{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploration of the chemical space using RDKIT and cheminformatics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![reference](https://www.mdpi.com/molecules/molecules-26-01877/article_deploy/html/images/molecules-26-01877-g002-550.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this workflow, I decided to demonstrate how I conducted the analysis for my recent publication: **In Silico Design and Selection of New Tetrahydroisoquinoline-Based CD44 Antagonist Candidates** [https://doi.org/10.3390/molecules26071877].\n", "\n", "As I mentioned in the previous post, I will not go into detail about the analysis of their usage, but rather the code implementation. I believe you can find better explanations of methods and their applications in literature (e.g., my paper!!).\n", "\n", "I decided to make this workflow interactive so that the explanation and chemical space exploration would be clearer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing the libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "'''\n", "Plotting libraries\n", "'''\n", "import pandas as pd\n", "import matplotlib.cm as cm\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "'''\n", "What we'll need for analysis, clustering, etc.\n", "'''\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import silhouette_samples, silhouette_score\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets, decomposition\n", "from sklearn.manifold import TSNE\n", "\n", "'''\n", "Of course the powerful RDKIT for cheminformatics <3\n", "'''\n", "from rdkit import Chem, DataStructs\n", "from rdkit.Chem import AllChem, MACCSkeys, Descriptors, Descriptors3D, Draw, rdMolDescriptors, Draw, PandasTools\n", "from rdkit.DataManip.Metric.rdMetricMatrixCalc import GetTanimotoSimMat, GetTanimotoDistMat\n", "from rdkit.Chem.Draw import IPythonConsole\n", "\n", "'''\n", "Some utilities\n", "'''\n", "import progressbar\n", "from math import pi\n", "\n", "%config Completer.use_jedi = False\n", "PandasTools.RenderImagesInAllDataFrames(images=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this workflow I'll use FDA apporved molecules taken from ZINC15 [https://zinc15.docking.org/catalogs/dbfda/substances/subsets/world/]\n", "\n", "If your file format is Mol2, maybe you can need my Mol2MolSupplier for RDKIT. [https://chem-workflows.com/articles/2020/03/23/building-a-multi-molecule-mol2-reader-for-rdkit-v2/]" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1615\n" ] } ], "source": [ "mols=Chem.SDMolSupplier('FDA_approved.sdf')\n", "print (len(mols)) #To check how many molecules there are in the file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Despite the fact that not all of the descriptors in the cell below are required, I decided to include them to demonstrate the large number of descriptors that RDKIT can compute (2D and 3D)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 25% (405 of 1615) |##### | Elapsed Time: 0:00:02 ETA: 0:00:07RDKit WARNING: [17:47:08] Warning: molecule is tagged as 3D, but all Z coords are zero\n", " 64% (1038 of 1615) |############ | Elapsed Time: 0:00:06 ETA: 0:00:04RDKit WARNING: [17:47:12] Warning: molecule is tagged as 3D, but all Z coords are zero\n", " 72% (1163 of 1615) |############## | Elapsed Time: 0:00:07 ETA: 0:00:03RDKit WARNING: [17:47:13] Warning: molecule is tagged as 3D, but all Z coords are zero\n", " 82% (1339 of 1615) |################ | Elapsed Time: 0:00:09 ETA: 0:00:02RDKit WARNING: [17:47:14] Warning: molecule is tagged as 3D, but all Z coords are zero\n", " 86% (1399 of 1615) |################# | Elapsed Time: 0:00:09 ETA: 0:00:01RDKit WARNING: [17:47:15] Warning: molecule is tagged as 3D, but all Z coords are zero\n", "100% (1615 of 1615) |####################| Elapsed Time: 0:00:11 ETA: 00:00:00" ] } ], "source": [ "bar=progressbar.ProgressBar(max_value=len(mols))\n", "table=pd.DataFrame()\n", "for i,mol in enumerate(mols):\n", " Chem.SanitizeMol(mol)\n", " table.loc[i,'smiles']=Chem.MolToSmiles(mol)\n", " table.loc[i,'Mol']=mol\n", " table.loc[i,'MolWt']=Descriptors.MolWt(mol)\n", " table.loc[i,'LogP']=Descriptors.MolLogP(mol)\n", " table.loc[i,'NumHAcceptors']=Descriptors.NumHAcceptors(mol)\n", " table.loc[i,'NumHDonors']=Descriptors.NumHDonors(mol)\n", " table.loc[i,'NumHeteroatoms']=Descriptors.NumHeteroatoms(mol)\n", " table.loc[i,'NumRotatableBonds']=Descriptors.NumRotatableBonds(mol)\n", " table.loc[i,'NumHeavyAtoms']=Descriptors.HeavyAtomCount (mol)\n", " table.loc[i,'NumAliphaticCarbocycles']=Descriptors.NumAliphaticCarbocycles(mol)\n", " table.loc[i,'NumAliphaticHeterocycles']=Descriptors.NumAliphaticHeterocycles(mol)\n", " table.loc[i,'NumAliphaticRings']=Descriptors.NumAliphaticRings(mol)\n", " table.loc[i,'NumAromaticCarbocycles']=Descriptors.NumAromaticCarbocycles(mol)\n", " table.loc[i,'NumAromaticHeterocycles']=Descriptors.NumAromaticHeterocycles(mol)\n", " table.loc[i,'NumAromaticRings']=Descriptors.NumAromaticRings(mol)\n", " table.loc[i,'RingCount']=Descriptors.RingCount(mol)\n", " table.loc[i,'FractionCSP3']=Descriptors.FractionCSP3(mol)\n", " \n", " table.loc[i,'TPSA']=Descriptors.TPSA(mol)\n", " table.loc[i,'NPR1']=rdMolDescriptors.CalcNPR1(mol)\n", " table.loc[i,'NPR2']=rdMolDescriptors.CalcNPR2(mol)\n", " table.loc[i,'InertialShapeFactor']=Descriptors3D.InertialShapeFactor(mol)\n", " table.loc[i,'RadiusOfGyration']=Descriptors3D.RadiusOfGyration(mol)\n", " bar.update(i+1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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smilesMolMolWtLogPNumHAcceptorsNumHDonorsNumHeteroatomsNumRotatableBondsNumHeavyAtomsNumAliphaticCarbocycles...NumAromaticCarbocyclesNumAromaticHeterocyclesNumAromaticRingsRingCountFractionCSP3TPSANPR1NPR2InertialShapeFactorRadiusOfGyration
0CC(=O)Oc1ccccc1C(=O)O\"Mol\"/180.1591.31013.01.04.02.013.00.0...1.00.01.01.00.11111163.600.4578860.6749730.0016162.377590
1NCC(CC(=O)O)c1ccc(Cl)cc1\"Mol\"/213.6641.85702.02.04.04.014.00.0...1.00.01.01.00.30000063.320.3339580.8007050.0014822.927355
2CC(C[N+](C)(C)C)OC(N)=O\"Mol\"/161.2250.17642.01.04.03.011.00.0...0.00.00.00.00.85714352.320.2032940.9468570.0050812.615321
3CN(C)CCC(c1ccc(Br)cc1)c1ccccn1\"Mol\"/319.2463.92772.00.03.05.019.00.0...1.01.02.02.00.31250016.130.2331370.8375230.0007993.938401
4CN(C)CCOC(c1ccc(Cl)cc1)c1ccccn1\"Mol\"/290.7943.40263.00.04.06.020.00.0...1.01.02.02.00.31250025.360.5212720.5641220.0002953.753247
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5 rows × 22 columns

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" ], "text/plain": [ " smiles \\\n", "0 CC(=O)Oc1ccccc1C(=O)O \n", "1 NCC(CC(=O)O)c1ccc(Cl)cc1 \n", "2 CC(C[N+](C)(C)C)OC(N)=O \n", "3 CN(C)CCC(c1ccc(Br)cc1)c1ccccn1 \n", "4 CN(C)CCOC(c1ccc(Cl)cc1)c1ccccn1 \n", "\n", " Mol MolWt LogP \\\n", "0 " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "plt.figure(figsize=(6,4))\n", "\n", "ax=sns.scatterplot(x='NPR1',y='NPR2',data=table,s=10,linewidth=0.5,alpha=1)\n", "x1, y1 = [0.5, 0], [0.5, 1]\n", "x2, y2 = [0.5, 1], [0.5, 1]\n", "x3, y3 = [0,1],[1,1]\n", "\n", "plt.plot(x1, y1,x2,y2,x3,y3,c='gray',ls='--',lw=2)\n", "\n", "plt.xlabel ('NPR1',fontsize=20,fontweight='bold')\n", "\n", "plt.ylabel ('NPR2',fontsize=20,fontweight='bold')\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "plt.text(0, 1.01,s='Rod',fontsize=16,horizontalalignment='center',verticalalignment='center',fontweight='bold')\n", "plt.text(1, 1.01,s='Sphere',fontsize=16,horizontalalignment='center',verticalalignment='center',fontweight='bold')\n", "plt.text(0.5, 0.49,s='Disc',fontsize=16,horizontalalignment='center',verticalalignment='center',fontweight='bold')\n", "\n", "plt.tick_params ('both',width=2,labelsize=14)\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Analysis (PCA)\n", "\n", "### The molecules are described by their phisicpochemycal terms\n", "\n", "More information about the coding and implementation of this method can be found in my previous post [https://chem-workflows.com/articles/2019/07/02/exploring-the-chemical-space-by-pca/].\n", "\n", "I won't go into detail about the following models or the descriptors used to perform the analysis. More information on method validations can be found in my paper and supplementary materials [https://www.mdpi.com/1420-3049/26/7/1877]." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6PC7
0-2.0302160.330955-1.4762640.206369-0.179943-0.1610480.035943
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" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 PC7\n", "0 -2.030216 0.330955 -1.476264 0.206369 -0.179943 -0.161048 0.035943\n", "1 -1.691955 0.238768 -0.666979 0.385343 -0.158692 -0.165407 0.060639\n", "2 -2.230606 1.424068 1.347416 0.325014 -0.186890 0.154174 0.032474\n", "3 -1.199580 -1.225828 -0.227412 0.479184 -0.078112 0.058030 -0.369111\n", "4 -1.184750 -0.878367 -0.346455 0.366559 -0.059148 0.179514 -0.211592" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "descriptors = table[['MolWt', 'LogP','NumHeteroatoms','RingCount','FractionCSP3', 'TPSA','RadiusOfGyration']].values #The non-redundant molecular descriptors chosen for PCA\n", "descriptors_std = StandardScaler().fit_transform(descriptors) #Important to avoid scaling problems between our different descriptors\n", "pca = PCA()\n", "descriptors_2d = pca.fit_transform(descriptors_std)\n", "descriptors_pca= pd.DataFrame(descriptors_2d) # Saving PCA values to a new table\n", "descriptors_pca.index = table.index\n", "descriptors_pca.columns = ['PC{}'.format(i+1) for i in descriptors_pca.columns]\n", "descriptors_pca.head(5) #Displays the PCA table" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.4693332 0.260776 0.138159 0.08058236 0.02983395 0.01176394\n", " 0.00955153]\n", "1.0\n" ] } ], "source": [ "print(pca.explained_variance_ratio_) #Let's plot PC1 vs PC2 \n", "print(sum(pca.explained_variance_ratio_))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# This normalization will be performed just for PC1 and PC2, but can be done for all the components.\n", "#The normalization is to plot PCA values in 0-1 sacle and include the vectors (features to the plot)\n", "\n", "scale1 = 1.0/(max(descriptors_pca['PC1']) - min(descriptors_pca['PC1'])) \n", "scale2 = 1.0/(max(descriptors_pca['PC2']) - min(descriptors_pca['PC2']))\n", "\n", "# And we add the new values to our PCA table\n", "descriptors_pca['PC1_normalized']=[i*scale1 for i in descriptors_pca['PC1']]\n", "descriptors_pca['PC2_normalized']=[i*scale2 for i in descriptors_pca['PC2']]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6PC7PC1_normalizedPC2_normalized
0-2.0302160.330955-1.4762640.206369-0.179943-0.1610480.035943-0.1719750.033625
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\n", "
" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 PC7 \\\n", "0 -2.030216 0.330955 -1.476264 0.206369 -0.179943 -0.161048 0.035943 \n", "1 -1.691955 0.238768 -0.666979 0.385343 -0.158692 -0.165407 0.060639 \n", "2 -2.230606 1.424068 1.347416 0.325014 -0.186890 0.154174 0.032474 \n", "3 -1.199580 -1.225828 -0.227412 0.479184 -0.078112 0.058030 -0.369111 \n", "4 -1.184750 -0.878367 -0.346455 0.366559 -0.059148 0.179514 -0.211592 \n", "\n", " PC1_normalized PC2_normalized \n", "0 -0.171975 0.033625 \n", "1 -0.143322 0.024259 \n", "2 -0.188949 0.144685 \n", "3 -0.101614 -0.124544 \n", "4 -0.100357 -0.089242 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "descriptors_pca.head(5) # The PCA table now has the normalized PC1 and PC2" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "plt.figure(figsize=(6,6))\n", "\n", "ax=sns.scatterplot(x='PC1_normalized',y='PC2_normalized',data=descriptors_pca,s=20,palette=sns.color_palette(\"Set2\", 3),linewidth=0.2,alpha=1)\n", "\n", "plt.xlabel ('PC1',fontsize=20,fontweight='bold')\n", "ax.xaxis.set_label_coords(0.98, 0.45)\n", "plt.ylabel ('PC2',fontsize=20,fontweight='bold')\n", "ax.yaxis.set_label_coords(0.45, 0.98)\n", "\n", "ax.spines['left'].set_position(('data', 0))\n", "ax.spines['bottom'].set_position(('data', 0))\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "\n", "lab=['MolWt', 'LogP','NumHeteroatoms','RingCount','FractionCSP3', \n", " 'NumNHOH', 'NumNO', 'TPSA','PBF',\n", " 'InertialShapeFactor','RadiusOfGyration'] #Feature labels\n", "\n", "l=np.transpose(pca.components_[0:2, :]) ## We will get the components eigenvectors (main features) for PC1 and PC2\n", "\n", "n = l.shape[0]\n", "for i in range(n):\n", " plt.arrow(0, 0, l[i,0], l[i,1],color= 'k',alpha=0.5,linewidth=1.8,head_width=0.025)\n", " plt.text(l[i,0]*1.25, l[i,1]*1.25, lab[i], color = 'k',va = 'center', ha = 'center',fontsize=16)\n", "\n", "circle = plt.Circle((0,0), 1, color='gray', fill=False,clip_on=True,linewidth=1.5,linestyle='--')\n", "\n", "plt.tick_params ('both',width=2,labelsize=18)\n", "\n", "ax.add_artist(circle)\n", "plt.xlim(-1.2,1.2)\n", "plt.ylim(-1.2,1.2)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## t-SNE (T-distributed Stochastic Neighbor Embedding) \n", "\n", "### Molecules are described by their strcutural features \n", "\n", "Unlike PCA, in t-SNE analysis, we compare molecues based on their structural features (fingerprints, MACCSKeys, ...) not physicochemical properties." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "smiles = list(table[\"smiles\"])\n", "smi=[Chem.MolFromSmiles(x) for x in smiles]\n", "fps = [MACCSkeys.GenMACCSKeys(x) for x in smi] # In this example I'll use MACCSKeys\n", "tanimoto_sim_mat_lower_triangle=GetTanimotoSimMat(fps) #This compute a similartity matrix between all the molecules\n", "n_mol = len(fps)\n", "similarity_matrix = np.ones([n_mol,n_mol])\n", "i_lower= np.tril_indices(n=n_mol,m=n_mol,k=-1)\n", "i_upper= np.triu_indices(n=n_mol,m=n_mol,k=1)\n", "similarity_matrix[i_lower] = tanimoto_sim_mat_lower_triangle\n", "similarity_matrix[i_upper] = similarity_matrix.T[i_upper] \n", "distance_matrix = np.subtract(1,similarity_matrix) #This is the similarity matrix of all vs all molecules in our table" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TC1TC2
033.62445128.951748
122.95294221.361393
213.4883121.682003
326.264500-43.811687
4-24.8797551.109156
\n", "
" ], "text/plain": [ " TC1 TC2\n", "0 33.624451 28.951748\n", "1 22.952942 21.361393\n", "2 13.488312 1.682003\n", "3 26.264500 -43.811687\n", "4 -24.879755 1.109156" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TSNE_sim = TSNE(n_components=2,init='pca',random_state=90, angle = 0.3,perplexity=50).fit_transform(distance_matrix) #Remember to always tune the parameters acording your dataset!!\n", "tsne_result = pd.DataFrame(data = TSNE_sim , columns=[\"TC1\",\"TC2\"]) # New table containing the tSNE results\n", "tsne_result.head(5) #A new table containing the tSNE results" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "\n", "ax=sns.scatterplot(x='TC1',y='TC2',data=tsne_result,s=15,linewidth=0.2,alpha=1)\n", " \n", "\n", "plt.xlabel ('tSNE 1',fontsize=24,fontweight='bold')\n", "\n", "plt.ylabel ('tSNE 2',fontsize=24,fontweight='bold')\n", "\n", "plt.tick_params ('both',width=2,labelsize=18)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "handles, labels = ax.get_legend_handles_labels()\n", "\n", "#ax.legend(handles=handles[1:], labels=labels[1:])\n", "\n", "#plt.legend(loc='lower right',frameon=False,prop={'size': 22},ncol=1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-means clustering \n", "\n", "### Identify clusters of molecues with similar features (structure) after t-SNE" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For n_clusters = 2 The average silhouette_score is : 0.36085638\n", "For n_clusters = 3 The average silhouette_score is : 0.2601781\n", "For n_clusters = 4 The average silhouette_score is : 0.11969557\n", "For n_clusters = 5 The average silhouette_score is : 0.0039482377\n", "For n_clusters = 6 The average silhouette_score is : -0.04504208\n", "For n_clusters = 7 The average silhouette_score is : -0.062240764\n", "For n_clusters = 8 The average silhouette_score is : -0.052293032\n", "For n_clusters = 9 The average silhouette_score is : -0.04769651\n", "For n_clusters = 10 The average silhouette_score is : -0.04771827\n" ] } ], "source": [ "range_n_clusters = [2, 3, 4, 5, 6, 7, 8, 9, 10] # To explore the \"best\" number of cluster to clasify our molecules\n", "for n_clusters in range_n_clusters:\n", " kmeans = KMeans(n_clusters=n_clusters, random_state=10)\n", " cluster_labels = kmeans.fit_predict(tsne_result[['TC1','TC2']])\n", " silhouette_avg = silhouette_score(tsne_result[['TC1','TC1']], cluster_labels)\n", " print(\"For n_clusters =\", n_clusters,\n", " \"The average silhouette_score is :\", silhouette_avg) #This will print the silhouette score, as higher as our data is better distributed inside the clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**WARNING**\n", "\n", "Despite the fact that the silhouette calculations yielded very poor results in classifying the molecules, I'll cluster the dataset into six clusters for demonstration purposes." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " TC1 TC2 Cluster\n", "0 33.624451 28.951748 2\n", "1 22.952942 21.361393 2\n", "2 13.488312 1.682003 2\n", "3 26.264500 -43.811687 0\n", "4 -24.879755 1.109156 5" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters=6, random_state=10) # We define the best number of clusters (6)\n", "clusters = kmeans.fit(tsne_result[['TC1','TC2']]) #TC1vs TC2\n", "\n", "tsne_result['Cluster'] = pd.Series(clusters.labels_, index=tsne_result.index)\n", "tsne_result.head(5) #The tSNE table now contains the numer of cluster for each element" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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f2aE46bPDYIGrpZRkLtnXKPOQPNwHQPpcGCQE7705XURsgbKxsbEBPKuqSZ0bxuyPIzwG3o31k9o4qnyUfnAl6XPDCLeBZ0UVQgh8mxvJ9MeR0TSOxiDuVYVkWldNENeHVmOaJrpeELKyJ1ZgJTMIl4GVyKhcqHgGmTLJdEby7bJDdsFCGxsbm5sWKSWax6DsyZWYI2k0vxMjZxJsxtIkDvWCJXGvqMRZG5hk1upqKqHiU+tInR4ieWKAyAtn8G6qx9VYCGwYL05jaG411ad7nQRuU56P8cO9Kgw9h2OKBOGbBVugbGxsbmrMeJrRl85iDScRPgf+bY15cbKSWcJPnyCTC4xInh4k9MRyjODkhFkrmmb0hTN5F/J0T4SKn1iP7ndeVn88K5XVVqY7glHqxrOm9t28vesaO0jC5rK5cOECn/70p9m2bRterxchhF1M7yrx0EMPIYTg85///Hx35YYlcbgXGcuQ6YmSPjNMZEcbVq7oYLo9nBcngGxvjOSZybXQAMzRVF6cQAVLWLE0ozvOMvRfRxh58QzZbHbKc8cjhMDVUop3dQ3uFVWT1rduJmyBsrlsTp8+zTe/+U1KS0u544475rs7Nyzf+MY3OHBgbisl34zIjEW6vSBCmQujpNuHARAuY1LwhOaYWjCMCi/C78y5SPhxLiwlfqyP+DtdpM8Ok9jbTfT5s1OeO550d4Shfz/I4L/tZ+gbB8n0Ra/8zV3n2AJlc9nceeed9Pb28qMf/Ygnn3xyvrtzQxIOh/nMZz7DX/zFX8x3V254HNVTOPDnBkKuBSG8G+vyIuVZVYV7ReWU1zFCHsrevxzP+lo1Gjs7TOpoP0alL98mO5Sc8tzxJPZ350PNzaEk8QNT139Kd0WIH+4l3ROZ8viNgC1QNpeNptl/Nleb3/zN32TlypV89KMfne+u3PC4F5fj3VSI2HMuKUPzO/PTfMG7F1L68bUEHlgELp3E7i6shDJ/TXeNEn2nk8TxfqQlcVQH1JRgTuCsWAbhMTCq/Thq/WjOS//vSNOasD254kTy9CBD3zjI6I9PMfT1gyTPTj3teL1jB0lch1jH3kS+/l2IDEKgHHH7+9CWb5vvbt0QtI28xoGBrxPPDuI1yllb8TGaS+Z2GvP111/nq1/9qj29N4cEtjfjXlpBpjdC7O1Ohr52EOeCECWPtiIcGonDvSo3KeeVl+6L4llXQ/hbRzHKPCAE2XCCwNYmmLBmJNMm2d4owqHhu3v6Om5mIoPm0FW4+5khZNpSoewrJ9cnSx7vL5jUmpLU+TDx/T0IAZ51Nbhbymbvw5lHbIG6zrCOvYl8/quQzXl0RQaRz38VC2yRepe0jbzGrt4vY0r12cazA+zq/TLAnIlUJpPhF37hF/iN3/gNli5dOievaaMCExw1fkafOZl3k0ifD5M41o/uMch2R4uMXFMnBnFU+5UHX3cETIkZTuBqChHY1kj4ByeRySx6yJ1P6pUZCzHFaMhKm0R2nCVxqA+9xEXwwSWUfWId5rBK7JVpk1RbGEeNHy1nYCvGiaBjQQnJI335Mh+Z3ij6h1bhKPNetc9rrrDnaq4z5OvfLYjTGNm02m/zrjgw8PW8OI1hyjQHBr4+Z3340z/9UxKJBL/92789Z69pk0OClS6eXsOUyKxE6MWREkatXxm7aiIfuSdTJolj/bhayqj4qQ2UfXIdIuDADBfWnfSAa9LLJo/3kzig8qzM4SSRl85ilHlwLy4ndW6Yoa8dYPhbhwk/dRwzrv4+vRvqVQVeQPMYRcUNrUia1Plh4gd7SXeOTHq96wl7BHW9ERm8vP02MyaenfoznG7/bNPe3s4f/dEf8Y//+I+kUilSqVT+WCqVIhwOEwgEpkz4tHn3CE3g39bI6LOnAdBL3biWlCEcOrFDPTibSjBjafRyLzJtEnnmNHqpB6PCS3Ygnr8GgO53ovudBLcvJLqzHXMkhWd1Na7Fk6fezEiqeDsXrm6ms0RfacvvT58Pkzo7jHdVNQjQKzxoQRfCYSAcWt6U1rGghOhLbWoKUBOUvHcpntaKq/CJXX1u2BGUEKJMCPFnQojTQoikEKJfCPGyEOKOCe2WCiG+J4QYFkLEhBCvCSHuma9+X5JA+eXtt5kxXmPqz3C6/bPN2bNnSSaTfOITn6C0tDT/BfBnf/ZnlJaWcujQoTnpy82Kd00NZR9fQ+iJZZR+aLWq/TSSxLOsAitlItwGwtDItIUBZRY7Nt1mVPnwrKkpup6zNkDZB1ZS+dMb8G+qR4jikVimN0LqwgjCVXjocDYGGX7qGOkLI5P9AQVkR5KEv3OU9MkhMm1hsl0RXEsrMOoCOOqDCEMrrE9ZktSJ6/fh9YYcQQkhFgA7AD/wT8BJoARYA9SPa7cI2Alkgf8NjAA/BzwrhHhYSvnC3Pb80ojb31e8BgVgOBG3v2/+OnWDsLbiY0VrUAC6cLK24mNz8vrr1q3j5ZdfnrT/7rvv5hOf+AQ/8zM/w+LFi+ekLzczzjplLZQ41s/Ij0+CKdFLXCAEZm8SssXrSMKpU/6pdehBV966CNTakjC0/KhqKhLHB8i2j6pQdF2g+Zykz4+owIrhBP7tzST292AOJXAtLsO1qJx0W7ho2jA7GMeo9JLti0HWwr28eLQkXNfvOOSGFCjga6j3tkZK2X2Rdn8ChICNUsr9AEKIrwJHgL8VQiyTUk5e1ZxHtOXbsGDeo/i+/e1vA7Bnzx4AfvzjH1NZWUllZSXbt2+f077MFmOBEPMVxRcKhbjrrrumPLZgwYJpj9nMPtKSRF5vKzhDaAIt5EbzGCp5Vy+sPQm3QfgHJ/CsrsZ3Sz1IiO5sJ76nC83vJHjvQlzNpVO+jtCVeGT7YwAY1X5kxkQvdYMF0ZfOIbwOgg8vwd1agebUEb7i8h3CqZPtj+eDOIxqP8ZwkmxPFKPCi2d18ajueuKGEyghxJ3A7cCvSCm7hRAOwCGljE9o5wMeA3aMiROAlDIqhPhH4A+ATcCuOev8DNGWb4N5jtibmKD7i7/4iwBs376dHTt2zEOPZofmkjvmPKzc5holp016iQtMSeZcGACj2kfwkSVk++Jk+2KkTg6CJYnuaMMIqcCF2JsdAJhDCUaeOU3FT69Hc06+3bpaK0ge78ccTiLchorSk6C5DDI9ykFCxjMkDvWS7Y+ieZx419YQuG8Rsbfa0dwG7lU1xN/pBEPDWRsgeWIQK57GqPZjRdPE93dPMre9XrjhBAp4JPe9XQjxNPAwoAshTgF/IKX8Wu74GsAFvDnFNd7KfZ9SoIQQ19Soaj64xgaWNzT2Zz33CE0QuGMBIz86hXA7yPYW7IayvTEcpV4SB/tUUq5V+P2Yoym1BjQOK5pSAQxTeMaaQ3FkVqpKuhoIvxOjLgATriETWeL7eyFrYYaTlDy0RFXtFSpE3r20gvB3jpDpi2LUBLC601ijaqo6eawf6+6WounH64Xrd3JyesaSR/4BKAM+BfwMkAb+TQjxU7njdbnvnVNcY2zf5IIwNjY2NwWe5VVUfGodnnUTpsgMDQxBtnu0yMZIODSc9QEcDUFEoKBGntXVk6rqjseKpJS1UVZiDsTJdkWQySzCY6iyHzV+9HJP3jQ2eWoQmbUQmsgHXWguHQnofhdkzOLuVngRU4zergeuz15fnLGxbAS4W0q14i2E+C5wFvhjIcS/AmNZbKnJl2BsBXLKTDcppchdcwdwfS642NjYXBKjwqfCypMZom90IAxB8P7FOMp9eNfXkTjSh6M2ABp4b6nHUaNuP2VPriJ1blhNwbVWTIreG8PVXIprcRlmJE22N4rmdaCXusn2xdRIyrTI9kTVelKVD2lJ9KCL0ZfPErh9AZpHCZ/mMnBU+kge7VdC2ViCGUmih7z4b2+6aKDGtcyNKFBj5Se/MSZOAFLKYSHEU8BPoEZZY2tSkzPnYKzYS3yKYzY2NjcRQgj8mxvxrqkBTcuPZPy3NeGo8WMlsjiagjhKC8+zjnIvjvJLOzloboOSR5eSOjfEyFMnsOIZdKeOo9aPUe0jsa9gFJvti+FqLSc7ECexvwc94Ma/tWF8R4GcO3vHCJ7VVZQ81DpLn8L8cCNO8V3IfZ/KAngsoq8U6Mr9PNU03ti+qab/bGxsbkI0t6OoNpPQNdytFXjX1hSJ08WQliTTGyXTG82vLWpOHc/SSvzbmwEww0mMZeU4F5chSiY8P2siH2JuxYonf9yLywt5UwKczaHLfo/XGjfiCGoX8N+AhimOje3rQwlYCpgqHG5r7vvuWe+djY3NTYm0JJFX2ojvVs+93o11BO5uyU//+Tc3KMPawRixnR0ketvRQ2705hDp82GcTSWkTgzgbAohsxZWKkt8Xxee1TUIQ8PdWk7ph1eT7Y9hlHtxLQjN47udHW7EEdT3UOtPnxBC5Au9CCFqgSeAU1LK01LKKPA0cJcQYu24dn7gZ4FTXIMh5jY2NtcfMmsR29OZFyeA+J4uYnu7itoZJW4SB3uVOa0lMYcSSFNiVPlUUUWpynFkOkdJHuln9IWzxHLXlJbEiqWRaZN8jPx1zg03gsqtNf0G8PfAW0KIf0YFeP733PdfHtf8c8C9wHNCiL8ERlFOEvXAo9dakq6Njc31gbQkMmvmc58iO8+TPj/ZuDV5tB/P0kp0vxMzmiL21gVkqjgKT2ZMsr2x/LYYV9FXuHTSnaMAxPd1EXnpXO4AhN63HPei69sC7YYTKAAp5VeEEAPAbwL/C7BQ+U4fk1K+Ma7daSHEbcAXgc+iBGwv8NC1aHNkY2Nz7ZO6MELk+TOgC/QSN0a5l/T5EczhBI5aP5lulVPlqA2QHYznCxTG3r5AfF837jXVZC6M5vOrjHIPZK2cpZEPR0MQcyiO5nNixTMIXWAlMqTOjCtaKCHdFrYF6lpFSvkd4DszaHcMePzq98jGxuZGR1qSyPNn1AgqniHbGyPFIHqZG+HQyQ4lVF5T0EX6fBjPuhr0oAqEyA6qoOHkwV7cq6ux4mk0v5PkyQGEBUalD2dzCb4NtWR7o8rBAhVUEa/pQbiLb+fCc/0l5k7kRlyDsrGxsZkXZNbEHEkiHDpWPJPfbw4lcTQEELqGsz6Ie3kFJe9dRuCO5nyQhKO+JN8+eagXmTQxB+KQMJEpk2xfDCuexRxJFblXgHI4t5JZjCofwm3gqPVP8uy7HrEFyuay+fa3v80HPvABFixYgMfjYenSpXzuc58jEonMd9eue3bs2IEQYtJXKBSa767ZzADNaSjnCQGMS44VLh1zJEXw8WUEtjejeZ1ozuLbr39zPYG7W3CvrMJRHyTTG8UcSeFsCWHU+HHUB0mdHCT8o5M4Goq99Zx1QbK9MczhBJpLJ9Mbg3TxWtb1yA07xWdz9fizP/szmpqa+OM//mMaGhrYt28fX/jCF3j55ZfZuXMnmmY/97xb/uqv/opNmzbltw3D/le91pFSkjw5iOY0cC+twGoOkT4zBEKoGlJdEdLnwqSO9qkKuuRCze9qUbZFDl25oQOxA91qyk9KjCo/8bcv5F/H7IvhenwZmseJOaimDN2t5VixNNHXzmOOpNACLlwtUzuoX0/Yf/U2l83TTz9NZWVlfnv79u2UlZXxqU99ih07dnDPPdduvcfrheXLl7N169ZLN7S5Zogf6FHBETlKHluGOZQgdXooPyWnaRA90KtGV5YkvqcL94pKnDXFIyLf2lq8K6pACDIDMRWenivv4WgMYvhdOFZVF5+zpUGtWZ0YwBpJEXn1PCX3L5qyzPz1gi1QNpfNeHEaY+xpv7PTNt+wuTlJnx0q3j4fxr+1AXM0SbYvjmtpOcLnxKj25UtqpDtGpvXpGwsnd9YEKH3fCpInBxEuHe+62kmO6aAsmTIXRkmfHVY7BuPEK70E7mie1fc5l9gCdR1y7Owgr+/tJBJLE/A5uX1DPcsXzm846SuvvAKoJ//rmtEfwcBfQ7YHjBqo+DQEH7n0ebPMxz/+cQYGBgiFQjz44IN88YtfpKmpac77YTNzNH/xSEXzOXBUByj/2FqstIk0LQa/egAZy1mEagLflkaMKt8UVyvG1VI6oyk7K5GZsJ2d+Ru4BrEF6jrj2NlBnt95nmwudyISS/P8zvMA8yZSnZ2d/O7v/i733Xcft9xyy7z0YVYY/RH0/gHInJl9tlttw5yJVElJCb/+67/O9u3bCQaD7Nu3jz/+4z9m27Zt7Nu3j6qqqjnph83l49vcgBVPk74wimtRKd71tYDy7NM9Gpm+aEGcACyJUeObdgR1JbiXlKspRQBN4FpcNmvXng+EbZZw5Qghdmzfvn37XFaQ/YdvHyQy/o88R8Dn5Oc+uGbO+jFGNBrlrrvuoquri127dtHQMJUF4nXC2YeVKE3EqIWFP577/uTYu3cvmzdv5rOf/Sx/+Id/OG/9uJnJjiSQSROjzFPk5DAV0rTypdzHY6WyDH3rCNluFe0qyj34VldD2sSSkkx3FM1t4NvWgLPCP+n8mZI6N0R2OIlR5cPVUHLpE64NplRpewR1nTGVOF1s/9UkmUzy2GOPcfbsWV555ZXrW5xATetdzv45YsOGDbS2tvLOO+/Maz9uVhLH+hn58Ull3FrqwdVYgmdlVb4W00SmEidQa06h9ywlfqgHcyiB0DWiO9pyBwWOaj+ptjBWIkP5h1ZfcX9dLWW4Wgrbqe4I8XcuIFMWzoWl+DfWTX/yNYYtUNcZAZ9z2hHUXJLJZPjABz7Arl27eOGFF1i9+sr/oa4ZjJppRlA1k/fNMVLKWZ0KspkZVipL/EAPjho/wqmTPh8mfXqIVHuY0seWTxmscNHrJTLE93Spsh1CoJd5EE4dHBrCoWPU+Mn2x7DS2byP35WQODmAGU3jaAoSeeEM2R5lr5RuD6N5DFyNJchUFj3kuez3MJdcuz2zmZLbN9RjTHhCM3SN2zfMXXV6y7L4+Mc/zosvvsj3v//9GyccuuLTINzF+4Rb7Z9Hdu/ezcmTJ9myZcu89uNmJH6wh0zHCFgSK5bBKPXgbCohfWYYM5y49AUmkO4chYylXB9q/FiJDDKVRY6kSJ8dJtsbxdkUelfiNPrqOUaeOk70xbMk9nbnxQkAS5I+H2bgn/cw8H/3EX76OFYyM/3F5hl7BHWdMRYIMZ9RfL/0S7/Et771LX77t38bn8/HW2+9lT/W0NBw/U71jQVCzGMU38c//nFaWlrYsGEDoVCIffv28Sd/8ifU19fz6U/Pr1DejGQujKKXesgOJ5HJXEScAEd9EOFWU3zZSJLoa+2Y0RSOCi/+2xdMKzB6IDfTYUpkIotMZBEl7oKISMi0jyCz1oxHNqn2sPLrc+q4V1SSONibr7aROh9GL/dgDhbEVFoSmVZBVqnTQySOD+BbV3uZn8zcYAvUdcjyheXzGlb+4x+rgIE/+qM/4o/+6I+Kjv3e7/0eX/jCF+ahV7NE8JF5CSsfY9WqVXzjG9/gr//6r4nH49TU1PD+97+f3//936eiomLe+nWzogdcmJE0cnjcaEmCa1Epul+JTeSVNlLHBgDInB/BSluU3LtwymAK95IKzDuTJA71gq6mbCdN3OraNCEDk8n0Rgl/92hecDKdo2g+B2YuvFyGUzg312MG48h0FmdTCfFDfUXXGHNTvxaxBcrmsmlra5vvLtywfO5zn+Nzn/vcfHfDJod3cwPWW+3IdBZzWKUfCL8T99LCw8JYCfbCdoLo7i4C2xonXU9oAv+WRvxbGkl3Rxj+/jGsRKYwytEFgbubpw20mEimP5YXJ4DMhQj+7c2kzw1jpUyEU8PVHMK9vRA1ofldJA70IKVE8ziwYhkyw/EZl62fS2yBsrGxsZkGI+gi9MASsqMpkod7kVkL99JyjJAHK5Ul+tp5tAllLjSXQaZr9JLXdtaqJF4znED4nJA20dwGRqlnxv3TQ2412spN6enlXowqH9FX2vJtYrIDV2MIoQlS58PE3r4AUiIcGpn2ETLtI6TODFH25Ep0/7Vli2QLlI2Njc0lMIIu/LcWO3kkjvQR39eNXuXFuagUK5FF9xik+2J4lsxsCt4IujCCVy4KroYSSh5dSvJYP8Kl47uljnRXcVWBTOcoVjKLGU0z+sJprNEURrWfbO9Y4UQ/0pKEv38c74ZaPMuvnWRwW6BsbGxsrgArl+5h9sWR0QxGlQ+ZsfAsLsO3Ze6iaj3LK/EsL/hjWhkrb0YL4GwOke2PMfrSGaxYBgxNRRBGkgiXg2w4icytWY10R9BLPDjrAlO+1lxjC5SNjY3NFeBcECL2jnIZt+IZnA1B/Nvm3y/R1VBC6PFlJE8NoXkN3MsrSR4fwBxM4FxUhhVJkTrWj17qRi/3kDo6UDhZghVJAbZA2djY2Fy3uJpClH5oFZnOCHqgOHBivnEvLse1qIzoznaGvrofYWg4G0qQuYq8Mm2S7Y2heR3oIXc+0EN4HehV106whC1QNjY2NleIq6HkmvW7S50PE9vZAYDMWJiRJHqJG81toJV5MCNprJSJXuVDK3EhkyaOxuA1Fc1nO0nY2NjYzAOZoTixfV0kjvYhM1ehPHuq+Jqa10n6/AhmOEmmS436NF0jfXIQspJsbxRxjXmH2yMoGxsbmzkmO5wg/O0jmCMpANLragjet2hW/RYd9QHl7TfmUjHBmUIK8uHwMmuhl3nwrK6eeJl5xRYoGxsbmzkm3TGSFyeAxP4e/Nua8u4Us4Hud1H6xHJS54cRuo6VyJBpH8kfF0Lky8i7W8vxrK5Gn2PT6UthC5SNjY3NVSAbTpI81qeskZZXFK3tTEzuFT4Hwjn7Ky56wIV3lXLjV84RBtn+OHrITWYwhuY2cDaU4N1QO2P3irnEFigbGxubWcZKZAg/dYxsbwyAxPEByj68Et2nknJdi8rwbWkgtrsTzeeg5P4l78rBfCYIIVQS7vKr+jKzii1QNjY2NrNMdjCeFycAczBOtj+RFyihawTubMa3uR6ha5es0nuzcu2N6WxsbGyuczSfExzjbq8ODQzIjhYby2puhy1OF8EeQdnY2NjMApmhBFYshVHmxSj1EHp0KdG3OpBInHVBhr9xGAQE7lmIb8P1U3Z9PrEFysbGxuZdkjw1SPgHJyBroVd6KX18Oe4l5biXlJPuGmXkBycwGoIIXZA43Eu2P4b/tqZrzj38WsMWKBubK0R2n0X2tSNKqxBNKy7dPjqMPPY2WCaidSOitGYOemkzF0R3XYCsqstk9scZffEMvi2NuBpLSPdEkFmJJiWZ8yrvKNsbQ+gawfsWzWe3r3lsgbKxuQKstiPI7/8VmFkkAvHQT6OtuHXa9jKVwHrlWxALq+32o4jb3o9WZ9+grjVk1srVS7rytSErkSX8wxNU/uR6UmeGsWJptAk5Tpn+2DRn24xhB0nY2FwB8sxeMLNjW8hTey7a3tr3ApzcBRdOQDYN/R3IH38FOTJw0fNs5pbEsX76v/IOff9nF7H93dO2k6ZF/GAPoy+fJX6kD9/m+rxTgxZwIjMmMpLGSpqQK6kuJjg5OBuCV++N3CDYIygbmytAuHwU2ZaV12Od3AOVDWilxXYxcmQA3vw+yNwZPeegpgV6ziG7TiFKrh0X7JsVmbWI7e0i+vp5hFPHKPeSOKgq6Po21k2yIIrv6yby8rn8dvChJYTev5zomx3I0ZQqbbGwFN3vxLWknExXhExvFEdjCZrXwFkTwLPOnuK9FLZA2dhcAWLtXci+89B2GFbdAQdfQSajECjDuv9TaM2rCo0tsyBOY0j1VI3bP3edtpmWxKEekicG0P1O9HIv6bPDAER7o+heB54VxVVm0xdGJ2yPEHq4Fd1tkDw9hHDoeFZWIQwN/8Z69KATsz+BUevH3VI2Z+/rescWKBubK0AEytCe+BVIRLF++BVI5gw5I0PIAy/DeIEKVcGmR+CdH6ntigZIxBG3PoFoXjn3nbeZRGYwjrQscGhY0XTRsXR3ZJJA6aHi6Dsj5AbAUR3AUT252J9nSSUsmeVO3wTYAmVjc4UITQdfSWE0NIZZXOZACIF22/ugeSUym4HqZoRhIJyeOeytzcVwVAfIdEXJDkRxTCh3PiY+4/FtagBTku6J4qwP4F0/s7ym7HCC2NsXMCMpXC2leDfUIbTZczC/0bjhBUoI4QWOAM3A30opf3nC8aXAnwLbASewF/g9KeVLc9xVm+uV1lugt00FP7h9iOmi+crrEW4vQtORyRiyrx18IYTPXiyfbzwrq5DJLJHeKFYsjaMugMxaOBeE8K6ZvFak+5wE7738CMzIK22kTg0CkG4Lo/kcyh/PZkpueIEC/gCYchVaCLEI2Alkgf8NjAA/BzwrhHhYSvnCnPXS5rpFX38vVlkNcuAComYRWv3iouNydBDrhX+D84ehbgli22PIV/4T+jsgUIb26C8gU0nk3ucgnYTGpei3f2Ce3s2NgZSSVFsYmcqieRxkhxLoQReuhaVT1lwSmsC3qR4pIPpqG1Y8Q+DeRXhnsT6StGS+/tIY5nBymtY2cIMLlBBiA/A/gN8E/nyKJn8ChICNUsr9uXO+ihpx/a0QYpmUE1e3bWwmoy1YCQumXk+y9r8IbYfURudJ5J7nlTgBRIaw9jwPg50wlAtr7j6D6S9FX3fPHPT8xiT2VgfR19sB0AIuhKFhJTK4Wsuxwkn0Mg++rY0YgeK1JP8t9XhWVCE05ZM3mwhN4FpcTuJAT24HOGomr1fZFLhh86CEEDrwD8AzwHemOO4DHgN2jIkTgJQyCvwj0ApsmpPO2tyQSDOLTEQgMSEhMzVhO5uC4Z7ifYNdV7dzNzBWIkP0zY7CdiSlQsfLPGTawlgpk/S5YWI726c8X/c6Zl2cxgjcsQD/HQvwbKgl9PgyXAtLr8rr3CjcyCOozwDLgOnmStYALuDNKY69lfu+Cdg18aAQwh5V2UzCsiw1TTfYBWW1cGoP9LXDittA01W4OUIFVri8kIqDbkB1C2Qz0HFcXUg3EHV2yNcVo2sIp45MZAu7gi6kJZGRFGZvFM3vxExk5rxrmseBf2vjnL/u9coNKVBCiBbg94E/kFK2CSGap2g2FnbTOcWxsX31V6F7NtcpMjqEPHMAhIZYshHhKc5hkq//F+x+BhBQ06wScgGO7oQt70V4fMiuM3BiFyxeD6MDIIG3noKtj4EvpESrZTXa8i1z/O5uHDSnTvD+RYz++BQyY2FU+8h0jaJX+bAiKoTciqbBsp8zr3VuSIEC/g9wDviLi7QZq7+cmuJYckKbIqSUAkAIsQMV/WdzgyKlhGgYmU0jX/o6pBNgZZEdJxD3fQLNNe5PpPssavFCV2JTvQA8ATVyOrMPNj0MlY1KoEYHoPd84dzhXvRHfz6/aZ3cjTy+S9kpldegtW5C1LTM3Ru/znHWB9FDbtA0zHACmTIxJgRHXO0KtjbvnhvuNySE+ATwAHCnlPJiY/h47vtUfvfuCW1sbkKkZWLt/D7s+hEYBixaryLxQIlLTQtsvL9wQrBcReGFKuH0vkJ+VPUCGOpC/vgf0D7+O0i3D9l+pEigRFlt4XUvnET+8O8L5w93Y507jPb4pxGhyqv9tm8INK8TLegifUY5QmBo4NIRDg2ZUQm5npV2ePe1zg0lUEIIF2rU9COgRwgxFu87NlVXkts3AHRNODaesX1TTf/Z3CTI88dg1w/VRjYDp/eqEVAuAk+OC2yQHcfh2FuABE0UJ+8O9UKgDIZ7kZEhtNV3IFs3IktrkP0diIpGxPp71XWkRA52F58f7oPqBcihLlugLoGVyJDuHEU4dYL3LyZWcoFMZwTh1rGGkuilHhACo9qLo17ln0nTInlqECuRwdlYgqPCp67TPgKawNUcmtWqt5nBOPE9ncikiWtpBZ6lthfjdNxQAgV4gErg0dzXRD6R+/p/gC+jpve2TdFua+777qvQR5vrhcyEHBUzC1oh8FVUFRa7lSt5bk1DnxABVlIOo4PgDYLbp851eRG3PlE4PxrGfOY/oOMYLFo3LqgCKK2GeARRYovTxTDjacI/OIlMZMCSuFrL0b0OsppAJk2yvdF822xvFM+yKlwLQkR3thN76wIAwucg9MRyYjvbSZ8LA+BeWYlndTW6x4lRMeWs/ySsZJbU+TCay8DVHMrvl1mL0R+fItMdASB5cgDNuxpXY8nsfAg3GDeaQMWAJ6fYXwn8HSrk/J+Ag1LKqBDiaeD9Qoi1UsoDAEIIP/CzwCmmiOCzuXkQ9UuQtQvV2hLAytvB7QVfKaJ+CWLFbYW2VU1IhwsyKeg7Dy1rlD+fZqiIPd0Ay4JwP9QtnvRa1t7n4OgbamP/y7DxARgdUiLpDSJab0GU22XCL0aqbRhhSTL9MRx1AeLvdCEzSuTdyyuLBApAODSstEl8b6GshoxlSJ0ZyosTQPJIP9mBBNn+GCUPLcaz8uLJu9lYmpGnj5PpGAUB3o11BO9eCICZzOTFSb0gmEMJsAVqSm4ogcqtOX174v5xUXxnpJTjj38OuBd4Tgjxl8AoykmiHnjUTtK9uRG+ErT3/hKy/SgYTkTLGoTDOXVjXwhu/yD0tUEmo74jlEglC3lPwj/NjSgyPO6FAWmhPfKzCP2G+he9qshElnTHiPo5K/PiBGp05dvakB8p+bY14qgNgAQ94CI7OG652aHhWBBC6GCOpjEH4+glLhAwuuMc7qWV+dpOmcE48f09kLVwr6jE1VhC8mCPEicACfE9XXhWVeGo9KN7HDgaS8jk+okmQLe9+Kbjpv7rl1KeFkLcBnwR+CwFL76HbJsjGwDhD03vrZdDRsNYT/+tGmn5QrBsMzhalTBVNioXiUQUseH+aUvDi6ZlyBO7wHBA7SI4/BrWqT2I7R9Ba914Fd7ZjYfmKzw8THQz0twGgTuacbWWk24Lk42mSJ0Zwr24nMD9ixh99hTmSArPpjoSu7vyOVRGXQDn4lJSpwYRDh293JsvnWIlM4SfOo45oMQteXKAso+tYdJzrQRpqn1C1/BuqCWetZCWRDg0Iq+24V5Uhua5OsnB1zM3hUBJKdtQz6VTHTsGPD6nHbK5oZDtR5U4efzqa89z6kDzarSN9yNufRwpLYSY3rhFrLoTXD5kbxu882O1M51EPvfPWBX1aGV2cbtL4WwM4qjxk+mJYiWzGNU+sr0x9DK3ch8H4nu7SB7uByB5oJfSD6zA2RSi4ic3YGVMYrsuFCX4ZrsiuFrLlcikTZwLSpCmBUJgjqby4gQgk1nMwTieFVUkTw1h9qmRs2d1Fc7xlkZZq3iaD7VmZQvUZG4KgbKxuZpIwwlVC5RDxLmDhQNth6C3HZqWXVScQJXkEK23YGXSxZV600kVIWgL1CXRfS5CTywndT6M0DWcC0LIjInmMdCcBjJjkjo1hBZ0gUNHdxuEv38cvdRD8J6FKnfKVzyFKzwGVlxlq+gVXqxoiuH/OoplWvi3NqKXuDFHcsE0hoZe6sEIeSh933KSZ4bQXAbuZRVYaZPY7k6yPVH0Kh/C50DG1HWdC0vRA1Nlu9jYAmVj8y6Q2Qy0H1Oh4MEKlfNkmjCg1jpwTrNmNdW1LFN59/lDEA2rnZWNRZGDNhdHD7jwrhofxFAYlQiHjnNRKZm2EYwSF+ncOlG2J8roS2cp/8RaPBtqyQ7FSZ4cRHMbuFdXk+2J4motxxyK50dfRpWP0VfbCD3aSmJ/D5hWbp1JRWkaQTf+cTWiYgc6ib2R8/47M4R3awOariEcGu4VVfk1LZtibIGysXkXyNN74dArUL8ETu9RO10eqGxCLN+KqFk482ud2guvfhNaN8NIr3Kl8AXRFq69/H6F+5D9F8DjQ5TVIby2a3amN0rqmLKXsiaMWMzhBGQtNIdOyQNLCGxvAYeGlns4SJ4ZJPydY/n22b4YRrUfPeii5JElU5bwKHrtoeKcf3MgTvB9U69H2hSwBcrG5t2QTkKgHAbG5XSnErB4HdotD17eteK5yK9T76gpQ0Dc9TGE7/JCkGVPG9b3/wpiI6DpyPoliIXr0Ma7XtyEWIkshflTiXDo+Ug/z5qaomRczVV8axQTbZF0gagL8PUXTpK1JLduaGBZS9m0r+2s9pOkN79tNJfQ0T3KO0d6SKdN6qr83L6hPi+INgpboGxsZoB5Zj9cOAmlNehr7szvF00rkIdeVYm1ReHkl19GQdS3Ij1+SERVhd41d6GVXL7LgHVilxInUMm+yRjytW8j65dAVRN0nwbTgtqF04fN34AYVV6MWj/Z7ijZ3hiuZRU4Kn1oASeepRdPgnY2BPHesYD4znbQNDLLynnTzDAwqqw8n339HJWlHspDninP9+QKH0ZGkuzKZuk+PUCga5RUxmRoJElXfwyv28Etq+y1xvHYAmVjcwnMg6/A6/+lBEjTMcN96Hd+EAARqkR7z3/HOrUHDu5QjhGr7kAsu3w3clHViPb+X0OeP6pKxy/bfGUdnuiAkXOlkKn4OMd1YNkWxK1PIPc+D8M9iPpWxMYHb1jR0r1OQo8vJ3VyAITA3VqO7p9ZcIIQgtMlTk4uLCFrSfp6R6kIeTAMjWzWwrQkiWR2+vN1De+6Wt586zyn2tTDQzSeoabChxAqcn1o1K6uOxFboGxuGqze88hjb4LDhVh3D9pMp85O7yuMjiwT2o9iPvNPiOW3oi1YjiipQL/lQeS6eyCTRnh8V9xHUb0AUb3gku1kMoF1PpdfVd+KVtmQ2x9TXoHBCuWY7varn11etTa2+xkor1f5VsO9yN3PwcGXwe1D9rQpYbyBK/kaARfGRmW12dkboe3UAB63wcpF5bgu4W6eSpt0jRREJJUxceQEqjToojzkLmqfSGY4dm6IbNZiUWOI8pCH2IQaVKl0Foehkclak863sQXK5ibB6u9APv136qYNyK7TWI//CppzBk/Q+gSjUN2AE28jT+9Dfux3EGVq+kYYDnXjv8rIVBzr5a+rKcfIIFI3sB76WbSlm1Q5kO6z4C9VEYXpJJRWweo7kQNd0LoRus7CYM65Ih6BJRtUYUWhIYd6L/7iNwg9A1H+6/lTZE1lyjswnOCBW5sves7C+hL2H+sjkVIjpYpSN4mkSYnfRSqdLcq0zJoWz77RxtkLarR06GQ/H3xgKY21Ac50hMdyfakIefB5HPg8Dnbu6yTgddLaPP1a1s2GvSJnc1MgT+/LixOgqtf2nZvZyZVNEMqVZnD7oLpJhZKnE8jR/tnv7CWQ3WdhqBsig2qHmUW+9bT62V8KSzdDdFiV88hmoXEFPP1/4Pt/BR0nYHxkYWRQ2SyNDKhQ+cOvIcN9c/6e5pquvlhenACOnx0ilZl+ig6gusLHkw8u5f5tC7h7cyMd3RFGoymklFSWeXE5Cs/7o9F0XpwARqJp2jpH6B9KsGpJBQsbSljcFCJrmlzojXKibZhMVrLrcPdULz0nJFNZBsIJkumLfw5ziT2Csrk58EwIszack/dNx4UT4PTA4o2QjhXMY30liNDUxqFypF+JWGnVJZN0LxdhOJGTdqrHd6HpaPf+BLJhKaQTiIVrsXY/qwxsQQVgxMJQ3wrZFGSyyqV9jGxKRRPmBNk6d1CJXzaDuOVhtOVbMA+8DAd2qBIkSzehLd2MdfRNhCYQy7ddF6a2fm/xSLe81I1j4kh5CipKPVSUqkAIh66x/0Q/vYNxwpEk57tGaGkIAeByanhcRn60BdAzGOPIafVQUV3upXcwTnV5sTu6Nst/KzOlbyjOj149SziSoqzEzaN3tlAemplz+9XEFiibmwKx5g61xnL8TXA4YdPDaOVTlQKbgvI6OPBy4Sa/8naobkFbeeuU9Zms/S8hX/66Wvne+CDaHR9AaJdXT0jGwkpMghUI54S1ifrFyi3d6YZsGtIpxNbHCu/V7UGsvQuZTiD3PFdI+gUVMOEJwNn9arusFryhwvHaRVCmBEaODiJ/+BXl0G44kM/+E6bLA69/R5WmB9j1Q6ze89B2CIkaqWpP/iZEhpQFlNuPWL4F4bi2nBIWN5Vyx8Z6Dp8aoCTg5rZ1dWja5Zm2pjImfbn8plTa4o19nXmB8nmcPHxHC6/tuUAyZbJpVTVvHy7UDxvLm0pnLII+J6OxNA6Hxta1tSRTWdyuub01HzzRh9ftQNMEDl3j0MkB7trcNKd9mApboGxuCjTNgId+CmvLo+BwoU3nKj7VuVveg6VpMNyrymxseGBSpJvMpBEOJ3K4ryBOAHueRTavUiU2okPg8l0yadY6fwT5o68ogapZCKFqsLJoGx+AmhasXT9SwQ7ZtDqhdjGiZTXSMouEUO5/GfnmU9C6SQVJpOJqFHhmb+HFhrph5e2IxmUgNMSyLQh37sk5HoGSSuW4nU4ph4twf0GcQL3PxGjR9eSF48gXv5YPLJF959Hv++SMP++5QNMEm1bVsmlV7aUbT0PWLB7HptMmUsq8+DTXl7CgLoiU6vX6wwkOnVTTzLqAloYSEsksHpeTW9eph4Lnd54nmcqyeXUNW9Zcvmi+m/dyoTdy6YZzjC1QNjcVWunll/kW/hD63R+b8pgcHcTa8R/K7mjBCsT6+wviNEYigvX03ylvPm8Q8fDPoy1YPu3ryTefUuIE0HMWkNBzDqu3DfHAp1Rl3zFxAtA0rGf+SU1F1i5C2/5hRGmVqvjr8sJIP9QuVCOnwU5wuIqm9YSvBG3F5LqdMlihQtbH1qSGe2DZNqhsgP6clZM3qHKqxnC41RrWuJwwjryO6Qupelc1LWi3vf+GqAy8ZEGII6f7CUfU72LT6toiR4lEMsOuwz0MDCWorvCyZVUNQZ+LRDrL+c5ROvvVGlVDtY/6aj9f+8FRUmn1Wb55oJuaCj8tDVe3TtSYoLqcxSP84dEkZzuGWdh4+fl8s4ktUDY27wJr7/NKMABO7UEGK2Ht3WpKEKB5FTI+qsQJID6K3PkdZPVnsA69AtEwonEp2uINhYumEsUvMlb+faQfYlFlgSQ0tb+iIffaueLPZ/djefzoD/4UoqoZOXBBJf2Ciurra4fGpdB9TonconWIxeuRfe3IoW5EWS2iSk3tCCFzlYILCDMFD/888uAr0N+uIhqDFWqU5QmofvV1FPc/WA5dp1SQykg/lsOF/sBPXtkHfg1RVuLhgw8so3cwhs/joK7KX3R8z9Fe9hxRUZHnu0dxGBpb1tTR1jXC3iOFaMkLvTH6hxN5cRojmSoOSZ9tjp0dZNfBHnQdVi2pzOdjAYSCbp7acZaHb29maUv5Ve3HxbAFysbm3RAbKd4e6Ud79OeRLWvByiAaliH3v1gc1JCMqVFXroKu3Pci1hO/grZwDQBi44PI5/+vult4gyrYAtR0X2MrnHxbBXlkkuAOQDKiogstS4WZ54ofijV3IrFUNB+oJOKyWhXJV9Ggalfd+STWkTfg2FvKcSI6jHjvL6G1rFI5VK23wIlcYWmHC1GzEDnYpZKSx0rSB8vBU6JC2rvPqICShlYY7AZvQIXetx+FxmVqpDky95GPV4ug30nQP3Vi8/CExNvhnOuE12UgBJSHPOiawOd1sOtAVz5wAqA06AIhaO8aoaEmOOtTfX1DMZ59vQ0rp0iv7b3AfVubOHFumIxpEYmlsSxJR0/EFigbm+sV0bJaFRpUW5CKI0/sQhtf5HDRemWHFBlSbZZuhsOvj7uKRPacg5xAaatuQ5bXIqPDoDuQbYehZTXa6u0IXwnywZ9RbhMCNY030AnJuHI9r2xEtKxWvdEN9PX3YWUzyNf+S00brr9PCU02o0ZOJ3cj3/iu6oYvBMFy5Im3oWUVQgi0ez+OrF4AyZiqKFzTgnV6b0GcQAnfsq0qdB+USHaegjV3wfG3CiPCwS7wlyKaVs7yb+HapK7Sz6nz4fx2bYVK4K4q93H35ibe3N9FIpWlGi+9Qwm8boOaCh9SSmorffz4NZUGccuqau7Y0HBJQ9rLIRbP5MUJoKrMy45dF6go89DdX5ieDfimFt+5whYoG5t3gbbiVsxzhyDcC5oBnSeRmgbjBEpUNqA9+f8ge9oQ/hCyrwPpK1G5SmNtAmquX5pZ5ZAeHUbUL0XUNOeFK9/W5UHkquxaHSeQO79fEIxoGB786eI+bnoYuWQDWBJKq/M3OplKIN/+YaFhLAz+ErVGNfZabj/iloeKX7+6BWk4VJg5QKgKsf5eZUzbfUbtk1JN/42frtQdcNsTiNZNM/lor3vWLqvC0DUGRhJUlXlZuajgq2joIh+CPvb7iCezxJNZXE6dgM9JdbmXVMZk9+FeVi+ppDQ4e04TlWVeQgEX4UgKp0MjnsiSMS28HoPaCh+xRAa/14nXPb8SYQuUjc27JREtTKPBlPWbRKgKMZbsaziRR15TId3ZDJTXIn0hzG//uZq2C5bDmQNITUP7wK8jai9SsiObLh7NZFKIZAwoDkKYMl9LN9TUYHRcwIU3iHYJqyNtyQbM2IeUBZThQKy/H81Xgtz0EHh8yHAfonYRNCxDDnRA+3EwnIitj6koSP3muO0YusbaZVMH5XjchTys8GiS+io/nX1RDEOjuS7IiTb18OLzOCgPudFncfQE4Pc6WdhQQmdflBK/k/5h9SARjWXoG4rjdhp09UcJ+B2sbr38wKLZ4ub4S7GxuYqIVXcg+zsgEQFfCLHmrou3r2lGu/eTyPNHwBNELt4I3/5TFfINKhF4yS1wajey/ehFBUpUNCDLagvn1i1WYekz6bfhQNz7SeSz/6Si7lo3Ie76CMIfuuS5+rp7YIKQCYcLsf6+on3yvb+MHO5BdpxAPvfPSATizicR6+5BHntLBU7ULUbLTUveLLTUl7BicTln28O5CDpJVZkXl1Ojo6cQ7h1LZFjYWELwKlTclUAma9HVH6Mi5GEkmkbThMocyI3ufPNcht4WKBubd4m2bDNWRT0M9UBFvVon6msHXxDhC015jqhbhKhbBIA51KNCuMeTzk2Nuf3IkQHkhZPg9iJaVhflOolAKdrjv4w8uRuErpJi3VOXfBiPlUqA7kBbtBb5k3+kAhyCZZedUDwd0rKQx95Ua2ueAOx/aewI8tVvIuMR2P3j3JsQWI9/+ooKM16vaJpAFwKXy8CyLDJZiZ4LhHA4NBgXX+FxGgwMJ/IOFrPFmtYKBoYTDI0k8XkcVJZ6cDk06ip9hCMpait9bFwxs4edq4UtUDY2M8SKjSDf/L6KkqtZiNjyaL7AnFZRDxX1yJEBrO/8pYpm8wbRHvl5RNP0OU+AEqeqpsI0oW6Ax6/C1euXYH33L5X4AXLzo+i3v7/odFFag9jynpm9B8tCvvIfcOxtcLowNz6Avv4+FW13EcwDL6sQ9aom9LV3X/J15NGdyOf+hXyFwAUrlQhaWRWKfuH4uMZSCfA4gZKZtPIJdPsR3gAy3A9mBkprEDdIUb+FjSGOnB7EkpLSoJvO3iimJamv8qs1oaxFRambY+eG2HO0l0e3L2Rx0+zlJZWHvDTVBujoiSClMsy1pETTBF63waZVtQR88+sAYguUjc0Mka98U0WlAZw7iBTA1vcWtzn6hhIngPgo1jvPoI8TKDnUg+w4qhwlFm9Q02zDvUjdgOaVak3KX4rY/hFkfFT54AUqoGYxHH0ddj+D3PgAwlOcczOGFRtRo6+Sqqmrsx5+Dfa9qH5ORuGN72E1r0Yrnf5J2Xz7B7Dze7kkGYGZiKJPeN9Fn0HXaTV9V9Wk7Jg6TyrRHftcXF5YtgV6Cma9Y0EiADI2gvXMP8P5wyrMft098Ob31etvuA/tjievyXWswbAa9U5XtHAiixpDfPDBVgbDCQaHE7R3q6m9zr4ozfVB6qt87DnaTzI33bb3WO+sChTAykUVtHWO0tkXZUFdkM6+KJYlWb+8alJe13xw7f2WbWyuVcaXdYdCAux4zAlO0NlU/kc51IP1X3+RdyGX6+9Du+sjiJoWVUhwLNhh+a1IzYDn/6VwE3f7YPk2OH9ERcNNgbnneXj76VzJ+Q1YD/4U2gQfPznelw+UmMXCcBGBov3YOHcMCe3HkCtuQx7cgUzFEYs3oC1YoY4molg//ErBaV3TVb/PHSxcLxVX72fpJjVqXLwBsfK2/GHr2NsqWKR6gXqvJ3fn8r5SsPcFZMsaxIJrK1T95V3tHDjej0SyblkVd8/Qxy6eyHDoVD9IaKj2c6FXOYgYuoZpkhcnmF0j2Z6BKG8e6CYaS7NycTl3bmygvXuUaDyNEILewTiZjInDMTtTvlfKjAVKCFECbAWCQDuwS8qJni5FbX91bFtK+Qfvsp82NvNPoAwGxrkkBCeXYxdLN6vRQ2QINB2x7t78MdlxvHDjBuU2sfU9iIZWxBO/gjx/BOEJIFbfidV/vmiEQTIGmTRsfgTru19SARmNyxF3fxhNM7CiYSVOYxZDp3Yjq5pgy6PF/WterXKyYmG1o3YRVF2iQKLLO2nbeu7/quRbQB55A/mh/6lC4mPh4vdomSoE3x0o2DcZTrXfsmDhOsTmRxHOcaOOcC90nc51WEDzKhWSn8mJffbiDgupdPaSxQdnkzPtw+w7VihRsu9YH001ARZdYrQzMJzgx6+dw7TUbdTQNWorfRi6xra1dTgMjTMXwvQPJXA7ddYvr+SNfRfo7IvicRpsWVNDVfnlj3KypsVzO88zkIvc2/HOBR65o4U39ncV9W3FonIW5sxv54tL/haFqhXw/wK/PKF9hxDid6SU/zbFaSHgC+QnoLEFyua6R9z2BFIIiI9AeR1iimkuUdmI9qHfRPZfQATKiqvjuidU2vUF1c0a0JpXqRvxGP4ytQ41dlMH5YF36BXl0ADKmDVQCpsfUaOm8SauoKbwJqDVLcR6+OeQx98ChxOx/oFJo6xJ72nTQ8jIsBLnikaVgPvdvyw0yKaR/e1KoALlUNNSEFeXR609OV0qfD4ahlW3wzvPMHZ7kMkoPPQzheuNr0c19gw8Jrw1LdOO9s51hnljbyej0TS1lT7u3dZE0Hf1q9Qm0+bkfanJ+yYSS6Tz4uQwNMpK3KxfVklTXZBoPIPLpfPB+1sZHk3h8zo42TbM2wcLwTTJtMmTDy697P6m02Z+OrJwrbGcLHA7i8uEzCczecz4Z+CTFNWLBKAJ+BchxAYp5WemOVfA5NI1NjbXI1pVEzzx6Uu2EyWViJLJZqhi8XrkLQ+qNSBvEHH/p6YtQ6GXVWNuegiO7FTi07xSGbXu+mFxwzGvvNJqWLgOzuxT274QYry/3/j30bQMmpZd8n3k29cuwvrobylx8YcQZgarskl58QEIgciJhnB50B75BeThV5HDfWo0NSZWFQ2In/888vmvUnRb6GsvfsGSCdY6hksJk7QgOow8/jZyy3smrUPtPtxD35C68Z7rHGXXoR7u29o84/d5pTTXBYtsiqrLvTTXBy95XnnIQ3nIzWg0TVWZl86+KD96rY2mmgDdAzH8Xgd3bGygfziB09DoG4oVnT8QTpDNWhjG5U39edwGrQvKONE2BKiowdpKP7dtqONsxwixeIaaiiCVpdd4PSghxHbgJ1B/TVMJjQB+RQjhlFL+0lXon43NdYeVzSLffkpF3lUtQGx6GE3TlPXQnR9CbnoUDOOSNZL0Wx6GWx7GNNPouhppmXVLoOOYamA4VJkMQNM0rAd/Grn/RRhbF6pfMn0fD7+O7GtH1C5EW771ku9J0zQI5kqRay60h34Ga8+z6rVaNyEaCk/yIlSJuP0DyP4OteY2tn/ZFjRvEDMwYeprQii+tukRrEQUus6o2lTpuBI53VB5XvtfwjqyE3HPR9EWrc+fF08WP/XHE3MzCvB5nbznroUcOTWIlJJVrRX4vJe2CPJ7nTx212KOnR3krYOFSrrtPRFqKnz0DMR453BP3npo1ZJi4a4IeS5bnEA5V9y7pZHqCi/JVJaFDSGqy30cPTOYf63RWJrDpwbYtm5+i09eagT1UxO2J46iZG7ffxNCDEspPz9rPbOxuU6Rr34T9uci5U7tQWbTcNv78seFxzfNmVMjzh3B7DylSlTc8wnY9xwkooiW1WjLNufbaW7vpKjCqTDfejofFScP7sCMR9A33n95fapsQB8/LTdlm0a0J38D2Xla5YS1qDBysfUxZDKmAiSC5YhtxX0WoSr0x34ZKzKM/Kf/qUqFAFQ2Fvz+kjHkj/8J+ZN/mE8srqv0MxhWCUSaJlhQd+lRzGxR4ndz6/oZFsAcR2mJmwX1JUUCBaoMBoBlFcYFJ88Nc8vKanoH47hdBlvX1BSdc+T0ACfahtA1wfrlVTTVTl+qw+12cMvK4vNHY+mi7ciE7fngUgK1lYIIWcCXgG/kjv0E8Iu5nwXwOSFEj5Tyb65CP21srh/6J5SbGB/scJlYp/cin/o7QKp/xG2Po933E++qe7QfLaztWKYqBXKZAjVTRHk9YkLlYs0bgEd+/tLnegPIukWqWOKClSpYI9xfWFtLJ+gbjHHqRBRdF9yysga/18FINE1DjZ9Vi6+PmlM1FV5Wt1bkixnWVvoYCidxOrQiF3OHU2Pz6topq+22dY7w8q520hlVsmNwOMGTDy29rDymptogZ9rD+e36aj+HT/ZzuiOMx22waVUNZSWzmyx8KS4lUGPjOwl8WUr56+OO7RZCPAd8C3CiROpLQog+4O1Z76mNzfXCxBwlz8WTYC+G7DzF+Nl12XYYtj02/QkzwZgw/eS8tsqxjyF0A7H5PcgffRn6cknMDcuh+xSYWUZWP8z3dvUTi6upvLauUd5/X+uk4nvXOrqmcc/mJpbnylq4XTrh0RRlJW4u9EZIprJ43A5uW1c3bSn47oFoXpwAwtE0g+HkjAUqa1pYpsWKRWWYpsTvc/LGvk4MQ8v78mWzFuuWVVFb6Z+zSr+XEigPhUCHf594UEr5AyHEJ4D/zO3SgK8C9nqUzU2L2PYYMpuB4W6oaERse/zKrxWsKF78LX/3awJi40PI0UHl31fROMmt/EqxskooNGMWQ7yHulUpkTF6TsNdH0MAA/5lxF4vjFa7+2OMxlJUOud/cf9y0XWNhprCg0xb1yg7D3QiEKxZWsnGFWo6Lp5Is+9YH6mMSeuCUhpq1DRmZciLrol8VKDP46DsMtzPD57s55XdqkpybaUvb1YLEApISgNuTrQNc6Jt+KqU/5iOS/0lRYGxiczhqRpIKf9LCPErwN+ghMwJ/B2FqUEbm5sKrbIR3v8/ZuVaYtXthYq8FQ1oM7Q0uhjaguVYH/u8smwqKUebOKK6Asyd31cuFULDXHsX+uZHpm/75lMq+dfhUGHuLaumbYt3wmg0WIG26jaEbhAciKIJka9r5HUbeKcZYVxPtHeN8MbezrzYvLGvi5pyL9Xlfp55vY22rlEATp0P8967FlFX5WfxglJu31DP6fYwuqZE7XIMZgeGCmHnTodObaUPy5K4HDper0HfYOH47sO9LG8pp7Ls6j8IXOq32UFBoJYAx6dqJKX8OyFEDfB5lDA5sMPLba4DpJRYe5+DMwdUuPSqO2YU1TZXCIcL/bb3FQVZzAaa0w3ltbNyLevMATjxDvhDKhS87TBW3WK0htbJbQ++Cm89lV8DkyMDWLWfVwEeUyCW3ILcdAEO7IBgOdq9H0foBolkhvISDw/d0cKB430YhsbmVTUzip671glHUnlxAshmLcKRNLoez4sTKKfzMx1h6qr8ZE2LmgofdVUBaiq8lz26qSgrrC1JKYuKFtZV+onFMyxpChGJZ+Y0eOJSAnUIGHu8eS/w9HQNpZS/K4SoBX4GW5xsrhOsM/tg93N5ZwXZ24ZV2YBW0TD3fbGyaNr1NwKQsbCaKxkLBhFCuZhPIVBysGucbRIw3KtcIqYTKN1Av+ODyK2PgWFgWfDG7g72HuvD5za479YFfPjhmed0XQ/UVfkJeB1E4soxI+h3UlflQ9MELodOKlNIAva4DbKmxYtvnefIaeXgsWVNDbeuq8+L1Gg0hRDiotVx17RWIi3oH4ozEC5O+DYti1TGZGg0yUg0TW2Fl1BwbtYtL/Xf8BLw0dzPHxVC/KaUMnyR9r+AqpT2GLZIXb9k+mHku2CFwbcdfFvmu0dXj3B/wfYHlOvBQCdcRYEyD78BQ11Quxh9yXrM/S/D/hcgk8ZctgXt1ifU2otuIMpmZ5RzValuLi4XIqWyMZoCUbsQedAoeBZWNk5pGSUzKeTeF5C9bRCqgvpWNMPBGaua3Ud6AYjEMzz3Rhs/9cRqnNdZYMTFqCj18uDtzRw6NaDWoForKA2qEc62dXXsOtRNKm3S2lzKuqVVdPZECI+mqC73ommC42eHWNpcRnnIwzuHe3h9bydCwPZbGtkwTfmMRDLDaCxFKmNSVuLJJzyDWh8DME1VEqSjJ8poND1jU9x3w0wECtTzkQ/4XeDXpmsspbSEEB8Bngdum66dzTWMGYG+P4JMB2h+iL0JtX8I7mvLnHO2EFULkN4gxHNTJw7X1RWnN74Lu59RN2i3DzMZgTf+q1Aa/Z1nsCwL9jyrfGc2PYrwlyBqFioroWsQrbIRq74VLpxQO4SGNk2RRW3ZZsxEFM4eAKcbsekhtCmiCOXBV5BvfKewo+s0yfAg51qLc6/iSVWq3MmNI1AATbUlU+YxtTaXEommGI6kiMTTjERTjERTdPVH8wPTyjIPCEHPQIzX9yqDYylhxzsdNNYGpnSIePNAN4dPqTB3n8fBmtZKovE02VxBQyEg4HMSjqRwGNqcPRBcVKCklOeEEBtR0XkAF3dpVOckhRCPAusv1dbmGiT8LYjtKGy710Ly6A0rUFrTMqw7P4Q8/jZIC7H2blXb6WrRfrQwekjGYKCrIE4AyEJ1XCnhnR8iq5qQr30b7X3/AzHFtNl8IzQN7cGfxtr/kkogXrQO0Ti9R5y+/h5Yf/Gy8nKoOHEVM8Px6jvoHjXxuo28a8TapZV43e9uWtS0LPYe7aVnII4mYMXCMloaZ7esxWxx4GQ/e8YZ075zuIeKUk/RrOlQOIkQkkx28ig2O8U+gO6+wppTLJEBJCV+B21dUSpK3YQCbs50DONx69y7ZQGBOVrru+RvVkq573IvKqUcBV65oh69S4QQrcAngAeARYAbOIPK1/qSlDI2of1S4E+B7agIxL3A70kpX+Jmw0pB4mDxPpkER+P89Gc2sSyYptCdtmIbrNg2N/2YWLFWE2rENqBCfPGWFLt1j915Mims80cRkSElpM2rEN65c0q4FKKkAn37h2bvelULitcIdAdR3AyNJCkrcRPwOfG6Hdx5S+O7Dnc+eW6Its7RfKn1MxdGeP+9RlHY97VCcoKdUyKZpaykOJw8FHTx/BttPHTHQhY2lnC2YwRQo6+Kafz1FtQFGBwpPCgNhJOER5PUVvo40zFC72Cc7bc0snpJxZyW4Lj+VmQvzU+j8rCeQuVuZYC7gT8EPiSE2CqlTAAIIRYBO4Es8L+BEeDngGeFEA9LKV+Yh/7PH5Efgxwp3udeA75rJ6rtsonuhKG/h2w3uNdD1efACEH8MIS/BlYCAvdByaUtgmaFJRuVG3kyCg1L1VSXmS2YobasgcgILPVDKgWlVcrB3O2HrtPIt1WckmxchvaeX7xs26TrBbHqdgAVbCEtOHeQ+so+dotyhkaUndG2tXUY+ruvkTQaTxe5d2ezFmc6wteMQEkpyZoWDkNnYWOIQ6cG8hZISxaEWNgQYvstDRw/N4SmCVJpk67+OANDCTavqqG8xIPLqbN2aSWOabz7tqytw+My6OiJYFqSnoEYpiVJpU3KSzwsqA+wYlH5nNeHuhEF6tvAn0hZdKf9shDiFPDbqCjDMTumP0GVBtkopdwPIIT4KnAE+FshxLLpal7dkGR6IXkY3OtAZkALQMV0RvXXCUN/D8kD6ufos2BUQtnPQd8XIJ2rOZR4B7QQBO646t3RN9yPWbtYJfGW18N/fhGyaRjN1VCqboHEiBIugE43rLpTidihcZMSHceRvW2I5nc39WqlU5BJoE0wbJ1vhG4g1t4Fa+/CyqRguI8WTef9aT/d/VEisTTZrEnPQIyaikuLdDKVpW8ojsupE4ml2X+8j2zWoqkuSEN1gDPtxQ9ml6onZVoWw6MpHLqgJHB1SnqYlsXBE/0cONFPLJFh3bIqtq6t5ckHW+kdjFMacNPSoNapljSX8ca+TrJm4XaVypg888a5vMOEoWvTBkl4XAZb1tbRPXCK9guFz8K0LD71xPxN799wAiWl3D3Nof9ECdQqACGEDxVtuGNMnHLnR4UQ/4iqYbUJ2HVVO3wt4dkIQ/8Ayf1qu/SnQL/+svKLyPZN2O6H9LmCOAHIuBKxORAoAFG9AHlqNxx7W7lz5wr/4XBB/RJ4+euFxpkkRAaVO/jh19RoYuw6l6jjJFMJZRHkcE8ZYGEdehX51g8gEcFcuAbxwOQKvPONdWQnwwd3s8+/npS7jMWLXXT0jNLRo/z4jpwZ5EMPLb2oR1w8meGHO87S0RuhqsxDMm0yGlW5PF39MR7Y5mTt0kqSqQzhSJqW+iCLF4ToH4oT8DlxuwyklMSTWRyGhhCCl3e1c/jUAJoQ3LutidVLZt/3b8/hXvaf6COaCzd/+2A3FaUeljaXUV9VPLoL+pw8dHsLL77dTiZrceu6OsKRRJH90aHTA9MK1BitzaVc6I2QzlhoQlz7BQtvIMZCs3pz39cALuDNKdq+lfs+pUAJIW6sUZWVhtGnIHUaKn4FzDg4KiD46KXPvdbxbIDIWA0lA7xbwagHvRLM/tx+DZxTR51dDeTuZ1QkH6hyEks2qkAJp1uJljdYKNAH4PGjlddh3fcTyJe+BlIibv8Aom7R9K+RjGH96CvQdljt2PY4+jgPPyuZQL75lMpBAji5G1le/+59/mYROdCF+dq3ebHyw1wY0oEE4VRvvu4SqCi+vqH4RQXqbEeYjl61vhQKujjZFi46PjiSYPumJlqby0ils4xGU3zvxVOMRtNUlLp56NZm9p/o5/DpQYI+JxtWVOUj3iwpefGtdhY2hPB5HLk+ZTh4YoBEMkNzQwkt9dO7ik9H1rQ42xmeVEIkkZw+Tq21uYyWhhKkJXE6DfYc6Sk6Pj6wIZUrUDhxpLhiUQUet4PuvihlITfLWibU5ppjbgqBEkLoqBD5LDD2eDpmatY5xSlj+65iONc1xNA/qC8ADCj9aQh9cF67dFEygyA0MGYQaVX5WTWtl+kD72YIPZHb/5sw8k2QKfBsgugLEPkRBN8DwdnxppuWwXERakNdKsR98XolJtFh2JSzCYqNqBHVFuXlp62+A7l4HVgS4bt4gIQ8dxDOHyFvpfnW05hltehLN6kGqVghtH6MeGRW3t6skYySClTTGSuse6QyxVF8Y+HPF6cQRNE7EKc85MlXlDV0gdvtoLM3wrGzQ+i6wLKs/AhrYDjJvhP9+STY0Viac53F04GWJTHNwkhlx64Ojp9TxQAPnOjngw+20lB9eetZuiaQEqrLvHQPqIcVt0unofriv3eHUfisVi4qp2cgzsnzQ5QH3Wxbq3Lq3tzfyf7j/Uhg7dIKbltfnFbRUn9lono1uCkEClUmZCvwW1LKXLIGY3NXqSnaJye0KUJKKQCEEDtQ0X/XBukeSB1WIwTP8pmfF3lu3EYW4q9D5gPguPh0wJwjJQz/Kwz8tRKoqt+CkktYABkBqPwfk/cH71dfkZdg4EuQyVV1je8EvQJ8t8x27wvUNMOxN8nnspfXwsl3oKwWEhFERT1y2+OQGEEPFD/Bihk6o8tIWCXBCgGaAb1tat1q8XqEbqCVVGC2rClU4HX7EIvWztY7nB0qGnF5PTTKLO0RdasaiaRY3BgikcpimpI1SysnTXdNZHFjCSfrg4xG07icOiUBF0Gfg0zWwutxcOrcEHsO9+RLt5f4nQR8zrylz8TQ7Fg8Q12Vn64+Nc24clE55y6EWdpchtAEp8eVrLCk5NiZQTp7o7QuCFE6w3IVQgju3NjIa3vaqa30EfQ72bCsmorSmSfHut0OHrmzhbuTjfQPx3n7YDclficHTgzk/Qt3HeqhttJfNJU3Mppk15Ee0mmTxQtCLG2ev1HUDS9QQoj/Bfwy8BUp5Z+MOzQ2TzCVZ4d7Qptrn/gh6P08ZM6D5oPyX4HSD8/sXEeDOm8M4aCQ+nYNkTygxEQvBaMWRr6j8rRc72J6Lnm4IE4AWGqfTIGrGRyXP4i2ju9CntgFLg/axgcQlcVh+vr6ezHTSbX2pBmQiisHi8FuWH0XeAOI9iOIuukr4l4MOdQFbz8Nmdyzl9MDS26Bg69guX3ot78fAPHgTyP3PKtEcdF6tOaLmLZeBWRkCDnYhQiUIaZwaRduD8YDn+KeU8d5u1tn1HKCrnOqPcz92xawunVm6z5ut4P3bF/EUy+fpr07kveZq630cbJtmDWt5bjdBu3dagQ5Ek1TV+kjEktTXuIiFHThdukkUzkBC7gYHElQXe4l6HPQ3jPKkTODtHWO8sj2hZSVuOkbKtw6kimTQ6c6OX52kPfes4iy4MxEpr7az5MPLSOTtXBfImhjKvqG4nT0jOI0NHYd6mEkmmZxUygvTqCe+VTek8KyLJ7Z2UZnrxLfc50jGLrGonnKC7uhBUoI8QWUge3/Bf7bhMNdue9T3YHG9k01/XftkNgPkRdA84A5UhAZK6asimYqUOW/BFYUMp1KrALvAcc1WOzNjOfEqRpSucCC8H9A1WfViGqmxPeBOajWp3Cq9af02dxBA2Kvw+CX1Eiq7i/As2bGl5YXTiJ//JV8/pLV34H2kc9NKu+ub3kUq7Qa+YP/U9hZWQ+eADJXJl02r0J7+OcvO5Rcjg4VxAkgnYBwLyBh34vIzY8gnG5l0DrLJrQz7mNfO9ZTfwujA0jDCa23wMgAYs1daMuVtVZnX4Tj58IYWh31C12c2NWBZUma64MsaQpd1utpmqBvsPh50xCCpS2lHDs7jBCCZQvLOH52iKDfyZ2bGugfTLD3WC/t3RF8Hgclfhcet0HPQIxYIguk6R2EmgofkViGMxdGePtAN163TmNNgFQmi8thEI2r38XgSJLjZ4e4dd3MH3p0TUN3Xv7DYt9QjG8/ezI/KmysCTAaSzMaTVEadDE8qvpUWuKmadz04/BoKi9OAOmMRXvXqC1Qs40Q4veA30PVp/rZKcLFD6Gm96bK0BxL/JkuInD+SZ2Gzl8FKzcf7lyqvtJjM5iXNP0o4FkBDV+B1FnQ3OBquby+ZC5AugOcTVc04pgxnpXg3gSxcVOSI9+EkifBPcPRxsBXYPgfVBi9azlU/i6YvSqkXrhU/0e/q9qaAzD6/csTqHBvsRlqf4cKeHBMHqiLxRtg+4eQJ96BYAVi9R15cQKg7TCy7TBi+eV5IYryOmSwAkbVQj7+Ukjkbjr+EBiOy7re1cA6/nahf9m0SlTu70B2nUaGKhny1PL9F0/nb7DVZV4+/p5lmKakrMSDcwb5OFnTYtfBbo6dG6Iy5GFBfQkncmtDQigH7/0n+vO/rhPnhti0qobFTSFqK/28vqeT4dEUupamrsqPlJKaci8d3cVrdWO3FoehcfbCCAO59a26Kh8dPRFqKwsPGI5ZyNuaCee7RvOfHUDfYJz6Kj8XeqMsqgtSV+VHAOuXV1Eyrm6U123g9zrykYPAZZXtmG1uSIESQvwu8AXg34CfklJaE9vkwsmfBt4vhFgrpTyQO9cP/Cxwims1xNxKwuiPc2JQC6njSpgC7wHNCzIN3su0QtRcl7duNUZ8H3T/urrB62WqD6H3Xd6IZqboJRB8pFigYOavlR2B8L/ncrx8SpCG/g58t0LFr6oE3u7PTzjp8v5FRGWjGhFkcyUJGpdNW1FXaBpi44Ow8UEA5OgAUmhFoeSy9zxcrkAFytAe+yUlAqAEc98LUFKJdu8nEBPdLOYBoWnFThFC5JbkLOToIAOpUNENtncojhAaNRXF02MDw3GSKZPykAfPBMuj42cHeeugCkgZiaRoXRBi1ZIK+ofi6LrGaDRd9CwhJYQCToSAaCyddxM3LUlHT4R1yyp5+1AP9VUBhkYSBP0uHIbA0HVCfieNdcF82XYAgWDV4nJOnVeRki31JaxeOjczE1538UOIx21QGnRRU+EjlTY5cnoQicSS8NDtLePaObhjQwN7jvWSTGVprAnQXDt/jiUX/e/LFSIc45+llNFpGxefVwn8fW5TSik/cIX9u2yEEL8E/D7QDrwAfGyCFUqvlPL53M+fA+4FnhNC/CUwinKSqAcevWaTdAf+Wt1oQRm6upYBBsTfUk/9AOnzEHz44qMhKwkD/x8kj6ubf9l/A88lShdIS7kv6LmnwtHvgh5SU4TJferLGoTyn3+373Jq/LdByQdh5Ntqu/wXwTV9uHUR0kQFcgLOJYV8r/hr6j2V/zSEnoT4O2pU5Wi8dBDGBER1M+KJTyNP7QGnB23NXYgZjlhEsAJW3ApH31B3y5oWSIxe+sSprlXVhF7VlN+Wmx8Gw4VwXBv1ksSK25BnD6qRk8uj1uKQ4A0iqhoJmS40TeQdE0r8Tvye4tvV0dMDPLuzDSnVaOU92xfhHxdKPX4UACrnaU1rZT5EvKbcQ1nQxVBuuqsi5OFk2zDPv9lOwOdk9ZIKdu7vojzkpjTo5uiZQaSEwXCc0qCbrtxaVmnQxfvvb6W9e5RD415vaXMZ65ZXsaa1knTWoq7SjzGNk8Ns07qglCOnB+gZiOP1GLicOkG/m4DPwTOvt+XbHT0zSF2llzVLCwFRS5pLOXMhTG86y5HTg3T1RfnA/UsJ+uf+b+dSj4dfolA243uoCrsACCHGHm8ksFBKOX6l2Qs8Me7cuSQXR0sT8K9THH8F5baOlPK0EOI24IvAZyl48T10zdocmTEVHOBoAC0XCupoAbMHnAsgOapGUDKq1qQuJlBD/wThbxS2rTQ0/t307ZMnoO+PIXUSAg9ByftBBEAEIXu20G7onyH0MdD9019rjNR51QeZgcB7wbfu4u2FQ605lbwPcIDrMgIJHGUQfL+yOJITpkCTR9R3z1po+jfI9oBRp/LBLhOtaQU0rbjs8wBEVSNyICcsQz2IJRuv6DqTrjvD6L+5QpTVoD35GxDuQwodzh1E1i9Ba92EKK2hGnjP9oUcOT2Iw9BYv7wKt6sg9FnT4tU9F/IjoK6+GKfOD7N+eeFG21DtLxK5Zc1ltNSXsO94H4lkFiE03C6N5jonQghM08qPmiKxNEMjCe7Z3MjeY30MDCfQcg+6Qb8rL06g1m16BmKsWlKJYWj0DyWoKPWwfKGKfvN6HfRdGCGZytLaXHY1P9Y8DofOqiUVxJM9JFNZMppF64JSznWGi9q5XQbmhLv0SCTFyXEl3w1D4+Vd7QyPJgkFXNy2vo7Ksrmx2JrJ/EUukWLK/Vd67lVDSvmTwE9eRvtjwONXqz+zjuYC1yr1hJ/K3VStqBKlbLeyKUruV+LlbL74tdJtxduZtqlaFRgcZxs0+l3lxpA8BN7bQXiVIwOo1xYzGDVkh6Hns5A6prbjO6Hu/wP3JRy7hXHl7upVvw7uVWqUNPb5gYrYG8NRpb7mAbHmLhAasq8dsXwbYvX8ZjFYp/ch2w6BvxSx8QG0cWtp1qk9yMNvgMOBtuF+RN3iy7q28ATAE1A3kimcLhY3lbK46SKL8xPuQH1DcZLpbD7iraEmyAfuW0JHbwS/x8nyRWWMRtMsay4lmTYpDbrYub/YNb26vJBZMhpNMzw6SDiiRlitzaWMRFIEfU6GRpJFbuEul4GmCVYsqlAW1TnCo0l+8MrZfFTfup4I92xdcOkPZxZYsaiC8pCHWCJDZamHgM+Froc4dnaI3sE4FaUeTNPi1Xcu0NMf465NTXjcBm6ngdOh5V0ofB4HZzrCAAyNJNE0wWN3X97v+kp5t2tQ1+YU2I2MMKDkCej97cK+zHlwrVACpVdA8AkIvvfSAuVaAdHnx21PXyJBvc6FCX1xqjBvc1iZylqjKhKw+reUkF6K5MGCOIHqf/zNSwvUuyX4IPhvB6NcjZxci6H0k+/6suZbT0P7MXB5EJseRrvMGzbkPOjWXbwUxUyRyTho2iUtkYrOsSzkgZeR7UfAXw7HdqoQeECG++Ghn1Y/97Yhf/j3YKmJFKunDe3jv4PwzGDUfKk+ZFKQzSI8Ptq7R4nE0lSX+4pygAxd486NDTz3xnksKQkFXFzojbL/WB9b16qQdSklLqfOosYQVWVe4skMT+84kzebLQ26qK305cPOFzUGGY2otUOnodbITEtiGBqhgIv2XOBB72CcDcuqONk+TDJtsmV1Dc11hXWa8GgSBIQCbo6cHigKOT9wsp+1y6rmpNgfQHV58Ugn6Hfz0O3NHDjRz+BwMu+wcezsEJVlXm5ZWYPP6+CROxbyyu4OUhmzKAkZlIP6XPFuBWrOR0g2qGg24Rg3TaWTf5wMPATB+2Z2nfKfUiOv5EEVvl3+3y/ePvgQDJxUPwsnGFUQfaUwcjKqofFfZh4FqFeBcKuSHuqioM9RcrDmg4pLvN/LwNz/Muz8PmP/DjIyjPWxz6NNU+LjaiKlRO7+MXLn98HhQtz7SbQxB4lLnXtyN3LMC7C6OS9OALQdwsqmIRFDDvepyMRU7nc/OqCcL96lQFnnDiNf+FeIjxJffhc/HFhCIgNup8777ltCbWXh+isWVdDdH6VnIE4skSEaz+TFR0rJG/s62XVI2f3csrKaxhp//jgom6QlC0rxex34PU4u9IxgScH2WxrIZM386Kq+yo+hCwaGC+UoDp4a4Gc/uApD03DmRmxSSt4+2M3O/SqD5Y6NDWha8TBPCMG7rA5yRYQjSRUYISWtLWXcs2UB//6Do0VtxgvPwsYQzfUlSCl560BX3vsQoCI0d36NN2QU3w2Psxmq/5cKcJBZ8N+vyrOXPAmBeyHdDdkucC5SkWkXo+IXZv66ntvBvUO9ptBUIIYcl1uS7S3evuT1lkPZf4eRb6jE2MDjUDLOZmjo3yH2KhgVUPqpqz+yejf0d1D0rDbYCdEwBOdmzaGICyeQr/2X+tnMIp/5J2TdIkRgBn0ZHjflNTHazxtEHnoddn5XeQc2LlMu7CN9KqBjJte/CDKdRD73z0roAO/hF9jYEuT1TDXJtMmZjnCRQAGEAh4OnChEztXmnM17B2N5cQLYfaQXTRM4DC0/NVdV6ilqM+YO8freTj5wfyuVpWH6hxP0DcfZtLKG8+PCy4N+Jy6ngT7uAaS7P5YXJ4DX9lzggw8syY/ShID1y6ou6hs4G1iWpLs/hkRSU+Ejm7X44Y6z9OZGcsfPDfGhB5eyfGFZ3tfQ0AUt9WoU2NUXZWA4QXnITX11gG3r6tB1Qd9QgtKgm2Utpby8qx3TlCxfWEb9Zdo4XQ62QF2vBB9SdYyQudGUpUZCQ/8OI/8F2XPgWAQ1f3hl4eNTYZSo/KsxEXIuAi2opvYAHAuUw8PlUP4plVAszUJkIMDAl2Hoy4XtTDs0/nNhbSszCFYEnPUzW++62lQvgMOikANV0aByjuYBmZrwkGBmlKBMcR+RyTi43IixUP3qZvITIyP9sGAldJ5UuVQL18Gb3y+MmjqOwcrboXUj2qo7Ea53eePNpCf5AzrNwohnqlpGa5dVouuCgeE4laVeVi1RQS3WFIVjw6MpKsu8eeuiiVM/Y1NZpiVBwAcfaGVwJInf48Dvc5JMZzl4op+g38W9W5uKxEmdN/lFHYbO4/csor0rgtul01wfutSn8K6QUvLqng72HlUu/isXl1Nf5c+LE6i1tYFwgvXLqwn6XIzG0tRW+qit9HOmI8zTL5/BkhIhVKDKkgVlbF2r8huTqSzffPZEfjR5sm2Ijzyy7KqJri1Q1zMi9+uTFgz8DQz/s9p2LQNZCpkzMPxv4Pnj2Xk9R7USvP4/V24VRoWaKpNCTeuFPgrGFE/RMgto0+craROmDJIn1cipaN9RFcFohJR/Xs/nwVGnIu1cS6DkcZUoPJuYYYjvUgLo3Ta5n+PQ12zHTETVGpTTg9jyyLxM71mn9iK7TsOqO+Dwa2pn6yYIFQd9yPgo1o7/gFN7oKYF7d5PIirq0RauxXr0F5AdxxD+Uli6Gfnqt6D7DJzdr1wpxuN0o99xcWNhGe5HnnwHEIhlWxDTjSq9AVh7N+xXxaytQDl9ngaIQXN9kJWLJ0dUGrrGumWTA1qqK7ysaa3gYC4vafWSCpxOnZPnh/NTbBMNUcem42oqfFSUuHG7HTSMyye6a1OTKpJoaJPECdR6z+KmUN6Lb/nCMirLvBi6xrKFc+Nn1z8Uz4sTwPBIiu7+GC6HTipj4nbqhIIqhP/omUGSqSzN9UHKQyo45NT54bwVkpTQ1jnC3mN9SCnZuKKaUMBdNNWZTJsMhpPzKlBjDxr/IYRITtNm4rFrq6jMjU76XEGcQCXuulaq4AU53a/sCgncA/47VQRe9AWVP+TfPn0u0sj3YOD/qJt7xa+q8y+FTCoxE061RgaqTIYeVGXp+76oAhzMERVJGH9VGdzW//2lpzRnijkK3Z9VuWUAwceh+vMXHa3pWx6FLfNXosTc9yK8+k1V3FA3YPOjiNJqxOINk3Kx5KHXYCyRt/MU1q4foT/ycwBoSzchF66BZBw50lcwlE3FoXYhdJ5S274QovXiproyNqIsjQY61PbZ/YiHfgbh9iHcxQv4Qgi0Oz+ErFsEqQRG43K2+yvYEEtjmhJDn/nija5p3L25iaUtZbk8KT/pjIlAEI4kqa/yE09mSKZMkuksfq8Dr8fB4sYQS1vKcLun/j1frJCh06Hz0O0ttHeNIoSgqS4wKxV/L4sJH5HLpWNaFtUVXqSEbNakeyDO9148TX2Vn46eCHuPOvnAA0soy1XeHaOi1MPxc8P5KdHegXN86KFWgn5n3u3d0AWh4NVzmpjpCEoA06WzT3dMMrNQdJt3zTQfsxaAwAOQPK0skVytoL+L+eLkWRj8O5UM7FwMenku3P3s1AKVPAK9fwBYoC1WNaeSh1QukqtxcvsxXK3KkR1dBYIYVVD5GxB9EUaeUlN7jnrI7CuckzqhohnHBMqKq7U4Z61y17hcEgcK4gTK8ij0iZlbKs0QmYiCZSJ8s1De4PQ+JU6gvvecRcsZw0563UxaTUtGhtW0WixcONbbhvXMP8FgFzStVC7rQ93qmkM9cOsTkE4hFq1Dq79EpOJAZ16cMByg68h/+TxSMxD3fxJtebHTmDAciGVb89ujQ3F++OpZhkaSlJa4ePTORVSVTf59Zk2LweE4QhNUlnoRQqDrGo01heg6Q9e485ZCaYn+oTin28NEYhlSmSzb1tZTX128xjU4nGD30R5SaZOqMg/rl9cU3cQn4nToLF4wP751AJWlXrasqeHtgz1Ul3vpGYiRSGYJBVyUBJx0D6ipPsuSdA/EKA+5GQwn6eyNUlbiYd2yKvqHElzojVAadBWNllQJeItH71zI/uP9ZE2TlYsq8HsMhsKJ3MhsdgV5pgI1VaSeHb13reBaqAxfB/9WbXtvBa0SSj6sgg/aPwyY4LkFar+opuZArePIhJoqm4ld0OBfQ+xl9XNyfyHnKvIsCAsCDxa3z/Sp8HNyI6HYjtxXLt/JWTP162huqPk9iL0JWGp6LduvpvVkBvz3qaRi4VLvD1TC8Nj7iu2B/j+G9Bm1Tlb5efCtn9lnOYaYOGWhX3SK73KwzhyA3jakEPDOM2CmEVvei9j23sJa0JVgTMj016f+95bd5+D4WyryLlQFTndRQrD1zo+VOAG0H1HTbg6XKpS45VG0y0ke9gVVsIVlqnW5jpxXpGUin/sXZP0S5aAxDUdOD+AwNKrLvfQOxjlwvI/7b20uapNKZ3nlnQucvRAmkcrSuqCUB25rmXLNajyVZV4+9NBSRqNpAl4n/gl1pRLJDD949QyDYTULMTSSRNc1Nq26zHXWWSaezLD7cA8j0RQN1QHWLatizC1HCMGt6+pZ3FTK63sv0DuoHljCEbX+Nh7LlPnk48Fwglfe6WBpSykfuH8J8VQWgUra7RtK4HUbtNQHKStxEfS788Eqh0728dWnzhNPZmiqDfDQbS34vBP+Dt8FlzOCsrmWKftZFd039C9qlGJF1IgicxbImX4kdkN0hypGOPIj6Pt9dYMPfRQqf+3SwQaZ4gqd+ek3mYDoTtBr1RqUM/eUmjyiBMy1ouA+Dso3MPYqOD80/WtpXhWROEbqREGMrKSa1vPcoqb5hK5smsaMasP/qsQJ1Pfwv1y+QHk3qJHe6HcAXU0xpk6B8yIjvxlgnXwH+YO/V7WahrryIx751lOIhlZouvKAFrHhPuRwF4T7lfnsuqnTDaw9zxSMWsN9sGY7Yu3dhQaJWPEJhgP9479zZX2qaEA89LOqeq9rgvuAmS0OY5/AwHCCk21DRBNZNE3QUB0ga04ORDh3YZS2rpF8EcMTbcM01QVnVIbd53Hi80x9Q+0diufFCZRAjdWImkvSGZNkKovX48DQNV7dfYGjZ1QBxVPnw0gJG1ZUE4unicTTBP0uqst9ZCdYRGQyJqGAK5943FQXoLsvyoK6IIdPD5DOWBw7O8iHH1pGaYl6GHvPXYs50TbI2fYRTrSpqMa7NjXSUBPEsizeOdybL9dxvivC7iO9bN/07v5HxnMpgXoVe6R0fSCECpYY745gDU3RUKqR05g4gbIa8m4B/10Xfw1HI6THJdaKcf/Y1ihc+AnlDVj+i1D6sXElLCSqvtS4m4s2g6nG+G4Vyu5qVSOhvNDlbhKJ3aoPwp8rnTHWlwkL+WPbmdxNeSb2RUJTQRmuFSoyMXMeer8AiXeg4tNXNm0IyLajgARNK0zHjR1LJ97Vk6C2YAXWhz+nBCpUiTbdtKHbDy2r1Yjr/FEwnIz3qxTLtiI7jqt+Olxoiy5T3Cf2a9lm5NJNkIhgffdL0JsrC7NsC5ROM4oGTpwbJJpQn5FlSRKpDFvWTB69SGnlazWNkUy9+2RSj0tX/1a5O6CmCUqDs7u8PhJNsftwD9F4hub6IGtaK4t+F71DMZ557RyD4SQNNX4euq2Frr5iN/X27lGqK3z84JXTxOJZSoMu3rN9EWtaK+nqiyKlMotNpLKYlqSlIUgiaTI4nKChJsDZCyP59xhPZhkIJygtcfPO4W7OXRhB0wTprEnWtOgbSvDO4R4aaoJkstakzzmVKf49vFsuKlBSyrtm9dVsri7u5aBXgtmvtvVyZQkUeQ41xbcR/HfnvPomFBKeeFOfSPQ1SLeD9w4VwedapIokagF13THjVSsKQ/9XBRW4lkDsJTX68W6C+B7AUh5+E6cDJzL6DPT8lmovHFD3Jaj9f9V7kVKte5l96r0E7wdjnOOy9zZI7FXvGUNtD39dRR+CGi2WfvzSn6ejFOIvq+ukT6t94W+o+lGhJy99/lSkc+G+4V61BjR2sw5VIy8ympgpmq8ELrKeZZ3cDSd3QzKXeLlk46QpO2317ciScuRIvzK/rZpZdKSMDCEPvopMxhH1ixBVCxBlSoCEEFhdZyCVVO9bM2DZVsQ005DApCRXj8vBgnGODWM01gZpqPbT1qVC1H1uo6hC7JVSXe7nns2NvLa3C02DtUurWDPLbuSvvtPBqVzU35mOMB6Xg9bmwhrW3sO9+VHchZ4oB0/2Uxp0E44URnJul8GB433E4koshkdTHD7dz92bFxAKqDDyEr+TF99qJxJLk81aeNwGkXgG3Ujichp5odE0QdDn5NjZQd7Y25WP6Av4nPkyHFnT4o19nfT0R6mvCTAaTdE/lMDt0lnUOAtrqeOww8xvJJxNUPdXEHtRjSxiu9X6kGs5yin6Noi9BZ7NasE//DV1nms1eC7hNDD6A8gcV1+gBE5a0PAvEP6mihgcw4qpabjSn1DTb6kz4KhRFkx6Nfg2TPUKxUReID/ikhkVWl7zO8r9AnKC94YKoAg+UXxu+U+q9ajkUSXarlZo/wj5yYD+P1Oi6r6Ec3voU2AmIPF28f7s4KX7Pw452IU8vQ/p8UNPG9QugsgQeIIqzygZhWRcCceKWy/r2peLPL23IE4AF07CI5Od50XTcgQzn26UZhbrxa8r93UrixxoR2bTiGVb0TY+oNocfztXODHH6b2wcPpaW8sXVXCuc5Se/5+99w6P4zyvvn8z23vFojcCBNg7KVKiRPVq2XKJe2zHLcVJnMROc/qb5I2T+EtPHNtx8sY9rnGTLat3SqLYOwGi1wW2992Z+f54FlvQSYIUJfFcFy5iZ2dnZ0Fgztz3c+5zppKYjTp2bZy/2rJbjdx5Qxsne6dRFJWuNs+KWQltXlPL2g4/kiQtuaZ1oVBVjeHJ6oCIUCwNlAlqdkWSyytsXVtLLq9SUFSMBpm17R6OnZuq2m/GILe+xk59kVPvv7mTcwMhJEnCatZx6HQQRdGo9dpIZnLoZJmNq/0EfFbODISqkneF3ZSVRCqP12XhhaPlge5VzS6aAnbam1wrPud1jaBea9DXiAV+NQpoxSgOTUjPQbTITBuh4TNg3SUqJ+v2ssBgIUiz+vSSBIWzwvXbcacQTyjF+QvH3WAozn34PipMZqc/KyoPnR+yN4P7gcXbZJVqQ0MHGLvE9OWMSsi6UXwtBNcbxBdA6iDVnWpNqPxAtP2Cfys8AQ1N4P0VsBajz431UP9n1UPDkkn83JYJLRpE/d9/EkOvVicYzTB+Hmwe4ZgQrAgBqFm53v2CMM76mZttcx0jLgbphKgOx4prf7IOOragPflNtFWbkTy1Inq+6lwWb5e5HSbecvtqIvEMVosRp23+tSIQJLVr4+URLywnHHE5SGfyHD0bJJYQF/tN3QFWNbkYGI1hs4j139kKxe52L30jogVn0Mt0tnpoqXNi1OvoGQ5jNuoJ+GxsQKJ/NEYur2I164Vp7Sw47Ua2rxckf/DURMmDcDKUQidLvOHmVTx7aJRnD4+wbpUPnSyJoWWgzm+hqdbJug4vw+PVa5ShaIYHbl1ZdesMrhHUawlqFib+SBiuym5RUWVPArJwHJ8ZmM0eE0IK+62iOlmOsav7XUJ6XRgEfV0xE8or3sPYDPWfKdoS1YCrGP+lKZA5BYlnwNAm2n+585B+UZxX3Z+Wh41nw/PzQpSg94vXTP2tqAxr/0wQR25crLfpvGBdYo3EvAZsNwsFoXGVOP/Y90V7MP4IJB4S++UHEYKIf65+ve9D4jPmJ4V4wrJ56Z9XEdpYnyAnEHJuu0dUUIkYNHZDLChcHjy1sEImsYtB2nEXWmgUhs+AxY606z6klTCHM1khES0/VhXxudBKa23ytttQJ/qELVRdO3KlMGMBmE166kyXbkD7SqCgqERiGYwGHU67iReOjnK6L0wqU+BEj0Q2p7B9XS2T0ykmplNI0lwj1rWrfDhsRqLxLDUeCwGfjWQ6x+MvDZZsioYn4rxhXwfvvm8t0XgWj8uCe4kUXLulWhDldZl57IVB4kkheHj+8BjXba5jbDKByahHkiQOnBhHliU2rq4mP89lTNxdKrDwsRV4D03TtNuW3u0aLhmFoCAnEEq6zNHiE6poh1m2gWWLuPArURh4h/DP87xbqAAlvSCh9FHRkrPfVpafW9ZB65fFc6mXRN6U441lVZt1k/iagZaH4N8V86ZkcaxExa9T/Efg+6Wy4m82TKug+Ysw/NEicSCILfSf4P15GPk1IVxAgprfB88SisC6Pxfy9tB/ilgPEO1Py6xBU2UeYYlkAOfFDeBKNle1yig+LRJ0ew7CRB/seoNI3G3sROe5/Ea5srsG9S2/BeFxsLqQbSvjoyYZjIJkIxVKz3wWtt0p5qgQij75Hb8HqTjYnEiGy3dhe6WRzRV4+PkBzvaH0ckSd97QxvhUqqQ0VDWN0/0hjAaZYHHWSNOEf193u7dqwLep1kFThd/dZChVIieA/pEYoWiGOr9t2Y4OnS0ebtzeyPFzUzjtJjau9vGjJ/tKz9f6rbxwdLzUKmyosSNJonXYNxxmU5ef6UgGs1nP9Zsvn+x+qQrqZi5NxXfN7fxKQucS1j+FUZiTcq8UK5qD4PmQCCssFGddpv9dtNBkJ4x+rCyg8H9CkEHl8e03iq9KpE+K9Sw1LS7kjtvF+lcpDFEVQ7amNWW5ueQQNkkzyPZB/EFAFscwtojKrnJtC4RaMPF4kZwANAj9RzFmvnhXqCSEzF5fU67QdA4hGMmdKR9Lywh1YOqZ8ralIkcuEFJzN9Jt70V76Seiyth8Kzz+1bKCLzSC9HO/g3wFyEk9dxAtOIRU1468yNrPxUK+8S3C7Tw4CG0bkdbtEWtZFcObktG8ZGvvbH+I3qEIRoOOlgYnEmAy6miqdaxMtXcF0DMY4Wx/GItZj9Nm5MjpSQI+a1XQoV4nz7k4zsTNO+2mOSKRGZiN1dWPTpYwmy6sDSnLEjs31JdmujK5Ag01ttL56XTloEcQakObRYgk4qkCuzc3VKUXXy6sdIuv8id6jZiuJPLjom3neZ+wIEJXJITi2pNlG6jFi6K+VqwdVSJzBHLD1eq+2INizUXvExJ0aZ4/gnwIxn4HCsWsqOTTkP3leSI3VDC2i3ad7ITAp0BfXAzOB2H0N8qkk3xC2BbJJjGkGy1WUJIZbDcJ8qmEbBefF4QIZPyPhJLRfo/IpppZz9J7RdR7rmjVg16sn+m8kD0u3Cv8Kx9VL2++BW3jPiRZRnn54Wp5eTYN4QlYplLuYqG8/BA8813hbm4wod78TuSNN63oe0j+JnQ/90m0Qn7ZMfezcbpvmp883YemiYt1KJomm1OZDKW4cVsjOy/TOtNKQ1E0zEYdDquxVO3odBL1tTbGJpKYjDp2b2qgxmvhTH+YkYkEsiTRVOfkqz8+RVebh5t3tswrzKivsXHb7haeeXkEnV7ilp0tuB2XJn83G/Xct6+D030hNFVDr5cYrojYsFsNTEdEpbfnCpETLD9R90JwjZiuNHLDouUlm0RgoJoS6yRKSMzxSDJkeoVzg+QQibyuB0R0PIDsheSzIM9qD8hGCP+XCBL0fxy8v1D9vKaIymmGnAAoFAUTQbHuNVOdmLeIIeHAnwg/vsp1r9z5iooIIUuPfA0iXwVdO3g+LLzxrDuFpLwQFuebelp8nprfEJ9R00RbcUZmn/iJWJ9yF9t/shXq/q84rpoSYg7LevF1mTFTRUiNnWgWB6SLJOv0z5smu+LoPVwmxnwW7ewBWGGCmsHFkhNA72CkNJOjaZDLqyVz1+cOj7Khy4/FZODU+WkGx2LYrQa2rAksOGz7SqG9yUn/qKNkHAswNJ7gTbd2YN9hxGo14Che5G/e2czTB4bI5lXO9IVoqLFzsmealjoH3e3zm8xu7g6wbpUPSZZWzO/PYTOyc4MQURQUlWxO4XRfCK/Lwq4NtSQzCkaDTHPd5YvXmI2lCOrPLuBY9cD7gavrN+X1gOSTkO8T8nGjXrT3VEX45aVeFMTjeY9Q4tmuA/M6MH9S2BApMSGbjvw3WG8V27JnwVAvLuJ6nyCo6PfA8wGq0tbyQ2ItydAoiBFE9Ls+AKlD0PQ5CH5aEFiuR7TgzN1zRRn6WcGFkl208dQkqMchPgmt3yvHceg90PC3IuFXdoFhZjalMHcNKX1EiEecbxTeetnTopp03ruwQOMyQq5rR73zA2gnnhVpt5tvRXat7GzN/G88q/qdbYt0lcA6a/G+sqWn18voJInewTA/ebq8XpJI5bnrhmWGZF4hOGwmdqyvpXeoTLggRB+1/mpHjbFggsGKamViOonHaa6KlJ8PhhVSF84HvU5mz5ZG9mxpvGzvsazzWOxJTdOWJChJkrzA7wPvpZqcJCAJ/NOlnOA1LAOSqehLp0LmuNgm28CwF1Y9Ii7EullKKNkqqigQGVKmtcIENt8vyKkwJVpppnViH30Dc6JAJRMUQmDeKNJxtaxoAyYfE+01gxsCvwPR74N1xvV81dzzN7VD3V+JygadINpQhZKuEBRkWZkXJZtFVHvV+RiE+m/q78VjnUcIQuI/FjlW8e+X91XjyxvWvQyQO7ZAx5bLdnxt+CzayFlweJG6d5Vi5LV8BlQNZAlp69WpW9q2rpbpcJrhiQR+j4Vav5Ujp4PoZInbdrdiNOqZrDAwBegbjqKq2oJrNheKYCjF4Hgcs1GmqdaByajDbFq6KtQ0jUgsCxJ4nGYaAg5u3tnCEy8Nomlw/ZYGGmrmKhLNsxzSzSY9VouOlvq5Q8krjfGpBKfOTyNJEhs6/fg9F+eQcrlw0beQkiS5gE8AHwcqf+oSkAE+C/yVpmlT87z8GlYSjjvFhTj23fI2NSmEBvPFT2T7i24Q3WKi3/0WofJLPS9UbemXxH6GdiF8MHYJe5/ZSL0gZqgKYUFsM958IFwkQKz7+H5h7mvnfIZbxBcIe6PYt8rrZM43iUpuIeSnhFBCmQbL9dD4r2ItKvUc5IoR9UpYkK2aEueaOigGfKP/W2xHXge2PQu/x6sAWmgc9ZnvCIWexS7k3LFppN33I9ncaKmEkLzXti9q0PpKwmU38dY7u8hkC5hNehRVY3NXTUmqDeCbpVRrrnesGDlNR1J89+GzJItqu/oaG9FEhtuua2P1Ii7lmqbxwrFRegejJNN5tqwJsGtjPVvXBuhscaNpWun8Z6Oz1cPWqSRHTgexWvRsXRtgTZsPh31lqtzJUJJEKk+Nx4qjYpYsmsjy/cd7Sg4U/SMx3n53N9YFokZeCVwwQUmSZAN+A0FOLspKPQlhkvZF4C80TRtb6BjXsMLQOcUaUeqACCmcgXGeiPSpL0D4P0S1Y7sF6v9SVFOSGdAgfQjMG8C4Fvy/JKoS2Tq3HaYpMP150f4zrRVOFKlnxXP6+uXlPi0EYys0/ltxnssmCHgxl++Jv4DUE+L75BMQ+CPRxot8GdALsswcF96EsktkZUkGYX2UeFQMNYe/It7TtsgQriZmRK6KBN95oD71LREqOIP6DrQzL8Hu+1EPPlyex5roQz325JJBg5cCLRkVprMu3wXLySVJwlK8SOp10py7+tWtbm7f08LAaAy71ciOdSungBweT5TICSCVztNQ4+Dh5/toqrNjWaCSOnB8nOcPj6Fp4HaaOHY2SFuDk4DPVkUK80GvE9lVuzfVo9fLGPQr17o70xdi/5FR9HoZk1HHjdubUBSNXEFBKaglcgIxcBuNZ1+dBCVJkgn4VeB3AD/VEnIV+BLwZ5qmDc5/hGu4rNBZoe6PYeofIDcqHMtnKpIZZAfK5ARCzBD+lohdd75RiA60POSGwP/JxasW5KKoQhPScdkB7g+KCHbrzup029wwTP+LSMo1NAqbIe97Fr/Qm1bN3w6cDSVZ9gEEcf6pA0LQYd0nHkuKcIoAQUbSajEjVhgVZJxTRcsvfXhhgoo+CFP/KD6v5/3CRklLC/J03i18CpVw0S3jyi0iz0BTVZjor96oFqDohUdulvdi/vK5cqsDJ9F+8gUxmNyyBvnujyDZ3Rd8nInpJEdOT6KoGus7/LQUffgkSWJTV4BNXXOTdC8VZlP5klhfYyMaz9I7FKHObyObU+YlqHxe4cXj46W1pkgsS63PWnJhWC4sl4EYTvZOkc0rTEczSBK8dGycswNidKOx1o7HZSIcFb8bVrP+iqnzloslCUqSJAPwUeBTQB1zpeRfB/5U07Sey3KG17B8WDZD83+J6mY+SbiWnGsSqxUXZx03g+HLQnhg7KiWiatpiH5HtAbN68H1RnF8/6/D2B+IY5jXgffd81smTX8e4j8V3+fPi1kmvUfEtF8qdDbhDJGLlLcZmmHq/xMEpCaFaW4VMuUZsMzxsku6sWH+98ieh4k/Bop3m1N/L/z9sidFO7QwDdP/JH62pg1iTU4Ji3mu2TNjs6AlopAIg9OHZL14YpNkGbp2wKFHZjaArxF5xz3i4frr0QaOC/GM2Y7cvYT34iVA2/8DQU4Ag6fRTj2PtPOeCzpGKpPnx0/2lkxRe4civOvetSvmsbcQOlvd7NpYx9n+EPFkrjRYOxZMMjqZWLac2+00zclfeiUgyzKJlKj8/W5LlapwZCLB9VvqmQylkSWJLWsCS1Z7VxpLOUl8CPgjoJm5xPRd4E80TTs532uv4RXEfOQEouVnux2SxYuYvhnsd5Sf17mFsWt+QDg8zFQ4oS9B6LPi+9i3AUl46dn3Qdu3QYkUB2sX+IPM9VY/1gpl1Z+SgPCXhbTc1C1EDrMFHQtBVYEc+D8mHNSVadHa87wD+r4ivPUK54X/n+wS1ZPsnXUQSQhA7Lcu7LCuRCiRE1R/L+kh8o0y8WePF1dhj4t2Y/N/C+XiLGiFPOpLP4Ujj4mLuacW+b5fRgpcvB+ffP0DaC4/WjyM1NyNvKpsySR37UBzetEiU0g1TUi+Bcj4IqH2HEJ76aeQzwgSrEQhf8HHSyRzJXKyWw0UFJVwLHvZCUony+zd1sTWNQG++N1jVc9lc/NHSRgMOvbtbObh5/rRNKjz29i7tenKx73Pg7YGJ71DEaC4DjPLOsHlMLN78yur1FsMS1VQX6C8vjTzbwb4PHAQ2CFJ0o6FXy6gadqXLvE8r2ElIOuh/v9AZJPwxbPfCeaiEi4/ASMfLzsteN4H/t8Uv9EzysAZZE4AD4jvDXXiazHYbqjIqZKE3N1SdDKIfA1CnxPfJ58Q5OpbxrBs9IeClNQI2PZB07+Lua0Z2G8DNEG6sk0IOPQboOZ3hPFr5rg4F9c7ofZ3F38vU2c5PRjA0CoUgsCcnCsoBwhpGWHTNB9BHX9arBfNVBrhCdRjT6G7bWFloRoLo730IGRTSJ3bkLuqYzIkkwVp2x1V27RMCu3Mi1DIIrVvRl6zfKPb5UJVVbRnvwfTxZuO5rVCqKFp4PAhdS7DvX4WHDYjPpcJq8XIdCSN2agnX1jZrKHFYLMa2bq2lpeOC6GO3WpYVFW3odNPnc9KJqvg91iqWoWvJDZ115DKFjhwfJxMJs+ujXXsPyrWyla3ulnVtLLxGCuNi4l8NwHzSLoWxTWCulogW8H7vrnbUy8IcpJdIlI9PyFSch03iHZf6unyvqbWC3tP7wdB9gi3Cp1PzGLZ9orncn3V+85+PB8KURE/Xyi6p8e+J4QV3g+U97Fshsm/Bi0FSGC/W6wXmVqh9i/B8SZRtWWOw+RnROVmWGCxXecUz4eKlYAaE2talpuER6GhGSb+BCgINwqt6JMm2YV7xjzQQmPMmWmfXXlUPqUW0B76IgyJtTTt/BFUnR65Y2HjWk0poD7yJTgrVJna4ceR3/oJJPcKz11lUsJjcAbDp2HzrUhN3UiBlot6P4vZwM6N9fz0mX5ABOk9+dIQ7Y3OZUm+VwLXb2mg1mclnS3QXOdY0ufuapNog1iv27O5ge1rA8g6Gb1OprvdRy5fwOe2rKgg43LgQml+5i/qQjSd15wlriZEf1p07zaA+53lbCbZChiF+0PsO2Jb5jhIfwieokw82y/WV2bcypcL2QzedwHvmvucaZ0wnzU0iNaffhmtp0JIzGlVIj9Z/TjxZJko0CDXXxaNSIjh5ti3y8q8bC80/fPCw7tKvDqtGKDuD8qkZlothoQlm5i7Mm8Fxz1zZ7WKkAItaBMDYDAJU1WzHXn9IllQ0Slx4Z9BLo02cAIWISjioRI5iWME0cbPrzhByVY7SmMX9BXNiXV6pPpVcyq8S0UqUyCbV0oEpaoaY8EEiqpRX2Nb8YutTifT1Ta7JfzqhLFi1srrWtlU4MuJi61Dl0s6rw5nx9cD1BQk9sPUZ8RALgh3h/rPFGeYClDz2+UhV4DCCMR+APY9IoVWiYvjSCvoQu1+h7A6yp4pDvk+JZR1sxWIlTC2iEym1H7xWHaCbdbFfY5tU8XdbWFaqPi0irWR9H5RmRkWUC5aNlenFTvurRaEmCsk/YvlVBUhrbsBNBUtOAoGA9Ka65AWy4OyOESGVKLCKcOxxMXTaBHzUOmKUDzL5VEYSne8D+2Z74mWpa8Bqb7jko9Z67NisxpIFhf5O1vcJZWZpmk8e2iYl46LAMSuNg93Xd92Wd0VruHKYymCGuRaBfTqR/oUjP+BEA0oFZVH/rxQ14U/Lx5bdosZpspZqhlbotijMPnnYs3H9Vao+eRcEphB5owgD51LCA8W2g/E3FXsfyn9mhkai2auixCUrIPav4Dwf4vYEPutYN9bvY/n/cI9IndGEMuMHx8IstJVjvAhTGQXk4eb2osDwM8Ic1rnPQuLUZYBSZaRNu5b9v6y2Ya69y1oL/9M+Pit2oy0/fbF38PqQLr7w2hPfAPSSaRddyO1LD8l94IwfBZOFufg+o+hhsbQvfnjl3bIiQQWkx67xYAkSfjdFnRFT8PpaKZETgBn+8Os7/DRvgJR79dw9WApq6O2K3Qe13A5Ef6SICNjB1WL+rK92tU8vR/cPw/Roqu5aR243gfZUQj+lSAnEJJz89ZyYm1uUFRAhgYhgBj5FaGoAyGoqP2Dhc8tP0TVPVB+RJDkUjD4hYowN1TOpKqEuUvkSeUGhHu7oaLa0dmKvoJGsY6l84H/V6tFFvPB3FVdKV1hyOv2wLo9qKqKLC9PISa3b0RrXQ+qckkmrotBmx5BO/pk9cbhs2i5jIjXuEhMhdNMVdgamQw6hsZiTIRSWM1zL109gxEmplNsXhPAUiFSSKXzyDppjqXQ1YRUOsfgWByzSU9b49UtXLiSuHr/x65h5TATT5F8XIgFsseLxq1bymmyM7DfLFRxhUmwXAdGH4S/KYQBVccs5tpkTsDIrxcJSQ/ud5fJCYTJrO9j81sugUi7lUxlmbZ5s8iTWgqhrwqhhJYRc1B1fy4GhCuhsy/sVG7bJZzOtfzi0fOXEdpYr5CapxNioDYVR1q1GXnj4rNTyyWnGUiyDLKMOngarfeQCAvccjuycWVatdrJ/cIpXZLKCsamLtSnvg1mK9KOu5DNtsUPUoFsrkD/aAyzUY/NYiCZFi0+n8fMtx8+i6aJDKTN3TUcOSNarnV+G+cGwmTzCtm8wr4dzWiaxv4jo+w/OoZBL3PHnja626++NaVYMsOPn+xjLJhEkmD7ulpu2nHx4wavJVwjqNcDHPcUU2QLwsjVskco6uI/BPf7IfyfgCLEEJatc22F1JRYF0ofFI91NWDdLb6P/6yCkArC+qgShobFW3zmDdDwDyKKQ+cU7cP0UTEAqwuA6/75Xx/7Udn9vDAO4W8IBd1Cw7bzQTK8YrZFWjaF+uAXyvZDo+egtg3t8a+iGs0rPkir9p9A+8nnS+tR2tQI3LtC2VeSBON90LAaClmxzhUPlUQTWngM7v/Ysg6Vyys89GwfPYMiPr65zsGqRhd2u4FEMl/iP6/LTDyZ48btjeRyCoPjcVobnKQyBcankkyFUyTSeZ4/MlY8rspDz/bRWGu/6twSjp2ZYqwYFKhpcPDUJBtW+5edjvtaxooRlCRJDsAKTGuaVlhq/2u4gnDdJxzKUwcEQaUeF9vN2yD6deGKgARKdn7PO8dtEH9EKPg0FVxvK0vNZwsmNAm8HxVpuoZ6qPndufEas2HbUzZqTb4EIx+jNAybH4bAby39GdUEDL1XiD6sRWViYQqC/wzpA0KGbt0DnndeOVJKHRYtRtN6sMxS86XjZXICcWXSVCjk0UbOwQoTlNZzsFos0XMINRFBvggLotmQ1l2Pdv4wjJwVwoy6TuivmJ3rO46ajCDbln6vyelUiZwAhsbjXH93I421dp4/LNw/fG4ziVSeYDjN+eEoa9o9BMNpxoJJnHYjOlni4ef62bquej6voGjk84tHWLwSmLPIr8238fWJSyYoSZLeCfwxMDONqEiStB/4tKZpD17q8a9hhWDdJr5MrZB4SriMq4gI+BmfOt0C7Q9jMzT+g8iJ0ntFW24GzjeJGarMEdFq87xTvI/3Q8UKZYF2VG5EVEGSAVxvKbcA04epcmqI/xRqPj5XkOB8A0z3FVt8tYBeyLyj3y0TVPgr5YiNwoggMdkm3NsvN8Jfh6l/FlJ3Q6sganuF0tDmgYZOGC06hBktoBTnoC5H/PvsFpvVhXb8aZSRc2C2Ie26D7mm6aIOLXnrkN/2SQhNgMODevyZ6h3sLjAtr8VnMFQLf502IyOTcfIFhU3dfsKxDJF4lnRWVM96vUwwnKZQzE6KJXLU+W2MTyep8ZgJ+KxMFhNt13f6cDquruoJxJBv33CUYHG9bVO3H+9ldsx4tWApq6ObgRmS0YA7NE17ruL5jyJiNaAsKdcDe4EfSpL0W5qm/eNKnvA1XCIcd5UtfWIPQrTiOcsicysGf7XQYAbGRmj6LOTHBMHlemDkt4Rs3XmvMFKdjdw4jH2iHEefegEa/16sBRlmGYAa2+dXy3nfA+a1orLLnoR0UUFWOdlQmKh+jaYsbxB4JRD9bnkOKz8Ase9XEZRkMCLtuAftxR+ByQpmq7jAb70d3RJZTapaQDv8BKQTSB1bkJeRyCttuxMtOAT9x0QLbs0ueO77zNyqa8kovP13LvLDgmR1grVo5rr9TrTwuHgvqxNp9/3IyxRo1Prs3Li9iadfHsbtMCFJ8MxB4VCxZ0sD9960iv6RKN995Jx4L4qOVxXQNI2OZjdel4U33dLJwGgUvU6mo9ldUgFeaUxH04wHk9gsBlobnFVBjG6nmTfd1kH/cAyzSUdX22ImzfMjHMuQzRXwuiwYX0NS+6UqqG3AjAynZxY5uYG/oazVnV2USsBfS5L0oKZp51bmdFcekiTJiEyrXwTagCDwTeCPNU1LvoKndvnhuAfQC9GEoRWc94uE3fBXxUXVvAncP7d0S0y2gqlDEM/4n4pqBSBzSKTlzlQ0M0g8XiYngPQLkHxRGNZadghxRmFEzDcpMcj2CZl3dlhIwfVFlZN1m2gxjj0mHutqhIv7DCw7If6TivM0iaHhoQ+Lz+16GziXIci4GFTOWIkNc3aRWteind5fHqbdfCvyTT+39KF/9mUIDoAsow2eRL3p7ciN8w8Ez0C22lHf9GsQnQSjFe2Zb1ef0+QgajqJbFm+mGHB9zJb4Q2/hJqMgcmKrL+wRs3ODXV0Nrt48sAQ54fL4pwXjo6xpbuGtkYXt13XwsFTE5hNerpaPTx9cARV1XDajKxqdrOpy48kSThsRjasvgKJxfNgaCzGi8fHyeUVnDYj54ci5BWNW3Y1s3VtdZXstJnZ1H1xisfTfdM89Ew/iqrR2uDk3hvbL4sz+iuB5RAUiN/kH8567p2Ak+q/PKlifwAD8CHg9y7hHC83/h74deB7wP8HrC0+3ipJ0u2apl19TeuVgiSB807gzvK24Gch/F/i+/hPhRS78qK/GHJnyuQExQiLI3MJSjf7IiiL1hsIwUX6BUFO+TFAEcQ09a/Cq0/nAu8vgqc412RZLwxZ8yPChSI/CEMfFdWTeZOwNUo+JY6vb4XwZ8viilyPWH8ztbBiyJwRCcDON8H0vwKFotjjzXN2lQwm5Ds/gLbuehH/3tSNpFv8T1KNhSAWhPAEFHJgc6P1HIIlCEpLRpFyaXD6kXR6FN8sg1Bfw4qQUyVk28UnwtqsRjLZausnnSyVggk3rwmwqbumVIm0NjhJpPL4PZarQgShqipPHhhiMiTadmPBJGtXeRgLpjh0apItawJVVdRsTEXSZLIF4eu3iDy+oKg88eJQKdojlclzfiTK+o6rM5DyQrEUQVW6XD4/67l7K76XgGHgdxHpun8LzEw93nQpJ3g5IUnSeoSv4Hc1TXtrxfY+RFT9O4GvvUKn98ogc7r6ceIZQVTGVeD9CBgWuRs1tAgTVUXkzSAZwTjPhdNxr7A3iv8Q0IH7vWArigIMzWBYJea2QKxrZY+WHdiVaWEu67irXEkZasuWQ+N/AJmXiwO/5wEVfL8i1t6m/6tMTlCMuO9bOYKKPQjjfwQo4jPU/7VwQjdvLpvyzoJkNCOt2rT89zAYIZsW5ASQjEBs8dBqtecQ2k+/CLk0dO9Cvv196HbchZJOiDUwkxVp14XFYVxuGA061nX6ySsqwVAanSyxb2cTpoqLdeUF3u+x4l848HZB5PIK5wbC5PIKbQ0uPCtkA5ROFwjFqqNtQtEsiqpR67MuSk4neqd4+NkBVE0j4LOyuauGNat8GPRz25OapqGoGhaTjsaAg7GpJAeOjyNpsK7z1U9SSxFU5Sc8O+u5G6h2Ov+EpmnfApAkyYqoTABWr8B5Xi68C3H+/zBr+xeATwPv5fVGUOY1kC7ei8hO0b7L9gglHDLULlIMm9rB/9siel7LC9NZxzwzPbIe6v9cCCo0A1gqhl/1Hmj4jIhiRwHHGyA2q3hXosJ2aYagKlEYE21FdMI7L3sCsueg4V9EZpVsK89w6evmJ9CLgaZB6IvinEEQbK4PfB9emeMXIVvsKLPnl5wLz/ZohTzaY18V5ARw5kW01vVIG/aiu/ECPRWvMDZ11RDwmIkkcvhclhXPV1JVjcdeGORkrxiTcNknuG/fKrxOc5V33cXAZjNS67UyMimUk5IEsiwRT+bY3F2+yVNUtWpdLF9QefKlYdSinn5yOsWxc1NMhlLctrvapDmdyfPyyQnqa2xYzYbS50im8zxzaIRVLe6rejh5OVjq7Ct/80vrMZIkrQI8lFt5BeBHFftWWF9z8XX+5cdOhJbtxcqNmqZlJEk6XHx+DiRJevWKQHOjEPoPyI+C9Trwvrd6jcn7C2JdpzAlLIcSD4qqyLxBSKaXgute8bUcmBcYojWtqpaWawkxUDwzb2XbB6YKxZmmCFGGbBJS+PyQEE6UPvNZMVfluk+o6eI/KaoH3y5EHpeC+OOiUrNsEhVjFS7PYrW06z60H39OkI63HnkxyyRVgWyqels+O/++VyHqahzUXaYlpEQqV7qoA0QTOR7dP0gimeOuve2X5OiQTOe4blMdp86HCMcy6GSZ0aAgK6/LTDCcpHcwyvFzQWxWI/t2NNMQsBMMJ5m9XqlpGsfOTbFncwNWS/lvdf/RMQ6dEibJrQ3VNl3JdJ5MJv+aJ6jKereygN4za7/DmqalKx5X2g5czWs4DcCUps2OmQVgBLhekiSjpmmXLx/7SmP63yBevJdI7xey8cpkW50T/L8kQgpj3xbblLAQINgvXwrrorDuhPq/EmSgc4HnveXnks/D5N8I8vL+QjHv6b+LIoyZXz1dWULveqP4WgmEvlR0s8iLyHvvRwWJaynh0uFcZttMLf76LTUvVoTcvhHt5/8E4mHw1gkF3QKQjGak3fejPV38v/Q2ILVfQEtxAaiTQ5CKQG07smWZAZOXCeeHwoxPpwh4rXS2LL/PZzTosJj0pLPlsQZZkkhmCjzy/AAfePOGiwodHBqP8cjz/ZiNBgwGmc4WDy8eExlM29YFCMXS/OBx4XfZELATDKV45PkB3nXfWh55bpCA18rQeBxNE2SWzSnYLHq+8/AZ2hrd7NnSgF4nMx4sa7h0sozRoCOXFxV8c50Dp30FTZ1fISxFUGFgRve7DzhQ/H7mijbT3ntu1usqK69ZHjlXFazAQreTmYp9qghK0zQJQJKkJxA/l1cPZocP5gfn309NVj/WsiLS/ZWCdZf4qoQSh/E/LFdWU/8oYi9qf0sYykb+R8xhud8lHNlXGolHy2o9NS4Godu+LQjd0LK4+ewMYo9B8C9FBej/+LJntCRXDbiWV1pIO+5Gqm1FSyeRGjqQlnJBXwLKSz+F578v1sFq21Hv+yiyO7D0Cy8Rqqpx4MQ4Z/pCuBwm9mxuYHQywZMHhikoKnqdxI3bm+Yo5BaC2aTn7r1tPLp/kFS2QJ3PxsS0+L1PZQooinpRBPXS8QmsZmOpvTc0HueB21bjd1tIZ/J846dnqPfbUDWNVDqPz20hGEqRzuYJxzJMRzUCxXamx2kiEs9i0BtJpvO8dHwct9PExtU11AdsjE2J8z0/HOWmHY0EQ2nMJj071tdesCXW1YilCOoEgqAk4E8lSTIjxA9vobz+BPDErNfN5A1oCEf0qxUpygQ8G+aKfV47sN0Ekf7yY9MC0RC2myH6LTH8CuB+j5BoXyloBVExqdNg3g7meZYy1US17x9AoSjQqPm4EF9IkqgSLwtmSXllo7B2MizDbin2U4h8VcjobbeKii/412K2y7yyjuOSJEHLuhXJvlFzWTj0cFmkMdGHdugxuOWdK3D0hRGKpukZjJRmooJhoXKTZYmCIirlgqJxbiBcIqhcXuFsf4hcXqW1wVmKi9c0jaNng5ztD6PXybQ1OrGY9ZwfjpAvDvxuX19bJci4EEhoJFLle1pNg9HJOO2NLlLpPHU+G8MTwh/TbjXgshvwuby8cHScjhYXZ/uF6a3JKKNpMBkSlyC/x4JBL5Mqxo/s3liP0aAjGs/SGLCzYXVNSeX4WsFS/wM/RuQeaIAN+D/F7ZXJ9lFgluMoN1d8f+rSTvGyYhRYJ0mSaZ42XyOi/ffaae+BiFPX+4WE27pDzB7NB8taaPoiZI4J0YFtd/XzSkIYwWo5ocozLsOB/EIw/R8imh2KeU/7AE200WZUdzo/uN4jotizZ0BfI3KbZrBQtlPsp5B6XrQtPe+sznW6ELjeIsQQSgj0TSI+fjkohGHq74Qhr3mLUCgqcbHON0OwVyvUAhRmzXgVLu+fSN9IlB892YvXWX2DFAylaaitbi/OVDyqqvHMweGSx93ZvhB37W3H4zLTNxLl0f3l+2a300Qmq7C5y8/WNSbMJj2rLiG2Y80qHwdPThBNlH8uDqtotznsRsaCZcupRJFsThTXwpw2Azs21GIy6ERr6tBoad9YIovTZqCuxoamaZjNBq7fcolrqFc5liKo/wA+AdRRXTFpFf/+naaVtbuSJFkQLcCZfWa3/64mvIQYAtpFhbCjWCluAZ56ZU7rMkJnnz/yfT6Y2sXXbKgZGPs9SBUtbRIPQ/3frxxJqTnRnis9jhVDDU+IGaPmzwnfutB/QPSrgASud4jwQ+MSkvHEUzBeoUQsjEH9X17cebruFUKP/JBQAxrrln4NCAFKYVK0AXN9oBbtPDKHyxL9qxSy2Yaybg8cLMr+HV6kxZKALxCqqpXabLU+G7IscfxckHxeRZIkdLJUmvnpavOwutXNdCRNLJHDYTOweY1oe4ZiGc4PR4kVScJlNzI8EcfjMhOJV9+LxuI5vG4zk+E0Y1MpNE0FDTpb565nZXIFXjw6xuB4jFqvjd2b63HYqtd61q7yYTTIHD4dJBLL0tXmYW2HqOINOhmTUUcqU173SqTK38eSeSKxLLs21pHLq1UG8fV+G067ie8/1kNTnZPbdrfgeg2sMy2GpfKgYpIkvQlRSVU2vGeI6gfA/531sg8gZqFAkNTs6upqwv8AnwJ+g2rl4UcQa09ffQXO6epH6uUyOYFoTyUeXj7xLQXJAIY6yFZcrGc8/bInIfG0GMwNfa74pAbR/xHOEEshMeueI/UcZEfAdJF3oqbWsnHucmFsBtNmICvMcCtxFRXs6sAJyKSgZW2VEEJ387tQA21o8RBS2wbk2gv8/Au9X7HqOXBCWFRtXVPDvp0tyMWZofGpJPU1NmwWA021DtZ1+jAb9bzjbjPhaA63y4SzSBbxRLZETiAUejPSbYOumuh8HjORWBaTUcfIhKhuRieTvP3ubuprqiu0o2eCHO+ZRq+TOHZuCp1O4tbrWhmfShAMpXE7TDTXO+lo9tDRPJfgDAYdt+9u5afP9pHLq6xd5SOWyFTto6oa33roLG+5o4s37Ovg9PlpFFXDbNIxOB6noGj0j0Q5eHKCW3at4JD5VYglm6yaph2QJGk18AvA9YAbmECQ03c0bYbfS3ACM1eOsKZpV8j87MKhadoxSZL+FfhVSZK+i/AdnHGSeJLX2wzUciHbqAo+hJXLVNLyUAiB/7dg8v+K6sS8RhASgL4Zxv9srmcfGrO0LHOROQW53upthmZIPAKm96/M+S8Hshnq/kKoAHU1kCreG+mbRdv1KoDy1Lfg5YfE7Xt9B0pTN6SiSOuuR25eI8ITVxiToWSJnAAOnQ7S1eZjy5oAwxNxkukC2ZzCHXta8XvKv28OmxmHrbr957CbkGUJtUhCOlmiMSBEK+eHYwR84vVmow6dLOFzWRgcK+u5FFXj5PnpKoKamE6STOUwGXUUCiot9Q5iiRyDYzH+99FzFBTxXvfsbWPtIk4Ona0ePhiwCwsku4mzAyHS2VGSqQJ1fhuhaIZ8QWVwLIrbYebcYKT02voaG7FEFk0TrhGvdSxrFVDTtBjwj8Wvpfb960s9qSuM3wD6gY8C9wFTwD8jvPiuZon8KwfrFpG8G/kKoID9LnCugHQ7H4SJPxPVmbET6v5SDNOG/xuQwLRGtPZyJ6GggrFLzDiBsBYyLTETXpgQFZhlO6hpkPRifetSJiEKEWHNJLnBft3yX2dqhvo/EBLzxONCBWjdNX868BWGGhqHgw+Xe0tjvWCxw/kjaAMnUd/4a8h1K1M1LQ2NxloH77lvHYl0DqfdhHUZPnN+t4W7b2jjmUMjSMAN25rwe4RIQpYlxoJJZFki4LWSTOfxucwYDDoott5sFgPB6RSapiFJEkdOT3D4TJB4MkeuGNlhMupwO028dGysRE4Ap/vCixIUgNViKM00rWn30dXq4cmXhjh2dopCkVQtJgOhaLrqdcmUmG1KZwu01V/NI6Yrg1f3FNcKQNM0BeHB9/+90udyxaAkRKyFZCwarl7Er0HgN4XdkJYTnncrIWmNfafcOsz1QPj/QcPfiPcCYcM0+K7iZwgBMgT+UMRtWHctbWprXC2GjtMvi8eGRpCs4Lhz8dcthNw4jP02ZI+Jc/G8X6gHLwSyaX7H9ysAdawPLTiI5GusNpvVVPFViRmySoTRBk/AEgSVUwsY5Qv7vZItKnWtZsYHRMtrTaeHuhrhD2i3GbHbLsxjb80qH11tYu2nUt22YbWPdDqPXi+RyhTQ6ST6R2P43GZa6hzkCyoFRcXlMCFJEplsgScPDONzW0rkZDaJIezzQ1Hq/NUehjPPXdBnl2XWdvgZnUoxHUmzdpWXtat8VVUdCEFHNqfgdprweV77kRwX9BskSdKMe6MGrNI0bV4JuSRJPspWR5qmaVewf3INi0JJwNjvl9tK7p+Hmt9cOLdpMVjWrfC5zZq9UmaN0JnXQM1vQbD4q+V53/KNbEG4RjT8k3Cl0BSwbBPkulAc/VKIfadITgCqqCidbxHV0VUO5dR+ePZ7EJtC0+lRb3438mYx0if7GlA27oOjTwCg+RqRUjPKM2nROapELsPXeg9wLjqJx2TlDS0b2ORbOGcqryocCA4Qz2dI5nO8YDhLa1cACZj2KOjkjmV9HlVVOXxmknAsQ1Otg+5iZMVs2XUimePZQ6OljKiuVjc9Q0KkMh3JME2Gtau8JNN5snmFgdEYtT4rIBFL5PC5zUxHMjQG7CRTeaxmPXqdRI3HQjCcpsZrYfu6ZYplZqHOb+Pd964hn1cxGgXJdba4uXtvG+cGI6TSeULRDIlUHofVgOMCCfvViAu9dV6uyN6O8LGbqXuvEdTVguRzZXICiHwZnG8G86oLP5aaEoKF7Glxx23ZurBsfTmw3wzR7xRzlKT5KwvPz4uWIlrZIPZCYO4SXyuBOVWGKua3Xg04+XzZZFYpoB18CG3TTSUT08jetzBmd6JmkmSNFjaffhHZ5ibRsQVj5zYWWnH86dBJXp4S962xfIYHh04sSlDf7z/CwyPCoNik01NrdXAmIaTVW9TlByg+/fIIL58U61cnzk2Ty6ls7Jo7yNw/Gi2RE8C5wQh+t6UUFihLErFElnRWQaeT+MnT5/n5N67j5l3NPLp/AL1eZn2HjzP9IQqKht9tIV9Qiady1Pqs1Hqt+DwXPy8oSVKJnGYer+vws67Dz/OHR+gbjeJxmtm6pgab5RpBzYfl+NDN3I5Xzktdw9WAwuSsDXJZ5nwhUNMw/idCvQdgWitC+eT/C7aLlB1bt0Pzfwoxg6ERbLvm369SIKHlhTJPiQtLpEv11rsQOB+A5NPldTDX28A8jyz/KoGqafTHp9E0jVZZqr7bnKV1OhYa4ev5pLATVNJ41+2kzebmYGScTyRCRPJpwpkUIynxu7Ontp21nnqi+eo1k3A2haqq87oaHJ4aojcWpN3hoz8+TVYpoC/6F8qSxFZfEz8ePEZeVdnub6HZvrCN0VBFK6ygaJwfjs5LULpZzhAGvcyadi/B8AiyLNFUa2dwTAzR+txmCopKJquwqauGhhobuZzKj5/qLa05TUXS1PltZLIKmWyKiekU2zfU4XFePEkthD1bGtnzGp97mo2LIajlkM5F3I5fwxWBoVUYqmaOAZK4qF9MJZI5WSYnELHxpnWQPnrxBAWijVcZKb8YNA2mPgeJnwnzW70PTFvB/cDcweLLAVOzaBmmngbZVczWujqhahr/23+Eh4aFie7vNK+ldXoUKTYNOj3SznurIiAMsiAKo6yjyeZBkjSykoRJ1vFicIBT0QlySoFYXqwXHZke4Xe33Mk6dz0Hp4bQAEVT6XIF5iWnZ8Z7+PI54dEsSxIdzhp6YkG21zRzc2MXPqOV7/YfpjcuqrwXJvr4xKbb8S/g+2cylYnN6TJgt85/aetsdrO+08eJolT8juvb6Gr10N3u5dxAhCcPDJX2TWUKtDe6cNpFpeL3WCkoKnml+vJXKWQ2GmSM+tdOou0rjaUi399E2XdvNj4jSVJinu0W4FbKg71Xz2DHNYDtOjH7oymABLbblmfNMxtznLsR61g69+KvK4Qh9hNABtcbxOAwiIqsMC1EDHMCDRdA+iAkHwMlLayZlLD4Gvs9aP3W4tlVKwVjHRiXTsF9pTGSjJTICeBv0tP82Z3vJxCPiLDCuurKb5u/mRPhMeL5DGejouqWJYm3t2/jm30HabZ5mMqU//wzap7JdIwdgVbOx6cZSEzjNlq4p3l+x/oj0+VgS1XTKKgqdzatZV9DFwZZx3AiXCIngFAuxXAyvCBBbV1bSzpfIFYT5lBhlD6dlaaIhW539c2XwaDj9j2t7NpQj8Egl8INnXYTDQEbBoNMviiEaGtwcuP2JgwVhKPXydywpYFHXxBtzBqPpTQsbDTouG13Kzbr8tJso/EMubyKx2VGr5PRNA1Nm7tu9nrGUhXUFsTg7eyKSQIWC5OprLKGF9nvGq40ZCMEPgHZfvH9Us4LC8G8ATwfEEo7JGFFpCkiA2ohFCIw9smyii71lMh+KoSLQYOHwdAhnB30xTbeYj56of8SlZN5bTnQ0LRBSNSj3wRDk1Doya99tdOS0DQ6nDUUVAW9LDOWihF1+qlrmZ9ALHojv9C9h3849lhpm6ppxPMZPEYryUIWt9FCpJgzZdHpqbU6eX7iPE+NnwNgALAbTLyva24169BXOyCsc9fxpvayTZXDaMahNxEvCNcHWZLwmBaetets8TBtjPCf544CMJmJ85VzL/DH2+8rVYMz0MlyVTBhNlcgk1Oo8Vp52x1dDI3HsVsNdLV55zWL3bwmQMBnJZ0tEPBasVuNbOoOoJOlKjJbDCd7p/jZcwOoqkZXm4c17V6eOzxKJltg18Y61q7yk87msVuNF2VY+1rB5ZKZV1ohPXiZ3uMaLhaSfsGE11IYoKF2cdm2JEHNbwjpdvpFUcV43wmGReY/Eo+VyQlEJZd8FlIvCnICyPeKSJDki0BBxGfMxLvPRn5QJP2mD5W3ZY+DeRuEviAeZ45D4FPifF9pZHog8aRQDTrfJIIbF0J2UEjpzV0rMgTdlwjRGwuWHu+qaaXDufisjkHW4TPZ6KH8OqNOz1vbtvDNvoM4DWYCFgc5RaHD6aPe6uK58fNVxxhORuY99h3NawlmE5yPTbHJ28jNDdXCFZfRwofX3MBDwyfJKgVubuii1bGAt2IRKbW6WTOdTZFXCnMIqhJjwQQ/faaPcCxLa4OTu25oY9fGpS27ZjtMXEjuUiZX4NH9g6Uh4qlwmp+N9pPJCZH0sXNTHDw5SSSepanWzt17218T0RkXg+X+VOf7617OX/wx4E+XfTbX8MoiuR/GPyUujLbboe6PRP7SYnDdJ76Wg3nbghaR2FsJJSEqO9kipNuWbfMTqvN+MeQ6e1m00vc3+l3w/fJldDRfJtKnxcxUobjGkTkOdX8y/77hrwmSVhPCTLbu08v3+VsA/RXtMoCcoqBf5MI9g3ta1hPNpelPhOhy1dBo9dDtCvDwyCmyqkJvbApFU9lSVOp1OP0iSa2IdR5x3pqmcSI8RiSXot3ho9Hm4Tc33kamkMdqmF+NtsZTxxrP8j93t6sOl8FMtLgutq++E6th8Qv7i8fHCRej2QdGYxw/N8XuzRfR8r4AaKpWslkCIdSYIScAvSwTjIvKdHgiwbGzQW7YtnxF42sJSxHUYeC/Kx6/n/KV4LvAfGtQeSAI7Ad+ommvFt3t6xyaBsG/K8drJB+B2A7h9r1ScNwNqWdFoi2A863FVF0NJDNoGUAvwgUzB8U+5k2gJec/nv0ukRhrWi0UhDPbUkV/YtkFpvUw+Wkwtougw+VkNF0OxB8skxOIGHvPh6qTgUEY8Ya/IsgJRGUZ+TIEfvuS3j5gqf7ctYuEHFai3upiV6CNUC7FyfA4x0Jj/NLavdza2M1Dw6dwGEys99RzR1M3AFv8zfzi2r30RIP4TDZuqO8gmI5zeHqYHw8eJ63kseqN/PqGm2l3+Bckp4tBg83FxzfeyunwODaDiW3+pefRMtnqy1OucPnNYyxmAzdsbeDplwWTm4062hud9I0IJaI6S1GZzStzjvF6wVJmsd8Hvj/zWJKk91O+Xf3EQoO61/BqRAGUSPUmNT3vnhcNWQ+1fwmON4GkA9tOMTtkaCiSk1yMm6+4BVdT81sY5fph5GPFffXg+zjY9oCxDUJfhMjXxTpZ6tnKDwT+j13cuSdfFkShpcV6m+cCwxulWXfyskm0IdU4+H+5/BnVfJmcSqd96f8P++q7yBYK9CemabS5uaNxmUpJ4Mj0MJPpeOnxifAY71m9i12BdgpqAf2sVuU2fwvb/GJt85nxHr7a8xKqptFq9zKdTZLIZzk2PUq74yJjThZBo81No8297P3Xd/hKBrFmo46O5uW/9lKwY30dDTV2snmFOr8NCTjdFyJfUDEadEyGBtE0oQpcPY+r+usFF7oGVVlNzVc9XcOrFZIBvO+H4N+Kx/p6sN+08u8jy2CvWDSXZAj8LkR/KGI19AGY/Ivy87Yb567BaCrEHhTtR9ksDGDDXwTPu8Rj/8fA+yGYnGULObuVuFwU4uKc8kXf4/RB0PnAedfyj+F5h6iG0i8JsrLeBPHivZ+WgqZi9pXeAY57hDs7CDPZ5UbHLwKL3lASIaTyWXQX4BziNFpmPS4LDGaTUyWiuTRf6zlQqggGEiHa7D4S+SwW/fKUbpcbG1bX4LKbiCVzBLxWarwrY3rcPxIlmshS57NR659flRrwWoX/XxEzQYuapuF1mYknc9R4raV03dcjLoigNE37hct1ItdwFcD9bjB2iJRa88aLV/hdKHQu8L634rFbCB/0DeB+89z9w1+G0OfF97IbTN1i3UqraIXIZrG9ErMfLxeFkTI5gRgOzpyYn6C0PGR7xfsb28rb9X5o/EdIHRMZUFOfLj+XOS1eNyNK8X8STF3C3Na6F6ybLu68Z0HVNB4aOsGPBo9j1hl4d+dOttcs/X98Z+NaItkUPbEgm3yN7KtfnhOHqqoos9w2NDS2+5u5vvbqGWhuXmHT1aNngjyyfwAQ60sP3NZJc135PcaCCR59YZBILMP6Tj8dzW5yOYW6GhvhWIYnXhwinsqxdW0ta1ctLgx5reN1bxZ7DRWQpOUPuCafg/A3AE2sU5m3LH9+aSk4bhdf80HLC4KagRoBWkFvgcm/gto/Eu0zAPdbxfllTgi1n+cdF3c++nrQt0BhpqOtF87qs6GmxTnEfgDIQqnnvF8Y8oKoBO3XQcogjkFx/cN5jyCnzFmY+gfIngPnveD7pRWVyJ+NTPC/A0KGnShk+X9n99PprMFlWvw9AlYHv7rhZnJKAaNu+ZcMj9nGG1o28qNB4VfY7Qrwro5d1FrtyBfj/XgVYjqa5vjZKRRVZDvV19g51Tddej5fUDk/HK0iqCdeGirZLR06Ncl4MMnYVJK2BifhWKaUxPv84VFq3JZ5gxNfL7hGUNdw4cgNw+jvglZcl0gfAMMqMDZAze8uLjW/ZOhFNaJUqNJkC6T3ixaa683CMgnERd/zrhV4SxfUfkqIF7QMWG8QabqzkXy+SE4Aqvg+Nwh1fwzGCvdv6zZo/Dchz9f5ylEl0/9SFniE/1tkVRnaQAmK9bRLjOJIzopmz6kF0koeF8sjwQshpxnc17KBLleArJKnw+nHZlh5C6BXCplsnh8/2ctUWKgGz/aHeec9a+bEgZgrvPUURSUSq070nWmBJjN5Ysnq/6Pk6yDzaTFcI6jXMtSi8EBeYVPJwkSZnEAIByRNWB8ZWqHmV1f2/SohSeD/TZj4Y3Eepm7IV8zeLBW5cbGw7V5GdTn7YqKIn02uv5qgQPgMVnoNappoDVYifbS8Hqevh8Z/BtMC82vLQIfTT5PVw3BKJBXvqmnDb16hqncByJI0x83htYJIPFciJxDWSNPRDLs21hGOZZgKp+lodrFhdfmGTaeT2djl58Vj44BoAc4gHM3S0eympxhQaDXraaqd3znj9YJrBPVaxdTnIfZtQBImpr6PrNyxDa3iKz8gpNzGLiF2MDSVZeqzoeUh9J/C5sjYBr5fWdhVvDAF0R8JMnK+aW4chu06aP2OULtFfwihfxXbPR8UlcYrBetusFwnAgwBLDsg2weGZazlSRI47yuvrUkGYf00g8IYJJ64JIJym6x8bP1NHA+PYpR1bPY1L2sW6tWE58d7ORYexao3scPXzBrv0kO3Fwu71YDdaiCREjcmep2Ey27C77Hw7vvWks0pWEz6OdZFuzc34HVZSGXyGHRyyf+vrcnJLbuaaW9ykckqtDY68blfvwIJuEZQr00kni1e6IprHKHPg3nzwu7gFwqDHxr+TpBN9nQ5ZNDQKIID50P8IZj+rPg+3y/Wa5o/N3e/QhhGP1l2lkg+A/V/J9RtldDZxZfvw+C4VVQgpo5X1jFC5xLWTfGHIXtGVLDej4BpmYIA74fFzzA/IdqUwVkZmiuwHuU127ipvlq2r6gqSFyQsu9qxHPjvfz3uRdKjydTMWxG86Iu6JcCu9XIfTd1cPj0BAVVY2Onv5Taq9fJ6C3z/zz1Opl1HWXxQ3uzm1yugNspPPk2rr4CHpKvElwjqNciChOUyAlE9ZIfX9n3MHWA6wHof0N5W36EBQ1G8hPVj3PnqpVrM0g8WSYnELLs1LMLp85KkkjUVZOI6PYVrAhyQ4JsJLNQEy6HIHQOcL/l4t5PNoKrwpvZ/+sVzh77wLFMx45ZUDSVp8d66ItNEbA6uaWhC6tetH2fG+/lwcETyJLEXU1rsRhMNFhd1C1zkPdqwqlI9e94Ri0wmoxcNoICaKy10zirDZcp5EkWsriMlmVVqE6bEV4H4YMXg2sE9VqEZWe5BQdiod26nXhunGNT3ySaHaDRvoN1vregn1G8XQRUyYAkmZAqrYV0C7QkLFsFGWnFdRrH3fOvF81HAosRQ/JFtIk/QipMgONeCPz+yrhF5IZEJZc7Ix6nD0D9p1d+PW8x2HZD63eL82F1F/ze8VyWnJLnTHScr/ceqNie4Z2dOxhMhNg/2Y9eJ1NncfH18y+TVxWsegO/sm4fq12BRY5+9cE7y0xWJ8nLdsxYKZyPTfHg4HGmsknQNO5sXsv1tctLBb6GubhGUK9FmJqh9q/EGpSkE5ZCxkaOj/0TA3GRphsJDWLR+1jtufgMo7PxA+jNe+lIP4tEhqzzrZise+bsly3E0Zk3om/4N1ER6XyoznuZtwFivwOczxWti4rrZ/Z985+ApqEE/wZdoVidxR8EyxZwL2AueyGIP1wmJxCxHpljZYXglYLeDbgv+GUPD5/ip8MnyRTybPY2YdeZSCjiRuJ8bIp4LstQPMTZ6CQaGkZZT14Vc2SpQp4XJ/svmaAySp7HR84wnIzSZHNxa+MaTBehBFwubmtcSyib4nRkgnqrkxtqO2lbwmB2pfHU6DnORifJqqKD8ZVzL9Fi89Fkd1/R83it4BpBvVZhXQfWP67aFMkMVT1OFoJcCsaTRxhLDTJg2o0BGZvWxHap/CuVU9McGP8cI8mDmHRONvjeit/5AIcmv8T09G/QZL+OzTXvxqSraJHIMtT9mYihR150SHUkcQBJasCjz2MpiGoxl59kqTpjOPYSodx5vKZVNDl2zr+TPFsOrRPGtq8CBFMxfjh4jKwiLpIvTw+y1dfMoWnx/6/XyYRzSZAktKK15qx8XQzzhAxeKB4fOVOauzowJeLL714gH2oGU5kEE6kYXrONeusSRsWz4DSa+dCaG1A1DXkF1yKHEmGOhUYx6/Xsrmmb14BW0VQeHj5JvJAtkdPM9mguRdNF3GRcwzWCel2h0b6dSKgfAAmZGsvaSzqeVS/uTiezwjtvk2Nv1fNnQz9mIC688ApqmmNT36TVvpfRpIjc6I0+jN0QYJ3vgXkOvmXe94znxsirGaLZYV4c/zdUCjj1AW40WLApE2TNmxclqDPhn3I4+CVULY9OMrI6dTdTmbPoJBNrvG+gwV58X9cDkDogKif04Pl5sKxb3g/mFUaikCuR0wxkSaLV7kUnySiqhsdoxeTUl9y/FU3FabAQy6dptLq5sX41sVyaJ0bPkVcL7Kppo9lxYY7wM3HwpccLRG/MYCA+zWdPPk04l8Io6/no2r1s9F64s/hKktNYKso/H38cl8mChMRQPMx7u3bNEZQcnR7le/1H2eJtwm+2MZURBscBs+OCvAGvoRrXCOp1hHW+N2PRe0kVgvgta2m0b7vE4z1ATk0STJ+m0b6DTnd1uzBTqL5AZZQIKtXOzOlCZNnv1xt5lJcmPo9ONmHVeVGLQpBYIcJJy1pc5utZvYRScTj+AmpxHUzRckxlzjCVEa281GQQv/mvMOqtwvWh/tOirSeZwbL4nf9i5zyWPIJJ52S9981YjZe/5dRod7PGVcvpqGh9eowWNnsbOR4eRS/r2Fe/WgQCGs386vqbOTg9hFHWsdXXjKKpeE1W9JKOfzn5JGeKxzg8Pcwvr72JhgtoVTXZ3LwUHCg9brYJsUIok2QoGcZttFRlPL0w2U84JxwWcmqBp8fOXRRBrQTShRyPjJymNxZktTvAwamhUvJvMBWnzlZd3cXzwtD3WHiUDZ4GaswO6i1OWh0+zkQm6HbX4l4kcPEa5sc1gnodQS+bLmnNSdUKpAsRjDo7BtmM3VjL3sbfQtNUpHkkyvW2bQzEnyFXdOeutW7Epi8PLUrI1NmW5zOXKcQ4MPlFNFQhKZ91l6wztdLpf9eSog/dLGGGLBkw6hzklDjx/CipwrQgKBCihEtYc+qLPsWByf9ALSbOpApT7Gv6vYs+3nJhlPV8eM0NPDp6mmxBYXtNC52uGq6bx/+uxeGlZZ7K6HRkvEROAJOZBIdDI0sS1GQqxtPjveRVBZ/Jys6aVtKFHKudAW5u6GIsFeVfTzxJMJNARuIDXbtL5zXb/uhK2CEF03FenhpEJ8nsrGktkcijo2f40eBx6q1OemNTJbeHkVSEnlhwDkGtdgVK1eiR0DBbvU1MZuI8NnYWgBa7h4+t23eNpC4Q1wjqGpaFTCHKC+OfZTT5MnZDHbvrf40aixi0nY+cABodW9mQ/zlGki+jl4xEc6PUWgpcX/8bJHLj+Cyrl01QmqaiFc1gC1oGk86BTjKjaBl8ptWs9bwRw0IKwgo02XcTzQ2RKkxh1fvRSQbs+hpCShyPqR278dJcD8LpPibSxzHpXEwkj5XICWAqfYZsIYFJf/ndARxGMw+0bbno11t1JvSSTKHC7NWuX3x1L13I8R9nnmMgIYa1LToDHpOV0VSUDmcNRp2el4ODBDPihkVF42fDp0oEdUPdKo6HRxlLRXEazNzasMAg9wohmk3zbyefYrTYijwyPczH1u/DojcylhTZTDLynHymynujqXSCSC5FwOzg4xtu4WRkjHA2w0gyxOnoZGm/wUSYM5GJeW8SrmFhXCOoa1gWzkcfL60dJfLjnJz6Dvuaf3/J18VzY0ykjpYej6eOckvzH17w+09lzhCwrmMidRyAgpplX+OnmEqfQpb0aCwv1M1jbsGsc+MzdZIsBBlLHaLdeQt2Yx1rPG9Cfwky8nC6j8eG/0+pYlzlqja8ten9V4ScVgItDg/3Nm/goeGT5FWFPYF2rq9bXC4dyqRK5ASQVvIEinNA/XHhiqGfdTNTqeqrt7r4xMbbmMokcJsseEyX14ZpKBkqkRPAuViQ05FxtvpbaLV7ODA1wGgqSpcrUKomOxx+NnoaATgdHudzp58hVchRa3bwi+tu5I6mdfxPzwHi+RwGWUdeVZCQaHf46IkFUTSVXYG215yDx+XCNYK6hmUhPys0L6PElvU6q7HaONZuuLgKJZg6RTB9Bp+5E01TsRsbOD79P0ymTwDQF3uCm5v+EKth8YV8r7mDRvtOBuPPopP0rPG8ic0170SWFv9TiGXHiOdGcZqacRjnl19PpI+XyAlgInmCNsc+pjJnMeuc+Myd5NU0hhV0KL+cuK91A3sC7eS1ArXLUNS5jGa8JiuhrFhHqiSjuuLrd9W2cSw8Sk8siFVv5L6WamuqmbUxgFguQyibwGOy4TKu/M/MabQgI6EWlYxGWcfhqWG2+lu4pbEbnSwzkozSbHNzX8sG+mJTZJQ8/YlpNpmaeHz0DKmiAe9EJs7TYz2s99ZTa3Hy+Ng5Vrtq6ItP02L30Beb5nx8iqfGewhn09zX+gpacr2KcI2grmFehNLniWQHsBvrCVjX0GjfwbnIz8gXL8Ad7luXdZxO1x1kC1FGk4fwmTtZ550n32kZsBlqULU80xkROui3dDMYf6b0fDQ3RDjbvyRBSZJEs2MXPdGHSBdChLLnkSWZzTULJ+T2x57j0OR/klGi2PQ17Kz9Rertm+fsZ9JVD4XqdUYmUydB0ghlepnKnMFr7qDNdeOFfPRXFF7L8qsYu9HMR9bs5bGRM2SUPI02N6OpKHc1ruXOYoKv12TjV9ffzFQmjt1gxrPAmsxQIsTnTz3LZCZOwGzntsZuQKLDUUOzY2WcIVrsXm5t7C6tQXmMFk5HJ1E1FYOs47aK1OHHR8/yvYEjpccf7r4ebdbxRlJhHh87i4zEvS3riecybPO1MJ6O0Rsru+8fDg1dI6hl4hpBXcMcjCWOcGzqm6SVadKFMFtr3k+X5x5ub/4zpjO92Ax+6mwbl3Uso87K1sD72Mr7StsGYs8xljyEWe+iy30PVsPSyrZV7ltJKxFGEwfxmNtpde7lfPRxCppwk5aQsVSYysay4xwJfoVQ9jw+82q2Bd5fIq+x5BHShXIr6kz4QdZ6H8C4wBpWb+RhMopoBSULQc5FfjovQbU49hDJDtATfQS7IcBm/8/z1MhfVbUfC1puzuterYhm07w8NYiGxlZ/M16TjVVOP6ucomoejIexREax6U1VLS1N0xiIh8irChu9jfgtc9ueT4/3MpkRjvluk5Wv94r2skVn4OMbbqHduTKRLlt9TRyY7CelFZjKJLiraV1JnDGYCBHPZWi2ezkVHkOWJGrMDtKFHKcjE9zUsJqzkUnSah6P0UKqINShKhovTPbz5zvuR5YkHhs5U/WeteZXn43UK4VrBPU6gqapnIv8jKH4fix6L+t9b8Zlqs4YCmcGeGnyCyTzE1j1NXhMq+iPPUleTbLe9zbc5rIzd7oQ4Wz4QdKFMLXWjbS7lo6IH0se5rmxf4Di/WciN8Hexk/Mu29BzXI++gTJ/AR+Szdbat7Dlpr3lJ7fU//rHJn6GoqaY4P/5/CaV5WeOxL8CsNJYRyaSgQx6qzsqvtFgOrBYMCq9y669qRp1etbilaYdz+dbGRr4H1s8L8dvWREkmTW+97G8WkR3+4xtVNv27Lg+8wgXchzZHqInKqywVuP9zKvxVwM0oUcXzj9DOdiYtj7hcl+fm39zaX23HAyzD8ef4xEQbhXnIqM85E1N1DQVL587gUOFoeGnxrv4dc33DKnklKL4gy7wcRUptw2TSt5jofH5hBUKp/jkZFTjKditDp8dDhrmM4mabK5aCzK23NKgZenhkgVsqzz1FNvddHpCvCRtXs5E53EbbSwK9AGwPMT5/nS2RdQ0Wi2eljl9NPh8DOYCGM3mHAYTKBp7Aq0YtIZcBnMPD3RS6vdiyRJ6CpGn6+vXUUom+Tl4CAtDi9vuFY9LRvXCOoqR66Q4lDwS8Ryw5h0Ljb531FFEheCkcQBXp78YulxIj/BHS1/gVQhSzob+QnJorFrqhDEZvBj0jk5Nv1Nmh3X4zI1lvY9EvwqfbEnALEGZJDNNDl2kVdFVWOY48YgCJCK5shY6ggFNTuvPPx06Accm/5m8YU/ZG/DJ2h2iEymseRhYrkRtvrfR61tE7qKO/S8kiJVKLdUjJIDTVM5GvwGAes6mh27mcqcozfyMFa9jx21H150DarZsZtQthdFy2GQrbQ6b1hw39mfe4PvLfgtq8krKfyW7iVbkJOpGD8ZOslYKoKGxNHpYd62amtpDedqwWgqWiIngIFEiOFkhLXGOgB6osESOQEcmhri4NQgDVZ3iZxmjtMXn8Jjqv6d3h1o5/DUMBmlgNtoKa1rAeSUuSF+Pxs5xU+GxHrky9NDdDhr6I0FscgGfmX9Tax2BfhO3yGeGDsHgMdo5Tc23kJdkaQ6i7ZOoaKTxff7j5bWpoZSYdZ5akufN5st8GKwnxeD/UwXz+v6wCoKqsJ4WqzNbvY2oWoaOknCrDfwtlXbeGv71qq/tWtYGtcI6irH8elvcT72aMUWlZuafveijpWY5SgeyQ4wnjpGfYXUu6BWp30qapZQ/jxmnbtqu6opjCWPVG2LZAfIK2leDv4XoLHB93Os8b6hap/ZFVutZf2Cs0vjyWNVjydTp2l27GYw/jzPjv49M0S3q+6X6XCV18T0shmrwU8o24tBthKwruV87DEAToa+x40Nv82OwIfY6Hs7etm05OxUt/de7IY6otlBvJZO6mzLvwOWJJl629x24Hzoj0/zbyeeJKXkabN7SxfE9Nk8v7L+JmzzWOy8UrAbqmXoMpKoKopwzhI1OI1mBhIhOpw1mGR9lR2QXT/3c7mMFq6vXUVGzdNo8/DToRNEsmma7G4OBge5oa6zynF9dJZLRaHoK5hW8xyYGqTe6uSpsZ7S8+FcijPRySriH4yH+OyppyioKvpZVk/xfPXfRTiXZqu3CYveyHAywrHwCIaKm6QjoWFC2SQ1lrJx8TVyunBcI6irHLNJJZm/eP88r3k1MvqSA4PT2EgwdaaKoNqdNzKceKFkBSTLBjK5MJt878FpLE/1y5KOWuuGkvmsXjKTVRIMxJ/FYaxH1XIcDn4ZuyFAk6Ps7tBo38buul9lNHEQs95Ft6eawGYwmjhc8ombgd0g7nLHkoeYISeTzslY4giJ3Bh+yzoa7VtFa837NgySGUUrEM+PlI6hoTKSPEijYwdmvRNVU+iNPEokO4Db1Eq7a9+81VSjYxuNjktz3lgKL0z2Ec1naK0gJ4CeeJAz0Qm2+S+ucr4cqLU4+UD3br7TdxhV1Xhz+2aaKmIttvga2VXTyqnIOFa9CYvOgN1gxm2y8gvde/hG7wEySp77WzbNMaWN57J87uQzDBWTf2stDpwGM1a9kfFUjJyqEM2lUTWVgXgIv8VOi93DkVD5/7lyzcsk6zHqDLhNVkLZZGm7o0iMiqry0tQAx0OjuIwW+uLTbPe1EM+PkFcVAmYHsiRh05tIFqvCVruXo+FRLDoDAbMDr8lKb7xctVtkwwUZ48ayaR4dPUMom6TbVccNdauuERrXCOqqh8fczkjypdJjp7Fxkb0XhqZpRLIDNNl3k8iPIkk60oUwNkO1IqrBvo0b6n+TU6EfomgZptJnaHPcxBrvfXP+YLbUvAez3kk6H8JhbOBE6DsV59mEXjYzkTpVRVAA7a59tLsWcCgv4lz4J2SUCD5zF3k1hdvYVlIOmnXlc3YaGxlKPAeAxA+4qfH3aLBvxWtpY7flVxmOv8jJ0Perjl25BtUTeZiXJ7+ITjLhNrUSyQ7S6b59TqV3JSAX/d01tCr5M4BeemXnZnJKgXg+g8Ngxli88O6saWObrwUNbc5cjyzJPNC2BcfwafriU3S4AtxYnKPa6m9mg7cBVVUx6edGrkykoyVyEo/jbPY2lgioyeqmoCr87dGHSRXySMD7Vu/mzW2bGU/FqDHbOTwl2oirHD5uqu/EpNPzvtW7+FrPASK5FLc1rmGzrwmAh4ZP8v2iqa1Oklnl8DOVTVBrcaCTZCK5NCfC49RbnBh1OtJKnmAmQV5VikKPBm5vXMPh6WEeHDqBVW/g3Z0751SRi+H7A0d5ZqIXgBeDA1j0BrbXXD03JK8UrhHUVY713jejaQrTmV6sBh8bfRcXJSHWn/4Dp7ERg2whqyRod95Mm3OusKHJsROb3s9Y6iir3XfR6rxh3rs5q8HHtsAHADg1/YOq51KFaXymzoue+dEQA8GJ/Dg6yUiDbTsFNcto8jAeUxttjpuZTJ8gXQhXvEYlmD5Fg31raVuNdR222LOophypQgivqZMuTzn4L5g+A0j4LauZSB1nOnOWwfiz3Nz4B3gsV3bqf299B4emhxhKhFnnrudkZBwNjZvqOlnrqbui51KJ8VSU/zzzPAOJEK12Lx/s3lNqjekWcT33mW28vXN+qyiDrIMKUjs0NcSR6WFsBhPb/U0YZT25YhvQIMnc3ri2FJ2xs6aVJ8fOlVRzGrB/8jz3t25iKBFmJBnh/tZN1NqcuI3WUiWz1lPPn26/j7xawFzhivFihV+goqkomopJ1nM2VnaCaLK5GUiGqDHbCWWTZIpmvHpJ5rbGbhpsbhpsbm6u70YvSyUSXy5OR6vDFoeT4WsExTWCuuohy3o21bzzko+TyE8gIWPWucirWXzmDqYzZ3l+7F9Y470Pv6W7an+PpX3OBVrR8vRGHiWU6cFhbKTLc3eJgHyW1ciSvmTt4zWtQi+ZWLVEpbQQGu3bCKZPUtAyGGUHDdYtPD3yN0xlhLfZOu+bubf273hx4t9JVKQF2wzVcdkmnZ0ddR8hmDqFLBmpta2r8uNzGOqw6NzEsuX2UEYRc1tXmqDqrS7ev/o6fjx4nFA2Sbvdxy2NXWyvaXlF49gfHz1bcogYSIR4bOQs7169QEzJAlBUlWguTbqQYzwdx2e2lQjnbGSCz596plQxjqWifHjN9Tw0dBINjTub1tLlDtDlLrcCzbrqyqvGbOdzJ58mPqMajI7z+5vvmtNm08kyulmKzTqLg7EKR4mNngauC7Txs5FT7J/sp97q4s7GNZyJTqKTJNrsPvZP9lHQVG5r6C6pBAGshnlCOJeBblctU5nzpccX6oBeUBV+NnyaY6ERAhYH9zavv+JhjZcDrymCkiSpEXgfcDfQBTiBfuBB4NOapk3P85oG4NPAPYAdOAH8taZp37pCp31F4DI24zV3EkyfxmNqYyi+v7QWNZ3p4a7WT2PWL/4LfT7yWJUKUNHybPKLii5gXcu+xk8xkTqKQbZRa9mAw9Sw4GzRUuiPPYPdWIuMjpyaYiCxv0ROIMQOne472eR/B7IkE8kM0ujYOW9FaNLZaXLsZDrdywtjn6WgZmh37aPZcR3d3vvQ0BhJvEhaKVdjetnM0eA3GIg9jcvUwib/uy5aPXkh6PbU4TXbGE/H8JvtF5yJdDmQKVSr5jLqXBXdYojlMnz57H6OhkdxFodzh5JhPtR9PTtqWhlORqramafC43yw+3p+Z8v8xsZDiRB1FiddrgBno5MEzHa6XLU8M1G+wKcKeaazKQLFi7SqafREJ8kqBTqc/qpMp/tbN5EpFBhMhtkVaOH2prVY9Abeu/o63tq+DZNOhyzJ7CxK0AH21JVHGi4UPZFJnp4Qgo0bazvpdAd4oHUzdoOZcDZJt6v2gtcbX5zs5/vFQeLz8SmmMwm2+JrY19BVJd54teE1RVDA/cCfAj8G/haIA7uA3wDeIUnSLk3TSrfbkiR5gWeAAPB3wDDwbuCbkiR9UNO0/7qiZ38ZMZE6iknnFG7gUCInEHLyTCGyJEGFswPVjyvu+ADqbBuXPcC7GFS1QLIwWTVM61fXVO2jk4zoJCM2g5899b9e2p5TkhwOfotQuhePuZ113jdj0jvIKgmeG/uHUrU1ljzE7a1/gc/cweaad1Jn28QLY/9GsjBJq3MvesnMwZD4708UJlE1hZubP3XJn205qLE4qtRflxuqpvL8RB/98WnqrE5urOusalFtr2nhpalBFE1FJ8lsX8bFczAe4qHhk8JRwurmaHgUgFg+g9dko83u44XJfnbUtFJvdSJRDk/scgWwzrM2BfBycJAvnnkORVNptLj4zQ230ubwklUUakx2glkxM+UxWqmt+Bn+aOAoPy7K0Ne4a/nomhuwGcQ4QKPNzW9supWCqsxZS7MscB4Xi4lUjP86+7yIhAfORYN8fMMt1FqdvKV9y0UdcywZ5dD0cNW2qUySh4ZPgSRxe+OaBV559eO1RlBPA62VJAR8QZKkF4AvAJ8sfs3g94B24I2apv0QQJKkLwLPA5+RJOlbmqYleJVCKeYe6SQD0dwQ6UIYvWRG0fIYZCt5VcxweE2dWA1LT+a7TE1Vj92my1NRyLIen7mT4cSLwEy4Yhc62UBv9GFkSc+uul+al1DPhH/CqaIoYiJ9HFkysLnmXWQK0apWoEqBscQhvKZ2JEmm1rqOe9o/Q0FJY9I7OTn93arjRnMDC8aKvNrx/EQfXzr3QulxRslzX0v5RsNpNLOvroNkIcc6T31JXLAQCmqBr/S8WGoLno5MsLe2g6FkGAkJu8HEuegkq501aJrGWk89H1yzhyNTI9gNRm5rXLNg1MZTY+dQitL2kXSUk5Fx1njqOBsdxmuyYjUY0UkyewLteM1iwHk6kyiR08z5nIqMs6OmrerYV8LAtSc2WSIngOlskp7Y5Jx2XKqQ46eDJ5jOpuhy1bBvEWf37/QfIlXIlUjepjfRbPcQzaUZSURWPGH4SuI1RVCapp1Y4Kn/QRDU7AGWdwO9M+RUPIYiSdI/A18C7gW+eTnO9VIQy46QVeK4TM0YdfO7DAzEnuXQ5JfQUNhc8x485g5Gp7+Nz7waTVNoddyIpqkYdTY63LctqxXX6bodRc0TyvTiNDXS7bmPaHYUg2TBalzYHy2dDzOSPIgs6Wiy71rWe20PfAizzk1aiRCwrKfTcweqprDGcz962bigPVImH6bJtgtJkhlLHCKRG0fTVIYTL2AzBEjmxcK3XrYwlNiPXrKgUaCgZWmy7SytO9VY1lVJ8lsce1+T5ARi/soo66i3ulA0lfPxcic8mkvzuVPPlAZlj4fHWeXwl1pn82Eqk2SwwtW8oKmEc2Wnc6fBhMtk4URkjGgug9tkYVdNG7tmEcZ8mD2fNLM299RYD2cqRA1GWcdNDauL++iQJakqNkP3Cqki/SZH1fyYXpLxm+ZWy9/sfZnnJ/sAODg1iKpp3NLYPWc/VdMYSkSI5zKscvoxSDIGWcfRouJxIBGiyx1gT+3FtyRfSbymCGoRzNzylYaKJEmqBxqBr86z//7ivzu5ygiqP/o0LxSjzmssa9lT9+tMpk+QzAfxW7qps20klh1j//i/lAQLL47/O7c3/x/0kolYbgSfuZMO9+3IF/hHqpONrPO9CYCCmuGF8X9nKP48etnCeu9bWOt745zXZApRnh75DNPZsziNTYTSvWwJvHfJ4VirwcvOuo+UHquaQqYQwWLwzOtQAcJ1I56fYCItevFN9t34LWuYSJ3g6NTXcRqbim7oGla9j8nMKfrjTxLOigtBT+QRbmv5U5zGBmpt67m56Q+ZTJ/AovfMu7b1WkG9xUGTzcP5+BR6Sa6aS5rOJEvkpJNk1rnr+Mb5l3HozeypbWfNPOpCt9FCrcXBeFp46UmAWS63ymL5LB6TDYveiHGeqkXRVPZPnGcoEabO6uKGuo7SOsqdTWsZiIeIF7K02r1cX7zwKrMymyrJyG2y8O6OnXyt5yVUNPYE2lnvqb/In9alodtTyxtbN/H8RB8aGtfXttPtmevw31dxk6CicSY6OS9BKZpKtysgYkM0DYvBiEGSkSj7tfTFp68R1FWOPyv++98V22amTkeYi5lt8w4dSZI028j4ikDR8hwOfrl0Vx9Mn+JE6Nv0RoXThITMvqZPYZDNVUF5GioFLcs63wNLvke6EOH41DdJFabwmlez3vtW5HmkxOfCP2Mw/iwAeTXJ8dC3aXZcNyfwbzrTw3T2LLXWDUyne+jJ/Qy9bGRzzXuWXZFkCjEOTHyBocR+bPoAe+p/jRrr3L56f+zpEjkBDCf2s9p1R6mVGctV9uk1EVSYLa+jZZQwofT50kByrW09tbaLi3p/NcFjsnG+OGRa0FSeHuvBotOzJ9CBz2zDb7YxlUmyydvAS1NiHVIvyURzKeqszjkpsWa9kbd37OCR4dNk1TydzgAvFKsBAKfBjKapfKBrN1aDkbyqVC3kPzvey8PDp7HoDfQnQuSVAnc0rwOg213HH26/h1gug99kx2oQirxdgVbOx0UchlHWsb2mteqcbqzvpNtdS04pUGd1ztvOyxRypJUCLqMFWZKYTMU4GRnHrDewzdd8wdLxhXBX8zruKn6eheA2Wkq2SSCiTObD8xPneSHYX3q8yuGnPz7NGncdpyPjaEDA/OrIIJsPVyVBSZLkRggblot/0jQtNN8TkiR9Avg54POapj1W8dTMX1V27qvIzNrnqsFsd4VkfqriOZWJ1HHWeN6I09hMLCeGFW2GACxBqapWYDrdw7nIQwwUYyxGk4eQkNjgf9uc/StzjwAKapqckpqzn1G24TG1EUyfQS2uiZ0K/4A625YlBRXJ3BRjqcPEsiME06fFtsIkR6e+wW0tf0o0O8xk+gQm2UmjY0eV8KP8MxHRHD5TF1k1RkaJ4jN3Es0ME7CuIVUIkymp9ySs+sW98l6LmJnpmUFBUzkRHud8bJqPb7yFj665kafHzjGSilTtk1LyxPIZ3CYr52NTHAuNYNUbSxVKZZWyydvA8xN9yJLEzpoWmu1exlMxPn34Z0ym4+yt6+D+1o0YZB0jyQg5tcBkQlRgtbMEI26jFbex+k9zT+0qPEYbA4lpmuxu1nsamI3AIsKTU+Fx/t+Z54nm0+wJrOL2pjV89uRTpfTfnrog7+7cecXWcu5tWY8yoDKVTbLK7p+TmzWDYLr67zBVEEGJZyITXB9ox2O2cWP96itxypcFVyVBAW7gTy5g/68AcwhKkqQPI9R8PwZ+ddbTM1fT+XpN5ln7VEHTNKl4/CeAixv0WQayhTiSJGPU2VA1hYnkMTpct3Ey9D00VHym1XPmfiw6D5qmoGhZvGYxuZ9XUsQLY9Qxf7y6qhV4efL/cT76GA5DdesjNEupN4NG2y76Yk+RLohWRIN1G+553BdqrGtoddzI4akvV20PZ/rpjz2FTjbR5b57jgAjlQ/x1OhfE8n2A8IJXNFy5NUUGSVCNDvEY0N/QUYR/+1rs2+m23MvQ/H9TGUEmbU4rqfWuo6ClsNlamQoMYzb2Mxm/3twmhrRSyaCqZMcnf4WOSVOl+ceArbF72xfa8goec5EJ/Cb7SXX8E5nDYOJEHlVJVnI0erw0uq4ji+ceqZqfcqmN+I32RlKhPmn44+TLpq49sWn+PCaG6qEDpWGrCBacN/oPUB/cV3qoeGTNFhd7K5tJ68oRHLlgMwT4bE5CrupdJyXggPoZB176zqw6o10uPw0290X7Fmoair/03uASF6853OT57EbjCVyAnh6vIf7WjYsmF+10uh219HtrkNV1Xk7GDNod/qqekB2g6lUed3dsmFRUn414KokKE3T+oFLulWRJOmDwOeBnwFv1TRt9vDGaPHf+dp4M9vma/9ddmiaxunwDzg69Q1kDOys+yjx3BjHp78JSDRYt9Hmuola6waySpxkPkgkO0CDfTv1ti0YdTYsei9TxapDQsZlWNi6ZzrdS0/kIQAMumrnB5u+hpySREKues5v7WRv/W8xGN+PUWely303sjz/r1O3917C2f6Sb5/H2E5v9BHiefFfMJU+y+0t/6dqbWkqfaZETgDhbB9e0ypC2fN0uu5kLHm0RE4AZ8MPss77ADc2fpKh+H50sgm7oY7j098mU4gwkTpOXk0xlTnL6fAPuKHhNwEI2NZz++ugjbcQ+uPTPD/Zh89kE1ERSMhATlVY567HVuG4cE/LehKFLBmlgFVn4Ma61VgNRg5MDZbICeDg1BDxXBaXaWEXEeH8Ha/aFisSRIPdBWW9AxadgfFUDJ0kU29zMZ1O8O+nnmEoKSrf05Fxbm9cw9d6XiKUTbGvvpM3t21ZdkuuoKpE82VCNMn6qjUsEIa2pgV+vy8nFiMngG3+Fj6y5gbORiaI5NKlG4g7GtfiuwpjWi4UVyVBXSokSfoFhGrvEeABTdPmtPE0TRuTJGkE2D3PIWa2Hbh8Z7kwgunTHA5+BRBy6FPT/0s8P1Z8VmM09TKN9u3klEQxCv0U9datDMae43z0Mbo997Gr9qOcDf+UnJKg2XHd4pVBxa1AuhDGb+5CQ8Okc2CQHXyv9yPoJSM7aj9SFTXht3bhty4sf52BLOnZWfcRGmzbULQ8EhIvTPxr6flIto90PozBVK7ejLMym3SSiU733VgNHuqsm+mPPV31vFnn5vDEl6i1b2C15y7CmQEeHfrTUgKw29SKQbWiagqappHMB+dUn69HGIpCmelskulsEgm4taGLFoePWxu6qqqgBqsLp97M6YhYhxpMhKm1CqPUSgQszqr5IVVT6YkGSRfy+MxW6m1ujDo9N9Z18PCIuIkyywa6XGL9cndNO6fDExwrmrFu8Dbw54d+ggS8pW0LkkSJnEBUWG6jpVTxPDZ6lha7jz211U4g8XyGgqLgNlmrrLuMOj23N67hBwPHsOmN1FtdPDPRy2qniGy36k28r2tXab3rasOOmlaabR7OxSZZ567DZbRwMjzGH7z0A9Z56nigdTPORW4Wrma85ghKkqQPAP8BPA68SdO0zCK7fx34pCRJ91fMQemAXwMiCAeKK458IU2zfTeqphDK9JHX0hhkO0qxYvBb1nB46quoWgG7oQ67oZbx1JFSuuyZ8I8IWNZVqeAWg8/cSZN9F8OJF0nmJ7HoPWgqjCePkilEULU8OS3P/vF/w2/pKl3Yk7kg0dwINkNNVU7UfDDIFtpcewEIZXqRJSNqMV3WZWqtSsMFqLWuZ6PvXZwIfQu9ZGZn7S/S4izfSzQ7rmM6c46eyMOYdS7Meie98Uc5H38ck85FMh8skROIKJAa81pUFIYSzzOceJEdgQ/R6bmjtE8qH+LE9LeZzpzHYaxFL1nwWTrocN32mpWYtzv9vKFlIz8aPIYEvLV9K3c0rZ1331guy4tT5WHtRCFLX3yKG2o7eMeq7Tw73ovLZOH+lo2l6kXTNL4/cIz++BQ90SAFTeX62lW8q2MHb2zdRIPVRSyfYY27tmR9ZDea+ejavUxlEkxlkvzrySfFsYDv9h/m7e3VrvIyEnmlOlQyVahOLn5xcoAvn9uPx2SjxmyjoKp0uQK0ObzUmJ3c07yeZpuHgUSIHw0eB6A3PsUaZy21Fvu8a1oXi5xS4JGR08XBaGGjZF9ABLEcDCXC/PPxx4nmxd//vrpOnioazz47cR6nwcwDFzkE/ErjNUVQkiS9EfgiEEPMPr11lslpQtO0/614/GmEgOJrkiT9HaKl9y6EvPzDmqZV9yCuAFRVZSDxNEMJoXQPWNbj0Nfjt62hN/IIsqQvXnyTSOjQS0Y0lBI5zSCRn5zv8PNClnQ0WneSKkwDEpHMAG5zG05TE9mKi7yq5cgraTBAON3HU6N/S6oQRC+ZuKHht2iwzx9Hkc6HSRaC2PQ1WAwevOYO9jZ8goHYM+hlM12ee+a0FiVJZoP/Lax234Es6ec8r5dN7Kj9EN3uN/DY8J8RzvZj1fvJFCJiNmuWFN1uqMNtbudcRNxzaCgcmPwidbYt2I2CcE+Fvs9w4iWsei/jqeO4jU2cjz2KXrbQ5ty77J/nfIhmRwllzmHRe6izzb8W+EpAliTe0LKB6wJtyJKEfxHFl0Wvx2+yVQ2auowWJEni1sZubp1HBh3MJDg6Pcx0Jlma/Xlu4jzr3fXsCLRyfdHhPKcU0DStVNkYdXoabO6qeAwQJLXaFWCnX7hbyEjc3thdVem5DGbWuMtq0lguzZfP7UfVNIyyjuNh0Y04HZ1glcPPZDrOL627kU2+JtJFWye56Lk3ko5yNjaJTtbxQPuWFbENenq8p+SefiQ0AprGW1ZtXeJVC+PI9HCJnABORsax6Y0kCznaHD764tN86ex+bqzvpN2x9ED+1YTXFEEB2wAZIbL4/DzPDwD/O/NA07RpSZJuQBDVxxBefCeBd2qa9j+X+2Tnw1jqcElFBzCZPkGdbzNHgl8ho0SQkKm1biJZmEBDwaz3EMr04jN3MV30qrPq/eSV5EJvMS/a3DeikGMqfQafqROfpQuPuZ39Y/9Csrgg0GzfjaOYmNoXewqr3oNZ50CW9PREHpuXoE6HfsxA7FkkCWTJyJaa9+C3rKbRvo3GBQitEib93EXeTCHGielvE0ydxm/ppt6yiVCuj1RhCo+5nUR+jJ7oQ9RaN5DORzDqbLhNbeSU6vsNDYUDE18gr6XZ5H8XOSWBXhYZUk5DPVklScCyrspI9mLQE36Eo1NfJ6uKxevtgQ/S5blnzn5T6bNMpk5iNfhoduyuMrW9nJAkaVmL6SadgQ907+G7fYeJ5TLc3LB6ycpCliTqLE7GUrGq7blioGBOKfCDgaM8M95LrcXJOzu3V11EO50BtvqaSlY+tzeuodHu4YPd13NzQzcmWUezw0tBVWi2eUgUsnS5ammwuareK6cquI0WohXiCxBzRIlClmfHe1ntCrDaWcMmbyPhbBJZEqa00VyaR0bP0OrwlSLhLwWzfxZj6dgCe86PcCaJLMu4inEesw1xLXoj0VyaBquLiVRMrA9G4VRknN/dcuccBeTVjNcUQWma9qcIL74Lec0I8POX43xWCmklQkaJAMWZJiWD37wGVcuhkwwYZBt2fS06i0HIvdVUyXNvuZAlHas9d7LaU23QeWPjbzOWPIgsGWiy7yo5QWuoTGXOMaNfb3HMjUEfTx7jUPC/S/vYDAH6ok/ht1ya7PVM+MecjfwEgHCujybbdYSz55GQmVZigISqFYjnxtBLFkKZXqYyZ2iwbsdhaCiJM/yWbibTJ1G0LPvH/oVay0aySkwITDJnSu9Xa734imckfoD+2FMlcgI4Hfohq913VbUNJ1OneWL4z1GKbc94bpyN/p+76Pe9XFjtCvC7W+5E1TTC2SQvTfZjM5hY56mfV4J9KjzO8dAona4azkXFjU6d2UGNRVRqLwUHSutQ/Ylpvn3+IL+9ufw7aNYb+EDXHm6MBdHJOla7asT7SBKdrvIaol7WsSNQPfs0A6/Jys31q3lqrIcuV4BYVFQbElLJiWLm3M/EJksuDCCCCXWSjKKpc9qGF4tWu5fKFdQak51/OPYY6UKODmcNb2vfyovBgVL8yB2Na6i1OlE1jR8PHudHg8eQJYl3d+zEojeQLuRLxrk2vRjUbbJ5qLU4xAAv0GzzIEsSY8nYNYK6hotHvXUTrY69pSqqxrKOZK66XWc3BYoiAY1Q9jytjhtJFoJEMv0UtAwuYwttrpVxPrAZfHS675izPa8mAQ27oRajbEOe51dJeN+V1VDJ/CT6iqogr6YZiD1LTklQb928aLxFPDdONDuIzVAzJ1VY0XLUW7eSVsLoJSMG2YqEjN/cxWDi+dJ+oWwPLY69uAutGGU7g4lnUYr6mVQhiF42Yta7SVXMlgHo5knYXS5C2fNzXDN0som8mqmyfJpIHS2RE0B/9Ak2+N521aaqTmcS/POJJ5goKvHe2LqR+1o2ksxnOR2ZQCfLNFrcfK33JVRNQ9I0Vjl8KJpGspDlm+df5rc33UE8X92ankjH50jKzXoD670XvwYkSzL3tWwgpygMJkNs8TVh0xkJ51KcikzgMlpwGsw8OXaWaLb6fGK5DDa98PerbBteCq4vOqH3x6eptTg4GhopJSj3J0KYdQYeHDpe+suZSMX4zU230hMN8qPBY4CQ6X+t5yWa7WLdzKY3cU/TOl6eHqI3PoWjmEDc6azBbjBxIjyG12TjJ0PHeX7iPDtrWtnou7jw0yuJawR1lUGW9eyu+xhOYyOhbB/hdD86WY/dUEciP45F50VV81Re+FUtz9763yKvJskocZzGBsz6yxvTYDPU4TQ2kVdThLLnCWf7qYtupM15I5lCFIPOitvUXiWGcBqbqLeJADtN0zg0+SV6o48AcFr+Abc0/wke89y74FC6l6dG/pq0EkZGzxpvtaWSLOmrUofrbVsJWNcxlenBoveWXNEVLU+r83rRBsxNMJJ8kRlxdJvjZgKWNZyPPY7L1EQoIxaZZfT4LEsrFReCw9jAVPocLmML0dwgRp0Dkzy3nWbWuUvfG2QbTmPzFSEnTdNEgu8FikCOh0dL5ATwk6GT3BBYxX+fe4GTEWHKe12gDZOsJ63kyapKyYtPIEkyn6XbVYtZNpQiPPbWdVwW09Znx8/z3KSY6RtORuh01BDLZ2ixe0gX8pyKTtA/PM2tDd1znNVXOf2scdeWQhovFaqmsd5Tz3WBNtKFHD8sks4MJtLxqrn6nliQVCFHdtZAdWVESbKQZSqbZDIdx6Iz4DVZOV50kK+1OKgzO8hqCmeKVeyBqUE+uel2Vjmv7jWpawR1FUKW9Rh1DkaKbt4o4DK0cHfr32LRezkT+lHV/ma9B4vBgwUPVyqibLX7TqKZAYaSQsyhoXI2/BATqeP0x57CovexPfBBbmr8HQZjzyFJOtqdN1NTlKVnlQTno4+XjpdV40ylT89LUAPxZ0tZTSoFIpl+ttZ8gIHYU8iysSpVF8RgsoyeVCGI29SKVe/FrPMiS3oeHfwTHMZ6dtX9Ejc3/gFjycNEc8NMZ8+hUWBP3a+TVSLUWTaiolJv20zAOr+qbTlocewhq8QZjD6L17SKnJqmzXXTHMPcNteNRLNjnIoZORW14EnbaXYFWeW8fFL446FRvtd/mGQhxz1N69nXsPzW6+zAQLvexEgyWiIngBcm+7m3eQMPDglVXKVJaperBrvRjMds4zc33cKZ6CQug6UqRTaaTdMbD2LRGeh2112Si8N0ttpxIa8pTGbKBNtadBA5MjXMR9feQE80iNtk5ca6Diz6lZOXB9Nx/t+Z/fTEg7TavfxC9x7aHL4S+WQKedrtXg5OD5ZmsdZ767HqTYIoXbWcjgpL0Q2e+pJFFYiIkXua1jGZTvDy9GBp+0Q6znZ/Cy9PlbcpmspoKnKNoK7h4tDi2M1Q4nkmUyeQ0bPO9wAecxsAXZ57SBQmGEseJmBZT4v9eiKZQZymxgs2gL1YmPVOfJbVJYICMMpW+mJPAKJldjj4ZfbW/ybX1f/ynNcbioO08Xy532/WzX+HKs8SC0iyTItjDyenv01WTVBjqfblq7VuIJIdxKxzI6Mjr2Zwm1z0Rh8GIJob4lDwy9zc+Pvo0ib6408BEM+NIEt6dtd/7MJ/IAtAlnR0e+6h3bmPSHYAo2ybN/jQIFswGm/nmYkngRQT6RTRsy/wqa13r5gHXCViuTT/eeZ5ksUE2q/3vkSDzVVlFLsYtvqaOR2YYP9kH1a9gXd37igZuEpI9CemkZG4LtBKlytAThUqvePhUSx6I/vqVmOQdWhFN+7+2DQuo4XVrhp8ZjvhbIrPnnyqVHW9sXXTgnY/y0GnK8DT472lxz6zrXRst9FSUu+Z9Hq2+VuoMTs4FRnj0NQQO2paV+z/4Imxc/TERTtvIBHikZHT7Kxp5Ru9L6NoKm6jhZFUhPtbNjCdSWEzGLm5oQtZkrAZTHxkzQ2cioyjk2VqzA5+OnSCaC5Ns83DalcNXzr7Am6TtepmACBbyFe5hcgI8crVjmsEdZVAVcUd1Iwbg1nv4saG3yGWG8Yo23GaGiioeU5Mf5tIdhCXsYn72/+FgfizPDr8x4DGavfdbA28b1H1V0HNcCT4DWLZQSwGH5v878JquDj/uVbnXkaSBwimT6GXzDiNDYxXmLXm1SQD8edxW9rmvFYnG9lV94scnvwSiUKQLvddNDrmjxHvcN3KePIooWwPZp2HGvN6jgS/SrvrVkKZHgpKno2+t5MuhNHQkJBptO8inh8jlD1fXJOqvvtO5ib4Sf9vYzdWu3HHc6NcDhh11iUrsUi22llrPB0T5qeXgaBShVyJnEA0jGOzFG6Lwaw38L6u67i/dSORbIqhRIRv9r2MqmnoJJnVzhrWeer50cAx8qrC3rpONvqb2OJv5umxHr7RewCn0cwqp5+v9LxYOm40l+YX193IyfBYVUvwRwPHuKm+E4fh4uaFrqtpQyfJDMZD1FodbHQ30O2qJZHLMJKKEMtnsRmMtNq9DMSn+KfjT5Io/nwGEiHe1XlhEfcLIT0rnTivKDw30VvKuIrk0oykojw32cevrLtpTvaW3WhmZ6ANRVP57ImnOFZs4w0kQkxlk8QLWeKFLFt9TRwPjxXnvWqw6g00WJx4jVaseiPXBdqqrKeuVlwjqKsAJ6a+R2/sEdA0Wh03EM9PoJMMdHnuwV+x/nFs6hucDv8AgNHkAZAkToe+D2joZQvT6bNMJE/QYN+y4HsdC/4PQ/HnUFEYTx+joGbZUfvhJdN054PV4OWmxt8jnh/DpHOQV1L0xZ8uDci6TK2klRBHp/6HWsuGOc7gAeta7mz7KxQtvyip2o213NL8RyTzQRK5cZ4Z+0zpuTbHzTS7ryOU6SWc7Wc6cw4Ao+zAohcZVXk1RaYQwyDbiuIOcBjrmUyfKpJzOZygznbx8yiXinaHH6vOQKpoG7Td34r9Ii/IS8FntrPR01C6wPnNdlod1RlbZyOTBDMxVjkC1Nvm/n7oJJmDwUGenujFYTCVWlKKpuIyWnhq7BzhIumdjIzz+1vuYiqbrCKkyCxSPBOdpDDL3RzAqNOh4+KHpSVJYmdNKzsrXM5vLoYAvjTRz3+cfQ4Q0RQZJV8iJ4Bnxnt5U+umqpj4i8U2fxMvTPZR0FRkSWKrr4nHxs7Mu+/ELPn5eCoGaNRanMRz2dL/HUBeVSmo5WHlUDZFjdmOTpLpiU3hN9uJ5FJklQJvX7WNbTVzq/irEdcI6hXGeOIYx0PfLMVjnA7/CJephXD2PFPpc+yq+yV0shGvua2UWzSDVG4KDRWLziPmobLneWH8X9lT/2sLDoNmlChIUrHiaSKVn+K5sX9gb8Mn5g0/zCspzkcfJ1UIUWvdQIO9+gJu1Fnx6cSwJQbYWfsRzoZ/goaKrOlKLb9T/C+3NP0RAds6+qNPM5x4EaPOzhrv/aV4i8Vg1Fkx6loZTVS7T42lDjKZPo5Z56yKzsipcexSef0mlh/i1qY/Jpg5QzjTz1DieUBjKn2WVa7bMOsc2A0B2pyXzft3STTbPfzahls4HhrBqjexp7YdWZJQVJVHR05zNjqJz2zjruZ1eC/RZ80g63h/125eDA6QVwts8TVXDek+PHyK7w8cJa8q+Iw2PtC9m65ZKrZQJsmT4z2omjonj8mo05fICcQs0lQmweQs9+2sUqjKLtrgrUcv69jka2R3oJ39k30YJJn3rr6uZDUUzabpiU1i0hlY66krScWXg+FEhB8NHiWWz9BkdXNn0zoGk9VrmMPJCCadvrQu5DfZMaxAFZtR8siSzPtWX4eiqQQsDjpdAYw6PcPJZ0kV8vhMNjKKsANrsZU7Gz8dOsH3+kV34p7m9dzdtI4mm5tgOkGrw0u6kMdpNJfOWy/JDKTKFagsSbgMFiwWAxK8alJ2rxHUK4SckiKZnyCWH0XVCtgMAYyylWhuBAmx7mI1eHhsWJi6d7ruwKavBcqKHw2Nbs8bmEqfZjrTA0BGiXBw8v9xT9tn5tjzTGd6GYg/W5qRyhQitNivpy/+BKFMH3W2uT3+Y1Pf4kxEiDLOhH/EvqZPUW/bvODnanVej8/cQSof4tmxvyttVykQTJ9CpcDz4//MzCUplhvh1uY/IZYdJaOEcZla5tgeaZrKWPIIWSWGVV8tGnAZW5nKnEKW9Jh0TrLKzF2nhLG4piUhs9b7JryWVXgtqxiIPUdf7PHSz7DWsr5kwzQbeTXNcPwlVC1HnXULNuPlXVRe5fTPWbh+YbKP7/Qfrjgnhfd1zWcheWFwGM3cNo/7A8D+iT7yxTvy6VySp8d75hAUCEfzgUQIk86Az2RjOpuk3upknbuO/vh0aQ7HZTBTb3Vh1hur0m3dBgs/v/o6Xp4aRC/JtNk8KKqKWWfgfauv497m9Rh1+pKL+P/f3n/Hx3Fdd//4+872XrBY9A4S7FWUSBWqyyruluNYtuOS2IntxI/bL055EsdJfnlSnTjx8zhx3OTYTtziFlu2JMuqpChR7B0k0Tuwi+197vePWQyxANgbSM1bL7yguXNn9s5gOWfuued8znR5bWpGBf3+ppW8sWXNOUU85kpFvnJ0m142pD8ZRREKjS5/Rb8WdxVrgw38auQYQZuLt3VsvGgFiWyxwKPHXmTXlFYC5zWNK9hcLiK4MljPu5ds5oWxk5SkSqFU4sGmVXoxyMFkVDdOAI8NHMRttvK29g1sH+th23gPLrOVdDFPyObGrCg4zBZq7R5Gswlsipklnmq64+P0JSP0YZrFowAAWQhJREFUJSOkigVe13LmcjeLAcNAXQVS+Um2j3yOiewRqu0rqXNtJJo9znRhkmrHMrLFJH5bM+OZQ/oxx2NPsLbqnbR6bieVn8BmcbOq6mE8tlr2TnxTN1AAmVIMVZbmvVlmi9MVCbwlmSevpgGBZYEy7NoC9rZT26hMZo4uaKCS+TGOx35JSc3S5NlC2LUcv62V0fQevY/DEiSeH2Z2iPxk5iiDiZfZPvI5VIr4rM3c1vD/0xUrQJMg2jv5LQBc5jAbq3+LiezhcnRegPHMfpKFUYL2TjyWeiQlOv33UuNYSSTXg8McqHCVtnhvxmpyE8v14bM1UedaR6owxdHo/5ApTFHnWkeb786y0sSX6I1rQRQBWytbG/7wgtfszkRv7Hn6E9uwmdx0BV9XUbpkrur37GqrV5Og3cXaYAN9yQgj6Rg+q4N2TxVmYeK7J3fxweW388pUH0VV5aZwK9UOD9UOD+9buoWdE/3YzGburFvCSxN9HCzLD+2NDGEzW7ilthOTolAzp7T84elR3TgB/GLgIHfULTmnMhixfKaiplVBLZEq5HBbbDzUtJKBZJSAzcX9zdoM9f6mlZgV0yWZaXTHxnXjBFp5kS3hNurKihe/GDxcEZG3albeV1FW6gwC7Jjo5eWJPtZXaa46v9WBy2zjWLnsfaunipws0eIOUlRVnh8/QYPTrx//0/793FrTQcC+uJN2DQN1FehNPMtEuWZRujSBWihorjdgPHOIdu/dWBS7noszw0BqO5HsCVo9t+muP4A23530J14gXc73WRZ4LSZl/ppO0NaOz9pErFzI0GOpJ5I9wYbwe6iyzy8JLYQgaOskV9pD0N5BSc2RKU6TKyWxldXGI5keDkd/TCo/hkmxMpE5TE/sGe5p/gvWV7+LfZNmYvlBWry30eK5lansCQQmJNo/ulrnWo5EfqoXG4zl++mPv8DK0FsAKKo5DkV+qI8pVRxHpcAt9R8FNBdkrhRjJLUXv62JVcFfq5jluKwLLwTXudZQN8sNunfiG3pydH9yOxaTC5+1UTdOANFcL5OZozRbtix4zjMxne2je/oXlGSeFu9tFUZ+LHWQF0f/RX95iOb6ubf5z/W/b6un0iCuuALlyrfUtPHDsosvaHVxW23ngv0ebF5FQao8OXSEQjnB9lg518ZltfJwe6WcVbZY4NnR43qfwUQUq7nyMTSSmi/9E8km2TnZT6JQWZjAopiwzClJUZIqzwx3cyw2RsDm4jWNy/HbnHgtdmocHj1/q8rmYjyb4AuHNV2HB5tWcXtdJ9lSgXypeEmDU+YaOTGnLVeaEzwxaz2p0RXglpp2Xhg7Wd72E82lSRRy3FDdQqu7ivFsnJxapN0TwmYy0eKu4ueDh4jOCryZ/XmKUDAphovPYAFKs8qxWxQH8UJlrUWbyUP39ONUO5bplWSDtnZShQncllri+SGmsscJO7USGn5bE3c0fprJzFHsZh/1rnULfq7DEmBrw6cYSLxIthgrR7wJqu3zy6fPsDb8CJYpl+4Si+ROYhY2NtS8m6Ka5cXRf9ENnkAhaO9gKtvN3sn/RJV5lgffVOE6DDuXcWv9JxlK7cSmuFniv5/nh/+u4jPFrMVwRZixm3x62XYAs3JKONZicrIu/E7W8c7TXsPZUGWJ0fS+irZ4bpCQfQkmYdPVJoAF1+nORq6UZNvIPxErl5wfSOzgnua/1HO+EoWRipltNHeCl8aPsqZqKS6LjQ2hZn6r62Z9DWpr7eWvkHpP43KaXEEmcgk6ThMkAdpLzBtb17Ip1Mw3j7+kG55VgfoFZzXj2YTeB2AoE+PmmvaKWWGjO1BxTDKf5V8PP68rJiz1hjkWH8ciFN615KZ5gSQvj/fy7ZOv6Nu5UoHfWLoZu9nCB5bdys8GDpIq5Kh3+nhq5Jje72cDB+iOjdMdH2d1oJ53L92M5yJUxmez1F/DbbUdPDd6Qisb0rauYnZ4b+Nyvn5sByqSkN3NhtCpIAazYuLtnZtY7q/jqaEjTORSuqFucgU4PD1KOlkgXSwwmU2x1Bfm3oZlnIhP6AoVW2uXUConS2sySTfgtS7+EhyGgboKNHu20Bt7mlRxgkR+lGbvrfSWgwmc5mrypTRFmSaa7SVo76TKvoS+xPO4LWEtkq0wyqHJH6CELPjtzZgVGz5bPT7b2YMN3NYaws4VPNH/J/osZij1Cve1/J95yaMAXmsDdlOl8sFoeh/TuUEsil03TqC5ACUqAhO50jRT2eNEc3080PL3OCx+vV+j5wYaPTfo2yurHmb7yOcoyhxBW2dFzSlFmNgQfi8vjnyenBqnxXsbzZ6FZzCDiZc5GPkBUpZYEXxTRXmOM6EIE3XOdXo+FGj1oxyWIJtrP8zLY/9GUc2xsuphapznn4uTKUR14wRQlFkS+WHdQPltrSjCglquqWk1dfK9niMcmk7wvq4tWgRauJVNl0CodC7JfJY9kSGklKwNNlTUDeoK1NDFucn7NLgDPNJ5I3unBrGazNwUbltw3cZttuNQLGTKyhECwS3hNkI2FxPZJB3eam6co6k3lI7pIeepYo6+VIR3L7kJVULdAuoOc12ix2OnpLEa3QE+sFxbb9w9OVBhoBQhyJZnMvujw7w80begQvuFYFFM3Fu/TA+Tn6l9NcOWmnZqHT4tp8ntp6ocsDKUmuYnffsYzSS4sbqFO+qX8o3jL6Eg6PLXsGOsB9Oc2ZkiFL7evQOXyUaXL4xZmLi1pp0Gt5+7GrqwmcxUXyOVdg0DdRXw25q4q+kzTOf7cJoD+KzNNLg2UFBTFNU8k9ljBGytRHO9RLLHsQsfje5NTOf6yZXi+G3NxAqDPDHwR1Tbl7Gp5rcZTL3MdLYXv62ZpcEHsSinfztK5Md04wSQKAyTLcYWNFCgSRTNxmJy8OzQ33BX459Q41zNWFoL3DAJKx5LA2Zh19fPcqUY2dJ0hYGaS6NnE/fb/p5cKYYqJXsm/5NCKUmz9xbafXdQ717Pa9s+R16mcZqrFkxGTuTH2D7yz3rZke2jn8NrbcBvP30l4dmsq34nTkuQTDFKrXMNDWUD2uzdQq1rLVKWFlRWPxcclgA+a6NupMzChsd6Sgct5Ohka8OnOBR5hqlskcOxRpLFAjsn+nhbxwbcFjsj6RjRXJp6pw+/zcmJ2ATPjHRjVUwU1BImRWFTdSvLA7WnG8Y8ssUCXz22XS8/scNXzQeXbz3vkukzNLoD82Y/cwnanbxv2c38qG8v+VKJB5tX0umvofMMOnc+q10XbAVocQX55vGXKUoVm2Lmgyu2Vlx3k6tyDDMuUSklmWIBkxBMFzK0uat015mCYKW/TpcHAiioldJCF0OmmOfLx7brhvaF0RN8cs29hJ2nvlNt3qp5x33v5C5dneNHffv4zaVb6PKFmc5nORYbpyRVHmpaxUAySjSfwWOxkynmOVL+nA5viKOxcUIOF494bzzr32exYRioq4TbWq3XIQLtQfjK2Fc5Vq5XZFHc1DrXkygMkSyNMRbbR7VjJUF7Jw5zgExRy52YyB7hUOQH+tt/f3IbEsmq0MOn/WyfrRmLsFMoP8yr7EsWNCAltcB4+hA2k58VwTczmt6LgolMMUqqME4yP8pNNR/ieOwJimqGRveNuCxhfjmgJQ4DBGxtpAsRfLZGlFmiq8n8OMemHyNfStLovpFGzyYcaoAn+v6Y6bxWFG8kvReXOUSNaxVWsxsrp69VlC1FK2piqbJIthQFzs1AOSwB1la/Y8F9pzPc54rN5GZL3Uf1NahW720E5qhJ1LnWMp6tYnfkMIpSotUjcJut2E0W9kwN8uUjL5BXS4TtHn5j6U186cgLWuSahGhec3/unOjnU2vvpeEMD6FcqUgsn8FrsTOcjunGCaA7NsFAKsoyv/awl1IyXtaFq3V6KUmVI9FRcmqJJd7qC3Z/ralqYE1VwzmHOtc6fbyvaws/6tXcsDazWVdJyKlFXp7oqzBQG0JNvLdrC8emxwnanNxZv4RoLs1/Hd/Jgegw9S4/+VIRm8nM7XWd3FDdQrXdzcHpEd1AVdvdrK06t+/OuTCZTVUkHoedXv7zxMs4zVbubli2oORQUS3NC4GP57Mcj09qJTTKTOfTvGvpTfTEpiih8rOBg/q+RCGH3WShpFamAVwrGAZqkVAopXXhVICCmtS0D6QgXhjErDhQFIVISovWC9g05e9cKa7r1M0Qyw1wJgL2Zm5r+AP6E9uwmjy4LTWMpQ9Q61yNuVzoryQL7Bz/EidjTwGwxPcAifyYnoRrElYclqCW7yTMOEwBfLYm7GYfWxv+gN74c8RyAyQLYzw7/H/oCryW9dXvQggFVZZ4aexf9ZlXsjDOydiv8NmadeOkIUkUxqih0q02lNxFLNeP39ai52V5LQ0EbR1Eclpgic/aiM966R4wF0vA3sKNtR84Yx+32caJxKQegt3sCqBKyVNDR/X6SePZBDsn+pjOZzTVg1kPvZxaZCQTP62BGkvH+fLRbfQlI9Q7fTzctq4i5FsAzrLGniol/9O3n5+WdfTe0LKGXKnIzwe1mfESXzW/vey2i1qjOZ/ouBuqW/R1mW90v1Sxb24wgxCCzeE2NodPqeM/0bOHE4kJGlx+cqUiXqudiWySr3e/hFUx8Ztdt3BH3VIanH7i+QytnipUKdkx3ovP6rhoJXOf1Y7f6tD/bj3xSd3InkxM8kfr7tfv5Svjfbwy2Y/DbOW2mnYeGzwMaInRzd4quvw17CnXx7IoJhqcfr546AWyagFzWcWjJzFFszuIy2LFbbZxc838IKhrAcNALRJMihWHOVguUaFRlDk9v8NrqWM4tUvfF831UG1fgbRIbCYfVfYluoqCfwHB1bnUuFZS5ehg+8jnORT5PkBFdGA026sbJ4Du2GPcEP4Ag8kdSKmyNPAgZuHgueG/0ROIR9J7ua3+9wnYW0kWxnTVC7ellon0IY5Ff06b7w5Kap6xtPbgC9o7mMoc0/Ok/LZWpnO9gOYKC9oqS3D0xJ7lxdF/KW8Jbq77CC3eW7GZPdxS/3H6Es8jpUqz9xYclmvLnTGaievGAqA/FSVRyM7L8TELhWqbm2Qhpz/0AKyKiRr7/GCGkqqiInlmpFs3aMPpGDsnB3hX503818mdSCl5uH09zWU1ib7ElG6cQHMvtbpPuaC6YxMcjY1xQ/XZv2sXS7qgKXX7rA58Vgd31i/hZGKSkXSMZleA2+sWjjCcTbZUxGW20ZeM4DBZaHD59WCNvFriF4OHWBdqpN7po8rmIl3M8fmDz+qz01/vuIE76y9c1d5rdfCby27mqaGjKEKpeLGI5NLE8hk8VjsHpob58rHtujuz3VPFI203EC1mWOaroc1TxX31y2lw+pnMJlkdrOdwdFRXgy9KFavJzPpQIy9PaOKwTrOFWD47f1DXAIaBWiQowsyK4Bs5GPlvcqUEflsLXnM9Da4biGS78dlaKpQSADzWWoZTr6CSR6CwxPcQTkuApYHXnNNnTmVOMpjcoW/3Jp5jSeB+Qo6lC67zBOwtLAmcqg11NPLzCnWL8cxBxjL7afLchEloIdIuSxiJSiR3ksjESSazR7mx5ncIO5Zr61RS6iHmeTWJVXWxLPB6VFmk0X0jQUflm99sIw2S4dRuWsrl2N3WMCur3nxO176YKJQy5NQEtQ53xVpLuyeEx2Ln3oZl9CWmcJgtNDh9TOcy2MxmPBYbtQ4v8UKOXKnIcn9NRbRdqpDjxfEenhg6QqFUpGOOMnq+VOTm2nY2hBqRUKHanVfn597M5VKUPz8bY+k4XzryAv2pKH6rg/cvu4VOX5hPrb2XWD6L3+rAbj575WFFCEbL0kGZUoHRdAy7yUx2VgmLfVODfPXYi6SLeTZUNenGCeDJwcPcXrfkonKilvpqWOqrYSwd5+j0mC6n1OwKUGXXokMPT4/qf3+AnkSEd3XeRL3bT6aY56tHt/HK5ABmofDupZvZFG5l5yyVcgCzMHEyfioqMl0ssHuqnw3Vi8ejcK4YBmoR0eG/G7spwFTmGIpipdN/T4VGXrYUpXv6F4BWfj2a6cNRLvkOYFacrA8/oufPnI2FcqVmDEvA1sbqqrexf+rbAKwIvpkqe+WbqtVUGYghUCipeV4c+TxIE23e24nlBioMa39iGyuDb2FT7W9zNPIzJCrT+YFTEWyKh9Wht+quxrnM6OvNYJ+jOnEtoMoix6I/ZyJzBLvJx3Sun8nsEWqda3hb+8PsjYxiVUzc07Acq8nMqmA9H1l5B9848TL7oyNYFBPL/TXE8znSxTyJgrZgfiA6TKKQ401t64jnMnz75CvsjQzpOTXJYg7LTFCFUPSoQPsC5STaPFXcVdfFkdgow+kYS31hOjwhLTVBCNo9VVckH+uF0RP6Osx0PsOTQ0fp9IVxmK3nVQZjbuBHrlRkpa+Oo4lx8qUiDzSt5D+6d+hVc/NzAiRsJsslkwaqcXr58MqtvDTeh8Vk4taaUyU9quyuCumnsMONy6rt2zM1yCuTmvu+KFW+dfwl1gTrsSunVDz8VgdVdieRXJKpWSljc8vCXytcm6O+jmnwbKDBs2Fee0nNM5B4maBd070bTe2nzrWO/uQLep+x9F4iuZPzyk8sREktMJzYQ5N7MwPJFwHBuup36CU9hBCsCj1Mo2czSBW3pZaBxIvk1Qy1ztW4rWFaPLcxlj5IT/xX2gzO/wD7Jv+LVFFzndiVKlZX/xqRsS/on6sIKxaTE5clxKba3wKg0b2JgcR2zIqdJYH7T2ucALr8D5EqTDCW3k+tcy1d/gfPeq2LjZ7YM+yeeFTfDjm0UOapXI4dkweJF7SHZKqY53dX3oHNZOZIbIyh1DSgJXFOZJJE8ml6k1P6TGo0E+eXw0d5TeMK9kaGmMgmKxI+T8Qnec+Sm1CEptDQ6pkfNQba+tOTQ0d4euQYZkVhY6iZkVSM3VOD5WJ6kiXe6vPSwLtQZpeMACgtoKpwLqyrauT50eNEcmkEEHK4eSUywD31XWytX4LbbKso6S4l1Dt9DKdjOM0WQvaL0z6cS7u3esFaX7fVdTKSjtOXnMIkBFvCHfjKJdqLauW9KKiaBmLA5kSVkhZ3kGQhR9jupcUd5Ps9e4gXsnR4Qrym8cJrml1NDAN1TVGqUJfw21oqDBScmgGdCSlVdo0/yvHYL1CEmaC9g7BjFcuDb5jX129rRErJrvGv6RGGHks9dzT+MW5rmM11H6LTfx8mzJQocGz6p/qxWXUKhynA2tA72D/1bUzCyqaaD+CyVEYs1bvXzxOhnaGo5pjMHEWgUO1chssa4raGT1JU85jPcaa42JidEwWai08RFjLFMFaThRabG4FgNB0nmktR6/QxNwZLBb2ASKKQ08Vj/VYHFpMJIQSRXJo6p5eRtObaanT6WRGox2c7c4Jmd2ycn/Ttp8MbIq+WiObSLPeHOZ6YotHlx2G28OTQEbbWLSF8mfNpbgy3sGOil2Qhh1kotLnPrIVYLJVIl/K4zDZMsxQmGlx+Pr76Hh7rP8BwJsax2DgCQaqY55dDR/FZ7Nxd38UvhrSABCEEsXyWFneQbKmI7woltVoUE2/v3MhUNoVVMVf8rVYH62l1B3Wppze0rMFlsXFf43JMisJYJs6N1S3cWteBRTGxwl9HLJ+lxuXBqlybj/prc9SvQkyKlfXV72bH6P9DpUjYsZI23x1ISrobbk3o7QQXkCwCSORH6I9runohxzIi5YAKVRaJZE9QVPOsP40aQ7Y4zbHpx06dqzDMWPoAdvMtmISVkENz/WWK03ppegCbyYfXVkeqOI7HUo8qi0znBoiM/QfxwhDVji66Ag+d1iVZUvO8PPZFXW5oif9+NoTfgyJM52ScJtLH6J5+DFWWaPPeToNnI6Op/RyJ/JiimqXes4kO3126bNOlIJWfpDf+HIqw0OG7A6t5/rkDcwI/LCYnar6A1+JG4dQCeos7iKP8YNkUamH72EkmsknMQqHK7tTLMQjAJAQBq4NHOjZhUUysr2pg92Q/I+k4re4q2jxV3NO4TH/gdcfGORYbJ2B1sincUrGelCkWaPVUcTw+oRtGi2JiIBXVQ8Nb3VWYz2MGlcznUATnXbLCopjxWuxU2VxIJD/p389QepqtdUvomhVZdyg6wo9695Is5Ag53KgqvGvJjRV5RtUON/VuPy+Mn8RptrDCX8fuqQGKqkqzO0iNw837uragSkmHt5oj06Mci40TtLm4p+HsXolLhSKUBRNp/TYnH155Bz3xSZwWK53lGZjTYl1Q+NVrc1QkXl+LGAbqGqLVdxsBezt5NYHP2ozV5GRV6OGy8oKoEFidIZYdpKCmeXn83/XoOL+1BaelGmatDQVtreSKcWwL1IUyKVasioe8ekojbSp7gt0Tj+KzNrEx/D6CjnYcZj+31n2c4/EnkbJEm/cOVFli1/hXdCmfQ5HvU2XvZCp7nOHUK1gUJ0tOE9QxkTlWoYXXPa1FAVaV3ZxnIpWf5MXRz5MsaHk+45mDbBH/i+2jn9MVz6eyx5nO9rIx/N4LTsKt/Mwpnhv+O6Ll+zqW3sutDZ+Y57Js8d5CSRaYyhzFZamhyt5JphhlMhdmfHiP3q8vGSFezOPDRdjp4S2t63hs8BASSbZYpMkVoCRL3NOwnDVVDVgVs77W4LLYef/yWxlOaS6q2lmKC8emx/jcgV/p7rPJXJLXt5zSJWz3hrCaTBWztuF0DJ/FQTSfRpWSLn8twXN0e33/5G6eHzuOIhTuru/iwfOojHskOqoros8wkU3ylaPb+PSGh3BarCTyWb5yZBuJctDBVC5Fq6eKXw4fmVdo8LbaTvLFArumBtkzNUit00vQ5mRfZJiTiUmOxMb5yMo7CTs8hB0ettZdflmp88FrtbM21Hj2jtcJhoG6xvDZGua1eawLL1bvGnu0PPORhJ0rUDCjUmQ630e96wYKahIptTe2scxBnuj/E26p/xgBeyvpQoRI7iR2k4+QYwk31X6Ql0a/QF5NUutcS3/iBQpqmsnsUV4Z/wrVjuXUu9cTdq5gk+P9AJyc/hWR7KnyHjOYxam3unh+iNOhCAWr4sZjrUPKEkIoKJxb5Fgkd0I3TqDli01lj+Myh7CZvMTzg6gUSeSHGEsfoNl7/gKwcxlIvqgbJ4CR9B7G0gdpcG+cc10mOv130+m/u6K9NEujDrS8F/usxe311c0Uy2XTq2xOWtxB6px+wk4PqlTZPTlAJJem3ROiw1eN3WRZMAH0aGysYm3nxfEeXte8+lRKg9XOTdWtHJke0/uEHW76EtrMzm22sqWm9Zzuya6Jfp4YOqwbu5/2H8BvdbC5pv2sQQdSSl6Z7K8QeK0rywFN5zOkS3mcFiupchVZ/Ti0dbTZa0oz2ExmpvJpBlJR2j0hHCYLvYlTId/RXJr9kUHqXfMllAyuPIaBuk4ZSu7i6PRPmYkHGksfIGjvJJI9jklYafNtpdF7I0emfkT/rJIax2NPsFx5Pc8M/Q3x/AAg2BT+AJ2Be7CZfp9Xxr9MvpTUK9MCpIuT9MR/Rff0z7mn6c8JONo4Hn2CV8a/Us7RWspUVtM889tacZpPPTSDZ5gNhRxd1DpX05/cDmg1soZTu7VAC8WGWXGcVuXBba7Fojh1kVmXOcx45oAmdqs4aHJvIVeKkSlNLxjNeCFYlEr3lUDBLM49kbXTW82bWtfwo979mBSFd3Rumufq2RRuod7l418PPcdPBw7iUCz81opbGEnF+F7PbkDLk/rIqjsrXGDZYp6pXBqfxTFvPaXe4ZuXa7W5pp2cWuTw9Cg+i4PNNW0ciAyTLxXZWN1SMSM7E9P5dMVMrChVnh7pZjqfOaeZVKZUoKiqtLqrkEg8ZjsHpmOsDTbgL19H0OZiZaBOL9nhsdjIl4qsP40SRCKfpc7pYyQdQxECl9lGvHAqT8hmujTfB4OLxzBQ1ymFUgrmLK3bTT6Ctg5WVr0Fb1lYVszNd5Kwb/I7ZeOkNeyf+i/a/LeTK8WI5nqosndiElZKUntDdVlqiGRP4rM1EMn1EnC0MZreh0oRSRGb4iXkWIYqC2SL0/Qnt9EVeB1+ayOt3tvOeB0zau4AqiwwmHiR7ujjmE1WCqU0m+t+d8H6VAFHC+tC7+BE/FeoapGQYwnHY08AUFQzRHInEJhpdG2k1nn6AoznQ4v3dkbTB+hPvIBAYan/wXll7s+EEIL7m1Zxc00HJqGcVhNvx1gP41ltRpFRC+yeGCCaS9HuCTGUmianFjkYHdEN1OxcopDdzXuWbubehmXsGO+l0eXnja3zr18Rgjvru7iz/pRY6tw8qnNhRaCOsN3NeFZTIKlzeonm0vx88BB313dhO0MOkxCC17es5itHtzOVS9HiDtLpq2Z5sIabqtsxl9fNrCYz71m6hR3jPUSzaarsLgJWB06LVsTPOSccfW1VI8+MdOtyQTUOL8miFrK/MdTEjVcg+djg3DAM1HVKrWsNVbalTOW0mUvA1s6mmg/MK7bX7ruD4eROCjKDRXHjsoQYSFZKyZgVO4VSjkR+jGr7Cgoyic/WhFXxYhJWotmTBGzNTGaPsTP3RRRhwlauZpstxTCbbAwnKku117vWU+s6c0VPRZjw2ZrIpE9JOQlhJlOaJGjpIJEfZufYv/NQ2z9V6PzN0Bm4j87AfQAcnvpxxb6SmkMRKk3emy/ZDMqsWNhS+xGW+O9HEWY9eOR8OZ8yCE2uALun+kkVtYftDaFmJrJJXGYLXz26nUwxT9DmZLAcoj6ZTfLsSDe/uewW3tS27rKHitc6fbx/+a08M3SMkUyc6XyGeCFLlc1VEWV3OtaHmvkTV4BEIUudw3vaIIu+xBSHp0c1uSaLlR8f30+2VKDNU8Vvdm2h2nFqbfWW2g5cZivf79nNeDbJycQkS7xhHm5fR5MreE7jMrgyGAbqOsVu9nFL/cc5EX8SpKTddxcFNc2RyHYEgrBjJQFHC7WuNdzb8lckCiN4LfUMp3aTK8bwWhuI54cwCRtrqt7B7omv6gELdlOApf4HafNt1SP8esrlQlRZ5KWxL3Bf01+TLk4xmT1KvpTGZa4mVdTKHrgstXit89fSZpMvpRhO7qbetQGzcDCVPYbbWkOsvGY1UzMqW4xRksUFDdRsGjw3cHz6cZJFbV3FZ2smW4zhsVycxtpcFEUh7Ly8EV831bSxZ2qQsWwCs6LoxqndE+JAdJhsqchYJk6d00dPYgoBtHlCesXWmdyoK5HHlC8VeXGsh51T/QRtLpxmK5lSgbd33KDPgM7GTMDCQrwy0c+ByBA7J/vJqyWqbW5GMwm9bEZPYopfDh3j1ztvqDhuXaiJWqeXbWMnUaXkpnAbTdeY0verAcNAXce4rFWsCb0N0Crf/mrwL/VIvBrnapb6H6TRcwM+WyM+mxYZVJIFDk79NyWZJ2hrp861gZBzCdtGP6ufN1uK4jD7cFqCOC1B6grrdAMFmpGymBzc3vgp9k98l+PTj2MzewnaO7ApXr20xekoqBleHPk8Qylt1lXv2sgNNb/DK2NfpKTmqHWuY7Ls+lsWfD2WMyT2zuC11nNn058ylHyZZGEcBYX28F2XJHrvSmNVTKwKNtBayOI0W/VifyWp6tI92VJR1/WTwMwSk1kobLmCwqE7xnv55bCmvD+cjtHuCfEXG1+H23phJT1m0xOf4ktHX6DJFUBFsj7YiNtsY2+0MvAmO6da7Qy1Th9vbls4/85gcWAYqFcJw6mdFWHiyfwovbHnKgoHAviszawLvYPpfD9mxYEqVSYzx7CbgmRLp6KdbOZTi+QKFnzWZmJ5TROsy/+Qnoyblymy6jTZ/DQA7d678M8pNTGX6Wyfbpy0sb/C8uAbeKj9c6iySK4UZzx9BJvZQ73r3B8wbmuYruBD59x/sfLdk7vYGxlCAGurGmh2BxhIRisK14nyfwAWofBA40qklPjtTprdp385uNQk55Ron8ymcJyDdt65MJlNokqJqqqsCtSzNzKEVTGxMdSsl0f3WuzarK1YuGSfa3DlMAzUqwTznAKGZsUBSmUQhaqq7Bj9f/QmngEg7FhJMj/B4eh/szb0DnpiT5MtxVgWfJ1eVn4ouZsXRv4BpyVE0NZO2LmStdWPIMruoyX++5hMHyWSO47P2szSwNmlibS8odmKZAKzYses2AAbVpPrtKH11ztFtcTxuOaqCzs8HJ4eA6mtPSUKORocPuwWK4VSkSq7i05fiGZXkCeGjjCYinJTuJWw3XNOAquXgmX+WuwDh3S17Vtr24nns/xi8BDpYp61VQ1svMCghAaXX5MhcrjZXS4/kSuVmMymWB2sR0GgoPDL4aO0eUJsChvBD9cahoG6ThlPH2YifQi7OUCr91bavLczljnIcHIndpMPm8nLUl9lguxIeo9unAK2Vooyh9tajUP6ieeHuLflr+hPbCOeG2bn2JdRZQG7yY9EJVUYJ8U4qiyxPvwb+jm91nrubv402eI0NpMPyyyB2cn0McbTh3BbayvKswfsrWwIv5fd448CkpVVb6GoZlFVFaW8gJ3Ij5IpRrSS9OZXT86KWTGxtqqBbWMnKUmJ02Sl2qGtu1gUE0G7i/3lonv9qSgPNK7khbETHC3nWD01fIxah5fbL6J0xPnQ5q3iY2vupDs2jtfqZJmnmq8ce5EjMU1tZG9kEDMm1laff/JpvcvHh1fczrbRU7lnbZ4qjsXGkeWXmxnFC3WOpp/BtYFhoK5DxtOH+dXgX+gK4cnCKGurH2F18NfwW1swCys1zlUUZZ5kYQz3nEABt6WWTDFKtqRl8JsVBw2uG9g3+S1dTd2iuHBZqimU0rgsYVIF7QHotWm5JwOJHZyMPYVJ2FgWfC0hR+UDcTixixfH/i+5UhyBQiz/MKtDb9X3dwUeoNm9hWPTP+fg1Pc5MPVdWj1buan2g4ymD7Bt+LMUZAaftZFb6j+5YALzhRLLDdMTfxopS7R6biXgaDtL/0H6EttQUGjzbsVlDV+ysSzEm1vXEbK5iBWymIWir/GAVuJ7NqOZGJPZVEXb7JyfK0GrJ0SrJ8Tx2Dg/7N/HsdipBOBsqcjB2MgFGShAUzY3WTkWH2cim6QkVd04gVbgcUOomZVXQHnd4NJjGKjrkPH0Ad04AfTGn6XVczvPDP0V2dI0AKFUF9FcL2Zh5Zb6T1DjWkmdcw3NnltI5kcqCyeqGTzWeg6MfmdWWxa74iWW62dl1VvoT2zDb21lTejXiGRPsG34n/Q6T5HscV7T8jcVAQk98Wd0ySGJSn/ihQoDBVpRxkOR/wYkVsVNojDMnolvkSlFKUitSF8sP0hv/FnWVr/9kty7XDHOCyOfJZbTKvv2J7ZzT9NncFkXzgFKFyI8N/Q3JMr3ayj5Cnc0/fEl1febi8dq56Gy9tpj/QdpcPpJFLLEC1mscyLjpJRU2bVSDKAFSXT5zi1yMVHIYhHKguU4LoTHBg4yncsQsDmYyp2qtVRluzil8Aa3nw8sv5WXxntRpVpRDLDZFeDtHTfgtJy6BlWq/Gr4GIenRwlYnbymcQUhx+X7exlcOIaBug5xmCsXwb3WRiazR8irSUL2paiyiETitTYQzZ3k+PQT1LhWoihmWjy3cSL2JCFhoSgzTOf6sShufLZGXOZqEoUR3JYarCYPscIgIccyWj1bWR36Nf3z+uPbdeMEkCpOkClOVxgo05yw8IVU2IsyB0gUYcFrrWcye4yp7HHsJj9eayNxXRW8ci1tKtNNPD+Mz9o0r+Dh2UgUxnXjBJAuThDLD57WQE3n+nTjBBDJHSeRH8V2gTlQ50KuVCSaS2FTzAynY4xl4visjrL0kY8bqlsYSE7T4PIxmk5wdOwE7Z4QJamyoaqJpWcoX350eownBg6hCjgcHcVptvCuJZtZdwn039LFAoPpadYGG3CabCSLOVYF67m74eLdjc3uIM3uIKqUVDs8HIyO4LM4eE3jigrjVFRLPDZwkP/pP1UteLSsAn5Lbeclq/lkcGkwDNR1SIv3VhL5EXrjz+KzNbGu+p2kCuOE7F2MZw4CIDDpCgoFNc3+ye8QsLbywujnUGcpRCz1P0CTezM+WwNL/PdzbPox7CYfk1nNrZQpRuiJP8Oa6rfpn++zNWNTPOTUBB5LHS5LDWPpfdjNXn29aGngIaayJ4kXBrEoLjp89zKXWtdaapyryZUSTGWP6+3Z0jROs2YwPJb6CjWKwcTLvDD8WVSKmISV2xp+f0GlibmU1AImxYLD5MemeMmVIx5NworTMl/PbganOahrHAJYhBPHZVwTi2RTfOXoNrrjE3T5wvra0lQuhdNs4XXNayoeyLFcBonKeCZBhzfEXQ1dpzs1yXyWLx95gaDdpYeuJ4t5vnZsO3/pez3u81Qin8vWuk56EpPsjQxRa/fwoRW36SXmLxULKWDM5sd9+zkyPUqTK4AiBEIIssUC/9N/AKfZxsbqM0eYGlxZDAN1HWJWbKwLv5M11W/XS7f7bE0ciZ6q1SQpkS1NY1Hc5NUkB6a+S8i+TDdOAKnCGEv8r8FbXt8pqlnyagqrUpk7lClOVWz7bA1sbfwDBhIvMZx6hdH0HkbTexhO7eLW+k9gMTkJOtq5q/lPiWRP4jKHsSouotk+vNYGTOUSE1bFwS11H6cvsY2DU9/V3ZMAHb47WWt9BJ+1AYflVIJlX/wF3ViUZJ7+xAsLGqh4boRYvh+LcHNk+odMZY7T5NnM2up3cHP9Rzka/RlSFun0vwa/7fSlsv32FrbUfYTD0R+jYKbBtYHemPaZwbOsXV0IL4ydoDuuJTzPLlcOEMtn5lVO9dkcvK2jMpUgXyoynkniNFsqFMmTxRyxQha/zUmVzaUbpHg+S65UuGgDtaWmnZDdTTSXptkdOGc9v0tFvlTk2ZFulvtrORobI1UWk212BymoJYbTMTae5RwGVxbDQF3HKLN09hRhwm0JM5E5pLdV2TspyTxT5dpQJZmv0Njz21qwzyqxHnIspTCVxmStDFGucc4X/Qw5llIoZTgS/ZHeNprexyvjjxJydNLhuweHOUCDeyPd0cfZN/Vf5EsJapyr2Vz3ezjLn2szu1kauA+PtYYdo18gV4yxJPAAbf47MIn5odJzS1uYlfliskOJV3h5/ItkihFsJi8hexd5NcmJ2JO4rbWsCL7hrDJMs2n2bqHevZ6XR7/EsdjPyRQjHJ3+CVtqP0Kd+9Lo/M2QL52qKCuR2E0WPRF1a92Ss8r0pAo5Hj22g72RQayKmfcu3cyG8qwhaHOxzF9DvlTCopj0tZw2d9UlyyFa4ru8ASRnwqyYCJXX41KzlM77kxFa3EGaXP6rNjaDhbmuDZTQknFeADYDP5VSvnaBPvXAXwMPAG7gIPA3UsrvXsmxXgmWB99AsjDOVLabetcGugKvYzi1W98fzZ3khvD7mcoe08qv+19DthBj1/jXyKtJ6pzr2drwKcZSBwnZl6AIE0F7J42eypo7qqqSK8Wxmj0IFL3chiLMTOd66Ik/hd3kp9GziaKa53D0R+RLmvjpWHo/RyP/w/rwuyrOWeday2vbPkdRzWFfoGbVDF2BB5nKHSeW6yNo62SJ/755fY7HniBT1B6+uVKcvJrU92WL0+d3U8vEckMkCsMV5+2OPX7JDdSGUBPbx06SKOYYTE7z6x0bKUmJ12o/rXr3bHZN9rM/OqSvST01dIzVVQ1YFBNWk5n3Lt3C08PHeGzw1ItMT3KK0XSCdu/Fqz9cTRQh+PWOG3h88DB9s9o9Zht3NyxjXejs98/gynJdGyjgQ8BpX4WFEEHgeSAMfBYYBB4BviOEeJ+U8qtXZJRXCJ+tkbubPk1BzWA1aa6dLXW/x/7Jb5MtxVjqv58lgftYwqmH+i/7P8N4RltQHknt5saaD7K+ZuHKu1qffeyd+CaJ/DAh+1LWht7Foch/owgFn62JsbR2rkRey9UpqXnypcow6Lyannde0FyXZuXMD0m/vZl7m/+SXDGG3exjOjfAc0N/T76UpN13J22+21FlqeIYKVWCtnaKMk+tc81pzlxJMj/GUOoVVFVlOt/LQGI7QVtlQIa8DLk3bd4Qn1x7DwNJTZm8bYF6T2eiqKos9YU5Oj2GBOwmCz3xST1wwm9zsj7UxM8HD+mhJwriulFh6PSFafOGeHroGE+PdOOx2Hlj65ozBo4YXD2uWwMlhGgE/gr4U+AfTtPtD4A24PVSyp+Uj/sysB34eyHEd6WUydMce00ihKIbJ4Cwczl3N//Zgn3ThYgeDAGaxt5E5ghtvq2nPf+RyI/0on2jmX3YLQHe0PEFdo//B8djWg6VQMFpqebk9DM4LQGa3Js5Gf8lADaTl2b35tOe/1ywKHYsVjv5Uprtw5/TBWInModxWWpo9d7GVPYYBTWNSdjwWhs5Gf8lVsVb4RY9HanC1Kx6WZor1CSslChgUdwU1CQmYWdp4P6Luo7TUev0XfD6zZpgA8+NHdeNT7ZU4EB0pOIB3eKp4m0dN/C9k7v0WUfdFV4vupyYhMLdjcu4q6GLl8f7+OXwUbaP93Bf4/Lr6jqvB65bAwV8HjgJfI7TG6hHgBMzxglASlkSQvwL8HXgQeA7pzn2usdu8uK21M6qDcVZ1b8LaqZiO19KYlZsrAo9jE3xEMmdwG4OsHPsy7o24Ibw+1hn+w2yxSh17o3UOs+9htIMyfw4khJuS61efC9fiuvGCdAVL9p8W3FaqohkTlKixP7Jb2r91TgHpr5LrevMs6ipbHfFPZnO9RG0dxDJnqDTdy91rnV4rPW6AO9iYd/UID/o2Yt1TiCFwzT/MXBn/VJuqm4BFPZM9fOvh57Da7Vxb8PyeUUUr1WOTI/xlWPbdGM9mo7xiTX3nLPKusHl57o0UEKIh4HXAzeXDc5CfeqABuCbC5zixfLvTSxgoIQQcm7b9YiimFkXeidHoz8hp6YIO5bRFXjdGY8J2bv0oIvZoewKJvqT20gUhgna2iuEa49PP85Dbf94weM8Gv0Zu8cfRaKyIvgmVofehiJMOMxBws5VjJfdihbFhbOcI1bjXEmNcyX7JyuXGgulhd2Ls7HNiWI0CzsmbIAg5FhGo+fGC76Wy0Ukm+bLR7aTVQu0uIN4LXbihSwrAnXcXLNwVWOnxca+qUEe7d6ht01m03xk1R1XaNSXl/FMvCKDricxRbqYP696XAaXl+vOQAkhfMA/A/8mpXzxDF3ry7+HFtg303bp9HOuURo8G2jwbDjn/uuq34XD7CeeHyHkWEqH/y5Ay5dKFLR1JzGnDpHdtLBbJZrtI5YfxGutJ2hfOGQ7lhti1/jXmEnWPRT5AXXOtYRdKzEpVjbX/i77Jr6lJfUKhZfGvsgdjX+oi802uW/kZOxXpIsTWhXcwGvpjj5OJHccr7WRTv+9WOYI7YadK1hf/W4OTH0Xs3AQdqwglh+gw3sX6cIU0WwfAfviEiZNFbO6YGtfMkLI7uIDHbewpqoRyxlmDKOZeMX28dg42WLhionNXgyZYp5ssUjAPj+SE6DRFcAkFErltcKVgbrTVjE2uDosSgMlhPADHz2PQ/5ZSjmjb/K3gAL84VmOmfnW5hbYl53TpwIppSiP82ng9vMY53WPoigsr3rDvHaHpQqvpYF4YYhsMaaX53Caq1kdetu8/qOpfTw39LcUZQ5FWLm1/uM0uOdnqWiSTpUT2uIsmSerycVg6mWKaoYq+xKsioPDkR+zNvQIJsXKaHofDa4NmBU79a4NxPND7Bz/91PnUnPzJJiEELgtYRymEEWZIpYfwiQsnCivox2bfoy7mv50Ubn4qh0elvlrOTKtqV5YFIUOb/UZjRNAkyuIQOj6disDddeEcfrV0FEeKyumb6hq4p1Lb8SqVD7uOnzVfGjFbeydGsJltrG1vvOKFHE0OHcWpYEC/MCnz6P/N4CIEOJW4P3Au6SU02c5ZsaXs9Ark31OH4OLxGZyc0v9x+iOPY6qFmj23IbHVotVcWE1zX8P6Es8X5Y6AlXm6Y0/u6CB8tka6fDdw4nYk4BW3DBfSvKr/j9HERaWBh/EbvJitdYzneujJPNEcicpqTn81jb2TH391BjNXhL5kYrzR7In5n2mKkvsmniUTDFCwNaGzeQmkT8ld5QtRZnIHF1UBspusvCbS7fw0mQfJVVlmS/Mzsk+SqpkXVUjNc6FQ/eXB2r5wPJbORAZxmuxsyJQy9HpURpdgUU724jmUvykf7+e67RjohePxU6ikCVod3F3fRceq/ZPfFWwgVXBBn7Wf4B/3v80JiG4pbaduxoub1Vkg3NjURooKWUvcCGiWP8X2AvsEELMFUNzltumpZSTwHC5fSE33kzbQu4/gwvEb29hk/3959TXLCoTbqUsMZ46RLI4Qff0L7AqTlZWvZmwcwUbw++lwX0D+VIKVZbYMfp/dTWJyewxmj23kMpPUJKnjE1/YjtWf+VDOZrtJWivDBVfSEVCSpWSmqPasUwPm3eYAhX6gA6z/5yu80ritTm4p2EZ2VKBLxx6Tp9NbRs7wUdX303Apr0o9CcjJPJZmtxBvFY7G0JNbAg1sW30JP+4/ylUJJ2eat6//Bb8toXdZ1eTZCFPelYiLkB3fFxPPC6UiiQKORKFLOuqmvBbHfykf79egfiHffvo8FTT4r20MkwG58+iNFAXQQvgA7oX2Hdnuf3/Ar8rpRwRQgyhJfHOZaZt5wL7DK4Anf77GM8cYTrXg8McJFEYYc/kfxDJntQTf2O5AR5o/XtsZg9+awvPDf8tAlEhVJtXk0Sy3QTtnTArwNBna8JuCuC21OrK7T5bEyF7F13+15IsjOG1NbIs+Pp5YzMpFtaG3sHuiVOzr0wpittah93kp8a5+rwq/V5pJjJJ3TgBjGYS9Cci+Kx2ftCzhyeHjqIiaXD6+dDKrYTsbvKlIt/v2Y1advUdT0ywZ3KQOy6B0Oulps7pY0WgjoNRbTbss9jJq9p3wmm2cGh6lOG0Vkrm0PQoDzSt1I0TaGK8k7kkLRgG6mpzvRmo3wAWqg3wXeAVNMWI47Pa/xP4pBDidbPyoEzA7wHTwM8u62gNTovP1sg9TZ+hO/oLumO/YDrXT9DWrhsngEwpQq4Ux2b2MJTaSTTXg9fagM3kJVeK47bU4jZXI4UAIVgeeANDqVewKi4ECvumvoHTHKLdexcuSzVmxcYTA38MSKody+kKPHjashmtvq0cnPp+hQqFlCqKMOG11s8LBLkcjKViTGQT9CYi5NUSq6sa5kkJqVKye3KA0XSM8WwSAawI1GFXLHrQhEDgtdrZOzXESxN9uhEaSk+za3KA+xqXI8rCqhUsMuHvdCFHd2wCs6LwG5038cxIN1O5JIoQbB/vBcBvdTKRrUxtdCsWAlYH0bz2BlPn8NLmPpUAncpnGcnECdpcFdqFBpef68pASSl/vFB7+R/WqJTye3N2/TXwVuBbQojPorn03o4WXv5bUsrEZRyuwVmwmBwoipl0UStxXpIFrGVxW4Cwc5WuNK6Uy3fE80MEbO3UOtcykTnEaGY/irBQ61rDRPoIqcIEZpuDSDkB2aRYKaoZQHBy+ilmAi4mMocZSu6k03/PgmNThIkNNe9l+8jnKahJQvZlCBQa3Tex5DIl6M7m2ZFuftZ/AJfFxmBqGoCnR7r5xJp7aPGcKrfy/Ohxfty3D6fZylhG+zq/NNHH2zs28svho+RKRR5qXkWbN8RTg0fnlZsQ5fthUUw83LaOR7t3oErJUl81G85BWulKkS7k+PcjL3CoPDO8u76Lh9s3cCg6whcPP88SbzV5tYTHYqPW6WXX5ABui42QzY3b6qDK7sZrdegBIfFClqDDRX8iwte6X2QoNY3HYuetbeu5qebSiwAbLMx1ZaDOFynllBDiFjRD9WE0Lb5DwK9LKb99VQf3KkRKdd7Mo9lzCydjTxHLD5AuRqh1rkag4Le30Oa9Q5c+anLfxGhyH+nSBFIKTMJKuqyyrsoCA4kXcZgD+G1NWMuzIpe5GlUt0J/cDsntuCxhnOaQbhDFWaYIDe6NPNT2TxRKSVyWMCblykW3PT18DLfFzmAqqrfl1CK9yakKA3UoOkLQ5qoo4qeFVQs+veEhJJKiqrJ9rIecWqTa7iFRyFFQSzQ6/dxYfephvLmmnRZ3FalijgaXH8clKmR4KTgWm9CNE8Avh4+ytW4JKwN1vLltHbsm+/FZ7dxY3UqLO0iLO8iByAjd8XH2RAY4XlaIn6E3OUWrt4onh44wVH4BSBSyPDN6nBKStcGGRRskcj3xqjBQM2Hhp9k3BLzrdPsNLj/jqYPsmfwW2eI0XcGHWOp/QHcnOS0BnOYQJmGhILMMJF9kU81vY1Gc9MSeptqxnLBrOTazB6c1xEB0O6CV6phNSc0zktqDKgsEbK04TCF8tmaGU6/ofVKFcYK2TtLFSWqd62hwV4rgLoTD7Lus9Z8WQlVVcmqRgqoSsDmJzKpOG5pTnTZgc3IiPknY4WG8PINSENQ6vdo9lvC9nl08M6J5vlf567i7bil2s5Wbqtvw2SrvY51rcUoBWcoq7jaTmVqHFyklZqFQUEsk8lnSxTwFVeXH/ftxmCzcXreE7rhWSytXKuI0W0gXC/o56suSRyah0OquQiLJqyXyxSLfPr6TV3z9vH/5LdhNiz/k/lrmVWGgDBYv+VKa7aOf12ctu8a/itMcYjCxg3RxCp+tiZXBt7Br4mtki9Ms8T9AphBhZ+TfkahYTR5uCv8OIecyjpXrXTlMARCKPhsyCzs2k4dYvh+AaK6X9dXvoS/+Aoowo0ptAV0RFpzmKmwmL5tq339G1fSriaIobKxq4fGhQzS4/PgsDhCSLeEOlgfq2D52kt5EhFqHhzvruiiWVPpTEVo9VUgpWe6r0deqEoUsz45o0Y11Ti/JYp49kSE2hprx2K6dGcIyfy33NSyjOz5BT2IKRQiOxcYoSpX/GThVPbfdE6InMclwKqa3HZoeZUNVE8liDiklKwJ1BG0u0oUcA6koA+VZasDqZJW/joF0lAPRYUZSsfMW6zU4PwwDZXBVKahp3TgB+KxN9MSeZij1MgDjmYMomLiv5a8oyhwWxc5jPZ/UgyXypQS9ieeRQmBRnOTVJA5LkNH0HpzmEEFbOyVZpCiz+meE7as4FPlvcqU4YcdKUmUVCac5yGBKk/UpqlkWM29uX0e9y8tkNsUyXw2dfs3gbBs9USFN9IaWAiGHm2fHTsUGRXMpmj1Bdk0OYjOZWeKt5kRiEotiojepuUV/OnCAoM3FrXULyyABPD96gu1jJ3FbbNzfuOKqPqxNikK7N8TjQ0cALTjkG8df5pZwGx3eak7GJzAJBZfFSounipJU2RRq4eVJrfBGq6eKFneQfzvyHN3xCZ4ePsbD7Rt14wQQzadJFHO0uIMU1OKicnFerxgGyuCq4jAHaPJsYSCxnYCtTQtimJMDFcsPIYTAUm43KZUPBiEE24Y/S5Wjk+lcPzPhZU5LCFUWMAsb1fYVlFQtyCJgbyWa1xTXxzMHtTZrO2OZfQD4bW04zEEWOxtCzRTVEv3JKN86/hI2k4WSWlni40R8khWBSoHfdk+ILx3dpodWNzh9LPPWMpydrugXyVWWQZnNkego3+jeoWt4DKdifHzNXfitzvnRfleI0pzyJiWp0peKMpCMsjrYgFkIdk1peWq9iSkeaFzBh5ZvJV3KEc/n+OXwUd3NFytkORQdxqqY9RB1k1CI5tP0JSP4LA5KamXZFoNLj2GgDK4qijCxqeYDVNuXMZU9TjTXU1EOBMBnrcyl7vDdQyI/Ql5N4rU0ELavpj+xjYnMETzWehQsLPU/xPHY42UpJE1VvaDmMSsOjk7/lEb3JgaTLwMSlyXM0uD9uFIhzMJGp/++BdUtFhOHoyN8q/tlIvk0rZ4qhlLT2Exmmt1BlvlqOB6foChVTELh8cEjtLurOJmcImBz0uwOsidyKgd9KB3j7atvYMd4L8+Nae4+BYHdfPrHw1QuVSEwNZ5N8IVDzxG2e3hbx0ZSxRwvTfQhgBurW0+rVHEp6fLVssRXTXdMC3jo9FbTl4ygIkkUshW5TgAHp0d4cugI7d5qjsbGaHFXvpTYTGbeveQmfty/D1VK6p0+9pXvW6yQYffUIA3uAAaXD8NAGVx1bCY3XcEHORz5CX2J50gXpqhzbaBYSuO3t7Kq+m0U1RwnYr8knhvCZa6mzrkeVeYplDLYzV7Mwk5RZknkh3HagyClbpzsJh8WxYHf1kKqMEG1Yzmjqf1U2TtxmIKsrX4nOTVGg2sjQXsHTsviTdCM5zJ8p2eXHp0XVFwcj0+wKlDHRDalP0A3hpoxCcHx+ATT+QyZUoFNoRbeueRGRjNxHhs4SKE842h2Bfja0RfJySJdvhqklJRQ+UHPXto9ITp9YV6Z6GPX5AB2k4X7GpfR4g7iMFnIlMvN1zm9lNQSU7kU3zm5i97EFONZLShj9+QAH119N16rfeGLukQ4LVbWBRrxmh0IAaOpOIXyLEcgMM2Z2ZmFiYJU6UtGqHF48JhtdHhDlFQJUnJrbScOs4VYPotVMTGRTVYY5bPpGBpcPIaBMlg0tHlvZzx9iOHUTvJqipvrPkLYpdWGOjj13+yb/E+9b7VjGRMZbb1BiVvY2vAH9CVewKLYAIWJzCEECnazH6viJpI7STTXS6v3NoZSuynKjF4WxG0Jc2T6fwCJx9LA7Y2f0tXOFxtPjRzj5Qlt3SRVzNPuCVFf5cVhsnIgekpHcNfkAG9tW89L5b65UpHu2Dgqkp7EFHfULyWSS+G3Oojnc7yc0vrNzCRmwtLHMnGypSJf736JbNkYDaen+diau/m9lXewJzLIUGqayUwSq9nMycQkJanqxgm0GdpoOnbZDdRL4718t3e3vr3MX8sKWx2KgGOxcewmCx3eapKFLC6zjXhBW2csqiV8VgfjuaQe6bgp1EJdedbX5Q2zNzpEld2lR/st99eyOWzkQ11uDANlsGiwm73c2vBxMoUoVpNTz1cCmMocr+hbUk9prWWLUfy2ZmrKxuzxvj9iKnuCsGM5JmFjJK09tCQqfYkX8FmbyZdOlZHQDJX2bpwoDDGYeGlBRfarRUmqdMcmKKpFpssh5TPh1NUOFzsnBmjzVLqnFCEIOzx0eEIUpYpFMbEyUMcvBg7x88FDgDar+N2Vt/PU8NGKY2fyv5xmCy+N91Pn9OrGCeBkYoqxVJwOXzUdvmp+PnCQ0XScRCFLp7caj9nGsBLTZy82xYzfdvlrLM0Ylxmmskn+ctPreX70BAejo+TLgS/tniB2s5WTCS04Z02wgVypUHH8y5N9bK3r5Hh8ghqXjzd5QxRkibe0rsdjtRG0ueYVfjS49Bh32GBRYRIW3NbwvHavrZ6hWWv2pnKCrkVxYlFcKLOSZH22Rqay3YxnDhG0z4lCk9DmvYPohBYk4bM26yoUMyjK4onOUqXkh717eXzwMACbw224zFbCDg89iSkGU9Ms8VUzko7T5PIzkJpGQfBw2zqeHDrCifJD2CQU3tS6lq8f24FA0O6toqiq7J0a5M76pZyMT5IpFahxeGhy+fXyGkdio9Q5Kws0+ix2fLOK+vUmIgRtLlxmK3siWhDCEl+YfKmAzWTl3oZlhB2Xfw2q1VPpml0d1NYub63t4Gh0lLFsgmypwJ7IMBuqGnlH5yZeHOvhcHSElcH6imMVIXh2pJuXJ7XUhKDVycfX3EO1Y2HpK4PLg2GgDK4JlgVej5QqsdwgQXs7qixRknmQCl2Bh7Aop9xHK4MPAzCdG6DBuRGL4mQsvR8QrAu/i6X++/HbmsipSUL2JUSyPUSyJyjIDHXOdbR4brlKVzmfiUxCN04AL0308pqG5TxWngWVpMrx2AS1Ti+RXIatNZ30pSI8O3K8IpquJFWG0zGa3AHcVhsn41NIJH3JCB6Lnf+9/n6iuQw1Ti8/7ttXoTyRLhW4p6GL/VPDOMwW7qzrwlueEZWkyvH4OIlCjo5ZYebdsXHWBOr58BWsvru2qpEPLLuVY7ExAjYXW2tPFTSYzKUqrqkgVTxmO+lSHpPJRH8ywlJfmO7YOCahcHO4TQ8YAYjk0wykooaBusIYBsrgmsBu9rI+/Bv6tpQqmeL9mBX7vKg/tzXMTbUf0rfzpTSR7EksJgdV5RlVjWuVvt9pqeJB+z+SLyVxW2t1+aTFgCKUioKBqpRY56gXzETr1Tu97I0MEStooqfL/TW6ardAUOvwssxXw3d6duEwm/FaHExmk+yZGuD1rWsIObSZ0o3VLeyc6CNTKmARCptCLayuauCt7fPrcZmEwvqqJp4dPT5vX+1VUJ3YWN3Mxurmee1rgw30JqdQpcRustDg9PFvR57DajKX85pKnIhP0uQOaNF+QuCYpS6hIAhYF3dk5/WIYaAMrkmEUM452s5qclI7yyAthNNStSij96odbt7avoHvnnwFCdxe18mWmlYORIZ0992GqiZqHB4ms0m6Z2nKucw2NoWasZksLPfXstSv5UN1ecNMZJJEcikaXH6anP6Kz1zqr+H3197HSCZG2O6h6Syh1G9sXUuV3U0yn6HdHSKSSxF2erl3ERX9u795JSG7m5F0DK/VwbdOaInguVKR3sQUr21aRZMrQLKQo8tfw2AySq3DR74sKbXcV0ObUR/qimMYKAODRc7dDV2sCtRRVFVqXV5MQuENrWs4EBnBYbawxFvN93r3YBEKFsVEQS0RsDoZTscYTsdo94R4c9s6/Xwnk1OMZrQgkb5khNWB+nmfWe/yUX+OMyCXxcb9TSsuybVeTm4ItwCwY6ynoj2vlrgh3EKV/ZT7ri8R4UtHnieSS9Po8nN7/eKre/VqwDBQBgbXALMTXfdNDfJvh5+nKFXMQmGJL4yUku7EBI0uPx2eEAdnFeU7mZhkKDWtz6CicxQi8vLVpYiwxB+m0RlgMK3JGN1Rt4TAHJHdFk+QT619DbF8hoDNgdNQLr8qGAbKwOAa4+WJPorlJNuiVCvKm2dLBfKlUoVMkUkoRHNpvnj4eS3c3F9PT0ILGDALhZX+xZnzdbkI2lx8eNVWjkTHsJvMrK5qmFcHC8BtteG2GobpamIYKAODawzbnCAJIQSmcu6S1+LgxYkeuvw1jKTjCOA1jcv5RvcO8mWj1ujw8b6lW4gXsrR5quj0zQ/rv94J2lzcXNt+tYdhcBYMA2VgcI1xV30XJ+ITDKdjVNvd1Dt8bKlpI17I8tzoCSRwZHoMv9XBTeFWvFa7bpwABjMxmt3BRVvbycBgBuXsXQwMDBYT9S4fH15xOzdVt1BQS+yc7CNZyHFDdQvL/aeUy6fzGRqcAeqdfhyzEpmbXQECV0DZwcDgYjFmUAYG1yB7I0PsKOvsAfx37x7WhRq5u2EZTrOV8UyCVk8VG0PNCCH44MqtvDTRi00xs7WuEwm8ONaDisqqQANeqx1VVfl+z26OxSdwmizc07CM1VUNpx+EgcFlxjBQBgbXIOqc2keFUgkpNYXtrXVL5vXv8tfQVZ5d5UtF/v3IC7ry+VJfmN9ZfhsvjJ3gyVm6fLFChmguTa3Tq0cAGhhcSQwXn4HBNcj6qiYaygm2AsEbWtdgUs7tn/Ph6IhunABOxid5euQY+6aGaPNUUVvWzZvIJDkYHeEf9z/FnsnBS34NBgZnw5hBGRhcg4Qcbj666k4GUlE8FhvNnnNXORhKxVAQqGX5pGZ3kJ/2H6TFHUSVkiq7i1g+Q63TR14tEbK7ORAdYl2o8XJdjoHBghgGysDgGsVrc7DyQoIdBCz1hzkR12o3eS12lviqOTI9BoDTbGVzdSt9ySiHpkdo94RwWy5vLScDg4UwXHwGBq8yNte0oaqSarubDneI9VVNTGVPJfami3l6khFOJjWtPyE0tQUDgyuNMYMyMHiVoSkp3M5UJoXbasNndfDsaDcT2eSpTrOEFTaFWvDbDCVvgyuPYaAMDF6F2E0WGtx+fftNbev4ytFtRHJp1gTq2VLTwVB6mlqnl42h+eUrDAyuBIaBMjAwYIkvzJ+sf5B0KY/f6sCsmNhA09UelsGrHMNAGRgYAOC0WHFaFk+5ewMDI0jCwMDAwGBRYhgoAwMDA4NFiWGgDAwMDAwWJYaBMjAwMDBYlBgGysDAwMBgUWIYKAMDAwODRYlhoAwMDAwMFiWGgTIwMDAwWJQYBsrAwMDAYFFiGCgDAwMDg0WJYaAMDAwMDBYlQkp5tcdwzSKEGPT5fA3r1q272kMxMDAwuGZ55plnPiel/OjcdsNAXQRCiN1ANXD8ao/lNNxe/v3MVR3F4sO4Lwtj3Jf5GPdkYS71fdljGKhXGUIICSClFGfr+2rCuC8LY9yX+Rj3ZGGu1H0x1qAMDAwMDBYlhoEyMDAwMFiUGC4+AwMDA4NFiTGDMjAwMDBYlBgGysDAwMBgUWIYKAMDAwODRYlhoAwMDAwMFiWGgboOEUL0CiHkaX5CC/SvF0J8XQgxIYTICCF2CiHeejXGfrkQQjQIIf5QCPGMEGJECJESQhwUQvydEKJqgf7vOcM9/PzVuIbLgRBCEUJ8TAhxRAiRFUIMCCH+QQjhutpju9wIIZYKIf5cCPFi+bufEELsEUL88dzrF0L82Rm+D5+8WtdwuTjDtSYX6NslhPihECJa/nf1nBDirksxDvOlOInBouQI8P9foD0xe0MIEQSeB8LAZ4FB4BHgO0KI90kpv3q5B3qFeB3wZ8BPgb9Duw83Ah8F3iaEuFFKObrAcX8FHJ7TdvTyDfOK84/AR4AfAP8ALC9vrxdC3COlVK/m4C4z7wM+DPwY+CZQAO4E/hL4NSHEZillZs4xHwMm57S9crkHepV4DvjinLbC7A0hRAewDSgCfwvEgPcDvxBCPCClfPKiRiClNH6usx+gF3j6HPv+LSCB181qMwEvAVOA+2pfzyW6JyuB2gXaf6t8/X8/p/095fY7rvbYL/M9UYHvz2n/vfK1P3K1x3iZr/8GwLdA+1+Wr/93Z7X9Wbmt9WqP+wrdGwl87Rz6fQcoAetmtbmBPrQXOXEx4zBcfNcxQgizEMJ7lm6PACeklD+ZaZBSloB/AYLAg5dxiFcMKeVBufAM6dvl36tOd6wQwiOEsF6ekV1V3g4I4J/mtP87kAbeeaUHdCWRUu6UUsYW2HXG74QQwiuEeFV4n4QQViGE+zT7XMDr0V6G98y0SymTwJeApcCmi/l8w0Bdv9yE9pCJCSGmhRCPCiHqZ3cQQtQBDcCLCxw/03ZRX7BrgMby77HT7P8xEAeyQoi9Qojr6aG9CW0G9dLsRillFtjD9f+3Px1n+k7sQ3NjZYUQ24QQD1y5YV1xHkZ7hiSEEONCiH8RQvhm7V8D2IDtCxx7SZ4fr4q3gFchB9HeYI6g/Y3vQHNl3V1eaxku95sxWEMLnGOmreEyjnMx8Jny70fntKeBbwFPAeNAG9p6xX8IITqklJ/h2qcemJRS5hbYNwTcLISwSinzV3hcVw0hhAn4U7Q1lW/N2jWNth6zDYgCXWjrlz8tr9V+7YoO9PLzEvBdtEoNXjRPyu8Ctwshbi7Pki7788MwUIsUIYQf7R/AufLPUsoIgJTyoTn7/ksI8SzaQvBn0BYxAZzl3ws9oLJz+iwKLua+LHCuTwBvBb4opXxq9j4p5XfQ/Ouz+/8bsBP430KIR6WUvecxjsWIk4X/9lD593/VGCg0d+dm4I+klHowjJTyn+Z2FEJ8BTgA/KMQ4nvlh/Z1gZTypjlNXxdC7EMLvPpf5d+X//lxtRfjjJ/TLj62oi1UnutP5zmcswcYnrW9sXzs3yzQ11ne962rfS8ux31Bm1GqwP8AlvP4/HeXz/uBq30vLsG93A+MnWbfd8rXab3a47yC9+Mvytf8b+dxzKfLx9x3tcd/Be6PBc0YbStvv6V87R9coO+K8r6/upjPNGZQixSpvZ1f6lorvcAts7ZnXH0LTcNn2haavl81LsV9EUK8D81d8zjwFill4SyHzKa3/HtePtk1yDCwQghhk/PdfA1o7r9XxexJCPFnwP8Gvgr8znkc2lv+fT18H86IlLIghBjm1LVe9ueHESTx6qKTWQu/UsoRtC/Q5gX6zrTtvALjumIIId6LFqX2JPDGBR7MZ2NJ+ffpgiquJV5GewbcOLtRCGEH1nGd/e1PhxDi02gzoa8DvyXLU4Bz5Hr6PpyR8veikVPXuh9tRrVlge6X5PlhGKjrjHLi7ULtH0b7cv1kzq7/BDqEEK+b1deElgszDfzs8oz0yiOEeA9a8MivgDdILVrtdH0XUpfwAZ9CW5P5xWUa5pXk22humI/OaX8/mov3m1d6QFcaIcSfouU4/QfwXrlAYnI5XcO3QHsT8EG0fMFtl3moV4yFvvtl/gItbuEnoIeT/wS4QwixdtbxbjQXejdzIkTPeyzn97JgsNgRQnwU+E3g52juh5kovjcCJ4AtUsqJWf2r0DLhq9CUJIbQ8mPuQHub/PKVGvvlRAjxejS1hDjw+8BchYCklPKHs/oPA8+gvSWOo619vQ+oAz4hpfzs5R/15UcI8S9o0Vk/QHsZmVGSeAG4a6EH9vVC+aXt80A/8Cdoa5KzGZNSPlEOzOkBfoimKjITxfdbaEmpb5dSfvcKDfuyI4T4R7QZ0K/Q7o0bLYrvTmAHcKcsK2wIITrRjFABTZUkjvaCsxp4SEp5cS9yV3vhzfi5tD9oa0w/Ln+xMmjRNIeBvwb8pzmmAe0NcrLcfxfwtqt9LZf4vvwZZw6m6J3T/x/QDPdU+R/fJNoD/DVX+1ou8X0xAZ9Ay/rPob2gfJbrREHkLNf+tbN8J54u97Ohzbz3oxmnAjACfA+48Wpfx2W4L29A8xAMlZ8HKbS8uD8C7Av0Xw78CM3jkkaTTrvnUozFmEEZGBgYGCxKjDUoAwMDA4NFiWGgDAwMDAwWJYaBMjAwMDBYlBgGysDAwMBgUWIYKAMDAwODRYlhoAwMDAwMFiWGgTIwMDAwWJQYBsrAwMDAYFFiqJkbGFwAQog3ogmqzrBHzpJKOs0xPjQZqtcCK4EAWqZ+BE2p4iiaiscuKeWvFji+F2iZ0/wBKeW/L9D3z9AEUGd4Rkp5x5w+TwO3n2nMc/iYXKAu0pkoX/MdaIK0N6FVWPXO7iOlvNSq/QbXCYaBMjC4MN6IVhtqhkfRtNoWRAhxA5ocTP2cXRbAg2Z4NgKPoEkO2c9xHH8ihPi6PH9V9ivFm9BKWBgYnDeGi8/A4DJTnkX8lPnG6VLQBHzgMpzXwOCqY8ygDAwuP+8FwrO208BngKfRxEddwFK0ujqvQyuLcj78kRDiS7KsMH0R7AB+/Qz7IxdwTgmcRFO83lFu+8cLOI/BqxDDQBkYnAdCiK9R6dqb4d1CiIr2WWsrN8/p+9dSyr+d07YHrcz6x4QQt57nsGrRSmb83XkeN5es1CoWX0q+LqV8dGZDCHHHJT6/wXWM4eIzMLj8+Odse87UWUr5/Dmed/a60+8LIc543quBNMolGFwEhoEyMLj8zC0H/gkhxHeFEO8UQnRcxHm/iOZCAwgxvzKugcE1jWGgDAzOj08CbcD357R/v9w++2eGH8/pqwAPoxWJPC6EiAghfiKE+KAQInAeY9mFVgl3hk+c5/FzuV0IIU/3cxHnNTC4IAwDZWBwHkgpJ8vrNMk5u5JSyt7ZP7P2fR/4yRlOG0DLjfp/QK8Q4rfPY0h/yqlS5T606rgGBtcFhoEyMLjMSClV4M1oibOxs3T3Av8qhHjkHM99EPivWU3/SwgRuqCBGhgsMgwDZWBwBZBSFqWUf46WC/Vm4J+BnUDxNIf86Xmc/s+AUvn/3cAfXOAwdzDfTbmQy9LA4IpghJkbGFxBpJRptHWjHwAIIVxo7r1/ABpmde0SQviklGebcSGl7BZCfB0t3wrgQ2jrW+fL5QgzNzC4YIwZlIHBVURKmZJSfhv4/QV2O8/jVJ8B8uX/d7BwrpaBwTWFYaAMDC6Mwpxtx+k6CiH+QAjxISHEmQyOa852CZg618FIKfuAL89qsp3rsQYGixXDxWdgcGFMzNm+SwhxD5qsj4oW1TdZ3tcK/DbwN0KIH6FJHO1Hkw7yArcCfz7nfDuklHnOj79Ec/Odq9DsXOxCiNYz7E9LKcfP54RCCDua0sUMtQv0qfhMw81oMINhoAwMLowX52yHgCdmbX8TeOecPm7gHeWfs/HX5zsgKeWwEOILwMfO99gyNwE9Z9j/IzQV9/NhMzCvdMgc5n6mUX7DADBcfAYGF8pjaLOgcyF6HuctAJ+QUp4pb+pM/B8gdYHHGhgsKgwDZWBwAUgpC8CdwOfR3HqndcdJKf8Q6AQ+jDaz2oVWoDCPFmYeQQvx/jtgtZTysxcxrgm0EHYDg2seYWg5GhgYGBgsRowZlIGBgYHBosQwUAYGBgYGixLDQBkYGBgYLEoMA2VgYGBgsCgxDJSBgYGBwaLEMFAGBgYGBosSw0AZGBgYGCxKDANlYGBgYLAoMQyUgYGBgcGixDBQBgYGBgaLkv8Pbke6FvpN3NQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "fig, ax = plt.subplots(figsize=(6,6))\n", "\n", "ax=sns.scatterplot(x='TC1',y='TC2',data=tsne_result, hue='Cluster',s=22,palette=sns.color_palette(\"Set2\", 6),linewidth=0.2,alpha=1)\n", " \n", "\n", "plt.xlabel ('tSNE 1',fontsize=24,fontweight='bold')\n", "\n", "plt.ylabel ('tSNE 2',fontsize=24,fontweight='bold')\n", "\n", "plt.tick_params ('both',width=2,labelsize=18)\n", "\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "\n", "handles, labels = ax.get_legend_handles_labels()\n", "\n", "ax.legend(handles=handles[1:], labels=labels[1:])\n", "\n", "plt.legend(loc='best',frameon=False,prop={'size': 16},ncol=2)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Radar chart of Beyond Lipinski's Rule of Five (bRo5)\n", "\n", "### This plot can provide information about a compound's ability to be administered orally." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "data=pd.DataFrame() # I'll create a new table containing the normalized bRo5 values of our compounds\n", "\n", "data['MolWt']=[i/500 for i in table['MolWt']]\n", "data['LogP']=[i/5 for i in table['LogP']]\n", "data['HBA']=[i/10 for i in table['NumHAcceptors']]\n", "data['HBD']=[i/5 for i in table['NumHDonors']]\n", "data['RotB']=[i/10 for i in table['NumRotatableBonds']]\n", "data['TPSA']=[i/140 for i in table['TPSA']]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "categories=list(data.columns) # This will set up the parameters for the angles of the radar plot. \n", "N = len(categories)\n", "values=data[categories].values[0]\n", "values=np.append(values,values[:1])\n", "angles = [n / float(N) * 2 * pi for n in range(N)]\n", "angles += angles[:1]\n", "\n", "Ro5_up=[1,1,1,1,1,1,1] #The upper limit for bRo5\n", "Ro5_low=[0.5,0.1,0,0.25,0.1,0.5,0.5] #The lower limit for bRo5" ] }, { "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": [ "fig=plt.figure(figsize=(6,6))\n", "\n", "ax = fig.add_axes([1, 1, 1, 1],projection='polar')\n", "\n", "plt.xticks(angles[:-1], categories,color='k',size=20,ha='center',va='top',fontweight='book')\n", "\n", "plt.tick_params(axis='y',width=4,labelsize=12, grid_alpha=0.05)\n", "\n", "ax.set_rlabel_position(0)\n", "\n", "ax.plot(angles, Ro5_up, linewidth=2, linestyle='-',color='red')\n", "ax.plot(angles, Ro5_low, linewidth=2, linestyle='-',color='red')\n", "\n", "#ax.fill(angles, Ro5_up, 'red', alpha=0.2)\n", "ax.fill(angles, Ro5_low, 'orangered', alpha=0.2)\n", "\n", "for i in data.index[:250]: #I'll just show the profile for the first 250 molecules in the table for clarity of the plot\n", " values=data[categories].values[i]\n", " values=np.append(values,values[:1])\n", " ax.plot(angles, values, linewidth=0.7 ,color='steelblue',alpha=0.5)\n", " #ax.fill(angles, values, 'C2', alpha=0.025)\n", "\n", "ax.grid(axis='y',linewidth=1.5,linestyle='dotted',alpha=0.8)\n", "ax.grid(axis='x',linewidth=2,linestyle='-',alpha=1)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remarks\n", "\n", "I hope this workflow is useful to you. Please do not be hesitant to thoroughly examine the foundation and methods when you're implementing any of this analysis.\n", "\n", "### ***Have a great time!!!***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. disqus::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 4 }