is not found in a random network, we can assume that it does not appear in our biological network due to randomness."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# Prepares table for being read by igraph\n",
"PRmatrix=pd.read_csv('data/association_matrix.tsv', sep=\"\\t\")\n",
"PRmatrix.loc[PRmatrix['FDR']>0.01,'R (fdr)']=0\n",
"PRmatrix=PRmatrix.loc[PRmatrix['R (fdr)']!=0,['feat1','feat2','R (fdr)']]\n",
"PRmatrix=PRmatrix.loc[PRmatrix.feat1!=PRmatrix.feat2] #drops self correlations\n",
"\n",
"fdr_pos_mat=PRmatrix.loc[PRmatrix['R (fdr)']>0]\n",
"fdr_neg_mat=PRmatrix.loc[PRmatrix['R (fdr)']<0]\n",
"\n",
"PRmatrix=PRmatrix.loc[PRmatrix.isin(pd.unique(fdr_pos_mat[['feat1','feat2']].values.flatten())).sum(1)==2,] #selects only nodes also found in the positive network so that we can compare networks of the same sizes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now build the kNNG, using distances as input to determine the nearest neighbours. Because this data contains both gene expressions and metabolite quantifications, we need to normalize them beforehand. (We didn't need to do this above as we were comparing ranks)\n",
"\n",
"We start by standardizing all features"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Imports and normalizes met and gene data so that we can compute similarities between them\n",
"from sklearn.preprocessing import StandardScaler\n",
"data=pd.read_csv('data/met_genes.tsv', sep=\"\\t\", index_col=0)\n",
"\n",
"scaled_data=pd.DataFrame(StandardScaler().fit_transform(data.loc[:,data.columns!='Type'].T).T, columns=data.columns[data.columns!='Type'], index=data.index)\n",
"scaled_data_values=scaled_data.copy()\n",
"scaled_data['Type']=data.Type\n",
"\n",
"#Plots the data distribution\n",
"fig,ax=plt.subplots(figsize=(12,8))\n",
"sns.kdeplot(\n",
" scaled_data.loc[scaled_data.Type=='met',scaled_data.columns!='Type'].values.flatten(), \n",
" color='r', label='Mets', ax=ax, legend=False)\n",
"ax2=ax.twinx()\n",
"sns.kdeplot(\n",
" scaled_data.loc[scaled_data.Type=='genes',scaled_data.columns!='Type'].values.flatten(),\n",
" color='b', label='Genes', ax=ax2, legend=False)\n",
"fig.suptitle('Distribution for met and genes');\n",
"fig.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will now generate the graphs from the dataframes above"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"### Generating the kNN graph\n",
"#Computes a kNN adjacency matrix from the input dataset\n",
"#and prepares table for being read by igraph\n",
"input_ds=scaled_data_values.loc[scaled_data_values.index.isin(pd.unique(fdr_pos_mat[['feat1','feat2']].values.flatten()))]\n",
"knnG=sklearn.neighbors.kneighbors_graph(input_ds.values, 200, metric='euclidean')\n",
"knnG=pd.DataFrame(knnG.toarray(), columns=input_ds.index.copy(), index=input_ds.index.copy()) #adjacency matrix\n",
"knnG.index.name='gene1'\n",
"knnG.columns.name='gene2'\n",
"knnG=knnG.stack().reset_index().rename(columns={0:'Connectivity'})\n",
"knnG=knnG.loc[knnG['Connectivity']!=0]\n",
"\n",
"### Generates each of the graphs\n",
"#positive associations, weighted\n",
"pos_w=ig.Graph.TupleList([tuple(x) for x in fdr_pos_mat.values], directed=False, edge_attrs=['w'])\n",
"\n",
"#full network, unweighted\n",
"edge_list=PRmatrix.copy().loc[PRmatrix.isin(pd.unique(fdr_pos_mat[['feat1','feat2']].values.flatten())).sum(1)==2,['feat1','feat2']].values\n",
"all_u=ig.Graph.TupleList([tuple(x) for x in edge_list], directed=False)\n",
"\n",
"#knnG, unweighted\n",
"knn=ig.Graph.TupleList([tuple(x) for x in knnG.values], directed=False)\n",
"\n",
"#random network, unweighted, node and edge number based on a network of the same size\n",
"random_posw=ig.Graph.Erdos_Renyi(n=input_ds.shape[0], m=len(fdr_pos_mat.values), directed=False, loops=False)\n",
"\n",
"random_allu=ig.Graph.Erdos_Renyi(n=input_ds.shape[0], m=len(edge_list), directed=False, loops=False)\n",
"\n",
"random_knn=ig.Graph.Erdos_Renyi(n=input_ds.shape[0], m=len(knnG.values), directed=False, loops=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For representation purposes we will see how a short knn graph looks - be careful in drawing the others, as they have many more edges it becomes computationally heavy."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "execute_result"
}
],
"source": [
"#random subset of knn graph for plotting\n",
"short_knn=ig.Graph.TupleList([tuple(x) for x in knnG.values[random.sample(list(np.arange(len(knnG.values))), 5000)]], directed=False)\n",
"\n",
"#This plots each graph, using degree to present node size:\n",
"short_knn.vs['degree']=short_knn.degree() \n",
"short_knn.vs['degree_size']=[(x*15)/(max(short_knn.vs['degree'])) for x in short_knn.vs['degree']] #degree is multiplied by 10 so that we can see all nodes\n",
"\n",
"layout = short_knn.layout_mds()\n",
"ig.plot(short_knn, layout=layout, vertex_color='white', edge_color='silver', vertex_size=short_knn.vs['degree_size'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the next table, we can see that while the same number of nodes is found in all networks, the number of edges varies greatly. We also see that the network is fully connected, which is not allways the case. If it wasn't connected, we could select the ***k*** largest connected components, and proceed the analyses with them. The largest connected component is called the *giant component*."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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node_count
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edge_count
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diameter
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av_path_length
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density
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clustering_coef
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connected?
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minimum_cut
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pos_w
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all_u
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2.11979
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0.590294
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"text/plain": [
" node_count edge_count diameter av_path_length density \\\n",
"pos_w 2102 293544 8 2.93304 0.132937 \n",
"all_u 2102 402360 7 2.11979 0.182216 \n",
"knn 2102 420400 4 2.32002 0.190386 \n",
"pos_w_random 2102 293544 2 1.86706 0.132937 \n",
"all_u_random 2102 402360 2 1.81778 0.182216 \n",
"knn_random 2102 420400 2 1.80961 0.190386 \n",
"\n",
" clustering_coef connected? minimum_cut \n",
"pos_w 0.71453 False 0 \n",
"all_u 0.610098 False 0 \n",
"knn 0.590294 True 203 \n",
"pos_w_random 0.132907 True 225 \n",
"all_u_random 0.182253 True 320 \n",
"knn_random 0.190416 True 345 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#function to get graph properties, takes a few minutes to run\n",
"def graph_prop(input_graph):\n",
" ncount=nn.vcount()\n",
" ecount=nn.ecount()\n",
" diameter=nn.diameter()\n",
" av_path=nn.average_path_length()\n",
" dens=nn.density()\n",
" clustering=nn.transitivity_undirected() #this is the global clustering coefficient\n",
" conn=nn.is_connected()\n",
" min_cut=nn.mincut_value()\n",
" out=pd.DataFrame([ncount, ecount, diameter, av_path, dens, clustering, conn, min_cut],\n",
" index=['node_count','edge_count','diameter','av_path_length','density','clustering_coef','connected?','minimum_cut']).T\n",
" return(out)\n",
"\n",
"#summarizing graph properties\n",
"network_stats=pd.DataFrame()\n",
"for nn in [pos_w, all_u, knn, random_posw, random_allu, random_knn]:\n",
" network_stats=pd.concat([network_stats,graph_prop(nn)])\n",
" \n",
"network_stats.index=['pos_w','all_u','knn','pos_w_random', 'all_u_random', 'knn_random']\n",
"network_stats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Questions:\n",
"- Why is the diameter and average path length lower in the case of the full network and the random network, compared to the other two networks? What about the other random networks?\n",
"- Why do you think the clustering coefficient is lower for the knn compared with the other networks?\n",
"- Why is the minimum cut much larger in the random network compared to the others?\n",
"- How do you think the selected *k* would influence the properties above for kNNG?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Centrality analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll look into different centrality measures:\n",
"- [Degree](https://en.wikipedia.org/wiki/Degree_(graph_theory)) - number of neighbors of a node\n",
"- [Betweenness](https://en.wikipedia.org/wiki/Betweenness_centrality) - measures how many shortest paths in the network pass through a node.\n",
"- [Closeness](https://en.wikipedia.org/wiki/Centrality#Closeness_centrality) - the average length of the shortest paths between a node and all other nodes \n",
"- [Eccentricity](https://en.wikipedia.org/wiki/Distance_(graph_theory)) - largest shortest path from a node to any other node. Nodes with high eccentricity tend to be on the periphery.\n",
"- [Eigenvector centrality](https://en.wikipedia.org/wiki/Eigenvector_centrality) - a node is more central if its neighbors show a high degree.\n",
"\n",
"Degree, Betweenness, Closeness and Eigenvector centralities may be additionally computed for the positive association network by taking into account each edge's weight. For instance, for degree this is done for each node by summing each edge's degree.\n",
"\n",
"Because the number of shortest paths in a network scales with the network size, we normalize Eccentricity and Betweenness with respect to the network size so that they can be compared between the four networks above.\n",
"\n",
"Note that many [other centrality metrics](https://en.wikipedia.org/wiki/Centrality) can be computed. For instance, [PageRank](https://en.wikipedia.org/wiki/PageRank) and [HITS](https://en.wikipedia.org/wiki/HITS_algorithm) take into account edge directionality to compute what are the most central nodes in a network. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Degree distribution** \n",
"Let's start by comparing the degrees of the random network against the three other networks. From the figures below it seems that there is no relationship between the degree of the random network, and any of the three others."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
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K4avDODZ0LAr41gCiNM4IESJEiLB5sFnr1yIbkAgRWobORCdemn4JhjSQUBPoTfciJmKbwsqBWc0pfQoCAqqqwrIs5Io57OzYicGnB6NU1lVGFOxFiBAhQoTNg6h+bXWx2eolI2x4DA0PYSI/gbJVhiIU6IaO0ewotqW24Q/f9Yer3b2Wgw3qS2YJqlABAIpQUDJLm4bdXOuI0jgjRIgQIcLmQVS/tnrYjPWSETY8Bp8eRHeyG3sye6CpGqSQ0BQNPe09m4LRGugawHx5Hgk1AUtaAABLWkioiciofo0gCvYiRKiBoSHg8GFgYIBeh6LU8wgR1jei+rXVw2asl4yw4cH1eplkBvu37sfNPTfjTdvehDl9brW7tiJgg/qMloGEhGEaMKWJTDITGdWvEURpnBEiVMHQEHDsGKBpwJYtwOXL9P6hh4AjG/9hXYQIGxdR/drqYLPWS0bY0BjoGsDlucto19qdbZuJ0Tqy7wgewkMYfHoQ5ckySlYJCTWBfVv2RV6DawRRsBchQhUMDlKg125/f/Pr4GAU7EXYhIhqrTYXWnG9o3rJCBsQx992HMeGjgE6KXDOl+c3HaO13Ab1EZYXURpnhAhVMDICtPmVlNHWBoyOrkp3IkRYPUS1VpsLrbreUb1khBCwR9vAlwbWpTfbkX1H8NCRh9Df0Y+Z4gz6O/rx0JHITD3C2kHE7EXYdBgaInZuZIRq8Y4fD2fqBgYodbPdzczA/Dywd++KdXVNotH5i7CB4K21AuxXnbZvVHZvMzOZrbrefOxmndcIFWCPNk3RsCW5BZfnLuPY0DE8hPUVLEXMVoS1jIjZi7CpwHV4ly/76/DChFeOHwd0HSgU6CF0oUDvj2+ezIwKNDN/ETYQ8jNUW+XFRq612uxMZiuv964bgHf9OvD+T9JrFOhtODTD1LFHW7vWDiEE2rV2aIqGwacHV7DHjWO9s5ARNieiYC/CpoK3Dk8IetU02h7EkSMkxtLfD8zM0OtmF2dpZv4ibCCku6m2yguutbr4MvDNvwCe+CK9boSAaDVUI9fSPNa63hEi1AAzdZfnLvuYumpBEStZerFWvdmaHVuECGsFUbAXYVOhXh1e0GoBAE6eBF57jV43c6AHRHWMmxbVaq16BzYmA7bSTOZaYxKj2roIi0SzTB17tHmxVpUs1xsLGSECIwr2ImwqDAxQ3Z0XXIcXpSjWR635ixDAzMTqMzTLhWredBMjG9M3baWZrbXmPxd5EUZYJJpl6tijraAXIKVEQS+sCSXLsHTN5WQhW5UOuhbTTNdinzYbomAvwqbCoUPEQr3wAvDyy8DEhFuHF6Uo1kdUx9gEFLH6DM1yIqzWaqPW8q00s7UW5zGqrYuwCDTL1K1FJctq6ZqdWueysJCtSgddi2mma7FPmxEtU+MUQiQBfA9Awj7PX0spf1cIMQjgvQB0AK8CuEdKmbWP+RSAXwdgAvhtKeU3W9W/CJsPQ0PAiRPAtm1ANgsUi8D0NPCpT1F65r33EqPnRZSi6AfXMQ4O0rzs3RupcdbEYlUM14sS5Er6pq3knARVI+MJQKgUuJ95avnPvRr+c8s1n8F2egeI8V3r9+4mxvkr5zHwpQEMdA0su+n1Yjzn1pqSpTddEwC96gAEoFu6b2wzxRloMa2p+azW/uDTg0uah1a1uxS0ok9Dw0MYfHoQI9mRltzDGxGtZPZKAA5LKW8F8GYAvyKE+DkAfw/gJinlLQDOA/gUAAghDgD4IICDAH4FwJ8IIdQW9i/CCiFYB7daaZHM3PX2AjfcANx6KwUrp07R51GKYjiiOsYlolmGZq3Vb9XCSjFgqzEnzGy99b1AuQRIs3XnXmkmcbnmM9jO7BXghe8As1Nr/97dxCib5ZaxLGuRqWsW1dI150pzvrFpqgYBAd3Qm5rPVonSrEWxm+XuU8QULg4tC/YkIW+/jdv/pZTy76SUhr39RwB22T/fCeArUsqSlHIEwCsAfrZV/YuwMlhLdXD1xEWiFMVKrKXrt27RLEOz2vVbzahCrlRt15mnAMsCCrNAdpJeLWtl5qSZ67FYRc2VrpFbrnss2I6+YL+W1kbtYYRQKEJpqcDIkX1HcPLoSbz28ddw8ujJdRHoeevKssUsJucnfZ/Pl+fRkehwGCVO3exKdjUt2NIqUZrlancxNXbVjgnr0+T8JGaKM4uq4YtEchaHltbsCSFUIcRzACYB/L2U8pnALh8DwFd5J4DXPZ9dtLdFWAUsFxu3lurg6jF368FqYaVZ0rV0/dYlFsPQrGb91mIYn5Wo7cpOAAtzgLQAodDrwhxtbzUavR5LZctWskZuue6xYDuWCUDYr0toN8KKYbWZn7WAIFuUjqUxnh/HRGHCEY3JFrOYyE/4GKWz02dRDgg5NTKfrRKlWY52F8Oc1Tom2KeJwgTG8+NIx9KLYubWInu5HtDSYE9KaUop3wxi735WCHETfyaE+DQAA8Bf8qawJoIbhBC/IYR4Vgjx7NTUVAt6HWE52Zy1JNXfCHN35MjaTVFcDZZtLV2/dQdLLo6haYUSZKOM02qzitVgmdQf58+EoPfeoKJVaPR6rNW5C8Ny3WPBdhQVgLRfl9BuhBXDWrU5YCxVybHe8UPDQ7j7ybvxeu51vHr1VTw38Rwu5i/CtExM5aecVNSe9h50J7srGKXL+cu+9hqZz6WkutYaz3Kk0C6GOat1TLBPeT2PvrY+JONJDF8dxmvZ1zA+N477vnVfQ/1baauOjaIkuiJqnLYAyylQLR6EEEcBvAfAh6WUHNBdBHCN57BdAN4IaevPpZS3SSlv2759eyu7vSaxEszOcrI5a6kObj0wd7WwGizbWrp+6w7dvYtjaJa7fqsZxmktqkICJI4CEKMnJb16t7cSjV6PtTp3YViueyzYjpayXxORP98ahiWtNWVzUA1Lrc+qdzx/ntfzMC0TZVmGZX+3SEiUrBI++uaP4uTRk5jVZysYpf6O/kUzaYtJdW1kPpaaQrsY5qzeMd4+dSW7kIglMDY7Bt3UoQoVpjRxdvpsQ9d1Ja06NlJ9YMuCPSHEdiFEl/1zCsAvAXhJCPErAP4jgPdJKb3LyK8D+KAQIiGEGACwD8A/tKp/6xErxewsJ5uz1urg1jJzVw+rwbKtteu3KbDc9VvNME4r7S/XKLp7gWSbnzlKttF2L7wM5tf+GPj6f2u+fi4Ivh5CBXJTwFyW1DmD51yYo8/1kvvZas1dPSZ3ue6xYDudW4FbfgHo3B75861hxNX4uhBPWWp9Vr3j+fNULAULlu9YYf978EcPAghnlOJKHAe2H6jJpC0nM9SKerVg/zoTzdtLNMO2DXQN4HL+MgQEVEWFEDTPjY5jJQWANlJ9YMusFwD0AzhhK2oqAB6XUv5vIcQrIDuGvxdCAMCPpJT/Tkp5RgjxOICzoPTO35JSrkCOzvqBl9kB3NfBweUNWgYGKJDk9oHFszmRVP/yYTmvS6OIrt8qYdcNy7dAzs8Qo+dFNcbp4B3E+kGnfczy2mBmuF/tier9YgZTtdm+nJ3m397lspnA4ufV0IF0l3v+Z/4GmL4EvPoTOmeqAyjkaF7buwBVWZ25886Dl8kF/GNfrntsOe/VCCuC/Vv349mPP7va3aiLkewItiT9fkjN1GfVO54/7033Yu7qXMXxcSWOfIl0BqtZSvzhL/5h1UCDmSFN0XzM0ENYXHCy1PlopH8zxRkIO12+UeuMZuw2jr/tON73lfdBhQpIYpktWNjZsbPhcayUVcdyz/dqomXBnpTyBQA/FbL9+hrHfB7A51vVp1ZgaIgWwiMjtBhv5UJ4ZGRlfOCOHyfGkNufn18am3PkSBQcMJZyv9S7Lq26F5u5fiv5+xChQTTj4Rb0l1srPmmN9MvLYBamicUUAijmgcw2LMrvMKxtwPVPPPcDIJWm9zEAEMTwzc8CPbsbn7tannfNflatr/XGXs937+LLwI+/CcxdoWr6zDbgLb+8+vfGBoT9kPxZAJeklO/xbP8kgEEA26WU0/a2pv2JT0+exuETh5fFn2y5Pc+87U0VpvDG7BuAAFQ7ZbtslZHW0hgaHqp7noGuAVyeu+x4vAF+xok/zyQyUITipHACgKZqkFIinUgDsBklPITBpwcxmh3F3q69dcca9JgzpIHxuXHc9fhduH3X7U3PVb3xNItQDzzQ2Le2bW14nM3MzZF9R3Bg+wG8cuUVGNJAQk2gN92LmIihv6N/UeNoFZZ7vlcTwi2ZW3+47bbb5LPPrt7TKU6r1DT/4rtVdWCHD1cyO4UC1Z6dPLm85+JFe8TmLB+W436pdl1W+l6s1rfl6oMQ4sdSytta01PnHL4FlRBiEMB7Qfa5rwK4x643XtSCarW/nxx4mR4vK7bR0uue+CIxWUIAMxNwRFykRemeUlJq4fs/ubS2GVLSebp7K7c3c55a1wdo/jNDB9o6m+tTvXvk4svAU0+41grcZqINePtdG+s+qoMV+m76DwBuA9DJwZ4Q4hoA/w+ANwH4aSnltO1P/Fcgm6odAL4FYH+9rKj2Pe1y9/Hd0C19SSlwXmbIy+gstk1ve2WrjNHsKExpQoHipFnGlBj62vqgxbW656nXP+/n2YUsxufHAQCaQg9KLFj4zM9/Bp9952cXMTvAwJcGsCW5BUII5Eo5jOXGIKSAhMS13dc2PVfLPd/e/jGklJgpzuC1j7/WdHuNYrnH0Sqsl34yan03rYhAy3pGLUGUeoIZyy2mspz1U/X6tlZr25ZrTlfD6H05BFaqXZe1YJGwFvrQJD4O4Jzn/d8DuElKeQuA8wA+BQD2guqDAA6CRKb+xA4UVwfNerm10sNtsb5yrYC33pBr+7zKkEupn6tWyxjXll7jWKumkj+zJBmWz80Qc/iTv6t+nGU236d6dZ1nnqIgUgiyvhAKoChAubg21UbXMYQQuwD8Kiiw8+JBAL8Dv0r5ov2Jl6P+qNGapqHhIdz6Z7ci9XsppD6fwq1/emto7Zq3vcnCJOJKHHEl7gR6ChTERAy9Hb0N9b1efZf385SWwt7MXrTH22FIAxYstMfbcWr01KLr7Ly1bBP5CShQAAEkYolFzf9y16vVqrVrpQrlStbdLQXrpZ+NIGL2aqAeUzEwQGmVFQ97Z4CHH24N07IcjNtaYIEWg+Xq92qNv9b98toSH6K1su3V6EOrn57bC6oToLTx/+BNlbI//+cA/oWU8sM2qwcp5Rfsz74J4D9LKX9Y6xwt+X5aSyzdWupLsD+mSfVzgL9+brF9qzbW697i1uwtdg6qsYZ60X4jgPmcaz3BiqRaCmgPYfAKsxSENtOnWn14/yfp8/lZOGwpwzKB9szi2NJ1ihX4bvprAF8A0AHgk3bWwfsA/KKU8uNCiFEAt9nM3kMg3YMv28f+BYAhKeVfh7T7GwB+AwC0LdpP3/yFm5fM4jTCDA0ND+FjX/sYphemqU5LUJ3WltQWPHrno76Fs7e905OnERMxSEgsGAtIxVIQEDCkgZt7lt73alhONsfb1qszr0IRCiQkdnfuRiaZWREWrdH+ecd69NajOPH8iXXDaEUgbHhmb6ksTbXj6zEVtWTpW8VyLAfjttIMzFowaPf24e67KbhbaQaqlTYGjbTdajZzndk0/BHoKblV5fOPAeAZ2gngdc9nF+1ty4tGWLK15OW2mn0JmysvgwkAme1AVw+ARfodelGNHX3z4dpKnY2glgIq11sKAVgWYBoUYDm2BiHHdfc2z+TWU2FNdxOb5yOVJLF7q63UuoEghHgPgEkp5Y8929oAfBpAWC5hQ/7EgN+2KpYmuYal1h81osI4+PQgZkuziIkYVFWFqqhQhIK50lwFq+VtL6EmSLxDWlCF6vycUBPL0vdqWE4FRi8zpAoVqlCdQA9Y/fqvaszVqdFTG0aFMgJh3Qd7S7UjqHV8Pan7WmmVa9mMeiX7thYM2oN9KBSAiQkgl2uunaWilTYG9dpeCduO9WLTELagCnz+aZAi8F/yppDdQhdUQojfEEI8K4R4dmpqqvFONeqFt5a83FarL7XmatcN5G34/k8Cd/428L5/Tz8vxu8wCG/bwfZYqbNrO2AZ1X0Mw1DL8+7gHXaQZ9regvZtJwQFfsWF8ONq9bXZPvDnMc31OJQW9SueXH2l1o2FtwN4n83efQXAYQD/A8AAgOft7bsA/EQI0YcG/YnDsBz+ZPU8z4aGh/DDiz/EvEHMkGEaAABFKDAso0LV8NDeQxjNjeL5iedRNssoW+R7tz21HZa0YEgDPe09Dfd9MamIi/GZqwX2mHvy155EX0cfYkqsYX+4VhvKe/vn9eVb7jlopD8bxbx8rWJdp3F2dt4my+VnoSjAjh1Ahh6WNCVaUkv0BKgviFItrXIlxVSaxUr2LXiuXA544w1aJ9x+e3NpqIvtd/C48+eBUglIJID9+xtvZznQSuGbWm0v5ZrXU9j0ft5pkypzc0sbXytTpYQQXwDwr0ABXRJAJ4AnpZQfEUIcBfDvQClT8/b+rU/j/OZfVCpmGjoxRsl2VyGxWACkWblfqpMW9bVQT22xHoLHL6UvS0G1uap13rCxA7QtO0FsmVCJFWtUCXMp/Qn27Sd/B+Sm6bFCx1bgp9/lnudrfwxkJ0GBniA2jdPmOreRSEp+xmVY5+fouigq0NXrH2utcQTH2jsATIz43194sXk1zqXed2sMKyHQYp/nEOw0zsD2UbhpnAcBPAZXoOXbAPbVE2hJ7E7It3/u7cuqxhlUYeQUwfG5cSwYC5CQEBCIK3EIIaAKFW/d9VacPHrSaefY0DHoZR1ZPYuSUYKAwI6OHRBCoEPrAAQwV5prSCFysemYh08crlBgLOgF9Hf0O31d7rlazv4vx/GtmINa/QGwroRQ1ipqfTet62AvlbpNWtazJLgmgd27KeBrpk6oVXV3a7kubiX75p3fXA4YG4Nzva69trnzLrbfwWvM/bAs4JZb1ta1aRUWW09Xb85bdS+txoJKCPErAP4QwDullFOefRa1oGoq2AurmSotUN1Z5xa39qpUpAuXTDVXI7bU+rqw4xfbl6WiXn1ZI30v2qqSikqCJ9xWsg1QYvWVML3ja7Y/9foWPMfFl4GTX3bFUSCp/bYM/fz+T7rtWAZQnHf7kOpw0z6buU7LVY+51uo6lwFrKdiz338alHZuAPg/pJR1KZHOgU659f/YuixWCdXAAYMhicEzLGL1BARiSqyiZm+5A4zFtrccQdZSrSiGhodw95N3I6/nkYql0JvuRSaRCe1/tfMtZT6Xq27R27dsMYt0LI3ejt6K/gBoWYC9mbBha/YUhdgZ/nlign5upk6oVp0RG0r399OiuL+/8UXsUo5tNVayb975nZig6wTQdWu2Vm6x/Q5e40wG6OkB0um1d21ahcXW09Wrk1yHCpy18BBIFOHvhRDPCSH+DACklGcAPA7gLID/F8Bv1Qv0GgbXns3PEbNTKrqfLeTpFyamAWWdhDdK84CpU0CiF4mNiidoQV1LDXOp9XVhxyeSQFsHMVjzs9Tfsu3n1kpVznr1ZY303dBJSVJfsJky+4uptEDj+M5jwPcfp+Cp3pw12596fQueY9cNVHvINhJCcUVn0t00199/nB4MLOQpsGO1TH2BxmnozV37Zu6XWrWma6nGdJ1BSnkqGOjZ2/dyoGe//7yU8jop5Q2NBHoAUDbLPpPvVqTMcSpgJpHB3q69SMVS1F9I3LjtxgpxluVOHVxse0tRYOQg6fLc5UXPL7dR0AuIizjKZhljuTHkSrmK/tc631LmczlUKIN9y+t5TC5MIld062e4P61KG43gomWm6iuF3l5iaQCgWGy+TqieUXUtQ+mw9DZgfZhKt8LoPGw+vPNbLNL6Q0q6bkDztXLNXo8jR/x9KJcpnVHXgQMHgAceoO2Dg8C9967ta7YU1LvPq2FkhBjBXI6C9VKJgrmZGf/nXqyV2tRGIKU8BeCU/fP1Nfb7PEi5c/ngZT3aOoFClv4j40rot3cBeom2M7NjmkC55FeC9NauAZWsSX6G9vGimfq6asfrRUrl87I3tfqxHDh4h92+7meLqtWOhfWdFS2FdAM9KWnOFZV+LuuAUQaUOAW2PObgnDXbn3p9CztHcI75HL0DtL2s0zgsA8T82fcKs3pe1rHaORbTL+89HHYPLvW+i9ASKEJxhDegkyjJcrN7XkPqTCKDzPZwZgqgwCBbzOLS7CUkY0n0tvcik8wsScBkKYbYR/YdcVJRB58exL1/e29DLF2oSXlgfusxf9xGMpaEbupQFRWwyLoh1hGrEL/RFA2GNDB8dRgls4SYiOG+b99XdfwdiQ4cPnG4LvPIc9AIwsYUnItULIWSUcJEYaJCoObK/BW8NP2Sa7Le3ouYEluX5uVrFeua2QOIpdm92/4bqDbP0iyWLQoTvPjYx4B77mmtCMZaRTUBEMCdX75GnG4LLJ9aYy0BEr7GmgZcuED779lDwc5muWZLYUUnJ+mBSrkMxGI0b7kczdE6U+BcO/CyMQVbbTHdTU9DFuaILevqIfbGSTMUACSgxigH+YXv0PH5rK0E6fFgC8LLPuklYhFnJoj5aYSFq8VeNcLeXHyZas++/LvA//hd4Ov/bXHsH9d/lXViseZnw9UmvWyTvuCmNjKY+XL8+GALoIDGoMboc8sE8ldprrKT4XO2FB/DRq9LtXNMjNhfrDG3/4Ad5Fk0Pi9z6Zxniu4VLxNXMWd5f1/D2Mp6134prGcQa8nTcQOhVQxKPfEWBjNAaS0NACgZJYzNjmFibmJJAjKNnr8aFsPS1WOoGmmT2+ht74WEhGmZEBBYMBYq+j+SHUHZIuavbJYREzGYlomzU2dxaO+hivFni1lM5CeWxDw2Ok9np8765qI3TeMpGkXf9Ti09xAmC5PQLR1CCuimjgu5C5gpzixJPCiCH+s62LPsh7OxGNDXBzz5ZON2BF4Z+sFBYjhq2RkEZevvu68yfW12loQp1pulwXKgVjof20U8+SRdp1jMVWvMZoErV1pvy3DkCLB1K3D99cCNNwJdXe41m5kBLl0CXnyRXnV98ddsLZu+L8a24/hxYNpOGBKCyAQA2LbN/b1ZDwqcawrMhjAbIy2b0QPZBaQ6SNjjLb9ME24atj+4vZiPabRQ5/emQf8BugjZycqFMKstLhSIVbFMe3Eeb0w5spZaYz1VzosvA089QQGGlADsPv7gyeYW7F4VzvZOIJWmuQgKfgTVOmNxmq+Fgtv3mEZKklrK/kPCgZJdUBxP0HaGxddBArFE5Zw1q34ZnNdGrkvYOXjuVc0f7HGf1RiNk1NXS0X7PBbdZ8zEPXcyMGcJ6tPCXLg6J6Peta+n8tkoGlWrjdA0gmxXM6qItfZtNBWQGaDe9l7s6dqDRIwsF/JGvqHUQe5D72Avuv+gG31f7MPhE4cBYEmpiM0Yxh8+cRh9X+zDxdmLeH7ieZy/ch65Uq5ifuu1yQzn6cnTmChMYGtyKzSVmLu0lq7oP7N3ChQoChm2QwCaouHU6KmK8fe096A72b2slgrVxlQySz5bjkwig950L9q19gqbh65kF/Z27YUW0yAhEVfi6E33NnztIwXP+ljXAi2dnbfJbduebVr1r1lRibD9X3mF2KGuLne/F16gv9M33+xua5Wx9VoTgGlUAMSrGNnRQamB3d1LH0Mj5w/b55/+idY9iYT9IN9+gNDdDYyPN9eH9W76Xg29vW4fEgl639npzm0rFEZXSgShlbjtttvks//rLyuVCM88RYvVwqy9uLdFN4RiBzEeFUdmAMs6LdyTaWJcmLnxfX8Ll8XZfk2lEmRYW4nk0tU866lRfvMvgKnX3XozAA6btn1348qdYedZmKNUSy3ln9/ZK8ROcVqmEgNg+fcD/GqcehGuabitfAn4A0FVJcZ1OVVHl3JdeE4Ks7R/EFoSeMcH3LFOjtmMn51Pr6iAlqA55OCZsVAAjJJ/zmopkZaKdG+aBpm6v+MDtH8tJdRGFTqXqni6jNgI302p3Sl54NMHKoQ3mhHmWC4Rj0aM2avBq+A5uTBJGcyQ6E33QlO1Jak5NmoYf2zoGHRTx0R+ApZlwYQJVZCXYLAftdp8+N0P+9oSEIAAelI90OLhYxkaHsL7vvI+53yWtCAhcU3HNbBgVczfUua62Xm6NHsJ7Yn2uvfHYvu0XPffRkKt76Z1XbO3fz/QqNidF14WCHBfmYVqZH9No5Q/b7AXj1ce26qUtmbH0GoMDFRK+4eN3Vtzd/iwa24OLG0MjZw/bB9GueyWtghBtWmNwFsnmM2S6Et399LGs9au7cGD4bYNHR10DblG8uGHN16t45KgF8Prmco6BXXJNDCfs4MJQfVWQdZj1w20aPbWa3H9ntYOlLypdnYAlUqH10TtusFduHufeDRaQ7XrhvAFeb2atfyMO0YHwk6RbKJ2K1j/VSpSeqaUrvn4M39DIjZG2Q18pUUiJYlUpTqmV/HyB0/SsWxgzgGfsNthgRRgeevOlnJdeO6DgR73V6juGHfdAHzl92kupD02y6Q5tMzK1MpkG6ArtRVF+fzlOX+qLLOffN4w5rWRWlNGVPu3rIirccwUZyrk/xupOWME9zWkgfG5cdz1+F24fdftDatQMjtlSAMT+Qmn7uz6rVVLqAG4ipUFvQBLWlCEgrgah2VZyBVz2Nmxc0m1iI3U/PEcTBWmoAoV8XgcuqFD2t/FeT2Px+56zOlDrTa5re5kN5KxJCbyE1gwFpA38njsfY9Vras7sO0AXrn6SkW9G6tcNjumZtVEg23mSjm8MfsGLFjoTfcCAqH3WjN9CkO9e3U5VFE3EtZ1Gudi0aw5d9j+/f2V6WudnbQAXomUtrVm2r6YdL7lHEMj5w/bhzO1vK+mGSBMqiBYJ5jPU33bUs3a18O1zWaJld3otY5LQv4qMU+W9NczSZMCokQSiKdsg2o7DfO6t1QueIP1WnGNFuLpTrvmzA4QhCA5flWtXLjXUv1cbA1Vtf4Fa9bS3S576UBSMNbMeYP1X1xTpsb882uU3YCNU1ylRUF2NZx5iq5HutueUxtcDwfp9r/ZesfFjA1o7Lrw3DuMqaD+CzuQKxWAv/oc8NXfp+tfLtF2/s8QytLOb5RdpjDdDaTaq6tuLkahczlr/yJg/9b9PhNtRjOqiN59c6UcxnJjMC0TlmU1VQt2/G3HkS1mMZodhW7oEBAoW2VM5CeqHs+sTl7PU52aNFG2yjAtE4pQUDJLS65FbKTmj+egZJag2L+DcTUOVVFxc8/N6E52++a3Vpve+cwkMti/dT9u6bmloo0gHvilB9DX0Ydru67Fvi37EFNiVWsT641pMXWK3jb5OpatMnamd0I3deT1PB5+98MV91oz8xyGWvfqcqiibjRs6GCvWt1Ts6ISnZ3ASy8Bp0+TIXcuRyzeNddQqt8LL9Drb/4m8OijK2tpkMtRn06fpj52dCz/uRrBYgRAWPyD+3/+PL1fDBPayPnD9mm31yRsCaEo9D4oXheGYJ1gKkXb2QIEWByzuxyiJ4ut+Qs7LmzeenqIwWy2PnUt1Zm2HBJ2dJwlUQyA2AhFteu05oDygsscpTpIXTMsgPDWa73jA5SWaOgU3LFKJ8vxB9lBb71TWyct8gtZshlYbA1Vrf4Fa9YO3kELeint1FOLArF4srnzBuu/uIYu5fnSU+O2qibX4XkCTNOoHpxx7ZmWILPwjq22mqVFpvbe83GQFFa7t1gspbZt1w3EWgr7ywvwB3JGma71zLj7UAEAYI/Fsuj6LOX8WooM6TPbaA6B6sxbvTq/MCxX7V+EmhjoGvDVWQHVWZbORCdemn4JpydPY2RmBFJKQACJWMKp27rv2/f5aqru/+79FTVWR/YdQU97DzRFgxQSmqphT2YPupPdGHx6MLQm7+4n74Ze1pGKpSAhnUCrbJVhSQsJNbEkJU+gsZpDnq+ESnWGhmmgaBRRNst4afolMoJvsM1m5r7Zfgb31VQNZ6fPYjQ76gjjAI3XKVY7/6XZS9AUun5dqa6mj2+mtrLWfC1mHBsd67pmr5Zpca26J6DxmqihIVJrvHrVDQhMk4IqTVueerPFYGiIlCSnpz1/3y1iWR59dH2k091/P/C5z7kBlmmvOz7zGeCzn12ZPvT10bXlgI+ZvS1b6tfshZm1s9rnzTevXs3eYo9v5rjFmLQ30/5GqIu57dod8tn/8m/cYCyzza0zOniHv04r1WHXTi2ifi6ecBfAYfVPwXonvUTpowDVzNWrl1oOXHwZ+PE3gbkrFH9ltpEATb3zBuu9egdIgTI/Q8xaLEEsEuCOyzThZxE96O6j81aro6xWsxbTaH/TWNz1qjUmnv9q22sdw/jmX7h1imEpnSyM426Ek6aqKEDPHprbcz+gezKuATe+HXjz4cbG1ExNXSP7Lked32JQb56xQb6bqqydGq2DGhoewj1fuwdXF646TBoAksvP7EUmmUG2mMWF3AVc33092uJtmMxPYnx+HH3pPvS09fjavvdv761Z9xWsybOkBVVRsTW1FVcWrkBaEmVJzC+Leyy1Zq8ReGv2OHURAGIiBghgW2obHrnzkaY8+lpdg1brPNWuQ6M1fa2oCVyNcaxX1PpuWtfBXiJxm3z7258NFYQ4fDi8zqi/n5QIGxWV4HYMw/UZi9mVjrt3V29/JXDrrSQUYxiucEYstrJ9WAoOHwaGhylIKpVoDJkMsG9f4/2v5q3X6j4MDQF3302pm6kUzX0mQ/dIPk8PAardV430eWiIFF9ffNFNMW1vB37nd+oHwvXu/WqodT8dP+7v85Ur/npLwB17V1f4uJrp14ZYUF13jXz2P99Db6QEOrdQIMIpjk98keqQghGzXqxdJ9UsVuo8yw1vbZe3FpDnz/u56VE01doCtYw2hKD4JtlOKZveNr2ehWHnApZnHuuNabHH8D6W5QbytcBsMiSN4ZZfqD/+5RpXM9d1MX1ZLBo874b4bqr1oNyudRrNjlatszp84jDV2VkGJgoTyOv0+5ZQEzjYcxAAcG7qHADgxu03AgDOXzmPklFCIpbA/q37AcDx3QNQUbdV0AsYL4yjr70Pl+YuOZ5zlmWhbJWhChWJWAK96V5M5CdQ0AtQFAVbU1txYPuBFavR4vl6auwpSiNVFKRiKfSmexETsVBfwXpt1Zr7pYKvXXCua12HRsdQq+1G56AZVJuvle7HWsGGFWiJxdxaoSA7UM/suVFTcW5HCNcbTkpK3VztuqrZWeBNb6pce6wXQ+uREUoHZIN1oLn+e5kib91YM0wam43v3Nm42TifN52m/UslYvR6e6kvjz1W2/i90T5fuOBXfy8UiA0Fagd8izE6HxoCzp61S2liJFgzNkapymfPVvY5m3XrGtvaKP12fJyY0mrjWu8G7E3DMvzpdAt5SuH0epDNThEjxaqRWgLo3L68/WDxEi+T0ki9UwMsR0vhre0C7FedtntFP1hlUlGJcUskAaPo2lEwewW4Yi3xBFC44lodjJ2hRb2XLRUqLf7PPEVjX+w8Au5cTo7ZOd8dQEz4x8RjCc53vXkA3NfvP97g5NpMn1DoIQT79dU6Ry3wPj/5OyA7RcRhMk1s7jN/4x+P97qF3VuNjLcVWK3zrgE0K2Yxkh1xmJNMMoNcKYcL2QswpQkppcOy7Onc4xxTMktQheqwgIBbY8VKlNDhY2kSasKpiYOE49EmIWFKE7quQ+YlurQubG/f3hIWzDsvh/YewqnRUxXz5FXanNVnMZGfwFhuDJqiYabYuIhQM0bmiwVfOy/qXYdG/e6Ov+1408cvRUil2nwtph8bHeu+Zq9ardBymT1Xa4cX+kttfylY74bWS+1/PW+9RrCYWkM+b28vsbsJu0Qln2/82Hp9Hhwkz0bA9n5WXM2JBx+sPabFzCv3i8HnvHyZgtlgn7u6aPw8b/k8BXq9vdXHtd7v1yUjlqCaOVYfTHVQqqBlwlFGXChQOt1yYjH1TmvB16yR2i6uFWzroNTQhK3YmOp09/EKrgA09kLWtYJgb0KA2nrre0nIRJr+sfcOLK5uzDuXXLM4n3NFctQ4Cb5Um+9Ga9y4di6RRm3YacUd3aTc+tPvWlwdXRjKJaCji+Z/fpa8FYHK+6dWjedy9aVZrNZ5VxmLEbMI1kuFeagd2HYAcc98JtQETGkioSacbVxjVa1u68B2sodQhQrd0hHMRFOgoGgUMV2cxtFbj7Yk3ZHnZfjqMD73vc9heHo4dJ4GugYwOT/pMzjXTR25Um5NCYPUqnVbbP0co9njWyWkstRxbESsa2aPEcYOMGPDn4cxNo2k03E7+TyxGcUiMR/vfz/wwx/Wbn8paKZvrepDq1Ftbj/0ocaO9zJFuZybZjs66gqLhCE4t4cO0fZGM5q9581k6D/Xq3nPGXYNG2W3Rkb8rB7gBnv5kAw1LxZzX4yMUOD2+uu0fmUbLl2noO3ixXCfveefp+O5hg+ofi3W+/26OHBtFKieSo2RMItpAIXTJFLCDKCi0mJ9YqR6c4up96rHpIShHsvhPR+rKpZLy8sANsOkhe3LsAya27aMPfe2WqfXCkIIYsWEStcJkhb67HkHna6Ll/3z1pJ98y+qz613LtWY649YzNN5uc7QKFEfY4IUXBfmgFOP0TGW5dYm8jwApLTprbGLaUA+Gz6fQgCJdmI2Abd2lNnDpbK/+gKZwSdSQGHa/RIpFigQh05MX71avJhG514Mg7oULIW5Xcdoxm6BEcacaKrmsxngur6x3BgMy4AQAoZloCfZ42P/gmyL9NSW8nlMO0NCBmpxNVXDwZ6DKOgFnBo9hc++c/mK/YPzcmX+CkzLxKX8JeT0HHrbex3RjyP7juD4247jrsfvsglzAVOaVLeX3LYoC4ih4SHc9637cP7qeUAC+7ftxwO/+MCSA5awa5ctZqGpGga+NLBom4IgQ/fwux+u28Zi7r1GsRIsaauxnPYR657ZA6r7udVibIKy+dWk448cAY4eJSGUUglIJoFt2yjQO3q0NcqbzfStWVZqLaHa3J440ZhKo1eRdGyMAgdhZ2xVswEIzu3wMInEDA83biHQCENV7Rp2djbGbg0MuJlnDPYBTNd5cL9YZdR4nJhKzRbmU1Vg1y4KwnXdn94ZVE1t5Fqs9/u1aQhhy/bbMI0Ao2TRAj+ZdpUMk23VmYRqbNtzJ+uzcLWYlDDUYjm8/QCIvclOAhDLywA2w0h69y0t2PV7dkDHzJ7FAYSwlUGlG3hZFtXelYvuNtNwGTgee3Aegfpz753LVIf7VMk06DPLsusJJfV7fs6+T+w+xuIU+C0U3HlYyNOxRpnuJaMMPH+SRFrCxGlYJCiRpD4cutt/HywH+1vWyWuvVHTZamasAWovN+Wfq6eeIH9D77ZiASgurLzy5iZV/GzGboHRKHMi7AcqEhKqUJFJZrAluaXimGoMDwA8dOQhKIoCFSpUQb/LilCgKZojiLJUm4UwBK0lFowFJ9jUTR1js8Tg8XmP7DuCTq0TWkyDKU1oqobdnbvRk+5pum8cKJ+bPkdpq1Li7NRZfOxrH1t21kuLaZCQ0E190ezaYhm6xdx7mwXLzXqua4GW9vbb5JYtz2J6mhbRBw82LtDRjFhEM/vefz+l2c3O0kK3vR14y1uaEw6pJgpz/fUuk9JqLFX4pFE0MtZqfeGAanzcVfI0DNurV6N6wM5OsnQAgP1UE+4TFjl/3hVm4c/DhHy85wbqq0qG3TMTExTkLCzQe0WhNjo6KhVUh4aI4fR69jE+/GHgy1/2963TzlqbnfX3s9FrWE0pM50mtdLJSTd4Y+bvyScrH57wtWAWcvfuxYkGbQgRhGt3yGfv/w27dsyO1NkXj9P5hELbMtvooFrqjkEVw1LRZQlVm7li2fvFqETWOpe3TcD9LDft1r2FKY42yiYuhrGs1sbUGL3XUsQ2ObV78DxBsVk9RXWDEb4eXkN1xb4+7Z2LU5a8+HKl6irgsnlqjNJ79YJrdA4AinCp/Zjm9pvN16de9/SXjUH5b7mHTfZCKEDv3upz2Oxce8eVTBNTyQw1z6dp2kMSriE9YM9FJ92/kEBXj3/+lBiQaFv5etFNqMa5FDGLWsxDM+3W29f7+fkr56Gb5McXV+PYv3V/aLvNsiLB/a8sXIFu6GjX2nF26iwWjAVnX05FVYWKt+56q3PesHGwgE1XsqthdubwicN45uIzMKUJ1f59siwyjveer9lxhu07+PRgzblvpP3F3kObVUilESxmbmp9N61rZk/XiRXato0YiGaMnZsxrm50X7YSmJtzA49cjsRcmjGcHhlxGRRdd20Jzp5dGV+yRpnF5UC9sdbqCzNFPNeGQYGFplFbo6PAmTPuA/Jz50jdsuzx5i2V6Jwlt2bcubbVzg3UZ6iC9wynNhaLbnaTYbiBURBHjgB/9VcUsDKEcFnl++93+6aqNDYWWLl8mWw57rmn8WtYjXWbnaU+eBk/TaPU1TAPQ4st1GyWMJPZ4CIstSDh8XoTri83L3oTAf+2ekyClyEqFSlg4PbD/PyWUmtUi+Xw9iOMwVHjQLZGDVoQteoDm2Eked9UBwUSpfnK3GxL2v8tYlE7t7pfEA4TyH8W7W2mUf26NMKAxuKuyTnbN6Q6KJhJpclr0emmfZM4Odx2MGeUKcWU58Fb5xn0E6zG7Gmp2kFTo3PN4yrrbrA5n3O9FE2Dgj9+yOG95xnMcrPPX3D+yqXmmOjlQrMM+AbAYk2t6zEPizVoD9vX28eeth7ytJMGetp7QvvbLCsStv9EfgLZYhYThQlfoAcQs2daZsV5g3M5UZjAeH4c6Vi6acbLsAzHPxAgNrNslX3z18w4q+17dursks3JF8vQLfbe2wxYbtZzXdfspVKkosjsCb8ODtZnoQYGKpmXamIRYftOThLjwUba+/eTbL2i0CJeCJfdyGaB7dsb6xef75ln7Cww+yGpEK7gRavT3liswzAovZHZtvvuW/5z1xsr4IqDAJXX+MgR4PbbqQ3L8nshArT24HZ5++XLJDAC0P5Fu4Tl/HnXbmDvXr+YSvDcJ0/WT4v03jMTE25Qx8wjB0VdXZXXlVm72VkKlnbscNVgCwVij/v6qP3z512PwNFRat8wqO1du8LnLQxhCrU8Dq5N5PP394cff/vtjf9ebXzYi/b2LuD6n3Y9zJgJSSSJBTFKlEIYxiQEa6IsO1Ao5t1zAG6gNZ8DtJ6l1xrVqvPz1nd5mTFF9XvdqXq46mRwAb1YFcRqLEy6m9g9IdwvAi9U1Q5gyzTvcQ2AQkGXZcBXy2cZFNBc95ZwpjGm0bXQS3ZAZh8XT1B9mqpSDZsSp/1Mg673Oz5gs5Cv232KucGRA8+XorRIMIYR1+h8TjBbhc1zmlKAZGpxypLBMRcLLvvJ8yWEzWh20PggaW4s069I64W0/GNkLGed3Goryq4DHNl3BA/hobqS//d/9348+KMHMVeaQ0eiA12JLhimgcvFyyga9EdUQuLOr9yJO3bfgc5EJ+bL8z5moppJ+EDXgI/FyBVzeH32deimjtTnU9i/ZT9u33U7vjH8DeRLeWgxDb3tvbCkhf6O/or+emvBcqUcJvIUsN395N2+usKw/QE4r5qqYWx2zElHVYUKCxYsSf9v6rnJ11ZwLvN6Hpl4Bjk9h8mpSSTUBDJaxleTFsacDXQNYDI/ScyenbpqSQtxJe6bv2Zq3qrte9W8WvU6hR2Tn8vj7ifv9jGVwetX61oHx9yZ6AQkMFOcQUeiA5rUcO/f3rvkGrX1jmbntB7WNbNXKi3e/uD4cWJ/Cnb2TKFQXSwiuO/EBPDGG3R+fih89iwtap2HxDZ4vdEMu8HnYzBb0t+/MgzJSjKL9cbaCKvKbfDcm6Z7DbzXghUm+VpmszRODgh1newOZmZcMZXlur8WPA8GOSBVFPce9rbpZRRNk/6PjbkpnW1txB5z3/g+NAyau5it51Aq+dNAF8OwNfN7spj9NzRicSCz1aZkd9ICvz1DKYFsyK0otD2MSQgyXrEE1W0tzLmMjmUvmBmmQfssR61RNZbDy/ol292aNzYe50AgTHUyjG1cjApiLTbw4B3UhwojccBlWSUxXe//JAmblIsBdg1wVCtTHeRBF1YbOZ+jGjujDIdhlZKOy025wWYiSSmu3b103l032P30pJCG9dXL3HpVRW98e2B8tcoxlMbmNAxh85ydpHE7rIPdT7Psv5+T7ZSeGVRDDY4xnmxNndxaUJRdJziy7whOHj2J1z7+Gk4ePRka6H3ue5/DvD4PTdEwr89jNDeKS/lLTi0b17OVrTKGp4cdZqwR1sbL8GQXshjJjjhWDVJKnJk6g786/VdIx9K4pfcW7O7cDSEEHn73w6H9ZVYkV8o56phxEUdBLzTFTM3pc+hKduHarmsRV+NQFRUJNYGEmoCiKHjgFx+oOZeaomHOmCOPQKFCN8kc/uzkWQDV2bZDew+hI9EBS1owLROmacKQBjoTnb75Ww72NKEkqrJrwWNyxRwmFyaR1/MV/W2UoQuOWTd05Mt5fPTNH0Vezy+pdnAjYblZz3Ud7CUSi5dyb0YsIrhvPk+sSSxm+6+qrtE6s3qAZ70B4Cc/oUCCfdLq9e2aaygQ4dopywJefZXauPXW1qZzMpvDbBuzlM3aGjSCI0eAAwf8bNTu3fS6d29jYijeNjjNMJVy+82wLPrswAG6lpcu0T20YwftLyWdl33/slnguefo//PPE4M2OUk1docPU98OHw6/FsF7hu0ZLIuYRA7M+B72jsfLKCaT7jgmJtzxd3S488KBKq8zvfN16ZJ/3rjvfX1k/N7bWzmGoSHa1ttLxvETE8RaP/cc1eQdPVqbHdxUIiy1YBhU05afAb7934Gn/poCtdw0cHWcfsFrGUX/6OukrJibBmbGKTBIddgMknADgKCSjz7fWgPqXTdQ+1y/l9lOi3q9aNe3dbkKkpYJFGYo4AtjbC6+TIzlzASNkwPDeuyOlw0UNnOoqi5zldnuCUa8sBkwRXHbnxixGcg4/AqdoH1S7TSWF74DFHJAYZYY2phGwbWieg6z6zJNg86x4JHO1Uu2QMkc1foBNG+c4hnWV8t0A86uXvejNx8mI3QeI3v3VQRWgur/FLX6nD53klQ9T3wa+O+fAR77HPD1/wZ87Y9JDXR+lu7D7CSNnQNLrjd1Bi/8xuh8XYMpnF509wFvv4vuJb1Ir4u9dy++TPP6xBep/9/9q8rrxfdIhKbw4I8ehJQShjRQNIswJNXBSkiH9fIip+fQnexGT3sPtJiGs1Nn8erMqxjPj+Oer92DwycO+xbxXtGQS/lLkFIirsShxTSoigpTmrBg4WL+Iv5p/J9wIXcBelnH4NPhCxK2F5jIT0CBAkVRYMFCMpZ0FDTD9veCWZSBrgHE1Th2d+6GpmoO23Zg2wFHXObwicMY+NJAxbh0SwckoCoqhBBUfyeBkkXp9l7mTAiBdq0dmqLh1OgpPHrno7hx240QQkAIgQPbD+CROx/xBba1+h02J5Pzkzh/5TxOT57G+SvnMTk/iQM9B6qK7QTbnyhMABJIxVIV/W3U6qDamB/80YOh26td46Wi1nVr9flu/dNbceuf3Vrz3MttH7GuBVr27btNWtazNYUyWoGBAWL2OBBiFItuKmGwDIGhKMDv/m5tU+yhIaq3unqV3ntrzDio3LYNeOSR1oxzaAh43/vcQJbZtmuuodfXXlv+81UTPAHqi6GEtTE5SQEr4M6ZZVH9GouhsF1A0JT+0iUKtHI54MoV9zPONkqnKYhp9J4bGqIauulpem/YehGKQoGmpvmP9/aL1S15bX/ttXS+o0dJtVTXyRahFq67joJYNkKPx/1ppT09bh94vnWd5pCZRb4XvPu28ndsQ4ggDPTLZ//zxyo/EIp7QW/5BVq4B/HcSeD5b1duT6TpAr71vcDJL9M232LafjJw+CMrn672xBddVcb8jL9fQiFG6473u/1i5sWyKADiGzLZRgIdtRb9fK7gL69eJFbJ2/a8J0Dh+Um0UZCx64bKtmYm4ASF3b0UpPF4lJj9kaSgNj/j6YPn6ZK0SDCnkCXTctOyFUJB7C4/mbruLcDLz3jScj3gQK5zC+0bNh88TlWlc+RnUMHyCYUC1rA5fe4kBbFhLCh7EPJ2xf6Dx4I3TqBnfx5PAh/8T565N0idk9VN3YYrr8FSEZwHr+otF0m3d1H6K98ji8SG+G7yCLQ0AvV+FZa0IOx/XiaP33uhqRpu2n4TLs1eQnuiHXqZGC0q4ZToTfdCU7XQxevAlwZwafYS4kqcSmYt02fEzogpMWxNbsX48fGKz5g9GsuNIS7isGBBQmJ35250JjoxU5zBax9/rWJ/TdF8JtwPHaE/iov57Mi+I+j7Yh+uLlyFKlQoQiGmTprYktqC8U+OO0bswvM9JqWs6F811Op3NXZWgQJVuAH0Z37+M1UtK4Ltn548DQDY07UHmUSm6f4CqDrm5yeex629ty56LppBM/O23Ocrm2WMzY5BQmJPZg/iSnzZzr1hBVoymdVhEQYG3FQ5hmURCxMmme+FlPVNsQcHiXXZs6cyaNQ0Ovfs7PKzbIx6bFsrzlftOjbKFAX327ePAuqDB11m7MYb/aqX1VhDNhHXdRozG5oDrv1AM0bug4NUl7d3LzGIsRi1qarUz+B4vP3KZGjuVZvA4fF/9rP0ms+HC7wwFIWC1/5+CtS6uymAZDaaA0oeA7OKuZwbj3hfvftGWCQ4zU8I4Mz3XTbim3/hppid+4HnAAGHPSkViJ1h9qriYZ1N7/74myswkADS3cQeLcy5KpYMRSHj8zD/uVS7yzhZJqVFxhO1z8VKoF5GMMhcxTSaL8Uzf5DEOt7wVrcv3G+nryrtx/3nQFQIO13RoH7OXbFTaVllyZNSKYRrTbGQp+CDWc9EymWZJkYo3dHLjgnFDbSEUpvt8rKs87M0tkTaZjwVt93O7eFtnPtB4AvEy2x6x4TKlGGeJ/6CMEp0D3OtomKn5vrqGuz7oqtn+QI9wM/0FvPuH2Hp6XP+Kt0v+kKUyulBIwwHC4UIIexY3b0PgsyegEBCTWAyP4krxSt4Pfc6Lhcuw7IsxNQYVKEiV8xVZW0GugYQV+Kw7IdFZavs+1wRCgQEBYFWZRAIuKxIWkvDkCR0okDB2OwYXpp+CR2JDt/4B58eREEvYLwwjkuzl3wsSi2GhVkqwzIwfHUYr2Vfw/jcOO771n0AgAPbD6A33Yu4GochDcTVOHrTvTiw/YAz1kaZuVrjbIT9eeLcE1BAIi9FswhVUdHX1odTo6eq3gPB9tu1dvSme51Ar1Z/w9ocGh5CtpjFC5Mv4PyV88iVcsiVcnhp+iVISLw0/RJypVzdtpeKauwi34+LYf1qHeM93+T8JBShICZimCxMtpzBZKxrZq/Zp1ONgsUxzpxxjaQPHPBL/jPz5hUEYbbt3nuJ+fPWojE4NbJcrvyM4WV2Tp/278uCMOUyiW8sN8vGYKZM1/2G55/6VG1Wci2BbTDm5ih98ROfoL57r+/sLF23nh6Xpbtyha4nB1Ka5ga+HPTs3k3sGAdlUgLvfGe45cHZsyQkFMYgHjhQ3VKiEcaaWWYg/H7r66Pr19kJTE351108LtMEbrqJgmQp6d578UX6jMVrAHqY4d231r1XzbKiUSuIDfH0vBqzB1D9FNfdZbbRe7PsMjihrJ2NX/zXbqrcyS9XsjLMCK00u8fsSiFn98HuE1tCBBkVL6PG6qIAjacem/WDJ0lt02HSpMscAi7Lo9rCKAsFSnNMtvnnmeex1v4zNg2uxGzxkSrgAJ6f0AnhsnizV+nnRMrdn5lIxvwsNwQnaG/mGtZjO8Pw3z9D/bbYnsIT4Ckxz3Ybii1uw/dtGGM5e5WuBZu3L3Y8zcA79pkJGpNpArDZPf49UtTGmOMa2BDfTfbaqVGGo+sLXcjpudC2YkoMkHBSO1WhokvrQq6cg5QSmqJhwaSidU3REFNiMKSBm7bfFMraDA0P4WNf+ximF6ahQq0I6Lzefb3tvRj/ZCWzV60tCBI62ZLagkfvfBRAbWauHga+NAAVKl6fex0Cwsfeff2DX6/b/koxTEPDQ3jfV95HXoUKsbQWLFzTeQ3ypTzaE+0N9aHR/obtly1mISERF3GH5TVt0SlFKNia3IorxSstYbyCqMWoPvzuh5u+JvXmxXu+05OnoQoVAgKGNHBzz83LxmBuWGavFeCF9vAwLZLn5ymoGx72S/4/+igxRfzA98ABN62Smb9qqGeK7WV2uNaLgwzAVXFspcLhUg3PVxtsgzE/T0HN/Dy9/8hHXPGTXbtoTNPTLvt19CiNV9fd7B9dp+A6kaB5F4JSKzltlz3+hofDLQ9yOUqJ9GJykrbXspRohLHmey1YnwjQuK9cob5dvVpJAnnHxXWDfO8lEq7XM+CuYcNqDIMIs6xo1gpiU4BZB647My1igb7zZTg+fEHE4u4CddcNtj9ZMP0OdPO2sjbJWx/FjCSzTHHNTnlUKdBLJMPrxdLdlOaXmybWxbFuiIXXV/E5Tz1GgUSy3WXfmDkEyP/NW6ull2h+9YXK+j7Az47pRWLBbvkFsmXQix71zhqBHltrsM2CGvOzeADVvQWZyJhG/SrYC2lm04RCzG0zwUgjbGcQihoI6LxMnlGxO6RF17e7z2UTg4ylolAgDrgBMJt0tuqe9LKzDjMr3ODUCyUe1e7ZGHx6EHpZx6W5S3hx6kVcmrvkq4UbGh7CrX96a0WgJyCwNbEVt/TcggPbDyCmxBBX4miLt2FbahtMYaIv3Ye2eBskpMMM6paOBWMBpmVicn6yKmuTjCUrmDvFXq56U0in56fR/Qfd6B3sDWVgjuw7QnWDigYpJDRVw57MHnQnuzH49GBdhqceBroGcHHuIspmGbqpo2gUoZs6DMvAv/yf/xL3ffu+Csbw6K1HMfj0IAa+NIDBpwdx9NajNZm5agxZGItUbTuP03WXIabz8txllKxSw3PQKJMYNq+zpVnMlebQ29GL3Z27kYglYEnLCe52ZnZiT2YPNEULnatG6tzCEDYntRjVxdwT9Y7xni+hJhw1V/ZrbBWD6cW6tl6oh8UYg3Ma29SUy8JZFi3Md+70S/7z/iMjwNatbhvHj9PCloMBL4QAfvVXSQAjyBweOgScOkVMUC7nMk6sbAiQqqOU1MdDh5Zpoqrg1Cla1HP9GvvE3X038Nhj4XO5HGbsy9HGgw/S2oKD7liMmLmvfpXYrqkp10x92zZKpzx5kq5Le7s/OJKSgqLeXmrjyhU4Kqu8jxAUMApRaXnAAWU67TJ17A9Za24bGTPfa1evuimmAI2dlUa5hpSzrbwwTUoVZcXMf/xH4Atf8Au+8BywyXo9dU2vwAyPbc7O7OvocNNfed9NKd7ieO2xpCr75snwII/ZuoM/79+++yCJt3jBHnJL8dmrBS8T5lU5BCg4eccH/ExZNYXF3gFgYtT/lMIy3Tnxqkd6z8k3ZWmeggwtYSsTzfr93yTXbtnBk1cEJahMueuG6kbjP3gSMOcrP/NCUYC2TmLQggwbi854bTIKWepDLE4qq2WblpfSZZ5++l21zxnsZ7HgppTyObQUcNu7qx+jqv4U1pqwU0zLOt13bz4cziamOil4d2B/kbRlWndPHrzDvgd1sjVhtlFrA0pcD2n/Ds3n6Fq1qi/rCGcmzyBbykJA+NQiy5NlDA0P4Z6v3YOpwlTFcRISJkw88EsPhLIdzGQkY0mM5cZ8qZ4cqI3nx/Fv3/JvfcfxOa8uXIWmag5jyExUEKY0MVeag6qoGJ4exrGhY3gI/uBjVp/Fm7a9qYLFGc2OQkJiS3KLr81mvMwO7T2E74x+B4C/dlGBgkK5gLNTZym4VLqhWzoO7T2EE8+fgKZojuLkiedPVGWNvIwR73/P1+6BgEBXssunWnn0jaMVbfN8jGRH0J/ux+tzr8O0TChCgYSEbunoUDua8nPj1NZaGMmOVMxr2So790EmmUEmmcELEy9AQCCTzDjbuaby+NuOO2NXoeLc9DknMPSOrVZfwubv2NAxHL2V5go6fEzc8bcdx71/e2/T90TYeIM+kceGjgE60NPW49Ts7WzfuWLeghuW2VusMTjL7ZdKtSXy65l9P/oopbt5LYTa2oAPfYhMsYPM4enTxDwND1NQyQFCPk/t9PS46p7JJL1vNcvGc8EiIbpOAUU+Hz6Xy2HGvlyG7nNzlfZNnIo5OelaSrAQyVlSQsbZs5TayXV1DCEoIHzkEap7Y5+8IMIsD3p6KKDyMnWdnbS90bmtBi/LrKoUaCYSbmAX7GeQ/eNxsTjLiRN077W1+QNZtq0oFGqrcQKV9w0HoJZVaSGxKc3WAVrkt2XI+wxwBToc77GAFQGkawHwtT8mtcGv/D6Ja/hgsxnl4vJ5lQVRSwmTfc3KOrGU87PVa84mRmzhkEBtX7EAXL1M/ws5EhHxnpP3F4Lq6QAKWCxWEorRfDmCKXaaKx/nVcVk1cmv/D4pUn719/21k2eeImay3lwKxd0nyLAtzLpsn6K6X+RGiczDFZUCXK7/Wyi4vn7NXBPuZ5DtrNbOmafI1D3VUfnFoKghyp72HKY66NqFjbVUBFTFvTdYJKW9i7Yv9Z4MY5SBgEKsJMY7s91OJbWDVFV1H5os5Fv3+7GOUEstcvDpQcyV5kKDLIAW79UW2sxkZBIZ7M7s9n0WU2Joi7c59WJe8DkVoUBVVKiqSqqcquYzGAfgE4sREMjp4XWA9ZQ2l1Izd2r0FBJqwhfoCQhYIDGbYF1Ws4qTYYzRXGkOs6XZptQsaymKHth+YElzEIaweY0rcUr5rbMtjGFbbJ1bLbXTRhVIG5mPesd4GVELFm7cdiMObD/g+ES2ShjGi3XN7OVyxMSE1QX98If0ty6TIcalUWNwth1IJNyAICx9rZbhNrMyfB4vU/WNbxA7wgIY3P7MDP2cyxGD1Nvrqj4y47Rli9+sulDwMyPLwYiFzQUrN3JfU6lwg/d6c9IIGm2j3ljZmsCbTmua7prGGwjqOo0xlaKfhXBTNgEKENva6DoAJPpy+TLdV3leowcYM+5XJkP9OHDAPR6g69nM3NZCkAW89VaySuBaPwanAisKjU1Vgbe+1e3X4cN0brZkOH/eZT/376d9CgVifGvVbXrvGw4SOZOLLSR4Xjad2bqWJObLWysG3c86OU+Z7KCFVR3jcbqJc1PuIjrIAnpzvZfDqywM+RkahxdqHMhOuOxbe6dbG1fNyDo/QyxMqsNlNissCCQFtGqc6vgAOoZZUMtwmUNhM4nO53bgzDWNWorO42V9spPuXAoBSB2YveIylTzWmJ3/VM3PLqbROMMYNsukYzu22Ayk/bSDazaZfeRfFGlRUL9tZ+MBn7efmif331sTWO2YNs1NgZWSAje2hGBlUu5XZhvtk5+pzSYefAeNgdld772wWNRjlMPY2Se+SP2fz8F5AABQX1v1+7EOcP7KeQx8aQAFvQBLWlAsxak3k5BIqAmMZEdghKXy2iiUC7j1z24FJLFnXhNsL5PRqXVCCAFN0bC7c7fD4jC75gWfU/U8aJCQjhpnWktjobzg9JPbUYSCklly2JSgafdMkVjcIIsDwOln2Gf1MJIdQXeiGxPzE77+AhTUcr/43HOlOWxNbcX5K+dRMktIqAn0tPdUzMPQ8BDu+9Z9eGGSmK+4GifrC8tw2n9+4nmkYin0pnvRqXVirjSHa7uu9bXD8+GtQ9u3ZZ8zzgd+6YFFzUGYEbw3WPFe/7JVxuW5yyQKI1RMFCbQ09aD+fI8OhOdkCAPuVoMG3suCgjffNZjYGsxbtUYSm/fG52PRo5phBFtJdY1szc2Vr0uyDSJUbh82RUXacQYnE2hMxk4RtXBVDegccPtIFNVKNBid2HBzxyyvH2pFN5evfMtFyMWNhfFopsKaFkUCISNdSkm5M200chYP/EJ6iuLqrCvHfvpca2dd7692zkF0vFETlTOC98jYRpHpkmeiBMT4WmPzc5toxgaons8TKyFx8iBZUeHv1/BuS+Vat+T1cBjW1hw0129NiWl0iYxWw/6vAmFAjdvzR2zERwJqzGP6Ihdt5e3c4qLRVdSnj8PggOXZuu9mkFQvRLwM2thjB/Dy8zoCy6jmUjS3DiwGUoOaI0SeRNeHadj4il3vPksnSuVpn5wW0LYdWeCAspEyl9jZup+1UaW6dcX3H57xxr04XO6ajNoz/wN1Qsqws+wwX7CoiXc8Qo7eLS4NlPagaFh/2yE15RVY7biCXoIwAybXqJ+xxPh+/Mx2Ungyhv2/8s0v4DbT65/8zKjXAfIbKKXlZSS5unNh/0qoQt5YnuZ/W0U3vF+/3Gar1r3VxDpbmIU27vce0kICmZX2ppkDaFslrEluYXsDQAIISrUIge6BipYFy8EBM5OncW56XNQofpMsIO1XWktjZ5UjxPoAeFsCZ+TlThNy4Ru6k6a6UJ5AaY0K6weDMtAQk1gvjyPjkRHhWm3gICmahUszlK9zDq1TlwpXoEqgiw4nODZW5eVjCVxIXcBZbOMmIihbJZxIXehQh30nq/dg3PT5xzGUDd1lK2yb9yGZaBoFDGWG8Pk/CQ6Eh1V2aVa42x2DqoZwYf5JmoxDRdyF+jaZgbQ29aL6flpXJqjmrxH7nwEj975aF2GbbF1both6RZzTyy3J14rsK6ZPV0ndqW3lxbeY2O0fdcuSnUsFOi9abosTT3WhMUxBgdpwc/Mxr59fvaI2Qsv08ZMhZd1ymaJoeu2M0aSSWqTF/e88GZVRG9Q4WU+ap0PaJ5Va4QF5Lm4+25isFIpd64LhUpWpl4fG0EjbTQyVmaeHnyQ+p5OUwB46hSlyuZyLivH8AY1huEyfJkMXf/gvAwO1va4MwxSyrzppsrPas3txARt6+tzbSAOHqy8RmHXkOdmYaF6v8plSiFlGwpuZ3ycUlp37KB+JBLu/c9o5Hp6xzY768Yxmkb3OFtILJV5XvNg03MvI7QQuOmYjQh6znGdk9cyoBQ4tgIK7Z5KN1fv1Sy89VFe1oaZNS+q1d1pSc9YQWycagdeLM/PAYQDe05Mg87JdWCssFkq2nnu9u4WpxBmbAnkEgVcbXZwPZ+rDMjZyJz7/db3emrB2m0hFeGmJRYX3KBSS9LnRhloixMLBgClBXu7h8G1LDh+fRUQJFxjTvg3V2O2pi+RXQUX5lom9T2u0TXhvnmZMID2Cc4vX7MF+48nj1lKYmu99Zfclr7gMqOQFNyxYA/gr98MsnG1EBxvIUcBoxpz2ctg7WUQ3E9VJcEdvlff8su1z73BoQgFQgjs6NiBC7kLEBC4aftNFYzEPV+7B0WjGJrKGVfjUEC1X5Pzk+hN92J8bhx3PX4Xbt91O3Z07MA/XPoHFMoFCAjMiTkUzSKKRhFFs4iYEsOHbv6QwxKdmTyDQrmAeWOeUiBlzMdkedm8IMpWGWW9jPNXzzvWDzs6dmBWn8VEfgILxgKKZhGP3fVYxQLcy7hwX+7923t9jFVVJksQkxdTYqQc6vED1E0dilCws3MnJgoTmJ6fhm7olHaqkFG6Y0rvGdZ937oPk4XJqmMNjltTNEzPT+NTd3yqah1acJxBBD9jUZMw5m7w6UHopo6pwpTDTmaSGQw+Pehrg60pru++Hu2au6BLJ9Lo7+jHyaMnffsG535Hxw788OIPnRpDL8v8/MTzzv3jvW7B/i6Gpas3V17UYzjXEta19YKi3CYTiWdhWSSFf+EC/b25+WZazL/yCu3HC00pl88YvJo8Pptd8/YXXqDF7e7dtIDmOibDcFMMpaTPslla4HttAFiFsZ4cfzWD8DCJ/Gak/ZvZv9l2m5nXaqbj9cZaq/1XX61tgcFm5NXGMDQEvOc94bV7gKtoed11tdsImsGPj5MvH6f6ApVm5tXmKZ8nxu7VV6uPi+v4PvMZ4Gd+xm2nXHZ/h3bvpkBvfLz6PVkPrIjKnoKsWvqZz9S379gQ8uYDO+Sz9/8b+waxv2djGvDh363c+eLL5E/meLfZbErMVrY0TaCBP/4QSnWjdj7PT/7OTl+0g8nuHlr8NsN0cG1efobYk4N30PuFWVd9EqDgINUJvOvXiaEJfr5QINZOS1E7069TMCdROV5FDaS7qmR67j2XEiOmaXLMZn8SxOAZ/IsuKUBIdRB7xb55gB2oSjgG8NwvZpLKJf/P6W4SibEMd0zZSU979he8ZSuTdm71zDsH8lWCPe6H16qA58+SFCT7xhSj44KMqxqHo4zKAbVQKdCtluIp7MWnEMSGWpICOicY1CilNjftpnA6LKa9z/bdta95aZ72laCgOOz+Cx7rnduYRtdQEe79VQ1h9+oSWL2N8N3Uvqdd3vjpGwEA2YUsLuUvoT/dj71de30LVk4nPDN1xpHJFxDoT/djemEaMRGDhETZKlMAKSmA6Ux0YnphOvTcqlCRiqfQpXXBkEaoHL+A8DF4HFQGA6BgrZwiFJjSRFyJ095SIq7EHZn7azLXNCSG4g0MWMwjTFb/3r+9F6pQMVmYxHx53pkjgGwmAKBNa0PRKGJbchsm5ydhWRZMmFAVFalYCj1tPbBg4bWPv4ah4SG8+7EqgkpVkIwlkdEyGD8+7gQfo9nRimvZKOrZCNQziveiUdP44Dkn85MYnx9HV6LLeThgWRYUhTwWE7EEurQuaHGt5vXxBpFLmZPFzNNqoNZ3U8uCPSFEEsD3ACRADOJfSyl/VwixBcBXAewFMArgA1LKGfuYTwH4dQAmgN+WUn6z1jkU5TYpxLNOuUMsRovKG+k7DGfPuj5h6TQxJ7GYWwfnxWLq3fiY0VFiOw4dIiapUCAGr7eXWJpg3RMzN17m5MABYlS+8Q0/E+VdFAfP5+0j14AFa/rCxtrIvnyun/yEPuNUvPZ24C1vqT4/tfpYDUE/vF/9VWLEqrVRq//MboV51913H3DuHAU1XnuuWmhrA/7jf6SgaHCQ7imv6fr8vJsiGgSLpLBC55veBDz/fO05m5lxazrLZTfFV9NIuIevEdflGQbdP729dK+Pj9tr0RpBLKeNxmJ03+m6O5e5HM29ZQG33+5XiK3FMobh8GGXReX7nFnS4D1ZOXfrf0EV7rMngF/8V/7FZtDnzSz7fdn0EgWBjaAtQxe4lj9dsYCKICOZXrrJddg4vH52jfjAfe9xYCTklwRwWUNpub9Y3mDP29YTX6Rt87P+YBuAU4OmtQH6fKBmT1If9SKJxyTTlePwwjsmvUQBRUUdpUJtmRYgTWKnwlJwgxA2g+idP64/q6baGgau/QSAeNIO3FD7eCVGn6vx6pYTybQ/3ZPnry1D5wtTJvXeyxwgSkkBevD+C/ow5mfccbClQthxLcZG+G7yBnsFvVDBtFTD4ROHcXnuMtq1dpy/ch5ls+wEe5CABcsJAKqhQ+vA/q20GDo3dQ4ACcQUjSIFeHYNXn9HP8bz45BS+oIoRlJNomyVoQrVZ7zuDf4EBJJxsnHQVA07O3ZWHat3bACQK+XwxuwbKBpFJGNJ7OjY4aSh8pwB8M2HbupOuqGqqIiJGIQQuKbzGt8+XIe3f+t+3/wfPnHYUfdsBAoUJGNJvHXXWyvGFMY6AfBtO7T3EE6NnvLtM/j0oG8evOM9efQkuv+gG/P6PGL2wyxvqu07977T12a2mIUqVehSR8ksOUG7gMDt19zu9OnuJ+9GXs87NYgT+QmUjBISsUTFvXLj9ht9/RovjKOvva9qf1uF4P2yUuethVrfTa1M4ywBOCylzAsh4gCeEkIMAbgLwLellA8IIe4DcB+A/yiEOADggwAOAtgB4FtCiP1ShvyW2/DWS3FtFadvtrWRHUIYMxGsE/KyJN4asHoMRlCE5dgxCtSYDRoboz4Ui/RfStf3LWhdwMf39blMzYkTFGTwfrXk+I8fp+MBP9MTVhM1MkLj9CKs/i+X86tKSklze+hQ7TTYZlLzvOwP++F99au12Z9qYz10KPw6Hj0K/OmfEmvGQRk/IKgX7JVKFIiyYMvVq3YGmB3kAdWZPW/buk5G5azW6oV3zpi1nJx0md+gGizX5amqqyg6OuqeLyisV61fhkHt7NnjfpbJkFLozIwbkDH7191NfWj092NkhH7vegPr8c2jwGnXZXmVIRWVGLyf/B0xI8LeL9FGr3OTLnuVn7Hr0eKVrFYY1BgFFYZdGxVcAJ95ymN0zf2zb4Zinvzrtu+uzXwwM8h979hKKaNecYxqLEq6u5LlCfrALcxREFZeqPLLaafGmvYTlpkJP2vFbaW7ganXa8+XUaTaLSkpvVaa7jyn2ok5Auz+VplT75gW5uwnKagMpPQSXRfAwyrW+fJR425N2q4b6FwTox5msFFIt16tNO+qUnJ/wmCZdH19gV6AiTTslErToP054CvM0L5f+X2aU8ui+QTctF3ATaEVku7L4PxyHSIHtsL7+wT7urdv6tq7xcKSFqSUTQuS+CTk23twIXcBUkpfcFcr0APgS3VkOX7dIm86luY3pYmJ/ERNgRiH/ZPSF+AxeJtpEUPY295bU9TDK+aRK+XIMkKSsqYpTYzNjmE3SGAmKHwCHSgZJVjSotpHJY6YiDlegRyM9rb3YmyW6o2KRrFCdv/s1NmacxeEIpTQ6xdmOfCxr30MEhLdyW5sSW7B8NVhfH/s++hr60NPusepvSvoBezs2OlrzztvmqJhXszTvEqyb+C5D7Y5V5pzahoVKChK+vvT397v61NBLyAu4iibZYzlxmBJC3ER990r3pReb79qCdO0EvXsFtYaWibQIglcZBK3/0sAdwI4YW8/AeD/Z/98J4CvSClLUsoRAK8A+Nl65+H6elUl1mPPHlfift8+Chr27attTu2tAWMPMK7taxTcBguAsCBFPk+L3fb21vahWSNuNm1nhNX/ZbP0XvE89FYUCn6WC14/PCFcy4Na56g21lOnwufwwQepdgyAo0bpNQuvBcuiY+fmKPBVVb+JOa/XlJDfpOC5gPrXM2hqzn3wqsHy9XE0PTwpkm1t9DsQtJ0I9guwS2E0Ct68qFUj2cy9We8+2xRQFGJJ+EaIaZSOlp2EW4NWJrbGayzuQFK6His6clAYBIu/ANXrmPIzISyX91TSrakKE9FgZtDb99wU8NQTfgn8d/06sTrv+nX/QvzgHXSjGjodG+a/l58B0hlgSz8FkhxAAHZ6q2WzTp4xsApkccFt6+AdnrkMjle6KZ7v+/fAnb8NfPA/AR/6DPBr/4lSN5Np/yHV5tQ7JtNwGUe2z+Agy3tdS/OV7YdB1fzn7R1wxVyaAat+8thTnbbdQq0//5xmGtwWaDfV6bdoYFsJSPfBwsIcpW5yvSUQOLeg47zze/Fltw4R8DOZ6S3E6Ga21Q5YI1RFXI1XCElwnVbvYC+6/6AbfV/sqzCyBuBKyEsLB7YfQCKWcFg0wB9whYEFNgBXep8zzDjdTxGK06aK8D9mJbNEZu5q3NlXCFFxfk11VUAn85OYKc6EGnN3Jjrx0vRLOD15GiMzIyibZcfUvWSWYJgGJgpURxsmfKIoxGiqQoUpTSwYC9AtYrxez72O81fOY2x2DKpQIaWEKtQKIQ9vcFMPChRoqoYD2w40bGqeLWZxae4SXpx6EZfnLkNKiZye89kSlMxShagJz1vfF/twtXjVMY7nYD0u4mjX2pEr5qBAcdrUTd0RrzEkBfNxJY58Oe8zWk/GksQK22bvzOZ675WYEnMEhRgsyLPc1hFhCJqzdyY6V+S8y4WWCrQIIVQAPwZwPYCHpZTPCCF6pZSXAUBKeVkI0WPvvhPAjzyHX7S3Bdv8DQC/QT/vdjx2haDgpFymVDlOjXv0UVp0PvxwdRbCy3SxCXSp5LIojTBV3EZHBy2euU+GAWzf7oqDjIy4i2Rvu/XYtkbQjBE3s5DZrKu6+NM/Tal33/seBa1eqwLADWKDwiaLAV8fDig57ZDPl8vRdaslHuMVF7n3XmJxdwbumLY26m+YoXg1Rs4LZo8Nw19nyQI73GY87lf/9B7rPd9TT1XeU94UYmbVWKiF++hVg733XgpwX7eJCy9DOT9P7TDY+sDwPCDlNjs76Z67cMFlw8MY4TNnaDuz0wDdHzOetVlwDABdj9lZ8u2rxaxvXMjK4I1rlVi4paFUPEmL/kQbMS3MEEpP+6z2CFSyZYx0Ny28zSrMkKL6WSygkoFkxUW2NYCkMX3nMVeW39DDa6PqMX+An81h/zl9wWWPAEq9hKc/3Hevp9yuG4i1mw2rG+LgsQpT2ggD6a0DsyxKjZWWHSMpNC/e+jmhwKb83Jo/ZsXCIBSqNfSed2LE9elrKuAT/vtwYY6CvXQ3MHe1eltcu1cNikpqnHqRrgmfQwg4Jva6ST8X80CpUOV+t58ieuf3zFPkQRlP0LVwdrXvr4U5mru45heDidAQ9m/dj2c//qzznpkgvawjW8oCEpi1ZjE9Pw0hhN/I+shDvjS1gS8NQIWK1+deh27qdYVFMsmMwyqy9H6xQA8GmBWMiRhY/ERVVUhTVojEKIqCXzv4a/jqma86ARYHjTERgwUL29u2ozvZjbZ4GybmJjA+P46+dF+F6TgATOQnnNrDsLRRCxbyer6CjWMxj6HhIbz3r97rq23kudAtHTCoXtG0TFiw8Ol3fBqffac/fUlTNChQQgVxOKCNK3H6lZYWOhIdjn2CF2GsU8ksOfWQMRGDLulByYLhqrm1xduQUBLUX1vUxFs/d3XhqjPHVHIrKVVVEehN92IsR8EsB60lswRN0ahGEWqFfQIHizs6dmBsdozEWOxgzxKW717pSHRAQFTYNHzi5z5RU5hmORDGlM4UZ5wHC60673KiZcweAEgpTSnlmwHsAvCzQogQXUIHYY+DKr41pJR/LqW8jf5vdxbgnDqZy1FqYDM2BMxAeA2umZVp1L5gYIBS76anXXaKF/u3304pmbX6s5IsyJEjlNo4PU0L+ESC6sS++lWqsWK/OcAfrLCMfrqBh9K14LVOYPBceYOoetcuaMGgKBS4eFNP5+epv/F4OIvH9XRhYOaMmUdm2wyjMjgtldxgsBZbaBhkD8LjCY6B770tW+h/WxulT7LxOYvxxOMkosL3PYPnzxHms1xG1gs2SC+VqG6vGiM8NEQB28KCa0NimvQ+l6PPvWNQVUoNPXeOHnxs20b32aVLtdnmzQPvk4Cg2mQVCIUCKcUWDunupUCmu5dYDp9Rdwhbxjh4B9VsBfvC52C2SY1TemSQxTPLAWbJ82qZtG9uijZVYwhrMX9BNscy7SAKoDTY4J8rD60upT9FECDRj1DDcMUNJsNQj4Hk2kQOQpzAww62nUA4pK9CcRmuRLtbK6jE/GboQrFVRz3nzc+4NZk1WbkAnDQGBUikXSaUUyM5DTbYZr17M5kmxq5cdMcA+B9CeN8n2ul+5TlixtGy6L4MMrxq3H1K5/RNuvMtBKU4V2OiIzSM+759H8bnxnEpf8mR+ef0RcMyMJodhSGNqqblbNgdZkHA4Pqy6cI0zk6fhaZqeOTOR3Dvz9wLxfMHSoFClg+SfvYGTc4+QkEmkcE3hr8BAUFegUJxzNg1VcNNPTf5ZP3zRh596T70tvc6TJZe1nH3k3fjrq/ehbnSHLaltkFTtWDXHUhIh40D4GN6APhYTvYW9KamLphkHdGV6KowlB8aHiImMGQBweIzEBQ4co1cb7o3VAzEazmQK+Vw/sp5JwgtmkXMG+5i07AM5Io55Io5vDT9EnKlHNJaGkWjiLNTZ/FG4Q1IKTG9MI2yVYYpKSCDgDP3uzO7kUlkkFATPkZOFSqKZhFlswzDMrBgLGDeoBTQXCnnMLuZZMYxfDekgc5kJz7z85/Bvi37MFOcgRbT0NveC0taGC+MO9YNDx15CJ9952dbbnsQxpTGRRxz+hxGs6PO/bzW7Ba8WDE1TiHE7wIoAPi3AA7ZrF4/gFNSyhtscRZIKb9g7/9NAP9ZSvnD6m2SQAuntDF74ZXN37XLtQoIEysB3MXq+LjLZrHCZzVBl7A27rrLs+ayGZ5EghbAu3dXCopoGtX0MRsyMeHWRXHgmMnQYryeIEqYsEytz4IiJ2fPunL9YSwY4Ap7ZDK1RVrqwXvu06fDPeE0jVRVw+bKazPgHUMuR8Eei6HMzxNzmExSEF9NRIXZumqiJm1tFLjE43SN+Noym8dBMPebUyrDzheP0/+3vpXGUM3WotY9F1TifOklCtrMkLWZqrreecWiK/qSTNI4FAV48snq1/HWW4GXX3ZtKbyiMzt3upYUp09TsMh94PPu319/PGFYCREEO/PgWQCXpJTvWU7xKKCGQEuzaXgAsVad28nwe342vA0lFq5s6GWhYhoFLyynzyxjW4ZYGsBmTvIe1slefASVHoNQY24QldnmKkay0iYv5qsxe6y+aFrEBFk2K1TvvOAnMnFKxfTi4svkz6aXXHZSjdl9tfx9887ZcyeBcz8gMZW4Btz4dlI45fbYAsArFhNUTBWqnz1UY0AsSeyslEDPbkrNPPP9QDqiPd+xGKWyBpU/fWqcTdxL6S02E1dyTecl3KBPCFcF1umKQnVxTiAtaM7aO6lfxTyNuxGGmhU053P+dM6uEDVYvhcKs27wbBpu34QA2rtpPF7F1xXAKn03DQJ4LwAdwKsA7pFSZu19m/9uuu02+eyzxOwNDQ/hfV95H1kHWNXTCDVVwzWd18CSVlUlxbJZxtjsmMPQqUIFBNAR60CunENfus8x1PYqXeqmjon8BAUPsGBZJHCyNbUVU/NTFWyZAsUJEPd07sHY7BgkJPZk9iCuxENVEYPKkLlizukrB1MSErs7d+OVmVfCrwsErN+1qioxXilcwYK54LRnScthsZJqsqp6pcOs2vPANX5xEYdQBEzLdOYgFUs5NhTdiW6MHx+v6GewPT5nNXCQzixuySxhPD+OvrY+vFF4I7QOUxUq9mb24sLsBVzffT2xgPOTznGJeAIjMyOw4Ka2Mpi57dA6oKmaw76GKVquBdXLWvfOLT23rAklTqD2d1PLmD0hxHYhRJf9cwrALwF4CcDXARy1dzsK4Gv2z18H8EEhREIIMQBgH4B/aORc7FvHQRYAx4N4ZISCgFopkVwDxgt0Zk0ymcZTKY8coYDNq4So2Q+I5ucrA4lymQKsIKOjacSCTE8TK7JzZ3V2q5a5eD3jca+Bdi7n92ULBnpetmrrVrISWIppe9C8m4Otau+Dc8XnPnPG304mQ9fNsijwYLuNZJICRK9fnPdcfG3CPk8k6Lreey8FNpxqq6puu8y+Sknn3LsXuNZfL+w8fIjFXGGUY8coEIrHqQ9jY/XvVaCyZtGyKFU4DCzuUirReXhODIN+zmSqB3osBOMF3xuqSqmZo6PAP/0T3a/e4NY0XaZ6KSbxLcbHAZzzvL8PJB61D8C37fcIiEf9CoA/sRdji8AiH65xzVO1QA9w0wO98LJQWtINPg5/BDj6e8Av/mvynVMVP4vlpAvWrr/xgfe3TFJPLM5TUMQebz94kur7uC9B9o/ZnESSgsXuXvIMrAsOAEIuya4bgHd8AEh3kfVBdy8FK3qRgsOwflx8GXj1J3Ru7sOrP6EA8Jm/oTFxLR7X6YWJpngZPk671ecp6PmFuyk42bYzZI65LcXvkTc/R/OqCBpLW2fIsTXAX+JagoIjCRJOcVKCQ9JDpUWnSHfTvXL094APfZpqHd/6Xk+ufwNLCUMnRhGgBxPsgRhmu8DsKttwSMtlNPlYfjhRz2tvfSL43fT3AG6SUt4C4DyATwHL893ErEW9W8kwDbw68yomC5MY+KMBpD6fQur3Urjv2/fh6K1HqY4PFm7cdiOu6bwGilDICFxKFK1iJatm6vjc9z6HsdwYcsUcOhIdDpPIaYxXi1d9gYbjuQcLhmXAsAy8Pvc6ZU1bJl6beQ0zxRmM58fx3r96L7r/oBsfefIjOHziMMbz4w5zBYDq7yQFT8lY0mHkuC4vDKqiYmh4CHc/eTdez72O0ewozk2fw2vZ1zA+N46yLKMn1QMBgaJRhG66D3EURbGfSym+VEbAZVYnC5M+Zq8sy75xsz+iqqiABObKcz520VuDmI6ncWn2ksPGVQOnrbJlhRDCV3tXTXDHlCaypSwObDvgsGr7tuwjRm7bPlyavYRkLIn+9n7/+exAXVPo4UE1U3VGGKsWxjDXQrDezjtPjSBozu69dxbbp5VGK2v2+gGcsL94FACPSyn/txDihwAeF0L8OoAxAP8SAKSUZ4QQjwM4C8AA8Fu1lDgBPwMVZIe80voTE/ZD0g5ilcKYriNHKN2SpeLHxlzDcyHouDAmy8uecR84aCiX3QXwxYvknca4fNlvDG4YtHCfmHDHNDEBXLlCf/NiMbIO8J6/lrk4UNt43GtePhH4bvPWgGUy1K8gExhmZN6ofYX33IkEzRun4gKVRt7BueJXr/UB11nGYsQmPf889dlrK9DVRemFgO2xXHbr2djCwCvAEo+7zNSpUy4zFWb9kErRK9tr5HIuE6oo1BYLqcRi1NfubgoYdd29V9gb0qtgWQsczF696k8dZpTLdN/zz0JQWquXcasGvr/YCN3bbjxOjKJlufYmwYcEzPKtRVEWIcQuAL8K4PMA/oO9+U4Ah+yfTwA4BeA/wiMeBWBECMHiUVWzDmqc2K1nauaYVAcwecG+qaoca5apvu37j7uMVbFg39T2k6egsmS1OrozTwFTY0CoUEcVSAkIm9ljSX6VlZc0UhaFAGKZ8L6E1coFTeirIdlGzGcYgmM0Sq7aZqlos1MGzds7PkD7hc7Z99zAg+0auO4yNP72bPQJtBSAb3/ZNpEXgbRPnm878J6boflMdVANG6/jc1PUZ0Wla11sYJ7yV+EY1rN6pqoBCNQPcDopB39GGXjHP69ki7/7lcDYG2Ctg/fu/Cyp0waDPX7PLKrDPNosojcFt1qNajUss+/eciPsu0lK+XeeXX4E4F/YPy/5u2kkO4L+dD9GsiM19+MArFAuoJArIK6QqfrZqbOYzE/ikTsfcWrXjg0dw3Xd1zlMzCszr/jENnKlnKO2mVJTKBpFzOlziCtxJzApW2XHx68WOKCKizjKsoyJwgRUoUJTNMyV5vCXp/8SWxNbsTO9E2OzYxjNjmJPZg+KBv3h6k3TH1tW3yxVsxoBoEgFx4aOIa/nIaRA0aI2uC7NMA3MKXMwJVk9QMJhS8tmGTElRsGTABIKzcfQ8BDOTp2FChVCiAqRFm/AqIKCPEtSsGtKE5fnLvtqEI++QWzpbHG25tw5LKnHKkNKWVUNMwxXFq7gV67/FXz5ri/7tn/2nZ/1sWFXileQEAlIkPDKzT03g/326hmYL1X1Mqzejms1G2XhgubswXun2T6tBlrG7EkpX5BS/pSU8hYp5U1Syvvt7VeklL8opdxnv171HPN5KeV1UsobpJR1Q+9aGai86JWSWKuZGUqNrFU3d+gQpXJyytrCAv3c1RW+f5A9S6dp/3KZFvCc3cPsCgdyhQJ9zgvtXI6Yj1KpcqHOjJtpEsviPX+QIQNcFqXWZwAFYrpOfeHFetj8cdBVr716TKIX3nP39Lh1cD09FFxyqmjYXHnPnUjQdb1wwWVGdZ2u89BQeJ+53q6318/kMtvFDwksyw24gsyUt//cx85OCqoKBUodHR11r71lufeFZdF+nILZ20ttBVM+JyaAj3ykcu7C5jqddu+3sN8JTaO5ZT/Anh53XmuJpYyM0LyzMI/3d6pUouO766yxGjnPKuGPAPwO4KuE94lHAfCKR3l1/EPFowBACPEbQohnhRDPTs3NV+7gXCRRvWaM659Uu44rvYWCGcdsvQb0IqXpMRuUm6rM7w0yIWF1dFzfZ1me4IZrv7jGzP7zodhS/lzbl2x3GS+2LwDctqr1JaxWzjJJNbMeTCu8TjFsjKy2WSpSSiGni5Z1Yu6yE66nn7d9o+wJ8oBFKWM6sGzmquwak6sxOq9TvyRdBrGQpT4s5G0BnC63H+ybVxWeJ5/MvPKYC1m3bs93iP3lld5C8xUM9H7wZIgSpmyulhBwaz3Dau6YldVS7u+NV5m1tFC7RjUMQaa7lvrs6uGPUPnd5MXHAPBf1oa/m6qBa+7qgevnFHvZWLbKKEuqxZqcn8R937oPgMtSvTLzCp6feB6vzLwCS1q4OHvRaYtTNlWhOrWB3KYXhqwiYBQCZsEAYp1KVskJYq6UruD1udedWsDXZl6j/ltlXJq9BADYndkNVVGhKHbNYJVz6GUdqVjKETthw3YBgYSagGEZjqm7FtOI/YFA2SpjwVigekjLwtXiVXT/QTfu/MqdTpplcPxexEQMyXiSrB3UOOJqHAk1UcF4PfijB6EpGmaKtdlux65COlWGoWqYteowAeAbw98I3e5lwxJqwvEf5KC/UeVKbodrD09PnsZL0y+hI9FR91hgeZhBr+rqTHEG7Vo7etO9yCQyzj6tVOJcKjMJtFigZS2AA5beXgravPLxug78y39JrEwqBfzBH1CQkUi4rE8sRgvWMLn5wUFq48IFSmW7RN8ZTkopL7x5IX/pEgVsmkZ1eMxkeVUXw8BBSPD8XlGXXI7a/slPqD+XL1Oa4+nTwPnz9LmXYWGRlvFxf4opMzicdnjgQOW5GGF2DWHy/ENDxIb19VFw8KEP0XlffZXmZOdOOo9lUfCyaxfNyXPP0T5sPs/jPH+exlUq0XVTFLoOHPBMTADvfjcFXC+84BdsYQaRUz657q69nfoQi7k1lplM5TiDc/f88/T6m7/pKoK++qobVPX2uuuTcpn+c4B4+rSfyQ3iL/+S5u3+++l1YIBef+u36DyvvOKev1adJT9MYF++CxfomKNHa9dceoVgkklXeAig93v31lZmVRS/KAvfBzyOxaQALweEEO8BMCml/HGjh4RsC+dyPAJS2zvaKndQ47SoZ1ETZof4NOluEvrgoKK9i9LuzDJcRccGestsmqK47FipSMqaMxMUINRa4O66gcyqu3qoQSEo9S/dbaf8GbQ91eEGCjENyNjsWtyuz9I8gRqn4Xn7kZt2GbRdN1BqYKrTNjXvpPO3d5CwSC14lTjrIabRednqQkqaM0Wh2rTiPAXJuuep9sKsOw9OcLtUeG4hJyU0UOxrll0l0vxVSgMtZKl2k0VO6rLEXobRcPc3Svbxln88XlXNQpbuledOUh3dE18ktq00j9BfC+9DgYYhXfXXIHbdQNfW8ViKu/fcwhzdI2Fm99XgZW35d4S9DNcA6n03CSE+Dcp8+kveFLJb6HeT70HU1JSz/fjbjkO39FAFSEZMxBBTY1AV1ccWSSkdkY6z02dx/3fvx9mps9BNnVQnpQXTMonhMkuYKExASkkKkALoaeuBhKyaKrgUeP33AKoxMywDhiS/tpid2LZgLGBkZgRFo4i+jj48+YEnsTW1FXElTjVznimWkJhcmERaS8OC5bQvJamF9nf0o2gU8aZtb8LNPTdj/9b96Ep2OftpiuZ48VnSwrw+7yhS8jYvNEVDW6zNqX3c2bETN22/CTs7dsKUpmPszmiLtyFfyqMt3uYEo/XAQbKqkFIoH2PBQkbLYHuqSsaEjXwpfBHA91VBL6CnvccZX09bT4WiaS0cf9txZItZjGZHoRu6EzhP5CcaCnpGsiNoi/v/Fi+GhTuy7whOHj2J1z7+Gh676zFoqoaCXoCUsqnxNAtmJoMMbrMB34YP9hSFmI+JCT/Lk8vRgpfZGSldQY/eXlrkJpP0yoFGkOE5c4baWFiozqp4t0lJdXj5PPD+9/uZtVrBHjNQ/f3hDNPEBLEw3ro7rtOyLDcgnZlxGZahIVII7eujGjz2ZWNz81iMgmPeP4zN8jI21Zg/rk0bHqZUQ/ar4zndZosMPvAA2WPk825wy7V7qRTN8+gopdfysek02Q+Uy24Kpmn659wwKPjKZqnPHR3EwjEbt3MnBTP/839S4PTkkzQnsVj4OINzd+ut9Ponf0LG7X19rgjL1FR4MDc5SdeKGb9aeOEFMp0fHqZAeHiY5rpYdIVgOM3SCy9DKSUFZsyg7tlD/TxxonbAxdc8FqN6xeuvp3Z6ekgAJ5Op3f+f/3lKfeVArxmF3Bbj7QDeJ4QYBfAVAIeFEF8GMGGLRsF+nbT3vwjgGs/xuwC80fRZYwkK5LSEnx3i1M5EGy1c3/EBqmVq76SgidmLvTc3eCLPH/hUJy3eF+ZcFov7Uo/R2HUD1Wb9q/8CHLqbbjLVZhpZVVKNUT/bM8A7P0iede//JI1BUfwsXTzpskncD1bcrObT95ZfprFXM47kwCtYq1gNF1+m8/nUIi3XpN37hC4/Q4GpYVPviXY4KqotWJw6DwBqsYVeen3ZTmuP31E8Fe5c8BfJC9+hAFNLEgNai9VsupxV1K65K5foIQJ767V10PtUR6Wiaz1wXagXa6vmr9p3E4QQRwG8B8CHpaus1/B3k+9BlKfIm1kLZrO8nnkMTdWwO7PbYakYji8eFB+r5Aiq2J9LSGiKhryex0xxBmktjZ5UD3Z07sDuzt0VfW0kSKmHoKqlEMJXu6bFNUct05Jkq8D1Yge2H0BvutcJ6BShIK7EKeiSQF7PO3PBn+/O7EZciVf4vuX1vGM7wIEdnzOmxhwmLeghBwAxNeawYQe2H/DVth3YfiDUdy6dSGO+PO+KroTMZdAXMRlLYm9mr6OG2ZHocGrvUlrKSTkNayNd5UGclw1jT8Ybt93oBMWNipkc2XcEPe090BQNUkhoqoY9mT3oTnY3xM4F6+14npbCwgWZvlYogDKWg5kENkGwd+21xCaVSn5mamLCXSQz48EqnBMTrsw+G1oDlQyPrrv16WGm2l7wPrkcBVOnTrkiG6rqHh/WFjNN8Xglw/TQQxQgcW0hi8JwW7wuiMcpiGUmx8vEdXW5Aibczo03kkeht6axlml7NeavVKLzsCG5Y9FipwbyfAwOun3K5dxgT1Wpjb4+2s7XY88eGg+PL+glB7jzKKUr/f/oo8Ajj1QfRyPm9GEs5twcWRS0t9NDAhbnqxXEa1q4KIwX2ax73wjhvnK73qDOe92DD9cnJ12menKyMWP0anNx8KB7rWv1/7nn3J8Xa8zeCkgpPyWl3CWl3AsSNzgppfwIlls8ynsRYnGgo5tEJVIdxNgxI8bBg2W4DEOQ4bruLZXWAlUHaBFzpZeoLqyrx05BlHZaaDfVrDXDaHgZkUSS2mAmLIxdCWPp3n4XkEhVMlKKCO8H11axr5oPfOPbX8D6ArFO3/yL2gHsmafc/vt+STxfvLE4oLXRfOWvEjOa6qBf7PauFgV6ATTNji31fLBZZQ2Ujmvfk/GU+0ehVHAZxVqwGk+9o/RVtXbNXbq7UpHVW6d38WWXdax3/dPdQD4HXL0MXHmDXvO55mr+Wohq301CiF8B1Q+/T0rp/Uu7uO8mD4aGhzD49CDaY1SErggFSTUJTdEQU2I4tOcQLFh47eprKJQLPgaQVSEtUIrebGkW/el+H+PF/67pvAbdyW6XGYkTM9KZ6HQCk7gSb6hOrxF4WTIO0rzq86ZlOiwf93Xw6UEMfGkAV+avwDANKEJBSk1RUCgEett7ISFRNIrYkd6BmBJDTIlhb9de8q6zfd9mijM4N3UO/3T5nzCnz8EECaDIwD/TMhFX42QobltOcJpsXInDNKmPbAcxkh3B3q69OP6243jgFx9wmLPsQhbnps7hlZlX0J3sxkxxBt3Jbuc8XsREDKl4CqlYyum/YRnoTHRiZ8dOXJO5Bo/d9Rg++87P4uTRk3j43Q/jhu03VASNHOR+4uc+UfdaSEhsTW3FA7/0AF77+Gs4efRkU4HRrD7rY0szyUzD7JyXYVxOFs7L9NUbz1LSMJeLmVzXwR4HA7U+Z0VNFgJhZooNojmVkhkhKSl4am/31zhNTBCzdOaMm4KWSNR+wBr8e80sITOER44Q8/Hkk3QOTqH0LtxZ9fCNNyht78oVPxty5AgFa8xExmLu8dwWs2fevgeZuEyGFvF79hDr9MADtBD3ptxxf197zWVsGMePU2By7hyxUS++SPvlciROs7DgF/ngAI1r2Z56CvjOd0jmn4NXwN2Ha/tiMfr81VddpUgpw20HvNeApf/ZjL3aOADgH/+R0nLHxuj1H//R/3m1WsBikVJMudaz1r3BjBwLulQDkxrMoLEIDY/bO5+O2F4giDRNCkY5zbUaUw1UploClXMVrLlkcJDJDx28KZ71aj7XCB4A8M+EEMMA/pn9HlLKMwBYPOr/RQPiUQCI9cpso4XkOz9kG2nbXzjOl4P9qqgUkM1eIcYNcBmug3eQGqTXXLoeTMNlpt7yy64/X2abm1rZDKMRZES0RH12JcjSAWT54IW0gPk8pXR64a2tauukbb7USW9qolVdWbPaOLSE61GoqHDqDQESLSkvuGmnKdubrrhAgWmtesvFgoVT0t2w83CXt/36HQCsMrF2EK7iZXnBrb/kNNNaY282vZXZ4Vo1d7V8D5utwUt1UCqs94tTn/fXlq5NPASgA8DfCyGeE0L8GbCE7yYb3hSx67Zch62JrZCQKFkltGlt+LWDv4ax2TG0x9trpls6wiMgQZKkmvQzR2oScTXusClBZqQj0YFtqW2UatlEnR6DgyFFKOhOdPvqzFShoi3eBkNS8MZ90k3dSUOVkMiVchi+OowtyS2OObymaijLMvkIZnajv6MfveletGvtjvLoge0HYEmXrfqZHT/jtF8rNRYg8RVLWkjFUlAVFTElhpt6b8LezF6oCgm27OrYhWQsCd3QfWl8APDQkYegqRouzF4AAOzJ7EFCJa+/HR070JXschhbRRD7qtq/v3xeHk8YQ+VYOBg6ru2+1lfL2B5vx2ff+dkKY3jGcqUfAktj51aShQvDUudhuZjJVqpxthx799Iiu9qCkQO5+XnXq25wkPZvb6dFOTMwrKTJi9XpaaodY/+7XI6Cpp4eNwWtt5cCHK7DYniZFd7OXoCaFl4D9sgjpLZ57py7wN+5k455/XU6bs8e6uexY5Ws2uRk9YDnjTeovVTK7XtnJ/XDqyjJ/fL6uHlT7uoZYvv+furueJkBZTVIDkwsi/o1MuJu4zZ4X0WhwGVy0g3SeW45bTUWo/OEpRRyUNmoGuT991PaJKezzs/TewD4rP2d5lUTDZ5L110D92q+fUG0tVWyooA7ftN0gzeuX/Q+SOD6St6X58KrBgq4aaOsHBq8Dxu97sz48e8Sn4f7woI3aU92R9icrQWVTinlKZDqJqSUVwD8YpX9Pg9Sx2scliRGi9X+zjzlqk0uzNkX0b7hhQIISQxVe6erUAlU1hnVTeETtChX4ySWEjw3oxkVwzClzGZVEM88BTdI4xtY0v/g+jSoiKnGbAVJO7/aW1eWSruL9aDCZ61xaAkAXZTeyimMqQ5X2ZLr87gPSoxSbeey9rXjVEbPdVwMOBVVWsQiaglKs12YXd50zVqQkh42pDroHpQWAMVN15Se6yYE3avBhb9Q7C+DJtJM2eOxVipmNcXYXTcQk1dLbTaISy/bv0OAc+2EvX2NIfDddH2N/Zr/brLhTREDgL1b9mK7vh2aqmFr21Y8cfYJx39OUzUnCArCsAwnaHpj9g1sSW1BrpSD45snLbwy8wo0VXMWuYNPD2IkO4KBrgF8dO9HceL5E5gvzzvtNIoYYoiJGLa0b4GERHeyG1vMLbicv4x5Y55q48rziCtxWMKi27lK+xdnL2K6MI1dmV3EjEmJ+fI85vQ5zF2dQ0zE0JHowO7O3RjPj2OmOOOkWB5/23Ec2XcEh08cRleyC1PzU6Hn8EJComyVKUhNdjuKpl4cPnEYl+cuI1ekYJRTUd/z2Hvwzr3vBARwfff1zjVkbG3biud/83kAnqCtrGNyYRKGSYzmtiSZyD9212Ohwc/g04PQTR1ThSmUzBJSsRQyyQz2bdmHk0dP1hxb8N5q19oBnbY3EmgNDQ/hvm/dh/NXz1PdJ4Detl4kYglczl+GbunQYnQ/1WvPq/jJTPa9f3svBroGnOtWrQ/e+5T3rba9FfMQVAJlT79mmcl1HeyNjVV6snlhWcQ+sOfavffSovPhh+nzj32MgjpvnZei0D7FIgVyAC2Qt21z1Rm9C9a2NmrfCylp3+lpt00vyxamTsiMUxC33kp9NwwKeHp7/elvg4PEcFWr+/OWoPT1UTssyqKqtCAvFul/LEbiKSw8MzXl2iBkMhSMVrNWGBykdNldu4jd4gCYAxBFcc8JuEE2zw2LfzD7BND+sRjN2fS021YQhkHbu7rca8ZjBiiwraYGGbSL+OEPbZE8k9qN2+J4Dz4I/MzPuPPN15zZYQ6qONBn244gU+sFs2MdHTTHc3PueLhtZgA7Ouh9JkPXr73dX2+aTrt1ht3ddF+++CKdg+ec+2EY9FBB1+leYtb23nv95vNsvh60/AD81/3qVddqwmsq/4lPuPN79qz/gcn8/JpV6Vw+dPf6jZ4P3mGzdjqxJF52z2sYbVp+xi0/Q6wFUH8R7Q0cMtsohZLr1Gav0kVKdVJ6p5cdOfMUqVBaJtVcpdLEoMzP0WI40e4GWGrcFg7xqCA2Imefn4EbGHGQZEOCFu58fHbCZfQACkLyM/YN3ksBWWmB+rBQIFEVJy1UJRbOC+7fzAQJkyTaSeFUEdT2dW8BXvqRv66RccVTAqUlgT0HyZaikPUEDUuAZYL8sEGv23ZR21rKFkJpMYRC54prND41Zqt0AvTgwPNAQtrXTghAS1Nqpxqj+0FadO82AjXuChTlpuja17JA8NqEeOH93fC2nZ0AvvbHwNwVujyZbcRwl3W6vxXvvSdtRnPzIUzWvmyW8crMK7i++3on9bBkluqmV8YEpQSWzBLy5TzatXaUzTIWygvQYhr60/3QTR0f+9rH3KDMZjpOPH8CR289ii98/wtNp3AaMCAsgUfufAQAcN+37sMrM69AFaqTvmlJC0WzCAGBrkQXsqVs1faKZhEjMyPo1DoxU/Iv7gxpYKY4A0UqmDPmAAkUUMDw1WFHzp/nlAVSwsYT3K4Kteq4R7IjKOpFjM/7zdMtWHjh8gvIlXPYk9nj+yyY5ndk3xE8hIcw+PQgypNllKwSEmoC+7bsqxmonJ06i6sLV6EKFTERQ9kkYZRyMK26Sr8Xa5kwNDyEe752D64uXIUiSCHUkAbGC+OwpIVkLIk9mT3QDb0pG4VmbBiq7cvWFo1aOSzVOsJ77Uazo04ab7PM5LoO9oQIZ0QYzHKwJH+QrWA27YUXXHZk1y46lr3nrr2W6r0KBVr4skJjWxttD1vI86KblSzZAy6RIKGLav5zQbCpNXu/sfH2Nde4wieaRgt9DizrYWzMDUja2yktVFGI7enqItGOq1dpvN7zvvEGzR0biwdZn5ER13CcUw05vXL3bgpQ5ufdoIXnm2v52NtO0/z+hFu20Dl13a1fC9bCcTDDwZKX/FAUCjrC5jvIZA0PuzYU3AYzdbOzlfMdZM16eyl1ka91dzeNuxY0jeoIAboXz5+nnw2D2uYU5EKB7rcDB4B3vhN44gl/fWc+D3zqU25AyoxbXx8dWyrR/cuCPfG4nym+/fZKhpw99NjywzuH3rm77jpXAKhUouD6E5+gvvA+O3fSOaen6foy097I78GGgZehYHZIoJLVKmRtFUwbzEbVs10QdtohJAU8ZpmYjmf+hn5J2jPEHHH7t72bjnvmb2za1051sEp2kMG5wXZtnhqnIFAv+gM6TqVTVX8qnXfMzjjmPE9APEGEZfhT8colCuBS9pM1LUFBmVECCrNuwFbM24qannmwTFdtNNi/9k47UCzQObt63YBVNqBsqZeA0dMkllPMExvWMLxspndb4LpOXgB69gDTr4cwuUtkEcOgxiiABuxrYDOeC3NwTN3jSXpgwGmcSTu1VVEW0R/h1gRKQeevds/UQxjjXJyne5nvZ4DsHX7wpPsUzpcmK+1axc2Hga4BXJ677GOFLucvQ1NIqMOw3Jq2eumVZVlG2SSWipmY7W3bMVmYhCENvJF/A4ZlOPYCHERYsBATMTxx7gncfs3t+O7od+umPwbRrrU7i9/Bpwdxfff1uDR3yRFC4f5ISF+gpwilQrVTQEBK6QR6YQHbldIV52dVqMgVc8hoGdz95N0o6AWM5cac84WBt3OK6f6t+1HQC6Fsz0DXAL574buh7czoM4grcYzMjCCmxpBQE+hN9yImYr40v6HhIdz37ftwfvo8IID9W/bjgV96oG7AUDJLjiUDz5dlWnX997jfwXvLm34YZMcO7T2EU6OnMJIdQbaYxUJ5AYpQnLRTYVFqbDKWxI3bb3RP5GHJuM2zU2cxp8+hbJahChX9Hf3o0Dpw/up5KFCwo3OHI3ZSjWWrxsg9+KMH0dfe1zBTV28eGkE9L8JGsK6DvVpKgIpCC8qxMVoIFwq0GOdgbXDQrUEKmmSfP+8GI0LQIpl98rxy/FxvFjRRNwwKmJa6oPWaWvOYANdkvLub+nz+vGsp4A1WvOIdikL9ZyaNaxjjcfqZa8cKBZovRfHYaHnS9F57jfbv6KDg6667KFDwpoWydQWfJ5NxUy23bvUzg4ODwDPPuKmrrKjJrFipBBw6ROfm/Xic3CdOB43F6Hw3er4H2BCdUzCHhioZLDYa9wq8eNNwmZFkgZHz591URU2juTt3jgLXG2+k14kJuk6NwCsOA9DccP8WFmiut2936w4PH6b0Ry/D7B0nt8P39c6d9D6Xo+sH0LV69VUaV1cX8NWvhmcIWhbd/14meWTETRtmoR1+bW8HHnvM/b3iOQPo9y+ddsex4XHlDeDEp+03Nu3JhJaq2kFKILhgVm7uCglOpLuB3gG7Zm8ucJHs1E8paUHOPnBSUpBkmkA85qa5xUACKYZO6YjeNLhiwf6FF3BZJlB/FQWAvThPtJFCpxdVTcgDqXQH76AFd2ner54Eu1/e4xMpCsjicZdJVBTX9JwX+KVC+NxLCzj5P+AEFjS59hebSoFi51aa2+8/TgFsQ5B0jV4/12SME6D7ve2F9X1ihNIbU+0UYBay9Fldm4VFwNDp2kxfItVNni+h0Ny3dxGDZpbhpLtaJs09P1RoFiysA1CNZGHWb2wPNGZ87mXL+T7he4JVbgH6PSkXKUidnwWl4NqBs5TAjW9vfgwbANVSxLantmNkZmRRQimWpOBtrjSHbDGLmIhBEQoWTD/bXrbKKKPsqHeenTqLz/z8ZyiwWcLzDGZSSmYJkJXefcG+esGBnc9eok5nTGkir+dRMktOUNmolYQpTcQELcOrsT3H33Yc3xn9TtX+l80yLFhUJ2joGM2OYltqG/7wXX8IgIKqj33tY5hemCZTdgDnps/hnq/dg0fvfLRmEKEpGubFPEzLdM3XBULVOcP6XS39MMiaDV8dxvfHvo++tj70pHtwafYSyhbdGwxFKLBAZvJe8Lw5qap22ik/MDBhYiQ7AlWoYG/HsdwYdmd2I5OoLvRSjZHLl/Jo62pcMGW50jCXiiarqdcPpKQFacFeLzArlsvVN8nmWjBO2+RXtlhgOX5Or2QGyMs2lcvEFC1FXt5rau0VkOFzs+AF12cFVTx5Ac5gURpOMy2V/OIfALXJwSWf01t7FotRO2+84Y758mUKbtjeIMzAu5qp/aFDFMxwumKp5AZd8bhbM7djh38/71wzG8hG314Ejd8/9CF67z2erynXcALumoz/t7eHzzfPXX+/a4Nx4QK1Vw+K4rJmjPvv9/fPNGmu2KgdaFzsxHtfZ7PUryATbZrE7gaVTL3QNJdJvnyZ7hl+2MEBKT9kyOfde36diLK0ED66iQKKcpFSxkyDFrkMXpjyq2m6LNerP6E0Q8BegMdsYRFBC9xYAtiyg9iXWJwCpc6tpIbpFYVheIVZWLDEMhEuCsJjsIOmMEGXRuXsw7z7Mttdk3Mvkmkal1fNkxU/veerJXfLNgnesVimXRs3B0yOUXDTFDsHasPQGwty2MqA/QmbUfJcmKNAT0tQwOUVP1kWnz/Ad81ffsYfiEqLGNT5WXuO7ODIMiigkpYrmtIMtAS1pcZJ7bO84KZ0lnV6IPDUE42JroSpvsbsp7S++1m4qqK3/AL9nkhb2OeWXwDefLi5MWwgpLU0RrOjODt9FkWDUh0vFy77bAqagYCAbunO8aY0a7KChjQAQYHFqdFTuGn7TY7xdqPI63nc/937cfjEYVyavYTnJp5D2SxDt8JrDINQoIRaHzQKSYWAAEhFk0VSGsGsPgugkvW69c9uRer3Urjr8bschc4wcFBjWAZMmNAUDT3tPT6m8+rCVViWBd3SUbbKkFJirjRXV77/YM9BdGgdMCwDC8YCDMtAh9aBAz0H6o7LK4xyafYSxgvjDnt537fvg27quDR3CS9OvYjLc5chpUROz0EIsoIAAN3SsVBeQNEoUm0jKg3ved4Gnx6EXtZxee6yXzHWDoRZORaCrvdEfqJi3r2oJozC1hZhfag3D6shEMNY18xeNQhBi8quLjcw46BnYoIWpvk8MSgA1aaxWiRLwpsmBYdsyN7RQYHic8+53n2AW98VhKLQIloIl/2qx/IF68c6O6nvu3e7qaCxGHDDDcSQDQ9Tn9is2yvawX9/DcNlvLhGbscOt+88N7kcMXDz8/SaTrt+eEGZf7abME1K/2xvp/mcmXFr5ljcZm6OAiFNI7bz0iV/HeCpU5TGGGTb+Dxcy/eNb1Bq4H/9r/5Aiv31GIZBZuV83WIxV3TmX/yL6mm/vA7wrXU8qaBCuB5/5TKdR1WJ9QJci4k33nADxHpga493v7v6PtynyUlK3wTo3uBr753LcpkCZL7mv/ZrrpDKD3/oPvSohmp9zmbpGrN3oFdlkz0RAZedHR2lMcVidP29IixrQZRl1SEtqhuyDNtgXQBd2+mz3LSdHqfCMX2GTkxPx1Zg7mogla5MC/H8DKXiBRmQesIs6W6/QXf1TtNi3Ct3z8yLvkBjSXWQ+mcxT8FsXHNTKRlhtVff/Avqo2l50jLtwGhilNrpfYt7nC91bxEUgMlFsZYztObBKbhM1QYaYZVPCcDUycKhWUjLFo/J2CmVHlEaRQWwSFbN6a/NdMbidC3LxYB4iY3Sgv+9ogLpLrpXm0VMAz70Gbrms1OUVhz84inm7XPYaTSmRft95zGgZ3flPR68p775F8DU6/b19aTOKvb9++bDmzq4Y3jZlQPbD2ByfhJjubGmUygBf6pjMLiSkD7LgyB4Ed6f7sdodhQPv/thHBs6hrHcGOIi7mNzqgWgpmXic9/7HDLxTE3V0CAUoZBbnBC+dE4FCtrj7ZgrzzXUDvdNCEGKnwJIiiRMaeKm7TdhpjiDsdwYWTgoAqZlOmI3pjR9dgBhTFy9a8LWEDyPc7rb7zOTZ6BbuhN8SilhwIA0ZN26sUN7D+H7Y9+HKlSHgc2Vcji091BDc8IBzbGhY+hWutEWb8Plucs4f/U8BIRjtVGWZUhILBjEtKTjaWcMfP9Y0kI6nka71o6CXqhgyT76vz6KbClb9R4J3p9Fo1jThqEaI/eJn/sETjx/oimmbjnSMJeKDcfsxWK0yGcmhr3YOECZn6c6KhYmGR2l4IGDinzeDWS41m9khAIZTkdUFDqGWaYwKAoFkMxC1TORDjOdnpyk87Kp9bXXUg3WAw8QIzY+Tot9TimsVj/IaYqf+hQdXyxS4OLF2BgFlLpOQRXXWd10k8tiBVMsmSHM5aivpRKlru7dC8conSX7JyboP4uulMv0nu0TvEEow7LcdNDZWaonvOYa4C1vcQO8MPaRrxvXkR06BNxzT+36TsBdc3DKJqOnh7ZNT1MbLMhSLtN9NjFB12LLlspjlwqvwA6LmXivPTOzly5RP5ihMwzgL/+S/p88Sdf9TW9afD8KBTqnXuVBPt9/3npLKemBx+ionxHf0KIsjYIVJdn0nBkSlrn3SsGz4ITXDNwygcIMCajEEtUZkFqy9QClMdbz7+PgK6aFy93HEiSSMne1eeN27mNxwTVbtyx/IGaUiYF77mTImBqZ7BYg0YbwGjyGoH6bSxT+MA2aV057VDX73jGq//GpC+m+cgpjfsa1VqgYj4fd5T41KsQShGXR/dA7QPdMxZcJp1aYxGqWinRPcY1fPWsFgO6PmOY+MJD2U7V4srbFwyYD1yQZloFz0+dwcfbiogI9wLU+YAgIx+agHlShYnfnbseagZmQtJZ2POZ62noqzsHniYs41d5ZEldKVxxl0HrgQCMZI5sIZh/jShyJWAIlq35dmhdcG1g0iiibZef1xckXMVmYdERiDNOAqqjQVM2ZJ03VIKXEnV+5E+9+7N0YL4zDtMibr1YaqjMPQkBVVEgpMZIbweX8ZcfPTbfoO8jr7wdQAOllEoM+cEPDQ3jwRw9CSgpIdUtHIpZAX1sfTo2eCu3H0PAQbv3TW5H6fAra/RrSv5/Gex57D0azo3hl5hUMXx12AndLWlQLKKj/AJyHAmECOnEljmu7r8Wjdz4aypIVyoWawjECAm3xNuzu3O2I99Ri2aoxcp9952cbYuoW6623FE++WhC1nrisdQhxmwSe9W275RbXI47r8LiGitMY+/ooSHnuOTeo49o8TuW79lqXTWNVRrYR4NILDjCCf3O99XJ83P79tNitVq8UrBsEaH+ucxsdpSCK2cHDh/3sDqdNBtk9VSUmKBajcx8/Dtx9NwW1qRQxlnNzNO502q23YpZxdJQCpnSa5mdiwmV2Egny5jt/3mWYvLV/3rF2d1Og5FVPNQwKyH/qp2jsly65IiveuQRoHNdf76+r5OCNg1CA5isWc1nQ66+n+XvmGTcNtxZiMZoXHmMs5rJ33vPxOVmxMp2me4qVSINCL0sFs6dA5bX3Knl6U3nZl7Bcdu+v4eHwNWJoORH8bUpJc+NNB2Z4x+n9fWKbiGuu8d+/9SCE+LGU8rb6e65d3DbQL5/9zx+rvgN7q0mTFqeWtFUNJbEtKVvNaGGOtqtxIJ6gIIdNyVm6nhkxoQAdW4A7f9s9j1eJUtrHsDDJj78JzE7XrwXr6gV++l1unZ+XLeQFuaPWGaPUzHLJZfje8YFKRu+5k8CZ7/nTKLlm0d1A7XHK3Yc+4x/T1JjL1K0kFLU19XPVoMb8T34ALEukKwSQ6aHXmQk4jF+99iuuU8MndMVgclO155DZUQ50hUKqmoZOD0m8SrdBXHyZ7u2gGmcz4i/VRrARvptuu01e+VdXoELFhdkLFXVQzYKDRg4WmQVqJBX0uq7rEFfj0C093OPNtguAhC81NC7iUBUSeDFMwxeo1rNviCtxmBYxcf0d/ehp68ELky8AoIAjrlAAqZs6DGlgV+cu9LT14MLMBZ84S/B8cSXuC84UUJ2ZKlR0JjoxU6TU9riIQwiypfi1g7+Gb7/2bUzNT1WdL+94tia2Ys6Ygx54kOQ9t3dOx/PjFWmHjA/f/GF8+OYPOwwvM1UzxRkICEwvTDvsqoTE7s7dzjhe+/hrvra8CppSytDU3bhC4+a+J9QEFKE4wj0KFAx0DeDV7Ku+sQPEwm5r24bxT1aq3g0ND+E9f/UeWNKqeu1VoWJvZm/ovbbc8LLmXvav3jkXexyj1ndTQ2mcQogeAG8HsAPAAoAXATwr5aK+7VcEx48TUwZQOmEsRoFaPk+L4zNn3EWvd+HKP2cyrhjLCy+4tXx8DPvEaZq7SOYFr7e9Uon+//jHtGh+9VUKvoLWBV41SwbbOjz/vBt8ffSjNI7ZWfq8r4/6efq0P+hRVZfh4kCXa6W6uiiYnZ31p4cWCq49xfHjbqDGrGMsRiyXrrvpndmsG9gwyzcxQYHR+fPUvwMH3PnglFOGrpNx+dat/vRABh+XTtN4uX2+FqpK7OPp07Tfzp3udZOS5m92tjojFXY+rsNktcv5eX+ApCh0nulpd/zZLKVwsjhNsP9LDfp6etzU3hdfdNtKJmneOdgLBmGGQfYd4+PEvtZqHwgXlVFVd0xlWycjTMyGIaVb28nr0ocfbo3y5nr8bnLAUvXpLbSgXZijwMgo0/u5K57aI7tmTl+g4C6RBK6O0wTP5+wG7X1yU/70SX5lRUo1TsHaD550U+aUGLFFXigxOOwPB3qAX+6eAz3nGPupAQu+cB1WUGnxuZPA8ydRnUUKvhd+eXxO3XvuJPD8txub76XCSXHEygZ6gPtkiVMvpSR2US/aKq1N3O5es1O2PlDj8DF+9bDoXy9pB5XwCAJVOR8zytzfNpvtDqsHDaKaVcMKYy1/Pw10DeCZi89Q0NOkt10QzB5Ve18N7XEyJ+/v6HfS4G7901tx/up5QAL9Hf2Ymp8Kba8sy47ghg7/50FbAwandzKz1p3qRm87PXxIxVLI63lnLopm0QkeZhZI9fKW/ltwZvIMphemYUnLEf3gwCbIwglBzKMqVBiWgR3pHXgj/wb1XQok1AQeP/M4TMusy6oKCGiqhlw554xLEQoUoaBsllG2aD6SsSS6Ul0AgPxcHgvlhaptfvXMVx0vxUwigwu5CygaRWf+2CcxrsaJNcyOQBEK4moct/7ZrZgtzTo+c/d9+z5MzU9VTaEVEE6QrgjFEe4pGrSAjIkYtJiGS/lLzjHMDnMaZ17P4/CJwxX+doNPDyKpJlG2ymQX4lkEKVCwp2sPOrQOzOlz6O/ox6G9hxr22lsMannr8ecj2RF0JjoBSXWbA10DuDJ/ZUmefLVQk2cXQvyCEOKbAL4B4AiAfgAHAPxfAE4LIf6LEKJzST1YZpw7Ryl7ANUr9ffTgr+/n9739VFgxQGKF8zyBYVO2CTbDPztAVzzcFburAVmA1W1Mq1zYKAyzTBocj48TEHF/LwbfLLoDNfkJRL0n8/FZuacismG6pOTdCwLmhSLbh1asG9soq1plBqpqjSPsRi91zRXxGZszA3EpKQ6veFht6YtrGYsm6Vr4mVEGex7+FM/5fa5XKa2WAXy0iVivrxqq9756+z0B+m1YJouu8tqoEEmrFwGXnnF7+nH17eWQmwj568Grk188UV/Gu3Cgl/wJCygPH26eqCnKBRo79hB//v7/Z/x7wP32zD8dXp8Tm/dJOCm33I7SxEqCsN6/G4KhWrnWS/M2sFcyU3xBOjnZDutiZnNW6CCft8XlSPuYl+wM0/5zxM0Zo9pVKPFQimhN6YMby/d7daKeQ3IvRK2Tr2UpDGqKrVx8WViBn2BXuBmCsIsu4FoMH3vwosh/W4RpAT1uQXZMHW/GOx7wjJckRknrddbm9YApHQDcU6ZNXRXqXQtgWtJ1bgt7AJ/zWk98P32xBfptV5K8TJhPXw/HX/bcZ+Ayf/H3r+HyXWVZ6L4u9a+1LW7+qZutSRLatuSsWwwGDNc4mCPyCQjLmFiDwE8c+JjOMkzIT4ET6LgZAYDdjI4EYGTjE3myRzgeGYwQ8Cc+GSIfmQSY8CYELDBNzmWZLUkS+qLpO6u7rru2/r98e1vX6p2Ve3qbsntTD4/7VJX7b322muv2r3e/X7f+6YVFFnPGC+M49ivHwsMum97+DY8f+55qp9TCifLJ7umU1qu1dPzzVUuNuU3YdfILkwNT+Ebt3wD9X9Xx6bCJoznQ4ubieIE1fuBrAUCYCg0NN0m7n/7/Xjk1kfw//yL/wc7h3biVaOvws7SzhiDFR1DXerQpAZdEqhpuk3kjTxMzSTfOqmTmqZn9wR6CgpSSGwb2AYo4DXjr8HU0FSQ/siCNoZmYOsAyW+XG2XM1+e7gnjHc4JU0ZnqDOpOvU2JlMeDgZTruWg6TRw6ewia0DCzMoMPPPwBPDv3bACOO56HUsHtM2fk4HiUpmtKExDAoDmIUqYECaql5HnA/9XtOmZWZmL+dgePHMT00jQmi5MErqWBnJ5DRstAlzr+xy3/A8d+/Rie+tWncOzXj2H/W/bjgaceSGxnvWJ6aRp5o12x89DZQ7j94O2YWZmBJjQcOnsIz597HhpoHA+dO9Q2n/vx5OsWvZKq3w7gl5VSb1BK/YpS6t8rpX5TKfXzAK4B8GMA/2zNvVjH4Fqwd74T+OEPiZ3iujFmFjoxLM1m+NmzzxKjx8bU0c9a0914kd9NGC4aZ84QQDl5klIqDx5sVwSN1jexBUO5HF9PMZA7dYpAjufR6/h4HFgyMNiyJawnY18+TQsX77pOoIBFalhuHwjHjhVIq1U6Fqe2njtHwI/FS4DQa+/UqVAUp1OwfUJ0XE2TwNr991OdGiuA8o+m0Tnt2UPpp7ZN1+vJJ+nnxRdD24Zea6kkdmo1Ea3jjK69o8xxvyEEjWmriii3zwxnp+h0TE61LJXoO/PCCyTAwkqvUfuLKKBjP0TTpLROfm2tueTjDg0Rs3jTTZROuk6g7xV3b2oLXmxXlyIXiYFS5NZcryCmvug6PgvYYibNLFxusJ35SFLMjKoSJT2N5fq51vaiNXNRUJrhHHSe7H6b2SIde3EurPWLLUBSfik0PV6vdeoFYqVe6SGknz25lhL6lGMY/AGBf+0i885TNKdKY+n6smpguIprbzeAynJ7zWm3aK0tTVPvt36x4e9P+3btw55NeyAhY7VcFzOiCoZ3/jUxQ7ZnBz9p0kB7+f8BwFJjqa22KkltMQmoOMqB67m46Ss3Ye8De/HDMz8MFEyny9OxbaNj6CkPGS1DtXpOA5Zr4ejiUVguKZU6npOaAc1qWUwNTcHQDBQzRcxX5jFXnYPrEVBjWws+xk9mf4IT5ROAQlclTzadT1MXyNtndAJRutAxX51HwSxgublMzw07AD3h/wcQq3r1+NXYMbQDhjSgoGDqJnYO7cRQdghNt4msnoUu9ADM8r5ZPYuCWQg88kxp4sDjB4Kx2T64HaZGKcSa0LBnbE9X/7zWdoD1qZlrnVvlZhl/f+7vcbZ2FrMrs3CUg/nqfMBuztfmg37MVOLpVf168nWKrnd0pdR+pdTJDp85Sqk/V0o9tOZeXIDwPOCTnyQp+2gsL4cpjkkAYGiIXi0rVKtknzrefrXsDEe9HionVqthumkSE8mG5fl8CChblTcbDUoB/djHSMjF88jvzTCo36ZJip6lErWzshICNU5ZjNa6Ae0S+WzwzsCi0SAGkJnNQiHO5gBx4JcUrdcgm6U+cE2clDQGAImz8PYMqEZHCdhyP5NA+ec+R0BjaiqsvROCxoZDypC9Xe/oJJyTJqK1cidPdtZjUAoYG2u3OYjO2U5hWcCttxJYZ+P1gYHQfqT1OPzDc4rnQ7NJczYK+DSN5mWlkl6oKG28ku9NQUTFI9oi+p4K6/s4HJtsDIpDtGh37XCCVJdCU3EOI0PAaHGOVBStZsjkFIY6pOX5Tyo0GWdSonL30Zui1TJpuJ4wkyUG0KoD1TJQWUo+Vq9wLDq37/5ZWLMXpAImNSnXCKBW0cfVRG6ADO+7PbFZj5BaCPiTrremUapkrg/CabWATwiaG2luunyMZoXmjucRaPuvHwf+28eBh/84GcAlsdnMMF/geKXcn+59270oZUu9N2yJJLGUfkNABKmbB48cxKFzhwI2zVPeqsViuG0BAVMSazQ5MIlHbn0ktvBnZrNqVbHUWOrKnigo2J6NI+eO4J7v3IOF+gIB5S73F095KBgFYgkTzqUfcL11YCt0qcPyLLxj1zswW5tF02mSKX3Cd5nZul7WE6yEmTamhqbgKjdIH2Vzda63k0ImHo/N0bcObsXmgc249233Yrm5jFeNvQqvHn81do/uDjzvMjKDwcwglFAwhAFTM4kdhcRkcTLWLrNefC11qWPXyC5cOnQpHedn7m3rSyfWLerVt1bWL2lu2R6l7rqei5Plk6g79bZxnByYDPZTSnVVC+030tbsDQH4JQA7o/sopT7cYZcNEQz4AJL4n56m1DsGE/y3lQUnslkCQgzueFErRAjOov9OSgVNE5xS6bp0TGbRouxjNKamaJGcycTZMQZynIp3113AG94Q2jcUCqFwCEdU+p4FYVhUxPNCg/j5+dCeYmqKVBW5PpGZJiBM/ezlK9dasxY1aucYGGgXeNm3L6w542PzdahUQsXSd74zbhHBzOfcHP1+/jyBoW3bCOhG1SUZsPA5cZZTNttbwbNbrJYdjLK3HK3+gRyZDPV1j297MzND4DdaL9ctikX6boyNhYIvUSEbBthR0Bpdn2Uy4Rix5QWnnF55Jc2toMQoEwrsHDiwPjV8r8x7U2udUoqJwiIVUgPykcW4bYWAhlPehCQxE66TA0i1k79AnktMnWECQiO/vmgtGH8B2JssiUmJ1sw9/a328zKzQM5n9OorofKiEB0EVVrGIKmGEKA2rCadm+0LdSTaGgjyTwPWsabvAjEf9RW6XnrGvwldiDRRSeDKtgg0J4WeJVGda38WWDjT22ie51q3urtOoTyyDSkM0QOAtCVsuYGQCRcCgF9z+NhDwPU3x+v0orWlHGnq/dYxNvr9ad+ufbhk8BISgnDTedIBlDbYKhDST+hCx55Ne2JecKY04XneurCMCipIbdSElsiM7Nu1D/fhPhx4/AC+/9L3YUoTSoby/0lRtsqQkCg3ypgoTCCn52I2B62x1Fha03kAxMydrpzGm7e9Gfvfsh8HHj+AzcXNKDfKqFiVQAQGQN+1l/0qjpayJWSqdO0FRJg+6nsUbhnYglPLp9B0m0Hq6YA5ACFo210ju4L6uKmhKcyszAT1aQCxWHvG9wQ1gIfPHQYEcOXolQDQNueY9Ypey+NLx7FzaGfHOrxOx2WvvvWomUuaW1sGtmCuOgfLtSAh4So3sB2JjuOeTXswmhvteR79Rio1TiHE4wD+FsAziDxyVko9sOYerCGS1DiTQtMIOIyPEzg4cyZMWwRCCXsgnoKnFAELwwi3ESJUQOxVn9UpGEAqRezI4CABlmPHkrfnmj3LopRI7h/bKlxyCa3J7r+ftuM0vPl5AjSbN9O512rUBrNlvK1tUwqmENSfZrN9v6NHgU2bCDQpFa+96+Xfxv2NAqpOMTlJYCzaz5//+TDFk0EP2x9wpFEhZ4A/Pk7nfeutxPwtLITgO2roDvQ+r5c7NI2uyxe+QL/fdhtd9zRAU0rg4x+nebO0FKacRlm9JOAZfVBimgS62XKCfScHBmj+vPhiiCGYXWbhnE7znY6bTvFuo96bgBRqnP0Ge+95XqjOyCDQ8wBWUpSSFA/rVTLFZnBlZCkdjn/XDODqt5KH3/xJaoctH6Jeea1KmlF1T8t/MsDrfd2vrTLzVGvIPnx6hl47AY3oOfYSPxGCTOPrFWq31poWKggQm1kSj+kFWnoFC7MIrP4JTvqD+a/rfJxsESgMEqvb6RpoBrDpEqoFXJpf/z5EQ2r+XMkR41ZZSGduH5sfIlRqFZL6HlXobFWNBXoreUb9I4vD7Z5+SH9v8rfdkPen6667Tv3oR7R2mvqjKYxkRyCEwJmVM21pZK2RkRlsKm7CqeVTfR9XFzpMzYShGdgxtCMQ+Dh09hCKZhEnyifgeu66pJQy8NGFjm2D2wCBRDGOg0cO4qY/uwmeR/VznY7NZt7cPxZ+SWs+L4VM7f8XPeaO0g54ysP9b78fBx4/gG+f+HYgQJLU17WK7fTTXlbPYiw7Bkc5UFAYzg6nVpFsVZ6cr8zjXOMcSpkS9mzak3idYtvX5gNjdCjA1GleAaQGe9X4VYlAqZvi5Yf+8kPBd4FDKZWoPsptsdhKJ6GX6Per3Cjj5PJJEvXxHAhBDDRbj6xVJbTbvSltjktWKfVvlVJfVEo9wD+r6s3LEJ5HrMXyMr0CIVPBLB6nmQFx5sK2Q+aCUxX5/X5T/5gtYlDBzNP8fHej6X37CJhEWT3u/9gY9WPnzrC2r1Cgfk1M0IKbDc+jqaEsujI5Se3s2UNMjOfR9mxPsbxM9YXc17Gx9rqxaEokn2fr7yzt3ytmZ6lPt95K53PTTWE6bTR9lcVn+Pq1HrM1uI98fvfdRyzoxERYc+k4YSqp4/QP9Hr14UKEYQC/+qs0Vh/6UHJdZFL6sZQEyB59lL4Tth2mwUbDNNvXt3w9LIu+G6Oj9HCBBYImJ8M6PVZfHR0NxXPW2Vj9lXtvEpGJmzblkJk3x/ZtGoIPaH/Nf4JlNYkxsq1wn2YtBIpSp0Xzi0/Sgvaf3uIzcZLAWmGQUguTgN4P/oIMse0GQl82H2Rmi/TjWLSgvvk3aUGfzce9AzmkRovqTCE8/57jIAiYKPgegS0TNFekvpTPxpnP1Ua2eGFyvBNDIUSW6xjNGimnBqxqQvueS/535bPoG+jpmfTbSv/JnZmj+fHuDwNXvbU9VTkpYg8CuI+C5mErY9fLY7I1LkyN34a/PyXVrnWKwcwghnPDGMmOBGxO2mDzcle5qFgVLFQXglS5crOMptvEzqGdyOqttcirCwZkCgqnV04HIhjRtDxe+LMgSLe+60KPAVFPeT3BW7TNXuIlrZHTc9g5tBOGNDCQGcDtB2/HkYUjARvUCYCtd+1lt/Zs18a5xjn86ht+taP/XaeI+tidXj6Nc41zGMuPYevA1sT0ydj2K6cxV5mjsVAKtrJRtSllcqW5gqXmEo6cO5KYgtnJP4/ZxtbvQqeaubQpn9E2S9lS4PPHLN6VY1cGirQX0g4iVRongP8qhPhlAP8DQLAcVEol5c9suIgqV0pJC1LHoXoiZshOneouosFsBLOEZ8929iXrFMxusXAK1zrNzgK//Mud9zt4kGrWikUCX1FQOj9Pv3/mM7TYb7VvGB8nQJDEojDoa42pKWqnXKYx4zGy7VDVkdk8vWUGMRPqeXGvuSijNzpKDCF/xsGZOWybEa0pTApOBXWcdGDPccimYdFfEzBbymAUIKC8tBQ+AEgbmga8731kYt4rtm2LM7RrIQtsm9jJ4WG6ZqdPx2swo9tt29bO/rJSaqfoNQaeFz5s4FhaIqaYPQ5PnKCawHyetl1nY/VX7r1JeYDiPFkfhLm82Afa0uM8N1S2BPyFuxfyBcqj/YUgpiRIdYvSswqARvtxW098k1g4xwIsl1I7hycSWY2gDqrBedt+H/lY9WWg7k/qb36e2igO+wvojH+OvjAI121pko4bBb5KdGb4lEesoqYBuQIxfNEvUS+T+NboxSY2KoCR89VLLzSzx7HOx5EaMaBs7cERPW/lrS7lVWohu9aLuZAawCJE9ZVwjsxN08MArvvsJBrUGlEPvlaFTp67PZi6IKI1foD/atH7q7dx2ND3p4NHDuJ87TyOLh6FKc1ABp9l/m3PDiwGXrv5tQCAqlXFaH4UD7/vYfyL//4vUouMsDIlK13OVGeQNbMoZUooGAWcWT4DKSWyWjaWmpgUDJo6ARFNkMG4q9ygreml6WD793z1Pfjqe76KO//mTsyuzMLyrEQLCk1oJOUPsmKIRhpQxYqbzP71kyZ75diVAetkKqo9PFvtT5CK+78ekcTwKZBa5u9+53dRMAvIaBlMFCZwvn4+ZmsAIJEBY2Bzy9dvgeM5KDfKyOo0J5LSJ1u3T+qbgoKAQNkqY2tma2IKZvTY0dj/lv24/eDtgIUY6xetLT3w+AE8N/8cFhrkJ5g38pgoTFDtawd7BfZXzBt5NOwGPHgoZUsYzY2uu+1Dp0ibxvlrAH4PwBLCv0JKKXXpheta79C065RSP+qqNsiLaRbh4EU8p5wBxGgdOhQKoPCag/+dyYTAJZslFqxcBl56Kb1/G0e0LCYaQ0OhoXlrXHMNpVGyJQCfA6+vcjnga18jdqfVbLtUItGWJCN3Dvbwm54O6/Msi4BD1ESe+1+v0zFLJWKSmBVj4MY1cMPDtP3Zs/EaMKDzmOk6je8LL/Qe21wufs3SMIe6HtYlRsV3DCNUN+1XOVPXqY1WgZpOMTTUbtuw1mAzeNsORWpax0TXCfBls2Ht3HPPda897QeMSkntsm/jlZRmj3KZUqc9D3jzm+P+kq1z78YbiW381reusZR6qiddsFHvTUC/aZwCeNv/BnzvIaBZDy9edMHLrAd/8VN5vUVugjw83E6+RO9Vy8DgCLFlLPTyxnclL3Af+jSxHkvzCIAe94MX+0JSLZbm36guu5YYRE0jX8HqEm3PoiTMvugZSrtkgOr5T3o0E+hUH1Qc9id9F6nfxGGRkePwOHaZ6ELS+DhW9+3SHpvZu4tltzYySemsb3wX1bcFoGqNx+drnVg3mbgDAqBfGAqvv20Rm8x/IJqNPtoEMcOtNXv9Bs/t1ieQVoMYSD6D/tI4N+T96brrrlP3fPmeIJ3Ndm3MVGZQc4iByGgZaFJD3Q6l+F8/+XoA8bS2zZ/ejIX6Qk81Rw0adE0PhCg4TM3EWG6MDMU9F3kzj7pdTwVQmCmMsmumZsL1yMy9VzrjcHYY5UYZhiRzdtuzYwCC0zY9zwv6zm2mTZUUENClnlrtUgoJpRQyegaTxcmgZovTC5+aeyo1eDOkAUMj8/jWce8WBb2AulNvA9u9ztmUZpiaKAR2lEhtc6mx1DHFEwBuP3g7Xiq/BF3oYKuH7aXtGDTbzduZTTtZPhm7Vq39zOpZuMrF1Zuu7piC2SkY0LXWzPGxLdvCfH0+qB9ko3g2nD+9fBqFTCGWJrrUWMJ4YRxzlTmUrTLG8mMYz4/3bZreK7rdm9KCvRcBvFEpdW7NvVnHyGYJ7LEiJLNP0dAi6yP2n+P6oZMn6d+veU2cxeIUSSnDOqOoafmrX03bT0/3x/50CyFosctplhwHD4Y1a1yvFr1kvMDfvp0W0l/5SshUcZrjxz5G4i1JwfWAzPTUagRElKJaNrZP8LywvpB97aL7zM3RmLCaZrR2q1ql8+skMhINZvOiqvCdgvvG1yBt7SCXOLFtRDQVNU0fkyLNsQECeps301glGZivJQzDz1bqUBfJ47l5M5nCl8v0EKFTBESLSD/PW4/BkVSn1zr3ojWmp05dXVPq2UL7EVqPtzHvTUCfYE9qwPgOYP54+1MLNirvF2RwWpzyIhdREWORLZJK5pKfsjfk+001G8S4KAWMb48zIadeICVM2wc8nb6cA6OhJxrXSF11fciwGJkwrY7ZluceI/bPahKTxm1niwT6YnV3EQDLPoWu0wdwaWFM00S+BFi19RFQyeTDWsdesVbqvzU0HYDsDJ5X015xCKgud6/HjLKnUZVWIBTw4XHt93x1A7jh/Ws3UU9Z49cn2NuQ96frrrtODf6fg4FQRblZxqnyqYC9YrPyqK3B5SOXo5QpoWpVYeomoIBn5p/pCAAERKxOLWm7rJYNxDyAEOxEvf+6AYydpZ2YGp7C9099HxISWwa3YHpxuiPY4/b5s+hxDWkQC+e5MHUTb972ZkwvTmO+Oh/YL0jIoD7tQtTGAQRY33LJWwLvQQDY+8BezKzM4MjCkdRAOFEVMwVjKoUMGEEGqmlqDflas3CLoRnYPbobz599HgCwZXAL5ipzaLpN6ELH5aOXYzQ3ipmVGZxeOQ3LtaBJDZ7nBX6Bpv9dZKEWTWgYzhFIr1rVxHRWvpamZqKULaFiVTCUHVq1eTqDv++/9P3gHFmdVSkF9vYzNRNbB7bipeWXoJSCoxxiOosT0IWOyQFSEm0Vh6la1UAtdq3R7d6UNo3zOQBr0CW8MME+a8eOIVDT3LSJQAqnpl11FXDzzcBnP0ugI5sNzbejaW6lEoEZZiDyeUqb5DojFmRhVmhuLs4CJrF1/QSn3rWqFHIdHhu+typaKhV6nX3jGyGQiDJ7jz7aGexF6/yA8NU0qY1KhdrnMatWiXlj/7/jxymFj9uIHrvZJPCUzXb32OMIdCYiv3dL4WSBmqinoJTdGUEeZ7aFiKaCRtlHJk+6XdMoc9YLDDF7uHkzjRPXVZ45E37OAjZp14B8Pvy764YMZfSz1n3m5wmIsVJpp20ZDCexhJ2CH6osL8fBXlKdXuvcK5f9Uqty7+NEYkPem1IF1+zxU5nl88mDrPoEeiKC0plB8jwCGULQIptZKs8lhgUgoFeLFDVzzRLHD/6C2De7yxcMLV8aVj9k9c5u8b2vU22ZkAjEUJTyhWla6rmUAqWwtrCKqWIVN2rP7fwUhTqQvl2rkf6PxXoLwiQqoa6xvUa9d11kvkQPABbn6MFClMFr1PpjGHkeDE+EzNtagR5ADx1+8BcArDjLncbTr3Ns2PvT9NI0RrIjKDfLAUDiUFAxoCchcWLpBCaKE3BcB3WnjopV6Qp2FGghrKOzvH8U6AFoAxW9wNTx8nE4ysHW4lacXD6J40vHY+IlutBj58GfMZMHEMDxlBdjv7YWt+LIuSM4VTkFQxrQpQ4lVGAxcCF8Cbk927Vx484bY58F6YV9ttUaaczbXeVCkxrGc+M43zjfEyAG+0bGvdWWQUHhZPkkJGRQ+3jo7CGM5kaxdWArJgoTOLl8MgDUdaeOpcYSGk4DFbsCDfSdrzpVNJwGJgoTqDt1uAnZLQx0Tc3EbGUWm/ObYzV19yE9ixYVc+F03qbbJNZUGqRgqxQkJBpOA0uNJdSdOgxBc8Z2bZwsn8Qlg5fQ3ITCSDZea7Vepum9Ii3YcwH8RAjxLcTzzj98QXqVMur1kJmQMjQUHxwM1Rz37SOvPRaKsO0Q9BkGAZlqlcCdrtNiPKpWyZ+VSsQ6sJogy9MH2Vbr8L1v9bYDiD2cnKSUUa734+D0yomJ0D/v0kvjVgtKhW22pszt30//5jq/cpkAQKNBbf/2b1OtIDMvUaP31nq/qSka++ixn3mG+lsqUd+6RYYf9vv35U5Ai8VTgHhN4KZN1MeXXup9LZrNsH2uL4ymqab1xYtu12sfZjxPnaIxzGRorC67LKxvy+dpzKJiQdHgvrHyZVQ1M9DgaMnWiKYy8/laFl1L3jZpvBg0px2LaHrytm10TtUqXX/2YzRNmoM8b6JzDwgVb/tUud2Q96ZUoTxA6IBUtFi26n5NW8uCvN+bCy+Y/DQkKI9qta6/mX6P1jBFLQ4a/hMZtniI1iwBdHEyOerjyvlOB6d2mLVx7bCW6tQLwJN/BSzOIyg0lBIojZPcf7ZA0v/KC49vN0JG0uOxaHni5SkghbHymqJRCT0Ja+XwGrEVRm0l2SoiGpy+KQTVRaZKw32FRC+V1cpCeP6LczSHssU4i5s2eNzK50jkZXB0VV1ui35r/NLFhr0/sQT9XGUuxnYlhQcPnufhXPUcNhc3Y742n4rt6ZRqx7EegOnMyhlcOnwpdpR24MzKGdQ9+sMoINoYPmbkuF8CxMo4ygnOJ6tlMZQbwuHzh6kNz4WhGYHSo6vcNZP7ScHMngcPn3j0E/jktz+Jwcwg7njTHbjrhrtwH+7DLV+/BSvNlaBWrnX8RnIjqNv1jvYRaYCbLnWM58YxMTCBglnAXHUOVavqP8ejYya1I4QIAF/NqUETGspNSpNtuA0yEA/ShQBTmGi6TdTsGgmXYDvmqnNoOA0UzSLGC+N44fwL8DwPLtxAudJTHlasFewc2onTy6eDc81qWTgeXUfHdbBYXwRAdhlZKwsoYHZlFjd95Sa8+ZI3p2L5olYMWT0L27WD+ZMzctAV1WTayg76vNxcpjkiiGWER2zeG7e9EQD921FOG8t5oSMt2Ptz/2dDBbMvLMs/N0eLS2aeGOjdc0/874nn0eJzcJCUDB99NGSoovVE990Xsle7dpGICm9bLBKA6SeNM5MJ/eySYn6ejhMN9tjbvp3OLwqIoixltUopk7VayJQAIaMSTZkbGQnNrQcHaRvHCQVs+OeBB0gVs9P4JPUzemzd12I432ld6AezSFwDyMqb0bGN1id6XtzXTykaO1aETBuc+sspo5zOOTREYx1lU/sBgUnB6pUM1CyLxnt8nObr6CiNsWkSiE0Cu9ksbb+0ROfPferGQEbf54fphQI9QDhypPN+q0lPVorOzzBC37+jR+mcduygc7799vAhTOucibLnfaTT/jk24L0pdZgZSmHLF0lAYz2ZHEbfmTwZsPOiNUldE1a4iFaKzLWBuC8Ze5Z1Y/Wg/JRKFWdGTr1AzF2jheL3fLGV732d9imN+TnfzbC2LzifpCcgBtCnV1Rbf9MGjw+nvLbWcz14N4HVThFNF1hVrRzX+vXocxr7ivWMZg+TVY7oOXsugebVpCcDBBw9l1JAd6XKqEwXaRjo/uLPsUHvT8wW1Z16aqaq4TZwsnxyTYbn6x2e8oL6qsmBSUwvTpMJt5CAQpuATJC6CRnUl2VkJgAN2wa3AUDA4FieBc/zyAAbEkooDBgDqLv1oD5wPcLQDDiuE1wLpRRWmiu45zv3AADuuuEuPHjTg4m2AVWriq0DWyGEwFNzT626D5sLm/Grb/hVPPDUA6haVQxmBgMz92iNnSlNHF08GgPzreBfQOD40nEMmANoOI3gnDgNcrI4iYpVoetjoe1Ytz18W1AnKSBi4Lbu1DFoDkIv0fa3XnMrHnjqAao/9WycKJ+A4zkwhAHbtTG9OA0hRGBCn5blY/YbACaKEzhZPhmkNzv+A7/JgUmYmhlYN0wWJ/HSykvEUvom81GRlw88/AGcq5+DBg1CCNiejbnKHA4eOXhBhVpSaVL7UsFfBvCE//PgRpEPZvDD4hrNJqV23nILLTw//vHw82g4Di30H32UAMzOncQ0/Nqv0aJaCDLqnp4mBcNHHiGpfj7m8HD3BXFU7l7XCYhs3UrWBZ3i1CkCRgcP0s/evSQcwybZu3YRA8SWClu3Elhjxu2OOwgIPP888PTT9Lq0FKZcRm0ZuOYOoH3Ze5DXh1u20OcPPRSeczS4f1NT9HrjjSFjpBS9MovUbeGuacRGbt1Kx7vjDjonZqFYVbJQoNd6vbOBexoD9Na023qdjvOxjwEPP0zjOjhI84Fr4IC1AT1ONwVoztTrYYrrqVNUA/rIIzTPuAYxaT1t27Tv8HC8T73wAZ8rp3pu2kTzOi2uYKN0ni8sEhQN7ks+H6qdHjpE37Najfz2jhwhdvzOO+nz/fvjc6ZUonY4dTpNbOR7U6qo+5O57oOg9RLs4AknNfp57jESoPjm5+NS8tuuINGO3GD4xIPTOsvnQi89I0PgDaD0zk4hNWIRrQa1yUIvzz3mq1mKhJ18NrBZI+GXpXliDj3/i6AbnSX5ndUCPf+4/UatTEA0OjanXiBz+W5AD6BTl/2km7ZGSmC04RlDRX30fMY2TXDKM9uLMPucK5CSZzROvUDzPGm+X+TYqPenw+cP40N/+SEUzSJMLaxRTGMNsJGAHofjOThVPoWZlRnyfsuNwXZtNL1mVxDL6YYM9DRopKoIBEbXrEpac2qwPRuXDF6Ca7dci/Hc+Lqeg+VasbFlRlJC4rN/+1kAoW2AqZs4dPYQjpePo2gUMVGcQM2uodwsd2VTo+brrde6YBTwhXd/gVjEiDWBqZlQSuGmr9wU+BGamgld6iGojoSERE7PQUoJU5q4ZPASXD1+dVAHaGpm4Cu3Z3xPRxsEBnp+hxH1viuaxdj2jx5/NGDg5qvz0IUOAQFb2aS0qlxi/TwPWT2LgkkCKqyc2SliVgwqVDcVENA1HSO5Eewa2RWzbjA0A6PZUTgepTvbno1tA9sCBdDxwjhMaUIJSjXdUdqB4exwz76sNVIxe0KIGwE8AOA46E/WJUKIW5VS37lgPVtlLC2R/H0aX7e5OWKSmPFqNuOiGZ5HQOv97wf+7b8NUxo1jdLUugWDFccJlSrvu4/sEToFp87ddhttPzREIMgwSLqeWcvPfIa2j9bMsZT95z5Hr621WK0pc0C4ML//fvKz43orZguXloiZufzyOBt4663hWPD7rSzgwACxcCsrYV1da0rh1BRtt7JCTBOzhm94AwGCw4epn1u3hqDs7NnexuxJwaCbj8+1cUIQAH/gATpulM3durU9rXY1YZrdgehXvkKv3/8+Xf9OYi9cI5omVbU12OPRMOg1KWU4KQwjZM5dl8Aw16smRbVK43zmTPt1cl16aHHoUJjO2Yk9P3VK+wd3b+oYhSFisda1PktQTVOzTmqbhhH3DgPiTN+2K0KWz3WIMeEvrG5QmqIQBGg61n0pSquLsogclcV0LE4rUFEepXNa9dAb8ELkUAXRie2LsJYrCz7w8MfmO1/xRWt6hFLrXzP3So40dZasmPqaf0qKrklqmVF/PZ7DmtZ5vl/E2Kj3J9u1MZIdQc2uYdAchCENlJvlda9Du5jRcBuQkBjPj1OaaQdQyiCKU1OjoaAwtzKH8eI4SmYJM/YMoMgMnm0UanYNN+68ESfKJ0icA0bHmsTVRpTN0qSGSovacMWqYOfQzoDdW2wswnItrFjpbGf4Ome0DN3W4OKr7/lqwCwxMDl45GCMiQKA0yuUOnnzlTfjK899BbrQSbnVJcA8UZzAloEtdBxFyq33v/3+REay1YIhGqY0oUkNjucE6aEAgckHb3owtg+rlQIIUiMlJFy4McbRVjbGTGJc0tTKMftdWalgvj5Pc0HqmChOBGxetB/737Iftz18GxbqCwSGlQ4XLhpOI2Dulq1lvGrsVTHwqpS64HV7adU4nwBwi1LqBf/33QC+rJR6/QXtXc9+XaeAH3X5vPv6iT/P54nJ6qSuKSWxPSyu8dRT6QBHPk+vjhMCq717gR/8IG4KzjEwAOzeTYwcEErXA7SInpxst1CI1uHNz4esUCZDqaZlP1Mmm6XfozV13Ob+/cSERsVYgLjwjVLUDovabN8eT9lk4Dw01N2+wTAIRCWdy913k5DOygqNxR13EAC75Zaw5m816YWc/sljw2qfAPVraopACPd/cJA+O3y4uy1BP8fuBvZ4bDilNKrZEZ3Drf/mFOZeoi7ZLM2ro0fpWjDojdb8JQWzd9ksPQjhsefjRn/vh/nM54E3vrG7HUhaxbuNem8CUqpx6ialLlrNLnVwqwzdJHAhZZh6CCQqDAbBiptWI1xoazqlm5p5n9nq8qUYmgBe/3PtC+tvfh44ezKsv0sKPl4rAFhvRcpekXS8NmDCX0C9d73aKzW4xu5ijn1r6Ga8Lq+XWmZUUbPZIMbYdYht/ulfXBfA16ca54a8PxV2FNSV/44WGKyueXThaMxq4ZUWEhI5IwelVMDUtVozAIgphAIILBw0oUEKamM4O4ydQztjapzs3Wd7NoQQkErCUlasnfUeO64pzJt5LH50EQePHAzq9jgMacDxnJgQTZp2hSBbCLaHKBgFWJ6FjJbBnk17sP8t+3Hg8QP4wakfwFNeUG9nu3aQuspAz1UuiaUoIG/msXt0N4C40mQnSwMgVLyM+vAdePwAjpw7gvON84H/oyENvGrsVXjqV+OpqqxWWjALOHz+MLG6vvhP0vXO6tkgzbJX/R6PecWqIKfnMFGcCFRpJwcmg75y348vHcdcZS6mxtmwGqg4pAq61FhCUS9iYiBcjK+XIud6qHEafLMCAKXUYSGEsaZebYDgv2GuS/VTnYCE5xEQyOcJVKVllqI1X6ziycAqafFfLNJr0uI9iYmJ1uFpWtgm132trIQL+2KRUugAqvuq1Wjhf+ON1EaxSO81mwTyeAGvaSEoYKXHZjPOPLGwC0ApmTMzBCx27CDgyGPLHn1JptpcWyllyIR98pOhuMtaLC6UovHg82lV/JyeDh8Wj44S89QvgOl27F6CI3xuLD4THdvoPGgFfQzAe8XQUJhSKWUIYHvVIbIgEI9dtB9RIZ1+x2lycn0YUz828L2pV0qUIJEKgMBUX4qSKcJzfWYsH38/WofXGtuuIPGQIG1SUDuNGnnkmbnuYE+5yUzKVddTXZ7bQZZXyLDoU/njwGIsqwEbnYBjp2ObefLqY+VP1fIkrq0dhWBs/iFG4OkY/O/iB1t4MHv3xnf1VsusLBKjF1WWFZKY15eH4dvA9yeKvJHHYmMRX3vP13DLQ7dgqbn0svUlrfJjUkwNT6FiVXC+fj4QYkkiM1rfyxk5/wNSjhzODge+bFN/NIVXjb0Ky81lnFw+CTZqT/pKpAF6eT0feBmmAYesjnnHm+4IlCFXmiuxOkE35eJIQpLheeN8IHQyXhjHbGUWRVmk666AKqo4snAEtx+8HVWrCtuzYUhfnMZzY56BQpAIzvbSdkABJ5dPUg2oUm2G5J0YvKjiZVQ189ZrbsWJ8gnsyOyIsYH3/sy9bW1EzdDHC+M4UT5BipzShBQStmfHjO35YcDmwuae9Xv7du3DUHYIlw5dGmPj8kYeh84eauv7S8svYUdpB4ayQwCAcqOM+ToJGl06dCkcz8FshRbj48XxtnG6UJEW7P1ICPF5AP/V//1fgfLPN3R0E9ZgERL+3rfWILUGg6GFhfTHjy7y5+aojWKRFtAsXsKphLoe2hPoLVclakq9d2+Y7hitwzt8OAQsUTDK/2YhjEqFQBunfnIbw8PE4LDITbTGK9pWJhOmEs7Ph4wPM1LPPkvbaBod88orQ3GZRoPOP8lL8J57QjDCY2DbdO7MYgGrf8jcySIh6l+YzRIIWS91VQ4G/ZlMd6awE9PWSjT02zcG+UB6BVEWq/G8+JhxajL3YTXjNDNDqcHrFBv43tRjcHhil8+FwGw9gxfsdh0o+wIsUqMFdKYAPPzHxCYqELt47c/SQpgXEgw+Of3SqofCLZ3OJ6rgGV1Ub7uC0juf/CtgcbZ9XzNP3m+e02VidkqxTIhW1c6u23qhKbvnAiIlwFQeoHrXOL0ig+eKlATyL2QEFiSRP1zMJgOhomtELVOtLEAVhqD2/BTU5sug/CdkKjMAVV+GqpShPBcKEkp58CCgdBvq7/4KqjgRpO95nkfCDyl/oou9lLGB708UNbuGnUM7sW/XPmKtOoCQC8FctcZqgR57q+3ZtAfn6+fx7PyzxEb5Ii3RfgshgveidWue8mBIAzuHdgbvBYql1TlSYVTOmsbBUU5f1g1SSFwyeAnuuuEu7H1gL0xJrHaSoXyvUFDYMrgFBbOAMytnICBQsSrYnN+MslWGgICmkc9duVHG1oGtWHAXAv9BBk18fOlb5EhIzFXmsHt0N8btcVScChYbi23sXaeIKl4CoFcLePT4o7hv330d2cBo7Nu1D/ch3HbPpj14ceFFNN0mMloGQpCCpuM5QR2kJjVU7Sq2Dm4FLOpHp77yPIj649XsGppuE8NyONZ3U5qYWZkJwN5cdQ5QQE7PQQiBiQIxehWrAqNhpB6ntUbaNM4MgF8DcD3oL+53AHxOKbWW6vg1R680zmgUi7TQ5pojBnqjo5RyKERnBkYI4BOfoLquqCn0aoJN3jWNQBAQN3O/9FJK9+SaPdsOzd937AhFT7j+b2SEtn3mGWqLgVpr/wF6f2goFNAAKIWR2+DolqaqaZTmuLgYMooMUqQMjet5/127QuP1qB0GB7OTPK7cD65bUyput3Ah42Ic52JnpK02RkdDVpjB4nr0nR+yjI0BX/hCsrIrHSt1GueGvDcBKdM4hYx8QdfxKUNugIBZdTm0DWCw5Hlxs3UAMdXO7z1EtX4C7TS4mafFd1LqIh+zVaUyGqdeAB57iIBjVJmSgWIvkZMA8PUB/P4xLlzoGSjXhnLJg8rzU92UkYVXr/jqeywTD3geKw0Cypdq9zwPKjsAlcnRPvUqvEwBnpmFcm14jgP1mr1Qm6cC0NUxZo8BT32Lak4hEfg15gepvtJuJqcvpwxN03D55Zf3k8a5Ie9Pue05teff7QlYBa490u7WgvFls2gJWuRfv/16PHri0a7t6iA/un4UKtcDRI7mRoNaqrnKHBbqC4FlQtQ/r/W4UkhIIQMQICAwaA7i2i3XBkzL+x96P8rN8pr6BxAo2lLcgtnabE9LCgDYUtyChfoCGm4DWS0bMGgnyicCf7l+x61oFoNU3QFzAE2niaHsEOaqc4ltSUiUsiWUG+UYQBUQGMoMYam5FLynCQ2GZuC3r/9t3HXDXUEbSSma0fTNm75yE1zlIqtngxRJrvVjhrVXO0nBjKHlWji1fCr2GYN8TWrYObQTsyuzqDt1vHXHWxPTS5+bfw7L1jLG8mMYz4dsXKVZwbbBbbGHQEv1JZxYPoHLhy9H3sjjmXlanO8Y2oFSpgSA2OXTK6exZ9Oe1OeTJrqtm1KBvY0aSWBvYIAWqVyrxkqO115LKYuPPkpCGFJSnV6pFDJn9XrIKHHoOomiPPUUAZN3vCNdHWCn4Lp+TSNgtHt3nLl785vDFMcDB9r7CoS1dkDI2B0+HPqitbIxzJbxeETPb+/edsuEH/+4s6R/Lhcyfixqw8wYi4AAodrpG9/Y3baBj3/kSPyY0VdmJC/kVGXmrR9vOd4vTSojnw+LnaxHiuh6BCtr8thLGX5fuO7yyJEwDXct/ea2JyZobiTVbYb9Sl8Xs1EjFdjj0HSqPWJJ+p7RA+zoJoEvrgPktEbRknrIYDP6nm6SGIpVjx9D04HiEKV5OlY8FZSBHtC9JvCbnwfOvuQDPJbG9fzj82TssVDU9FCp8x90JF/jKGAKgJS/mef/I/AVUwiAFm8XgC1+DQAZgu0A/jeRl0oBnuuG7XA/hjbRTaJWpj00A9BMwKol9h3+/o7nwfMUXKXo1VNwPQ8uBLzxnXDrVbjVZbiZPNxL9sAb2QLXdYMfz/Piv587DffUC/DqVTiQ8GoVuJ4LD4CrZeAKAdex4Wkm3Etf19aO53lwHKf995UFuOdn4VkNuJoBNTiGLz/8jVf8vWlwalCNfWQsxiocPHIQ7/zyO4nF8dknIGTNoqlw3cKUpN6YJFrCaobRWCvYM4SBKzddifnqPIayQ8gbeczX5jFfmW+zXYjGjTtuxPGl40HKH0BqnJpGhuKmYeLN296MLz/z5TUrkBrSABQgpOjbrkFAwJQmLM+CFBKmZsLxHLjK7YvZ47YUFDShUa2d68JF977k9Twsz4oBVE0Qa6GUio3NWG4Mg9nB4OFBNEUzmooZtXGYXZkNFC49eNhe2g5d6LEatm7tdANId3/7bnzqsU+h6as2t84zAQFNapCQMHUT2wa2JdpM5I085ivzONc4h1KmFKtpbGX8qlYVpmZiND+K40vHsdhYRNEsBoweQGzfudo57Czt7Ot8esWqa/aEEM+gy4pCKfWaVfdqHSIptY9rjEwTuPlmAlHT0/Tz+ONx9o4N2XnBvnMnMVbs82YYxGLd66cI79tH9XZf+lJyf9Ishjm1lOvImLliM3cGQwcPhueTy8Xb4Pq9++8nVoy96fjcOsniAyFzxcIuhw5Rair3iUVCOgWn8G3aRMdtTQvkVEylCHh3E+EAQpXQUon60ZoemMm0m7KvFXQkBV+PtCFlKFLCFg2mGabitm7bKY00bVwo1lGpuNCKEHQ9zp8HnnuO5l42Sw8Y+h1zFr85cYLaffWr48dNqtvjeQm85tXtn4ax0e9NAGA5Lk6eLwdPEaPsefAkUGgQklbToiAgDBNYqvrvecF2vKvwgY4Y3gxUyxB2I9Z2mJbUhFip+KmhEkLXgnxiEW032ifup+WAhzYuz+0CWpM++4U76K1Th4EffoOOYVmUiue6UFe/IfhCRZ96isWz/tMmQemSHJ6fdjkwBpTPBoCvNWlOAYCWARwbigHiKhaK3KcA2ETTpKNACSr+mQ+MXE/BcV3Yrg9SlAfXU7BdzwcuLhyXQI3jeXBcAjeOR587SsF1PbieB8dvy42AnuA9ocG1LbhKwXbC43jKi23PfWr7XXkBmOL3yHSYf6dtHY8Ytuh2bvR3IeHaTqQ9fz8l6HPXDfdz3XYQx78rbwNg9IfXtPdwPjvYa5uNfn/aPbobP/r1+IPyA48fwLA5jPPN87EFvKvc1HVhAAJQwiEgkNEygchJa1trZfVsZePQuUPwPA9Vu4qJ4gQmChMoGsU2L7ho/PDMD/FPtv4TOMrBzMoMXOVCCXp4UrbK2JrZiq8895U19U9AYCQ3glK2hKJZxNHzRyGlhA69I+OYFJZnBfV77FknIPquceQURl3qBBh7AD0AAbN4zcQ1KDfLOFk+CcuNg2hDGtCEhqbbDCwN9u3a1zFFk20GyrUyGk4jOAcJiTPLZ7B5YHOshq1bO1Fw1Mr+na+fx87STjiegxcXX0wcj2B+uMCxpWPQhY47//pOjOZHY8ecGJhAMVNsE1LhWsEoaPvMz30mxg5y/SNvc652DmPZsZ7ns57Rq2bvnf7rr/mv0bzzFK5mFzaS/mg0GqHy5Fe+QiDKceJ1S0ntCEGAYmWFFqmdasT+23+j1y9/Oa7omMslL/Rbg9UZ2UB8cbGd9YoKr+RyoQH39u20Hxul79tHdgef+lQcCHRblEtJYihsnVAshrYOmkagwjTbvd6iLNvwMNXstdb0AdRXNntvNYhPiqkpYo6WO1h3NRoEplgcJi2TdqFCCLoGnIJ7+DCNaalEACkJlG0UFq9XMCs8PR3OhXp9dQA1mwW2baNxMRLkCHgORyM671No1G/oexNALEvD7nEawhcEgQKs80CuCLgKgAE0EmS0eRElljqLrHBII6wDFJLq4aBigMWLsiyegqcAF8SChKCCsJijAM+bhiskvCd+BY6Rg7dlF1xPg/fiU3DrKwRgMgV4L9ZokX/qKNxGFS4kHbNeCcGAAh3DBzceAFfq8KwGHMcNAA2DBNdTCUBHxbZzPM9v1wvATPJ+XpcxaP09st+GACv/GK2hSQEpJTQhoGn0KqWEJiWkAHRdhzSz0MwMva9pwU/H35fPQoOC1CQ0IaFJAU0IHJuZ35yiSxv+/tQa00vT2DG8A96ih8Vmj3tLj4gyTgr08ENBBYqOQCjGsh5pnLxgb9hk+r69tB2D5mDXdMmqXcWPZ3+MqlWFp7xA0MVWNpSjkDfyqdItu4UUElW7ig+/8cP44k++GIidrMWIXUFBFzoxe6tgHBVUaqDJQi5cq1fKlDCWG8OZypnYdo7nQGrkWRi1NIiaknPw5wu1BZSteBaLBw8Np9HGcHVrhyNJ6OXo4tFALIUNzjuxoZZrwZQmXLg4dO4QRrIj2Da4resxW2sFk+rvkrZZqC9gvDjete31jrQ1e99TSv1Ur/cudqSp2WOWKe0faE0j5qxTemVSvRmbY6eN0VFaAI+PEwi1LGKw9uwJRVM4tbJcDtUsW4VDCoXQl40BRVS2n9M1o+mYo6OhX1qhQMxeVJ2RbQjm59vr//J54GtfIw+8559PVg1lcZYkppItIgYHCdzNzlJfkjzlolEoAF/9aggE/v7v04/1egafPxCOQWvfk0RN1uvY9fr6ZK51epDRizHV9TAFNakfo6M0J+r10FsSCB+GTE7SeczP0wOGUimc8/v2xVOKn3ji6ppSzxbaj9J6Lhvz3gQA44N59e5rd3cBEYiDGM+DKzW4mQLc6jI8n9EJwImf9hYAJceNMD0+U6Sibftgxw2BDwOcf4yNFVIIAhNSxv6tSRH+rmnQRHxbAjXhvwPQ4wOT9s9ECFwk1Szx+3rk2NLfX5MatPFLIBfO+O9H+pDJQYMHTdch/b5pTgOakJH9/XOK/C6FhKbx79Hz1aBJv+38IOSN7yOQ1gGMSSnp8//5RcDIxGlghTXX5+Gbn29rVxMCN93zn6ynXprLpGlio96frrvuOvWjH4Vrp6i8vBtJo14vQRYpJDRoMYASrZdbj/ZZRMSUJgzNQClbwunl0x3PgY+vPNXGcElIbBnc0nX/XiEgUDSLKGVLMKSBl5ZfCs6VMyZW0za3m9ZTbz0io2VwSekSzFXmULEqiemQAI2pENS/B296sGOa4+TAJL578rsEEiMssKc86FKH/bH4wipqrdDaDrNsSds8f5Z8zK7cdGWbJUPSQwaeP8yisk3DRGECpWxp3SwS0pzPamI9rBcKQojrlVKP+Q2+BUDXhZgQ4hIA/wXAZgAegD9VSv2REOK1AP4TgCwAB8CHlFJ/5+/z2wA+CMAF8GGl1DdT9q9j9MuquC4tVhlkMVBiQ/EogGFm7fd+L337mkbsYS5HaYtLS/R+tUoM1+2307+3bqX3SyVaREfN3jmq1fDftk1AKKoyyot3rhUbH6cF91NPkRBMuRyKqzBLd/IkcMkltLC3WtLdm03ghz8koLZ9e2jREGXbuParFehFLSKee46O1ao62in4PNmAu1+wt16iKJkMnf+f/AmZuycBOtumce9kjL6a0DQa+27nYJrJ4jyd2oumbwLp2FJ+SKBUO1MuBKXtNhp0XRcWwvaGh0PG+PRpmndjYzQfo98rTuntM/q+N12sOLtSx//97ade7m5clBACEbAQWcDrZMUrI0BE1zRIqBCY6Aa0wiC0bB7StaDVK5DKiYGPOLAh0KELhL9HAIwmJLExDHKC7WgbncGQDLfRtfjvMtjOBxbCC0CSLiU0TcLQwvNlcKX77+kRNoi2F/6/tRiQ0/2+0z20NWk1NsLA8ERMyVSIeJptJwXF1usE+PcJTYdye9ykhAQ2bYdanAOseps4SvCb1On4EUI+SMnvfoRYjWCwX2kMmH4MqC5GzEc9KCmAwjDwmhugNl9K25dGgcYKlOsBzaqf3iuhCiUoTYsfo+VVzE0DR56gmsN8Cdj1esBvF4USVH2FhF04XAeW20f+3Qa+P3EwI1LUi1hprnScR52ASRpmzlNeGwvlKa/vmrNOoQktaE9AoGbXUHfqMKWJppd8ucZz45itJad8efBwZvkMCnoBFSdFylZCCAjYro0zy2fgwQtMyYG1gWgFhapV7b3hOgWfx/TiNHShJ/Y9+p4UEkW9GNgnPPDUA21pjvvfsh/fPvFt2lfFgVfSnIhaK7S2w5HE/k0WJ3Fi+QSqVjVmydApPOXBUaGJuxACTaeJk8snMW5THed6WCSkOZ/1jrTM3usBfAFAyX9rCcAHlFJPdtlnEsCkUupJIcQASG74XwD4vwB8Vil1UAjxdgC/pZS6UQixB8CXAfwTAFsA/DWA3Up15rv7UePsJ5jdi1oQGAYtZAsF4MEHaTsWUEkr6iEl8LrXhabpLPvfajg+OxsaorO1QTemKMrI8B9ztkgA2s3Zuf2ZmfZ6LQaMlkWvUUDG5vDbt1O9Y90X1GPVRtMM01PZXJ2ZyiNH6HyiQitR4Zhe43bDDVT/d/Ag8Pa3d9+ewQwQ1tO1Atd+wjDiAKk1xbVTrBfIZEGfbsftxNYlBRvMR83l0/aDg2sUM5lQcGV2lsDg6dPxeR19GMAp1hNhrXKi4FAfzN5q7k1ZkCpeBvTA62tKqY+v94OoYtZUr9sxEWc6tBY2xjCheU6E+fABhBYyMHGmR0JqOqWXCUDXEoCOYUC7/HWQLz0PXdcgNQMaPEjXpTYyJjTdgFQeNNeBhAcdnp8GJ+l7b5qQUoem69Dsus/oeFTYr2mQhUFomQz1ceUcpNQgNOlLggNwHQgpIYbGIZbPQUBCSPqTLoY2QQIQdhPiXb8WpHYJISBmjkI88VcQugbheRDVJXpfSNpXAAIahCbocx8kCYRgSQgAeoaO56t7rkIyn2cLKTmmEs1ZZRgZQjpODwxRHAaqS+t0U4mI45hZ8k+s+udo5n2BFQCFoT5Eg9YrJAEsBqJJZvZmDrj+ZrJjaFV4BRBTl+3kq3fqBfLe07S4b98b3xW2m/D5yC997MhCtb47zZms5v50MYKZvYNHDuI9X30PanYtFQC5GPYLaw3pq7DqQoft2Yn9NYSBicIETle6M3cD5gB0ocfSWgUETM1MlQoZNfTeCGPXajDeK3J6DlsHt+Lk0snAdqJbCmpOz8FxQ4P3vJHHb/3Ub+HR44+2pTkO//5w8HCBbU0EBAYyA1j8aHsacdSUfcAcAASw3FyOmbD3EksBgBNLJ2I1gtGHEFJIZLQMXM9FRs8E6q51px6wletVU5dkMg+gL8XR1lgzs6eUegLANUKIQRBA7HnnV0rNAJjx/70ihHgewFbQnzUucC4B4OTfdwP4774k8bQQ4igI+H0/TR/XI6IL6kaDQAano7F4SaUC3HYbvTc0FKZMpgnPI8Bj27S/44RWDFISsMvnQ+aERUB6AZVWw2uAjlEs0sK+Wo3bH7zjHVTPGAWQzP4xMGLw2To+y8uUhseLeccJ/83G7Zs3E0PDrM3CAvVB0+LtMRDoFYODJOZx8CDwgRTihtHzajbTM4idwrZXl5rJc2atwirRmsBux0obrDrbfd6qyA/9Hj4YUv7vgGUpnDgBbNumsLyssGOHQqOhoGl+bZinYFmAadLvKysK1SpgGAqDg/SeYSi8+KLCf/gPCr/zOwquW0x9Lqu5NwFoAtirlKr4BsePCSEOArgbwCcjD6L+AAA/iHofgKvgP4gSQnR9EAUAO8dK+PwH3tGjK60CI0mCI/yev9DVDcCxY4tgKch3SQoBMTgG/OxtELPHII78CKK2DGGY9FmjCikUhNQgh8YhxndAnH4BonyOAJMUEEObIF77NkgpIR7/OoRjQ2h6IOwipSQgVxqDcG2IFab3W9U1AcACRgbi55KVlGInFfDIn1Ld4vAEmWOfeQ4YGvD9+gAIO2wrqigqtWT7Bw7PoUJDrodcdSig1qGgeD1C+P5yaczZe9Vo9hPRBZ/VoB9WQ236N+t8ibzulubX77i9Qvh/9NiOo+0m5X8PnIiX47YrSAnW8dMfpBbaeHzrQWB8O82tVtD33GN+cbI/11o9IiO+fqgs+imdGi4ZGdyR9nRWeX+6KHHwyEF84OEPoGqnZ4mkkBjMDMLUTFSb1VWzXtFIUuhcSwTgQSaDq5yWQ9NtYrY2CyGSjdc5LNdCE80YKMjq2dSpp621i2tJ31yPyGrZwNQ9KaIegKZmYuvgVrJCgIJQlEreKrBjCAO2siGFhOVasWtZtav4kx/+Cb7w7i+0gZY73nQH7vnOPaSAKsMU3zvedEdi39iUvZsJexKLyGIpvN+WwS2BIE8r2ywgYLkWNKlR6mamFLOCWE/xlFaT+U7n1cnsvd9ItQz2vWJuBrATgB5RMrs75f47AbwOwA8AfATAN4UQnwYgAbzF32wrgL+N7HbKf69L2AAOI0yqb31Neq/zNq4r6CGeJmDbwmf1pJ8aKeB5ApmMwPIybT8xIWCaXLsWbbfzsWZnQ/BBQI6OadvU/lNP0fZDQwKVStRouxUVhb/TDYv+LaUIWLbt2wV+7/eAP/xDgRMnBHbuFNi/X+DTnxbYvLmd2WN5/UyGgCGLo3B/edvFxXaWyfPofaWozvHUqbBWq1ql95PSGtOwXyze8u53p0uNbGU61wa2qHOuGwU+6PDv9tfw2En708+mTcDZs0ltMKhSWFjwYu/104fovzXNF7JwOrWV/o+Q49BcESJk5FZWaO5ZFqVn0PkrWJYH01TIZAj8zc0pZLN0/HpdYXxc4corFX7jN4Avf3kYR45oF+zepOivO69SDP+HB2PdHkRJIZA19IDtijJQBKx8torfEyAGTAAysr3UddJdE6DtdQPSdSCECkBeLEwd0JvAm/bST4yhGA4ZjMteA7z4JFDIAIM725kNAHjmb4j5EQJoNkKGR3mhAbpuEGBhn8DYk+PW+aTI9w8ALdptADawfJb66FjEpHHkS3RMpYhlYmZLM7qDPT5uULS9EVSSGLRLusDcr/VY9wnpeynCv1Gv5nxVaIFR2kTX3Gqm0EpaSwiy0lAeAX6lgMW5ENgnDY7y6PSi4Nduhn2OzVMF1JdpbgFxwFdZpLkdDc2It8ugL/IdclX6IrO1rp0uZBx4/ACWm8t9KTq6ykXTbWKiMIFyY31wK9dpsYjLWoPb6MS81V1/UeUBGT2DulNP3C6pDQamnqK0TAXVl0iKgqI6wZdJ5SkK9FiRMxaRr5zjOnhx4UUUzSKkkHAF1bBx/4O0S3jIaBnYnp3IGs5WZ/Evv/ov8bX3kOBBlLl671XvxTeOfAOVZgXFTBF3vOkOvGHLG7D3gb0d2a0Djx+A5Vo4Wz0bmKaXsqWeJuys6DmcHUZWz+LY4rGgv4YwoGt64Lc4nhtHKVsKjlmza9g5tDP1ON/97bvx2b/9LFaaKxjIDATn1cra/fPL/znYO/T3v/v7MJSBnMxBOQo5kYPneLj3W/firVveGmzX+gMg1XxKy3k8DKAMSsXsywxUCFEE8BCAjyilloUQvwvgDqXUQ0KIXwTweQA/g3Y0AyTc6YUQvwLgVwBAyi3wvKifT/S10+KYFpyep+C69AooH9DQItjzPAwMEEhxXdrOsjwIoTAyonD2LA1upaIwMECLVRrspON5sWPXarSPUrTwrtcB21ZQitoXQsHziMWR0oOm0X5xsBE9DrWvaQrDwwq5XNiX06cVXnwRePe7w4lx6JDCT35C25VKCuUytScELcxtmxbh5G1HC3MGBuzT1Gy2Luboh8eSj++6QKXitWzH1wWxbZOuU7TdlRUvYQxar3G8H9H2hWhlpryEYya1lzTeyf3s/n7yTyYDlMsKUsbHItpXz0vqa6ef7p+HY9jrHHofUyli8fjzZpOYu04LTcsKWWrHCdOZAWJuX//62ObPJDbSHqu6NwkhNH+fywHcr5T6gRDiI1i3B1GAaejYPjoMCIVVp95pOi3kPZdeB0aAygLiD5VawnVCdgIAnvgmUPdtGKQGZIsE/J7/HqBnyICaF/RSA578q3Df4jAtlnUTyPgL4/oKAEVeelddT8daPkvAwLHQcZEei0huLxT1L1ek83RtwPUIFDKIBIhhK5SoL+wf2CtijFkn1hQ9+rsOCzMhgaFxYPk89Ulqvlfg2psmoBf121lroypk8y44SFZhumb5HKVnGiwH3eXYyqO0zYc+TXPUyFA7uhk+TGAG2FM0Zx99ENgUYfmic5vDten91mhlAdPHWu5PPwJwWin1TiHECICvgEDjcQC/qJRa9LddldbB9NI0qUN2MR5Pirpdh+3aaLh9eBV1CV3SMjSn52Iy/Bc6PHhdgV5S5PQcdo/uxtPzT4OBm9enMMR61CmOZkZxvtn7HtiNNVVKYTg7jMXGYmLf+Do0nSbZUigFKLJZaLpNCAgY0oACtTNfnUcnsF6za3j/Q+9HTs9hKDsUMFcnyidiqZFp2K1DZw9hob4ATWiUquvamKvMwXbtNrYsGscWj2EkMwLlKQzqg9CUBlOR+ubVY1cDisbkzPIZ6J6O5eVl5PU8ahYxhP/mjf8G58+fj4Esz/PawNdnHv8M/ugHfwSpJHSho+pV8ck//yQKRgGbcpuQ1/M4cf4EfuXIr+Cut96FG3beAAA4+uJRlDIlWCJ8iKkrHcfOH8Pp06d7XutekRbsbVNK/fN+G/dTpB4C8CWl1Nf9t28F8Ov+v78K4P/2/30KwCXRYyJ8sh6EUupPAfyp374iwrC/aCbc16Lsj1LtVgDMakWFUl5st+3oGZzKmRStohlp7yG837lz7Z/dkcyIY3Ex+f2kc0/Tj9WuZdPut1Z1y5fpQVrPSJqLr9RY3zEeHuy9DYBV3pv8FMzXCiGGAPy/QoirQQ+RVv0gCog/jNq+fTvwtn9NjMBqU/AyOQJnzLrtuBp46m+67+O64fFOvUC+dcyUcP1VfpDAmdWMn4rnErNy6gVaEF91vc+KWL5htiRQFmX/ANqmkAGWF3wQ1+sL2wKAlQIaNTJzb9R9Q3cgZh2R9Q1HX/9zfp+Ez/SlXTwpakc3iAni9y506Bnghve214EtL6xD44Jq05q1OHhea/DDhXW/cXZ5EOD4Po07Xw2cORrOgU6hG8TM1ZdpzjDDzXNPKUpDrS6F+0RZvta5zd+xq65vP1YSC5guVnV/Aq2RnkeYaXAngL9RSt0rhLjT//2jq00xtywL9nkb9gpLdiP1q4LCi/UX+96v7ZUvl/Iwnh/HXG2uI1hYz1hL7VzVruLFxRfheb7gzCqa6bdurjVMaWLr0FYszy8nGtdHo1t6rIKKAT0AsTRTHie2i5BCBn5/vI3lWYACas0apYhyrW/0GbH/WrbKWMYyzsvzxIoqBdu18a4vvgvDmWG8auxVWKgvoF6vY64xF1ghDGYG8bt/+bu45j3XQCmF+kIdsABIhNfABWqVGqanp/GtY9/Cf37yP+Ol8kvYNrAN/8e1/wfeuuOt2NzcjLMLZ5Ez6O+IuWzCciyYuglLI4BVt+uYKkzhg9d8EJ//8edxevE0tg5uxQev/SBeW3otznerpfHjP//gP0PaJOwFBWjQYDs2Km4F2we2AwD1wQY+/+PP44adN+Dbx7+N5eYy5ipzyOgZjOZGMZAZQMNpYOtgz+fKqSIt2HtcCPFqpVTap+0QlK/weQDPK6U+E/noDIAbADwKYC+AI/77/x+AB4UQnwHdtHYB+Lu0x/uHFXxHlGhPC43/CH8RR2mkInF7IQQGBiQyvli0bQusrAgAJByhFKWBKkXCEELE23Eces91RaRP0b727mfyT69to5/LSLpq0viE29N28TESgtJk4/t2On4/59Bp++iT9uh78e3zeYFGg/rLKT6e161vnY6d9hqk/ay1PaDTeLfOxaEhgXI5HHNKYZS+LYjA6KjABz4gcO21tM2Pfyzw+c8DhiFgmgKOM4SXXvrIdqSLvu9N0VBKLQkhHgXwz7HGB1F+e8HDqOsu3arwN/8F8THsM2oVoLZCDJ/r9AZ61AtiwR76dLhgjn6nPReoLCG+UhHhvkDnuqXicHv9U3SblSU6lkS6OjQI/5iCQJvTbBcqkX4xcb1C2333z3zhEIf6UyunSzUUglL9HIsAUr0SskoXNBTwvYeAIb8u8Y3vCscqYPNXGboBZAskqJJqvPuIlyP1NVcgFu76m4mRXppH4vhIDcj5taC6SZJKQqOxqCzR+/kStcW1AlzLx3V5bMvQbW5zJLGA6WI1a6dtAN4B4PcA/Fv/7XcDuNH/9wOg9dNHscoU87nKHM4tnes49S6WmIihGRBC4NziuZAh63S7FGj/POm9pH0isVYlzOXKcnu7fBvrcWwAEFLEE776jIJZQHmhjI+85iP44o+/iIX6Qjp2UbX8O9pnxS8q9m9d6gF75iq3HcT5UZVVDJgDqDW6W0gqKEACDS/OCpdrZRypH8F8bR4CArrUoQkNtrJxtnoWVs1CxTey1h0dcAAXbgw4m8rEXx/5a9z9nbthShMls4Sz1bP45Lc/ibveehc++LoP4u7v3A3YVHdZNIs455xD0ShSlpLTgOVZ+ODrPogbdt4QMG79RtWqwpDt5sKtqZZZPYvTy6fx7ePfxt3fuRt5I4+6XYflWJipzKDpNGHoBj74ujXYx0QirRrnIVC60zQoFUFQ39VruuxzPYDvgtKxeCb+DoBlAH8EApoNkOLdE/4+/w7AB0BKeB9RSh3s3q9dCvgU/xZ5TbPwBXotXnftovempyUcp1dbrcdtXzxnsxI/+lEIPqSUuPVWiZ/8RMDzNGga7e95lO4mhICu0wKZsnToM00TcBxaHL/qVdT+8jJw4gTXGdJnLDijaQKvf73Aww8Lvjb4n/8T+I//UeDkSWDHDoEPfxj44z8WmJ0FCoXwLlWthoIsBErarkKnqxP7jc8jvr+IiKcl3cHjwbVgbQtTP66+mvrabCpUq6R4yL6DmUyYQmiaQK2mIoxl/C9GL7+53tF6V23/t6ZR6jCZ2VM65/i4wvw8pc8KAUxMKMzOJjwiC17TvtfvNvF/Uwps9+2F8J/2KUoBBpSfnkyfGQaxmLkc8Id/SOqqHL/0S2RlkfOJG10fxVNP3dhQ6pkcesQq702bANg+0MsB+CsAvw/gAIBfVUo9KoR4G4A/UEq9XghxFYAHESoF/w2AXb2enl83tUX96BO39TqFHicoV7/ozhaJ8QEQU2DqCQoEUBwCbv7N/o/JzJXnEFBNu5rpWrwbWZVIv77LzNE+mSyxMlznZeYiNYHRJvwHKL90T/jeTx5JCZ5XGZoJqAjLlBugm0tU7fF7X0/ub9rQM0BhgNJe+2I5N2iMTJJYDM+9nzwCPP2tyMMKf/5mCkCxFO6nVLhfK3vKf2TyJZov0W3TRqTNq2//D7VnT51NZZ+wyvvT10ALmwEAv+mncS4ppYYi2ywqpYaFEPcB+Ful1H/z3/88gINKqa917ZcmFFI5BWJNz6pStxF55rOu7a73vhdjLFaznQr/vSqgvg5j0fG4adoWvjImK5e21KELIbBn0x4AlH7cdJrwFKVQ8lo6o9GETvLuE4J8PJtOM2QDI3NOQkL3ZQJc5SKjZTBeiNftcSw3lzFX9ZlHzQw8+Diemn2KziNyCoyzMjrVNiqlAEGCObok1VgpJFzlwnap9lGTGi4buQxD2aEUA0jxd3/3d2v22etbCsb3lel0mV+f9KZS6vdAT7NShRAFAG9OYLU6gTF0+Xf7to4DzM6KAOiFLFh821xOwLKY+UpuCyBFxauuCo988CB53kUl8NkqQMpQQZP96wACTdksve+65E3WbIZm5o4TLprZsNyygB/9CPjBD+h9NjefmgL+038iP7yDBym9dHqawNDkJLXLQI/Gu/O16KU6mQSeWJIf6J0tVCx2VyU1DFJKveoqsnsAQm8/HsejR8nfrVql42pa2IeoquqFTPnkcWI1zKg34alToQCNUsDcXI81cIcwDDrn5eX2fVfTHm/PDw+i7fBrtM1aDZEHDbTNJZdQ6vD4uMLv/R7w4IMKv/EbCvv2AbOzCiMjDCoVBCkopl21rkamahLAA35djATwZ0qp/yGEWALwR0IIfhD1K3T+6jkhxJ8BOAR6EPVrvYAexVon0iouVjQaVWJ+PF95SUjA9b9EXAsYEzkR4WdJdUscp17ozIZEWT7X88Fm0iPvJFaxU0S2ZUGBpq8gGAVKCsnAiYVLlAK+fA9gW1QXZreee0s/jSxgr6EuyW25YdWXqc7xucfo9+ceo2PqZg+xmW7HsIHqcniN3Vc42IvWzJ16gepKA/ZT0NwE2scrul8S05wbCGtOO9XldYtIm5qQ/eg793V/EkK8E8C8UuoJIcSNaXZJeC/xphFNI5nsqwAA64NJREFUMQcA9Feu9o/xComXS+lzrceN1mq2tqWg8Ozcsx2P68GDg9ULSbXub8NGBb0fwlmwUm3H0Wwp2613+RK6cHH41OHUbfeKVMxesLEQ46CECQCAUurkuvVkFSHEdUqIH12QxTmbk5t+rXi32qpMJl3t1dQUGZEDodH47GwINNiKwTTJoJqEYOLrPV0PTbYBAn7MRPF7mYz/8NIKF+S5HFkYKEUm11ErhltvBR54IDTmnpkJrSfYlD3ahyhgKBTIHHtujpRDW69FsUjvNRphX6L1d61eezzuDBylBN7/flL4PHSIxiQJOJomMXt8TvfdR+8fOEDiHzt3EpA9dQqBQufLUcen6yGgb/jryCiISorVMI2soBoF4GmANZufs6VGaz9430RV9Mhxsllqg4HtlVfSg4Ohofjcu+8+ukas5snxxBOvTsXshcfcWPcmALhualL96BMpvEI6BYt4rCVyAwT6AN+U23+CkPefREbZIE6XjHqYtUYvb7LWeOjTvnWB/1QlZssQOWZ0Qb/ei5XoOEotPEa3sWUmab2ZMq4ZzOTDMWzUKN3QyIb+dukb9G8QXGMHrE6Jc4NEcZjmEkDzrFqm8yI+jNJ3laJ5OzjSew72O19TRDcvqy77pLo/CSE+BeB/Az1UyoJq9r4O4A0AblRKzfgexo8qpa7wxVmglPqUv/83AXxCKdVdKXhIKvlmGXhcAiQ2YWiUfma7NqSUsJ2Uac7r8JXdXNyMs7WzbdL+az5mhPXqGZHbjylNqkmLtNPLqqFj/wTVbjH7FaulS2ou5SF0TYfyqD1d6hjLjwGgNN3EfkbHoksihSY0uN3uj/2OPahWEQJtKae6ppMiq6BXVmd1PAe61ElBMzeM9139vmCfY4vH8Hen/w7LzWUMZgbxhi1vwKXDl+Irz30FVasaiP4AwEKNaqNHciMAgMXGIlzPhSY1DGeH49vkR4L9bNdGwSzgPXveE7z31ee+SmmamhHfzijg5j03B+/97am/xY9nfgzbJQGk102+DkcXjqLcKBNrJzTkjTykkKjaVRT0QsAsAqSEmjfy+IUrfyE+nF3mnlIKn/vc5zrem9Kmcf48gD8EpTDNA9gBqsW7quuOFzgulKk6QOAgm6UF6JkzcWGW9n6kAw6mGQKyvXupTccBTp6Ms0u8uBeCgFsriMpmQ6DA5umeR0CN791RawRNI6D50ku0ja7HzbBP+n92WEp/YoLOudGgPnNaafR8dZ289L74ReCHPwQ+9SlqO3qfNk3aJpulhT63bxjkvZcUhkHts6F9Pg987WvEPgLANdcQ6NN1OtdGIxwzIA5AGKzv3g3cey9w552kAMlAbzUs13oEp5QqRePDlhWdIm0/W8FcL9N6/py3z+eB3/ot4J574v6Sq+mTaYagfQ9lX+Do0bi3JHtB3nEH8Cd/QkykbdMcqNVeayv1k54FMhv13gSsEexJCQjNr0VbwyTVTQJvTpNerTqBDWkQ09Ra66YbwFVvBV67N/4+s3nzJ0OmBAgVMw0T+OlfbF9Af/PzwNmXCDSxpxyfD7OLrn0Rv4jRFd/L8wQcQgCDo2H9V/mcb0Gxnv1JWM2xEqvTJIGajahaNbyZ+sbz1GqGQBaKXguDfjqvIlVWVpnVzNCvMToPuzHRq4h+wN5a7k8+s8dpnAcAnI8ItIwopX5rtSnmE5dOqPPvOk+sSCCCBGSNLBzXgQevLRUtMQkK3f8dpPa1Aq1eCVf9/i5IJdL27O5t9oiMloGCguM5mCpN4UzlDOpOve/USE4j9JQHAQFNaHCUk2x3EI3WQ/Q4pBACyqONBAR2j+xGTs/h6bmn6foltCcgkNEzaDrNdvCggKHsEIazw5henA7352dxSHj1g60ohBABsHWUAyhgODOMcrMMpRSclr85hjQAAYxkR1C1q2i6lKKZ0TIYyAzA0Az8wqt+AX919K8wXZ6G53qQmoTjkk2CBg2XjV6G33jzbwBAULOX1bNoOA2cKJ/AluIWDGZJ6+jw+cOQkLA9GzkjB8u1YLs2BAT2jO8Jh0IpLDeX8Te3hqn+ex/Yi1KmFEszTdouKTrtO1eZQ87MxfpseVZMqTNtXHHFFR3vTTLpzYS4B8CbABxWSk0BeBuA7/XVi1dQCEHMQz5PqY1JAjycTill9/TGaFgWMXoAsUz5PKV2bt8esk2eB+zYEZp4J6VGGoavAq2HzKNpEqAbHaXFNYOZbJbeBwhoUs0f9eXkSWBpKUwJjb4fBVF8nOh5XnklAT2AWMGxsbgJO+/XaFB7rougRq1SIXaR22M2b/Nm2obqFak92yYGlMdteZnGxzDi7Fw01ZWDQeqhQ2TGPjtLY/1yB19TXaex6DV/Uj9IbGFg+YEBA+PWYNaW961WgbvvDvvX7bi9+sQPB3bsINb30CGaA0LQwwtmjqtV4HOfCx9epP0uReIf3r1Jav4f13VgaFyHBvqnf5FqlH76F/36rsVkURMzT957p14I32N2pL5MfVJ+fVhlMVyI2xZtE90PoIW1bvqTM6IUKSSlNOYGkLzyQ7jduoZCfOXyMoRS8XRLd72BHhAbZ6nRa7ZIc2HrFT2+wP1/CdcnBKXpmlmaT40aATgAgR+h69CNZPtVvtBOgd73PEq5Zb/G6DzcdgWJsdz8m/S6BqC3iliv+9O9AP6ZEOIIgH/m/w6l1HMAOMX8/4eUKeaXjFyC993wPmAUwY8YEXBLLjAMeEMexLAAhhD+lPyfQVA1If8UIz8F+pFFCa2gQeUVkAeQa/nJ+j+ZyI/Z8mO0/OgtP1r4Y+gGpEYKiJqkn9VMYykkxnPjyOpZnFw+GTBOUaAnUyybmaECKM3QUXSv7WnGLlp+ZI8fAQhNQGgCuqEjk82g7JYxWBzEaHEURsaIjanMSBQHinAMh8Y8G/+ReYmaXoNW0JAZyATXE0WE13uQfkRJQBvSUBgrwBgykBnN4NKdl2JqxxQyYxl4Qx4GJgZw1e6rMLZtDGNbx+AOuzTfRuhHjAgYowaGJ4axacsmFMYKGN88juxIFlbBwpK5hLdc+Rb89+P/HS86L8LNuXAKDqysBS/vQeUVnJyDw7XD+Pff//cYKA3gwLsOYHLTJCqygs2jm7F7cjcy+QxkRkKaEmbWhC1teJoHW9iQugQ0QEmFil0J5k2SEua2wW1oOPHU/rSKmZ32vXz0ctz11ruwqbAJy81lbCpsWhXQ6xVpc89tpdR5IYQUQkil1LeEEL+/rj25yNG6qIz+7WMhkFotrJtqTaVTigDOrl0EBp9+uvcxpaSUtX37CIAxszc3R0CMwdnQUJja15pKp2nEVLFH2e7d4WfVKgG9Rx4JmcNCIazF42BWyfMIAAEh4yhlyLwA8fRLTjF94xvpGAAdxzQJvJXL4bbcV36vNc3VdYEbb6SfP/gD6jv3hQGK69LPsWPAz/888LGPhePG5/2Tn3RPgWQQyG0vLdEYMxP6cj3c5lTbJJC6nsEg++qriU0tl8n4nKP1/NdqcQGErF+jEbcnYfaa54dl0RyZn6f3Lr2UHn4AwBNPpO7JP6x7k5A+E2cl1NO1XKx8iWrXuilRGmY8ZW3bFUB+IKx5ix+cGJXCYKjGeeoFUr+0LWLiArqYizd9xkX6+eXR/ZhNyRWJpQn8z/wnZLVyuIjXTQIjlQjlr+kECOsrF0k1s98Q4c2yX+PxygJQgW8o3u9NKGWqK48fs69Ok8D+c4/RHKitJOx0AdJo00bUx47tO5qVcIyUF85n9r1rVP056afcWk2yAIn6TALrzu71Eau+PymlHgWpbkIpdR4EFJO260vrgOPMyhnsHtmNE+UTaDgNsMx+PyEhYWompCCmhPeXkAHAuRjBx9VAIG9yYBJVq9pmLdAtdOgQEDANExP6BF5afgkCos2+QApJcvodbA8ulJKphGzzIIwex/ZsHF04io/+1Efx0PMP4dDZQzA1E6PmKBYaC7A8C4ZmYLwwjpmVGViwYEgjEDqxPAue8mC71I7ogpalkPj4DR/Ho8cfxfTSNAYzg5irzJHYiGvD9VwoKGwvbcfNV96MB556AOVmGaZmQkDAg4ftpe1oOA1UrAry2TxO1U+haBYxMTCBzdgMgJQt/+rUX8ESFrSsRte5w9BW9Ar+9O//FI/c+gje90ZK+Tx45CDu/Os7ceTcEZi2icmBSQybw6gt18inj1NIlQ6lFM5qZzE6NoqaXQM84K5/fhcuu+wysIfe77zzd/CRb34EtrDJg8+uwXM9/NY/+y1MTk4G2/EP+/ABwEdu/Ag++j8/iqZsIqfnULNrcHQHv/aWX8ONO2/Ez17xs237R3/WGmnB3pJvjv4dAF8SQswDa6iG3ADRbewsi2rcSIEyrH+KhusSgLjhBmIt0sTEBNWPASQicttttACP1kLZNi3IS6XkVMfBQQJGXH9XrcZroFicZP9+YsQqFVpMR5fOacBRK8BlYFIohMcACESO+GnOzWYcpLYyTdFgX8C7727vD9cbRsNxKL3wve8FTpyg9/L5zufRKbhdFkh5OYIBTzTV9kKG5wHPPtsfC72W6HROLD4TTQFltVSliAHevp0BX2paawPfmzoNtiBz9OpShPEC1RR5Li3O8wOU6rc4F3mC0lpD5qevdQMaSamVdjNkfGIgStHxNYMWxczo2RYCVdC2L43/Jc8PtO+nacTSuDb1/8ZbgHOnSV2RxyHINWfT9hEfBCqySWCj7A0J9hSgZ+k8a+XVNdEvSASQGpApRWMaVaDcdgVdm2yRmDNmTrlmMl+iayha59oq+lgcpmNXyh0eLrREjtKs0GzEbyL8hyRaS/qDv6C5FaR4+seMzl+O1vkY9dq78IBvw96fppemoUHraCzeC7AMZYcwmhvFfHUeTbeJrJ7FmDGGuercRQV60dA1HVk9C0MaKDfTfycNQRYQHjzct+8+fOgvP4QdpR14afmltnFwlNOV3btQAikevJ5AsmbXcPe378bkwCR2lHbg1PIpzNZmYUoTmwubsdxcxonyCQiI4Pw0oUFIAU95cJQTtN/tOJ7ycM937sHm/GaMF8dRs2sQEGg4DZxaOQVTmthR2gHLsfDAUw/g1mtuxae++yl4ykNWz2KiOAGAagsB4NKhS3Fq+RRqdg1ZIxuoW+aNPFaaK9AEsbWdQI+CQtNt4vjS8eC9qEH7jsEdmKmQifueTXtQsSpwXAeWZyGjZbCtuA1KKZxePo3FxiJ2Du3E/rfsbzNo//mrfh6GaeDA4wdwfOk4do4mb5cU7xt7H0ojpXDfifT7AugIJNMCwrQ1ewWQdpME8K9AZP6X/KdNL1uspWavVz1SqQQ8+CBwyy0EmKLAhVMhJyfps2IROH26+8Jd1ylNcXExBDeOE1/wc40Z0F7/xmyXpgFvfjMBrh/+MGTFpKSF8uc+F9a3HTwY7z/XUKUFGIFSuxdn64pF6udVVxGraVkEAg8fJnDMi3oGsd3GGUjfHyFCpdCTJ8N158tVe7eWaFUv5VrFboqjqwkh6HrxHNhokc+HKZyGEdZYphVo2aj3JoB89n708dsQiEtouj+J8+QnVj7XWYVRN4HSWO9tlNcdMGy+NM5iMFNnNdARNGi+d5vd8LfjEOFTID4mF5UzIB0c8z3slilVsVEJF+QDI9Tu8nliED03DnRLJC6A+grVsJm5kIV59MvrD/gC0/B+vhgvI/O1miiOEOByLAQ+dPPHW4qbtfDVc9fPr4/n8MpSb+EZIYgBzg3QnOc+RPuim8AN76O5/M3P0zyqL/vX0J+bmk5G6tH506xRemjUI8+xCFyy1x6Qmv3rs2ZvQ96frrvuOmV/0MazZ59dk8E3kMxkaULrauh9ISKrZWFoBrYObMVsdRaWYwWMZTfgYkgDrnKDcZCQQb3hxT6HXsH2Aizf3+m8cnoOezbtweHzh1Gza8G20e0zWgaWa8XeSzJV7xSmNJHRM9g9SmlWVauK2eosNhc2o2CS2tqZ5TOYq80Fois5LQcIoOk2AwGYvJHH7tHdOHz+MJpOExk9g4nCBOaqc8H104RGrGMX5llC4uqJqzGaG8X00jTmq/MBw5jRqE1d6pgcmMT5+nkcPX8UjnLos+IEdEGfPXLrI2kuRc84eOQgDjx+ANNL05gamuoL2K02ut2bejJ7vjz5w0qpnwHJfD2wzv17WSK68I2yHQxOMhkCTQ8+SAzZyZOhWIlSBKwGB0nIpFrtvZD2PNoWoEVttB7P9Eta2CYh+neYQQAfb3GRUigPHiRRC7ZdAAhw3nYb1dLt20c/Q0OUHre8HAqxpA0+XwakXFdYq9HPkSNx8FgotKcIto4Lj7Vh9A9sOB305Ml21nE1EVXB5PrAXttH69zWEklAb3SU2E4AePWricFMqhftJxisbxSgF1UJ5fkVrSdsNun7lIaD3PD3ppFJ4Nbfjb/HLINj+QbQHb4EDKZyAyRC0W2bTpEtxlkMgP6tZyjdLekPOYuoVMsJn6uw3ixbJPDl2OGl8jxKDayv0MK6tsyNEqgrnyUj88IggV2A+lFZpGMqRW1KHfjpX4gvtK9+a29PvNIYsUJ2szcwFNIHe30yEDHp3DV8qVbrn2jmiZ1K66lXXQK8Al0zIQi8txU3+2Bc6qu3gEgK10kB9EQIMuvVsD+A/5SR0xEEtcdzeWIKmDseacefmwrUTm4gZPGWF0jFM7rauQjs30a+P5WbZVSqlTUDPSCZAXKVe8HSGbv1o+k2kTfyqDQrJF6SArS0AojAh20DRtNtQpc6Bs1BLDWXOm5Xd+ooN8uoO/WOgLXptkvItwK/Xtcv2gaPe36IUq7OLJ/BTDVUNvQ8DyveCgQEsloWlqJ7TdEsAgAmihM4sXQCVauKk+7J4BoMZYZwvn4+1Vyaq8zBcixo0CgVE76qqmvh5PJJXDJwCQ6dpVQ89razHAvHl45jLDeGz/zcZ3oeI01EWcWR7AhmVmZw+8HbcR/uu+CAr1P0rDT1i31rQojSRejPRQ8WEuH1CitgsoLgvn0kD18shgtUTjWr1fpLjfM82p9BAwcZpNMPv69p4XtCUF1frUYqoQDV/i0vh2yfplFfVlboM46pKdqPhWCShDo6hVLh2kYpeo2OV7lMYHJigti2paVQhZHHMirawu8xexn12esWTCZE+8VsY9o2Op0f78sqkdF6xdY+RBnO9YroNebatWw2ZPk69aefYF/BNLHa40nZfq2TQtfpu1Uo0HgaBs3pnTvDOTw5CQCnej6a2PD3JqtBDMRDnwYe/mPg//uPwPceIhBUPhdfbLaG8oCleVqsd9sGiNgJREJqBKp0M6yl4zqnXIFYNq3lWZ+Q9B5fiPCDlgP7LIxjh19GgPax6kCzHgI9Xqzzl1i5cSBmZshyAAAWZmlh3qxRX1lk49QLwNx053HgyA0CP3UTAcPWc4sPDihlNQL0ksYwKQI10TWuBlezyBYSGBgitjTtF1p5dJ3yA8TwWfVQBbV1u7V4CnY6NgM9BtftG9F10DSaB/Wqzy564R9Xtl7gufncYzQfcgUCbSLyR9hzCOjlCn46jEnXtr4cP2yr1x5/N3Qz3I+PtdrT38D3pxcXXsRyc5nq7VqWgWkESNLExfZ7a7pNWK6Fp+aeomcIQl50wHkxQkBg2VruuV1H+4WUwUC5NTRogZolM40ApZAWM8UAZM3X5mP7cb2hgkLDDe81c9U5lJtllDIlTBQnICWZq2f0DHYM7cCOoR0wfaGmTnWEXAe40lyB4zmYr81D+P85yoFSCrZr49jSMZyvn4chDIzlxuB4DppeM0gvXS8gduDxAzCliYJZgBACBbMAU5o48PiB3jtfoEhbs9cA8IwQ4n8CCJLvlVIfviC9ukjB6xle6LPkf7MJPPYYyfzfey9ts317qCjItXKcvljvYU56+eXERllWu9x99N/8GQOnej0U2Gg04jV509OhTH30fBwnrAsESADlU5+i99lKYrn3fQJS0jhE1RoBGiNW6mw2gb//e3r/Na8hQLl1a8giBhlfbpj6yuqhrktMZblDWj2nHvKxk0o4uD8AjRED0rQRBW+99m0dh/WIqJ8gC9JoGoHncjk8/zTRK5VVqRCkd2IwWZxHyt4sZ+vxhCDBIqVCMZzWGBoiphwgG4zo98kwKM35vvvoAYsQiylmKYCNfG+qlsNFZvls/ymDaeq5WOCEwQoDmEykoDXKYpg+sDIzgDlOfVqcI8l6/jIsziEOfKJ9jiyqgbgZJ0ALb07P5IV6UNdXIpEQ1wVg+R5zFQIZZpbAsfAZHFZVPHea1EE1jVISowIuQZd8UZuf+yABwxefBIpD1H617Bu7i0gdmgeoCKME+HnuGvU16skXral8OSLqQ1jwMYPr9NcnqRHbGa1xkxpxTWxbcEHOM5LyytYbnRhN1wkfGhT9elbuq+D5MxCfy9liaAEChHM521LMnSvSPHCsuNfeVdeH21QWw+8GRyv7t7rYsPcn13PhwYOUvuBIn+Is/YaEhCENNL0UpsRrCFe5KGpF1F1amF1ssKcL/YLWLKa9Tq3Kj0khIGBqZk+Wj8OQRmAfYXs2SmYJSinU7Bosz8Idb7oDDzz1AGAhxih2A92e8jC9OI3JgUkSlMmNYuvA1phFgac8mNLE9tJ2HC8fb1M1ZasLV7k4uXwSrucGVhye8mArO6xFVAqztVkopcjHT5jwlIdTK6dw8MjBdQF800vTGMmOxN7LG/lYTeHFjrSPcL4B4GOgIuMnIj+v6BCCFtZsIs0LXMOgNcyhQ1Tz9oEPENDasYM+P3GC9rnvPuDaa8lUvFtUq6H8fbTOjF950a9pBMjYTJ3TMy0rPB7X401NxZlAgP6t6yH7d/BgaIuQzRJ4XFlJx4ZxjV9rdFKPfP55EpSZnw9ZRB7XwUHgX/0rMopngFosEqgdGmpvyzQJ1E5MdO8j9xMIjcr7jdXs00Z8rDL44TUbmOt6OJc45bZX/5hRSxIRau3zpk2dmTu2EhkdTbb7aI3WfrkuqaTaNs2/TCb++c6dIdC7/fbO36d9/d9nN+69SYAYggZTq6tddDBo6hKeG2eqGhVa+JbPkRBHcZh+WtMbXZsUDqPvM+gJwFrLzUrTfeZDD8+LxVs8x99chABCSEqj0yQwNEFqirlBAneOTQt2tojg87R8tafnvxcyLplsZ8Yu7y/6maGxmsDirA/0QH2U0ckfAXWA338n/l5UpCQ6DquNwhBwzdtImTRV+OmLQ+ME9OorwPmZ/kGZY4fXXmoI6jyj7QTXslNXVnHuutFeIyFbb0AifFChPOpHJuuzbiI+f8xMyMh1mstSoznPc7/ZoPlQ2hTOudxgu6l6p/ai7N/qYkPen4QQgCBgYkgDWT1L6oRSJ9uCCxCmZl404ZaKUyGwIUIgcLHiYpxjqnNSwEBmoOsmAiJUUBUExjWhQRNa8Durj5qaCcdz0HAaEBDYWdqJXWO7sNhYhKmZKJpFfO6Hn8NcZQ6Hzx9u6Ur7377oOXjKw2J9EZ7n4WztLJ6cfRKHzh4KRHYYZM5V5wLGrrUtTuO1XAuucmF5YT2igoKERE7PIW/k6UGH8qBJMo9nBdFbvn4LDh452Htse8TU0FTAcAKUNv335/4eM5UZ7H1g77oco99IxewppTZMrvl6hmEQe3LJJSQRH1XEZOZiaYkWrlt9Gw0hqPbu8GFKl9yyBfj+97sfZ2aGjsViFFHApBSBoYkJOtbCQijcEk3tvOyy+EJ4/34CoefOhamWrPJ4/jwBvQMHQluEiQnqc63WuYYryo61Wk2kCSmpP8UinRN75rUu4qO2EK5L48spn7t3Ezh+9FHqM49HL9YqahHB7/UbsXKchOBaSwbV66HmycdzXQLJc3PdzzfIhlM097JZYnmT+sJzeGSEmMK5ufZ2eRueb6utEeR2FheBD3+Yrt/0ND2U2L8/vP5s1VHwS7aGhuh6j46uCuht7HtTkFrmYm1AQfmMSD+7+F8GzyWQsOs6YGyrX4fUwnBc+VPEhvH7Zo72MTJhTZ5SBMrqK0CeaiyQG2hJM+UOCgSiNAPD7WzKtivChfZDnyZGpVGJAFoRqiraFlCMgKN8CVhZQAy8KUW1gqdeICbGsUObh2i0MqW96uZiNWORcV1NCAm86efpvF98EqgsofMF9Z/G7f3XoY3FYw+tUrkTxGhNTPkMaUJdnucSE+x0YAx0I/JHoY/UCd2kOVTnQu4Ie6hnIg8nIg9CmKkzM8TOVsuUjqwZ1O8oI9c6lxt1uonbVjj3q0txFc9OcdX1yd+NKPu3itio9ydDGsFC2PVcUk70rECJsmk3Y/VW6xFNtxkc82KlVyqloEky+DalCQUFDx4sd52V0FqCU2FbrRKStuNtTGnC8jr3i8dMl3qq9MyCWcA7dr0DX3rmS53bFKEIjQYNQghMDU1h0BzEYmMRx379GO7+9t245zv3AIpEcFxFjPBtr7sNd91wV1CfZrkWFuoL5DHY47wVFP1ZgwgEcup2HadXTgdjUnfqAeM3mBmEgsK52rmgHjQ6h9KwnVLKwA9vZYHuSazICdD4V6zKutTW7X/Lftx+8HbAor6xAur2we0vW/1e18cDQoi/EEK8SwjR9ihSCHGpEOJuIcQHLlz31hbZbPfPpSS26/jx9r/h0d+bTVosl8uhQbjnkUDJV74SLly7xcQEbce1StFYXKQfLn/h1ExO+9y+PS58AtDC+AtfoPonzwvrCaemaL/bbydmMmpPwGmhSfcJNmm/6ioCHblcf+saVg8tlYixW1yk1yS2hg3lARpbNlVnL758nq7J8nJ6E/ROQjD9RK8UUCFofLlO0jDoenarV+vFuLW230tMRUq6NkCcUU7aRwgChGyNkdR2NIVYytAyg30V00aALTxik2dm6LgzMzQXD/oPsqLXnoOvdz/xirg3OTZw/kw769Z3CGI2em3TFj4gyhWoxmnbFcBl15JIyuIcvV52LfDavXG2bXAUeM0/BUa2UB2VbgCZHL1fitDDZqalXz5LI/2ceN0g0Y+lswRuomqIp16gesbaCjEwAI2Ta4cMW6XcztREhWUYeBSGgGwOeOKbVJOWBPR4PGK/dlmQaDoCA3nO915LmqNSwLcepHM2Mj2+XD4oOneafn3uMTq/rnWIPeK57xIIYnXV1htko4J28Okzu/wUsV+VzkY1AvT80A26XoUBAu7MIvPcMSMpAd0YuW1XxOes0Gju2JFaCYD+nR/oLbLS2l4S+9dHbPT7kyY0bB/cDk3QPJytzqLSrODOv74TZ6tnca5+Drpcw3xLiCi46wX0unm89XtM13MJTLh1NN0m7Itg48KgslsICBgaMVYSsivQAxBsGzVs7xZLzaWuQK9gFDCWH4MuyV/QBTFcLy68iOfOPhewgo8efxSbi5uR0TNw4SKjZ7C5uBmPHn8UAHDnX9+J2ZVZnF4+DcdzUiuYsjqo5VkBgFRKwdRNmJJqST3loWJV8IV3fwFffPcXg9ROIUTg78jRifHj91zPDaweMlom8IYUEMHvOT23LrV1+3btw3377sPkwCROLxOA1aWOl1ZewumV07Bs66LX7/X6Nv8ygH8L4P8SQiwAOAsgC2AKwFEA9ymlHr6wXVx9bNsWZ+xao9ZDDToaR4/SKz/kFgI4dYre68WGcB1WtUrtmGYcBDgOtXH55dQnTnVk8DEzQ+uNvXupBi/Kmtx7L9U/HT1K7bDiZzQlldMhu4EIZtUA6sNqzLUdhwBblMlJinodePLJ8HdOK1WK2MdSiczqp6fjptz9BAvBMIBeD08726ZrsW0bpSXyNTh/PpwfrbVuaVIiOZhF7jb2+TyNj67TdZqbi9ceMuAC6HxXVogd7aYkysBuMVKeous0J+r1MKU3m+3+nWEWOsrc8euBAzQnpqZCVpcjKjzUR7yi7039hUrB6rQ+7ZBUhwfQBWT/uxefpBqmos9evPgkMX5Rtq1bsGohMyDSTzUEfADDaZ2KFuB2k0RFmC1prcPLD3ZWlrRqBHB4grtOyEq1Mm6uC1QXCNhavWtVYmxSUrguAVXPF2TxPNCz0S6LrF5MofKohrPhi6R0u6ZChH6EXE+2llQCx6IaN6tOoCpfCtvm69V6LlFmelX3zpad9Az5PgKh8uXgaMjKCdFeV/fGt3eelzxneU66DkI7DdA5mpmU8wHpvwPpYsPfn3SpB4zJcHYYtmvj+XPPBybbvcDKeochjMDvzRBGUHO31ugHZF7MMDXTv7V4KGVLPQ3gOfVQQEAT2qrTRXWhAwL46nu+in279uHub9+Nu799dwykNd0mTi6dxMEjBzG9NI3x/DgmCmFdjVIKx5eO4+CRgzh07hA0oa3L2DrKgXQldE0ng3bPxnB2OGDARrIjWGouQUBACploNM/B2ygouIosGFh5c8AcgKmZWKgvQBd6AM4nihPrVlu3b9c+7Nu1DxMHJrDUXKK0UaHBci3M1+dhz19c79hUPnsAIITYCWAS5BlzWCnVB1S6MCHldUqpzj57vdLyLlZMThLDohSBnFyuPTOoXqf6PxY34TRKy6JF9PbtBKRmZ0nIYnycFslLS1Qnx8xSsxmmRDp+GQxv/9RTnceDmZ21SvUPDlKNYKf6q3/9r4EvdXjYxCqdngdcfz2B2rVEVCk1jehI2vY4hZKvweIi1VmuR1pnLtdd8IftCt77XkoffumlMO0YIJAWPc9MJpwT/V7TqBcgP6DoBvZ0nVJ4L720fX4vLgLHjhHDd/vt1F4+T+0lpfr26WW1Exvs3gQA101Nqh99op+H92up62tph5mjwA/PoIV1Gr+xXtHqR9askQIne+dJjVLnnCYBy9bj1Svx961mZ3sJABgY9b33Wp98++MVndxpLA00IwQW6xY+k6mbHZhFP/96eILOpVFdnxtGv/2L+jImqSwpIJiDuklgqV6NPEXqNT+7zWG//vDdH072tANS+dy1xTc/TyC6uuxfe5+FZUXafud3j+jn3uRvvxMb7P4kt0qV+RCxGSOZEUwMTODw+cOwXAsCglgmhcDIG7jwQEkTlEbI3mgbNdYjBVUKYnp0oZNFhFKoOemmRVbLQggR1Kb1GwICrx5/NZ761acAAHsf2IvvnfxeLBWSz69g0FPZpttETs9hojiBUqaEqlWFqZs4WT6JpcZSV9CVtk/RFF8eEwGBqyeuxlP/JuzrkXNHULbKaLpNZLQMqla167E5pVYIEaT0alJD0ShiobEApRTyRh4D5gAWG4uoO/XAs+/et92bKtXy7m/fjT/43h+galchhcT2we343Ds+h3279mH494dRs2rQ/cwM13PpeyYEbthxw7r6763JZ49DKXUcwPF16dE6RSeWgt9nYMP1VRf1b6vfl82bCRgAtLBl1cUos2f5JQbPPBOKZFQqxMpISUIWpRKxXlJSOimnhbKQh+eFi3ylQtl+zyOAaNskkLK0lNzX9RqfapXOl5kcrh1kFuzb3+68bzSFda1Aj9sbHaU+cYroWttjm4Rz54jRY0Pw9VLpTOP1Nz5Oc6VYjIN30wz3j9b2Sdlf//g7FGUlLau3LyKzdfPzcXGdKHPHViYHDlDq5s6dvZngXrER702pQ0gSSBEaCZjUomlvqwV/CUyg51AqZHG4u99YmmhlQJhZ4doqZmWERr9HI6kOL5q61ylKYyROEhsP/98xqd4uNzEjG4q9aBqJd3RM+UwIqXUBPMqvffNrBxybxiHoj8+eVZaJsWS10gtpgBkwkwiZ0ViXo0BPUt2eFXnSVBj0JYL9a5oG6EktuRaPDkiqtKde6MyirYZZY+aTa0iFf2zXWZe6u7XGRrw/ZbQM9oztwdPzT2O+Po+skUXTbRLgArFreT0fsCLbB7fj6OLRC9YfTmXsZhS+1lgrSJNCBrVy6wFuLh26FJZnoWpVca52LvV+Cgqe8jA1NIXjS8f7ZvgUFG7ec3Pw+/TSNAAgq2fhKS8A/AqKwAskpJRoOk2cWDqBieIEHNehz61qz1rDpDClGQOXUUVQBRWOs5CYq8wFKplcC7c1sxV5I4/5yjxqdg1Sdb4e/P5kYRIFs4ATSyfguR62jW6DKU3M1maR0TKYq84F4FlC4tDZQ/jAwx/AF979ha5grJUZ9ZSH4+XjeP9D78eXb/4yAVJU4XleICIDUI3kxazfu7gyRRc4NC38+2Wa8c+YSYjGenumcUgJfPKTBG5KJcSsGt773rDGTikCIa5LC3eAfj9/PkzV4zb4M02LAxde3CeBBFb0FIIW4nfcsT4qkp1CCDoXrsFiFidav9UNUCpF57Ee6x8+z4WF9WsToLYch0AepziuV9v5fPe0T7axcF2qx7Qsmh8877mWlLedmiJz9qmp/vq4mvMRgkSEikV6uMBiMDzv2TIEIGD3yCPE9D3yyNqA3is+hCBgYNUjAhl8Y1onlo+VMaHIusCK3EC6KQ6eeoH8Af/bx4H/+nHyCWTvu2h0qgUcnogrHFrN0IKifDbej27BdV/B/Vr0f/MW0jeBt0j0o3yeQFc/yoNsIxF/M/JPQSzS5GWAa3VITa2G719IoAfEQZf0+97pDwAznYWhEITWK/SeTFuvqFq2Szg/5QHf/bPkebTaYCVNriFldtcw11R39w85pJAQQiCn5wBFXmcZLRPUg2lCC/7NC2EBAQkZ81bjttYSAiKoCXOUk1h7tdqQkEFdYqth+GqPISCQ1XsIQvQIT3mYHJjEffvuw55Ne1IJrvCxmZ2aq84FQKafc8lomaDeDiDlSK4FbBU6kZBUKyh0ZHS67hWrgvHCOIazw8jqxDK2zolOfefUSiF89g6K/g2ai3we/PvU0BSGs8NBfVu0Fm6xsYiKU8HkwCQuHbk0tj+A4HcBAUMYqFgVzFXmgusnhMDEwAQ25zcHaZYs5GMaJnShY7m53LO27rN/+9lgXylk8H1YsVZw4PED2LNpDyaKEzA0A5ZrBRYkOSN3Uf331rcC92WOKMsRZSGipuDRuFB/aw2DmKk3v5kEXByH/n7m81RT9973At/4BrF3QhD7tHNnqJhYr9Nne/a0symc4vdEi3hzknoms326TvWFn/jE2s6ZQUUngMPvPfkkHfNDH6JzP3s2FGLpFuuZchutW1uvdqNprmuNpIf6URXYpMj6ZTtzc6FnIkBg7qWXQoaY9z927OKx2VICzz5LDxdKJUrbPHcuVPn83/93Ev9prTldK6v3ig72pON/54rEhjlWuwz8atsH2hfqlcXQCqET88EKkFY9BFZL88D3vk7G5a3MXlIt4GXXhiqfrhcqdzKDFO0H++wlhZPwtCbtjSzq7ea5YZopf1F0ndIb09Z1tUWkHzfeQvWIT3+rww3yAn4Zo56B7Qf2c/MRT3dlGwbez3MJ2On+E8JMNvQqTBvBeXdgpYUkZvcHf0G/rwcQiyppGiYgfUbyH4FezyiaRVSsCizLQkbLwHbtAEC4/h9Oy41L2Ld6so3nxjFb62Cuit6MmoLCUmMpdpy1Bi/6PXjJzxxWcRwWRREQGMwMBmmXq0lzHcwM4pFbHwl+/86J76R6tieEgOd5kJCx9MW0xxYQ2DawDYfmD2HvA3sxvTSNwcwgDM2Abdttwi8ePNiuHdS0ZfQMMjKDZWsZI9kRTBQmcHL5ZACSOjF8mtAwOTCJ2cosSkYJK84KhAqBnatcTBQmMFuZxY7BHRjKDQX7KqVw6GzY36mhqSD1ceqPpjCSHYEQAqVNxIo8Pfc0BAT2bNqDcqMc9K/hNKCgIIWM1R+OF8cxU50h2wmpBSIwLODSq35vpbkCtnaIjZ3ycHzpOO5/+/3ERg5sxYuLLwZ1hNyHi+W/l+qRjBDi9QnvvWv9u9N/pGGqGJykUUZcD+bLtoG/+zsCevy3j1mOZ56hWqsHH6Tttm0L/cZKJRJJec1ryC7h3ntpAV+tAqdPd0+jY8+21mAWilUW+43oA/TJSeC1rwWuuIL61+3huusSu8f9ZnuEjRppiAI2JV+PCNZcLRoTLFaTdByex55H14KjVCIgNT5OP1yr2i/QSzpm2vOVMqwXXFykaz02Rp85DqUPP/00cM89pGKbpNS5mtjI96auwQttDuURIMrmVi+x3xptT2VEqJZZW+6uOPjcYwQ62WtP+EW9doM+a92W0yOFCNMk56ZDhcPasl9DNQQUS/TK/RBaD7VRRYqemkFApJ+FGvvn8VhLLRTxUIoEZHoBvU6gORq6QeP43HcuLKjrFL2UMpWffho1kad/ABAhEF5Z8MekDqwsAsvn6ffUkXBj45Ba6NOoae3zKE2wiutDn6ZXZgiNDLCyRIyx0DYM0NvI96dyo4zz9fOB0EUU6EWjF5DoBvQAWswXjSIJg7S8P2AMkBKlY6Vmt9JGt373y+oxa2MIA1dPXI0vvPsLGMoOBXYF/bbZdJuB19q+XfswlhvruY+ExNTwFAzNCAB3J8XUrJ5F3si3vS+FxFJ9CWWrjJmVGYxkR2A5FnJ6jozM0X4uHij9UBMaLMdC2Spj0BxEza6hlC1h++B2mJoZACkNWsioSQMZLQNDGtg1sgsfe+vH8JrJ12A4M4yB7ABKmRIGMgMYyY1g18gu7BnbA6Ml9X++No9yM+wvpz4ePHKwzc8OCD35AAT9Y+/AolnEeG4cpWwp2L5m1zCQGQjYzeC8lQdDGtg5tLPrdRnIDCQ+0JBCYufQzhgbyf3YPrg96EPNrvU8xnpEWmjzn4UQr+ZfhBDvB/DvL0yXVhdCtBs5R4NFR7jmqlv0I5cfDSnjQhbMBHH9lBC0EDZNqlkCiN1oFb3gGieub5qcpDqoTv0ORNO83ucWFS1JEyz2kskQ28iWCl/6UghSu/VJqRB8dAIxrSC103b/EKL1vPhceQwYoCWdv+v6Aob5dquHWo3Y0+HhzjYQncIwaE5yH6LKnmmvAx9TRtbR5XJo6SEEAT6uOeXU4uh3YZWx4e9NQRSHaVEqteQnL7WyT0Mrqrdas7mxn7rJIQSBqtIYydH/3Ac7L4griwjELsIGaIK21vhVFpNr8yqL1P7PfZCOVxoLa9oyWfrdyBCo9JyWY7VEthCmGq4llA94GPykCTNHSpYDw/QahAzB41VvJeDRyatuw4XybS6ii3sBeCpuLs8gME1E0/kSAa9/Y8gNrK5WlGtD68vEBNeXiWl+7CHq89Am8uZbV+GdNceGvD/VnBqOLh6F5VrwFKkQFswUHlKrCA8eKnYlqC0zpYnLhi5DTs+hYlcgJdVbOWuwp2FgwdEN6JmaGUjtp4m8nsc3bvkGPn7Dx2HqJp6eexpvf/DtWGoswQUpZLKNQLCPkW8Dtxya0DCWH4ul7q3YK4nbRsODh2OLx2AKE5rUYGgG3A7fTSkkLh+5HNsGt8HUTGS1LPJ6HprQsGgtYiw/hoJZgBACBbOAoewQpoan8OqJV0OXOjJaJpaaKUCCKRDAWH4Mc9U5HF44jCdmnsD00jRMzcQlpUvw8Rs+jh3DO3DF6BW4dOjSwENv99hu7H/Lftx1w1145NZHMLt/FosfXcTSnUtY/OgiZn9zFo/c+gju/Zl7YXkW5qpzeHbuWTw58yROLZ+C4zlwPCfoL6c+7n/L/qDuUSmqIRzMDGIgMxC8p0sdmwc24+vv/ToevOlBmIYZ297yLNzxpjswkBmApzyy6nBdOMrBYGYQ+9+yP3GMOe540x0AENRSMmAcMAeCffft2odHbn0EX3/v17F5YHPglcjH73WM9Yi0YO9fAnhACHGlEOKXAXwIwM9euG6lj2i6Xq+FqesSy8BCdUnbr0WJktMcuUbMssL2+NV1KaXy0CHaZ/9+WgQ/+yylZj7xBKXf3Xgjfc71TUJQ6l5Sn6P1idlsuPBOWvQnjVMncGsYdE6OQ+fUaAD33x+vs2Kz+NaIriHq9fD8u6V/Rn+PvrdtGwnd5PMXFgRGQedaWK5u27fWkkbZuuhcbmXldJ1ULjdvBj760ZDxjdbFcV1qEuiP/s5zSdfph+csv3/DDZ370SlqNbrOtVq438oKzZlaLbS/sG16//BhAn2r8dhriQ17b2qLTduB0a1ANo/E2q8okPIcn65fBeCTPgjRTQQAStMJbJqZsE7vJ48AX74H+C8fo9efhGlFKA4n1Kj5NV+t+1bL7Qv31lpArqtqNuK+eXaTavKWFxLGJBK1ss8w9XNzTqLH+7zBm1ky5P6pm4ih1A06F82g5nWDPAlfu9dnql6pT6mE7+MXGZt+gB4zxt1CKXrYEJ2D/UQSg2w3CNy1ssqrYQ0vTGzM+1P0GRAEztfPo2L1IVa0hrA8KxAF0aQGDdqahVkUFBzPgSY0mNLsum1BL8DQjKDOSpc6hjPJc1FCYjAziC898yXc/e27UbWrqfrjuA5M3WwDfKZmYmp4CuP58VjqXtNptqUBJoWnPJxvng+Acacxa9gNHDp7CBktg+2l7TA0A45yyO4BwHh+PLY9pxIuN5exo7QDhmZQPV0kRdXQDGwvbYfrukENJ6dgnq+fx5u3vRl33XAX7tt3H0zNxInlEwCAHaUdsBwrYOO6xb5d+3DrNbdirjKHphdmFDieg+Pl4yg3yrH+ttbwTQ5MBp580ffu23dfYIXQuv19++7DXTfchS+++4u4cuzKoJ5wz6Y9PcVZOJKuwzt3v7Nt307Hvxjm6qk4LKXUMSHE+wD8OYCXAPysUmp9TFDWKYTorWTIdW1cw8VlG8zINZshGFqNUFpUCbFb1OsEoDh9jdMseV/HAT73OeANbwhB1cAALZqT+sWsJoPZbJZS6JaW2sckmj4oBC32M5k4u8gprzxWuh5aM9x+eyiTPzVFjGMvQNBrHFs/j9YfSkmeezfeCPzJn1B/1kNZM6kPhgEMDREISUqZTVN32Cs0LX4NW8E394OFWnjshSBGlWvc3vCGdkXLAwcoNTKTSf4uRI9rGASiazWqI2Wgl8kAjz22OtuSbtc5qhTL5u0nT1La6a5d/R0nfsyNf28CQAN8/Blg56t9YMQ3mW6CFir9YrtlN0ABN7yPfmdPM83w6wFdYlee/laYpunYoa/ba/dSHRTX7CHyFCKTb99XeZQKubIQgrrWWsBoezzhXSfhnNcSfp0YP7Fn8KEUAoP0cID8XViqNqkfgnzhmP3slRZYWWxRo3wFBN8UovWjaSOTJ9sNnge9rqVSVFPHc7BflUxW3YxG0pOt1bCGFyg26v2JF7Se8vznTN4FU8FMiqyexZWbrgzsHpS3+mNHUw/TnMOytYzXbn4tnpt/Dg23AcdzsNhcjLWVM3Lw/EXIcnO5qzl5UjjKgQ6yVeAuDZgDMeuCaOreQGYA5UYZbDsAIJZSyCwkg+Kk2sloCEE1dC+VX0JGz6DpNqE8hapbhYLCT+Z+gon8BLYMklR8NJVwZmUGu0fJdPnw+cNoOk1k9Ezw3rGFYxAQgWALQOD2G0e+AYAAzYHHD+Dy4cvjbLEF3Pk3d+LA4wfaau+i8ejxR2Nm6ByuRyCzlC21pT6er53HTGUGMyszuPNv7sS9b7s3VhMZDQZ9HAePHIzVA379Z77eF/j67N9+FqY0A2uF1vHodfzWOHjkYM8x6rQPJvDqTtt0XboKIZ4RQjwthHgawNcAjADYCeAH/nsva7DRcz4f2gx0WoxzTREQphYyoDAMAkcTE/RvBn/9BKeHpmF/WDDmppuAW24h8JfJ0HnkctTWyko8ve2OO5L/rklJwGB4GPjYx4BLLgG2biVgIEQILqLBC+7BQdpv61bgmmtoH8MgYMksJEvwOw5ZKkTT7vbvpzbYz2+1ER03Bh3MPF19NTGJjz5KQOzqq2mMovt2i2i/tJYHz7pOY57N0jlfeimlFnYD+lFg2+vYSW1YVnsqbVT0plgMASCPve2vnb//feDOO4G77w7tLKLWBfv3U/ulUvv14Gs+PEwAa+tWunZLS3TNL7uMajG5f6bZmR2UErj8chqz1jFNE5oW7nfuXFypM21s9HtTW0g/l/X0C1RPZPg3GE1vZ1TWGsoLB7iTUubpF8JFevT1+e+F+73qTaHwh+cChRJwxRsJtCqfio4yZVaDvM5yg3SM5x4La6sASuXkiSm1hMmTlhVLygXXwvPIDbSMqaLf86V4qiEEARadc/tFvL3iUPwceilIFodfXqC3mrSH4KlTFAynCE2n8eGUZM/t/XRISJoj3WpFO9XkAeGDhGhI2XJNsTrWcJ1jo9+fommPnvJWbdC92mBmaqIwEYh/rDYY4HmgFDpXuV3r51zlYqlOgjBJbbF6p6c8NNxGai+7WJ2b8mA5FmzPDthDti6Yq861pe7d8aY7AhCnVGg9sNoQQmDQHITlWWg6TTiuA1vZgZCIpzzMVGdwunw6lkrYmhZZMkvwQKbvnHbowWtjLDWhodIMmeHppem2mkHbs3Ho7KHE2rtoPDf/HIHTlr+JCgpNpxnr78EjB3Hbw7fh+XPPB+PGlgm9WESAQNLtB2/v2adusdJcCeZMp/FIG6vpT3QfeOj4Re7F7L2z795exOAFLEALVqUICFSrcTA3OBgyQqxoaFlhjZ/n0aLzt3+bGDVOi4vWnfWKbJYAWrT+qtvfPtel7apVWsxH6w0ZwEXT2+66i14/+1kyXucwTRJ1uffedsbH8wgMCEGpo1GBlKuuon0A2v7QIWK0xsaoL8ePx8+bxyKadrdvH/CFLxAAOXw4TFsFwpRWXe/tz8bHYQ9Cx6E+bN1KYwoQsBkZCceOzcKjwCja12w23JbTFPl6MGvFIFXXqS3bJlXLUimdmMxq7seOQw8VGg0a72hIScCf6xv5GHwcKYHnnqOfyUkCbSxywmwre9hxuiSfh6YBV14Zv+Y8R7Zvb7f34PkZTeVkk3XPI1bOTbG+i4YQlIZaqdBxTJPA9SrVODf0vaktXIcWxrZFi9yf/sU447Yws77HM/PU/rnTyUqZVoMAaCwE9Q8IFTaLpdBnrVEHXvhBnCFr/RIYJjAxRftqWlhb9YO/oLZLm8LJvTgHet6YwLh1DRXfrzgSKouyAqiZo/RQPpaZoWuQydN14M+sOoE9VxAYzebDdFPbiteH9VKQnJgCZo917nYaw/deoemdBXyYoQPWfpxOwWxp3r9h5AeBylIXdpRDAJkccPNvdt6Ea/Ja5w1AYx5V3eQ5aWT9p2KR9zaAtx42+P1JQVHdlzLa5PYvRjjKQblZJgENbMexpWNtSpD9RMxWQQnkjXzHlEspJE5XTgNAYDER3d9RDkyEPnBJoLBTRNlFBtBSyMA83fEcVKwKHrzpQezbtS9gZJ4882TiuXD0MzYCdBwWznGVG7doEEBGZmC5Fubr87hy/MoYe3TrmVvx2b/9LCrNCoqZIt571XtxZuUMji8dx86hnTi5fBJOyz3IVS6KmWJwPrOVWcxX5gPmcK4yhxWLFnMnyifgKhcZLYOSWcKBxw/EmCvLs0K2VlCqKJ+/lBKTA5NBf/c+sBcrzRUShvHvTZ7rYb46j5v+7CZiIxWxuUks2YHHD8CUZsBAFswCYKGtT93YtoHMAJmmR+CUq1yYupmoINot0van2z6doivYU0qd6Lr3yxxChGwep4k1m7RwffBBWkTu3UsL4kJkHJ5/nvbl1M1slvZ59FGyO5iZoUVtVLqe2Sdm16JrHCkJcD3/PP2uaSFI6RSuGzJUzN4A9MrnNDDQbkrO59Up9u0LzcxvuQU4cYKOs20bnWO1GqYDRtvN5ajP8/MhQIqOM0CS/7pOAJL7degQjWEmQ+NYrRLw3rKFtmemiKM15TPKFklJ/dhN2QKoVuka7d1L3m3z89QupynyNclmqc+mGYKPUik8Fylpn6kpGo9Wn0Ip6ZpNT9N5dzKe5+Dte6UNt54nP5xYWSGAVanEQVUUWLU+aOAHFPz7mTPhvAVCtpWv6Z49IeMXnUMHDoT1oEpRGzwe5TL1x7Lo/PgBCp8np5fyA41o6nES6G6NXI6uHwfPxdXERr83tYcKRUge/mMarEbNN96+AOlTuQJQr4apmZpO4iKZLAArknYXfQKuQsYxWh8F+PVRi91T/TiV4PnvEbiM7gsLsFxfFEQR2FpNimo0XZCHrbZMYi/XvZ1+P/EssHzWZ6sAQAIZ/w+A51B/lEeG6koBtqL02voKpf8VhwGhkQ9fdZnAFS+2/ua/0P5X/TSlu556gcaqshg3JE+K1V5nofkZql53pVbNIFazUYn3eT3DcwFp0FhVl/ybgaBrSp1FO+gT4b4/eYRUWnmcr7o+BM9Jcw4WvR81YefxLg6H1/y5x+jhgfKtNbhm72VS5Hwl3J8clwQvJGihPJAZwEJ94YIfV4BSG48vHaf6MGlg0BzEUnNpXdp34KAgCygaRVTsdnZlwBxAVs9iwVuAFDJmIs5Rt+ux36WQPQFXpxRSV7mQitIStw9uhwcvAHq3H7wd5VoZZaucuO9qIkkVktlJFlrRpIYssrA9O5buePDIQTzw1APYXNiM/FAeNbuG75/6fqyu7O5v3417vnMPHJdqJBlMvmPXO3D7wdthShNbi1txcvkkphenASDGfNWdOtk0+GDTno8vpDJahgCeb5vB56MJDV//xXiK5fTSNNVq+kDP9Vw4nhPUcB46eygY9yQD8+mlaYxkR2LHb7VC4OtkSjPGtnE7d7zpjrbxcDwHBbPQxtD1Mk9P0580+yTFK9pnjxkIZm04K6hYDNmO/fvp3wCxUrUasR28mNY0WrTOz1M7X/wicNttxPRFgUmUYUn6mz03Rwwi11z1AntKEcMDhDV8rbVoL71EfRkejkvVM4vTKdjMvFgMVRpPnKDjmSYt9m+/nf49MkJS+KdOUb+TmDgWD2HGk/e3LDIt59o+Hn8+3uhofKw7jYNhhMdgE/pajUAXC91s3Ups0vHjwKZN5N3HzCGD04kJen3xxXgNoudRn+bmQjAdPT6zuJ5HfUkD4voBenwc7kutFoLV6GfReZUkZhP93fPCer3BQQLd0WvKc+XWW4EHHohf6+9+lxi28XGad7OzyUwjs3ieFwJpTkFt7Suzfp2CU2Wr1fB72Gq2/r9E6KZvLO6FqZPA+gO+lUUSNFEeMXieSyInALFcul87BQ/BAl0p4Mqfom1a66OsZgScJS3oQYBKM4gRKyaoc0qNGLNonVe3BZRmhJ9Hv7RmgYCYkJRaqml0rsxisqccs1DZPH3uWMREWU3qg9RoO+UBZ0/GUwv/+38g8Q+u94uGYwFPPQIsn6P9mInq6Uenwj71A3SVR+ds1wnMdArdJDDPiqdKEVg1TBoTNqdPHPMO1zQpPJumjdTCVF4hfVAqImqnfkSf9j39LQKk2Xw7c5dUk9dafxcFfa0RZcrTMLH/C4cmNeTNPDIyQ0qZnoPl5nLvHdchdKkHyoUnl07i+h3Xo+k2UW6W161ucMVawfbB7XAqDhpumKZjSAMDxgAqTgWGNNBw6DMhRGLqpICAqZH6peVYqdJd2aYhCg6ZJZwuT+Pq8asBhIzMkrW06vPsVKcYTSmNpqFyqiiDWSkkpv5oClNDU7hx543E6FkV5PRcUF/YyizddQOlmf3B9/4AVbsKCYntpe343snvYb46D0c5yGiZQLVTKYW8kYdjOfBAojiOcpDVsnBcJybEAgB7Nu3BEe0IzlXPoek2g2twxegVbUBpamgK85V52J5NoDMy5q7nBqDxePk4poamAhVPbmdqaAozKzMxVqy1HrAX28bjEWVDh7PDyGiZvhi6tP1Js09SrFFu4uUN26YFJrM5vB44f56A0i230O9sX3D6NC1sGZxYFi1yGSw2mwSiGDQwcxRln1gwA0AgcKIUgaX5eQIUs91tZ4KYm6PXzZvDRTQzVZdeSv1ZWQnryNJK1R84QNtNTBDgYkA8O0uL/0cfDVPohAil8G27u/gJKz9yKunMTDw9kkEXs0LMrLHnG9dD8jjmcnSuShEQ+NjHSKyD7R3GxwnoFgpUr7djB/V7cZGYK1YBNc0wFbGbtcbiYihI08o28jn0C+JWGy++SMdtFWzhSFN+wwbrtRrNk9lZYqOPHKHvhWnStWq91lLSd+TIEbpGUhJoB2hMJyfDsc3laF+lqJ2pKQKY3G/TDBnqTnWbExPA179OD1JMk4Dp8eP0MOJ/qcgW455vbGh9IRgYqx5p1wvT+xoVYtdGt5CKpO4Dqqiq5KkXaH9WzLSaIVAA/Hq4lgmaLQKFQT+1zmyvrXJtYGiCLBQY8Gh6e70V4Lfts4RGlvqWzQPDE5QGajdCz75MLlRgfPY7VJNYK8efllh+brLnM4tBeqcPcJJ833iB1PHaKGD6KWIVy+coDVd5IYjtFP0oXEaP1az0fiDQajng2jRmb3wXMDgaMmadjtFvSI3ShSEQ+BkmMdXKA4xcmBbDIj2typlJNXlp6+86eT1uHFXODRXXTFyDxY8u4ov/4osomsVA2v5iBNexGdKAEgo37rwRLy2/1Fb3tJbwlIdTK6eQ0TKB1UJOz0EKifn6PJSnMJgZDDzkGCRoQsNlQ5cFr+z5xmyYLnX85S1/ifH8OEzNTFTQ5Lo7Qxptlgye8jBXmcPBIweDurY0NYEClJoatUMAEByfx47rMA1pBMqbSilo0IK+RV+haN8jC0dwz3fuwXJjGYYwYLs2TpZPotwsJzJLb9jyBkwUJ/Cq0VfhtZtfC0eRWqblWNCFDtu1Aw9HXerYPbobMrJAUEoFokCt57T/LfthaiZ2Du3E6za/DleMXoGtg1tx78/c2zYu+9+ynwzhvXZD+OjYu8rFyeWTsN24SXqSdUNrPWVS/WHrmNx1w11Y/Ogi7LtsLH50EQqq5z5JkaY/3fbpFq9osBetj5MyZGXq/t+SSiVk9fbvp0Xr5s3t9VC82Oe/UcvL9Hcil4v/MLB77WuB17+eRC0YvABx6Xx+r5OAhWEQ2Dx+nBbmmzYBr3sdcO21VE9XKoVgNhpppOqnp2m7cpkW9QysAGJ5nnsubpcQVZnspqwpRFhHd+5cvLaMg5ky03+YzMfmFMD3v5/AwuWXUw3Zzp0E1B58kOoSH3mEAMsjj9B1iPazVAJe9SoCI089BXzta6EgzeAgAdG5ue5rImanmMXsV1iGGcD1CJ53PIZsdcGfpdm/XicQ22yG7CorXdo2fQdarzVA+3G6Jp/T9u2UQrtlC72+5jUEuL/61fg46zp9jz7xCUoPHh0NH3yYJr136aXAX/4lXYvZ2ZCJrlTomu/ZQ8dfq6n6Kyf8BehqUhfXelzP88GLoPQ+rml67V7g/R8DfukeemWg94O/CEVLPJeYFcem/ZmNY385gGrd8gOhyuKVP+UXxVphPRUf07Eo5XJ4gl6jNxDN8H98MRszB7zvd6hv7/0d4Of/T+DdH2737AP8p0o24vWEHqUXeq5vleCngrhOyOgBBFRbGSQWpukVrdvwHxUh09kR9BPKa/cz5DAy1JekMed6t0wOGBwBMuv0lCVbJLax7clUQhqnXQ/nUHTMouN+1fWd502v6Ob1+I/RMQ48fgDD2WEY0ugqarLeYXs2mm4Tjufgk49+ksym1+m7IkCpqaY0sWKvwHZtWK4VqlcqQEiBt136trZ9PeXhxaUX4SiH7CEU1ew1nAaUUtgztgf7du2D5VntWfB+SEia8h1qIVeaK7jzr+8MDMHTgFwFhZpdg+u5MKRBBu/SgJACmtCQN/LI6aFyneVZgciJgoKL9nuZJjSYmokzK2cwszIDxyPmzVEOpJSQkJirzCUyS1G2a6Yyg1PLpwBQCq3lWsH+bEwOADk9F5tnhmZgojiBPZv2xNrux55g36592DG0A6Y0Y6qs0XEL/q0UZiozsXNJc6wk4/Y0bFt0n3KzjL8/9/eYqcxg7wN7OwqutPbH1E0UjSI+9Jcf6rhfdB/Iztmar3iwF02P43oiti/I5UImjNmuQqF9gc81WPw3a2oqTC3kYODCFggAAQshQlYomuKm62HqGjNZrP44ORkyWqZJC+o9e9rN1RmQRIMN17sFG7Vz/1gshcfDsuLHymTiVgfdxjsJ3LWGlJSCyQCAX6UEvvGNkGllBq9TWmo3w3kgbjrPbfWyZWCm0TTDaxLtd7dzz2Roe2Yu12rDEFUgNQz6mZpKX8cmBLFjExPUN74+PJdnZsJUXo5ovSNvxw9NZlo0Qnisk8b5vvsInN93HwE4bnv79jBduJWBjn4H+2GqX9ERVXmsdKuH6XehJdu/jEltMgvneaFS5GXXdk5tY4YkN0AiHLwAEwLIF4lNkxqClMR8CRjcFFdZfO1ees0NtqsvtrI3iQs8Ffr5JUUSA1SvhP2MjaUPTKMsl2GGgDVfItDYyiDlBpKPnSoiqZ/5Ug9GrY8IUk1abjzZIgHgoXEa6+oyjYfj17v95BHgu39GaabVZcBpdGcf00aDxzz4X3LwHwkBxFJZgfZx100SfFk6S+nHnVQ7W2MtrOD/wsGshQcPWT3be4cLEB48WK4FV7nrxu5JKVHKlGLiK0qp4DiWa+Erz32l7XgxFg4eLM+CIQ0Y0oAHDzfvuRkA1ZVFGcHW82kVfYlGw2ng0LlDuHHnjbA8C0PmUOrzchQxsJvym/Dw+x7GtsFtuGbiGuwe3Y3h7HBPsR1DGAGTpgmNUjqdeoxdtD0btkvsa92pJzJLPG/OrJzBTCW+cHCUg6btq2kqYDAziKpVDbz9pJS4dPhSbB3YClMzE1krNiE/9uvH8Mitj3RNfVxuLuPq8atx7eS1uHzk8o4PDWzPRsNttB2v17HWyrYtNZZwfOk4bM/G1uLWngqb3J/7334/KlYFlmv1VObkfTCHZzr16RUN9oD2OqYoWzcwQAvb738f+M53KNWSUxajwQxLpUIsQ9RSIJqGODBAFghsaB0FFq1S+mxGvrgYplFu20bMFDMn27dTu08/Td5mx46FzNTcHO3faJDwy+nT9Hr0KDF311xDwGDv3nZmhCX4G43Qs87zaBGez9OiPGrKzXVyDFD7GfOkz5idMgw690aDmCTbJraOjeKZwQPoPKam6Lz43M6fJ9A4Nwe88AKxecePhwIjQNjW/ffT763gsDU4k6jRoB/+PYmxk5IY3GuvJdAzOQm8+tXUt6R1dr+WHVFj8+FhOv7SUrzeU9M6tzk+Tozo8jL1zfP+/+39eZwd9Xkmij9v1Vn7nO7TraUXtHWDGyyBAduy8W4ie8Zub8zF48QhySjgm/zGDonD3CjBSSAxXMdM5J+ZzE/OzC93jC93EuLYhsRrj2OHyDYBY2OCAAkjgdQICXW3lt67z1b1vX+89VbVqVNn7dOrvg8fcbrr1PLdzul663nf5/GY7VyOxyIW4/F77jngqad4jctnRIzQRdVUHhBIuq6/pi44Z37hl5kZXlM9PZ5gTBgDffgwfwafeaalpuqrF5Eo33wDqJkmZxhwb5hrPeF+138A9t4N7Pk1wOd1VIJogs/p97ITW4IXn6xsI+BnSOIJj4WLJfnm2zQ4JbC9i0VY3nwD8J6Pscriez5W6kkXtj3I3sSc9pOTCiiWDtFEZUYnjAGyLQ56/GkVgli8lOV6+y9yrV+qg98LMkinngfmaxRdVwMZHHyJJUGiBpNGvrmvtZ9V5LaTwf/SG5xg1QJe92+5D9EYz01bBzB9nuvk8k6AZ1ueyMtimRRJQQ7zPBJmE0AJBaIUr6UgcyeMsrI4Vbe9k+ss68ViWMGLGMJAxM04bGW7fm7LATHlFkQogrZoW0kAZpBRYpIe1r4gI5mIJNDf2Y+p3JTHgJHH+kSMCLNPMBCPxMvSCIPnK9gFxCNx9KZ7cXDkIACuK+tJ95QdV8/42bARM2I4OHIQB4YO4Oq+q5GJZWoe516HCF+64UsYGhwqYZBm8jNV2VkxQDcNEwRygzoDhttuUQ4VO450LB3Kqsl1x+fGQ69lgQP3q7qvwn033Ie+9j7YsLFz007s2rwLtrJbZijuH4NMPOMyiWFIRpINX68ZI3T/MaenTyNmxLAjswOdyU6kYim3drAa/OwpEdV9XCWs+WDPz44Et4+P842kqDxKeps/Xc6PYhG45Rb++b77mG2TQGDnTq45Ejajr89jBMv+zjlsX7Amyc9UTU1x20TAROwWxsb4hvrcOb6ZHxjgc42O8vubNnHgd+QIX1uEOPwBnzAxqRTf/EejXk3b/Dz3y8/UDA7ydWIxvob0yc8UmaaXGlot2ItEPNZL6iKDSo3+toqYzJkzfI0jRzgwkXTEhQWeR1FN3bSJU1GrnaNa2wCvTRIICysWhFLcX2G4ZP4yGW6HfxzkuvV4z/nnW9JKt27l+Tp/nvssY+6vJwye4xOf8Mzto1FOpywESmbOn+c5zufLVValjxLox2K87k6frs64AqVj7v9sichLkIEeHuagVFJHZf/x8dpM9ZqFrYBijoO+WjfzyvbqzyoxdmQAXb2lAdU7f8mRwfd9EcbbOF2vLeNdlohZjmSqei1TkCGZnQYujAK5OSDr+MTU8kqrhq1XlLJ+HZuBa94FZLo9Vq6zG3jrjZXPHTxHsoOPiSc85tF/0zXvtP1fHvQ8/677IAevk2eB6QvMUsn7P/sukEii6pz5DHTLoVhpFeBxm68hfKGctJFKKZqAl1KrbA7IJTCeneAvEpmLYO2a1McRcXf81gzNphRH4iykUpJaE0xnDZzfLvKYXf0L/LAguIYaqbkL8+Lzr4l5h9ksOMxmLX/EixjCQGRiGSiosmBBfk9EEi2tqQO8mqoIsWCLpSwMbhjE4IZBXNp1Kb5z03dg3WnhHz76D94xqryNcg4CIW7GUbALOD5xHPPFeUCxp5+tbFYedZQpbWW7/QkyQRTy/Vu0ixibHcNjLz+G4WPDbl2Zv2avEtMXhkw8g5HJEQwNDuH6/utBhhf4mmSG1gJKUGorGzd8+Qak/iyFn5z+CY5eOIp/PfOvmMnPVBW4ET/DbCHrCrvYsBExIu7zQAnyLGVhW2abaxERhKybavWGve29uOfd95QwVRvbNmJ0ZhQT2QkcOXsE+x/dX9PTTkzPB/5iIDSVMci8+dnN4AOFdLS5FPZGmEZps1g1AEBfex8yCS+gb4u24cjZI1X7VU+tYCOgxZo3riQMY7cyjCdgWd6NfJgiYF8f30iPjITf8MpnWwKV665j9kKYi8OH+eZU/tk2M3/vfz+zhufOlXrfCQYGgF//dRZEOXGCjxkfZ7GRU6c8Zi0e95RFhcnp7fXsIo4e9ewNAE89UtIjFxY4sPTbMgwPs//dkSN8PjFMz+fLb+KD+2YyrHZJxAGE1ITJ9f2iOH5cdpl3je3bud9BmCbXJB46xL/7rTFknINefUQcaEobMhkOUMU+4rHHOGC65BIe02A6YhiIeEzGxjxGOAgJgHp7WdjmwQe9MfKvIwmkx8Z4LUjQVg1it0DE9W2ZDM+zMG+VIHYIUiv65jcz03n//fxAYGHB21dSduV6kUi5GmkQ8Tibq8v8+OG3cPBbdEjwJmt369bydbZnD/DTn3opn4CXGvvQQ+VBJRH9TCm1u+ogrnLs3r1bPfGfbmBBkZpwPtD9r2GFR1FPlC+nRFt9aW1+rzIz6njZgYM4YdGU4pvtMM8z//HZBQ5WALjKoUp5Qi6rCcF+Z+d5/KIxp1YMTi67k1cvfnx20QvM5P2FGWbPZidRkZE1osxChd3cCaslwVlbO9tgVLoRTG/gNZKrkZYQBgmQZU4e/JwXiAHO/DusqfzRsGx43oZNIN3F6/DcaeDQP9Xfzlgb8LYPh6/fYLuB8HUanGfx1ZPPRa33W4B18930xBMAvBvTI+NHMFOYQbaQdQMxCQpMmKF1X/VCAquw4EBq0JLRJLoSXejv7C/zJEv/WRrzhfmqwQyBYBominaxqkrljswOTOYm2RvNeWjjr6+qdKykc/a29+LA0AEAwE0P3YTJ7GR9g+BDxIhg1+Zd+PDOD+PuH97N9hdkYsFaqH1wAAaMhkzppX8xI4aoGcVCYSH0+F95za/gr2/864rnuesHd+FPDv5J6HsRI4JvfPQb7hyKfUG+wHYLYqnQk+5BzIxVZMr8tgdtUbaCyNv5sv1lDY9MjmAiO4H5/DyU4lpFiXGiRhRv3f7WEquJpUCwzT8/93Pk7Tz6O/tZ3RTA2NwYzs2fQ3+mv2K/9ty/p0xlcy4/h772vop9qPbdtKatF0TF8f3v5xtxUXwsFsvZjWqQminxThsZ8ZiLfJ5T64KMycwM8Hd/B7ztbex5JiyRoKuLj7n7bk/mfn7eq9PLZksDPcBje/L5clEN0/TSRoXxyWaZ7YpGOcgRWwbAk+HfsYODn5deYkbv858vD/SC+549y4IcojIqwaKwXNJWwOtzJMI/9/V5wUcYIhEOmIaHuR1ilj41VW5k7g8os1nPFmJ8nMdf2i1Bx8mTHHj19XnBSCWIcIj8HAZJf/XbF8gYSeC5bZuXutjdzXO+axfw5JPcRv+aCPrpGQY/EJDjqwV6Ul8nYyDs8Zkz3La9e4HPftYLBGU9S0ApdYpBljWIXI6DbpkfgX+dmKa3DkSIR+4js1nPx9F//JNPlgZ6Mu6G0bSp+tpAUCGxIri+AZNjfGN6+BEORGwLIJMZML8nmcDv8ya+ZXL87AQHO5G4F+gB1WuZ/F5mU84XZwlTZrOPXqVgL6w9lW6yw/aVa9dzfPAcLpuVZUY1mWIlToGyWanTjACHf8RpnNk534dUsWQ/iJmhSLTy/CmLxzafQ1lAKEyBBHf5nGeGHgz4zAgzktlZ1LSiCHtfKb7+0/8MbNrCY7Yw7dUJStBpRrxAFo7fYzMKnGSUsnH1GsVLauXPvuvNZ9Cj0C6W1kqGrdNaXny13tcow9DgUNkN5umZ0yhYBSgo5Kzc4gI9mEhGkxXVAgt2AZl4JpRFuusHd+HeH99bNdDzB2dKKSTMBAzDcAM4AoGIhUwKdgGnZ05jS/sWzORmYBWtsgC00nUKdgGb2jYhb+Xxka9+BJZtNWS4LjDAnntQLNevbIUiFVn0pRkQQCo8QC3flRChCIqKvegu23AZnhl7xm2XnMMgA98+9m33uDBT8YMjB7ExvhHnc+U32KlIqiTd8KaHbsJcfo4ZVifd1bItnJ4+jWQkidu/fzsA4PZ/uh1Hzx0FCLh8w+UAoS6Tcf8aHj42jFu+fgvOLZxDFFHAYMayK9lVtc6uVQhaNVzSfglemnoJr0y/go5NHZgvzOPc/DlsSmyq2q99b9mHW4dvBfIoCQib7cOaDvZe/3rAeTiFV17xghoRavHf2J454z00FPEVv2WD31vuzBngIx8J974DvJtnImav2tqYnRETcdtmpk/Muc+f56Ds9Gm+GT571lPHLBS8m3cR/ojF+GZamL14vJzZEzNwSZeMRDh4ufFGvlY6zQGntPeVV5g5EjEMv/H63Bwf09PD6ap+s+tEwksv9bOm/tq+YpHH4Phx/n3PHu6D+Kq59flOQCCiHJKCeOaMJybjD0L8v1uWF8AUi14bUylui1gmjI1xPWQm4/Xh8ceZ8QoGOGEMl7RRrnXddfwgQdJoJYACeE5E+TSd5oDVtnm+u7pKg/OuLs9XEeD2j47yPsLc+tvnD6aJmMlMpXjfYtF7+PDSS7zPZz/rif74VWplzcsDAhnT4MMJPyyL1/9ll/E6lvpJEVc5etQ7b7HI15V6wUr1hXNzpf2SvgU9HdcdGrJVUB4T956P1d7dz2LEEp632HUf9I6XfYr5UqajWi2TeJn9P3fA9U5zQZwe10h75Jy19n3kQYfuTdQ+PuwcVgEoOizO49/kbVnnCZt/HpQCrDwzXMUCSoIe9+lIwVMYLYMT4BTyXq2lpFXKOdxzOnVybRkONMks/aC3OU966kmprLaWlM19FsYSznzHkhzgxeKOJUacg85ku5NeKm2hCj8H0P8aby5mJ5gBnZ92vkxq3GxaRfaYlLRK/9z5fQAT6crrtJYXXz1efRoVIQbN4m/WTDAThAWL1SyrrA+/kqRAzLuVUhWPNchwmRtJBY1ToAaPiAVTlJfumYgkEDfjnOrZAM7On4Vt25z+iEgoIyZMpYydv+0Err3qbuvGTH4GU9kpV8ikWVQbn7J9oVBURU7dBJAv5r1AGQpEbIlhwMBsjp/OVjIVn83NorOtExdyF8quv6ltE87MnMHNX78ZBMJsfhZRimLBXpCGuEG6pSw8O/4sfuWhX8FMfsa1iXju3HOwbAsDXQMl566Vyjg0OIT7brivJHDcuXGnm1K61AianGcSGWxX23F69jQmshPo7+zHhYUL6E53lxwX7NfQ4BAO4IDLWIYx3o1gTQd7fuzbxwbkksbmt1eQQED+xhYK5XVV/r+/iYQXqIVB9vUHIidPemmYwizKjfXCAgcFElyKGIb/msL2pFIsAiPMWFsbBy6jo/waj/O1/EbXlsXXFHZtdpbPLwHZyZOlQa/fbHt21ku9FGaso4PZTUnRe/llLw1Qbs7z+VLF0rjv+1XYup4eFpSRuRCmbMsWT5RDTO+zWa8dMn/B8ZFzyFgJ+9nT4/UxlysXF/nQh6qnRobNrfTx+uuZnZX14k+TBHjs5+aYxTNNZvcOH/YCcNPk94WF9QuYADyvUvtZqy1yfQm6o1GvPZEIB5wi7iJpzcImdnbyeyJEU0tJdG6Oaye3b+c188ILzGoCPMZic6KUJ0AE8NzKGvOncfptSYIqussNIkoA+CGAOPg78GtKqT9x3vttALeC6Y9vK6V+39n+KQAfA2AB+B2l1Hfru1idzIcf9bIQP/suKyzK+c0I1/35j/czdbXYMmFaJsa8FMWgzQIUBw2V2i2sinjzWUVWgnz7L5ZeM4yBKU7x+VMd3rZqrEw1FkcYLsMMBGzkvc471wtDJMZsaphQi0GcBSl1dIDD5hleoOevAzJMzyZiYcY5xtlv5rxnNbFYWw7bBsZOlDK7HRuBwd28XSw0Yglm0kr6Lk/kDG6Psj0hFwEZwMnDXCd35du8MW7LAHMT9d2wGoZXh+efu6TzZLOYY2a20joNMpdAKQNY630NF2FsjRg0x804ZvOzdQcR1WDAQHdbN16ZfaV0u2M8bpKJzkRnGVtz74/vhQEDRRRddi6sJi7YxoWi90eaQIgZMdd2oajYdmVkcgRiKh41om7dnm3byFrZitfzexEWEVIzBGYApeYuGUnCslkUpaiKzC5aBZycPukKbzRSShWWYlprjqQtUTOKos2BHoEQNaNIxVJuwJyMegF30Soi7Vi07H90P/KFPM7mz2KhuABb2e64jM+zQIvfRJ5AGJ8fx+UbL8eJyRMuQyyG6kGvPwmKp7JTXAfpPukGLLJwavoUxufGkbNyMMl06y+v+e/XAAqYzk+761fWj5/paxXCPi9h1wgzOY+aUbx565vd9MuwFM0wO4dW9mPNC7QIxAxd1oncVPohoiPyfhjENqAR+C0J5KbXfy3AYwKFdQm7vpiD+0VgREBFDMdtm9k3v9G1KDpKMCU336dPM9MlYxKPe3L3YradTHpBHZFn0i2CJGfOlHoJ+sdPUgPFOkLgFzKRGjPp78aNvC1on5BKlaZdyv5+EZxikY/t6eGA9KWXWGHyhRc4GMrlPDNxCTSGhkrbVg/kAQERj5OMjTDGwXmXgEXSKqUffmbYsng+pqaYGXv6af5ZRGyCQaSwcKbJ4yjrQbbH46UefcUin6+zk4NKaVc8zmNlWTzX7e28j1iCBCHnkzkfH/fWzMsvc9sLhVJmWZjpZJLPHbRUGB4u/Vz6+9bR0djctAg5AHuUUtcAuBbAe4noTUT0CwBuAHC1UupKAJ8DACLaBeCjAK4E8F4Af0lUp1pBpIroRihUfSzEqec55dN/M2IVuTZM2EFBJWXM4Pke/yYwfZbrx6TODYBrBK6cJy073xreJlHyzOeAuUnenwxmwB7/ZqlQRpgvmig7+lGNlanmrSbqjP70VcBXoB2rHFxJu698WzlLBJQeZ0S8wC7Wxudv7+IgS9RBY3HnS9bg60ajKImMrGJ5YNUwiAPJybHy+b52j/e7YXIwVS2wdFVNnb61b3QCfnl66TCuPQPOE07Dq1OsqkaoWEBldiJ87hJtzERWW6e1VDe1KmddmMpN4dbhW3Fm5kwJWyN2AGItUC8iVJ03CAZ6ANwgh4hC2ZqZ3AzbA1QJhioFf/6AImtlS7YBQNbKImflyhRI5edGxFZC2wUOYnNWjiX/i1nYto2F4gKyVhaWbSEdSzfM6DUTfBP5AlfnGZMN21UT7U52M+NnFTml1GK/vdvedBsA4PD4YYwvjCNbzLpiN2X99W2LGBHkrBymslM8xrARM2OugX1YnyQYDJuLnJVDrpgDFAfyOSuHpJnEkbNH8Ny552DCrGlnsFgIuxn8vIRdrx6rhmbsHBaLdcPsAV7KWZgQS9CsWl6DDFKjTEM6XSqYIueSICfsfMEUurhzL7Btm8fMSKDix513ej/7a6iOH/d8BsWbL5fzVB3FDF7SCNvaPLNtYcWkXdlsOSsmqYu27aUDGgZw1VUc1Pn3Bzy2LliDFo2ygIltc+2gYGiI2Uxh0PxBX1sbt8lf95jPs7H9wYPlY5tKldeG3XMP8IEP1D+3EpBv3+6xqGF1blIDV28qojC8Mp61HujJmrrtNm899PR4DyOC/SkUeKw2bGDlWFkfbW3euEkQPDzMTPjZs6Xn8a9fw/CC1Y4Or8ZRhF4siwPQs2d53y1bvPOIpYKs00ymtHbW37flhuK7B1klUeefAvBxAPcopXLOfqIrfQOALzvbTxDRCwDeCOCxmhfbuAUYG6mD3fM9CaqHhTj8CELT7ZTNrM2Dn6uv5s1/PtPkGjZ/m+T8ymY7hJ1vrVyvJ6yKKyxDAGxmikyTA4QffcVLAy3kgHSn73IG7z91joMRw+Sb/46N5dd66mFmNWcn+FriNedncaJxYCrAzMkNT7VgR5QrDz/CFgZmlGvq3A+sMy7uOZy5KzhfuLOTHiMaiXJwtTDnBESG1zf3S0AhdC7rBnlsnLTJXw8XjXuBT855qlTpy1DSaLOzXjtlPpXDWAqDWsIiTvLxqU5mTMOCVzPCgaHYkYQxcNE4M4eVWOhaTHUjTPZFjLHZMWQKGZetUYrT6T79g0+7wUCjCBMKqSbsoqAQNaKIGBEcPnsYBauA5GeSuHzD5bjn3fegPd6OmaynMClBn9gDFOyC+17CTMBSFop2sSxtMhhgiDqjn1mqpipZd/8D7JalLDfQipmxkpRYG7ZrRF5JEKYZ+O0fbGXDNEykoikU7SKyxSwsWLBsi9NmnUt2JjuRiCYwmZvEbG4W6Xgat73pNtz5zjsxfGwYF7IXShjNeq4fM2MYmxvzFEYNE2TV7qc/+JaxNGHCUqW1lRO5CZexHJkagWmYiFAEt3//9kUxYZXYu2AdXqXaQaC+9MtWp2jWgyUL9ohoG4D/B0AvOOnlr5RSf+G819pUKQfCRIkACuAxfGLqLRL0fD3vNUyhs9bNuDA+27dzTZzUo0mgKVYBovgotWAF30NzYa6EFbruuvr6KozY/v18Uy2BXtR5WCoedxKgXXKJl0I4P++ZbWcy3P6xMU/V059+t2sXM2fFouells1yQDUxwQxdUIxD2nbTTfy71CdKamNPT3kge/AgB3RTU159nVK8/x138PsjI971brqpPDCUvvlrAqU9V13FXn1iu1ANRHydTMazfZAAzb92TLOckasFST8NBqSV2nHHHaVB/pVXAseO8Tj560mFZbNt3u43MAe8VxmX/fu5jrC9nUV45PNiGN7DB2EGAX6QEo/zOcUGQyleA+k0/5P1BXjssLSjv59fRTgnrG/LCYeZ+xmAVwH4glLqcSK6HMDbiegzALIAfk8p9VMAWwD82Hf4KWdb2Hl/E8BvAsD27dv5RnNizJPAB3jgojG2ZrAKge1V/OX8qMb+KVVfzVvwfLGEw+Cp0uBUApNgKmYQV76Nr2cVvcAN4EAsl+UAQtgf2/LUJ1MZZxwMX5DgpDUuzHAaoh9PPcyCJP58ekmPjMaZcZJ6sM7NHBSGKl1WCLDI4No6GZO2GAeS+Zxne1AC58tKwVFNjTKzKcxi3rl2W7uXdlviQwdn3FFKgdfLLBB5+5JZWssIAiadZxapTPVzkk9BKhbnAFVq/lxVWEe6XBhUqe+UaxrE9YBzU6XpGQCnGPtZtse/Cbe20CrwGlGKhVqqrV+5ZiXUel8DC4UF5BZyUEqV3MiHsTb1qD0WFZ8jakRd6XsDRk1hFwXl1vNFEIFSCs+dew43f/1mXNtzLQ6+dLDsmLZIG7rT3TgwdACf+M4nsCGxAUSEZ8afQcSIuAFfMpJE0S6WGY0HA45KgZ4ImdQLkfmX1FCDDE57hI2CXeCAx6ayczYa6PmDQ5NMRI0oREhHQaG/sx9RI4q8ncfea/bi/kP3I2/lMTY75vY3X8zj5PRJdBe6EYvG8Jfv/8uyQEPYrGrMqr8tMSOGvJ2HrWx0t3Xj5PRJHg+DxVjqSTctqiJMy+SvfyddNGJEYJIJK3Cz565JBcQoBktZOHLuCIaPDTcVNFWqTTyAA2V1eED12sF60i+XItW0GpbMeoGI+gD0KaWeJKJ28I3VvwPQA+CPALxfKZUjom6l1LiTKvW34CfmlwD4PoDLlar8yGVwcLfatu0JnDjBgd7113Md2ssve2yW1DfJzXp3NzMUkroorEwk4u0biYRbNAg2bOCbdQkIL73UY02AckZFfM6krst/ky4BmtTefeMbjasTDg97DJykOxaLXgCwYQPf2PsZHr/CZBjz4z93NYYo2A6R5h8YYNXNdJpv8P0CKdGoJ7cvx/zwhxwU9vZ6QYMEEyL8Ite4/XZOgxT4WVWl2AQ97Libb+Y5EDP1IPwBfnu7x4QKu7djB6eO+gPRRgVGYjE2Zv/Zzyrv86pXMZMmfbjrLuDP/9wTOQmDv+2SQuwfz6kpXvfZLPD2t3Nd4dat3j3c1FR5P+VBRi7HKaimyecU83SZny98ofIa+cQneP0FFdWD81Pen+WRNyeiTgB/D+C3AXwZwMMAPgngDQD+DsClAA4AeEwp9dfOMV8E8B2l1IPVzr174BL1xF2/4avRAg9EZw8bYANcdzdznt/ObOLt9dyofveLwOgJ77ylvQI2OupExTwzKbUEX777Rb65npsur3EznDS9zdtKhV/C2BM3EHOebsVSQLoDOP+Kdz4/k0XEAQo5Y2NEPRVSw+SgI9YGJFJeLWHeeTJBvsAIin/f86vcroVpFmDJztZQRPUtTGlPMs31egCbkucXvDRW93oVkN7gsIC2F7BJsCzBnbTHTWN0zmdGHCYw56iwUv3pnZEYj5W0W1izqXNeW0SZs4zVJL5uLMk1c7Ekz2nPALN3405BdLKdXxdmuA9kcACXSHvbRT02WWVbIVd6fllD2TmeXz/bV+/6XUasB+uFyNaIMv8/XEfWiMBHLZhk1sWSmWQy66WIDbhhIuqkvFs2G3LHIjFEKIKJ7ETZOQ0y0B5rBxEhHUujJ9WDo+ePunWGBhlIRBLIFrJuUBBk0MSTLzTAJQOpaAoLxYW6WK2IEUHMiHG6ZkhgbJKJtmgbZvKlmQaNsHpRI+q2RfwCDRhIRDnVvGAVYCkLMSOGN297M/a9ZR/2P7q/RF3VMAwUrIJb95aOpUtUUIePDeMT3/4ETk6f9JQz6wjaZT7jZhyXdV2GmfwMJrITSMfSSJgJjM2NVa0BFbN7YUBNw8TlGy7HixMvomAVEDEjJfYYQcTNOPJW3p37qzZf1bAgSzWrAwAN2yAEUW/NX70IO9/7Ln9fxe+mJavZU0qdUUo96fw8A+A58NPwmqlSSqkTACRVqiJOnmQ2bMOGUgl6v5l4fz//k0BI6t/a2/nvXzLJLIXfRNwweJswUv46pksu4UBm+3bvnH4DamG1pN6ur49T6v7mbzyTdmFPLrnEU7s0TX6/GRl6qUsT6wg5n/gGCuMo7TlwoLwusJKJdlh/KgV6YrIt83HhgmccLyyjBNG33spBTKPG3LfcwkGkHxJ8SQAfPE7gV6YUAROBmJjLGigUvPTW7m4OWm2bx/nKK4HNmzmwkXTHWoInArmupBWH1ZVmMl4f7rqL/1UL9GQM/D9LIHryJLPOJ0/y74kEj/f0NAfhgkymvJ87d/JDjXPnPMsF/xxJG6utEanf9KPS/KwElFKTAA6Ca/FOAXhIMX4CpqY2Odu3+Q7bCqC8CKX87By4yB84w2Fatl/psQ83/A7wq58Gfu3TwId+u35G4sq3ITzQc64rlgP1KhHWqnFLpr3zCIuzMF3KwDz1MCtBJtsddszg1MYF/w2OL9ADeLG2dwKZzU6xcZaP7+rh4NeIsIJjWC2hX5jGUZfD1iu4nZbF6YQ1RU+U96VMToqhEeHx6BnwCar4niZVg4iggLxj5GfbcpgxYXJtuHWKkiJrRFigprO7NMW1IojbnfK1218PJ20HcbsqtT8W5zF4+y+W1/r9wk08/7bl658zdtk5YGqc2cNInPeLxoDXv4fX8y/9IfDLd7C/XjFfytq9+CS3V64nirF+XIRKmkSUIKKfENEhIjpMRJ92tl9LRD8moqeI6AkieqPvmE8R0QtE9DwRvaeOa3ClVIMP++Nm3E3NAzw2S1BvOuSmtk34xke/gS2ZLcxO+ebdIANFu4jZ3Cy2Z7bj2t5rcUn6kpLjbWVjKjeFolXE6OwoxubG0N3W7QYTUSPqqmaKx18w0OhMdAIAkmYSbdE2tEXb3L7YysblGy/HNT3XIGaUmqcHYcBAf6Yffe19FRlQW9mhht7+NiUjyZKxLLsOGYiaUVzWdRkGOgf4vGCVUcvmlNGBzIAbgAwNDrnG3Dkr56ZHRowITMPE1d1XoyvRVRLo/fKDv4yRqRE3AFZQddludCW6sD2zHV/9yFdx6OOHcPyTx/HAjQ8gZsYQMSIY3DCILR1b3LkI69v2ju3Y1rEN2zLb8NAvPoRDHz+EdCzN9Xw1anCE1QR4rIUdbqSGr5qJ+WJr7Bqp+VvM+ZBARRWEJQv2/CCifgCvBfA4AEmVepyIfkBEb3B22wLgZd9hFVOlBIbBgd30NDMPL7/Mghq33cbB2JYtzJBEIsxwPPQQm6W/4Q38vqR4btnC7FxPDwcdxSIzUbkcC058+9vAd77DN6gdHd7NtP+cwTTGffs4oHzsMbZDuP12rh1bWAC+9S2vbYODfO32dj52YICtC4ZrrIHhYd5P9v/wh7k9sZgn2qIUB5SdnXxMfz+zbvv3l56/GaXKYDtuvNGzJyDiefGLxfjvkyT4FJGYVIrbLhgdLVfUBLjd09OeIE1Y24g47fT8eQ6S9uzhc3/oQxzcSEAoAXcsBrz61R67Ku2UVMNXXuF9HniAmah77mGRmWQSeO1rgT/+Yw6SRK20GiSF99Ch0mwtvxJndzf3fWKC+/Cnf1rZLzAYKAokZVkwNuZZfIhy66ZNHMSJNcbcXGk/Dx3if7t28brZuNETwSkU+LPmn5+hIf4cHD9e+nnYt4/3818nOK/LDSLa7DB6IKIkgHcD+DmAfwCwx9l+OYAYgHMAvgHgo0QUJ6IBAIMAftL4hZ0nSs/9y+I7sfWK6uIvEmDVq0S49Qquv+rY7DBmThBhRlht0TS98/hVMIn41TS5X6bJyorpLo/R8gdofjVMgZxHVCn9weHCrJN/7wSvQQEQ90tJeSqh6S4+zt0/+EGh8p8jUWapOjZ6PnJjJ7gvhgk3KJT6vIpQzimV7xjnZ1HlbHPqAOV8nd3AW2/k4Oq6D3LAmc/yqxkNab+DeNoZMydIlXanu3jeAa/t0i43sCVvLIl43isZj8vaKMocOONqROAGtIbBjKasBVHcFFRaM/79/O0WXJxKmqECUgD+HMCnlVLXArjT+b0pAalkJImedA8rMTbA6vlvqgEvWKkWpIShJ92DocEhDHQOgEDIFrNYKCwgW8yiIGuAgGfGn8HR80dxZvZM6DVmC7OuX9vxyeNcz2dEuB7QjLIwiBO4GGS4wWlbtA1fuuFLzP5Z3rX96ZGCiBFBIpJAzAxXIbZh4/TMaZyZOVOxv0SE0bnRqmMi9X2h74F9Ard3bEcmkUEmkeEg1GH4YmYM2zu2I2pGSxQdBzoHMF+YR9yMu+NgK5ttJ3zqj8PHhnHTQzdhKjflXi8II/jdC7hm8EVVLDM6HxocwoGhA4iZMRw5dwTn5s5he2Y7+jP9iFLUnY+4GcdA5wA6k50o2kWcnj6N9z/wfiQ/k8RMfgYd8Q5EzajbJn+6bHCMBAW7gLPzZ13/vnogY+WHjJH0pa+9DxPZCfS191U0gg+Dv+aPiO03YkasxIuwEVQ6H9LorXTMkgd7RJQG8CCA31VKTYPrBLsAvAnAPgBfIXKr+YMo+xYiot90nmo9Ydtn3fSzfJ5vcmdnPYYvjGnwm6WLlPxLL/GN7rveVep3phSn/f30p/UzXICXMvjcc17wcOQIs1JiVu0/V8z5+5fPe6zYrbdWDvjCWDTpsyhyRqMc0GYyfHN+5Ejp/jffzO3xbwu7Zti1ZD//e5KGKqyPKE0GIXVlfpEYwKsdlHrLsPE9ccJTgZSANggxPr9wgQVfnnmGfy4WHSunhVLzdlHMlG0xRyyvWPTYyODaCY77xz/OQZEwqaJGGey3ZXGAL5YYpukpZ6ZSHFQlk956uHCheiBe7T3L4vH0iwFJLd7Jk/yzeBFWW88y5ufOeUGkUjxme/fWZqIb+dwsI/oA/DMRPQ3gpwC+p5T6FoD7AFxKRM+CUzr3OizfYQBfAXAEwP8C8FvV0surgyr71AVx6nlOr3zwc/wqapay3W98GUQxD1wYZeGMnoH6ricqjnt+lVmljg0c/JhGaa2VX3Vz6hynV85OOebhUc92QVIxDZNZHwBu4BF2gyn1YFYRrqCIbXEg4zJUCAR8yktT3HIFj8vkGAcJbh1b8E+LXNsJOpTiObEtHiu/j1wizQxjVw+naFYN9ATkecTEUt7PZhSYPMu1cB0bgetvYkb3df+Wg54HP8evfrYrEnNSB0yU/rkm/vKIxLh9sxN87KnnSxUpE2nv+i6jCE9d03BSaP3HA+VrD+D0zq4ej7X1j6VV5OvJGpgcKz1+Yqw2a9eskmalz8kahfOdEyYgpQD3yX0GXnZBw1lRPekexMwY+tr72HoAVWPD6u11UufqhQHDrR+7vv96WMpylRptZaOouM6uM94JAMgVOcCsFJTKe1Eziq4YPxjoTnWjO9Xt1opFKIIoscVCT6oHX/vI1wDAVR0Nqm92JjpdBqc93o6OeEdVdU5RiZRxIN9/br+rjBGBmImscI1kNIne9l4OZJ12dSW70N3WjUs7L8XghkFEjEhF1cdMIsMCNhbXM2ZiGXdfYYn8pvcKqizgixkx9zVmxvD6vtfjtX2vxTU915QwhEHMFmbRn+nHrs27EDfjMAwDX//lr8O608KOzh24cvOVyCQymMpOYWRqxH2goJRCrpjDxMIEMrEMLu281LXJuLTrUlySusSt55M2+2Er263hqwe12LuhwSE8vPdhHP/kcZc5rRfVWMNmUOl8MBGvcMjSBntEFAUHen+jlHrI2byoVCml1F8ppXYrpXYXi5vx4ot8Myrqk0pxoHHvvXyjGhQQ8QtXdHZyqtqrXsXMxbe/7dUltbXxq2nyuYDK7IUfYlQ+Pu757Una4PR0qam5nGvjRn7/9Gng2Wf5NZ/39g3C3wcJFGIxFjF585vZDFuMxQFPtMa//8wMtyd4Dv81pS8vv8zpmM89x+0dHWWm0t8Ov7H2iy/y2APlFhSi5OkXiRFkMlxH9va3h4/vwECpt5+kXQJwBVNk29QUj/25c6WCOLKv3CcnEhyEtLV5dZvCTpomj2fY2vGP2YOByi1/SqnfHF0p7q+/vtCyuL9f/SqPmayHzk4vnbUW5GG9XEvEdDIZb7ukYcrvZ85wgFprPfvtN6JRHq94nMfr4MHabfPXcfo/i0FmuhaT3UoopZ5WSr1WKXW1UuoqpdRdzva8UupXnW2vU0o97DvmM0qpy5RSVyilFtFaHwNVDdVSJWV7mDmjH4YJxFOcLtfIDbAwOX6Gyc/6pLvYrNxvryA3KbNT5dtFdTOWKP3AAsxMCeIJFjiJxrzrdnZzsOkyVPAFPw4iUTb7PnvS8X3r8FhFu+i0rcKzxGIObr1fscD1hk897PXTzzTF4pxiGo0H8rYlaHJYRMPgdmc284ems5uPE2+7VCe3Kzif/nmW+erqcURfTBY/keDZMOEa3ocJmsj8QXltCcs1t50nWqDwNeY/byTG4yFzUXZjSjz3c1M85/7jizlm/vwIsna11l0YKn1O1njAR0QmET0FYBz8MOpxAL8LYD8RvQy2hfmUs3vDWVGZeAYHhg5gcMMgNiQ3oD3R3nxbwUbcUaO2zYyob4rv3cGRg+hr73NTGP2szUR2AgW7gLxd38MxAiGv8uht68Vsfhanp08jbsbRl+pDMpqEIoWYEUN3qttVWOxJ9eCS9CVuwGDAQE+qB1f3XO0yOF+64Uu474b7kI6ly1JYBQYZiEfiSJgJRI1oGUMnaqfVkLWyJb/7g8P5wjzSsTSyxSyOnD2CkakR9KR68PE3fLyMbQK4/mzgLwaw/9H9ePPWN2M2P+uK1eStPGaLs9h7zd4SpclEpNRmJhg8FewCCMRiMz7mM8wfTlCL0fKzaWNzY5yO6sy/aZiIGBFEzShmi7OwYWPnpp3YtXkXbGVjcNMg7njHHWiPt5fNhdQaBtmz4WPD7tjsuX9PSSC4WPauGqqxhq08HyzkKh2zlGqcBOCLAJ5TSn3e99Y/gFOlDoakSj1ARJ8HC7TUTJWqlMZ7/jz/Xbv00nKDZzH89kNk4mdmyhkZ06xPORHwmB+/5YAEGiJXL2bifhw5wiyOBIWFgpd6F4ZqfRCxDNkmYhnCYgokEA07R7AvRKXMl2Vxmzds4OAM4DRUsY0gCvfMExQKHGAFzePDbBz82LeP2chz57w++K9hWdxOMbgPqq76GVv519fHfd682bMWkH1yORb9EYSNe6HA6phyjWKx8rwpxQ8khDkEeA0fOxa+RnM5LzCsBkkrFqsEESKSlMnubl5fluUxc/WmUu7bV26/4R+3avCL+/hZYb84kH/7KmD8lha1fOr8qGQY/ty/cF1UJFY5vxdgbzSpvyvm6zdqFwQVDYU9mZ3ga8uNuwJc1c1YkgMawyjdHk86udtJz8rAKgDZBefJS96zN8gtcDAFAGdf9gRKhBWSMYwl+LhInAOiybHS8YolA3YJVT5EwnKBuM3P/QunVIq6qF8xUuraAOBfHmKVT/+NXbyN69OCY/3dLzq+OP4/MIH5DDOilzak4l4bLMuzPPALmsgaefIfuR0iaJNbcFIvTcDKOUE4vHpGclIwM5vK2+Q/LxFQtDylzmCwJ+OQm+dzzkzw2Cbb+aFDbo7n1t+PIGvXqJJmpc9Jo+t9lcHJHLhWBKSI6Cqwyu9tSqkHiegXwfdX70YDWVHwKQX71QCHjw3j33/l32O+GC6CIWmEoiQZVIQs2sW66vUkbTRu8Gf8xOQJdLd1oyfV4+7z1OhTbFvg/FdvmqlBBnJWDt3pbkSzUaiEcpU63UFRChPZCffaGxIbkIqlXBEOeT9MdOOBGx/AzV+/GWNzzEpKuyJGBDs6dmA2PwsQcGHhAqJGFJZtueMVoQgKqsKNge9cfgRZvgsLFzA6O4retl50p7sxX5jH/YfuLwlIgoqSx84dw49O/gid8U7XTB0EpCNp3H/ofrzhkje449CT6qkqohKhCGxiZdFcMYfJhUlEzWjV2rVaKpb73rKPa83yHoMrDw8AR4jGttCV6MLxTx4PvcYbLnkDbvn6LW6arAgOGWSgr73PvVY1tc2lNGMP9rMt2ob5wvyifPUqnQ+zqJgrvJTM3lsB/BqAPU5B8VNE9D60MFVKZOEF/htjEdoIMlbVBCPa28vvnyyLGSg/KrESwvxEfQ+4lPJMqMVeIchkyE29PHgVNixXIUav1oewtLldu7w2iam3tMfPHvmFM6QvyWSpIbywXrEYBwzSjpkZTwwG8Fg26Y8fSnHwcfCgl257+jQHW7OzzBpec035+A4NcaqteAqGQerugsFmWMCkFNsO2DYzscJ6yVwIWxo27jKOx4974yP2GrUyvfzjKSxk2BoNru9KiEQ8K4R43KuXlLnv7PRSOrNZXle2zam8e/Z4tY1hLJtf/MeyuJ3bt3viR0H4Pxs33cRrpFjkgFZY4T//83CGtBKTvXZBXNck4h+RKHD1L1T2qfOjkmF4wQk85mdQNYAJHrcYkYsge6IsTy1SatHaMkDaSSUQ5ke2J9LM9ARZm7d9mGvVkh2sAppb4KAA5IisOEInBMDK888RJ2Aq5jmITHVwuybHWX0T4KApv4DQe+CwGr6S9Cpfmm01pmnrFdz2zm6njcTsWVigB9Sez0pG9EDlNoSd07J5LETQppB3XnOOWBDgCsPwZHkqncE2lbXVmcNYWwirJ8PnY26F2Z2b5GtE442xdvWg0riuE1GXgIDUXgCSIfVVeKmaDWdFbd68ueQ9YT8qCZFEjIgbzAmLIhYDtmIhFGFTwiCBW8yMoTvZjV3duwCEMxTudaixQC9Yi1aLTWmUbRkaHMKXbviSK+RCICQjSa5BM6PY1b0LX7rhS9i5aSeI2GcvbjLbZ9RQcBM2qhJMMjGVnYIBA1P5qYp1X0EmbSrPx0xkJ2CSiYjJAd9Ufso9VsYhk8jgsq7LECXv85SKptDd1o22SBsUKSQiCfSl+5CIJHB69nRN9qvWGPvZNMMwYMBwBWQAuNYL1RiwocEh3HfDfUhFU+4YJswEBroGEDW8GsZW1801glazhpXOhyymKx2zZMyeUuoRhD9xAoBfrXDMZwB8pt5rCBPmt0nwB3sCP2Mlht+y3c8m/fSnXOclapZSs+U3fq7EVhw44BlmB5kdCfhMk4VZgkxGLMbtEObFX2MVhmp9AMoN2f0s3dhYaWA5MsKsXzRaeg5hl3p6WPBExlTYnS1b+HxiPZDNeql+27fzNqmlTCZLlThFPMZfa/jSS2wPIfWFIvvvH6uf/hT4u7+rbnkgNYu14J+nri4OjAGeC5mDbdtK2Su/WbwoWcp6E6ZUmLMg/A8i/O9Hoxx8ha3ReNxjS8Mggi/FIrN3Mod+hsxfoyrrS4LNCxe4pvFHP/JM68NYtnvuCbdWCDKDwc/G6dPcfiJPVMeyPJEXP/z9XzfYeAnXZPlx6nng6/+1ut3Cqec5WJmb4jTHRJpTHK0CpzhahfKUuCDmp4AFwwvKOjY1348w9sR0yoi6vCfyKOadVMc0yuTz012VWZutV3jWD5EYcMEvdGB7Ma2yme0SawV/ewyTt8UTni+c4QQbhukwhE4apGwrFlAeMDtptkFribDApFJ/wmwpxHDePy4yhxNjTjucAMlvRC81fGEIO+fCNPdNBG3cLx3AFWjxe/yJpYSyuR2Sv24Vyg3PZQ4PP8Lrdm7aS5GVMZWg0bYAv4rf7ASn1zaDSjYflcZgjYu6ENFmAAWl1KRPQOo/gwO4d4KDvz0AjjmHNJwVFcSJyRMo2kXEI3EQEYpW0TUtN8l069r8nntKeXVumVjGY4VC/v5FjIgrIDKZncT5+fMY+IsBdMQ6MJmdBOAxFIJqNXJBCAPor0UDUJVNaYZtGRocwtc+8jXcOnwr8lYekwuTGJkaQcSI4Jdf88suMzR8bBg3fuVG2LbtBn7VICmUuULOVb/0s5o9qR6cWzgHk0w3BVbGzF/3FWTSZF9LWbAtG2QTIsRptHLsF973BXccOuIduGzDZcjbeTcYGfiLAbTH2zE+N87ny4OVR5UdyoDe9YO7cO+P78VMbgaJCKe19qZ7K46xf8xu+fotOLdwjj31iNdAZ6LT3T9oN3B9//U4OHIQJyZP4LINl2FsdgxdiS73WhPZCcQiMQz8xQBGZ0exJV2a3dxo3Vwz9gnDx4Zx+/dvx9ELRwEFXL7p8pYYqDfKQi5pzd5Sw6+eCHg321J3J/AzVtUEI+68k20Z2tr4ZrStrdz4OaxuK59nFmN0lIMkIr5RDzI8RF4tn5/JuPJKvtGWFMlYjH/ftSu8342KXsj+ko4ajzPzMjDA1zp9uvwcwi5lMjyWEqwYhsfs7NrltUOYPBGFESl/YZP8wYa0QRgdvyrn+LiXkjg+Xjq+f/qnlTPX6rU+ALzgk8hLqZQ+imWH9LG93WOq9u/nwHR21ksTDUsRDUPYWojFPBby6ad5Lv0CPtX0NySwFsb2xAkOloIstH/uJQiORnn8TZOvaRjMLgpzOzrK6qp+li+d5vMfOcLt9ovWyPh85CO8lo4fZyZPgju/CI7UbJ45U9rO1WTHsGQ49TzwyINsJSDecJPjnA7oF8Z4/JueoIltOYHbDA/mzrdWNwEVWEXfjbfNTGCzdUxh7EnSEf4IimlI+xoV2fBfo1LflM1jEyb24W+PCLwAzBQq5QRRvjqzWNwJEAglnngi9NJsHVilGrKegdJxWZhxTMsTXp+V7aWtJpx014mxym0JEzSxbc8mAQ7zyhdwfne+iKwiexcqu9SewnaYxexC5TmUuUq2e+sYxEFWRasLBcxPs29hI2NaqyavWVGX1Y0+hAtI/QaA/y8RHQLwZ3BSMlshIDXQOYCIEXEDrIgZQYQiLnu3a/MutEXbYBj8u18ZMWbEMF+Yh6UsKKXK2L1UNIWdm3bCho1YJAYFhbyVx4bEBtcbLRaJuQxFpAEOwiADnYlOtMfb0RXvwuCmQTdIqcWmNMu2DA0OYe81e3Fu/hxyVg6JSAKbEptw/6H7MXxs2E0XNGC4AVu9Fhcy7hHHSsaAgUvSl6CvvQ9xM+6yhYIgExlk0kwyS2oelVLI23mYZNatNNkR78BLUy+x3x1FULAKeGnqJbTHy+s87/rBXbj7h3djPj+PmBFDwSpgJj+DbDFbc4yFodu1eZerTLpz00586YYvucGg327g2LljuPuHd+PYhWO8lop5lz2eyE4gZsa4jrPIa82AgZPTJzGV9dLZGqmba8Y+YfjYMG7++s147txznF6qFI6cPYJbvn5L07YLzWLJTNWXA0S7VSTyRIlxughbCFNRzQS8GQwMlJpEB82oX3yRt4v/mtzsAhw8CvO0bRu/Hj/emHF5K9sO8N/HMINrf5vEc06pUhYwjEHy92FykmvU5ue9ejKAg4D+fs+Y++mngauv5nY984zH/ImipIyvjGOtOjYRcfEzfLK/aQLXXsvXETGXYpGv89JLvM9rXuO1X6lyQ/oLF7gezjT5GrWM1aUOVFKC29uZYRW2UwJlCfj9HnWmyQI50me5ljCQhYI3n1dfXXntyNw/+2ypsM38vJeqK2Mt17r00spjcIDrwEvWiKx9edCRz4ezrJ2dHHy+6lWV1/t6MC7evXu3euKJJ7wN3/0i16FJqh4A92Z883ZWX/QzXP4armiMWS0xLj/0TzWuTp6QSSLNIifNmlP72yQo5rkGLJEqZ1yCTEzQPNvPzIRdwzVgD4EEeelM5fb4TcDjCR7H+Ske90iM9+vq4Xa98DNmUKE4RfTKd3Bbw/pbafz8/c0v8HmS7eXzt/Ot3jjkFxxfuhTvN3vBCUoJSDms1MIMB1ASWMUT5W2Ra0+OcaAlhvNlIC9HXSne14x4T72A0rViRLjuL2zOKq1R91IUbtwu6zGzqfaYCiqtPf9x1Zi/JcB6/G6Sm9ILCxdYGEQBFiyko2ls79yO6dw0OuIdODl5EtO5aTdt0zRM9Gf6cXLqZKiQStSI4o/f8cc4OHIQR84ewfmF87BtG6lYCj2pHmQSGczl59jWgICj546WCZVUQyqawlc/8tXQ4CGMhQFQkZnxM1Lt8Xbc9qbbcOc773TPc3j8MPJ2npUaC6zY2BZtK+mH34C7qIo4OXUSRatY0X9PEDfiLpPVFm3Djs4dGJ0ZxXR+GpvaNqG7rRvj8+NlNXt+Bk76LKzj2dmzyNnhtUAxI4atma1lx8rYdMQ6AAKmc9PM6BVziBgRN13WViyWcujjh0rO2/WfuzCfn0fEJ7xVtIpoi7Vh4g8Wl1o98F8GXLN3k0xXJCYeiaM91s4CL8pCxIjgjnfcgYMjB0uM0KdyUxiZHEHMiOHVm14dOn7VUM10vZKx+jX/7Ro8e/ZZ2MpmWxDnAYpBBq7bel3dhuz1otp305KlcS4HpMYqmXQe6hX5pvWOO7jWamSkXI1zsRB1wpQz32Ncq4tkkm9ik0lmMIpFvrGX2jh/mwE+x3XX8c/CvuzfvzRtrtR2oDKjEmzTzp28fWaGmbxg+8L6IHV9xSKPkwQqkYinFOpX5UylOFAQX754vHR85+crp2iKgIhhcOrp1FSpmbuk/EodYTzO7REWNpPh42ZnOfj1t1/GS15nZ721J/MpfRO2rb2d23z2LAe56TSnA7/hDTxGhYInJNTWxtfOZDiI3L/fC/bOnOEgbGysXLBFaiQtywuwpI1yjuDcS78lUJV0ZRlrSUMV5lWM5UWIx39+wGNkjx710l8LBc9eQiD1iYbB19+1i1VHl3K9rzrMTqBcGZI8s2rZR9ieWJz/KcU38RJIvfgk36j7b7BLQHzTG/dNglLN1zGFCZVYFnDd+yqnZcp2YWZMs1wx0n+s/xrVICbk2QUggfD2uNd0FrPhBH7+VEyXQY0AG3q9c2zawuMbCyzgSnVgwf7NTXF6qK04oJO0yUKezyttePBzpfOc3uA7v3ICUMBlHued3+OJ0rZIfx7/JtfkVQz2lBfkkcHXMw1g+gKnV8Z9qTCy3j702+Gn8s9VNAYYHY6hqvP7fEjZiAjg+IPAemrr/J+HSsc1KuqiUQapR3PTzQBsTW9Ftph1mZHx+XHM5GfcQA9ACWNlgBUps0VegzEzhoSZwP2H7kfeyuPCwgUUnbrRhcICTk6fxHZsh1IKxy4cAxE1ZAERM2LIWbkykQ0gXIzj5q/fDAKhM9FZJtDx01d+irt/eLer4Difn8fdP7wbR88fxWOnHkO+kMdkbhKWZZWYjGeLWbcfHfEOjEyOQMEThklFUpiwwte4AQOpaAo5OwfbtmEaJrakt7hjvrVjK8Znx3Fu/hwKVgG7Nu/Cb7zuN3Bw5CBGJkfQ39lflg44NDiEva/sxf/5w/8TBbtcEMavdlpJ2MWEyUwUFHZkdiBv8XeyePrFzTi627oxky+vMZnJzbgWDQKTTMzm6lQ5rIC7fnAXRqZG3N8tZcFSlstQzuRn3DVZtIu4+4d3Ix1L49LOS91jMvEMdmR24PT0aUxkJ0LHrxpqic0EMXxsGEfOHfEM6pVCQRVYvEdZTdsuNIs1HewBHjtC5MnC33lnaeplKxGsl5PUtGLRY4skCBgcZNZKHqhWU0MM1tktR9trqV8KlOIb81o35ME++JnETMZjQaW+bX7e8xl83snKkbRKYbpGRkoDtrA0zt5eDrTzeU/pMZPhufELptg239s99xy/J8Hhli2lpuIABzOHD3PA1tvrBadtbaW1bzK3sRizX6LoKZYDMg4yxmJDsGsXn3/r1sr1pddfD3z2s15QCnD7xYS+rY3XHMDB5dGjHBDGYl4NokDmPpMptQXp6mL2Lhbj4BPga4nqqIzTM8/wZ6unh70CR0Z4u+yXy3m1lOJn6K+fjce9McvnuQ5w3Qd3E2PMTAjTIGbfJQGfswilxqhWDZLUz1VMlyNmrexAIFhPHVMlhmTrFcC508DhHzp1bgSkMvWNQb1qifLz4UeAmcmAiIgP0m+rAFCag5IgmyOvT/4j+9oRWJ203naF1tfNs33Ag5/zjMELOY+hk2DJjHAbc3NOXRyhrAbPXQsBdkyYvbkp5ylQxtnupJdmZznY87cl3cXql6YJZOcqz4MwyWaEzytKrYbBa9If7GVneZ7l/EGmzD9X/rUitZRtGWBuwvkCkC9gxWuSiPsbi9e3JuutyWsVu7fMLOFqQrAGKMhkTGWnPIsC58bfUhZemOCifgMGtnRsQSbO3w1z+TmMzo0iZsRwdu4sTDJhkQVb2a7nmxwLgH3wTBNBEixMkTNuxiGG3CKy4W/77d+/HaMzoy4TB8CtOZwrzCFn5RA348jEMtj/6H489vJjbiAKMCOplMIDzzzgprcSCIqUm4xB4Fq8KEUxNjdWIiRy7MIxTGWnQgMiQSqWwuUbL8fYzBhmi7OIm3GXuRqbG0MiksCWji3oj/eXsEd3vrP6ze3BkYOu4EvQ9D4dS2NL+xbETB6zT3znExjoHMD5+fOueMnR80eZwbNtjEyOlAQrr+l+jTu3wmL60R5vx0xuBspWJeMOAMnPJHH5hstxz7vvKQvMa9XB3fvje73UYedmSNaR9I+IAMXvGzAwm5/FfGG+hImLGlG8edubse8t+0r6H7xmWJsGOgfKmL16bCdsmz0kiQhKKRTtIhKRRNO2C81iTdfsSaAnrwsLHFAspWdXmCE6UCo8Ang33Ok07ytMkaTt7dq1/De7jRrDVzJTrxdB1VCp40unvbHL5fhnMUjP570ATCwsTNNLW5QURGGxxIhc+nLnnfw6OMjBkAR0yaQXABaLngG6YfB15HjA63cyye0Ro3jAq2OsVmMZNnZhJvbT057Qi0CY1uFhDlpTKS+l1bL42omEt75SKd4mfoIScAU/BzL3g4NeSuaGDZyy+ku/xMGujGskwoHfK6+Upr/KWIyPcxv98yvBnDCd/jRbYVMliF+Jtb8iMKi8xkpMvCWYsW0gmvBqjGrVIEm9lDvAvicFRoQn8HX/tvE6pmq1UaeeB55/3Hm64TzNmp/m+sNaNVeNqCWKqfsv3MTBZFuFgJIMz8T7ug/yMWE35IUc0N7JKpnKKq31qtau4BwszHHQFRFJ47NcaynKnQszniCK1LEp56ZQAlapwZN+yzUW5nib7Tw5Sjo3EskOz9dP5tq2Stsi8yRKpMVK0u5OcJ7K8FhIoCfXsUNqCSPx6rV1Mldi/r71Cq9PpsFeglInCe8ForS6MFdfbV09NXmt8tpbp559zSJo3Jyzcm6wV7ALZQIqCgojkyOYzE66htRxM462aJtrOC6S+mEqmwW7AMu2yvz6wvbNWTkUVRE96Z4ydkUYlYJdcC0hLGW5hu3ZYpZr2aw8xhfG8fipx8tSRwt2gWsQHUN2S7GNggR9AlvZMGAwG+cIj1zffz1GZ0fLVCjD+jCVncL4wjhmcjM4O3fWC6ygsFBcwMjkCAp2oSEW6PD4YdeY3GVgnf+kdm58bryk9uzIuSMoOJ6iOSvnjpWleD4UFLJWFpMLk2Vm4368f/D97ljLNQEnYFcKz517Djd//Wa3Xq3eOriZ3Iy3duS71Qd/XWSE2Gjdtu1Qk/Tr+6+ves1Kbbq+//qqputBnJg84aqMSrsVFGzY6Ih3NG270CzWdLAHlApj2DawaVPrJdyHh9kKIJnkf7ffzkzJ8eNsYC5snfwzDN5+/DgzRbEY30APDnIdVG8vMxvNtmUxZtT1GMMDlQ3EGxnbffs4QJib43Hxs2diHi7BnV/Fsljk9MeeHuCSSzxGT4Ti4nEWa3njG3n/YBqg9PF1r2Nz+WuvBa64ggNLOf41r+F/l13Gwce+fdy3G29kdq5Y5HkSjI56vnW33cb92LIFuOoqfo3FStm7MBP7CxdYwOTZZ/k1leIgbWyMmc2nn2bG7PrrvXPk814dZCLBfejs5LGT9SXCO35/w7DPgYzL6CgHiqOj/Psrr/AYSn/FKkTM1CVFVoK2c+e4r/757e722EIxXxcFTsPg1+DaX0lj9WWBUqxYODfFvmkAS/NnNntpbZ3dLOHvD1YiMWB2klkpI1JuaG75CjX98LN5jZpT+5kuIkdx02GiDj/C8v1iIUEOnS3+fdUQNCYHajM6YnnQsTGgvESeJ56fKau3P3aR5+HBzzEjlw3cjPkVJ/3jV8xxEJZsZ/ZM8pGzs9wOpVhd9fwrXHtnRuHaDoj9BABMnWOhnO9+kX+/7oOOqTu8/ZLtfP7ZC8wML8w4bbecYG+GUyVlP78SaciSYCjuV9hcmIZj+i59LfC5k6nydSAQz8UHP8evEgz5xw3gde4yp1En4I1wexZmOFA+/Eh4MCXXePybbNlAZuW1XG3tNoJWnWeNImg43RHvKAlYDBjIWlnXAy8IYVROT59GtpjFKzOvYGxuDE+OPomCVWAzblGBrYCCXUDUjJaYdleCBEZBdkUYFatC9kPBLiBn5ZC38ihYhYreggLxbAv+HjE4qCioAlKxlJsWeXDkIHrbequckRE34+zZVx7LuijaRZyYOBEqhlIJeTvvpmsSUclcpWIp9KR70JnoLLMgODN7xm1X0S56/TQjiBpRntsadguvzLyCjcmNZfNHxPWdBhmYyc24dgf12iFI/2NmzLXkIBDiRtwVsyFif76IycF5R6IjVHjm4MjBqtes1KaDIwcbEvQZ6PSsH/yG9aloCvfdcN+S+PlVw5pP45QgQdLpJPWvVRgeZlbmwgXvvuPIEWZp7ruP2Znt25ntyOU4kOju9iTzW1mPV832odVMSTXj9npRq+8nTniiK0GRk7k5DooGBkpr1mLO3996TLmDfZBgz+9f2NbG8ynjKqbhJ0/ydbdv56Aomy2tVZTau0r9Co5dLlcasObzXurjuXM8DokEB3L3388B3NatXpsBT+TGPw9DQ5xWKSm5wVTLeiCWIefPc3skaAPYbD6dLh3/VMrrq39+d+3iFFmAAz6p8wsbv+VcyysGy0KZb9p1HwRu+J3w/f31X5nNfGNeyJXuI/VSsSSn7wXvFKIJ7zqNiLHUqo2ybU+uH4BbS1ar5qpSvV8tRkfSR2VM5qZKmaIgU1arP7ksB3fKCXzsIgccAJBoK2+Xvw7MX1/nqlySJ3LinwOlOIDrGWB/OXlSJTV4qU6PMbrugzyP6S4veM9lSwuThcEk4mOlJjCX9Woyk2lfjV8YyOtX2Fzsfl94XwX+ca5Vgxmsn5PzSf/yOe9c4pEYrOEMXsNvJF/Jw7DeGstqaNV51iDCatwmshNuoCDBmjA1FU3ADQ4KX55+ucRuQEG5TFs12MqGZVswyMCmtk1QSuHcwrlQGwZbcZrhpuQmfP49n3e3C6Py4sSLFa8jLIugknl7V7wLc8U5Zop8bZBx6WvvQ8yMldz0n5g8ge50N8YXxgELJTV+fnSnunFyioviiaii1YQNG2OzYxg+NlxXgCAprrZjWyP9MsnEAzc+gE985xNltWd97X14aeolzOXnSurxokbUtY8Y6BqoaLcgODF5AjsyO9Df2Y9nxp9B3sq7rB7A6b9Fu+gylfXWwd32ptu4plIZiBusSmrDxh++4w8BwK23NMl0BXFue9NtofYEYf33X7NamxqxOxBrj5gRw85NOxsWhGk11nSwJ/LzIjYRjZYKjkjd1IkTfPMLcHAmNVT13FTu38+BmzAcAP/dmp7m90T44vLLvWPm5vjGVlBPPZ6/rZXa52eMgMpiHK1AI2IufgT7cf31vD1MPXNggIPkhYXy9/xCNjt3ejVzc3McPNQzDtIHEYgRxsovHjI/z0FMV5cnEJN3MoYkCIpEOJB52PcdV21Ow8ZOynFkDZkmtyufZ1VK/77CIIqxuqSeyhgePsxMpeDKK8uvNzdXv5XBwADw+ONeCqeomebzvM63bCkd/2pre8+e8rZEInyMf/yWcy2vGEj+Zzu1UTPAwQdYeTNMobKe+jZ/vdT5V5hxA5zCyBTfQBfz5TVxtVCrNmphBnDl+8E/k1G75kra8LPvOpYT8NQY64Ec/6OvOGbfEQ70AGbKlCqti6zUH/G0MyOeUmfRYcqELdv51vAx85/L7yVnmDzWJXDGZ+KM5wl49qRXg+emUFaoD8zOel9+/vMrMKuo+AYO81NesCcPB+annHRS35etYbLHYpAJC6tJC/o7JtvLa+vC1mhhjudHAtegD970eT6vePqBvHkIW+P11nlWmmugOa+9dejZVy/8bAYA9zVmxrCxbSMeO/UY4mYcnYlOjM2NuWl6AN/AK6XcmqkFm/+gC7PkD2KqmaT7a7J2btyJe959D/Y/uh//PPLPFY+JGTF0p7pdaf79j+7H6Oxoie1BGIS1Msl0hUwiFEFRlQajl264FFO5KYzNjsEucNCTijLjEzfjGNww6NZ7+a8/PjsOk0wYplEW8JkwcWXPlZjJzSAVSyEdS2MqO8XpgSHtJRCiFC2rS6yEXZt34Zh5DOfm2BpC7Aiu2HgF++aF1J5FjSi2dWzD6NwoZnOzrmKkgkLMjKEn3YMIRULr9ATDx4YxmZ3E6enTSEQS7hwAXp2dpNWemT1Twh7XqoOTOsV7f3wvZnOzSMfTrlqq4N4f34vp3DQMYuGbgyMHAcD14au39q7R2rxKGBocwgEcwP5H91cU1FlOrOk0TkkvExXOTMYTHPHXTZkmszfPPcc/N1J/JuyTP5tIJO9HRsJTFesRPfGj3vq4EyeY1fFjqcyom+lXsB/HjrFJ/bFj4f3at4+FRcICQVGaDGuDpDX6ETYO+/ax+MjICB8nNZW5HG+X88Xj3vl6eni+RUVV2jA+Xn+aYdjYAZ5aJeAxiLYd3hcJOsXWwD9GuRwzj/5xXMwalOMFYlvR09P4eetty3Ku5RWD1GxJ0aXkeU+fBZ7+53LPsTD/uDBmQeqlbrqDb0Q39PG/VEflY2qhWm3UlW9jxtC2vVpDpfimuF4/s2IeSHcCnZuZVWukFmrrFRw4pTJOHxWzZrbFSpJhtVXB/oj3XtJJh8rnvEC5q4fZsRefDG+T/1yJlPfBTaS9D6Zh8ribEf65kPfmKdleXitXqT5Q2pnq5KDYMMF/ppWnpAk4IjAL3jy9/j08RmnnuA19/NrWwe/5xzJYawf41EmjnnVCWG1dsNZRxGUK+fA6t54Bfl8YUalX9QdUwfXaSJ1n2Fw367W3Pj376kKwPg9gNmMmP4OH9z6M3nQvXr3p1ehr78NA1wCivvkR1sZvvi5pdo1Ye/WkevDtm76NhT9awKGPH8LQ4BCu77++6jGv3vRqzORnSuqstqS3lLCQYSAQTDJBROiKd7nBX9JMsiIlmeiMd2IuP4eOWAe2tG/Bjs4d+MZHv4HJ2ycx8QcTGP29UTy89+EyDzi5ft7Ku6mrMTOGremtuLTrUnzzpm/i0H88hOOfPI4HbnwAMTOGTCJT0Z6BQBhfGMeR8SN1jeO+t+xDzIyhv7Mfr+19La7YeAW2dGzBPe++x30/WHs2mZ3EfGEevaleXN1zNS5JXQKA2cfBDYOIUKRqfZr0Px3jB3G5Ys4NnEUYR9hhKGBLegvOzJzB2OyYW+NZqw7uznfeiYk/mEDhzgIm/mCiJNC785134oEbH0B/Zz9e1fUqXNZ1WZkPX721d2HjU63v1TA0OISH9z6M45887q6VlcKaDvYSCc8gW8ygz59nduD226sbdcdivE+tmqGBAT7Wn1kjLGJ/v5eqGItxQCkqhbffzjfLXV1cp1StJqne+rig4AmwdGbUjRq3A+X9mJoqNewO9mtoCPjSl0pv+v2G9PE4M2rBNlx5ZX3jMDTEa8S2OUCybZ6PRKLUSH7XLu98mQy3UcRKYjE+b2dn/fWKYWN31VX8Kmqj0aiXbhnWFzGsr2QiPz9fOo6NzlWwvbt2eWyjmMpnMuwHOToKHDrEr3v31j5vJQN2P5ZzLa8cFEpUJSUVMp9zniIslNYGKavx+rZmauLCEKxT89dGbb2C6wo7u+GqK2Y2c/1hPezhYmqhwmq3FmY8BdN4Ivx8wf5InZsEXAszXu1frTaF1aJ1dsNlNyVF0So6xuJFPq+0fWGGWU0Rccnn+PeFGb7eZa/j2syJMW+9zFwALow6a8dZP2Q4Ajmm14fgPF32OlbXnBjj18te19gcJduZgZRrFHN8foD7Mj/DjGouW984jp3g+j/DdMbLSYH1M6L+9Srs4sQYX0fGrNqarrZ2G0GrzrMGETTjBsrZjvnCPKayDssVknJYtIvMCPnNxCsEXFJTJjDIKKljGj42jGv+2zX49A8+XbHNBgy3jX5msjPZiR2ZHSV1dnINgaSVmmQiFU+hP9OPtlgbCnYBbbE2Dh4+/EDd9Vmi/nl88jjG58exKbkJcTMOgwy0xdrKDN8FYmg+uGGwTJimpK1WAePz49hz/56aZtz1mMnvvWYvXp5+GU+OPomj549iYmECUYq6dWo97T3obevFbH7WPcfea/Zi/6P73ZpOfztk/HtSPdjRuQPxCH/PtkXbMNA5gIgRgWVbiBkxXNp1KTqTXDPYlehCd6q75jgH60nDxiBYazeVn4IBA1PZKRARinYRozOj+OyPPot0NI1YJFZxfA4MHUDMjOHIuSMYmRxxg9h6UU97lxtrOo2zp4fvn8SkmohTAo8d4xvTHTt4P6mNElYHYLbkhRc4ha5azdC+fV7NnsCyWADDz1bMzvKNaqHA5tx+FcO5OW5TpZqkeuvjmrVOaBaN2kHUWyPn79fQEPC1r5XXRRaLPMaVJPrrGYfhYeDUKU9107Z5LsTQ3p9W6D+fqHXu2OGlLyrVeL2iv93Cem7ZUtrm227jGr2wvgwNcZA5M+OxjIJ8noOpStdrFPfc49XQSTvEUL23l8VV5ue5rW94Q3UF11jMC6BFPCaI5V7LKwNyhDosuKl1ZgwoLMCt+RKYUb4htiw0VN/WbE1cGKr5lS3Gy6zZWqhKtVuRODN8/g9EJQY0yFwVZZyKfHwiXf0cYefy46mHgUMPO3Psg20D//IQB6PJdk6NnJ1go/Kcc1OdyjAT9vzjIUqaDgtcJoThrKP0Bv7ZX5cpHozJNJB21sKLT7J3YK25889RPMH/xG8P8OahrYNZ1blJAJna4zg7we8Jo5rLcrqpMJj+9epnF4sFj11MtvMXeLU13SqvvYvUs0/qi5DnG3SpL/KzHX7TdRMmFClXnTJqRgHF/mdt0TY2HQ8EegRCZ7wTE7kJKCgkzaRbe3XHO+4oCfTkWpXq2AAOgiayE/j8ez5fVoeVSWQwkBnAS9MvAWBbBxu2m0YosGwLo7OjuOMdd4RaGtTDxIj6pxh95608zlvnsa19G2zYOP7J41WPlzqwgb8YwIbEBjw9/rQrLuMPmE0yS7wBq7WtWm3Z8LFh/OVP/xJ5i9VSoYCcncPo/CgS0QQyCb7p6U53I5qN4vgnj4fWdPrb4a9zy8QzyMQzUIrnR/ov/SPf93ZbtA0T2Ykyc/Zge6tdWxCstRP1WFE9PTl9kmsZlY28lUfezuML7/tCxXGaLczyQwDn81DPuDfS3uXGmmb2xsb4xnJqyqutEkYpFuMADmCGSFLT4s6D3TNn6mPThH3audNje3btYnEWueH1M1rCIsr1xMhb2hTGDtXLciyWwVlqBPsRj3uG3YJK/ao1xsH96xkHmRc5p9g2nDlT2obg+VIpz+S8WrsbQaU2i1VEpb4MDHgPDvyegUSlQfRiEda+7m6vlrEeRdZGFFxX+1puGfwBHRmAlfdYDr/giVUAOnsaZxZWOxvRDFMjqMQINsOAhjF9ibZS4/lmGNFr93AABN8HM57m10KWLRHE/0688gyT0zTjSafmLeuJsASDO4KXuiliP6lOXlf5hVJFzMUwqNUYYv954wneJjWoYeOYnffaFlQ9jSd4/2isfL3WYhdXy5peRxg+Noxr/vs1uPHvbsTLUy/jxMQJPDP+DEamRpCOegH80OAQetI9rgx/LBLDQNcAYmaMs3Odbd1t3WxH4NR8CaIUxWUbLsOlGy7FxvhGRIyIy6IFA639j+7HTG7GPUeY8icAJCNJ9KR73Dq0IDOZK7KXnmVbyFpZDkqNKCIUcdnHeCSO3rZet77Lz8hc89+uwTX//ZoSdiaMsXH91JRdovJ5auYU2mPtdTM80odkJImIESkJiqJGFG3RtopqlY3g9u/fjrPzZ1GwPdEdAwYs22J1UAfCmg4fG8ZND92Ek1MncXrmNKbz0yXtGD42jLNzZ/Gvo/+KJ888icPjhzGVmyqrc6vFHvvhH+ebHroJ+UK+pmJn8PxxM+6awI/NjblsciKSCD1HtWsWFbOCN37lxprzWE1hdCUZP2okp3q1gWi3SqefwMKCF1BIecy2bcywvepVHttGxOlp0Sizejt2MHMiUIpvPI9XfxBTBr95+DPPcIA3P+/oACR5n2KRU/nCzu9nRPwsR/Dmtx4Rl1ai0esF+zE+zoGVBL/RKKctVgriWo2BAb53ePllb11IOu6nP82BVlgfbr/dS0GU1MvJSQ5+GhX4WSyGh4EPfKA0jRjge63Nmz0T96WArOvp6XI1zrDr+j8HgmY/U0T0M6XU7sX1YGWxe+AS9cRdv+FL5SSeuEQb10Il20uVINfbDa0wNXbRu+GXujnDqN3foJKjHD8/7QUyfjazkfHzs4bNnqNaOyfGHO88CegJbt1duqvUxFzSNY2Izz7D2d8QNm0K6NjAbc3OOymcKWbNpO3FPO8bHK98lmv0mh2Px78ZPg/5rPe+HBdsW3a2/rVeab7raf8yYl18N+3ere7+27txy9dvwbmFczBhwoaNgl2AAYNl481oiXpgGDPz9NjTIBBe0/MaTOWmcHLqJEhxCuelXZdiMjsJBYWuRFcJY1hVsv4vBvDK9CswDdMNoMLQm+pFMposY57aom0Ynx3H6PwoetO9iJtxvDT1ErM6to2IEYEihe2Z7SUM1Bfe9wX3HAWrgJPTJ6GgsCOzA1EjWrEvc/k5GDBwZu5Mia8dAHTGO9Gb7q2r79KHvJXH2CwHJ3k7jwgiMEyjrL21GMMwDB8bxoe+/CFXFVXaa5KJoioiakTxmu7XuG3de81e3H/ofrw89TIiFHF94rZntqMj1oHT06dBRDg7f7aEMTVgoDvVXZaa65+jSuMR3O/p8adhkIHtHdtd1jFsDKqtgfHZcU4tDpn3sPXjvyYIZeu62jyGfU6UUjg9c9oN/Or9LDSKat9Na5rZMwwOimybAzrAY++iUa/ey7b55507+ee+Pv49GkiRbpa9CZpL23bp3ytpU6Xz18NytMLkvBE0c71gPzZs4BRbYdSAcDGWpcLAAM/xpk0cbMu8xOOcjhjsi/Q5n/dSgF96iYMcpXj7coy9H0NDXlsEwvD19CzttUUt9eRJ7rtYRgQN2/37r/86vEag+Obdv+iJgI7NwNW/wD5yfnYDCPcvW6sIMjVEHNRIsFYLldimMAb0stfx9eodu1qM6KnngW/8/4D/+SfAX/8J8PX/WvmcYe0kAx7bZ5TS8guB3GZD9vWnbfqFX5yAz63Fmyn32jMdldBm6zerjUc11q+aJ6GoniZTvL0W89yq+lONurD/0f2Yzk2zCbVpujfrCgrj8+Nl7EcYMxM1oq7P2djsGAwYAAHxSJzr5xKd6En31F37JteJGBHYyg715ZMAZXx+3GWFgnVqs8VZ9KZ70ZNiT7n+zn5mJUnBNEz3hh9AaN3f+Pw4e8xRBONzPBbTuWlXQdPP2OSsHKZyU4gaUfcGX1ikvFWbkRL46/c2JDegLdaGqBFFLBILbW8zkD4KsynttZWNuMlzFuZJl4gkYMOGYXBN5tjsGOYL88jZOUznphE1om6NojMArkpqsH+11kKQGUtGkoBCKOsYNn5y/sFNg7jjHXdgcMMgDMOoOO+1rhm2rqvNYyUGM2fl6vIUXCqsaWYvkditlHrCZWwkeOvuriwMAVRmb6qxaUeOeMzGlVeWMjt+RmtqyksfBfhvsGHwjXm1NtVCmKT92BjXRHV2tp5tCrueyO77a92W+hyLgczL6KgndKIUG5JPTfEDArFb2LWLxX3y+fL2jo5y3Vqr+1Evc3rNNawkK+bzkiK8cycLp8h6PnqU97/88sq1jo2278YbvXRkuW53NzA4WN73ehnqerAunp4P9Kkn/vSW0o3v+g/hN7qtZJpWC/xMTT7n1Hk5aO+q3b96x6TVY3fqea63y82XPqWKJcNFacKun13g48WIXmrwxB9RWDqrwHVsxQL/rBQ86wTiIM92lFwTST5mYozb1Zbx0ieVAuamOQhs9RpqZHwXw86tkc/Auvhu2r1bnf+18zg9fZqFQQhYKCyU1Nm1x9o5LdOpO7vrB3fhs498FgWr4KpsBhUkJeARFsbPmu1/dH+JBL7frsC/HQB++cFfxnRuuqqiJgB856bvtIxdkbo/IsIz489AKcU1hcpGe6wdc/k5RIwIXtPzmtJzTp/G+ex5tlogw7WlKFrFkv2nclMYnRnFQnEB79jxjrpk+Otlw+rB8LFh3Ph3N6JgF9w2+u0pelO9ZWbfMo7TuWm35s2AgYIqYHtmO+byc7iwcMFdQzImlm1hS8eWptjH4NxN5abw0iTXXvpZx0bGQNZu0S4iYSbQmews8Uesdk23T8qCaZhIRpIln4uwcQ6bs9ncLLZ2bC1bk82ytGFYt8yeaXJaZjLp/O1r4xqjwcHqgV4YexMWiMm+x46xeIiIVojYirAbfkXOs2c5eIjHPWuItrbqbaoHQan6qSkO9ubmloZtaoU0/krL68u8iM1BLMaBngR1hQLP6YULPKdHjngMsb+9s7Ot70cjzOn0NK/zWIzvfWIx/n1mhve/+WYOBkXZ/8gR4JZbFr8WhoY8dVK/Smd3d3jfL5o6vLoRqMGKxCrftDZbbyWKj6uRDfQzNaLaCDBbVU//6q1HXEytWhgOP8J1dBKoCTMn/oX1tPNtH2YbBGHbbIvFWeIJVvL07/vWG4F3/hKrfJqO1ULEqYXr2Mh2D4mk1z/T0VXL+hhCq8AWEktRv9lIXehi2LnVXn+6zjDQOcCm2SEiKMJKnZw+ifZYO4aPDeP+Q/cjFU3BVjbkP//+AFCwC9iY3Oim280X5tEeb3dtCfyCFXf94K7Q7T995adIRpIcOFao1wOAhJmonApagV3ZtXlXRXbJf4wBww2KZCzCAs/5wjx2de/Crk27YBKzozEzhu0d25GIJFzWU1Jc81YeyWjS7etilTXrhQQgBhmIGBGuCfSNbSqaKgv0/OOYSWSwvWM7YmYMRVVEOpbGgaED2LV5V9kashWnyjbLPgbnLhPPoCfdU8Y61jsGsnY3JTYhEUkgZ+Vwbv4c9l6z1z1HtWuK8FDEiCBqREs+F2GoNGdXdl9Zd83iUmBNq3ECfDMaZtpcCUEz585ODpg2bqws8HH2rMfQWRYHWlu2eMITws5MTjID5E+vaxWTFTTqFvVRsSlotSl1JVP19nZm7Oqp42uVMftiGMuhIeDNb/bacfSo55MoJuK2XSrq46/jnJ9nK4H5+cb7Ua0/jZiKyzhefjn/PjXFqZXFIvD+9/M2EQICuF/T061ZC7t2NWbYvlhV0HUFgnNjrhx6NFxaG0BzipVBtUrxOANWxw2yXylUVBsBT7mxHkXOetQRm1X7rHY+sclw4aSg1qvWeep59p7zWzNkHfPJt94Y3qdK/RS2TJBs53aEKVoulZpkveddrDrsRaqGuRLY95Z9Xs2eZZYEMzEz5rE+5KW5iYJj3s6XmaUbYBPuCwsXMJObQdbKImJE0JvqdUUxAMewPc8m2L2p3tDt6Via5fstMJMYEmjZysbwseHQm/6guuj4/DjOzZ/DhYUL2P/o/lBWzX+MP8aUsRCT8bn8XKhi6c1fvxkzuRnkijm8MvMKYmYM8Ugcc/k5jM6Mulnabp/zqMsovZqypiCMIfUzp4+9/BgMMpCJZ3A+ex4GGewnaJjobe+tGDz5x6Qj3oGIESlj1fxrCMTz0pnobMqXLnhNGeeYGcMDNz7QVG2brN2u9i70gG/O5/JzODhy0BUGqnbN2//pdhw5y2qrkp4rn4tKqDRn1RRvlxprmtkDGjeQboRtkn1zOc8SwDD497Y2ZlD87MzcHAdhU1O1z90ogmbVCwu83R9YtpI1CzPHnpjwRFfqYRNbYczeCsbS345s1mPAIs6jDpnTvr7w9t52W/Om5ZX6c/hw/evQ3/7JSRY7kRo66YuYwEt/CoWlWXeNft4ueoiCYrKda80qoRlGpNWMVqvhZ2qEIfOnHraqHqvVtV6iNllyg6m4/fWe8/AjnvecbTmpmDancB5+pDEGNti/WJzXU5ii5WKxWKZ4Jdm51cxyr0IMDQ7hvhvuw67Nu0DEN7FRiiIZSUJBIWpGsSOzAzO5Gdd0PWfl3FTFIGxwamDeyiNn5ZCIJLApsQmnZk6hEPh8tkXbMJubDTVyn85NY2x2DAWr4IqChKFoFyuyY3525fTMaZybP4dNiU3Y2rG1IqvmP6Zocbqffyz6O/uxIbmhIssWFGdJRBL4xBs+gb72PiwUF7j2zicy0hZtw8jkSB0zVR1+Q/dKzKmlLFjKwvnseWxMbETMjLliK9VYsno8+0rWEBF2btqJL93wpaZFR1rFZgpk7foRHPtq15zOTbNIjxllERvf52Il+9Uo1nTNXjy+W731rU+UMT/VmKFG6shk39On+eZZmL1YjJm9YC3X0aOeQIVpMuuWyYTXNzUD6dfICAde6fTSsIjB60m94twcp/JdcolnS1Drmv429/fXZumWqs5P2vHYY17dm1KOroFT77lli5fq6W8v0HxNXKX+NFoH6G9/NhsueGMYnom8Upze3Ew9Z/Dzc/31wMGD9c9hI+eudK51URfzqm3qiXv/oL7ao2bqldaIeiGApa3HWumavTD83Z8BuQX+UCrlWXCQwfV6jbRvuWrZ1kjNXCiWse3r4rtp9271xBNPlGzbc/8enJk54zJtAAtUzOZnkS1mXeZOKYWsla147rZIG3Zu3skG7M7xRIRLOy91A525/BxOTp+EZVvIW3kALJW/KbUJo7OjMGAg4qQr+1PfRFTEVjZMMjG4YRAxM4aNbRvLWK1q/ZrLz6GvvQ8P7w2/qWj0GNl/OjeNsbkxWMqCAQM7Onfg+CePN9WGeiHnLqoixmbHkLNyiBBbN2zr2IZULIWj54+6DGnMjOHyjZe37PqrHYsd+6Wau0ps7GJQ7btpTadxvuY11UUiwszSGzFzln0zGWbsRP4+k+FjRIhCkE5zHRXA7+VyfFP/G7/Rmv76U+Skn3NzS2dKLde69VauhXzxRf77efIk125lMrXZxMUaswOtYSylHf6azfFxToVUihU783ng858Pr9usxyi8kf7E43w9+b3W/En7e3o8dpICaQS27SiwO+rt6XT4Z6Aawj4/99/fmtq7Wp/NdQfD5MAr3eWl2FWCvHf4EU7RCztGvNTk/UiMb2r9ypatVi889Tzws+8CM+eZ6MpsAl73bxu/ga6nf80ieO5IDIhG+Ob/8CPedYLjF3Z92QeKmbliETANoGMT8Pr3VBbXCZ7XtjzfPL/XIpQzX079Xz39rzR2ADNYixlPf9vzC5xqLLYQjbRTzjM55vTd5BrCZue4nrnyw89yN9p2DQDhqY+js6PobevFxsRGnJw+WdHk3C/00dfeV2JiHTXYwuGlqZewXW1H1IxiIjsBAwbmLS+Qy1pZvDL9ChJmAkUUYdlWiVefQAgKIkLBKuCFiRfwqq5XVTSwDpptA7VZtVom80GcmDyBXCHn2i8QCDZsnJg8gbt+cFfD52sEJyZPwCQTL0+/zEEyRWDZFnJ2DgWbGdWedI9rH5Ar5jCXn1vWFMKVxGLHfinmbiWM19d8GufwMLMnAwP8evvtnqDEsWOc8jY6ytuBxkQkZN/BQb45DQrAXHllqdT87KzzYNH0zMR7e5kVaTX8ojBHjnAwlE7XPKxh+GvLEglPQXxsjN+vVbsWnJ9a6ZhLLd/vn9OuLp7TDRsqC+g0YhQehkr92bWrOTGTfN6bAyIvvRhw9CSI56mvjwNDafP0NPChD3HqalcXcNdd4edfbH+rYSnPvSrRsYkZtvd8rP6b+vd8LPwYYS4Wpr36vOwcqz4W8xz9F/ON1UfVwqnngUceBKbOeiqRk+PMejWTIletf4uFnPu6D/I42MXSOsanHi4fv8e/WdoP/xi3dQCpDiCdAa6/Cbjhd6qrqAbPazuUu7JRkg4qPzZaUxgcO6B2f2oh2PZCnn3ycj7Wpp52ynmmzzObWSywwM302cbbFNauevo2O8Ft9WMxdZsXIcrsC/Kz6G3rRU97DzqTndiR2QGTzLKAT9IX42YcqWgKUSPqmlibBitUiuDK6dnT6GvvQ0+6B7ayETWirnE6gRA1o4hFY+hOdiNmxlgB0amVAjhFUoJKy7ZwYooDnWpy9o2YeVcai2opd8PHhjGZncSZuTPemBC5fbr3x/diaHAIe6/Zi9G5UTw99jRG50ZLBELqRZgp90DnAM7MnIEBA4ZhuLpgBhk4M8NtysQz2J7ZzvNhGOhr78Pea/Zi/6P7V8Tge7kg7Nlsbhajc6M4PXO64fTJpUi/rGa8vlRY08ze1FQ5U/DCC8zSXLjgCJc5gdeRIxxoCENSL5NQa18/S5h1BNx27PDSHJVaWvXJ2VkOhIQdajVT4memenqY1SPy0jqrsVHNMDmNMK/NopH5XyzTWK0/zYiZxOOlaagCwwC+9S0+n5ibC86cAc6d45+TSW7D3Xfz70Fj+aViVpf63KsS0+c41bIVLFYocwE24o63tZ4tk2sW5emC+CcpvpFfrYxJJYbnuX8BkunqzE8z7FClYwwCYm1sOeFP4RQlzcUysIthsoQ1O3uSf2/LABFH5dO2WOWzkbpKaUt2zvMMVDb3PRVvfK000jfpy/wM+xAm21tfE3oRwS8sIXL0JSDANEzsyOxwjcq3d2x3DdjFhDtbzCJCEdg2q3Zu72AT7onsBB7e+zAG/mIABbuAqBFFlDhIF8n+uBlHLBrDlvgWl2E8M3PGtQsQSEpp0S5iKjfl+qcFWbtmmZl6hVFuHb4V6Ugak5gsaReBEKEIZnOzriJkb6oXbZ3chvsP3Y83XPKGhlQlw9igvdfsxY9O/ggmmVBKuePUnezGuew5V1AmQhFXjAXAsjNLyw3/eG3t2Foy7432sZ610AiaYZsXizXN7I2NhTMF4+NeoCcMyFIwCEGWMJXigEgCPWBpTaWXgynxM1OZDKdvijJpLTaqmfatNvn+xTKNre7Prl18joRPnC8eB666yjtnsM3CwgrzF4nwz/feW37+pWRWLzrTddtqnnUJohJzUcgtHVs2O+EwU/58YeInDauVMak4TvnazE8z7FClYwyTA/FUBwccEiwn0q1hYJtlsvysmag7zU1yYJZsd9Q9i40xxdIW24K3Vpz01WbYtXr7FmRibYv7kltoPct9ESLIiI3NjQEKSEaSJUblwtYdGDqAO995Jw4MHUAqlkJBcQqhSSZOTp3Ez8/93JWrD7N9EMn+oD3C4IZBbOvYxkbXARAIJpkYmx1ztwVZu3qYmTDGrB7sf3Q/8oU8pvJTZe+J52A6nnaZnKJdxLELx3B88jhGZ0Zx+/dvr+s6cq0wNujgyMFQ64fOZCd2bdoV2m9p9+mZ03j27LM4PXMa+UIet3//9qbGYTViJdizetEM27xYrOlgT1Qx/ejr82rrAM8Iuq+vNoPQaMohwDfYDz/M6aIPPMDBzHIpFy6Hj11QjTES4dTUhx7iflcLWhbbvtWgHdQKNUr/Gqk1ZvW0JxZj9vi1rwWuuIKFZe65p3KbRaVT1EcBDtjDag+XUn3zolP2JOIgY24amJ0EHv5r4IG7gb+9G/jynzWmGNhqxcl6rymG4C4UPylYrYxJpXGKxmqPXzNjXOmYzh5PlRJgD73ObvDdcgsUKptdD37WTKwliNgHsVmVT2mLYcJbK4p/b2aN1ts3f1/iCU9FdWFGe/S1APvesg95O4+5/ByLshSzUFDoSbMqXCaewas3vRp9aRaq8Cs0PnDjA9iY3OiakpMi5O08xufGMXxsGPvesg8d8Q4UVRGWZcGyHfPyeLvLvDy892Ec/+RxFsEgrgUUGDDcOkEbNhaKC1BKVaxFC54vGOiFqVnWE+gcHj+M8YVx5K08IlSeKGfDxm1vug0nJk+gYBVwcpq99iQwO3LuSN0BVTVVyXvefQ9623txaeelGNww6Fok3PPue0L77W+3SSbyVh5n5s7g8NnDTY3DakQ9KpwrheBnazlqKNd0sBePlzMF0SgzSKZZagQdjdauLVus5P9ys1LLwZQspk/NtG8prBcWg9XGNNbTnuA+4sHnD/YsK7zGcyn7u9rGcskhrIldBKCYJStkOQBstKbpyrc56jtLVJ9X6ZqRmMMA2fzPtoFoYvUyJpXGaedba49fM2Nc7Rh/nd0NvwN86Ldbx8A2ux78rJn4HQqbV8xzsPT2X2ysndKWWNLJL3eetsbiza3RevsWZABjcQ6qk+2tZ7nXMSqxWkFGLBVLoSfd46ZLApXZiKHBIfSkexA1oqwAGYmhv7MfnYlO11uuEcn+gc4BvDz1svu72DwAABSQjqWbrqdaDAOUt/Os5WSYiEViiBreemyLteGOd9yBO995J9fVzZ6Bbdso2AVki1kUrAIMGFWv45+byewkxmfHS96X8W+0JtDfbiKurbSVDaVUU+NQLzPaLIPaDFaCPasXK2HDsKatFwYHdyvbfsJVxZR6qL17WUEwuL3ajeVSSf4vJfw1cfX2c7W3by3OQ6NopWl8PbjrLq7RMwyvhtW2gTvuKK/ZqxdL3Yd1IW9+6SXqibt+w6FWQ75nibiOrGOzJ7pRDY0qFLYCrVLjXE5UGqdG1DgbGeOVmJdmr/vdL3Lao9TD5bLMhCkFdG9vXtFT1ohtc+2fGS1V42y0rfXsH+wLwIFhsqP652mR87Uuvpsc6wV/XZO/ni3sxrORfQGv5o98stFKKUxkJ3D8k8cbau9dP7gLf3LwTyq+/+nrP+0aZDeKxbSz93O9uLBwASaZrv+gpSxsSG7A6O+NuvsNHxvGBx74AGzYJcqlESOCjYmNGN03Wnbu4Hj71VG7090l4w+gobkJa3fWysIkE9f2XtvQONS7LhpdP4vFcl9vNWDdWi9kMnwTG+bj9oY3NObvthbFI4QpaaSfy4lm2rcW56ERrIT9gAR0997LqZvpNBvFLybQu6gsFJqFI2AZGugBfIOdnQessfD3g9h6xfIHWStxzcWiUpvr6Usz/V2pMWrmule+jdlkODWMpsEPHBbjSSj+dpnN4f52/n38NazSh2b7FuyLXLsak9hMW9Yx/KwWAH7Nw2Xf/BgaHMIBHMD+R/djZHIE/Z39VcUuRCXS7082X5hHe7wde+7f05C/2MGRg4ibceSsXNl7UrfWdLBXoZ31MEC7Nu/CsQvHMJWdQs7KsVdgYhMGNwyW70zgBA/n70HcjEMphZxd3iegfG56Upw+O5ufRTQbLRn/PffvqXseK7VbQcEks2S/esah3jXUyFqrhnr96Rpdr+sdazrYAyorGjaqdDgwUM4orQXxiGYUHVuNMJYHKN32hS/Un/q5kvNQL2PVLLPlF60BvNf9+5fWqPzOO5sP7oJYij6sS5CjSkhUIegTw26rlG2Ixr30teVkijSWDyvFBrba77Ae5cyl8sBrpi/aj68EjaoCNqJKGKaCOZmdhIJCvphvSAXyxOQJbO3YihcnXgQAz+AdCtsy2xZVh7UYHzU5dkv7lorHCsNEPqErAsG2bYA46KvU5+DcdLd1I2pEy5i2RucxrN0T2QkQyFXvrHcc6r12KxQoG/Wna7WK5lrGmq7ZayUuOvGIFiGsxu7mm4Fbbmmu7m4l56HeesHF1BW2WlRnJWocl0MYaClBRAki+gkRHSKiw0T06cD7v0dEiog2+bZ9ioheIKLnieg9dV0o3QWkMsycGCFftQY59XDwVAVB7GU3dZb3aYWSp8bqQjM+cq1EK/0O61HOXEoPvEb7ov34SrCUdU1hdUndqW50JboargsT9c5kJOmmQRLI9e9bTHsXUz9Vz7HCaLVF21xfQRGW6Un3YNfmXRX7XO/cNDqPYe3+0g1fwn033NfwONR77VastdWssLnaoYM9BxedeESLEGavMDPDJt7NWEKs5DzUaxWxGMuLVovqNNuWZpRnBevAQiEHYI9S6hoA1wJ4LxG9CQCIaBuAfwPgpOxMRLsAfBTAlQDeC+AviQL5LmGIJTidrWMzi5q4XnWOb50RYTEJgsc2ZGc9j4zsHG8zTWYeNNYH/OwS0dqe43qUM1ulJHvqea7Te/BzjSnZNtreiwiVVAGv77++JUIaQRXM6fx0UwqJ0s6NiY0wnO9RGzZsZWMiO9G0iqEIhnziO58AAHzhfV8oU+sM298/LtWUPgFPFbIn3QMiQsyIIWkmYZCBmBmr2PZGFBvr2TfYdgAV260qlR4sop2N9KeSkEtQYXMqO4VTM6fwo5d+VHOdLqc4zGqEDvZ8aKVE/sWCMJanWAQKgb+njTA/KzUP9TJWi2G2Ws1cNtOWxbKBa50FVwwxnog6/+Sv270Afh+lOZc3APiyUiqnlDoB4AUAb6zrYsI8fPQPgT2/yjeVHRtZvCLV4QR2psc2uF5l5JlxX8TMw7rEemKX6lHObIWSbKvY0JVQtV3FCGN4xBh9KST4m2V3pJ0b2jgNUPz1TDJL0iMbQaOWC81aNEifM/EMtmfYgL6gCkjFUlWZs0YYx1r71tP2ZvtXbzvr3a9aO/zrZyo7xVYWxTwSkUTV9i7GXmO9QAd7GotCGMsTibDVhR9rgfmpl7FaDLPVauaymbYshplcij6sBIjIJKKnAIwD+J5S6nEi+hCA00qpQ4HdtwB42ff7KWdbY9h6hee95vcx6+rx2AbXq0x5PmgXMfPQEFrB/CwH1hO7VGlN+9Mp69mnFlrFhraiLesMfmZq31v24d4f34uXp17G6ZnTmM5N10yVa4QxadZfTEQ5jl44irgZx6UbLsW1vddi5+adrp1Do2gkJXD42DBueuimhsYlrM8dsQ5sad+C7ZnteODGB+quJ6uHaavGMNbT18WkSNZiNxvZr1o7ZCzHZsZwYvIE8lYeBbuA9nh71fb6zzmdm8bpmdN4eepl3PTQTSse8C0X46iDvSawmBS49YYwlqe9HejoWHvMT72M1WKZrVabrDfalnrZwGrrfK2z4EopSyl1LYCtAN5IRFcD+CMAYTI2YY+OQ//6EtFvEtETRPTE2bNny3cIqzHysw2JtONVpoBE6qJnHurGStfBNYL1xi7VUze32DrBVrKhraxZXEcQ9mM2P4sIRZC38jg5fRJT2amKqZaNMibN1Mf5r2HbNizbwsmpk5jKTQFo3ii7XtPtZsZlsX32X7cVbFQ9fV0tJuTV2iF+guey52ApCwRCxIjg/ML5qvMh53TZQCuPCEUwm59dUYZvORlHHew1iNVm+r3SCGN5vvQl4L771h7zUy9jtZqYrWbaUg8beLGsc6XUJICD4FTNAQCHiGgEHAQ+SUS9YCZvm++wrQBeqXC+v1JK7VZK7d68eXN9jfCzDVBAZzfL2AOaeagXa6kOTrNLjWM9saGrDMIs3PiVGzE6M+oaoZsGp0iOzY1VTLX8xLc/gZHJEfz8/M9xaOwQpnJTNdmgelkggZ+ViUfiALEa59gsW9Y0KyhTb0qpXD8ZSdY9LkE02mf/dVshRlJPXyvt0x5rX9Zat1ptPThyEP2ZfrTH2hE344ia0ZrzIeccmxvjFGDDhIJCMpJcUYGX5RScWfPWC8sNLTtfGcrHdawGS4hmUG+7W9m/eqwTqu3TaFv27ePADSg1u/ezget5nRPRZgAFpdQkESUBvBvAf1ZKdfv2GQGwWyl1joi+AeABIvo8gEsADAL4SUsbtRb97FYTZieY0fNjNdfB6fluDM146mnUhF/K3rZtKChY4FrhiB2BAQPZYjY01fKuH9yFkakRAFxDZykLZ2bPsHdciB9es/BL9vekenBymrWzssVs3WmgYajXckGu35Puwcmpk4CNquPSKrTCqkBQT1/D9hE7hrzVmFXGYlCrrc3Mh5wzW8wiQhHYtu2qoa4Eeylo5RzXwpIxe0S0jYj+mYiec+TNPxl4vzXy5suMtS4732pcLAzQUqGe8Wv1GNfDBq7zdd4H4J+J6GkAPwXX7H2r0s5KqcMAvgLgCID/BeC3lFLWsrRUoz6sBuZnrdQMrkVoNnRJEMaaRSiCqBGtKSRy74/vBcl/RK5K5vj8eEusGwR+pieTyGBjYiMKdgEFu4DRuVHsvWZvU4FHvemVzQqsVEK9NVrNiNlUOnc9fQ3bpyfdg85E57JaHdRqazPzIedMxVIoqAKiZhTbM9uRiWdaZjXSDJbS+iQIUqp24WdTJybqA9CnlHqSiNoB/AzAv1NKHXHkzf8HgFcDeL3z9HwXgL8Fq9xdAuD7AC6vdlO1e/dudffdTzRlbt0s9uwpN/2em+Mb5ocfXrrrrlYEx2NqCnjlFS47evObl34+GkGQHbv+euDgweVbO2FteewxFmS85BIgk+H3gutpKddcJcZwpdc5Ef1MKbV76a+0dNi9e7d64oknVroZFwekZs80S5mf5QoIVvr6GsuGpf5uIqIEgB8CiIOzr76mlPoT573fBnArgCKAbyulft/Z/ikAHwNgAfgdpdR3q11DvpsG/mIAGxIbQERuPROBYCsbl3Vdhrydr3gDHbkrApNMFGzvIYsIiXznpu+0jPnxs48Fq4CT0yehoLAjswNRI1q1ja2+vp9pajbQq/dcjV63le0U+NeHQCmFiexEmbH7cmEx/VyKMVoMWt2eat9NS8bsKaXOKKWedH6eAfAcPAW7lsibT00tP6u01mXnWw0/AzQ1BZw8yfc4tr26WL4gO3bsGHD33fy63Iykvy22zeN18iSPH1DOoC0Vy1aNMdTrXGNNYaWZn7VUM9goNGO53Aj1ASWiXwDfJ12tlLoSwOeARfiAopw1296xHQBQtIsYmRpBOpqueGwikkDBLkD5/iMQUtFUS2+c/UzP6dnTrom6ME6tYpoWw4rVe+4b/47rIot2sSZTVskWY/+j+0NZwaWo/1pO5qleLGY+GrF/WI46xVasrXqxZMxeyUWI+sFPqq4CcD2AdymlPhmoizkA4MdKqb92jvkigGGl1NcqnbejY7fasuWJZWcfhA0ZGWFRi9XEXi03/AzQ0aPsr6cU13tdfvnqYT2DTNXRo0AuB8Tj3E5g+doaHLN8nu8Po9HwMWsly+Zn8iYngXQa6OkJP2+ldV5PjeFioZk9jTWFBz/HNYO+J+BQigPPD//eyrVrsdCMZRmW87uJiNoAPALg4wD+DwB/pZT6fmCfTwGAUuqzzu/fBfCnSqnHKp1XvpuCzML47DhG50fRm+5Fd1t3RaZh+NgwbnrwJkzmJkvOa5KJO995J+58Z5io8eKxVEzTUjI+/nO/OPEiDDKgoLC9YzsyiUzd7a/VxqUYm9XGhC0H1nKfV4TZ8108DeBBAL8LTj1YlLy5X9p8fv7sitQVrXXZ+VbCzwBls3x/o5QXQKyWOq8gO5bL8f1LzldHvlxt9belp8cbs2w2nEFrFcsWZPLm5oCxMY9RBErHIGyd6xrNJYZmUdYmVkPN4FJgPTOWqxhhPqAALgfwdiJ6nIh+QERvcHZv2ge0hDWbPo3R+VFYtoUzM2fw9PjTOD1zGvlCvowd2v/ofvSme9GX7oPpkIgGGdjWsW3JAj1g6ZimpVRF9J87EUm4dY5jc42pidZq41KMTT3M03KxYMuF5VTIXE4sabBHRFFwoPc3SqmHAFyGRcqb+6XN29o2N21urdEa+MU+TJP/bd/u1Z+tlvkI2g3E4/yAOh73ti1XW/1tyWR4vGTswsRSWmX1EDRTTzhExNiYt89SG7JrVMFa8orTKMV6884TtNLfTqNuhPiAXgWu3+sC8CYA+wB8hZjGafhBud8DdGhwCPvesg+peMpT5FQWinYR2WIW4wvjODJ+pORc4lt2SfsluLb3Wry+7/W4tufaElZpKdCsKXstLKXHnP/cPeke2LABBeSKuYbaX6uNSzU21WwjltMnbrmwWvwGW42lVOMkAF8E8JxS6vMAoJR6RinVrZTqV0r1gwO81ymlRgF8A8BHiShORAOoQ968p0fXFa0GCAP00ENAby8Qiay++QiyY5kM34vl88DTTwPPPcdpjcvR1mBbIhEet4ceqswUt4JNDrKbwr4uLLTekF2jCWgWZe1ipWsGwyAs8d/9GfC3dwNf/rPG2eL1yliuEfh8QN8Lvl96SDF+AsAGsAlNPCgPeoAKmyHBmkGGa6cABeTsUiuFlarlWqoap6XsT0ldpKMgaRomDMNoqP212ric9V+C9ciCrcY6xVZgKZm9twL4NQB7iOgp59/7Ku3cjLx5JrN6zK01VpfZeK22bdgAtLfzvbQ8jFyG8tXQtizXOAXZzUwG6O7mur1WGrJrNAnNoqxtbL0CeM/HuEbvPR9b+UDv8W8C0+eB3AJQLACFLDB9tjG2eL0ylqsYRLSZiDqdn8UH9OcA/gHAHmf75QBiAM6hiQflQQibIcGeaDnYipm+uBkv2X+pWKR60IxBeS0sZX+C545QBL3tvXjoFx9qqP31tHEpxqYa1joLFpaCupJreymxLAItSwUtgKDRLFbaWmAlIPV2sVipmXqtAM8vyNLRAYyPA52djZ2jUawLgZbLtqkn/vJP+ca4nhv/736RUzcjMW9bMc8s0Xs+tmTt1FiHkLU0Nw0oGwDxq2ECqY7G1tSp55ldnp1gRq/e9bxOsQzWC1cDuB+ACX4g/xWl1F1EFANwH1ihMw/g95RSDzvH/BGAW8C6CL+rlKqaRxe8d9pz/x6cmTmD0zOnkS1mYSkLSikYxOzT4IZBPLy39A/j8LFh7H90P0YmR9Df2Y99b9m36gUsqmEp+9Oqc6+2MZd1k4p5N1Jz+Tn0tfeVrZfVhmpCLABW1TjXi2rfTZHlboyGxmrAiRPM7vmx3tMRhVFsREnWHyBu2MDBnaitTkxoNdqqMMiruwNq3yBf+TZn33yp8qFmUTQaxewE133aFkCSwEP8e6Ns8dYrLurgbrmhlHoawGtDtucB/GqFYz4D4DPNXnPfW/bh1uFbkYllkLNyiCACRQo96R7EzFgoqyE3v/sf3Y8Tkyfc1L21cFMchqXsz9Dg0JKcR5ipE5MnMNA5sOxBiawb5FESMK0FFsyfggqAX/O8fTlY0eXGkqtxamisJgwPM6s3Ogr8/OelSpQXQzpio7V/YYIsXV3Axo1ajbYuNFJ3txrrvjTWJqTWzjDhaXUo/l3X3GkEIPVeg5sG0RXvQlusDRuSGzC4YbCmifd6EedYa/1ZDe1diTrBVmGtp6A2Cs3saVw08LNUW7YAL73E/7ZvZ4+71SIms5pwMTKgLUcjTIpmUTRaAWGJY0lgYcYrTI7FNVusEYpG2adqzEgrb/YldXGp2atG+7Nc7Wq0vbd///ZlbVerWMtmsJg5GOgcKEtBXQ9CLJWgmT2NiwZ+lqqzk1m8aBQ4fXp1icmsJmhBlhZAMykayw1hiTs2AvEkEIkC0QTQsVmzxRotwXIwI8vJXjXSn9XAqoW1t2AVcOTckTXDTi4Gi52D9SrEUgk62NO4aBC0DchkgFe/2hNl0YFeOVpl6H7RQqsXaqwURB30l/4Q+OU7gI/+4cqrhGqsGyyHRP1ySvs30p/VYDkQ1t4zs2dWvF3LhcXOwVpOQW0GOtjTuGigWarGsZrtNFY9bKXr7jQ0NNYlloMZWc66qkb6sxrqvSq1t6+9b0XbtVxoxRwst1XFSkIHexoXDTRL1RxaYeh+UaKrRzMpGhoa6wZ+X7L9j+7H3mv2ljAje6/Zi/2P7i/xLVsMltPguhGmZzUYb4e1d9fmXYgapV6t67UObTXMwVqCDvY0LhpolkpDQ0NDQ6NxhNVI3X/ofux7yz4c/+Rx7HvLPtx/6P6W1ostd11VvUzPaqn3Crb3nnfdsyratRxYLXOwVqCDPY2LCpql0tDQ0NDQaAy1aqSWoo5ttdZV6XatPC6mvrYC2npBQ0NDQ0NDQ0OjIk5MnsCGRKkPj79Gqtb7zWIlpf2rQbdr5XEx9XWx0MGehoaGhoaGhoZGRdTyJRvoHMCxC8cwlZ1CzsohbsaRSWQwuGFwhVqssRaw0n6FFwt0GqeGhoaGhoaGhkZF1KqRur7/eozOjiJXzMGEiVwxh9HZUVzff/3KNlxj1WI1+BVeLNDBnoaGhoaGhoaGRkXUqpE6OHIQvW29iEfisGAhHomjt60XB0cOrmzDNVYtVoNf4cUCncapoaGhoaGhoaFRFdVqpE5MnkB3uhs91ONuU0qtS483jdZgqeo8Ncqhmb01huFhYM8eNgjfs4d/19DQ0NDQ0NBYKWjfM41GodfM8kEHe2sIw8PArbcCZ84AGzbw66236oBPQ0NDQ0NDY+WwFL5nfhP3Vpi0a6wuaK+85YMO9tYQ9u8HYjEglQKI+DUW4+0aGhoaGhoaGiuBVvueafGO9Q/tlbd80DV7awgnTjCj50dbGzAysiLN0dDQ0NDQ0NAA0FrfM794BwB+zfN2HQysH2ivvOWBZvbWEAYGgPnS9GbMzwP9/SvSHA0NDQ0NDQ2NluPE5Am0RdtKtmnxDg2N5qCDvTWEffuAfB6YmwOU4td8nrdraGhoaGhoaKwHrJR4h64T1FiP0MHeGsLQEHDgANDXB0xM8OuBA7xdQ0NDQ0NDQ2M9YCXEO3SdoMZ6ha7ZW2MYGtLBnYaGhsaaxKnngcOPALMTQLoLuPJtwNYrVrpVGhqrDkODQziAA9j/6H6MTI6gv7Mf+96yb0nru3SdoMZ6hQ72NDQ0NDQ0lhqnngce/yZgmkAsASxM8++ADvg0NEKw3OId2uRbY71Cp3FqaGhoaGgsNQ4/woFeJMbeOZEY/374kZVumYbGorEeat1q1Qmuhz5qXJzQwZ6GhoaGhsZSY3YCMKOl28wob9fQWMNYL7Vu1eoE10sfNS5O6GDvIsLwMLBnD1s47NnDv2toXGwgogQR/YSIDhHRYSL6tLN9PxH9nIieJqK/J6JO3zGfIqIXiOh5InrPijVeY3Xg1PPAd78IPPg5fj31fO1j0l2AVSjdZhV4u4bGGoa/1o2IkIqlEDNi2P/o/pVuWkOoZvK9XH1slj3UrKNGNehg7yLB8DBw663AmTNszH7mDP+uAz6NixA5AHuUUtcAuBbAe4noTQC+B+AqpdTVAI4C+BQAENEuAB8FcCWA9wL4SyIyV6LhGqsAUnu3MF1ae1cr4LvybYBlAcU8e+cU8/z7lW9bnnZraCwR1pMn3tDgEB7e+zCOf/I4Ht77sFszuBx9bJY91KyjRi3oYO8iwf79QCwGpFJcLpJK8e/719aDNw2NRUMxZp1fo84/pZT6R6VU0dn+YwBbnZ9vAPBlpVROKXUCwAsA3risjdZYPWi29m7rFcB1HwSSHUA+y6/XfVCLs2iseayUJ95yYjn62Cx7uF6YVY2lgw72LhKcOAG0lT6UQlsbMDKyIs3R0FhREJFJRE8BGAfwPaXU44FdbgEgj0W3AHjZ994pZ1vYeX+TiJ4goifOnj3b4lZrrAospvZu6xXAez4GfPj3+FUHehrrACvhibfcWI4+NsseridmVWNpoIO9iwQDA8B86UMpzM8D/f0r0hwNjRWFUspSSl0LZu/eSERXyXtE9EcAigD+RjaFnaLCef9KKbVbKbV78+bNLW61xqqArr3T0ChBtVq39YLl6GOz7OHFwKxqLA7aZ+8iwb59XKMHMKM3Pw/k87xdQ+NihVJqkogOgmvxniWivQA+AOBdSikJ6E4B2OY7bCuAV5a1oRqrB1e+zfHHyzOjZxV07Z3GRY/l9sRbCSx1H/e9ZR9uHb4VyDMzN1+Yr4s9bPY4jYsHmtm7SDA0BBw4APT1ARMT/HrgAG/X0LiYQESbRWmTiJIA3g3g50T0XgB/AOBDSin/Y9JvAPgoEcWJaADAIICfLHOzNVYLdO2dhobGEqBZ9vBiYFY1FgfN7F1EGBrSwZ2GBoA+APc7ipoGgK8opb5FRC8AiAP4HhEBwI+VUv9RKXWYiL4C4Ag4vfO3lFLWSjVeYxVg6xU6uNPQ0Gg5mmUPLwZmVaN56GBPQ0PjooJS6mkArw3Z/qoqx3wGwGeWsl0aGhoaGhoaGq2GTuPU0NDQ0NDQ0NDQ0NBYh9DBnoaGhoaGhobGKgARJYjoJ0R0iIgOE9GnA+//HhEpItrk2/YpInqBiJ4novcsf6s1NDRWM5Ys2COibUT0z0T0nPOF9Uln+34i+jkRPU1Efy9CCc57+gtLQ0NDQ0ND42JFDsAepdQ1AK4F8F4iehPA91UA/g2Ak7IzEe0C8FEAV4JVhf/SqUfW0NDQALC0zF4RwP+hlNoJ4E0Afsv5UvoegKuUUlcDOArgU4D+wtLQ0NDQ0NC4uKEYs86vUeef2MDcC+D3UerzeQOALyulckqpEwBeAPDG5WqvhobG6seSBXtKqTNKqSedn2cAPAdgi1LqH5VSRWe3H4M9qwD9haWhoaGhoaFxkYOITCJ6CsA4gO8ppR4nog8BOK2UOhTYfQuAl32/n3K2aWhoaABYppo9IuoHq989HnjrFgDDzs/6C0tDQ0NDQ0PjooZSylJKXQt+GP5GIroawB8BuDNkdwo7RdlORL9JRE8Q0RNnz55taXs1NDRWN5Y82COiNIAHAfyuUmrat/2PwKmefyObQg7XX1gaGhoaGhoaFx2UUpMADoIznwYAHCKiEXAQ+CQR9YIfjG/zHbYVwCsh5/orpdRupdTuzZs3L3HLNTQ0VhNIqbJ4qnUnJ4oC+BaA7yqlPu/bvhfAfwTwLqXUvLPtUwCglPqs8/t3AfypUuqxKuc/C+ClJevA0mATgHMr3YgGodu8PNBt9rBDKbWm70jW6PdTs1iLa3cx0P1d36jW3yX9biKizQAKSqlJIkoC+EcA/1kp9S3fPiMAdiulzhHRlQAeAJe9XALgnwAMKqWsKtdYS99Na23t6fYuLXR7K6Pid9OSmaoTEQH4IoDnAoHeewH8AYB3SqDn4BsAHiCiz4O/sAYB/KTaNdbizSARPaGU2r3S7WgEus3LA93m9YW1+P3ULC62daD7u76xwv3tA3C/I1BnAPiKP9ALQil1mIi+AuAIOFvqt6oFes4xa+a7aa2tPd3epYVub3NYsmAPwFsB/BqAZ5xCYwD4QwD/FUAcwPc4HsSPlVL/sZkvLA0NDQ0NDQ2N9QKl1NNgjYNq+/QHfv8MgM8sYbM0NDTWMJYs2FNKPYLwOrzvVDlGf2FpaGhoaGhoaGhoaGi0AMuixqlRgr9a6QY0Ad3m5YFus8ZaxcW2DnR/1zcutv6uZqy1udDtXVro9jaBJRVo0dDQ0NDQ0NDQ0NDQ0FgZaGZPQ0NDQ0NDQ0NDQ0NjHUIHey0EEd1HRONE9Kxv2wYi+h4RHXNeu3zvfYqIXiCi54noPSvU5m1E9M9E9BwRHSaiT672dhNRgoh+QkSHnDZ/erW32dcOk4j+lYi+tRbaTEQjRPQMET1FRE+shTZrtBZr8TuiFVhrn9XFgIg6iehrRPRzZ57fvM77e5uzlp8lor91/qas2/6uVqzVv+Vr6bthrf0NX0vfRUR0hTOu8m+aiH53VbZXKaX/tegfgHcAeB2AZ33b/hzA7c7Pt4P9cgBgF4BDYGXSAQAvAjBXoM19AF7n/NwO4KjTtlXbbrDwT9r5OQrgcQBvWs1t9rX9P4E9kb61RtbHCIBNgW2rus36X8vXwJr7jmhRv9fUZ3WRfb0fwP/u/BwD0Lle+wtgC4ATAJLO718B8Ovrtb+r+d9a/Vu+lr4b1trf8LX6XQTABDAKYMdqbK9m9loIpdQPAVwIbL4BvHjhvP473/YvK6VySqkTAF4Am6IuK5RSZ5RSTzo/zwB4DvzHcNW2WzFmnV+jzj+FVdxmACCirQDeD+B/+Dav6jZXwFpss0aTWIvfEYvFOvqs1gQRdYAfVH4RAJRSeaXUJNZpfx1EACSJKAKgDcArWN/9XZVYi3/L18l3w6ps7xr/LnoXgBeVUi9hFbZXB3tLjx6l1BmAb5oAdDvbtwB42bffKWfbioGI+sH+Po9jlbfbSaN4CsA4gO8ppVZ9mwH8FwC/D8D2bVvtbVYA/pGIfkZEv+lsW+1t1lgirKXviEXiv2DtfVabxaUAzgL4kpOa9j+IKIV12l+l1GkAnwNwEsAZAFNKqX/EOu3vasca/Fv+X7C2vhvW0t/wtfxd9FEAf+v8vOraq4O9lUOYB+GKSaMSURrAgwB+Vyk1XW3XkG3L3m6llKWUuhbAVgBvJKKrquy+4m0mog8AGFdK/azeQ0K2rcT6eKtS6nUAhgD8FhG9o8q+q6XNGkuAtfYd0SzW8Ge1WUTA5Qf/TSn1WgBz4NSjSljT/XXqZ24Ap1FdAiBFRL9a7ZCQbWumv6sda+lv+Rr9blhLf8PX5HcREcUAfAjAV2vtGrJtWdqrg72lxxgR9QGA8zrubD8FYJtvv63gVJJlBxFFwTdxf6OUesjZvOrbDQAOxX8QwHuxutv8VgAfIqIRAF8GsIeI/hqru81QSr3ivI4D+HtwysGqbrNG67GWvyOawJr8rC4CpwCcchgVAPga+IZrvfb33QBOKKXOKqUKAB4C8Bas3/6uCayRv+Vr7rthjf0NX6vfRUMAnlRKjTm/r7r26mBv6fENAHudn/cC+Lpv+0eJKE5EAwAGAfxkuRtHRATOj35OKfV531urtt1EtJmIOp2fk+A/3j9fzW1WSn1KKbVVKdUPpvsfVkr96mpuMxGliKhdfgbwbwE8u5rbrNF6rMXviMVgLX5WFwOl1CiAl4noCmfTuwAcwTrtLzh9801E1Oas7XeB61DXa39XLdba3/K19t2w1v6Gr+Hvol+Gl8Ip7Vpd7VXLoAJzsfxzJvsMgAI4gv8YgI0A/gnAMed1g2//PwKr8TwPYGiF2vw2MI38NICnnH/vW83tBnA1gH912vwsgDud7au2zYH2Xw9PxWvVthmcP3/I+XcYwB+t9jbrf0uyDtbcd0QL+74mPqst6Oe1AJ5w5vgfAHSt8/5+GhxUPAvgf4LV8dZtf1frv7X8t3wtfDesxb/ha+27CCzwdB5Axrdt1bWXnItraGhoaGhoaGhoaGhorCPoNE4NDQ0NDQ0NDQ0NDY11CB3saWhoaGhoaGhoaGhorEPoYE9DQ0NDQ0NDQ0NDQ2MdQgd7GhoaGhoaGhoaGhoa6xA62NPQ0NDQ0NDQ0NDQ0FiH0MGexpKDiPqJ6Nk69usjom+1+NpfJqLBVp5TQ0NDQ0NDQ0NDYy1AB3saqwn/CcD/1eJz/jcAv9/ic2poaKxDtPLBlP9cRHS97E9EHyCiT7emxRoaGusVzXwfEdGvE9GBFl1fPyxfJ9DBnsaygoguJaJ/JaI3hLz9YQD/y9nv14no60T0v4joeSL6E985/hMRPev8+11nW4qIvk1Eh5ztv+Ts/iMA7yaiyBJ3TUND4+LBYh5MfRvAh4iorYXt0dDQuHixFA/KAf2wfN1AB3saywYiugLAgwBuVkr9NPDeAIAJpVTOt/mNAH4FwLUAPkJEu4no9QBuBnAdgDcB+A0iei2A9wJ4RSl1jVLqKjhBo1LKBvACgGuWtHMaGhrrCg08mOonoh8R0ZPOv7dUO69SSgE4COADLW+0hobGukS930eBY95PRI8R0SYi+r+J6L8S0aNEdJyI/r2zz/VEdJCIvkZEPyeivyEick6hH5avE+hgT2O5sBnA1wH8qlLqqZD3+wCcDWz7nlLqvFJqAcBDAN7m/Pt7pdScUmrW2f52AM+Av5T+MxG9XSk15TvPOIBLWtsdDQ2N9YoGH0yNA/g3SqnXAfglAP+1jks8Af7e0tDQ0KiKJh6Ug4j+NwC3A3ifUuqcs7kPfA/1AQD3+HZ/LYDfBbALwKUA3groh+XrCTrY01guTAF4Gc6XSAgWACQC21TI74QQKKWOAng9OOj7LBHd6Xs74ZxfQ0NDoxYafTAVBfB/EdEzAL4KvmGqBf0ASkNDox4086D8FwD8AYD3K6UmfNv/QSllK6WOAOjxbf+JUuqUE9w9BaDf957+rloH0MGexnIhD+DfAfgPRHRTyPtHUfoFAwD/hog2EFHSOfZfAPwQwL8jojYiSgH43wD8iIguATCvlPprAJ8D8DrfeS4HcLiFfdHQ0Fi/aPTB1G0AxsBPv3cDiNVxDf0ASkNDox4086D8OIB28L2PH372jypstwD40zb1d9U6gM7D1Vg2KKXmiOgDAL5HRHNKqa8H3nuRiF6llHrB2fwIgP8J4FUAHlBKPQEARPR/A/iJs8//UEr9KxG9B8B+IrIBFAB83Nm3B8CCUurMcvRRQ0NjzUMeTH2XiGaVUg8E3g8+mMoAOKWUsoloLwCzjmtcDqCmyp6GhsZFj0a/jwDgJQC/B+DviegjSqnFPOzWD8vXAXSwp7HkUEqNALjK+XkSQFiBMQAcAPDrAP7Y+X1cKXVryPk+D+DzgW3fBfDdkHPeBOD/30SzNTQ0LlI0+GDqLwE8SEQfAfDPAObquMQvAPjUkjReQ0NjXaGJB+VQSj1PRL8C4KtE9MFmrqsflq8fEAuDaWisDhDR/66U+h9E9OsAdocFew2e72YA/1MpVWxJAzU0NC56OOIHr1dK/XHNncuP7QFnKryr9S3T0NC42LCY76Ma570NwLRS6outPK/G8kMHexoaGhoaGg1CHkw1cdwbABQqiC1oaGhoNIxmv49qnFM/LF8n0MGehoaGhoaGhoaGhobGOoRW49TQ0NDQ0NDQ0NDQ0FiH0MGehoaGhoaGhoaGhobGOoQO9jQ0NDQ0NDQ0NDQ0NNYhdLCnoaGhoaGhoaGhoaGxDqGDPQ0NDQ0NDQ0NDQ0NjXWI/xcKzRSuBNwofQAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"centralities_list=['degree (larger ~ central)','eccentricity (smaller ~ central)','betweenness (larger ~ central)', 'closeness (larger ~ central)','eigenvector (larger ~ central)']\n",
"\n",
"def combine_raw_centralities():\n",
" \"\"\"\n",
" Combines centrality metrics\n",
" \"\"\"\n",
" def centrality_raw(input_graph, graph_name):\n",
" \"\"\"\n",
" Computes centrality metrics for a graph.\n",
" \"\"\"\n",
" deg=input_graph.degree(loops=False)\n",
" node_n=input_graph.vcount()\n",
" #scaled to account for network size\n",
" ecc=[(2*x / ((node_n-1)*(node_n-2))) for x in input_graph.eccentricity()]\n",
" btw=[(2*x / ((node_n-1)*(node_n-2))) for x in input_graph.betweenness(directed=False)] \n",
" eig=input_graph.eigenvector_centrality(directed=False, scale=False)\n",
" \n",
" # For disconnected graphs, computes closeness from the largest connected component\n",
" if(input_graph.is_connected()):\n",
" cls=input_graph.closeness(normalized=True)\n",
" else:\n",
" cls=input_graph.clusters(mode='WEAK').giant().closeness(normalized=True)\n",
" \n",
" out=pd.DataFrame([deg, ecc, btw, cls,eig], index=centralities_list).T\n",
" out['graph']=graph_name\n",
" out=out.loc[:,np.append(['graph'],out.columns[out.columns!='graph'])]\n",
" \n",
" ##Adds centralities for each node in the network\n",
" input_graph.vs['degree']=out['degree (larger ~ central)']\n",
" input_graph.vs['eccentricity']=out['eccentricity (smaller ~ central)']\n",
" input_graph.vs['betweenness']=out['betweenness (larger ~ central)']\n",
" input_graph.vs['closeness']=out['closeness (larger ~ central)']\n",
" input_graph.vs['eigenvector']=out['eigenvector (larger ~ central)']\n",
" \n",
" return(out)\n",
" \n",
" #Computes centralities for all networks\n",
" network_centralities_raw=pd.DataFrame()\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(pos_w,'pos_w')])\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(all_u,'all_u')])\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(knn,'knn')])\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(random_posw,'pos_w_random')])\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(random_allu,'all_u_random')])\n",
" network_centralities_raw=pd.concat([network_centralities_raw,centrality_raw(random_knn,'knn_random')])\n",
" return(network_centralities_raw)\n",
"\n",
"network_centralities_raw=combine_raw_centralities()\n",
"\n",
"\n",
"fig, axes=plt.subplots(nrows=5, figsize=(16,20), sharey='row')\n",
"for i, ax in zip(range(6), axes.flat):\n",
" sns.boxplot(\n",
" data=network_centralities_raw, x='graph', y=centralities_list[i], notch=True, ax=ax, showfliers=False)\n",
" ax.set_title(centralities_list[i])\n",
" ax.set(xlabel='')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When interpreting the results above, it is important to bear in mind that these networks have different network sizes. Recall:"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"
0.190416
\n",
"
True
\n",
"
345
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" node_count edge_count diameter av_path_length density \\\n",
"pos_w 2102 293544 8 2.93304 0.132937 \n",
"all_u 2102 402360 7 2.11979 0.182216 \n",
"knn 2102 420400 4 2.32002 0.190386 \n",
"pos_w_random 2102 293544 2 1.86706 0.132937 \n",
"all_u_random 2102 402360 2 1.81778 0.182216 \n",
"knn_random 2102 420400 2 1.80961 0.190386 \n",
"\n",
" clustering_coef connected? minimum_cut \n",
"pos_w 0.71453 False 0 \n",
"all_u 0.610098 False 0 \n",
"knn 0.590294 True 203 \n",
"pos_w_random 0.132907 True 225 \n",
"all_u_random 0.182253 True 320 \n",
"knn_random 0.190416 True 345 "
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"network_stats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall, we see:\n",
"- The median degree centrality decreases from `Full network > kNNG > Positive assoc. network`.\n",
"- The median betweenness centrality tends to decrease from `Positive assoc. network > Full network > kNNG`.\n",
"- The median closeness centrality tends to decrease from `Full network > kNNG > Positive assoc. network`.\n",
"- The eccentricity is very homogeneous for the `Full network (all_u)`, and slightly lower than in the `Full network`. In turn, most nodes in the `kNNG` tend to display an eccentricity of 3-4.\n",
"\n",
"\n",
"### Questions:\n",
"- Can you explain these observations?\n",
"- Based on the plots above, which graphs do you think follow a [*small world*](https://en.wikipedia.org/wiki/Small-world_network) behavior?\n",
"\n",
"We will also explore the relationships between different centrality metrics. Because these have different interpretations, we will compute ranks for each centrality, and perform the correlations on the ranks. In the following cell we do this, and then compute correlations within the 5 metrics for the full network. One additional column is presented (`median_centrality`), that is basically the median of the ranks of the 5 other centralities. "
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### Compute centrality ranks so that we can compare them within and between networks\n",
"full_centralities=pd.DataFrame()\n",
"for net in [0,1,2]:\n",
" net_in=[pos_w, all_u, knn][net]\n",
" net_nm=['pos_w', 'all_u', 'knn'][net]\n",
" temp=pd.DataFrame([net_in.vs[att] for att in ['name','degree','betweenness', 'closeness','eccentricity','eigenvector']], index=['name','degree','betweenness', 'closeness','eccentricity','eigenvector']).T\n",
" temp.columns=[x+'|'+net_nm for x in temp.columns]\n",
" temp.rename(columns={'name|'+net_nm:'name'}, inplace=True)\n",
" \n",
" ## For all but eccentricity centrality, we compute the rank in ascending mode\n",
" ## so that higher ranking means more central. we need to reverse this for eccentricity\n",
" temp.loc[:,temp.columns.str.contains('deg|bet|clos|eig')]=temp.loc[:,temp.columns.str.contains('deg|bet|clos|eig')].rank(pct=True, ascending=True)\n",
" temp.loc[:,temp.columns.str.contains('eccentricity')]=temp.loc[:,temp.columns.str.contains('eccentricity')].rank(pct=True, ascending=False\n",
" )\n",
" temp['median_centrality|'+net_nm]=temp.loc[:,temp.columns!='name'].median(1)\n",
" if(net==0):\n",
" full_centralities=temp\n",
" else:\n",
" full_centralities=pd.merge(full_centralities, temp, on='name')\n",
"full_centralities.set_index('name', inplace=True)\n",
"full_centralities=pd.merge(full_centralities, data[['Type']], left_index=True, right_index=True, how='left')\n",
"full_centralities['median|ALL']=full_centralities.loc[:,full_centralities.columns.str.contains('median')].median(1)\n",
"\n",
"\n",
"### Correlations are computed between ranks, after inverting the rank for eccentricity\n",
"def correlations_centralities(graph_name):\n",
" \"\"\"\n",
" Returns squared correlation matrix.\n",
" \"\"\"\n",
" temp_corr=full_centralities.copy().loc[:,full_centralities.columns!='Type'].dropna().astype('float')\n",
" temp_corr=temp_corr.loc[:,temp_corr.columns.str.contains(graph_name)]\n",
" temp_corr.columns=temp_corr.columns.str.replace('\\|.+','')\n",
" temp_corr=temp_corr.corr(method='spearman')\n",
" np.fill_diagonal(temp_corr.values, np.nan)\n",
" return(temp_corr)\n",
"\n",
"all_u_centcorr=correlations_centralities('all_u')\n",
"knn_centcorr=correlations_centralities('knn')\n",
"pos_w_centcorr=correlations_centralities('pos_w')\n",
"\n",
"fig,ax=plt.subplots(nrows=3, figsize=(8,16), sharex=True)\n",
"ax=ax.flatten()\n",
"for i in range(3):\n",
" tdata=[all_u_centcorr,knn_centcorr, pos_w_centcorr][i]\n",
" tname=['all_u','knn','pos_w'][i]\n",
" sns.heatmap(tdata, cmap=\"RdBu_r\", center=0, annot=True, ax=ax[i]);\n",
" ax[i].set(title=tname)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot above shows that most of the centrality metrics are positively correlated in the full network and in the positively coexpression network. However, this is not the case for the KNN network.\n",
"\n",
"#### Questions\n",
"\n",
"1. How do you explain the inverse relationship between degree and most other metrics in the KNN network?\n",
"2. Why do you think that the KNN network specifically displays this opposite trend?\n",
"\n",
"The next figure may help in answering the question above. We highlight the most central nodes based on degree (red) and eccentricity (green), in addition to a random subset of 500 nodes. Of these, which do you think displays the shortest path to all other nodes?"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 32,
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "execute_result"
}
],
"source": [
"knn_centralities=full_centralities.loc[:,full_centralities.columns.str.contains('knn')]\n",
"knn_centralities=knn_centralities.loc[:,knn_centralities.columns!='median_centrality|knn']\n",
"knn_centralities.columns=knn_centralities.columns.str.replace('\\\\|.+','')\n",
"\n",
"##top nodes based on eccentricity\n",
"knn_top_ecc=knn_centralities['eccentricity'].sort_values(ascending=False).index.values[:1]\n",
"\n",
"##top nodes based on degree\n",
"knn_top_deg=knn_centralities['degree'].sort_values(ascending=False).index.values[:1]\n",
"\n",
"##random nodes to help visualize\n",
"##warning, do not increase this value much higher than 500, or you may have problems rendering this image\n",
"knn_others=knn_centralities.sample(500).index.values\n",
"\n",
"## full list\n",
"node_list=np.append(np.append(knn_top_deg, knn_top_ecc), knn_others)\n",
"\n",
"## subsets nodes\n",
"knn_to_draw=knn.subgraph(knn.vs.select([x.index for x in knn.vs if x['name'] in node_list]))\n",
"knn_to_draw.vs['color']=['red' if x['name'] in knn_top_deg else 'green' if x['name'] in knn_top_ecc else 'white' for x in knn_to_draw.vs]\n",
"\n",
"layout = knn_to_draw.layout_auto()\n",
"ig.plot(knn_to_draw, layout=layout, vertex_color=knn_to_draw.vs['color'], edge_color='silver', vertex_size=7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Community analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Node communities may be identified based on different metrics including [Modularity](https://en.wikipedia.org/wiki/Modularity_(networks)) or [Density](https://journals.aps.org/pre/abstract/10.1103/PhysRevE.84.016114). We will look at community detection through modularity."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modularity of a small graph\n",
"\n",
"Recall that the Modularity of a community is given by $$Q = \\frac{1}{2m} \\sum_{c}(e_c - \\frac{K_c^2}{2m})$$\n",
"\n",
"where $e_c$ is the number of edges in community $c$, and $\\frac{K_c^2}{2m}$ is the expected number of edges in the community given the $K_c$ sum of degrees of its nodes, for a network with $m$ edges. This will correspond to\n",
"\n",
"$$Q = \\frac{1}{2m} \\sum_{ij}[A_{ij} - \\frac{k_i k_j}{2m}\\delta(c_i,c_j)]$$\n",
"\n",
"where $A_ij$ is the Adjacency between nodes $i$ and $j$, $k_i$ and $k_j$ are their degree, and $\\delta(c_i,c_j)$ is the [Kronecker delta](https://en.wikipedia.org/wiki/Kronecker_delta), defined as 1 if nodes $i$ and $j$ are in the same community, or 0 if they are not. Let's examine the following small network, with communities given by the two colors: red `[A,B,C,D,H]` and blue `[E,F,G]`."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 33,
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "execute_result"
}
],
"source": [
"g = ig.Graph([(0,1), (0,2), (1,2), (0,3), (2,3), (1,3), (2,4), (4,5), (5,6), (4,6), (4,7), (5,7), (6,7)])\n",
"\n",
"g.vs[\"name\"] = [\"A\", \"B\", \"C\", \"D\", \"E\", \"F\", \"G\",\"H\"]\n",
"g.vs[\"module\"] = [\"f\", \"f\", \"f\", \"f\", \"m\", \"m\",\"m\", \"f\"]\n",
"\n",
"\n",
"layout = g.layout_circle()\n",
"g.vs[\"label\"] = g.vs[\"name\"]\n",
"color_dict = {\"m\": \"cyan\", \"f\": \"pink\"}\n",
"g.vs[\"color\"] = [color_dict[module] for module in g.vs[\"module\"]]\n",
"ig.plot(g, layout = layout, bbox = (300, 300), margin = 50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For this network, we have the following adjacency matrix."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" A B C D E F G H\n",
"A 0 1 1 1 0 0 0 0\n",
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"C 1 1 0 1 1 0 0 0\n",
"D 1 1 1 0 0 0 0 0\n",
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"F 0 0 0 0 1 0 1 1\n",
"G 0 0 0 0 1 1 0 1\n",
"H 0 0 0 0 1 1 1 0"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame( g.get_adjacency(), index=g.vs[\"name\"], columns=g.vs[\"name\"] )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will compute the modularity of this network given the 2 communities above, herein identified as communities `1` and `2`."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.16568047337278102"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def modularity(graph, membership):\n",
" \"\"\"\n",
" Computes the modularity of `graph` for a given module `membership`.\n",
" \"\"\"\n",
" m=len(graph.es.indices) #edge number\n",
" A=pd.DataFrame(graph.get_adjacency()) #adjacency matrix\n",
" Q=[] \n",
" for i in A.index:\n",
" for j in A.columns:\n",
" if(membership[i]==membership[j]):\n",
" deltaij=1\n",
" else:\n",
" deltaij=0\n",
" Q=np.append(Q, (A.loc[i,j]-(g.vs[i].degree()*g.vs[j].degree())/(2*m))*deltaij)\n",
" Q=(1/(2*m))*np.sum(Q)\n",
" out=Q\n",
" return(out)\n",
"\n",
"modularity(g, [1,1,1,1,2,2,2,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As this is a very small network, we can take a brute-force approach and examine all possible membership combinations that will yield the highest possible modularity."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
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},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_memberships=[x for x in itertools.product([1,2], repeat=8)]\n",
"\n",
"\n",
"membership_modularity=pd.DataFrame()\n",
"for membership in all_memberships:\n",
" group1=[g.vs['name'][x] for x in range(len(g.vs['name'])) if membership[x]==1]\n",
" group2=[g.vs['name'][x] for x in range(len(g.vs['name'])) if membership[x]==2]\n",
" out=pd.Series([group1, group2, membership, modularity(g, membership)], index=['comm1', 'comm2','memb','Q'])\n",
" membership_modularity=pd.concat([membership_modularity, out], 1)\n",
" \n",
"membership_modularity=membership_modularity.T.sort_values('Q', ascending=False)\n",
"membership_modularity.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that the 2 top hits that maximize modularity define the same communities as `[A,B,C,D]` and `[E,F,G,H]`. For larger networks we cannot use a brute-force approach, and instead rely on the 2-pass Louvain algorithm, which has since been improved with the Leiden algorithm."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modularity of gene-metabolite networks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below, we perform the community analysis on the 4 networks. We will perform one additional community analysis by considering the edge weights from the positively associated network. Importantly, this method searches for the largest possible communities for our network, which may not always be the desired. Alternative models such as the [Constant Potts Model](https://journals.aps.org/pre/abstract/10.1103/PhysRevE.84.016114) allow you to identify smaller communities. Should we know that our data has special feature classes, we can compare whether the communities identify those classes by examining them individually, and increasing the resolution if needed."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"pos_comm = leidenalg.find_partition(pos_w, leidenalg.ModularityVertexPartition)\n",
"pos_w_comm = leidenalg.find_partition(pos_w, leidenalg.ModularityVertexPartition, weights='w')\n",
"all_comm = leidenalg.find_partition(all_u, leidenalg.ModularityVertexPartition)\n",
"knn_comm = leidenalg.find_partition(knn, leidenalg.ModularityVertexPartition)\n",
"random_all = leidenalg.find_partition(random_allu, leidenalg.ModularityVertexPartition)\n",
"random_posw = leidenalg.find_partition(random_posw, leidenalg.ModularityVertexPartition)\n",
"random_knn = leidenalg.find_partition(random_knn, leidenalg.ModularityVertexPartition)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Predictably, we can see that the modularity score of any of the networks is substantially larger than that of the random network."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.591"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(pos_comm.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.591"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(pos_w_comm.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.427"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(all_comm.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.591"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(knn_comm.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.039"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(random_all.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.046"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(random_posw.modularity,3)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.038"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.round(random_knn.modularity,3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparing the different communities by size:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Compiles feat lists per community\n",
"def get_community_table():\n",
" comm_counts=pd.DataFrame()\n",
" feat_lists=pd.DataFrame()\n",
" for i in [0,1,2,3]:\n",
" graph=[pos_w,pos_w,all_u,knn][i]\n",
" comm=[pos_comm,pos_w_comm,all_comm,knn_comm][i]\n",
" name=['pos','pos_w','all','knn'][i]\n",
" temp=pd.DataFrame(list(zip(graph.vs['name'],[x+1 for x in comm.membership]))).rename(columns={0:'feat',1:'community'})\n",
" counts=pd.DataFrame(temp.groupby('community')['feat'].agg(len))\n",
" counts.columns=[name]\n",
" comm_counts=pd.concat([comm_counts, counts],1)\n",
" \n",
" gl=pd.DataFrame(temp.groupby('community')['feat'].apply(list)).reset_index()\n",
" gl['community']=['c'+str(i) for i in gl['community']]\n",
" gl['network']=name\n",
" gl=gl.loc[:,['network','community','feat']]\n",
" feat_lists=pd.concat([feat_lists, gl])\n",
" \n",
" comm_counts.index=['c'+str(i) for i in comm_counts.index]\n",
" return([comm_counts,feat_lists])\n",
"\n",
"#Plotting community sizes\n",
"import seaborn as sns\n",
"fig, ax = plt.subplots(figsize=(7, 4))\n",
"bar_data=get_community_table()[0].fillna(0).T\n",
"bar_data.plot(kind='bar', stacked=True, ax=ax);\n",
"# ## number of communities in each\n",
"# for index, row in groupedvalues.iterrows():\n",
"# g.text(row.name,row.tip, round(row.total_bill,2), color='black', ha=\"center\")\n",
"ax.legend(get_community_table()[0].index, loc='right', bbox_to_anchor=(1.15, 1));\n",
"ax.set_title('Community size')\n",
"plt.xticks(rotation=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"scrolled": false
},
"source": [
"Some of the communities are very small in the `pos` and full networks, and comprise only 2 and 3 elements. Can we really call this a community?"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"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=(7, 4))\n",
"sns.barplot(\n",
" data=bar_data.T.unstack().reset_index().rename(columns={'level_0':'network','level_1':'community',0:'size'}),\n",
" x='network',y='size', hue='community'\n",
" )\n",
"\n",
"ax.set(yscale='log');\n",
"ax.legend(loc='right', bbox_to_anchor=(1.15, 1));\n",
"ax.set_title('Community size')\n",
"plt.xticks(rotation=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Functional analysis** \n",
"In order to perform functional enrichment, we will extract each of the communities and perform a hypergeometric test **on the genes** to understand whether they are particularly enriched in specific biological functions. \n",
"We will use [enrichr](https://gseapy.readthedocs.io/en/master/gseapy_example.html#2.-Enrichr-Example) to perform the gene set enrichment analysis. As background we will use the full list of genes that were quantified.\n",
"\n",
"We will look at 3 gene set libraries. Should you have other kinds of data, enrichr allows you to define your own feature sets and perform a similar analysis. The challenge is in identifying comprehensive and well curated gene sets."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ARCHS4_Cell-lines',\n",
" 'ARCHS4_IDG_Coexp',\n",
" 'ARCHS4_Kinases_Coexp',\n",
" 'ARCHS4_TFs_Coexp',\n",
" 'ARCHS4_Tissues',\n",
" 'Achilles_fitness_decrease',\n",
" 'Achilles_fitness_increase',\n",
" 'Aging_Perturbations_from_GEO_down',\n",
" 'Aging_Perturbations_from_GEO_up',\n",
" 'Allen_Brain_Atlas_10x_scRNA_2021',\n",
" 'Allen_Brain_Atlas_down',\n",
" 'Allen_Brain_Atlas_up',\n",
" 'BioCarta_2013',\n",
" 'BioCarta_2015',\n",
" 'BioCarta_2016']"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#All the available human libraries\n",
"gp.get_library_name(database='Human')[:15]"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"code_folding": [],
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 904 genes in community c1\n",
"Analyzing pos network | Comm: c1/7 | BP: GO_Biological_Process_2018\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:31:59,120 Warning: No enrich terms using library GO_Biological_Process_2018 when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing pos network | Comm: c1/7 | BP: KEGG_2019_Human\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:03,362 Warning: No enrich terms using library KEGG_2019_Human when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing pos network | Comm: c1/7 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:07,463 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 555 genes in community c2\n",
"Analyzing pos network | Comm: c2/7 | BP: GO_Biological_Process_2018\n",
"Analyzing pos network | Comm: c2/7 | BP: KEGG_2019_Human\n",
"Analyzing pos network | Comm: c2/7 | BP: OMIM_Disease\n",
"Found 505 genes in community c3\n",
"Analyzing pos network | Comm: c3/7 | BP: GO_Biological_Process_2018\n",
"Analyzing pos network | Comm: c3/7 | BP: KEGG_2019_Human\n",
"Analyzing pos network | Comm: c3/7 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:33,172 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 902 genes in community c1\n",
"Analyzing pos_w network | Comm: c1/7 | BP: GO_Biological_Process_2018\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:37,832 Warning: No enrich terms using library GO_Biological_Process_2018 when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing pos_w network | Comm: c1/7 | BP: KEGG_2019_Human\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:42,034 Warning: No enrich terms using library KEGG_2019_Human when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing pos_w network | Comm: c1/7 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:32:46,118 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 556 genes in community c2\n",
"Analyzing pos_w network | Comm: c2/7 | BP: GO_Biological_Process_2018\n",
"Analyzing pos_w network | Comm: c2/7 | BP: KEGG_2019_Human\n",
"Analyzing pos_w network | Comm: c2/7 | BP: OMIM_Disease\n",
"Found 508 genes in community c3\n",
"Analyzing pos_w network | Comm: c3/7 | BP: GO_Biological_Process_2018\n",
"Analyzing pos_w network | Comm: c3/7 | BP: KEGG_2019_Human\n",
"Analyzing pos_w network | Comm: c3/7 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:33:12,214 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 692 genes in community c1\n",
"Analyzing all network | Comm: c1/6 | BP: GO_Biological_Process_2018\n",
"Analyzing all network | Comm: c1/6 | BP: KEGG_2019_Human\n",
"Analyzing all network | Comm: c1/6 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:33:25,899 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 652 genes in community c2\n",
"Analyzing all network | Comm: c2/6 | BP: GO_Biological_Process_2018\n",
"Analyzing all network | Comm: c2/6 | BP: KEGG_2019_Human\n",
"Analyzing all network | Comm: c2/6 | BP: OMIM_Disease\n",
"Found 614 genes in community c3\n",
"Analyzing all network | Comm: c3/6 | BP: GO_Biological_Process_2018\n",
"Analyzing all network | Comm: c3/6 | BP: KEGG_2019_Human\n",
"Analyzing all network | Comm: c3/6 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:33:52,914 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 433 genes in community c1\n",
"Analyzing knn network | Comm: c1/5 | BP: GO_Biological_Process_2018\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:33:57,269 Warning: No enrich terms using library GO_Biological_Process_2018 when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing knn network | Comm: c1/5 | BP: KEGG_2019_Human\n",
"Analyzing knn network | Comm: c1/5 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:34:05,011 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 484 genes in community c2\n",
"Analyzing knn network | Comm: c2/5 | BP: GO_Biological_Process_2018\n",
"Analyzing knn network | Comm: c2/5 | BP: KEGG_2019_Human\n",
"Analyzing knn network | Comm: c2/5 | BP: OMIM_Disease\n",
"Found 460 genes in community c3\n",
"Analyzing knn network | Comm: c3/5 | BP: GO_Biological_Process_2018\n",
"Analyzing knn network | Comm: c3/5 | BP: KEGG_2019_Human\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:34:27,512 Warning: No enrich terms using library KEGG_2019_Human when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analyzing knn network | Comm: c3/5 | BP: OMIM_Disease\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-07-10 23:34:30,978 Warning: No enrich terms using library OMIM_Disease when cutoff = 0.05\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 343 genes in community c4\n",
"Analyzing knn network | Comm: c4/5 | BP: GO_Biological_Process_2018\n",
"Analyzing knn network | Comm: c4/5 | BP: KEGG_2019_Human\n",
"Analyzing knn network | Comm: c4/5 | BP: OMIM_Disease\n",
"Found 263 genes in community c5\n",
"Analyzing knn network | Comm: c5/5 | BP: GO_Biological_Process_2018\n",
"Analyzing knn network | Comm: c5/5 | BP: KEGG_2019_Human\n",
"Analyzing knn network | Comm: c5/5 | BP: OMIM_Disease\n"
]
}
],
"source": [
"#we will search 3 libraries for significantly enriched gene sets\n",
"gene_sets=['GO_Biological_Process_2018','KEGG_2019_Human','OMIM_Disease']\n",
"background=[x for x in all_u.copy().vs['name'] if x in data.loc[data.Type=='genes'].index]\n",
"all_genes=data.loc[data.Type=='genes'].index\n",
"\n",
"def perform_enrich(network):\n",
" temp=get_community_table()[1].copy()\n",
" temp=temp.loc[temp['network']==network]\n",
" output_enrichr=pd.DataFrame()\n",
" for comm in temp['community'].values:\n",
" gl=list(temp.loc[temp['community']==comm, 'feat'])[0]\n",
" gl=list([x for x in gl if x in all_genes])\n",
" \n",
" if(len(gl)<30):\n",
" continue\n",
" print('Found '+str(len(gl))+' genes in community '+comm)\n",
" for bp in gene_sets:\n",
" print('Analyzing '+network+' network | Comm: '+comm+'/'+str(len(temp.index))+' | BP: '+bp)\n",
" enr=gp.enrichr(\n",
" gene_list=gl,\n",
" gene_sets=bp,\n",
" background=background,\n",
" outdir='Enrichr',\n",
" format='png'\n",
" )\n",
"\n",
" results=enr.results.sort_values('Adjusted P-value', ascending=True)\n",
" results=results.loc[results['Adjusted P-value']<0.05,]\n",
" results['BP']=bp\n",
" results['Comm']=comm\n",
" results['Graph']=network\n",
" output_enrichr=pd.concat([output_enrichr, results])\n",
" \n",
" return(output_enrichr)\n",
"\n",
"all_enriched=pd.DataFrame()\n",
"for net in ['pos', 'pos_w', 'all', 'knn']: \n",
" all_enriched=pd.concat([all_enriched,perform_enrich(net)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the output of the cell above you can readily see that some communities such as `c1` display no enriched terms from either [GO](http://geneontology.org/), [KEGG](https://www.genome.jp/kegg/) or [OMIM](https://www.omim.org/).\n",
"\n",
"Running the command above not only gives you the results after significance testing (Q<0.05), but it also outputs some preliminary barplots with the statistically significant results (found under `/Enrichr/`). For instance:\n",
""
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"enriched_terms=all_enriched.loc[:,['Graph','Comm','Term','Adjusted P-value']].copy()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"enriched_terms['Adjusted P-value']=-1*np.log10(enriched_terms['Adjusted P-value'])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" Term\n",
"Graph Comm \n",
"all c1 378\n",
" c2 284\n",
" c3 19\n",
"knn c1 1\n",
" c2 515\n",
" c3 5\n",
" c4 295\n",
" c5 143\n",
"pos c2 323\n",
" c3 501\n",
"pos_w c2 323\n",
" c3 500"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(enriched_terms.groupby(['Graph','Comm'])['Term'].agg('count'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now find whether the Full Network, Positively associated, and Positively associated weighted, show any common terms among their biggest communities. We do not compare with kNN-G as this shows very homogeneous and different communities than the other two networks"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"#Finding consensus\n",
"temp=enriched_terms.copy()\n",
"temp['comm_term']=temp.Comm+'_'+temp.Term\n",
"temp=temp.loc[:,['Graph','comm_term']]\n",
"\n",
"consensus=pd.DataFrame()\n",
"consensus=pd.concat([consensus, temp.loc[temp['Graph']=='pos']])\n",
"consensus=pd.merge(consensus,\n",
" temp.loc[temp['Graph']=='pos_w'], on=\"comm_term\", how='outer', suffixes=['pos','pos_w'])\n",
"consensus=pd.merge(consensus, \n",
" temp.loc[temp['Graph']=='all'], on=\"comm_term\", how='outer').rename(columns={'Graph':'all'})\n",
"\n",
"consensus=consensus.loc[consensus.isna().sum(1)==0].loc[:,['comm_term','Graphpos','Graphpos_w','all']]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Among the biggest communities we find several biological processes (55) that are simultaneously identified in the same community in the three graphs (`Full`, `Pos assoc`, and `Pos assoc weighted`)."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"comm\n",
"c2 238\n",
"c3 16\n",
"Name: comm_term, dtype: int64"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"consensus['comm']=[x[0] for x in consensus.comm_term.str.split('\\_')]\n",
"consensus.groupby('comm')['comm_term'].agg('count')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Questions** \n",
"- Would you exclude any communities based on its size?\n",
"- Having identified these communities, how would you try to validate them?\n",
"- Would you now determine the relevant community to investigate further?\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to export communities to use them in other sections."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"#Requires running the community detection from the previous section\n",
"patlas=pd.read_csv('data/proteinatlas.tsv', sep=\"\\t\").loc[:,['Ensembl','Gene']]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"code_folding": []
},
"outputs": [],
"source": [
"#Compiles gene lists per community. We need Ensembl ids for further analyses\n",
"def get_ensembl():\n",
" comm_counts=pd.DataFrame()\n",
" gene_lists=pd.DataFrame()\n",
" for i in [0,1,2,3]:\n",
" graph=[pos_w,pos_w,all_u,knn][i]\n",
" comm=[pos_comm,pos_w_comm,all_comm,knn_comm][i]\n",
" name=['pos','pos_w','all','knn'][i]\n",
" temp=pd.DataFrame(list(zip(graph.vs['name'],[x+1 for x in comm.membership]))).rename(columns={0:'gene',1:'community'})\n",
"\n",
" gl=pd.DataFrame(temp.groupby('community')['gene'].apply(list)).reset_index()\n",
" gl['community']=['c'+str(i) for i in gl['community']]\n",
" gl['network']=name\n",
" gl=gl.loc[:,['network','community','gene']]\n",
" gene_lists=pd.concat([gene_lists, gl])\n",
"\n",
" gene_communities=gene_lists\n",
" gene_mat=pd.DataFrame()\n",
" for net in gene_communities['network'].unique():\n",
" temp=gene_communities.copy().loc[gene_communities['network']==net,]\n",
" for comm in temp['community'].unique():\n",
" gl=list(temp.copy().loc[temp['community']==comm,'gene'])[0]\n",
" el=[patlas.loc[patlas['Gene']==x,'Ensembl'].iloc[0] for x in gl if x in patlas['Gene'].values]\n",
"\n",
" df=pd.DataFrame([net,comm,gl,el]).T\n",
" df.columns=['network','community','Gene','Ensembl']\n",
" gene_mat=pd.concat([gene_mat, df])\n",
" \n",
" return(gene_mat)\n",
"\n",
"get_ensembl().to_csv('data/gene_communities.tsv', sep=\"\\t\", index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we've performed some network analyses based on a met-gene association network. We've explored different centrality measures to characterize the networks, and identified the communities of genes in these networks. We have also used gene set enrichment analysis to characterize these communities based on the genes, but it remains to show whether similar results would be attained if we considered the metabolites in each community. "
]
}
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