{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploring the chemical space by Principal Component Analysis (PCA) and clustering\n", "\n", "In this chem-workflow, I will show you how to analyze compound databases in order to identify shared descriptors (physicochemical properties) among them.\n", "\n", "A server to perform this analysis (or a similar one) is Platform for Unified Molecular Analysis (PUMA).\n", "\n", "For this purpose, I will use a fraction of the REAL Compound Library of Enamine. You can find another example using the same database [here](https://chem-workflows.com/articles/2019/06/28/similarity-analysis-of-compound-databases/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing the libraries we will use" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import gridspec\n", "\n", "from rdkit import Chem, DataStructs\n", "from rdkit.Chem import Descriptors,Crippen\n", "\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "import matplotlib.cm as cm\n", "from sklearn.metrics import silhouette_samples, silhouette_score\n", "from sklearn.cluster import KMeans" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the molecules\n", "\n", "The library contains more than 8 000 000 SMILES codes (size 542.8 M). But we can read the .smiles file as a text file to keep the fist 100 molecules in a pandas table." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# The result of this code will be:\n", "table=pd.DataFrame()\n", "with open('Enamine_REAL_diversity.smiles','r') as file:\n", " for index,line in enumerate(file):\n", " if 0\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SMILESId
1CC(C)C(C)(C)SCC=CBrPV-002312932038
2CC1CC2(NC(C3CC3C)=NO2)C(C)O1Z3092470692
3BrC=CCN1CC2COC(C2)C1Z3310927277
4CC(C)CC(C)C(C)NCC1(C)CSC1Z3362561558
5CC(C)(C)CS(=O)CC=CClZ2904173473
6CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@...Z3092410916
7BrC=CCNC1CCCC=C1BrZ3322438014
8CC(C)C1CC(NCCC2SCCS2)CN1Z3350500536
9FCC(CF)NCC1(C(F)F)CC1PV-002106209714
10CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=OZ2790107381
\n", "" ], "text/plain": [ " SMILES Id\n", "1 CC(C)C(C)(C)SCC=CBr PV-002312932038\n", "2 CC1CC2(NC(C3CC3C)=NO2)C(C)O1 Z3092470692\n", "3 BrC=CCN1CC2COC(C2)C1 Z3310927277\n", "4 CC(C)CC(C)C(C)NCC1(C)CSC1 Z3362561558\n", "5 CC(C)(C)CS(=O)CC=CCl Z2904173473\n", "6 CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@... Z3092410916\n", "7 BrC=CCNC1CCCC=C1Br Z3322438014\n", "8 CC(C)C1CC(NCCC2SCCS2)CN1 Z3350500536\n", "9 FCC(CF)NCC1(C(F)F)CC1 PV-002106209714\n", "10 CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=O Z2790107381" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Molecular descriptors calculation\n", "\n", "We can use RDKIT to calculate several molecular descriptors (2D and 3D). However, for this example, we will focus on the descriptors measured in the publication: Platform for Unified Molecular Analysis PUMA [10.1021/acs.jcim.7b00253](https://pubs.acs.org/doi/10.1021/acs.jcim.7b00253).\n", "\n", "Moreover, a list of all descriptor that can be calculated using RDKIT can be found [here](https://www.rdkit.org/docs/GettingStartedInPython.html)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# We will calculate the descriptors and add them to our table\n", "for i in table.index:\n", " mol=Chem.MolFromSmiles(table.loc[i,'SMILES'])\n", " table.loc[i,'MolWt']=Descriptors.ExactMolWt (mol)\n", " table.loc[i,'TPSA']=Chem.rdMolDescriptors.CalcTPSA(mol) #Topological Polar Surface Area\n", " table.loc[i,'nRotB']=Descriptors.NumRotatableBonds (mol) #Number of rotable bonds\n", " table.loc[i,'HBD']=Descriptors.NumHDonors(mol) #Number of H bond donors\n", " table.loc[i,'HBA']=Descriptors.NumHAcceptors(mol) #Number of H bond acceptors\n", " table.loc[i,'LogP']=Descriptors.MolLogP(mol) #LogP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, we will get a table with all descriptors for each molecule (SMILES code)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SMILESIdMolWtTPSAnRotBHBDHBALogP
1CC(C)C(C)(C)SCC=CBrPV-002312932038236.0234340.004.00.01.04.0628
2CC1CC2(NC(C3CC3C)=NO2)C(C)O1Z3092470692210.13682842.851.01.04.01.4693
3BrC=CCN1CC2COC(C2)C1Z3310927277231.02587612.472.00.02.01.6157
4CC(C)CC(C)C(C)NCC1(C)CSC1Z3362561558229.18642112.036.01.02.03.3998
5CC(C)(C)CS(=O)CC=CClZ2904173473194.05321417.073.00.01.02.5337
6CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@...Z3092410916236.15247842.850.01.04.01.7169
7BrC=CCNC1CCCC=C1BrZ3322438014292.94147412.033.01.01.03.3159
8CC(C)C1CC(NCCC2SCCS2)CN1Z3350500536260.13809124.065.02.04.02.1587
9FCC(CF)NCC1(C(F)F)CC1PV-002106209714199.09841212.036.01.01.01.9289
10CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=OZ2790107381248.03843232.672.00.02.01.7386
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" ], "text/plain": [ " SMILES Id \\\n", "1 CC(C)C(C)(C)SCC=CBr PV-002312932038 \n", "2 CC1CC2(NC(C3CC3C)=NO2)C(C)O1 Z3092470692 \n", "3 BrC=CCN1CC2COC(C2)C1 Z3310927277 \n", "4 CC(C)CC(C)C(C)NCC1(C)CSC1 Z3362561558 \n", "5 CC(C)(C)CS(=O)CC=CCl Z2904173473 \n", "6 CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@... Z3092410916 \n", "7 BrC=CCNC1CCCC=C1Br Z3322438014 \n", "8 CC(C)C1CC(NCCC2SCCS2)CN1 Z3350500536 \n", "9 FCC(CF)NCC1(C(F)F)CC1 PV-002106209714 \n", "10 CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=O Z2790107381 \n", "\n", " MolWt TPSA nRotB HBD HBA LogP \n", "1 236.023434 0.00 4.0 0.0 1.0 4.0628 \n", "2 210.136828 42.85 1.0 1.0 4.0 1.4693 \n", "3 231.025876 12.47 2.0 0.0 2.0 1.6157 \n", "4 229.186421 12.03 6.0 1.0 2.0 3.3998 \n", "5 194.053214 17.07 3.0 0.0 1.0 2.5337 \n", "6 236.152478 42.85 0.0 1.0 4.0 1.7169 \n", "7 292.941474 12.03 3.0 1.0 1.0 3.3159 \n", "8 260.138091 24.06 5.0 2.0 4.0 2.1587 \n", "9 199.098412 12.03 6.0 1.0 1.0 1.9289 \n", "10 248.038432 32.67 2.0 0.0 2.0 1.7386 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal Component Analysis of calculated molecular descriptors (PCA)\n", "\n", "I won´t discuss the basis of PCA due to this site is focused on workflows. However, PCA analysis for different application has been discussed plenty. As a quick reference, you can visit the PCA explanation at [Wikipedia](https://en.wikipedia.org/wiki/Principal_component_analysis).\n", "\n", "For our analysis, we need to select the values of the table that we will use for PCA. Meaning, the descriptors we calculated." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "descriptors = table.loc[:, ['MolWt', 'TPSA', 'nRotB', 'HBD','HBA', 'LogP']].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A very important step is performing a standardization of the scales of the descriptors. Scales differences in PCA modify the variance distribution during PCA. More info about this topic can be found [here](https://scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "descriptors_std = StandardScaler().fit_transform(descriptors)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are ready to calculate the PCA" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "descriptors_2d = pca.fit_transform(descriptors_std)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let´s add the PCA data to a new table" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6
1-2.463784-0.936078-0.2740300.558761-0.0634310.131835
2-0.0752001.908703-0.5349520.042434-0.559363-0.252494
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4-1.526756-0.3360391.0945360.286876-0.170061-0.175008
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" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6\n", "1 -2.463784 -0.936078 -0.274030 0.558761 -0.063431 0.131835\n", "2 -0.075200 1.908703 -0.534952 0.042434 -0.559363 -0.252494\n", "3 -1.477081 0.865532 -1.070530 -0.451302 0.453224 -0.201938\n", "4 -1.526756 -0.336039 1.094536 0.286876 -0.170061 -0.175008\n", "5 -2.147808 0.475692 -0.564722 -0.344079 -0.139551 0.425832\n", "6 0.066967 1.802380 -0.849193 0.543555 -0.370788 -0.232141\n", "7 -1.384515 -0.041261 0.202822 1.299544 0.823427 0.123817\n", "8 0.083638 0.888434 1.430529 0.522356 0.088537 -0.931776\n", "9 -1.817628 0.741035 1.132660 -0.646553 0.332754 -0.019503\n", "10 -0.899886 0.776893 -1.091563 -0.339891 0.401541 0.382843" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "descriptors_pca= pd.DataFrame(descriptors_2d)\n", "descriptors_pca.index = table.index\n", "descriptors_pca.columns = ['PC{}'.format(i+1) for i in descriptors_pca.columns]\n", "descriptors_pca.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check the explained variance to see the variance explained by each component from PCA" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.42278681 0.30201227 0.14303101 0.08478587 0.03041105 0.01697299]\n", "1.0\n" ] } ], "source": [ "print(pca.explained_variance_ratio_) \n", "print(sum(pca.explained_variance_ratio_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And also, we can plot such data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "plt.figure(figsize=(8,6))\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "var=np.cumsum(np.round(pca.explained_variance_ratio_, decimals=3)*100)\n", "plt.plot([i+1 for i in range(len(var))],var,'k-',linewidth=2)\n", "plt.xticks([i+1 for i in range(len(var))])\n", "plt.ylabel('% Variance Explained',fontsize=16,fontweight='bold')\n", "plt.xlabel('Pincipal Component (PC)',fontsize=16,fontweight='bold')\n", "ax.spines['top'].set_visible(False)\n", "ax.spines['right'].set_visible(False)\n", "plt.tight_layout()\n", "plt.tick_params ('both',width=2,labelsize=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the PC1 and PC2 explain 72.4 % of the variability. So we can plot PC1 vs PC2 to see the distribution of our compounds." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(111)\n", "\n", "ax.plot(descriptors_pca['PC1'],descriptors_pca['PC2'],'o',color='k')\n", "ax.set_title ('Principal Component Analysis',fontsize=16,fontweight='bold',family='sans-serif')\n", "ax.set_xlabel ('PC1',fontsize=14,fontweight='bold')\n", "ax.set_ylabel ('PC2',fontsize=14,fontweight='bold')\n", "\n", "plt.tick_params ('both',width=2,labelsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, this plot is simple and we cannot identify compound clusters easily. For such purpose, we can perform clustering analysis using the PCA values to identify compound groups by mathematical approaches. Moreover, PC1 vs PC2 (or any other combination) won´t give us information about which feature (descriptor) is more important to explain the variance of our values.\n", "\n", "For this example, we will identify the most important feature (descriptor), and we identify compound clusters by the k-means clustering algorithm. For more info about k-means, you can look at [skit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-means clustering and main features identification\n", "\n", "The first step for this analysis is to re-scale our PCA values from -1 to 1. This because we want to analyze our data inside of the covariance cycle of the features (descriptors). Fur such purpose we type:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# This normalization will be performed just for PC1 and PC2, but can be done for all the components.\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": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6PC1_normalizedPC2_normalized
1-2.463784-0.936078-0.2740300.558761-0.0634310.131835-0.395072-0.139342
2-0.0752001.908703-0.5349520.042434-0.559363-0.252494-0.0120580.284125
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4-1.526756-0.3360391.0945360.286876-0.170061-0.175008-0.244818-0.050022
5-2.1478080.475692-0.564722-0.344079-0.1395510.425832-0.3444050.070810
60.0669671.802380-0.8491930.543555-0.370788-0.2321410.0107380.268298
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80.0836380.8884341.4305290.5223560.088537-0.9317760.0134120.132250
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" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 \\\n", "1 -2.463784 -0.936078 -0.274030 0.558761 -0.063431 0.131835 \n", "2 -0.075200 1.908703 -0.534952 0.042434 -0.559363 -0.252494 \n", "3 -1.477081 0.865532 -1.070530 -0.451302 0.453224 -0.201938 \n", "4 -1.526756 -0.336039 1.094536 0.286876 -0.170061 -0.175008 \n", "5 -2.147808 0.475692 -0.564722 -0.344079 -0.139551 0.425832 \n", "6 0.066967 1.802380 -0.849193 0.543555 -0.370788 -0.232141 \n", "7 -1.384515 -0.041261 0.202822 1.299544 0.823427 0.123817 \n", "8 0.083638 0.888434 1.430529 0.522356 0.088537 -0.931776 \n", "9 -1.817628 0.741035 1.132660 -0.646553 0.332754 -0.019503 \n", "10 -0.899886 0.776893 -1.091563 -0.339891 0.401541 0.382843 \n", "\n", " PC1_normalized PC2_normalized \n", "1 -0.395072 -0.139342 \n", "2 -0.012058 0.284125 \n", "3 -0.236852 0.128841 \n", "4 -0.244818 -0.050022 \n", "5 -0.344405 0.070810 \n", "6 0.010738 0.268298 \n", "7 -0.222009 -0.006142 \n", "8 0.013412 0.132250 \n", "9 -0.291460 0.110309 \n", "10 -0.144298 0.115646 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "descriptors_pca.head(10)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "ax = fig.add_subplot(111)\n", "\n", "ax.plot(descriptors_pca['PC1_normalized'],descriptors_pca['PC2_normalized'],'o',color='k')\n", "ax.set_title ('Principal Component Analysis',fontsize=16,fontweight='bold',family='sans-serif')\n", "ax.set_xlabel ('PC1',fontsize=14,fontweight='bold')\n", "ax.set_ylabel ('PC2',fontsize=14,fontweight='bold')\n", "\n", "plt.tick_params ('both',width=2,labelsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the distribution of the points is the same as before, however, the scale now is from -1 to 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### k-means clustering\n", "\n", "K-means clustering is an algorithm in which the user must define the number of clusters. However, in order to mathematically select a number of clusters for a group of points based on distribution, different algorithms can be applied. For instance, we will use the silhouette-based algorithm to identify the best number of clusters for our distribution. More info about silhouette algorithm can be found [here](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html) and [here](https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For n_clusters = 2 The average silhouette_score is : 0.4084228227138712\n", "For n_clusters = 3 The average silhouette_score is : 0.45489833249431\n", "For n_clusters = 4 The average silhouette_score is : 0.4241945808059022\n", "For n_clusters = 5 The average silhouette_score is : 0.4131292685513735\n", "For n_clusters = 6 The average silhouette_score is : 0.39907782063536723\n", "For n_clusters = 7 The average silhouette_score is : 0.3523945319600729\n", "For n_clusters = 8 The average silhouette_score is : 0.3906505698840795\n", "For n_clusters = 9 The average silhouette_score is : 0.4003463850492715\n", "For n_clusters = 10 The average silhouette_score is : 0.384264972688578\n" ] }, { "data": { "image/png": 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\n", 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uUNURwLnUUnEQkUHucXSmqk7ANUa7cY3nsQluC5bjadGeSBEpEJF+SaKL1r8B3n/H2DhEpD2wP25Y8TuqOpLK3opo+WmI+lVXVlCpNJ4ljjzg1BTujc6DBPcSwH9RR+99p4a9w3shzrzTh6p6pap+E5jgL/XEpXet24RacLKItPUf+Wd6t2LcPLN4ROuF4hY6RfP0OFye/jHBfcGX8zlQMdISW66jH0DgFl+Nwi0MiyVRuRuCU7oALlLVQ6i00JAKC/wx2ub9D7dwKQRc7N1eJjkVsolI7PsonUTNoPQTkW9FHUUk2Yd5sOMk2js7IdaTN6mxSVWvU9VTqXxH5gFRc2bRdImWtyi1LVPRuFNpp+LRHlfXkv16J4m3t4h8W0SCHWrBNqb6vK9uvJXKicSFuOGrz6kct70n4G+Bd1sQcKvt2HhX3Fd2dPjkAyrH/D+lcmHDNwL3furlKw+49fP+vh1w+wr3ZbUeN6QZlDc6n6Mc1xD/3rt3CsS/BTfOHZ2bNSsQ9ue4HoPoIoXpSdL1tUBcH+KGiqP3JUzDeGkNnBDzfMupnCdSkdYknmfRATdvI+r/VzHX1+Iqz8c+7aJp8VqifMU1XCW4l2F0xaPiFpZIknRZ7f3NDrjFW9gQDS/uwobqyrVWnV+hAbefB57lVfzE0oBczwf8dg5cz4vNK5zSGZ08HfFyLw+k9Vjci3aNPy/1z7k14Ge2D6tfIPwLE6UXlfOe1uN6/9YF7ks26Tm4gGALri7tJvnChlsC97zpy0l50B+Vc4m2+jCDE+d/UR/1iwQr0hOVCeK3VfH8BRc2rMKVtaJYfwnSs6YLGxK2hwnCfwLXO7QKV7+iE9R34epzrduEBHkdL800EOcmqi5suD1J+94ZN3k8Wubfw7Xf0cUD/ZI89/OB8D7G9bBE74uWuf2pnHe6A1engpP/o2VaAvlSiCvDP8J1FkQXS+z28m0khXzx4X434DeMaxu6BdwUOKOasnd6wO9qXJ3oT4rtQAK5xsbmf6rlLeA33sKGlUAkSX5nUqk37MIpR3vi+LsZ105+gSvT0TwLU7no8bKY/F+ImzeXUpkiTjlOtZ1qiB+ud1hx7cp7gWeIlt2+1YWRyo4N1+Pmw23GadHdfeLcgltVV++o6z07HDcpdDvuy2gzrmE8Ut3cFFT1n16+9bguz4/8eWx4z+CG8v6D+0Ibisvc56j6NX89rlCU4oaLD/T3b8EVnjW4Cn4YLh0AfuivvYtTPvfD9WTdT3Lt/0JcYS7GTaKeRi0N26rqv6hcLp2LS4f/q8H92/Fzdzx/iPHyO1xD2AnXxbsZN4H83CTBPoP7OsrHpWMhrhydpL701kC+YtzX9n24tB2MK/TPAIer6tqahFdNXDfh5haB64H8Z7yuf+/3K3VznRKFVYJrOO/ENXyDgC44Ze5m4AOfFmfhep3KcT1mE6k6t6kmvI37GCnBlfN87zbJl5NEXAZc6v22xb0wllN1LlAst+KUie24l8uTwNMxfrbgzCBs8H764hr9X+J6IxuqftUH1+PmP+7wcj2Hqwuw99BuLD8AfoobxuyDU+hfBr6hqn+vB9n+hptTlY2rX2U4sz8nqer2urYJNeS3OHM/Bbgh2PuJ0w5HUTeH63Bce74JV07b4+rAz6icZhCPybgyths3/+l+/Py4QPgfARfhlMosnKJ2Xhw5FNcztgKXRqNxL81tuJ6+Zbjes1Iqh0FT4eXA/3dVdZeqfkllXVLcB2Iy5uHmMG7B1ZnDcPUyrfi6ejjwIK6+9sPl3fwk94RxHSlv49q3jvgRlRhe8eEIbgpOJs5qwFk+T8HVvz/i6uRgXLpk1LFMQQrtVAPxJa5d2YRTJLvjFLnHgcNU9fMk9wKVKzWNVo6IXIGbF7ZY3dCLYbRqRKQbUKyqO/x5Lu6lMBxnQ3FMOuVLN4HdBGaoWwBnGEYjk9LCBqPlIiJn4r5ST/JOv0qjOIbRlDgCN29xMa4neRTuSzmMM2lgGC0KETkFN6UkHn/zIxVGEyKV4VQjgN/T7okGjuNoEfk4cL5aRI5voPgPwpkL2YObWP98PYZda8Ttp1lvw6QicqSIfOrNLZxR/R21iqMin5oSIjJRYvZ7TRcicqGI/K96n02C6Hyzg3ALjzJw83BeUtV/N2TEIvIzEWnQrZjE7UN5s/9fpc2pxzjSUvZqWt+lch/VBu3YEJEFIjK5ep9powuJJ+ifneS+ChorLQ2HKXEx+Eof/UVEZE/gfGJjyKCq/1XVIY0U13RVFVXtkuwrK9jgB9yahNIST7Y4zMStPMrT+PuhNkScTQJVfVJVv5FuOeoT/5IYWL3PGodbUf9xc3hG4+adFeOMOz9N9fbt6oyq3qKqjfayr02b49sNiQ6lxnt5p7HsJa3vTaXtqg0N+SGkqrMD+Vrxw82TfqG6+2tKfX+st0ZMiYvBV/o8Vc3DTTA8LeD2ZLrlM2pNX+LbD6qW5vxF2ZxlbyiSpYnV/xZDret7S8fahJaFKXG1I0tEHhORQhH5UEQqdgwQkZ4i8kcR2Swiq0TkskSBiMjJIrLMh7NORK707tV9nSSLf6jvst/ur50euFalKz/2i05E9heRf4mzUv5x1A6QiEzBrZi8yvdSvCAij+Osor/g3a7yfg8Xkdd9/O+KyNgkz79aRK71abBNRH4vIjkJ/MZ9rniyxbl3JW61ZVTWbJ9Pc/2zrhCRiwP+p4vI8yLyhIjsxK0kDoaXLM4RIvKeiOwQkWeCzyMip4rIO/4ZXhdnFynesz4gInfEuP1V3OITROQacbtgFPq0mxDwd6GIvCYid4nIVmB6nHweIyKLvYyLRWRM4FqVHgoJDN+LSI5Pky3+GRaLm/wf7xn6iMiffD3YIiL3xvGzV89NsIyKyEARecXL+ZWIPOPdoyv73vXp/+3q0tc/19Ui8h5QJCKZ/nydT8ePRWRcvGeJQ53rv68nGyWwc4OITPDypZzuyfLLnz/n49khIq+KMwQdT56KNkec3argiESJiCzw104RZ81+p4isEZHpgWCi+bLd33dEDcveAhG5yZffQhH5p4h0TpQJInKxuLq7VVxd7und96rvMffFbbs8E8XtgPGViFwXuCcklfVui4g8K84uYiLZxvuyuNPfc2IcP7F5VaU++LT7zKfFKnFD00Nxm88f4WXf7v1mi8gdXvYvxbUhuf7aWBFZ68v7RtwqzOrqy8EistTH/QyVu5fEe9YMH/dXIvIZbo/X4PXvi8hyH9ZnIvID794Otxd1z0BZ6ykio0XkDS/XBhG5V0Sy4kRtAA1i+6Sl/HBmIY6PcZuOG1qJzpG5FVjor4Vwc2huwC1t74/byuObCcLfgN+PFGfCYKT/PxZYG0+OauJvg1su/zMf/9dxE7Kje5wuILCPG045+Z//3w63ZPz7uAUvI3HDRtE9P2cDNydLH6AXbqn2yT4tTvDncfee8/d/gDPB0BFnO+/m2DRI4bn2kq26vMQtZ5+Fa5xG4Ex6jAukcRluR4YQkBsnvETpsQhncLUjzkRHdD/gkbhl5If5fPue958dJ+xjCNjT82VjD9DTn5/j4wjhlu4XUblf4IW4ifc/8vmYG5PPHXE2Cb/rr5/nzzslSKfpuC16wJnNeAFn6iC632D7OPJn4EyC3IUrVzn4TaRjZOmHM7eQGbh3Ab6M4sxWXOefsyIMf02BgYHzpOnr/7+DK2u5OLNFawJp2g+/n2gj1v+VBGz34UwNXFOTdE+WX/78IpyZmWzcVnTvxCvDxLQ5AT/tceX4BwF/B/pnPQhnIuGMJPkZzO/qyt4CnyaDfR4tIMFeoLg24Cuf79k4O4evJsu7atqDqOwP+7i/hjfT469Pw5mf6u3jexBngDpe2KNxJjBO8OnUi0o7ZwuoLN+xeVWRfrh6s5PKNq4HlW1xRZoG7r0bZ3S8o8/vF3CG7KN5FsaZy8j2z5ewvuDK7ue46QNtcHPhykjQxgKX4EzYRNvxl4PlAKfUDcCZDjkWZx4m7rvOux2CMxeS6dNkOc5Yetp1gqb4s5642vE/VZ2vzur641RuIzUKp7DMVLen3We4RiGRPbUyYJiItFe3T2W8rZlqEv/hOMOSt/n4/4OzN7SXjaQ4nIozlvl7VQ17Wf5IipNZPd8B5nvZIupsVb2Fe+El4l5VXaOqW3E7JsSTtS7PtRci0ge3a8LVqlqsbv/MR3AvlyhvqOpf/HPE3X4rAb9V1fX+eV6gcqufi4EHVfVNVS1X1T/gXhLx9on8L64RPNqfn+3lWQ+gqs/5OCLqbCB+SqVFc4D1qnqPz8dY2U8BPlXVx/31p3ANcCp2sMpwtgIH+mdYopVbNQUZjVMyf6puT81iVa3NHJ4y3LBYzxTCSCV9f+vL2h6cTb5sXP1ro6qrVTXRDgOx1Ff9fwpfhsXt6HCyd4sl1XTfC1X9naoWqrNZOB34miSwexiLuB1w5uAMoz7ow1ugqu/7sveel/fYVMIjtbL3e1X9xOfRs1TWn1gmAr9Tt3dlCXAtrneqX4qyJGKGqu5R1XdxHyLRvP0BcJ2qrg2k5dkSf2hykpftXz6d1mmlnbOaEAEOEJFcVd2gqnGHh0VEcOX/clXdqs525S1ULXcR4EZVLfFpm6y+RPd3vVtVy9QtdltMYr7l/Ubb8VuDF1X1b6q6Uh2v4HYDOjpeQN7/ElVd6MvIapzCnGoZa3WYElc7gvuu7QZyfGXui+sa3h794XqPEm0sfBau4f5c3LDREXWMvyewRqtuhfY57kuwOvoCh8XIPpFKo6up0Bc4JyaMo3BfkYkI7of3OfE3l67Lc8WjJxBt7BKFl2yfvmTE5k2e/98X+ElM2vQhzvOqquIm0EeV1PNxhnQBEJELAsMg23GGMYPDTslk70nlZuZRUk3Lx3F7Sj4tIutF5FciEm/f4T7A5+qMfNaFq3Bf74vEDVtelMRvKulbkS6qugLXuzIdt+H109HhuBSor/o/BzjTD/edCSzV+MY9U033Kvhhrtv8cN5OKrcfTDhEGcMvcL06FUPCInKYiLwsbrh4B64XJtXwUil7iepP0rDUGYDfQu3bhOri74vbPzyar8txHwLx8rYPibccSwlVLcL1sl8CbBCRv4nI/gm8d8H10i4JyPcP7x5lszqj6VGS1ZeewDrfDkVJZnS2J3u34xWIyEkislDcsPd23Dsv2TD5YBGZJ24awE6cQppqGWt1mBJXv6wBVqlqh8AvX1Xj9kSp6mJVHY+zRP8XYiyP14L1QB//BR1lX9zWS+CG3YJWv4MK2hrcXqdB2fNUNWrlPZ5V6Fi3NcDjMWG0U9XbksjcJ0bWeJuaV/dcNbVYvR7o6Hs/4oWXSpg1jXMNbvuWYNq09b0R8XgK96Uftdb+RwB//jBuJ4NOqtoBNyQd3EcwmWzrcQ14kJTKiP8qn6Gqw4AxuN7bCxI8674JeimCFPljovg2qurFqtoT1xMySxKvSE0lfauki6rOUdWjcOmhxN9fsybUtP4vw73wTsIp6nMS+EuW7snq9Pm4vaSPx+2m0M+7V7vRuYici/uIOFtVywKX5uCG7fqoagFuflY0vOrqRHVlryZUCcvPr+pUg7BqU39PisnbHFWNF98aKvcITUayvENVX1TVE6jcjejhBLJ/hZtuMTwgW4G6xTkkuCdZfdkA9PI9fFH2TfIcG9i7HQfcXD1c23UH0M23V9FdGeLJBW4Xjo+AQaraHvchVG2Zba2YEle/LAJ2+gmkuf5L+AARGRXrUUSyxE1ULfCN5E7cl11deBPXMFwlIm3ELSo4jcqtkN7Bffm39S/DSYF75wGDReS7/t42IjJK3ERacHNf+sfEF+v2BHCaiHzTP3uOuEm1CTcABqaK2wS4I66yPlOL54onW0JUdQ1uO5dbvYwH4dKiJqsPaxQnrgG+xPdkiIi0EzdJPD+eZ1V9m8qt5l5UtzUauLky6q8hIt/H9cSlynxcPp8vbnL/t4FhuPwHV0bO9el8KIHhdBE5TkQOFDcZfydumC9emV2Ea9hv88+ZIyJHxnnGzbiX7nd8ebmIwMtPRM4JlJ1t/rmj8cWmf43SV0SGiMjX/UumGPcSrGv9S7n+B5iD6+k6BjcnLp6sydI9YX7hetFKcD1UbXE9GtUiIgfj5pid4fOQdGMbAAAgAElEQVQoSD6uF7tYREbjFMUom3HDdonqRXVlrybMAb4vIiN8Ht4CvOmH31KhpvX3AeAX/iMKEekiIuMT+H3UyzZO3IKIXgl60d4BjhGRfcUNcV8bvSAi3UTkdK+cluD2HA2W/d7iJ/v7EYqHgbtEpKu/v5eIfDPJ8ySrL2/g5tBd5vPpTKpO14jlWe+3t4jsA1wTuJaFm7awGQiLyEm4Pc+jfAl0kqpD/Pm4cr7Lp1tDbRfXIjAlrh5RN0fmNNw8jlW4L6RHcF/B8fgusNp3GV+Cm1NWl/hLcRsnn+TjngVcEJiPcRduH8AvcXZ/ngzcW4irXOfivnI3UjkRFlzDNExc13vU7tKtwPXe7UqvHI3HKWObcV97PyV5OZuDmyPxmf/tZXstheeKJ1t1nIfrmVgP/Bk3XyTZ3qKx1ChOVX0LNw/lXpxCsoKYVa9xeArXi1LRQ+N7b36Na2i/xE0yfy1VodXtfXgq8BPcy/0q4FR1ew+Cs9Y+wMs4g6q9Q91xG5DvxA0nvYJT3GPjiNaDgTgzHWtxQ0PxuBhXRrbgtrN6PXBtFPCmOJttc4Efq+oqf2068Aef/t+qRfpmA7fhytNGXG/4z6DCQG2NzVPUov6Dy+OxwH8CeRBLsnRPll+P4Xr61uH2AV2Y4qOMxy2m+Z9UrhqM7vd6KTBTRApxCzgqRg9UdTduCPY1ny9V5numUPZSRlVfwj37H3EfDANIvpdzLFXarhT8/wZXBv/pn30hroc8nmyLcAvE7sItcHiFvXsg8e3NM7g9s5dQVZkN4dJpPW5T9mNxaQ9uD/APgY0iEk27q3FlfqF/n/wbt3gnLsnqi29vz/Tn23B190+JwsIphC/i5hAuDfr175XLcOVkG07pnxu4/hGuDnzm86Inbk/283GL1x4m5sNe3NSKRrHZ2hywvVONtCEiq3ErtRrU+r1hGIZhtESsJ84wDMMwDKMZYkqcYRiGYRhGM8SGUw3DMAzDMJohtodamhGRt3H2fFakWxbDaMIMxNm6OjjdgiTC6rJhpEyTr8/NBVPi0k+XgoKCXiNGjKirkUqjufPOO+44IpGR+tbLO++8w44dO9ItRnVYXTaMFGgm9blZYEpc+lkxYsSIXgsWLEi3HEa6GTvWHa0s7MXYsWN55ZVX6rWHS9ym5L/B7R35SDyj1CLyLZw5EwXeVdXzY/0EsLpsGCnQEPW5tWJKnGEYrQ5vOPc+3Cbla4HFIjLX2+GL+hmEM8B6pKpuixpSNQzDaCqYEmcYTYXrr0+3BK2J0cAKdZvUIyJP44zcLgv4uRi4T1W3AajqpkaX0jAMIwmmxBlGU+H449MtQWuiF1U37V7L3hb4BwOIyGu4IdfpqvqP2IBEZAowBRiyYcOGhpHWMAwjDmYnzjCaCu+8U7m4wWho4m2oHWtvKRMYhNsW6zzgERHpsNdNqg+p6qHAkh49etS3nIZhGAmxnjjDaCpMm+aONjG+MVgL9Amc98btUxnrZ6GqlgGrRORjnFK3uHFENAzDSI71xBmG0RpZDAwSkf1EJAu3efrcGD9/AY4DEJHOuOHVzxpVSsMwjCSYEmcYRqtDVcPAD4EXgeXAs6r6oYjMFJHTvbcXgS0isgx4Gfipqm5Jj8SGYRh7Y8OphmG0SlR1PjA/xu2GwH8FrvA/wzCMJocpcS2ELeVPUhh5Kd1iGHWgu34MwMayi9IsSfXkh75Bp4xz0y2GYdQbpaWl3HbbbWzZsoVrrrkGW6RiNAdMiWshFOlC9ui7hMhLtyhGLflyZjcASnRlmiWJjxImzGZy5SDahQ5JtziGUa+sWrWKxYvdmpWFCxcyYcKENEtkGNVjSlwLQmhLhrRPtxhGLSkb4/IuI81yxCOie4jILrqGLqdzaBIhyUq3SIZRrwwYMIBjjz2WLVu2cPTRR6dbHMNICVPiDKOJkPPGVgCKj+iYZkmqUq67iEgRPUO3UJDxzXSLYxgNQmZmJldeeWW6xTCMGmFKnGE0ETr9/CMA1v17TJolcagqYTYTkhz6hO4hLyN2QwPDMAwjnZgSZxjGXqiWEpavyJWv0SvjVtpIt3SLZBiGYcRgSpxhGFUI61ZUyugS+iGdQt9FxJoJwzCMpoi1zoZhVBDWLWRKR3pn/pocGZJucQzDMIwkmBJnGAYAES1BJUKfzN+SLf3TLY5hGIZRDabEGUYTYfMdw9Mafznb6CjnmQJnGIbRTDAlzjCaCKUjCtISr6oSoRAlTG7owLTIYBiGYdQcU+IMo4mQ+9JmAPaM69Io8amWE2YLECFL+tItdDX5clyjxG0YhmHUnVC6BWjqiMjvRGSTiHwQcLtdRD4SkfdE5M8i0iFw7VoRWSEiH4uIWUY1UqbjrZ/S8dZPGy2+sGymXegI+mY+Sv/M5+iQcbKtRDUMw2hGmBJXPbOBE2Pc/gUcoKoHAZ8A1wKIyDDgXGC4v2eWiDTFXZSMVk5EiwjRjt4Zt9I2dBAikm6RDMMwjBpiSlw1qOqrwNYYt3+qatifLgR6+//jgadVtURVVwErgNGNJqxhVIOqUqabiUgJPUI3EpLcdItkGIZh1BJT4urORcDf/f9ewJrAtbXebS9EZIqIvAUcsmHDhoaV0DA8YdlETmgQ/TOfpn2GzX8zDMNozpgSVwdE5DogDDwZdYrjTePdq6oPqeqhwJIePXo0kISGUUm57iKD9vTNeIgs6ZNucQzDMIw6YrOYa4mIfA84FRinqlFFbS0QfDv2BtY3tmxG82TTfQfVa3iqYcopJEIxQgYiGfQIzbQhVMMwjBaCKXG1QEROBK4GjlXV3YFLc4E5InIn0BMYBCyqbTxr1qzhggsuYOPGjYRCIaZMmcKPf/zjOsluNF3KhuTVOQzVMGVsJkQmiJArI8iXY8gNjSCHQbb61DAMowVhLXo1iMhTwFigs4isBW7ErUbNBv7lV/UtVNVLVPVDEXkWWIYbZp2qquW1jTszM5Nf//rXjBw5ksLCQg455BBOOOEEhg0bVtfHMpogbed9CcDuU7vV6v6I7iHMNjqFvkP70DfIkcGItKlPEQ3DMIwmhClx1aCq58VxfjSJ/18Av6iPuHv06EF0vlx+fj5Dhw5l3bp1psS1UPa5eyVQOyUuosWUy056hW6jIOOE+hbNMAzDaILYwoZmwurVq3n77bc57LDD0i2K0cRQVcJspXvoKlPgDMMwWhGmxDUDdu3axVlnncXdd99N+/bt0y2O0cQoZwfZ0p8OoTPSLYphGIbRiNhwahOnrKyMs846i4kTJ3LmmWemWxyjCeE2rt9FhCK6hqbZogXDMIxWhrX6TRhVZdKkSQwdOpQrrrgi3eIYTQDVMsrZgUoYBLIZQOfQJPJCY9ItmmEYhtHImBLXhHnttdd4/PHHOfDAAxkxYgQAt9xyCyeffHKaJTMagi9/f3Bcd1V1ihsliLQhT44hX8bRLnQImdKpkaU0DKOxKC0tZefOnXTu3DndohhNFFPimjBHHXUUlXaEjZZOuE9VI7xOeduCEiZbBtE59APyQ0fasKlhtAIikQg/+clPWL16NVOnTuXEE09Mt0hGE8TeBobRRMh71m3usetbPQGIUEimdKJHxgzayki8TULDaPJs3bqVVatWMWLECDIyMtItTrOkrKyMtWvXArBq1ao0S2M0VUyJM4wmQsFDq4GgEreH9vIN2oUOSaNUhlFzfvrTn7Jp0ybGjx/P5MmT0y1OsyQ7O5uf/exnLFu2jAkTJjR4fBs2bGDjxo2MGDHCPhibEabEGUYTJKzbEMmmIDQ+3aIYRo1QVUpLSwEqjkbtGDVqFKNGjWrweIqKirj88sspKipi8uTJjB9v7U5zwZQ4w2hCKEoZG8mQDuybeR85MjjdIrVY/B7IvwEygEdU9bYE/s4GngNGqepbjShis0RE+NWvfsVHH33EkUcemW5x6kR0TnJL75lSVcLhMOCGcY3mgylxhtEEiOgeIpQihOgcmsQ+oW+RKR3TLVaLRUQygPuAE4C1wGIRmauqy2L85QOXAW82vpTNl+CWgc2VzZs3c+WVV6Kq3H777XTrVrs9jZsDeXl53HHHHaxdu5YxY8xcUXPClDjDSBOqEcrZhhImJHlk0ZtM6UzbjEvSLVprYDSwQlU/AxCRp4HxwLIYfzcBvwKubFzxjHSzYsUKtm7dWvG/JStxAP369aNfv37pFsOoIabEGUYjohohwi7KKUIkRFs5lE6h82knhyN/3J5u8VoTvYA1gfO1QJWNiUXkYKCPqs4TkYRKnIhMAaYAQzZs2NAQshppYNSoUZxxxhmoaq33rFZV5s+fT05ODuPGjatnCQ3DlDjDaHAiWkI520EEJEIOQ8gPnUD70AlkSc9Kj2bQszGJN8mpwiijiISAu4ALqwtIVR8CHhKRBT169Di23iQ00kpmZiaTJk2qUxj//e9/eeCBBwA3xDxs2LD6EM0wKjAlzjAagIgWVyhuIcmjQE4lP3QsbWUEGVIQ/6bZs93xwgsbS8zWzFqgT+C8N7A+cJ4PHAAs8JPauwNzReR0W9xgpEq3bt3IzMwkMzOTffbZJ93iGC0QU+IMo56IaCnlbAOEDMmjY+i7FIS+QTZDUlvdZkpcY7IYGCQi+wHrgHOB86MXVXUHUNE1KiILgCtNgTNqwpAhQ3j44YfJzMykQ4cO6RbHaIGYEmcYdUC13C9OKEckiw4ynoLQKeTKgbgFkEZTRFXDIvJD4EWciZHfqeqHIjITeEtV56ZXQqOlYPueGg2JKXGGUQvKtZCIFIGEyJOj2Cc0gbYympBkpVs0I0VUdT4wP8bthgR+xzaGTIZhGDXBlDjDSBG3If12lBLaSA+6hi6nfeg4MqR9ukUzDMMwWiGmxBlGAlQVpZQIhaiEQYQchtI5NJm80JG4BYyGYRiGkR5MiTMMogpbmVfadoMoCGRQQL58nXYyhtzQAWSxb8NtwTN/fvV+DMMwDMNjSpzRogkqZ+7ofiKZCCFvGExRysmQfDLpQq4cQF7oCHJkOG3o0Xj7JrZt2zjxGIZhGC0CU+KMZo1qBKWECHuIUIxIBkIGigIRIEKGdKANXcmU7rShB1nSi0zpTCYdyZCOZLIPGXRAJM3VYdYsd7z00vTKYRiGYTQLTIkzmjyqCoQrFDWlnJBkekVNaSM9yJWDyJH9yZJ9A8pZRzIoaD6mPp591h1NiTMMwzBSwJS4ahCR3wGnAptU9QDv1hF4BugHrAa+parbxI27/QY4GdgNXKiqS9Mhd3PFDX+WEKGICKUImSDlhGhHFvuRI4PJlsFkSx/aSG/a0C39PWiGYRiGkQbs7Vc9s4F7gccCbtcAL6nqbSJyjT+/GjgJGOR/hwH3E7OptlEVZyx3BxFKCNEGlTCZdCZPjqKtjCRHhpAt/RNvVWUYhmEYrRRT4qpBVV8VkX4xzuOBsf7/H4AFOCVuPPCYuvG/hSLSQUR6qOqGxpG2eRHRPZSzjXaho2gnh5Mjg8mRgaawGYZhGEYKmBJXO7pFFTNV3SAiXb17L2BNwN9a77aXEiciU4ApwJANG1qfjhfW7SDl9AzdRkHGCekWxzAMwzCaHabE1S/xbFFoPI+q+hDwkIgs6NGjx7ENK1bTIqLFqJTSL3M2uTI03eI0HRYsSLcEhmEYRjPClLja8WV0mFREegCbvPtaoE/AX29gfaNL14RQDROhmAh7UMIVCxW6h35mCpxhGIZh1AFT4mrHXOB7wG3++NeA+w9F5GncgoYdjTkfLsJuyjWdW0EpEUoDypoikuFXlQ4hR4aRLX3Jkr60qRiBNiq44w53vPLK9MphGIZhNAtMiasGEXkKt4ihs4isBW7EKW/Pisgk4AvgHO99Ps68yAqciZHvN5aceXIkKiWNFV1C2kjvgLK2L5l0bbwdD5o78+a5oylxhmEYRgqYElcNqnpegkvj4vhVYGrDShSfjhnn0jHj3HREbRiGYRhGGkjn2JthGIZhJMR9Fye/vmzZMrZv395IEhlG08KUOMMwDKNJUV5ezrXXXsvZZ5/N0qWJN715/vnnufrqq5k2bRrhcLgRJXRs3bqVp556ik8//bTR4zYMMCXOMJoOubnuZxitnMLCQj744ANKS0uTKnGFhYUAFBUVEYlEGku8Ch588EHmzJnDjBkzGj1uwwCbE2cYTYe//z3dEhhGk6BDhw5MnjyZTz75hDPOOCOhv+985zv07NmTwYMHk5WVBcCmTZvIzc0lPz+/weXs1atXlaNhNDamxBmGYRhNjvHjx1frJysrixNPPLHifMmSJcyYMYO8vDzuv/9+Cgoadgu/Cy64gOOOO45u3bo1aDyGkQgbTjWMpsJNN7mfYRi1Yv369agqhYWF7Ny5s1Hi7NOnT0UvoGE0NtYTZxhNhZdecsef/zy9chhGM+Wkk04iHA7TpUsX+vTpU/0NhtHMsZ44wzAMo9lz//33M3HiRAoKCjjqqKPSLY5hNAqmxBmGYRjNnv/85z/s3r2bV199tU7hhMNhduzYQXl5eT1JBmvWrGHz5s31Fp5hRDElzjAMw2j2TJkyhZEjR3LeeYk22UlMSUkJTzzxBGPGjCEnJ4c+ffqQnZ3NmDFjeOKJJygpqf2Whu+88w5Tp07lkksu4csvv6x1OIYRD1PiDKOp0KmT+xmGUWNOOOEEZsyYwZAhQ2p036JFixgwYACPP/44V111FcXFxezcuZPi4mKuuuoqHnvsMQYMGMDixYtrJde2bdtQVUpLS9m1a1etwjCMRNjCBsNoKvzxj+mWwDBaFYsXL+aUU07h0Ucf5fTTT69yLTMzkzPOOIMzzjiDuXPncvLJJzN//nxGjRpVozjGjh1LeXk5+fn5DBgwoD7FNwxT4gzDMIzWR0lJCRMmTNhLgVu+fDlPPf003bp25cILL6Rdu3acfvrpPProo0yYMIGVK1eSnZ2dcjwiwvHHH19vcn/xxRc8//zzjBkzhsMPP7zewjWaJzacahhNhWuvdT/DMBqc5557jmHDhlVR4F566SWGDRvGTTNn8sMf/pAhww6kuLgYgNNPP52hQ4fy/PPPp0tkAGbPns3LL7/MnXfemVY5jKaBKXGG0VR44w33MwyjTnz22WesXr06qZ9Zs2Zx6aWXVnH72Y0zAbjrrrs4euzXWffFqipK26WXXsp9991X7/Im4vXXX+fNN9+s4jZy5MgqR6N1Y0qcYRitEhE5UUQ+FpEVInJNnOtXiMgyEXlPRF4Skb7pkNOoGcuXL2fatGlcdtllrFixIq6f8vJyFi1axKmnnlrFfdFrzjzJj370Iy65eBIA/3ujUok67bTTWLRoUb2aH0nEW2+9xa233srNN9/MBx98UOF+6qmn8qc//YlrrtmryBqtkBY/J05ECgGNnvqj+v+qqu3TIlg9c9P7n/GXNWaHqDnz4Fa3TdAP5r9Zjc+WR7vMDJ49+kC656Y+16guiEgGcB9wArAWWCwic1V1WcDb28ChqrpbRP4P+BXw7UYR0Kg1JSUlqLomPzoUGsuuXbto27YtmZmZVe4D6NC5KxkZGXTyK8U3bqpsVzMzM8nNzWXXrl0Nvi9ru3btEBFCoRDt2rWrcq1NmzYNGrfRfGjxSpyq5qdbhsZgU3EpuZkhOrRp8VnaYskOuY7xHrmtbx/GzSVlFV9YjcRoYIWqfgYgIk8D44EKJU5VXw74Xwh8p1ElNGrFiBEjuOGGGwiFQhxwwAFx/eTl5bF7927C4XCFIhddrLD9q02Ul5ezZcsWALp37VJxXzgcZs+ePeTl5cUNt6ioiL///e8MGzaMYcOG1ek5hg4dyj333ENGRga9e/euU1hGy6VVvfFF5ChgkKr+XkQ6A/mquirdctUXglsJZTRPvurSDWh9ebilpIxuOVl0zG7U3oVewJrA+VrgsCT+JwF/b1CJjHqjOjMgGRkZjB49mnnz5nHGGWdUuI8+8hgWvfYqv/3tb/nz3HkAHHVEZbF44YUXGD16NBkZGXHDffzxx/nb3/5GVlYWTz/9dJ17zPr2tRF8IzmtZk6ciNwIXA1El/9lAU+kTyLDqMqd1/2CO6/7RbrFaFSKy8sR4DeHDqFNqFGbo3iassZxQ0S+AxwK3J7g+hQReQs4ZMOGDfUnYQ257cPVnP+/91myZWfaZGhOXHrppcyaNauK2y0zbgDgiiuu4L8L/kOvfffj7LPPrrg+a9Yspk6dmjDMbt3ch1jnzp2rDNU2RT799FMuu+wy7r///nSLYtSBVqPEAROA04EiAFVdD7SKoVbDaKrsKivnhB4d2S8vt7GjXgv0CZz3BtbHehKR44HrgNNVNe7eS6r6kKoeCizp0aNHQ8haLXvC5by2eTuF/mhUzznnnMOyZcuYO3duhdu4ceNYvnw5P7/hBu677z4+Wf4BOTk5AMydO5fly5dXUepimTBhAvfccw933XVXk+9R//e//82qVauYP38+O3bsSLc4Ri1p2p8K9UupqqqIKICItKvuBsNoTCbf6zp6HvnhT9MsSeNRGlEG57dNR9SLgUEish+wDjgXOD/oQUQOBh4ETlTVTY0vYurkZmbw/f49eW97IRP6dE23OM2C7Oxs/vznP3PyySdXMfi7//77M3PGjCp+586dy6RJk5g/f361hn779evXUCLXK8cffzwfffQR+++/f4Mv0jAajtakxD0rIg8CHUTkYuAi4OE0y2QYFfRf8XG6RWhUdpaF6ZzdhvFpUDpUNSwiPwReBDKA36nqhyIyE3hLVefihk/zgOd8r8oXqnp6wkDTzJn7duXMfU2BqwmjRo1i/vz5TJgwgXvvvZf/+7//47TTTiMzM5NwOMwLL7zArFmzWL58ea223GrKDBo0iN/85jfpFsOoI61GiVPVO0TkBGAnMBi4QVX/lWaxDKNVUlIeoShczu2jBtEuM/4k8YZGVecD82Pcbgj8r7+9kowmy6hRo1i5ciXPP/88t99+O+eccw65ubns2bOH0aNHM3XqVM4+++wabbVlGI1Fq1HiPO8DubgJzO/XNTARuRyYHAjv+0AP4GmgI7AU+K6qltY1LsNoKagqW0rKuGZ4P0Z3tmEcI/1kZ2czceJEJk6cSHl5Obt27SIvLy/hKlTDaCq0moUNIjIZWAScCZwNLBSRi+oQXi/gMpwx0ANwQzLnAr8E7lLVQcA2nGkCwzA8W0vDjOyYz9k29Gc0Ih9++CHz5s2jtDT5N3VGRgYFBQWmwBnNgtbUE/dT4GBV3QIgIp2A14Hf1SHMTCBXRMqAtsAG4OtUTpD+AzAdsDXcRrWs693ybUKpKmWRCJMH9mryq/eMlkNhYSHXX3894XCYHTt2MHHixHSLZBj1QmtS4tYChYHzQqoa+6wRqrpORO4AvgD2AP8ElgDbVTUciLNXbeMwWhf3XfnzdIvQ4BSGy9m3XQ6jO7WI3e7qjeLyctYUlTAwP9eU2wagTZs25Ofns23bNjp27JhucQyj3mjxSpyIXOH/rgPeFJG/4uawjccNr9Y23H18GPsB24HngJPieE1kQHQKMAUYkk4DoYbRWERU2VVWzsyD+puiEsP1767k4527Gd+7C5MH2ndffZOTk8M999zDli1b6N+/f7rFMYx6ozXMicv3v5XAX6hUqv6KG/6sLccDq1R1s6qWAX8CxuBMmESV47gGRKFpGAg1mhZT77iJqXfclG4xGgRVZcOeEsZ224djuu6TbnGaHFtKygDYXNy61kDt2LGDf/7zn3z11Vcp+Y9ubF8bCgoKTIEzWhwtvidOVWdU76tWfAEcLiJtccOp44C3gJdxCyeeBr6HUxYNo1p6rf083SI0CKXlETaXlHJM13240Xrh4nLjgf1ZurWQcd1b11DfnXfeydKlSxk0aBB33nlnUr8zZ85k6dKlTJs2jbFjxyb0t3jxYhYtWsSZZ56JfSAbLZ0Wr8RFEZEuwFXAcCAn6q6qX69NeKr6pog8jzMjEgbeBh4C/gY8LSI3e7dH6yi6YTRbVJXNJaVcObQv5/XrbgpcAvrl5dKv8bceS8pHO4q45cNV9G2Xy40H7kdmA+xtm5ubW+WYiHA4zFtvvYWqsmTJkqRK3C9/+UtKSkrYuXMn1157bUJ/htESaDVKHPAk8AxwKnAJrpdsc10CVNUbgRtjnD8DRtclXMNoKewpj9AtJ9sUuGbIoi072FYaZltpIZtLyuiRW//Gbq+44gq++c1vMmTIkKT+MjMz+fGPf8zSpUs599xzk/o94IADWLJkCQcccEB9imoYTZLWpMR1UtVHReTHqvoK8IqIvJJuoQyjJbO7vJwxnTuYAtcMOalnZ74oKqZvu9xaK3Cl5RFe/2o7+7dvR/c4YWRlZXHwwQenFNa4ceMYN25ctf5uvPFGdu/eTbt29bc99kcffcTMmTM55JBDuOKKK6w8G02G1qTElfnjBhE5BbfgoHca5TGMKnw2MHlvRHNCVSkKRygsK6dLTpt0i2PE8Min61i4ZQcX9u/JUV07xPXTJSeL6w+s20KAh1es4x8bttAxqw1/GDO8TmGliojUqwIHcPXVV7Nw4ULeeOMNTj75ZIYOHVqv4RtGbWlNStzNIlIA/AS4B2gPXJ5ekQyjkkd++NN0i1BndofL2VEWRhB6t83m+/17cHqfLukWywjw8sat3PTBKkoiERQSKnGpEo5EeP6LTbTNzOD03lXzuk3I9Vhlhpp3z9XBBx/MW2+9Rc+ePenTp0+6xTGMClqNEqeq8/zfHcBx6ZTFMFoiW0rKyM0I8YOBvRjXvSP75Znh2qZIBOia04ZNxaWM61b31bCvbNrOk6s3AtA/L5cDOuRVXLtoQE8O7pjPgLy2dY4nndx4441ccskldOvWzcq00aRo8UqciNxDAoO7AKp6WSOKYxgJueIX1wFw53W/SLMkNSeiSmkkwqxR+zOiY366xTGSMK57R2aN3p+OWW0YkF935apvuxyyQkJ2KET3nKwq1zJDIUZ1KqhzHPXFyy+/TE5ODkcccUSN7gnWHiIAACAASURBVBMRunfv3kBSGUbtafFKHM52m2E0eTpv/jLdItSKskiETcWlnNqrC1/bJ6/6G2rAzp072bx570XkInKQqr5Xr5G1IupTsRqY35bHxhxAhkBOzKbxz37+JUu37mTywF4MTKIwhiMRissj5LVpuFfS66+/XmGL7vbbb2f//fdvsLgMo7Fo8Uqcqv4h3TLUlosuuoh58+bRtWtXPvjgg3SLYxh7EVHly+JS/m9Qby6u503tn332WaZNm0bXrl359NNPwe28EmU2MLLeIjPqRLvMjL3cyiIRHl/lNsX569rN/GRo37j3lpZHuOytj9lQXMJ1w/djdOeG6bkrKChARMjMzCQvr34/NgwjXbSGbbeaLRdeeCH/+Mc/0i2GYSQkHFE6Z2cxZVDvep8rdMstt7BkyRLeeeedqB2xoSJypr9sE5OaKPd9vIZL3lzOp4W7+UaPjnTObsNx3RJvtbazLMy6PSVEFD4p3N1gcg0fPpxZs2Zx//3307u3GSYwWgYtvieuOXPMMcewevXqdIthGAkpVaVrdsOYECkvL6/YNql9+/YA7wDXiUhvksxzNdJHUbicf2zYAsBLG7fyoyH7xvWnqpRFlKyMEJ1zspi2/76s3rWHCX26Nqh8prwZLY1W0RMnIhkiYuZEjCbNR8MP4qPhB6VbjBpRHC5ncPv6tckVJT8/n5UrVwadSoGxwHjc9nlGDP/esIX7P1nLjtJwWuJvl5nBmX26Mji/LSf17BzXT0l5hKmLP+bc197n3W2FgFtsMWlgr7jDsoZhJKZV9MSparmIjAfuSrcshpGIxy5uXguli8vLKVPl1J6dGiT8+++/H9WqHW6qWigiJwLfapBImxHz1m7mwx1FfK9/D7rnZrO9tIzffLwGgOwM4aIBvdIi1/cH9Ex6fWtpGWt2FwOwbEcRX9vHVjMbRm1pFUqc5zURuRe3f2pR1FFVl6ZPJMNonoQjytaSML/42gAO61I3Y7GJaNeuHV9++SUDBw6MvXQ4sLBBIm0mFIXLeXDFOgDyMjOYOqQPeZkZ9M/L5fOiYoYVNN2J+z1ys5kysBdrd5dwaq/4vXWNze7du/nd735Hhw4dmDhxotmCM5oNrUmJG+OPMwNuCnw9DbIYxl5ce8NPALh15q/TLEn1bC4p5bx+3TmxAV/C06ZN45Zbbol3aQ9wN3Bag0XexGmbEeLgffL5cMcuRnVqDzibbHcdMpjSSGQvUx9NjdN6N61dPF566SVefPFFAA499FAzP2I0G1qNEqeqzW6XhvPOO48FCxbw1Vdf0bt3b2bMmMGkSZPSLZbRQOTv3JFuEVIi4oc4fzCoYYfrVq9ezUEH7T1HUFXfEpF+DRp5E0dEmPm1AahqlV6jkEiTV+CaIsOHDycvL4+CggJb/FBLCiOvsjPydzqEzqJd6NB0i9NqaDVKnIh0A24BeqrqSSIyDDhCVR9Ns2gJeeqpp9ItgmFUIaLKrnA5WaEQ+Q1omBWguLg42eXcBo28mWDDfvVD//79mTNnjqVnHdgS+QNh3UQkUmJKXCPSKlanemYDLwLRWbefANPSJo1hNAPKVdlZFmbDnhI2F5eyqbiU7jlZTK5m8np9MGrUKB5++OG93EVkErCkwQVopny8s4hbPljF65u3p1uUZoUpcHWjvZxAhrSnfWhcukVpVbSanjigs6o+KyLXAqhqWETK0y2UYTRFSiMRtpSUEUIY3qEdR3Yp4Gv75DOsIK/RzEDcfffdTJgwgSeffDJqamSAiLwCZAETGkWIZshjn23gve27WLajiDENtOikKbFixQqWLVvG8ccfT9u2dd8L1kidsH5FmW4kN3QAHTPOpSPnplukVkdrUuKKRKQT3kioiBwONI9JSEar4N2Ro9MtAuC2S/qquIwfDenDef26k52Rng77bt268frrr/Pyyy8zZcoUgGJghqr+Jy0CNRMO71zAhzuKOLKFKnAPPPAAzzzzDKNHj+aGG27guuuuY/fu3axZs4apU6emHE5ZWRnPP/887du355RTTmlAiVsmEd3DF+WXEdFCOvMDOoROTbdIrZLWpMRdAczFfc2/BnQBzkmvSIZRyTMXTElLvKrK7vIIO8vCZIoQUbh0cG++179HWoeYiouLeeCBB1ixYkVUjvWmwFXPab27NLnVn/XJyy+/zPLly1m7di1Dhw6lQ4cO7N69m44dO9YonJdeeok5c+YAMHDgwOjWbkaKKGFUSwCIaMNtl2YkpzUpcR8CxwJDcPsufkzrmhNoGFXYWRZmT3kEVaVXbg7je3fhiM4FHNghj9wmYDn/e9/7Hm3atOHoo4/m6aefBhiQbpmM9HPJJZewcuVK8vPz6d27N3feeSfr1q1j8ODBNQqnX79+tGnThrZt29KlS8tVehuKDMmnV+ZtlOoa8uWYdIvTamlNStwbqjoSp8wBICJLgZHpE8kwKpl+tRsKmv7L+xo8rm0lZWRlhJhxYH8O6dSerjlZDR5nTVm2bBnvv/8+AHPmzOHV/2/vzuOjqs/Fj3+emclKQkI2CGEJAoK4oQJWXHCtvlAQFNxwwb1Arbb1Uqq9/ry2t2L99VavNre10iruhSsVKbVaK9VfWwXbuoIbassqe/ZMMmee3x/nJCYhIUMyyWzP+/Wa15w5y/c8JzNz8sz3fM/3++qreTEOycSB0047jddee419+/a1jK17sAkcwNixY3n00UdJS0sjMzMz2mG2URX+AzXhVynwX0amJE8fdJkymkwZHeswUlrSJ3EiMggoA7JE5BjcWjiA/oC1gjVxIz0Y7NXyVZVaJ0x1U4jcQIBfHH8YI3Pj9yuQlpbWMt0bl3W94bvuB/zAw6q6uN3yDGApcBywG7hYVT+PeiAxFgqFqK2tJScnB3+C9DGXlZVFVlbPe5nJze2bIb92hX/hXnJ0hMGB/+iTfZrUkPRJHHA2MBcYAvyYL5O4auC2GMVkTJ+pdxz2NYbwIZRmpXP1iFLOKSuKy9q31t5++23693dHI6irqwPIEZEq3O+wqmr/7pYtIn7gp8BZwGZgnYisVNX1rVa7FtirqqNE5BLgHuDi7u4zngSDQZYtW0ZFRQVr164lOzuburo6Jk2axPz585k9ezYZGRmxDjNp5MrpVPMKOb4DX3ZUDSGSCv+WTbQkfZswVX3UG61hrqqerqqneY/pqvpsrOMzpjcEnTDb6oPsaGhEgKtGlPLEiUfwmylHc+XIwXGfwAE4jkNVVRVVVVWcdNJJAH9S1f6qmtuTBM4zCfhEVT9V1UbgaeD8duucDzzqTS8HzpAk6Exs7dq1jBw5kl8+upSFCxfS0NBAVVUVDQ0NLFy4kKVLlzJy5EjWrVsX61CTRrH/Rg4JPH3APtT2hZ9nY+gCtjv39mFkJtGlUso/RET649bA/QK3LdwiVX0xtmEZ03PNl0prmtwat+yAn0uGD+KrpQUckZ+DL/Fzj2grAza1er0ZOL6zdbx+JSuBQmBXn0R4EFSVLfVBSjMz8Ps6f6/XrVvHueeey5IlS5g+fXqbZYFAgBkzZjBjxgxWrlzJ1KlTWb16NRMnTuST6jpe3LabswYVMrp//F6Cj1QoFCIQiK9/f3XhvwFKnVo/1iZy8fUp7l3XqOr9InI2UAJcDfwK6HYSJyL5wMPAEbj9z12De9frM0A58Dlwkaru7VHkJiWsOyHyO7wcVWqaHOoch4AIjirlOVlMKytiSskAjh6QQ8CX9BXtPdFRpqPdWAcRuQG4ARizbdu2KIR28B74cBMvbd/DycX5LDy8vMN1gsEgM2fObJPA7d27l1deeYW3//F3fD4f37vj/+D3+5k+fTpLlixh5syZbNy4kQc+3MSnNfVsqKzlgYmJ3TD/jTfeYPHixYwaNYrFixfHTTvAQv9cfOEccuSkA65XGX6BBv2AQt/lBKSob4IzcSuVkrjmE/JU4Feq+nYULo3cD7ygqrNEJB33RonbgJdVdbGILAIWAd/p4X5MClhx8ZWdLlNVGpwwlU0hfCIIcHh+DicW5XHUgFzG9s8mp5fHMk0ym4GhrV4PAbZ2ss5mcRsq5QF72hekqg8BD4nImtLS0inRDPLT6jo+qq7j9IEFpB+g0+VNdUHvufPxZpctW8a4cePa1MDddcf3uO/BipbXX//GzRQWFgIwffp0HnjgAZYvX864SVP4tKaew/L69fSQYu7tt98mFArxwQcfUFtb29LuMtYypJxB/lsPuI6j1ex03LvXfWRR7L+xDyIz8SyVzvp/E5EXgRHAd0UkFwh3tzDv0uwpuDdN4LWraRSR84FTvdUeBdZgSZzpptqQQ5WXuBWkB7jykMGcWjKAsXnZpFlNW0+sA0aLyAhgC3AJcFm7dVYCVwF/BWYBf1TV/WriekujE2bRW59Q74TZWh/kmpFlna57y9ihvPLFXk4pGdDpOhUVFSxcuLDNvFNPP4NQqInHn3iCfdX7d9g6f/587r33Xv4yZw6Xlg+ifxL8ULjwwgupq6tj7NixcZPARcpHPzLlMIL6MVlydKzDMXEg8b+RkbsWGA98qqp13hBcV/egvEOAncCvRORo3AG5bwYGquo2AFXdJiIlHW0cD5dgTHz54S3XAXDbfQ8DUNPk0KRhvja6jFNKBjA6N9sG6Y4Sr43b14Hf43Yx8ktVfV9E7gLeVNWVwBLgMRH5BLcGrk8HhvQJ9Av4qXfC5HTRfqssO5PLR5R2utxxHNauXct557UdGun8mRdw/swLWLXyNx0mcdOmTWP27Nk4jhNxAlfTFEJE+myM3YNVWFjILbfcEuswukXEx5DAj+wuVtMilT4FzQ0NjorSP8IA7s0RN6nqGyJyP+6l04j05iUYkxxqQiFuO3wEM4d1+DvA9JCqrgZWt5t3R6vpBmI4NF/A5+O+48awpb6BcXk5PSqrpqaG7Ozsg27MHwgEyMrKoqamhry8rvta/mdNPd/++8f4BO47bgyDs62bkt5gCZxplkqfhH9rNZ2J28XA34DTu1neZmCzqr7hvV6Om8R9ISKlXi1cKbCjuwGb1FXvOPQL+DlncGGsQzExlJceIC+9ZwkcQE5ODnV1dQd9V2YoFKK+vp6cnMhi2FIfJBh2W6lsqw9aEmdML0uZRjWqOq3V4yzcO0q/6EF524FNItI8avIZwHq+bEeD9/xcD8I2KajBcdgVbOL6UWVxMYapSXx+v59JkyaxatWqNvMrKyt56aWXqA82ArBmzRo2b97csvz5559n0qRJEd/BeUJRHlcfMpjrRg7m2IK+GQ3BmFSWMklcBzbjJnI9cRPwhIi8g9ve7ofAYuAsEfkYtzf4xQfY3pgWCjSGw9Q7YW47vJyLhw+MdUgmicyfP5+Kioo285YuXcpXv/pVvthdCcCsWbO4feE3W5ZXVFSwYMGCiPchIlwwrITzh5ZY+82DsC/8HP8M3UBV+OVYh2ISTMpcThWRB/iyjycfbtL1dk/KVNW3gAkdLOq8W25j2gmFlV3BRn534ukcPSCHlVPGU5CR1vWGxhyE2bNns2jRIlauXNnSzcgZZ5zBwm9/q816Z571VQBWrlzJO++vZ9asWX0ea6rZF36OkO6kMvzbA47qYEx7KZPEAW+2mg4BT6nqn2MVjEldobDSEA4TdNyHX4TpQ4qZc+9dDMnOjHV4JkllZGSwYsUKpk6d2tLh77hx47jn//54v3VXrlzJnLlXc2XFkv3GUG0Kh7nznU/ZUh/k9sNHHPQIDn/esY/cND9HDbDLrc0G+C6mKryaAb4LYx2KSTApk8Sp6qNdr2VMdITCSjAcpsFL1AICPhFCqqT5fAzJzuCQnCzG5GZzTlkRpVkZUFfnPrITf1gjE58mTpzI6tWrmTlzJg8++CDz5s1j2rRpBAIBQqEQzz//PBUVFby7fj3X/OxX3HruV/crY3t9I+/sqwFg3e4qhvfLJBgOkxtBFySvfrGXezf8EwEemDCG4TlZ0T7EhJTnO5s839kAOFqLjyxEUrm1k4lU0idxIvIuHQyVgzuCg6rqUX0ckklie4JNNIXDBFolaqNzsxnWL5PBWRmUZmUwID3QcXuhqVPd5zVr+jRmk7hC4TC/2byTwvQ0ThtUENE2EydOZOPGjSxfvpz/uHsxs2bPJiMzi8aGeiZNmsSCBQuYNWvWfjVwzYZkZzBzaDFb6oKcWJzHvHUfsDvYxP85cgTHFBy489ysgJuY+EUOOAJFqqoKv8wO534y5VDK/Pdau0LTpaRP4oDzul7FmJ5RVRxVGsNh7h4/ijMGFdgJ2PS6F7ft4dFP3c7Cy3OyGBFhzVZGRgZz5sxh74RTeGHzDpz6OpaddTw5GeldbisiLaNHbKlrYEeDe2frxpr6LpO4iYV5/Nexh5Id8Lm1z6aNBn0fUBr0Y5QmhK7fD5PaUiGJS8MdRaFN+zcROZn9x0o0pkVYlaaw0qRKKBxumRYg4I1fCu7YbU5YyQ74GZmTzfgBuZbAmT4xJDsDvwjZfh/53RgSa/awEhqcMEfk9yMnI503d1fxu627mFZWzPgIuggpy87kG2OGsrU+yHllkQ3GfrBt6FJJSPfRxE6KfTfiE0vgTNdSIYm7D3dQ+vbqvWXT+jYcE0vqJWaNqjQ1J2bhMAER/F7iFcZN4ARhQHqAQZnpFGWkUZKZzsDMdIoz08lPC5CXHiA/LUB+ehr90/wEbCxT08eOGpDLkq8cRobPR043kriBWRncOm54y+uHP9nClvogu4JN3F8w5gBbfums0vjukDoY/pStzl0EpJAy/3/ik57dPLQ3vIIm3Uyh7yr8Er2xV8PaQJ2uI41iHKqiVq5JbqmQxJWr6jvtZ6rqmyJS3vfhmN4QViUUVhrDSpOGaQy7tWcB8eH3CajiKChKfnoagzLTGZSZ7rZTy86gMD3NTcrSA+R5iVm232c1aibuFUZwCTRSJ5Xk87//2sGJxflRKzOWGvRDPneuplG3kKXjaPT/k0wiS0470qhb2O38EoAARRT4L41WqPgkkwLfFdTrO+T7zm+zLKyN1OrrZMoY0sT6jzRfSoUk7kA/u+zWqASk6nbRUdkYwi9CWBUFNznL+jI5G5ydQVFGOgUZAQrS0xiQnkZ+egBfvCZmc+fGOgKTAOpDDpm99APj8hGlXD6iNOrlxkqDfoCfPPzspZ/vRDI4tEflBSgiXcpp0q1kSU/7it9fgf8i4KL95u8OL6EyvBq/FDAiYB0tmC+lQhK3TkSuV9VftJ4pItfijp1q4pB6iVnYq0ELqxIMK/WOgw+hICPAxcMHcUpJPqNys+M7OYuUJXGmC89t2sHDG7dyfGF/vnfkIbEOJ+71l6/S5NtOQAoZ4Ot5p8U+yWCo/78Bp80g9DXhv7I7/Cty5VQK/Jf1eD/7c/cl9N0wfKpK++M08ScV3p1bgBUiMocvk7YJQDowM2ZRJQltTrLQNglXWMFRJUzbeYLiFx8ibh8vzWmXNj+8S56OKgHxkeH3keX30S/gpzwznTMHFfCVojyG98tMvkudu3a5z0WRNRA3qeddr3+2d/fVxjiSxOCTLIr9N0a1TPe80/ZfZ1X4dzTpNvbxHAVEP4kr8l1NthxFhoyKetkdcbSKTc43CVNDmf9uMsR+MMSrpE/iVPULYLKInMaXY6X+VlX/GMOwesWeYIi6ULjnBYk7LpnPuwOzdarUnGyFvcQMINNLtNxnP/0CfrICPvr5/eSk+VuecwIBsgM+Mv1+Mv0+Mn3uNhmtts/w+cgK+MnwSerdKNA8vJH1E2c6cfXIwfRPC3BCcV6sQzGt5Ptm4ISryPFN6ZXyRQL0k+N7peyONLKZkO4A3EvSlsTFr6RP4pqp6ivAK7GOo7dcO7KMU0oGRK285sQqw0u0vnz4v5z2+UjzSfLViBkTp8qyM/nG2GGxDsO0k+07lmzfsbEOI2oyOYwC3xwcqsiV02MdjjmAlEnikt34gtyI+nUyxhhjDkREKPBfEuswTARS7HqVMcYYY0xysCTOGGNMyqkOv8Yu52EctY51TeKyy6nGxIt582IdgTEpwdFqvnDuxb1NC4r818U2IGO6yZI4Y+LFxRfHOgLTB1SVPY1NBzXSgqqy7F87CKty0fCBCdMn4ivb9/BFQyMXDC0h3R8/F358ZJEuw2nUf5IhPesAuDtCoRC1tbXk5OTg9/dd328m+cTPt8qYVLdpk/swSe3HG/7F3L+u5+FPtkS8zdrdVTz22Tae+Hw7r++q7MXoomdzXQP/9cG/eOLz7fx2665Yh9OGSICh/p8wIvA4ub5T+mSfwWCQxx9/nMmTJ5OZmcnQoUPJyMhg8uTJPP744wSDwT6JwyQXS+KMiRdXXOE+TFL7uLquzXMkhvXLpF/A7YNxeL+eDeDeV/LS3OHufEJcxiwSiOoA9geydu1aRo4cyWOPPcbChQtpaGigqqqKhoYGFi5cyNKlSxk5ciTr1q3rk3hM8rDLqcYY04e+ddgwXt2xj3NKCyPepjQrg0dOGAdAZoJcfstNC/CzSWNpcMIMyEiLdTgHbV94FQ26nkLfXNKkpNvlrFu3jnPPPZclS5Ywffr0NssCgQAzZsxgxowZrFy5kqlTp7J69WomTpzYZr2wBlEa8It18mzasiTOGGP60Jj+/RjTv99Bb5coyVtrWQE/WYHEi9vRanY5PwfATy7F/u7ddBQMBpk5c2abBG7v3r2sWrWKDR9sYEjZEC699FIGDBjA9OnTWbJkCTNnzmTjxo1kZGR4sdSyybmJkO6m1P/vhKmmTv9Oge8y0qQ0OgdsEpZdTjXGmDjzPx9t5vrX1/P23upYh5KSfOSQJUcjpJMtE7pdzrJlyxg3blybGrijjz2aK6+8krt/eDcLFiygfGQ527dvB2D69OkcdthhLF++vGX9MFWEdCcQJqif8IXzE6rDa9gTfqrbcZnkYUmcMcbEkUYnzOqtu9je0MjL2/fEOpyUJCKUBX7AIYHl9PNN7HqDTlRUVDB//vw2846bcBxXXX0Vq1atYsoZU6jaW8VTT32ZkM2fP5+f/vSnLa/TpJSB/m8xwHcx+b4ZZMsxgM97NqnOLqcaEy++/e1YR2DiQLrfxyXDB/KPvdWcV1YU63BSWk/GhXYch7Vr13Leeee1mb9i2YqW6Sd//eR+202bNo3Zs2fjOE5L9yO5vtNalg8O/AeqDiKJd5naRJ8lcT0g7rfoTWCLqp4nIiOAp4EC4O/AFaraGMsYTQKZNi3WEZg4MWdEKXNGdNzeaXewkR++9znZAT+3H1GekG3lUkFNTQ3Z2dkEAh3/m/3Fw7/gyaVPkpaexuWXX94yPxAIkJWVRU1NDXl5Hd/IYAmcaWaXU3vmZmBDq9f3AD9R1dHAXuDamERlEtOHH7oPk/LqQw5N4XCHy9btruKj6jre2lvNB5WRd1Ni+lZOTg51dXWEQqH9li1dupQbrr8BgD+t+RPFxcUty0KhEPX19eTk5PRZrCZxWRLXTSIyBDgXeNh7LcDpQHOL1EeBGbGJziSkG290H6ZXiUiBiLwkIh97zwM6WGe8iPxVRN4XkXdEpM+G0/igspbL//Ie17+xgcrG/ROArxTlcXR+DpOL8hiXd/B3uUbTq1/s5Y1dlTz9+Xae/nw7YdWYxhNP/H4/kyZNYtWqVW3mP/X0U1x11VUA3HnnnTQ0NLBz586W5c8//zyTJk2ykRxMRCyJ6777gIVA88/lQmCfqjafdTcDZZ1tLCI3iMibwHHbtm3r1UCNMW0sAl72asxf9l63VwdcqaqHA+cA94lIfl8Et7GmnsawsjvYxI6G/Vtj5Ken8YPxo/juESNiOpTVX3bu494N/+Tbf/+In3+yhSc+384bCTKaRF+ZP38+FRUVbeYtvH1hy/Sdd97J6aefzn8u/s+WeRUVFSxYsOCA5VaFX2Sn8xCO1kQ3YJNwrE1cN4jIecAOVf2biJzaPLuDVTv9WaqqDwEPicia0tLSKT2NaceOHS23qZvEdEhtLQCfvvNOr+6ntLS0zeWbFHQ+cKo3/SiwBvhO6xVU9aNW01tFZAdQDOzr7eDOGlTArmAj+WkBRvfP7u3ddVtOwI8AuYEAaT4hO+BneL+sWIcVV2bPns2iRYtYuXJlSzcj/77o3/nwo7bNJi6YcQEAK1euZMOGDcyaNavTMpt0BzucBwDwkU2h//JO1zXJz5K47jkRmC4iU4FMoD9uzVy+iAS82rghwNa+Cuiee+5hzZo1LR1EmsTz4Edu3vD1r30tquWqKnv37sXn8zFo0CC+/vWvc8EFF0R1HwlmoKpuA1DVbSIH7o5fRCYB6cDGvggu3e/jqkMG98WueuSoAbn894QxpPt8FHojMmTE0SD38SAjI4MVK1YwderUlg5/m9vCtbdy5UquvfZaVq9efcDzuJ880mQIId1OpoztrdBNgrAkrhtU9bvAdwG8mrhbVXWOiCwDZuHeoXoV8FxfxdTY2Eh2djb5+X1yxcf0gjTvLrbCwsiHYzqQhoYG9u7di4hw1FFHcemll3LGGWfQv3/fjBcZSyLyB2BQB4tuP8hySoHHgKtUtcM7DUTkBuAGYEyqNY0oz7Gat65MnDiR1atXM3PmTB588EHmzZvHtGnTCAQChEIhnn/+eSoqKtiwYUOHQ26155MMhvkfRGnEJ/b3T3WWxEXXd4CnReQHwD+AJTGOxySQZ0aP7nEZwWCwpdYtNzeXK664gnPOOYdDDz20R31eJRpVPbOzZSLyhYiUerVwpcCOTtbrD/wW+J6qvn6AfUW1aUQ0VTaGeHdfDccV5Cbk8FfJYuLEiWzcuJHly5dz7733Mnv2bLKysqivr2fSpEksWLCAWbNmRXwlRcSPYAmcsSSux1R1DW6bGlT1U2BSLOMxievtbrZTU1Wqqqqor68nOzub2bNnc/bZZ3PEEUfYHW4dW4lbU76YTmrMRSQdWAEsVdVlfRte9Nz17qd8VF3HCUV53HbEiFiHk9IyMjKYM2cOc+bMwXEcampqyMnJse+o4xb5TQAAF75JREFU6RFL4oyJEyMq3Tv7Puukg8/2VJXdu3cTCoUYOXIk1113HVOmTCEtLa03w0wGi4Ffi8i1wL+A2QAiMgH4mqpeB1wEnAIUishcb7u5qvpWDOLtMev4I774/f5OO/I15mBYEmdMnLj+/fcBuG3y5IjWr62tJT8/n7vvvpujjz46pS6X9oSq7gbO6GD+m8B13vTjwON9HFrU3XHkIS2XU40xycduJTImQVVVVTF16lTGjx9vCZzpUF56gJNK8q09nImYapjq8Ks06MexDsVEwGrijElA+/btIz8/nwsvvDDWoRhjkkilrmSXswQhjeGBJQT2H9DExBGriTMmwTQ0NBAKhaioqGDw4PjvT8yYRBfS3dSF30KjPKxYo25lc+hWvnB+jKoT1bK7S8h0nyUNsXqeuGfvkDEJRFXZs2cPt99+O2PGjIl1OMYkPdUQm5xv4uheCnxzKPBfErWya8Kv0qAf0qAfku+7kAzKo1Z2d+X5ziGdIQSkGL9YW8p4Z0mcMXFi6diue1/fuXMnRx55JOeff34fRGSMAUVxx7AN09DpWrucX1IZ/i2F/rnk+6ZFVHKO72Rq9Q3SpJR0hkYj2KjI8h0R6xBMhCyJMyZOfFBQcMDlNTU1pKWlcffdd1vfUsb0EZE0hvh/RIN+Qq6c3Ol6NfoqSiM14dciTuLSpYyhgZ9EK1STgiyJMyZOjN2zB+g4mausrCQUCnHfffdRWlra16EZk9LSZRjpMuyA6xT5rqdKX2aApPS4xKaPWRJnTJy48oMPgC/7iVNVamtrqampITc3l4qKCo44wi5zGBOPcnwnksOJsQ7DpBhL4oyJM+FwmF27dqGqlJaWctNNN3HWWWeRm2uNjI0xxnzJkjhj4oSq0tTUxI4dOzjllFOYM2cOxxxzjHXka4wxpkOWxMWxF154gZtvvhnHcbjuuutYtGhRrEMyvaChoYF9+/YRCoUoKi7m2WefZejQ+LlTzRhjTHyyzn7jlOM4LFiwgN/97nesX7+ep556ivXr18c6LBMlqsq+ffvYvn07juNw4403cuSRRzJ82DBL4IwxxkTEauLi1Nq1axk1ahSHHHIIAJdccgnPPfcc48aNi3FkJhp27NjByJEjueaaa5gyZQrp6ekwYUKswzLGHEB9+D0a2Ux/ORMR+/dpYs8+hXFqy5YtbWpkhgwZwhtvvBHDiEy01NbW0q9fP5YsWUJ2dvaXC8aPj11QxpgDCuk+tjr/jhLC8VVR4L8o1iEZY5dT41VHY/RZA/fEVl1d3XL59Hvf+17bBA7gD39wH8aYuCOk4RP3O2uDwpt4YTVxcWrIkCFs2rSp5fXmzZttsPMEVV9fz759+xg8eDDf/OY3Ofvss8nMzNx/xR/8wH0+88y+DdAY0yW/9GOo/0FC7CZTRnWrjLA2sDP8U8BPsW8+PkmPbpAm5VgSF6cmTpzIxx9/zGeffUZZWRlPP/00Tz75ZKzDMgepsrKSxsZG7rrrLs455xx8Pqv8NiZRBWQAAbpfC1err1MdXgNAjpxAPzk+SpGZVGVJXJwKBAI8+OCDnH322TiOwzXXXMPhhx8e67DMQWhsbKSxsZGHH37YRlowxpAlR5AmZQgBMmVsrMMxScCSuDg2depUpk6dGuswzEFSVRobG9mzZw/HH3+8JXDGxAFHa9jiLMShijL/D7scC7U3BKSI4YGf9fl+TfKyJM6YbnAch2AwSDAYpKGhARHB7/ejqoTDYQoKCjjmmGO47LLLYh2qMQZo1H/SqG4743p9LyZJnDHRZkmcMRFQVXbu3InP58NxHHw+H6WlpZSXlzNy5EiGDx9OaWkpgwYNoqSkxO337WD9/OfRD9wYA0CmjCPfdwEOVeTKqbEOx5iosCTOmC40Njayc+dOTjrpJK6//npKS0spLCyMfpcvY8ZEtzxjTAsRoch/dazDMCaqLInrJhEZCiwFBgFh4CFVvV9ECoBngHLgc+AiVd0bqzhN9ziOQ2VlJU1NTYgIN998M1dccUXv3l36/PPu87RpvbcPY4wxScOSuO4LAd9W1b+LSC7wNxF5CZgLvKyqi0VkEbAI+E4M4zQRah7PNBgMIiJMmDCBadOmMXnyZPLy8no/gB//2H22JM6YuKAaplb/QpoMIUPKYx2OMfuxJK6bVHUbsM2brhaRDUAZcD5wqrfao8AaLImLe9XV1dTU1DBmzBguv/zyvkvcjDFxa294OXvCjyFkUh54BL/0i3VIxrRhSVwUiEg5cAzwBjDQS/BQ1W0iUtLJNjcANwBjtm3b1keRmtZUlerqampraykuLuaOO+7gtNNOs+HNjDEAiKR5z37ERqk0cciSuB4SkRzgf4FbVLUq0gRAVR8CHhKRNaWlpVN6M0bTluM47N69G1Vl6NCh3HrrrZx99tndu6PUGJO08mUGGf7hpMlgfJIV63CM2Y8lcT0g7s+0/wWeUNVnvdlfiEipVwtXCuyIXYSpKRwOEwwGaWxsJBgMEgqFCAQC+Hw+wuEwqsqpp57KZZddxtFHH201b8aYDokI2XJsrMMwplOWxHWTuP/5lwAbVPW/Wi1aCVwFLPaen4tBeElNVQmFQtTX11NfX4/jOKSlpSEiOI4DQElJCaNGjWLYsGGUl5e39N9WUlJCYWEhfr8/xkfRgccei3UExhhjEoglcd13InAF8K6IvOXNuw03efu1iFwL/AuYHaP4kkJTU1NLsqaqBAIBQqEQ2dnZjBo1ijFjxlBeXs7AgQNbkrSCgoLErF0bOjTWERhjjEkglsR1k6r+P6CzTOGMvowlmTR389HU1ISqkp6ezqhRoxg3blxLwjZs2DDy8/MTM1E7kGeecZ8vvji2cSS5g+nLUUT6AxuAFar69b6K0RhjImFJnIkLqkplZSX19fWMGTOGefPmMXbs2N4ZGSFe/c//uM+WxPW2RUTel+P3gT/1WWTGGHMQLIkzfcpxHBoaGmhoaCAYDBIIBBARQqEQo0aN4qabbmLy5Mmpk7iZWIioL0cROQ4YCLwATOij2EyccLSWRv2MTDkMkThsQ2sMlsSZXqKq1NXVUV1dDUAgEMBxHPx+P0OHDmXUqFGMHTuWoUOHMmTIEAYPHky/ftaRpukTXfblKCI+4Me47V6teUQK2urcRlA/Jc93HsX+G2MdjjEdsiTORE3rznNFhNLSUqZNm8ahhx5KWVkZZWVlFBUVWS2b6XUi8gfccY3buz3CIuYDq1V1U1efV+u4Ozk5VLV5NiYeWRJnDorjODQ2NtLU1ERjYyONjY34fD78fj+O4zB69GjOPfdcTjrpJIYNG2YJm4kJVT2zs2UiEklfjicAJ4vIfCAHSBeRGlVd1MG+rOPuJDTY/wPq9W1ypPtvqarSxFbSGGSXZE2vsCTOtGhqaiIYDLYkaI7jtHSS29w3W1paGsXFxQwcOJDBgwczbNiwlr7XRo0aRUlJh6OMmUgsXx7rCFJFl305quqc5mkRmQtM6CiBM8krXcpIl7IelbEz/CBV4RfJ8Z3EIH/PhtCuD79PmpQSkIIelWOSiyVxKU5Vqaqqoq6ujuzsbEpLSyktLaWsrIwhQ4ZQVFREYWFhy3N2drbVrvWWoqJYR5AqOuzLUUQmAF9T1etiGZxJHo26qc1zd+0Nr2C380v8ks9w/xJ8YkMEGpclcSmsOXkbMWIE8+fP5+STT47PkQxSxSOPuM9z58YyiqSnqrvp4GYFVX0T2C+BU9VHgEd6PTCTdEr8t1Ad/iM5vpN7VE5Ya7znesCJQmQmWVgSl8KCwSB33XUX55xzjtWuxQNL4oxJeFXhF6nX9yn0XUG6DKbQf3mPyyzwXUKaDCJdRuCTrChEaZKFJXFJSFUJh8OEQqGWR1NTE6FQqKWdW3ONm/XJZowx0eFoLTucBwHFRybF/nlRKVckjf5yVlTKMsnFkrgEsWnTJnbv3k1VVVXLo7Kykl27drFr1y4+++wzdu7c2eaGhLy8PIqLiykoKKCoqIji4mKKi4vJy8ujf//+FBUVkZeXF+tDM8aYpOAji0w5jAb9kCw5OtbhmBRgSVwC2LFjB/PmzWtTo9b8UFUA0tLSuP/++zn22GPp378/GRkZMY7aGGNSi4iPIYF7UA0hYv9eTe+zT1kCKCkpYdWqVbEOwxhjTAQsgTN9xT5pxsSL1atjHYExxpgEYkmcMfEiOzvWERhjjEkgvlgHYIzxVFS4D2OMMSYClsQZEy9+/Wv3YYwxxkTAkjhjjDHGmARkSZwxxhhjTAKyJM4YY4wxJgFJc2exJjZEZHNeXl7Z+PHjYx2KibW33nKf7bOwn7feeovKysotqjok1rF0xr7LxkQmEb7PicKSuBgTkX8AxcAnPSyqFNjW84hizo4j/sTDsYwCdqrqMTGOo1NR/C53Jh7eh/biLSaLp2vxEFPcf58ThSVxSUJE3lTVCbGOo6fsOOJPMh1LIovH9yHeYrJ4uhaPMZnuszZxxhhjjDEJyJI4Y4wxxpgEZElc8ngo1gFEiR1H/EmmY0lk8fg+xFtMFk/X4jEm003WJs4YY4wxJgFZTZwxxhhjTAKyJC7BiMg5IvKhiHwiIos6WJ4hIs94y98QkfK+j7JrERzHt0RkvYi8IyIvi8jwWMTZla6Oo9V6s0RERSQu7wqL5DhE5CLvPXlfRJ7s6xhTjYgUiMhLIvKx9zzgAOv2F5EtIvJgLOMRkfEi8lfvM/KOiFzcS7HE1Xkw3s5nyXJeMhFQVXskyAPwAxuBQ4B04G1gXLt15gM/86YvAZ6JddzdPI7TgGxvel6iHoe3Xi7wKvA6MCHWcXfz/RgN/AMY4L0uiXXcyf4AfgQs8qYXAfccYN37gSeBB2MZD3AoMNqbHozbH1l+lOOIq/NgvJ3PkuW8ZI/IHlYTl1gmAZ+o6qeq2gg8DZzfbp3zgUe96eXAGSIifRhjJLo8DlV9RVXrvJevA/HYs3ck7wfA93H/ATb0ZXAHIZLjuB74qaruBVDVHX0cYypq/V1+FJjR0UoichwwEHgx1vGo6keq+rE3vRXYgdsBcjTF23kw3s5nyXJeMhGwJC6xlAGbWr3e7M3rcB1VDQGVQGGfRBe5SI6jtWuB3/VqRN3T5XGIyDHAUFVd1ZeBHaRI3o9DgUNF5M8i8rqInNNn0aWugaq6DcB7Lmm/goj4gB8D/xYP8bSLbRJuTdDGKMcRb+fBeDufJct5yUQgEOsAzEHp6Jdk+9uLI1kn1iKOUUQuByYAU3o1ou454HF4/2B/Asztq4C6KZL3I4B7SfVU3FqE10TkCFXd18uxJTUR+QMwqINFt0dYxHxgtapuikZFUxTiaS6nFHgMuEpVwz0OrF3xHcyL5Xkw3s5nyXJeMhGwJC6xbAaGtno9BNjayTqbRSQA5AF7+ia8iEVyHIjImbj/PKaoarCPYjsYXR1HLnAEsMb7BzsIWCki01X1zT6LsmuRfq5eV9Um4DMR+RA3qVvXNyEmJ1U9s7NlIvKFiJSq6jYvKeroEvYJwMkiMh/IAdJFpEZVO23M3svxICL9gd8C31PV17sTRxfi7TwYb+ezZDkvmQjY5dTEsg4YLSIjRCQdt8HuynbrrASu8qZnAX9U1XirievyOLzq/p8D0+O4/dUBj0NVK1W1SFXLVbUcty1MPJ4oI/lc/Qa3cTYiUoR7efXTPo0y9bT+Ll8FPNd+BVWdo6rDvM/XrcDS7iZw0YjH+/ys8OJY1ktxxNt5MN7OZ8lyXjIRsCQugXhtO74O/B7YAPxaVd8XkbtEZLq32hKgUEQ+Ab6FexdZXInwOO7FrVlYJiJviUj7k3TMRXgccS/C4/g9sFtE1gOvAP+mqrtjE3HKWAycJSIfA2d5rxGRCSLycJzGcxFwCjDX+96+JSLjoxlEvJ0H4+18liznJRMZG7HBGGOMMSYBWU2cMcYYY0wCsiTOGGOMMSYBWRJnjDHGGJOALIkzxhhjjElAlsQZY4wxxiQgS+KSjIgUtrq1f7uIbPGm93ndQ0RzX4NFZLk3faqIrPKm7xSRW6O5rw72PUNExrV6PVdEBvfmPg8Qy2wR2SAir3ivnxKRd0Tkm95t/QfqQHWCiPx3D/Z9W3e37aCsz70+4IxJGCLieOe490RkmYhke/MHicjTIrJRRNaLyGoROdRb9oJ3TrRhp0xCsyQuyajqblUdr6rjgZ8BP/GmxwNRHf5GVbeq6qxolnkQZgDjWr2eC8QkicMdC3G+qp4mIoOAyap6lKr+RFXvUNU/dLahqr6pqt/owb6jlsQZk6DqvXPeEUAj8DVxhyJYAaxR1ZGqOg73uzLQ2+Ze4IrYhGtM9FgSl1r8IvILEXlfRF4UkSwAERnp/TL9m4i8JiJj228oIlNa1fD9Q0RyRaRcRN7rZF/jRGSNiHwqIt9oVc63vF/M74nILd68NuWIyK0icmdnsYnIZGA6cK8Xz3dwxyN8wnudJSLHicifvO1+L+4wQe2PaaCIrBCRt73H5M5i9OZfLiJrvX38XET8InIHcBLwMxG5F3gRKPHWOVlEHhGRWd72E0XkL96+1np/w9Y1mP1E5Jciss77G5/vzZ8rIs96f4ePReRH3vzFQJa3ryfaHdu85vValfGAN/0b7+/yvojc0MHf5aDeD2/+bO/v9baIvNrJZ8KY3vYaMAp3dJEmVf1Z8wJVfUtVX/OmXwaqYxOiMVGkqvZI0gdwJ3CrN10OhIDx3utfA5d70y8Do73p43GHqGlf1vPAid50Du64u+XAe968U4FVrfb7FyADKAJ2A2nAccC7QD+vjPeBY1qX421/K3DngWIDHgFmtdpmDTDBm07z9l/svb4Y+GUHx/QMcIs37ccdX7GzGA/z/gZp3voVwJUd7Lv9sTyCO+xPOu4wVRO9+f29v2Hrv9sPW70n+cBHXhxzvW3zgEzgn8BQb72aTt77YuCTVq9/B5zkTRd4z1nAe0Ch9/pz7/3qzvvxLlDWHHusP/v2SJ1H83fA+z49B8wDvoF7FeJA27V89+xhj0R9BDCp5DNVfcub/htQLiI5wGTc4WCa18voYNs/A//l1fg8q6qbW63fkd+qO8hzUER24F7GOAlYoaq1ACLyLHAy+497iLc80tjaG4M7wPNL3nZ+YFsH650OXAmgqg5QKSKdxRjGTfDWeWVm0ckA4AeIaZuqrvP2V+WV33qdrwLT5cv2hJnAMG/6ZVWt9LZZDwwHNnW2M1Xd6dWCfgX42Nv/n73F3xCRmd70UNyB7LscQquL9+PPwCMi8mvg2a7KMiaKskSk+bz2Gu6QW1+LYTzG9BlL4lJLsNW0g5uI+IB96rab65SqLhaR3wJTgdfFbazfcBD7CgCdZX0h2l7az/SeI4qtAwK8r6onHOR2zdt2Nv9RVf1uN8ps3r6rMe4EuFBVP2wzU+R4Ov57duUZ3LEsP8BNTFVETgXOBE5Q1ToRWcOXf+9mB/1+qOrXvDjPBd4SkfFqY6uavlHf/jMpIu/j1oAbk9SsTVyK82qEPhOR2QDiOrr9eiIyUlXfVdV7gDeB/drNReBVYIaIZItIP2Am7i/nL3DbkRWKSAZwXgSxVQO5rcpu/fpDoFhETvC2SxORwzuI52XcSy947dv6HyDGl4FZIlLirV8gIsMP4tg/AAaLyERv+1wRaZ+I/R64SbxqLhE5JoJym0QkrZNlz+LeAHIpbkIH7iXZvV4CNxb4SgfbHfT74X0+3lDVO4BduDV8xsTKH4EMEbm+eYbXJnVKDGMyJuosiTMAc4BrReRt3DZg53ewzi3NDdeBetw2VgdFVf+O20ZsLfAG8LCq/kNVm4C7vHmrcBOermJ7Gvg37waAkV65P/Muq/hxf4Xf4233Fu5lwPZuBk4TkXdxLy8ffoAY1wPfA14UkXeAl4D9bpY4wLE34rbNe8CL6SX2rwH7Pm57vne8Gwu+H0HRD3nrP9F+garuBdYDw1V1rTf7BSDgHcP3gdc72K4778e9IvKuF/erwNsRxG5Mr1BVxf0Bdpa4XYy8j9tWdyuAiLwGLAPOEJHNInJ2zII1pgfE/awbY4wxxphEYjVxxhhjjDEJyJI4Y4wxxpgEZEmcMcYYY0wCsiTOGGOMMSYBWRJnjDHGGJOALIkzxhhjjElAlsQZY4wxxiQgS+KMMcYYYxLQ/we6pWJlRuBw1QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "range_n_clusters = [2, 3, 4, 5, 6, 7,8,9,10]\n", "for n_clusters in range_n_clusters:\n", " fig, (ax1,ax2)= plt.subplots(1, 2)\n", " fig.set_size_inches(8, 4)\n", " \n", " kmeans = KMeans(n_clusters=n_clusters, random_state=10)\n", " cluster_labels = kmeans.fit_predict(descriptors_pca[['PC1_normalized','PC2_normalized']])\n", " silhouette_avg = silhouette_score(descriptors_pca[['PC1_normalized','PC2_normalized']], cluster_labels)\n", " print(\"For n_clusters =\", n_clusters,\n", " \"The average silhouette_score is :\", silhouette_avg)\n", " \n", " sample_silhouette_values = silhouette_samples(descriptors_pca[['PC1_normalized','PC2_normalized']], cluster_labels)\n", "\n", " y_lower = 10\n", " \n", " for i in range(n_clusters):\n", " # Aggregate the silhouette scores for samples belonging to\n", " # cluster i, and sort them\n", " ith_cluster_silhouette_values = \\\n", " sample_silhouette_values[cluster_labels == i]\n", "\n", " ith_cluster_silhouette_values.sort()\n", "\n", " size_cluster_i = ith_cluster_silhouette_values.shape[0]\n", " y_upper = y_lower + size_cluster_i\n", "\n", " color = cm.nipy_spectral(float(i) / n_clusters)\n", " ax1.fill_betweenx(np.arange(y_lower, y_upper),\n", " 0, ith_cluster_silhouette_values,\n", " facecolor=color, edgecolor=color, alpha=0.7)\n", "\n", " # Label the silhouette plots with their cluster numbers at the middle\n", " ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n", "\n", " # Compute the new y_lower for next plot\n", " y_lower = y_upper + 10 # 10 for the 0 samples\n", "\n", " ax1.set_title(\"The silhouette plot for the various clusters.\")\n", " ax1.set_xlabel(\"The silhouette coefficient values\")\n", " ax1.set_ylabel(\"Cluster label\")\n", "\n", " # The vertical line for average silhouette score of all the values\n", " ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n", "\n", "\n", " # 2nd Plot showing the actual clusters formed\n", " colors = cm.nipy_spectral(cluster_labels.astype(float) / n_clusters)\n", " ax2.scatter(descriptors_pca['PC1_normalized'], descriptors_pca['PC2_normalized'], \n", " marker='.', s=30, lw=0, alpha=0.7,c=colors, edgecolor='k')\n", "\n", "\n", " # Labeling the clusters\n", " centers = kmeans.cluster_centers_\n", " # Draw white circles at cluster centers\n", " ax2.scatter(centers[:, 0], centers[:, 1], marker='o',\n", " c=\"white\", alpha=1, s=200, edgecolor='k')\n", "\n", " for i, c in enumerate(centers):\n", " ax2.scatter(c[0], c[1], marker='$%d$' % i, alpha=1,\n", " s=50, edgecolor='k')\n", "\n", " ax2.set_title(\"The visualization of the clustered data.\")\n", " ax2.set_xlabel(\"PC1\")\n", " ax2.set_ylabel(\"PC2\")\n", "\n", " plt.suptitle((\"Silhouette analysis for KMeans clustering on sample data \"\n", " \"with n_clusters = %d\" % n_clusters),\n", " fontsize=14, fontweight='bold')\n", "\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As higher the silhouette_score the better cluster distribution. Then, for our data:\n", "\n", "For n_clusters = 3 The average silhouette_score is : 0.45489833249431 \n", "\n", "3 clusters are the best for our data distribution. So, let´s use such number of clusters." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "kmeans = KMeans(n_clusters=3, random_state=10) # We define the best number of clusters\n", "clusters = kmeans.fit(descriptors_pca[['PC1_normalized','PC2_normalized']]) #PC1 vs PC2 (normalized values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the calculation of clusters is done, we can add the result to our PCA table." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "descriptors_pca['Cluster_PC1_PC2'] = pd.Series(clusters.labels_, index=table.index)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6PC1_normalizedPC2_normalizedCluster_PC1_PC2
1-2.463784-0.936078-0.2740300.558761-0.0634310.131835-0.395072-0.1393421
2-0.0752001.908703-0.5349520.042434-0.559363-0.252494-0.0120580.2841250
3-1.4770810.865532-1.070530-0.4513020.453224-0.201938-0.2368520.1288411
4-1.526756-0.3360391.0945360.286876-0.170061-0.175008-0.244818-0.0500221
5-2.1478080.475692-0.564722-0.344079-0.1395510.425832-0.3444050.0708101
60.0669671.802380-0.8491930.543555-0.370788-0.2321410.0107380.2682980
7-1.384515-0.0412610.2028221.2995440.8234270.123817-0.222009-0.0061421
80.0836380.8884341.4305290.5223560.088537-0.9317760.0134120.1322500
9-1.8176280.7410351.132660-0.6465530.332754-0.019503-0.2914600.1103091
10-0.8998860.776893-1.091563-0.3398910.4015410.382843-0.1442980.1156461
\n", "
" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 \\\n", "1 -2.463784 -0.936078 -0.274030 0.558761 -0.063431 0.131835 \n", "2 -0.075200 1.908703 -0.534952 0.042434 -0.559363 -0.252494 \n", "3 -1.477081 0.865532 -1.070530 -0.451302 0.453224 -0.201938 \n", "4 -1.526756 -0.336039 1.094536 0.286876 -0.170061 -0.175008 \n", "5 -2.147808 0.475692 -0.564722 -0.344079 -0.139551 0.425832 \n", "6 0.066967 1.802380 -0.849193 0.543555 -0.370788 -0.232141 \n", "7 -1.384515 -0.041261 0.202822 1.299544 0.823427 0.123817 \n", "8 0.083638 0.888434 1.430529 0.522356 0.088537 -0.931776 \n", "9 -1.817628 0.741035 1.132660 -0.646553 0.332754 -0.019503 \n", "10 -0.899886 0.776893 -1.091563 -0.339891 0.401541 0.382843 \n", "\n", " PC1_normalized PC2_normalized Cluster_PC1_PC2 \n", "1 -0.395072 -0.139342 1 \n", "2 -0.012058 0.284125 0 \n", "3 -0.236852 0.128841 1 \n", "4 -0.244818 -0.050022 1 \n", "5 -0.344405 0.070810 1 \n", "6 0.010738 0.268298 0 \n", "7 -0.222009 -0.006142 1 \n", "8 0.013412 0.132250 0 \n", "9 -0.291460 0.110309 1 \n", "10 -0.144298 0.115646 1 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "descriptors_pca.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now everything together\n", "We will plot PC1 vs PC2 data. Each cluster will have a different color, and we will find the main feature for each principal component." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['axes.linewidth'] = 1.5\n", "plt.figure(figsize=(10,8))\n", "\n", "fig, ax = plt.subplots(figsize=(7,7))\n", "\n", "color_code={ 0: 'magenta',\\\n", " 1.0: 'orange',\\\n", " 2.0: 'cyan',\\\n", " 3.0: 'c',\\\n", " 4.0: 'm',\\\n", " 5.0: 'y',\\\n", " 6.0: 'darkorange',\n", " 7.0: 'k',\n", " }\n", "\n", "for i in descriptors_pca.index: \n", " ax.plot(descriptors_pca.loc[i].at['PC1_normalized'],descriptors_pca.loc[i].at['PC2_normalized'],\n", " c=color_code[descriptors_pca.loc[i].at['Cluster_PC1_PC2']],\n", " marker='o',markersize=8,markeredgecolor='k',alpha=0.3)\n", " \n", "\n", "plt.xlabel ('PC1',fontsize=14,fontweight='bold')\n", "ax.xaxis.set_label_coords(0.98, 0.45)\n", "plt.ylabel ('PC2',fontsize=14,fontweight='bold')\n", "ax.yaxis.set_label_coords(0.45, 0.98)\n", "plt.tick_params ('both',width=2,labelsize=12)\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", "lab=['MolWt', 'TPSA', 'nRotB', 'HBD','HBA', 'LogP'] #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=0.6,linewidth=1.2,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=11)\n", "\n", "circle = plt.Circle((0,0), 1, color='gray', fill=False,clip_on=True,linewidth=1.5,linestyle='--')\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": {}, "source": [ "As a result, we can identify the features that correlate positively and negatively with PC1 (TPSA, HBA, MolWt), and with PC2 (HBD, nRotB, LogP). Additionally, we can see that LogP is the \"most important\" feature (descriptor) because of the vector length. And also we can see the 3 different clusters we identified by the silhouette-based algorithm.\n", "\n", "Finally, we can merge our tables to keep the data in a single table or file." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "table=table.join(descriptors_pca)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SMILESIdMolWtTPSAnRotBHBDHBALogPPC1PC2PC3PC4PC5PC6PC1_normalizedPC2_normalizedCluster_PC1_PC2
1CC(C)C(C)(C)SCC=CBrPV-002312932038236.0234340.004.00.01.04.0628-2.463784-0.936078-0.2740300.558761-0.0634310.131835-0.395072-0.1393421
2CC1CC2(NC(C3CC3C)=NO2)C(C)O1Z3092470692210.13682842.851.01.04.01.4693-0.0752001.908703-0.5349520.042434-0.559363-0.252494-0.0120580.2841250
3BrC=CCN1CC2COC(C2)C1Z3310927277231.02587612.472.00.02.01.6157-1.4770810.865532-1.070530-0.4513020.453224-0.201938-0.2368520.1288411
4CC(C)CC(C)C(C)NCC1(C)CSC1Z3362561558229.18642112.036.01.02.03.3998-1.526756-0.3360391.0945360.286876-0.170061-0.175008-0.244818-0.0500221
5CC(C)(C)CS(=O)CC=CClZ2904173473194.05321417.073.00.01.02.5337-2.1478080.475692-0.564722-0.344079-0.1395510.425832-0.3444050.0708101
6CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@...Z3092410916236.15247842.850.01.04.01.71690.0669671.802380-0.8491930.543555-0.370788-0.2321410.0107380.2682980
7BrC=CCNC1CCCC=C1BrZ3322438014292.94147412.033.01.01.03.3159-1.384515-0.0412610.2028221.2995440.8234270.123817-0.222009-0.0061421
8CC(C)C1CC(NCCC2SCCS2)CN1Z3350500536260.13809124.065.02.04.02.15870.0836380.8884341.4305290.5223560.088537-0.9317760.0134120.1322500
9FCC(CF)NCC1(C(F)F)CC1PV-002106209714199.09841212.036.01.01.01.9289-1.8176280.7410351.132660-0.6465530.332754-0.019503-0.2914600.1103091
10CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=OZ2790107381248.03843232.672.00.02.01.7386-0.8998860.776893-1.091563-0.3398910.4015410.382843-0.1442980.1156461
\n", "
" ], "text/plain": [ " SMILES Id \\\n", "1 CC(C)C(C)(C)SCC=CBr PV-002312932038 \n", "2 CC1CC2(NC(C3CC3C)=NO2)C(C)O1 Z3092470692 \n", "3 BrC=CCN1CC2COC(C2)C1 Z3310927277 \n", "4 CC(C)CC(C)C(C)NCC1(C)CSC1 Z3362561558 \n", "5 CC(C)(C)CS(=O)CC=CCl Z2904173473 \n", "6 CC(C)(C)C1=NOC2(N1)[C@H]1OC[C@H]3C[C@@H]2C[C@@... Z3092410916 \n", "7 BrC=CCNC1CCCC=C1Br Z3322438014 \n", "8 CC(C)C1CC(NCCC2SCCS2)CN1 Z3350500536 \n", "9 FCC(CF)NCC1(C(F)F)CC1 PV-002106209714 \n", "10 CC(C(F)F)N1N=C(C(F)(F)F)C(F)C1=O Z2790107381 \n", "\n", " MolWt TPSA nRotB HBD HBA LogP PC1 PC2 PC3 \\\n", "1 236.023434 0.00 4.0 0.0 1.0 4.0628 -2.463784 -0.936078 -0.274030 \n", "2 210.136828 42.85 1.0 1.0 4.0 1.4693 -0.075200 1.908703 -0.534952 \n", "3 231.025876 12.47 2.0 0.0 2.0 1.6157 -1.477081 0.865532 -1.070530 \n", "4 229.186421 12.03 6.0 1.0 2.0 3.3998 -1.526756 -0.336039 1.094536 \n", "5 194.053214 17.07 3.0 0.0 1.0 2.5337 -2.147808 0.475692 -0.564722 \n", "6 236.152478 42.85 0.0 1.0 4.0 1.7169 0.066967 1.802380 -0.849193 \n", "7 292.941474 12.03 3.0 1.0 1.0 3.3159 -1.384515 -0.041261 0.202822 \n", "8 260.138091 24.06 5.0 2.0 4.0 2.1587 0.083638 0.888434 1.430529 \n", "9 199.098412 12.03 6.0 1.0 1.0 1.9289 -1.817628 0.741035 1.132660 \n", "10 248.038432 32.67 2.0 0.0 2.0 1.7386 -0.899886 0.776893 -1.091563 \n", "\n", " PC4 PC5 PC6 PC1_normalized PC2_normalized \\\n", "1 0.558761 -0.063431 0.131835 -0.395072 -0.139342 \n", "2 0.042434 -0.559363 -0.252494 -0.012058 0.284125 \n", "3 -0.451302 0.453224 -0.201938 -0.236852 0.128841 \n", "4 0.286876 -0.170061 -0.175008 -0.244818 -0.050022 \n", "5 -0.344079 -0.139551 0.425832 -0.344405 0.070810 \n", "6 0.543555 -0.370788 -0.232141 0.010738 0.268298 \n", "7 1.299544 0.823427 0.123817 -0.222009 -0.006142 \n", "8 0.522356 0.088537 -0.931776 0.013412 0.132250 \n", "9 -0.646553 0.332754 -0.019503 -0.291460 0.110309 \n", "10 -0.339891 0.401541 0.382843 -0.144298 0.115646 \n", "\n", " Cluster_PC1_PC2 \n", "1 1 \n", "2 0 \n", "3 1 \n", "4 1 \n", "5 1 \n", "6 0 \n", "7 1 \n", "8 0 \n", "9 1 \n", "10 1 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saving values from a pandas table to a .csv file is very easy. You just need to type:\n", "\n", "```\n", "table.to_csv('file_name.csv')\n", "```" ] }, { "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 }