{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Unsupervised Learning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Preprocessing\n",
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When calculating distances, we usually want the features to be measured on thes same scale. One popular way of doing this is to transform each feature so that it has a mean of zero (centering) and a standard devaition of one (scaling). "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"Feature 1 Feature 2 Feature 3 Feature 4 \n",
"\tPDD 1 0.7074344 -2.8638060 9.8519705 -69.1688351 PDD 2 1.001159e+00 4.536595e-05 8.293787e+00 -1.301068e+02 PDD 3 -1.7044244 0.4592508 15.7773198 110.7800991 PDD 4 0.7771078 1.7948562 3.6190092 4.7258575 PDD 5 -0.1943930 0.9271623 9.3818563 -22.1818030 \n",
"
\n"
],
"text/latex": [
"\\begin{tabular}{r|llll}\n",
" & Feature 1 & Feature 2 & Feature 3 & Feature 4\\\\\n",
"\\hline\n",
"\tPDD 1 & 0.7074344 & -2.8638060 & 9.8519705 & -69.1688351\\\\\n",
"\tPDD 2 & 1.001159e+00 & 4.536595e-05 & 8.293787e+00 & -1.301068e+02\\\\\n",
"\tPDD 3 & -1.7044244 & 0.4592508 & 15.7773198 & 110.7800991\\\\\n",
"\tPDD 4 & 0.7771078 & 1.7948562 & 3.6190092 & 4.7258575\\\\\n",
"\tPDD 5 & -0.1943930 & 0.9271623 & 9.3818563 & -22.1818030\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"1. 0.707434359943127\n",
"2. 1.00115929658575\n",
"3. -1.70442439966295\n",
"4. 0.777107815373961\n",
"5. -0.194392997958442\n",
"6. -2.86380604608832\n",
"7. 4.53659543758152e-05\n",
"8. 0.4592508454075\n",
"9. 1.79485618967676\n",
"10. 0.927162287467668\n",
"11. 9.85197054792817\n",
"12. 8.29378683550936\n",
"13. 15.777319811597\n",
"14. 3.61900915907116\n",
"15. 9.38185628010428\n",
"16. -69.1688350792629\n",
"17. -130.106811729284\n",
"18. 110.780099070566\n",
"19. 4.7258574791065\n",
"20. -22.1818029590474\n",
"\n",
"\n"
],
"text/plain": [
" Feature 1 Feature 2 Feature 3 Feature 4\n",
"PDD 1 0.7074344 -2.863806e+00 9.851971 -69.168835\n",
"PDD 2 1.0011593 4.536595e-05 8.293787 -130.106812\n",
"PDD 3 -1.7044244 4.592508e-01 15.777320 110.780099\n",
"PDD 4 0.7771078 1.794856e+00 3.619009 4.725857\n",
"PDD 5 -0.1943930 9.271623e-01 9.381856 -22.181803"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x <- matrix(rnorm(20), nrow=5)\n",
"colnames(x) <- paste(\"Feature\", 1:4)\n",
"rownames(x) <- paste(\"PDD\", 1:5)\n",
"x <- matrix(rep(c(1,2,10,100), 5), nrow=5, byrow = TRUE) * x\n",
"x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Pairwise distances"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" PDD 1 PDD 2 PDD 3 PDD 4\n",
"PDD 2 61.02584 \n",
"PDD 3 180.09328 241.01875 \n",
"PDD 4 74.30332 134.92581 106.78609 \n",
"PDD 5 47.15068 107.94110 133.12501 27.54867"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(x, method = \"euclidean\", upper = FALSE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Scaling"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"Feature 1 Feature 2 Feature 3 Feature 4 \n",
"\tPDD 1 0.5287880 -1.6577085 0.1075210 -0.5343037 PDD 2 0.79201355 -0.03593478 -0.25109174 -1.21292760 PDD 3 -1.6326317 0.2241092 1.4712276 1.4696627 PDD 4 0.5912268 0.9804507 -1.3269820 0.2886102 PDD 5 -0.2793967098 0.4890833450 -0.0006748504 -0.0110416953 \n",
"
\n"
],
"text/latex": [
"\\begin{tabular}{r|llll}\n",
" & Feature 1 & Feature 2 & Feature 3 & Feature 4\\\\\n",
"\\hline\n",
"\tPDD 1 & 0.5287880 & -1.6577085 & 0.1075210 & -0.5343037\\\\\n",
"\tPDD 2 & 0.79201355 & -0.03593478 & -0.25109174 & -1.21292760\\\\\n",
"\tPDD 3 & -1.6326317 & 0.2241092 & 1.4712276 & 1.4696627\\\\\n",
"\tPDD 4 & 0.5912268 & 0.9804507 & -1.3269820 & 0.2886102\\\\\n",
"\tPDD 5 & -0.2793967098 & 0.4890833450 & -0.0006748504 & -0.0110416953\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"1. 0.528788002967229\n",
"2. 0.792013554376917\n",
"3. -1.63263165440436\n",
"4. 0.591226806883675\n",
"5. -0.279396709823457\n",
"6. -1.65770853290984\n",
"7. -0.0359347775269354\n",
"8. 0.224109228867205\n",
"9. 0.980450736592308\n",
"10. 0.489083344977262\n",
"11. 0.10752095646157\n",
"12. -0.251091737392939\n",
"13. 1.47122758780259\n",
"14. -1.32698195647119\n",
"15. -0.000674850400035887\n",
"16. -0.534303653199686\n",
"17. -1.21292759551925\n",
"18. 1.46966270443486\n",
"19. 0.28861023953515\n",
"20. -0.0110416952510718\n",
"\n",
"\n"
],
"text/plain": [
" Feature 1 Feature 2 Feature 3 Feature 4\n",
"PDD 1 0.5287880 -1.65770853 0.1075209565 -0.5343037\n",
"PDD 2 0.7920136 -0.03593478 -0.2510917374 -1.2129276\n",
"PDD 3 -1.6326317 0.22410923 1.4712275878 1.4696627\n",
"PDD 4 0.5912268 0.98045074 -1.3269819565 0.2886102\n",
"PDD 5 -0.2793967 0.48908334 -0.0006748504 -0.0110417\n",
"attr(,\"scaled:center\")\n",
" Feature 1 Feature 2 Feature 3 Feature 4 \n",
" 0.11737681 0.06350173 9.38478853 -21.19029864 \n",
"attr(,\"scaled:scale\")\n",
"Feature 1 Feature 2 Feature 3 Feature 4 \n",
" 1.115868 1.765876 4.345032 89.796385 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y <- scale(x, center = TRUE, scale = TRUE)\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\tFeature 1 \n",
"\t\t1.11022302462516e-17 \n",
"\tFeature 2 \n",
"\t\t1.38777878078145e-17 \n",
"\tFeature 3 \n",
"\t\t-2.0323152671048e-16 \n",
"\tFeature 4 \n",
"\t\t1.31600120883112e-17 \n",
" \n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[Feature 1] 1.11022302462516e-17\n",
"\\item[Feature 2] 1.38777878078145e-17\n",
"\\item[Feature 3] -2.0323152671048e-16\n",
"\\item[Feature 4] 1.31600120883112e-17\n",
"\\end{description*}\n"
],
"text/markdown": [
"Feature 1\n",
": 1.11022302462516e-17Feature 2\n",
": 1.38777878078145e-17Feature 3\n",
": -2.0323152671048e-16Feature 4\n",
": 1.31600120883112e-17\n",
"\n"
],
"text/plain": [
" Feature 1 Feature 2 Feature 3 Feature 4 \n",
" 1.110223e-17 1.387779e-17 -2.032315e-16 1.316001e-17 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"apply(y, MARGIN = 2, FUN = mean)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\tFeature 1 \n",
"\t\t1 \n",
"\tFeature 2 \n",
"\t\t1 \n",
"\tFeature 3 \n",
"\t\t1 \n",
"\tFeature 4 \n",
"\t\t1 \n",
" \n"
],
"text/latex": [
"\\begin{description*}\n",
"\\item[Feature 1] 1\n",
"\\item[Feature 2] 1\n",
"\\item[Feature 3] 1\n",
"\\item[Feature 4] 1\n",
"\\end{description*}\n"
],
"text/markdown": [
"Feature 1\n",
": 1Feature 2\n",
": 1Feature 3\n",
": 1Feature 4\n",
": 1\n",
"\n"
],
"text/plain": [
"Feature 1 Feature 2 Feature 3 Feature 4 \n",
" 1 1 1 1 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"apply(y, 2, sd)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Pairwsie distances"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" PDD 1 PDD 2 PDD 3 PDD 4\n",
"PDD 2 1.813442 \n",
"PDD 3 3.753472 4.013627 \n",
"PDD 4 3.114285 2.117902 3.839591 \n",
"PDD 5 2.355289 1.711959 2.502087 1.687693"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist(y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dimension reduction\n",
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Principal Components Analysis (PCA)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"Sepal.Length Sepal.Width Petal.Length Petal.Width Species \n",
"\t1 5.1 3.5 1.4 0.2 setosa 2 4.9 3 1.4 0.2 setosa 3 4.7 3.2 1.3 0.2 setosa \n",
"
\n"
],
"text/latex": [
"\\begin{tabular}{r|lllll}\n",
" & Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\\\\n",
"\\hline\n",
"\t1 & 5.1 & 3.5 & 1.4 & 0.2 & setosa\\\\\n",
"\t2 & 4.9 & 3 & 1.4 & 0.2 & setosa\\\\\n",
"\t3 & 4.7 & 3.2 & 1.3 & 0.2 & setosa\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n",
"1 5.1 3.5 1.4 0.2 setosa\n",
"2 4.9 3.0 1.4 0.2 setosa\n",
"3 4.7 3.2 1.3 0.2 setosa"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"head(iris, 3)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ir <- iris[,1:4]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ir.pca <- prcomp(ir,\n",
" center = TRUE,\n",
" scale. = TRUE)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Importance of components:\n",
" PC1 PC2 PC3 PC4\n",
"Standard deviation 1.7084 0.9560 0.38309 0.14393\n",
"Proportion of Variance 0.7296 0.2285 0.03669 0.00518\n",
"Cumulative Proportion 0.7296 0.9581 0.99482 1.00000"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary(ir.pca)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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" \n",
"\n",
" \n",
" \n",
"\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
"Plot with title “ir.pca”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"plot(ir.pca, type=\"l\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"The downloaded binary packages are in\n",
"\t/var/folders/xf/rzdg30ps11g93j3w0h589q780000gn/T//Rtmph45cuG/downloaded_packages\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading required package: ggplot2\n",
"Loading required package: plyr\n",
"Loading required package: scales\n",
"Loading required package: grid\n"
]
}
],
"source": [
"options(warn=-1)\n",
"suppressMessages(install.packages(\"devtools\",repos = \"http://cran.r-project.org\"))\n",
"library(devtools)\n",
"suppressMessages(install_github(\"vqv/ggbiplot\"))\n",
"library(ggbiplot)\n",
"options(warn=0)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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],
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"ggbiplot(ir.pca, groups = iris$Species, var.scale=1, obs.scale=1, ellipse = TRUE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Classic Multi-Dimensional Scaling"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ir.mds <- cmdscale(dist(ir), k = 2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"image/svg+xml": [
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],
"text/plain": [
"Plot with title “MDS”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2), pty=\"s\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=iris$Species, pch=16, main=\"Sepal\", xlab=\"Wddth\", ylab=\"Length\")\n",
"plot(ir.mds[,1], ir.mds[,2], type = \"p\", asp = 1, col=iris$Species, pch=16, main=\"MDS\", xlab=\"\", ylab=\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clustering\n",
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### k-means clustering"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ir.kmeans <- kmeans(ir, centers=3)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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],
"text/plain": [
"Plot with title “K-means”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2), pty=\"s\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=iris$Species, pch=16, main=\"True\", xlab=\"Wddth\", ylab=\"Length\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=ir.kmeans$cluster, pch=16, \n",
" main=\"K-means\", xlab=\"Wddth\", ylab=\"Length\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What if you guess the number of clusters wrongly?"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ir.kmeans <- kmeans(ir, centers=6)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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eXakIN4yC/Ts11yaxtk0kQEJqop3VJKtKPmqSHRVeTfvhWTWOVsY1kGy4GknkozAc/fUSaKl8lKmXCvMpErAfIv20wt4slZRJlYzEOA0psKfWqtx+PkDj3N+Qa89KIYBAqwuQj1p9D3dt3wDnyuYjPW2PfNQm7wc2s2cCNJB65hc39WhV2Ldw5Q6cC9NzA2VBovleh1ewypWMU8FsGAUBBBCoWoB8VDVZc06gxk/ZXKOn7ZUdpzm3nrVGAIFWFOCShubdqztq1YOX00V1H928m8eaN7hAS13S0ODW7bJ65KMm3dO6fG7HpMvrrE73TZGPmnT/NsFqt1Q+4jHfTfCOYxVrFrAzc19V2EMUtq95LskTPqDqexNGmaO66xPqqUIAAQQQaHEBe9R21vlfVQPl9Led3yv5aKDzHtA3dLH5SHVz5pKPWvydxuYh0FoCfGNX//35B81SVxN0n92x7lmKdynqXSZohvYjgeGzR69o2Db1XhjzQyAg0FLf2AW2i87+EyAf1dleZ3b+oLM3ucDZnZyGzdIT8Oqej9T4mqB5PxZYVuFJdq+ocUY+qvO+ZXZFAi2Vj7gHqWjf0tMiAtY4+lhoW3R5tpuoeFwxUmGNmXqVuZqRfSP4ScUeCvu7socy/FbxpoKCAAIIINCGAtY4UvIpyUcaNnFAPh/5ykde3fLRMOfNfUJnqDYO5aOlykejnEc+asP3IJuMQDML8I1d/faeXVYXPHMUPqtj/T+p3+KYEwL9KtBS39j1qyQLLwiQjwoSPXy1y+pCZ44KZ3O6X3VWh3zUQ2cmbxiBlspH3IPUMO8rVqROAp/SfOxsUVI5JKmSOgQQQAABBHoqsIZzZfORkhX5qKfQTI9ALwjQQOoFVGbZrwIjKlj64ArGYRQEEEAAAQRqFuh0jnxUsx4TItC/AjSQ+tefpddf4BbNstz13E/Uf7HMEQEEEEAAgXcE1EAqm490Bol89A4ZXQg0jAAPaWiYXdH2KzJeAmcoRiv+qrhMUUv5jyaao5gYM7Hdn/S1mLpKBq+lkSYp7FpbW9bLCgoCkQKj73PbZtLpDT2XXTB3uZup37nXMVPZ4o2f6bZzLj0xm83OXfiKHvhxpMuWnYoREECgLgLv8f3x+pbtDH2DPFp/eH99yfNqykd6YMJ/9JCGOWoETYxZsZzmX3M+esP5aw1RPtL8B2o+/xnqPPJRDDSDTcDfVv9tqFigmKm7ESrIR77eXpaP8u9heyCVHkDlkY8EQekbgXa/KdZ+tyH8YIWVGrZ7jfz26NQ3FMpxRWF/1J9X1FLsQ+I0xXJFYb62zpY4hyooCHQLTJjuNhs/M/PghJkZ/51Ivzh+emb/7pEiOsbc6947YUbm0XemyfjjZ6ZfGDfdvT9idBvUUjfFxmwjg/tWoK3z0fq+f+9E38/p1Q/EyvG+X1M+skd560ENb0Q8djur30WqMR/5nuZ3mmJ5YL726PDL5jqffNS3fy9NsDR/Mx22PKjQsUt3vKjuxHyk+vcqHg1MY9O/oGiLfMQldk3w1m7xVbxd27erwhogwWIHfvcoRgUHVtj9isYbqfip4imF/qDdzYqNFZcqailnaqKzFMH7l2ydP624VkFBIC8wZqYb66fS9+jNYY9+DxRvXS/l3zxmupscGNjdOWGaWy+TSd+tv4Stuweqw3Pe+ikvfasaXe8LDqcbAQTqK6CGUT4f6W+3JB8Nsnzk+1XnI53VeWWA8pG+Tfupji6f0ozz+Ujf1m2cdl5N+UjfHp6pLS/JR5r3p3UJBvmovm+LJp+bP1YbYMdSoXzk1tUwHRf5kflIw9dT/d2Konyk/vUVt6q+5fMRDSTtaUq/CSjnuH0Slm7vz78l1CdVKRe5bym2UNgp5UMVlphqKWM00bcTJrSnEO2VUE9VGwmk/cy31KgZF73J3oC0l/lJVJ2fTn/XeZ417EuL5w32vfQPSysYggACdRHw/cR8pMZHamLN+cjTzL1vDXTeFhnnbTjAeYcOdl5N+Wip88coMSbmo+XOJx/V5U3REjOx46CYfOTUdo/92ZPvqi46H63+orjl85EdgFIQ6C+BE7Rg5Z3EslVibd9U7q7F2BmtpJLU0EuajroWE9AbOvm94PlTJtwceVnmvkkUnqdG+JmOz+wkJOoQqFHgPc6doL/dhs9HSkRl85E+JJI/g2o0YrKmFCj3Xpiis0FRl2Um5iNJqBHut3Q+aumNa8q3cnuttP2oa7mSLjdCH9QPqWAZlYxTwWwYpfkF/MT3gs4ueW+v5ezb6nBJnE6nRAe48a4R/h7C600/Aq0gUDYfqfXU739/WofEzwnbEZWM0wo7jG2oSKDc+8W+FKg6H2kaO/vU738PFQnUOBINpBrhmKwuAr/XXOxSuKSyMKmyj+oeqmA5D1cwDqO0g4DnEt8Luvd79pLd8g8RCWskv8987wl3vFsVnoh+BBDoucAy536vZNTw+UgrmPw5sZoi8TOo51rMoYkEyr0XZqtJ/UbE9pR7n+nx9HpWSAsXGkgtvHObYNOe1zomNYAsWX2+zHaMUL3dA3SUYvPQuPZI7g901W0aqqum136n4paECWapbmpCPVVtJJDLZc9RI8iemBhT/J9EVfhZ72w//4ShqFoN86KnixmbwQggUIXAq56XmI+UjHwdDSbmo7V9f8R6vn+IHvZwlB4VXpSP7JHcK5z/gZXOP0qvNecj3cuUmI+0nrNeIR9VsedbftRztIUJ+Sj2HqSzNZ0dg8WVyDwWNzLDEahV4HOa0N6Iw2qdQRNPZ40Ye6S3bX8wcuq/QpFUvq7KtxTB6eyhDqMV/6fQl4JFdX9Rf9xNh6pKLPb0oumK4LKse45iSwUFgW6BcTPSx0yYmV4ZfFy3dY+fkTmve6SIjnEzU18aPyO9KjidHvOd03TfjxjdBumWhPx70n6bi4JAPQTaNx/5/lp6tPfKwOO984/6VoMnpwZPYj7SOF9XvBWcVv1/G+f7o/Uo7v9TLAs8kluNLf8vS5xfUz560/mj9Ejv6aH5+fabS2qAkY/q8VfQUvPwj1Ga0HFW9yO+deyS707MRxrnSwp9L1A0nY7N/LbIR3btIaX/BSwh2eM+hyve7v/V6dM10B+uuzxmiU9quD2ackVE/Yka9ouI4TboJYU9wjKq6MfR8o8VT/pGJWo6G2ZnXD+s2FNhB6YPKK5SWEOMgkCRwLgZbqLnUp/QPUcb5py3wMt2XjdvV/dg0UgRPaOnu43SXurolPMm+s6bm+3snLpwN/dIxKg2yN6H9gWDPap1hoKCQE8F2jYfqUFzjA6KLo8C1BFlPh/N9rySfKTG04lKDpH5aPQ899I/13PrZjpL56p5zrxR+ejIGn5480zdIH+K8pHWtzsfLVI+muA88lEpNUOcP1EIn1BsqFiguE6XJZTNR2oMbaRxj1ZMVMxV6GoZj3wkCErfCFhC0mdl251BSmub53dtu21/VOgbjJJiv0W0WBE1fiXD7HI8CgKtIMAZpFbYi421De2Zj3w/rbM/84NngMLdagiV5CM1qgZrvMXhcYP9Uz/l2xmjyLBL7hpr97M2CNQs0FL5yL4RpyDQXwJbacFjyyx874j6HTTM7j2qtUTNs9Z5MR0CCCCAQJMLrO9c2XykszUluUPXG5XNRzNKpnoHK2qe79TShQAC/SVAA6m/5FmuCUQ9WjIsY2eLwqWS6cLTBPuj5hmspxsBBBBAoI0EdKNFJXklKneUna4jeYyoebaRPJuKQGMKZBpztfpsrd6jJW2qWKh4RrFcQek7Abum267nTkoQUdfI2vWvdg9RWlFLiZpnLfNhGgQQQKBeAuSjeknWMB/dyPekDohW6IxOVflItxY9om+as5ouNh9t+Z/EFUquTZyUSgQQ6C2BVj+DdLzg/qAYEgLcWv12g/1sxW0Ke078PMW3FLEfcqprtTJUG3SQ4hjFFEU93g9raj6Hds1zJ70qb3QXuyzuMMWnFHZZgj2BLvLGVg23skTxy3xX8X+L1Pvr4kFFfUkN3fka8/KiselpKYHx09wO46anPzXhvvRha9/Ro0sxW8qFjel3AfJR8i6oez4a6ftr6l6gQ+3hC+/2/Z10G1B3PrJHcmv4Yar/1Lq+v4Me8/2WbmCtOh/N9bzEfDTsLbf8yN/Ebvj8pc5dFltLRQsI+DrW8XXM4+vYx7djIAoCDSHwO62FPvOKDpLs6WaFG/ytkXSJwhpRLyts3DKPPdQY9S/9cVPskdoM+2C3bS7E4+reSlFrOU4TWqOmMD97vV+xoeKLCuWCoroZ6t9IcU1ouE1n67a7Iq7Yt3x6AFDR/Gw6a+juprDfLQquh3W/othOQWlBAXtqnB6PPaPoEdkz0kvHzUjZe69VS0vdFNuqO6lru8hH8Tu47vlID1Q4To2fJcGHJaj7fjWGNlTD6IvqXhqs07AZakRtpNdrgsOtW8MW6TU2H6l+sOLGiOnmTXnR300PaLgl4iENr+ix3OSj+PdEk9f4E3UIomOcokdk6xjIJx81+Z5tldWPSkhXa+PsYPnE0Ebat1eFun1Cdb3d29cNpP20QXaJWrgBYf0LFOMU1ZajNEHU/GzYqwl1z6tuuMKSz08UdsbI9s3aikrK3hrpbMXFii8o1lAUim3nOQqr+7zClkNpQYHR97jhE2aknw82joLddkapBTfbNokGUvPsWPJR9L6qez5SY+WocGMl0P9qoDv/O0eFfk33/GjfH67+3dX9E8Uv7RHe+vHXivKRxttb45+t6S5WfGEd3+/OR/px2P3UIDpHcbHi8wudTz6Kfj+0wFDbt76ObYoaRzoW6u4nH7XAXm72TYhKSLO0Uf+O2bAhGr5I8cOY+t4a3NcNpIe1IXGNGRt+TpUbapctzCkzz6TlfaPK5TE6AkUC+oHVbwQbRKXd6bnuzLpcQlq03AbooYHUADuhwlUgH0VD1Tcf6TI6NXDmFBo91b6qgUM+it5PDK1YwN5D3Y0hHfuUdM/VsHrc0lDxGvXRiC2VjzI1oO2haey+lc0Ucb8CbYnAohGL3SNzV8yK2b0rTyu2iqlvhcFraSO2LbMhe5WpD1dvoAHrhQdW0W/LO7eK8RkVgSIBz/f2KrrbrajWerzx4/Zym80/M/9jjyW1DGhagT205uSjpt19+SsF6pqPdA19j/KRvu0jHzXv+6lR1tzeQ0llvCrtGPrJpJGo61+BahtIH9Hq2v0ihensrEBUuSNqYIMM+4/WY+uYdRml4TsqLo+pb4XB1sIvVyoZJziPascPTmvdA8ID6EegSoGy76Gcx/usStNGH5181Oh7qPz6lf271Syqyi+pKscPr6IaSJWsU3gy+hEIClTyHqpknOA86e5jAX2WVFW+o7H1VEt3gmKiwqaPiu9peCMVe1DA1YqTFNMVeqpI/klreukudgbkQoV9GP+ze2jrdSzUJr1YZrPs4RXVFLuPaHE1E4TGfTDUTy8C1Ql4XuJ7SPdZv7Vwaf7scHXzZexGFiAfNfLeqWzd6p6P5jj3vL65rTkfadrEz5LKNoux2lyg3HvoLfnY1UqUFhEYqu2wxtG1TbQ99g3jDYoXFHa2KxjBRsLBqtPvxOXr79Orp+jL8jktzNZtWB8t9Piu5QU9Ct0rVLdlDethByuFeYRfbZ7hYYV+S2QTFJso7AmClyvMI7gPxqjfHgJxnGJnRT2KLfPjimMV76vHDJlH/wmsM81NmDAzvbj03qOMnx82I3Nm/61dry7ZvtCxv6VJvbqUxps5+aj39knT5yPdR/SdhHuPViTULdZT7ia8y/c3mej75yku14MXPqdbSLrz0VjfH6PhR2kZx+m1LvnIlqn5fVxxrIJ81Hvv7T6as6/jC1/HNiX3HumzOj/szD5akb5eTLvmo/yZoqXS/l5fi9dpefb8+fcrvqq4THG5olAOVcebil8pLPH2denrhGTb9yNFTmEHV4Uwgw8qail2JvGXisK8Cq+vadg+ilkRdbb8ryhuVoTXxd5r9ttMpyjCDazpGqZLzWsqtp627YUGcWE9b9ew0TXNkYkaQmD8fW738TPTr4YbSeNnpH/tprbs75u1a0Kyv2PyUe/85TV/PvL9lBovvww3hDTsNTV49tHrrIi6nIZ/RcNv1msuVL9U003R8FM0vKiBpWHTJ/h+bflo9Xr+SPNcFVre7eN8n3zUO+/vPpqrPRbef1WhY4yi+LX6W/X3NlsqH3V/K1LhO+YmjWcfBDsp7GxSqxR7ep1tjx0090exhHSpYrji7T5cATtT9GGFfRDbZXJ/VNglDz0p22viDyjssah2Ctnmea7iM4qoYg0jO9iJKrZPCve7hett3vZNmzWeqilnaeTTYiZ4QMPtm/hsTD2DG1zAfhh28LDUR52X2sLz3OJctvOv86fkfxS6wde85tWzhLRSMVkxo+a5NOeE5KPe2W8tk4/UqNleyaU7HynZ/FH95+rAJzIf6UhWtypWn480XT4fzfa8qvKRzhadpfWJzUezLB95Hvmod97nfTDX/A/DflQL2kJhV8v8VRfH2HFGq5aWykf6LEgsdtYleIA6Xv3/Utyv+JniWYWddQiXZRqwPDyQ/liB/kpIsStUxwr7psQO4HrjG5Mvab521qrSYo22eYpBCRMcpbqpCfVUIdBIAi2VkMrAko/KANWpunXzke+nJyof6cCn7vlIjaQvqYFUcT5S421trUTZfDTL88hHdXpjM5teF2ipfBRs/ETJ/VMD3xtRsb+GWcSVM1XxvbjKBh7+Ra3bFxT2IXdJD9ZzTU17isLeLJWUrSoZqUnHOVjrXfdk1GWxh14rTkgad5IiqXGkareHgoRkEhQEGkuAfFTb/iAfdbmt69zBvdE46pr9HnqtOB9pPcrmIzW6bJ7kIyFQEOhrgXINpLu1Qi/UsFJ2urkZy1it9DYKe+1JGayJN1EMqHAmPV1ehYvpl9HKNUh6slLl3r/heVeyP6qdZ3gZ9COAQO8IkI9qcyUfdbmpUdIw+UjrUjYfqYFEPqrtPc9UCPRYoNwf30k9XkJzzcC+/blBsaCHq71Q0x9exTwKlzRUMUnTjHqr1lSf80VPpavXyt9f5Yzs2l9dhh57jbnNrtp52jQUBBDofQHyUW3G5KMutxedu3Wi8pEaJ/pX91JV7tCNRQ/o0oqke55sBauaZ923iBki0MYC5RpIYZoNNGCJwp5MFlVSGribwsb5b9QIDT7MGkY9bRw1+CYWrZ7dk7OfovCQhrvUXcmDKuzs2ImKcQprdFygWKmIKvakKZvvPlGVGpbUeEqqs/1kD7ZIKvYwEWt82sMv7lHY+L9THKeIKrM08Oqoit4cttIN3Nxz/q5ahuc7b8Yg1/FYJcsbO91tnUqlJ0lQTtlp8ya5pwrTjbnXvTedTu3i6Qbfjmz23kW7umcKdbwi0CIC5KMW2ZFdm1FTPrJHcutA5kS1eMbpg/CBOZaPPC86H3neUs/3Y/ORpo9tPCXVaf0X6Ju3xHz0bt/fSQ2iz2k9h2vce170vEv15LrYfKTlzcr2Qz4aP8Ntrqvid1UT0svlsjMWTHYV5SPRbS2HSQqtupumdNadjzTIbtXYRaFNcveqjnwkCEprCbygzTkjYZOGqM7+OC5OGKfRquyUux3w99Z9MpVsrx3Em9uwSkau0zif1XzsARu23EL8T907KJLKVFXq8717GpvWktGHFXHFbMPLsulsPta4ssZOYR0Kr1b3LcVDEXW2PLu3Ka7Y8mYqwutpDffJiusVheUUXp/VsM0UfVZecm5Ihxt41So3yC+Ogde96twacSui3/xZQ4+uvi7icdZXDbvTjdWjrm8M102Ykb5MTUS71IbSWgIDtTn2HrYDk3YrL2iDz0jYaPJRAk5CVdPkIz1ie6oi/EjulWqMxOcje1CD778Zeqy2b/PRgxMu0OuCmLpvqe6hcJ36V+ppdPH5aPXyZtr8Q9Mu0ePBJ2v49aHhvvqf1fA+zUduuhuivHJVOHdYrrGcE/9+8VXnX6fQ51BRXKX+sYobQ8NtvMsU5KN41Gataal8pC9eEsvGqt09MIb9kWynODYwrNBpZ4+27ep5vTCwQV7X13rsr7AD8TsU9ivG4xW/UNhwO8NgT977ueJMRSVnUTRa05ZDtea/jVh7+0b2dsU2ipcj6i/UsCMihtsfhTWctlJE3X92uYZHfcDqyzT3JYU1aMLF6k5WjApXqN+WZ/vqHoXtt3C5UwN2Dg9U/5qKuxQjFdsr9lHYQdRDij8rOhR9Vsa6gb/Vl3QfK12gd/habqC2scP2U0kZmE5frW9IPxCu0Nmio0cMT++lb+fsvV1cPO/TEwan3VyX/UxxBX0INI0MNDppAABAAElEQVQA+ahpdlVVK2qfc1XnIzVKLlSSiMxHOrCZqsbHVnM9ryQfrb/6NxBL8pHm5ekg5kt6LclHXXUn6zUyH2m6n2t592h5JfloonN3arrIfKQP+btmKx+tp3ykeXTnIw37sz7j+zQfjU+lI/OR8srhyjla1WxkPtK+u1pRko807GiF8lH+WEsvReXTXX2fKRpKDwINJKC/28SypmrtA6b0gCt+srdV9X7Ff+JH6dOar2tp5wWWOFvdOynsYP9IxWLFDIU17mw77UD/KEVfFvvG7lKFNdTMr7fL41rAlgkLsbM6X42ot4ajck9suU81dqlYsAxQzwqFPv/rXk7UHC8KzXVd9c9RJL23f636z4em69NeXVa3Vcp5jyUvNDt5gOu092Z3GXOfm5RJZ6Z3D6iyo6OzczMut6sSrbFH14FL/gzuZL0WvVcae7VrWjvyUU1sVU/UFPlIZ1nK5iM9Irs4H/n+gInKR0oOdc9HulzhxDmeV5SPRuoHZPWmnaPlxeYjTfdrTdev+WjsfW6rdDqTmI86s52TF04Jf8b4k/TuqjkfaVqdJeNyu6r/Qht3gpbKR0kHu7YL3lQcotjCelSsoXGvwr5tDxf9nee/zX9Iry+GK/up/wAt91zFEwprgNj2nqqYpthE8S3FLxTLFXa618b5pOJ3itsUrVjs7ElS48i22Rq44WIHYOXeL3YGKVwO1IC6J6Ouhdh6FiUk9X9cEZuMAtN1dfbPi+450rqXW83U7lq7ooPeTCo/rOaV1jeBu+mbwGdqngETItB/AuSj/rPvrSXXlI909qimfKRvzw7Up26v5CPNtCQf6RvPj2t5iR/0XdP1lm9F8/W8VFTOL5p2de7JFeUjjWA5qidF+Yj7Y3sCyLS9J1DugNeWbA0eCys7KP6luMF6mqB8SOv4tsJOb9urlRcU1sB7WWGNp6zCip3lOF5hB/QWrdpAKrl8QNsaLlHj2JmgciUq8VQyXbn5xtVHrWcl7+mo9YxbRi8NT0Wte3hZJeP4uvwjMduG5xDq93U9fGgQvQg0kwD5qJn2Vvl1reTzqGQcJe0BFXyIl4yiAb2Wj+yzOby5+qxuinyU8krXPbwtUduncUq2OTxdmf6eTl9m9lQjULtAyQdImVl9TfXN0jiyTbGG0a2KQuPIht2usMbQXxWFxpE688XOJD2t2Hh1b0v+r/v/y/621cyILZ+mYWGv8GjPhgeo3/z12dorJWo9/1TB8u7vlbWpaqYl38SVTN3pciXbl8ulSoaVTJgwIJstnWfC6FQh0MgC5KNG3juVrVtN+Ujfbk5TUqk6H81RPtJ0vZKP1Bgq+WzudO5P5Zan+n7PR7lc+XwUk3tKtrmy3d49Vk+n754RHQjUW6DaBpKdefl3mfiX6m9WnK8ovv5XA/q4vKHlWSMpuJ12E+V3FU8pwmUtDdhRMTdc0WL930vYHvM5O6LektH1EcMLgyzp2D1B4WKN06SzcbnwBIH+YMM2MDjfOU//XxoeqH5rpD0SMbwwyK5b/0qhp79eB7pVD2jZ1niMLMK8d4jrvDtcuWBK591WFx7+Tr+/+J3u4i49Dfymhbsl2hRPUHmfN266O1FPO7rBnoI09t/5G3Mrn5oxEahNgHxUm1ujTVV9PtLPF2gjYvORPiP9jqh85HmJ+UjTxeYj1cXmI9XN0wdvST56xfPK5iMlpH7PR/OnuAd0dUFiPrLcU/rG8WxYQj7K3+NdOtnqITfp6sOkXB03XZnh9qR2X8civr7M969S7FVmAqoRqIvA7ZqLXQeuz4N8LNHrKwr7sCoMC77qCxT3MUV/lW9rwbY+P1eMK7MSdur9YoWN39fr/Lmu5Q7Ta1+V72hB1lgI7q9F6t+vzArYmSRLIsHpbD9HNY4Ks9IHVv59Ep7O+u2eMPsGLVy3UsM+rPiVIrgs635BsY0irpjj/xTh6WyeB8RN1NfDlVDX1uO97yx+xPcgJfZB05Y6NyZufXRD7ZjxMzLTwo9j1aO879z9CrfXRvdkOsJ1m92RWXbQhe49cfOsdfg697rt1Sh6M7g8PWY8N2FG5lH3XK/+an2tq9xq09lNsfY+n9RqG1bB9pCPKkCqYZSmyUd6UMM0PQ676PHZ6u/U8Ph85PuexnlF44Sny63r+6eq7v5wnfrtUd4fVt2v1G2P4e4ODXtBjxWPz0e+P0zj/C84TVf3Sg1vmHw04l63tuWQ4Ge5dVuusZwT/z7yVefruKDoEd/6TPLvdBs+spc3+K2OcJ03/LVlbvO76p6PtJztFTpGLVoXHVv4jyoGxW8DNXUSaKl8ZAeu1ZTCPUj2zY2dhZnTNbE1Lo5S/ExxueJ0hd6o7pcKe8DDloqnFX1dBmuB9ym2U9jB8XiFnVUKl8M1wBpH9iFwj2Jvhf7A+6xYQrpUMVwR+y1VL6zNBprnoYrRiucV+sYl/yO/ekks1og6QTFK8YTC9vcCRVyxcS+MqbRG9oiYuhc1fGvFRIXdF7aG4jHFjQrbn+XK0Rrhk4qhCjuVf4ZiuaKhynKX2TPjUrvpUzzlu9z0wa7zDq1gufefN+G+zL46Nzo55+dyLpe6d/6unfcc8LvMa49ukX+Meck2TnnAm/WnL6+yfV6fMtUNmbBe+jV9CzgkaoZKUffPm9S5c1Qdw+omYAnJ/hYmK8I3UNdtIQ06I/JR7+yYpspHatTspxtZTtDBzCh9aD6xTPlooefF5iM1dE5I1ZiPlKy2VjKZmFn9sIc1tLzHZls+ivth2sD+0XKP1jrm85Gmm6mDpzM0XcPlo3HTMnu6VG63lJdK6WvL6XOnVJKP7KyN21dhn0NKZXZWybsns/n9r3U+teNI9ZeUgTvcNavjwX3ql4+cb3lI+Sj/0x0ly9MAfRHrkY+iZOo3rJ3zUf6b/ttlaX8MUcUOtu3ArvBtyru7+u0Dt7+K/dH8QKE/jtjyKdVYw+l8hTWq+rqYj7nZmY9WK8ol7lWFbV8t8c1WA+mt7TnlpNRJ4W//wv2nfzl9cL2WP2Fm+qLw/IP9diZJZ5g2qdfymE+kgCUk+7uaFFnb2gPtM518VP993Lr5yPczOnvzasTZnO4zQmXqyEcVvt+GHH7hSfpo0mdTfAz96Nl1y0dazkVJy1KdGm4++ajC/VfjaC2Vj/RFSsXFGhrvU9i395aQo4pdw2rfHuzaVfmyXp9T9Gfytm9o7GzXToq48idVrKP4qmJF3EgMr0lgM01ltrWW3WqdsN2mWzQyVTbZLFkr/9tfdaHxnbdH0oz0I7heZkDKzuJREKi3APmo3qJtML9187+7U3s+0oEP+ajC94n/xpiy+ci9OfrICmdXyWh7lBnJvtgnH5VBovodAft2v9JiDQc7y2JnheLKu1Rhja7gZWJ2WVQ1y4mbd28Ob7jT3L25sX0872oa4VGrFne2Mmrcth7mp4oeRhJpoQTf0/0RnG8l+6aScYLzpBuBSgTIR5UoMU6RQE8///RhxudZkWhCj++VzTW6MK/sOAlLCFdVsm8qGSc8X/rbVKCaN6edNbpN8RXFjhFewzTswq7h/+563VOv4xRPd/Xz0n4CT2mTrWFda2m3+ypqdXKjXsvZ32diWXNx5I88J04TW6kbpGPrVKGn5vm6lv3apHGoQ6BGAfJRjXDtPJkuaXlKb5ya85GmJR9V+AZKj1xYNh+54Yv+XOHsKhktMR9pBvaZQT6qRJJx8gLVtqa31VR/U4zten1cr/ZNns5cd9/s///UbZe0fUxxlWKlYgPFfAUlWsCu+b5UUetDGkZr2kMU1hh9QXGL4i1FuTJeIxykGKOwSyFt3y5TWLHLKb+msDp7MMKPFLUmlm9o2nMUUcXONlrjOqrYe2YLRa3LjZpnvwzrcAO218mb3fUHp/uJszMHuM5yH+a1rKe3zxWZxU9u4taMmnjnh93Lf/5i57qnfj114msjUvtrRVaNft3/45kXZKd2je+Nm5F5vy7V3lHf/XVkXe6ehbs4Pf0npkxza0zIpBfpS1W77rik6FrbR+ff2vm+Cftm9lFDaVulJ723cnfOndz1hclUlx7/7sy+npd7b853b3Vmc3cs2i3/mHZ7Ukpmkhukm6/9rdXQWppzq27XzYHPlywkPGCqGzh23fQBac/fQs2zxXroxa3zJ7nZ4dFaqN/s7TPWbo5ut4M38lHvvJFbOh/pYQnf0DfDkflIR9Bv6zM6Mh+pbr4+07Z40fOaPh+Nn6mHaPmp3fUZmU6lcjPn7uJ6IR/5Xmbj/y7ufG7byHw0cNt/vdzx3/evO+SIC050S0btr/bLKjdq4R+XX3NSbfnI+Xa1kvKRi8xHGm65zI5r9lHYZ4cd69yp/NX1BX7+R9T31bD3Kuz46Q7VPatXe3RXZtyQ9H4p398657ml2Vzu9lcnV5CPnG/rcoDCjmMWK27VPGfrtVVLO+ej/D61g2q9cUoeET1Xw05QFBpdP1b3AwpL3JRkAUtI9u1G5Adz8qTuONXbH7NNX4iF6rY/9KRiZwLt0sLCNPb6isKusf6Lwu4lC9atUr+tZy3F3hP3KcLz7NCwIxXnKbKK4PL+p/5tFE1d1MIbtsoNvC78KG/13/Xm6qcA1nX7zjzebbGvGknBhyVY9wd+lZl36glu931/n3kjXHf4hQNmT/mt2zTq0eF6hPeVSg5qm0SX0dPcbnpYw7LwPDXsuZHT3JYa/nCwbvUjwNMXrfNvt4k9CjxUl9U6nL9o4MDNOtzAJ4rNBmbVyLSDmsLnS8kKjZnpttFjap8rmueM9KoJ0zNnlYzcOgMsIdnfzaTW2aSqtoR8VBVXRSPb57y9p1ozH+kx32Nuuum+ifp11OADGdZ96aWOkRdeeORE3z9PkQ3Wqf9/iY/yroi1/0cae5sbps/064Kfkau703etcWf+qbR1XcmBR/9wi8wmD6lhUPyghoFbT5uXOfLHu6tOjc1Q3XZ3zx702yk15SPNS8cvvho+xfNUv74A9rdUPByq0zFJ/uEOm+hVDaii6XRM4p+/xm1rbDZ+ZuaJoJnyWFb5KzEfaVodv+SXq7+l7vnqOMonH9X1XdZ7M4s92KhgkYM0jh3AWoJ6QWEtbTvgpVQvYAnpUsVwhZ1RqbQcpBH/qojaj9b42UHxpCJcrFESd6rZ9qEddEUVa+DYgdj9UZUJw76qup/H1KsNkX8MvJ0FO0AxQvG4wrar6d9POtD/ox5WcJS2paToU/OfA93KPUoq6jDAnmj3+tqp/T3fZdd5zf/zD87P/mavKzNLnt44/6j0kiUMXeZWLhsa/btF+smP38yblI1vHD/oBoxblfqO53m7Kg2scH72ivkr3c0ThmQe0YKUeKKK/aCtt1ZUzfFXuiXfuSht74OI4p82wHX8IFxhyX348PTjsrazqCVFZ5K+Nm+X3PklFc0/wP5WVyomK9rtDFJw75GPgho9626LfJTZeGM39MADXWqttVzHk0+6ZTffrL+klfl8pMbRaH0+5/ORXh+fY/nI85o+H+kLpD9qO6Lzke/+qZ9l2KNnb53oqe2Jdv6SdfZ3np91ay/484qpX/1NZqNHl3Q+v42d9Skpg/e9duXI73/C/qZLStl85PwBmug7il0VKxRXKLRz8z+SHpOP8md3IvPRsKPPWTLiy6dE5iP9lNZp8yblSvKRGkGjtDw7jonMRxr+NeU/8pEgGrlEHVg38vq26rrVmpAeFIgu3YotV6nmkxG1T2vYphHDKxn0sEbarpIRu8bJ6HWBYmTCNKer7vsJ9U1ZtdIN3DLlPPuQjC1Zl91Xv3uk0/y9W04+OXP61Ye779WyFLuXSF+oblDNpWoTpqePdSnvN7Usb5AO9x86MOWGL4v6ePLfftV1jJnwzqWg+UWMm5k6Tc+oiP9mzvdfn7siO9bt6TprWacGnoYGUgPvnCZdNfJRC+ajcTqjn8pkkvOR7/ZdMKn389Hgwy8+fcX1X0zMR2Ombu4y6z1f8idUSz5Sg+VYzaimfOQGrnDj/j7epYa9FbUub3uvZsfM/UD3rQld4/inqSM+Hzn3uurHqpFEPipRbZwBqRpWZS9Nc5nC7nO5W3FPRByjYZTeFRis2Sc1jmzpUyJWYR0Nq7VxZLOL+wYmYlH5QZvr/6TGkY0UtZ75iZv5P8/5Zbcr7VJlx6mHwWsj3X61zsce153y03bmsPLidT/qv/JpusZcqe8NH9ssbjJv2GiXeW+4VuuY7Oh5I8cOcvZepLSWAPmoMfYn+agx9kPsWniZdPJnpKb0XK7sOLELqKbitbFl81HHY9Epp6Z89M5Pz1SzlqvH7RjsVj0d/Z2w1mVY58j8PUvh+ZZztGMi8lFYrcH67dv9akrSpVnB+fwz2EM3AggggAACdRYgH9UZlNkhgAACCKwWqPYMkl0GZffIHK3QVS753zeyRlY4Ek+danxKzwXs2tr/lJnNfRH1izTsmYjhlQ56ttIRu8Z7Sq92OjmpRK1n0vhNUacfUi27XXpSXNlx6rGxo153t9c6H7ukIedlZ1Q1vV/7U5HsErut7SLQyGKX2HXavU1FReuY7KhL7BasdPZepLSOAPmocfYl+ahx9kXkmvid2eTPSE2l32UoO07kzKsdOGpB2Xw0cOvolFNTPnK15yO7xG7AZg9FbqHW5e3M6/l7m8L15RztmIh8FFZrsP5qGkj2RJuNFVcq/qCYp9BTPiJD9zVS+kDA7t2Js16uuh/FrINNF1c64io0PKf4gmJ9xYmKMxRHKYYqCmVPdfxJcZfiPIXdhHmWIq7MV8VFcZXNPHyQ63hCH6DXxm2Ddtw/++L+I1v+2Wd3fn+z59zSuHWxhzTE1ekd9tuk+48uONANuvDjA6767tcGPH/miQOe+N1hmW/OXZm9WvNLaEzbQxqiy6enuiXR9x/lx//xhND9RzZ0WS53kaztvRRZfE9PDmq9+48it7VNBpKPGm9Hk48ab590r9H8Xd0T+q4rPh/pIQ19cf+RrZDuP/q+HtIQm4/sIQ1R9x/lN6ZMPnJf/vKg4SecfNXQo85/Xg9YeGKNk4//pqYrk4/yD2nIzz7837AjLlwSdf/R6nXxf1x6/1G+xo5pYvOR6nRM1HL3H+U3vJX+q6aBZAfcbyrsDBKlMQT+ptX4vCK8T17VsMMUTyqiylQNvFERblxZg/dkxc0RdXYzoTWODlDYge8vFGcq/qiwfrtg+F6FNYw+othL8XXFQsUbCvu2N3xD4vMatr+i3BkmjdKc5XXXcayYr49Y+7tXuJWHRwzvrUH+Ogs6DxmyomQfuLUWu2XD53XuoifQlXzrpaczXDVvRfbLcSt15UHuyD8fnVn2w6/4R//uo/6Gl37C3+K7p7izP39fZsHmz3Qeoen+G5zWvv3Tv4s3fcY/W8PD7z9/yHK34pCb9Psczg+9d339VFLuXD3B7v8F51fofnOye10PvNhf87b3VHfR+neqWf/9Fn2CXfd2tmEH+ajxdjr5qPH2SdEaZd/MHqvPxIh85N/91tudfZiPPL9z7ZcPcYOXhY8JnLfma8tWbHtXTflo+Lc+e2Tmls8ve+uinx697NqvbPj21d/YYunZl5w9eJ8/LXDrP16Sj4RjOehit/5Dykf2KO6i4rvBb694e7+LlY+Kj6WUn3Ka8lw9wS4yH6nxY8c0dmxTlI/Ub9urY6GWfIKdNq21ilfl5tyk8XdQrKuwswmU+gh8TrO5VFHtY74LSx+tjkMU4xSzFH9VvKWIKx9XxdUxlW9r+LYKO/PzNcUYxWMKOxt1pOISRVTp0MCBURUaZu8Vm+dShTWw1lLYAfDfFasULV/66Idi4x3PdKnx+2dmep7bMWokfeBfM2+X7NHV/FDs7/d2oy49PvPqrPUiHzPvPnKLW3RBunNs+Idid7nbLb9/z8ysXDp6unVf8V/+8eHZ9Wv6odhfuQFjt0kfyA/FRu3llhtGPuqdXUo+6h3Xhplr3/xQbNLm+vbl/ExFZD7S8GvUiKgqH7lTPjUqfdWpr2Zf2iTyuHbIwVcsWn7Lp8Zq3vso7HhkmeJO974blrtHDpvlcunI6VITXng5d/WG69f4Q7EDtIwDFVsoFitu1XbN1murFjsGtKtRJitmtOpGxm2XHSw/p7hBsbtiPcWoiBiiYZTKBSwh2bcXdtlIXxTbh7a8uIhqBNmHx9yEaeLmVRg+TdNS+klg7Iz0B4I/dBfVvc606p5uePaxmXui5lMY9u7pmdzVB+U/J4q2eo+rUw8Vxol5zR3x/erWpWgB7dVjCcn+xuwMbrsV8lHv7HHyUe+4MtduAf8D+tjS51ZibNo9egUdw487857E+aWyueGnHmPHrUUls/6jDyVOZ2eLdripqnUpWkB79bRUPqrmEjvbzX9RWFL6kOKfijkKu+k/HN/SMEpjCqyj1dqozKpZ6z9cJmrA+PDAKvrtGxRKPwmkPK/sAXQmXd2jvHXmqORx28HNy+lHoN4YOeCLwWHWvWhUauPwsFC/17FO6iuhYfQiEBYgH4VFmq+ffNR8+6wea1w2H2khlYzTvS7ZlzdOzEcul/LckrEl+Sj7xriy+SjdsRb5qFu6fToyVW7qwxrfziKUK0+VG4H6fhOwb5vLFbskLlyihoXHSeqvZLlJ01PXEwFdQxd9QVvRTKvbRxWMbXccFS1BPV7JkPAYzumbm5Jr00vHYkibC5CPmv8NUMGnQeTl/OSj5t73lez3SsYJKFQyesl9RhUlJDWtOu0GbUp7CVTbQCppfbcXV0ts7WvaCmvAbp6wNVGXw72o8V9S2P1ntRS7j4nSXwK+HqAReYX16hVSO8bP5bJR+z12jTec4x5U5b5xI2Syzl/n1VXnh+tHL/KfeG1tb+fw8EC/n1mU+3mgn04EogTIR1EqzTWMfNRc+6tea3tvmRlZa6eqfJR+z7OJ+cilO/3sGvNL8lFq1Pwnsm+MScxHqwYtIR+V2WGtWF1tAyloMEQ9GymGKv6tsPtn7AZ/Su8IvFuz/aBigmK2wu4Ds0sbraynOExReEiD1b2uiCvfVcX1MZVLNNyeMBYu9oFl0/0+XNHVv0Kvg2Pq7MuXzyvsMruDFSMUTypuVCxT9EqxByPol67301eN9h7972Ou4y87VPBQiE434Fht7FE6jzFIj6qZpunOLEy3ymV0+WFqL81zoE7JPPAXt/JvR65+1H3iNpx6Uuorr45KHZrzXHrk67k7f3pO7oeaIP+V17hpmT1dKrdbykul9F3p9LlTOu8o1H37m6mTX1s7daDNfNQbub//+Jxc1L6x6sQyb3LnbeNnZu5VG2m3qBE1/LKFY9zL42amrvF8b5IaTJ1+Knfdgp3dt238qc6lD3MDD1Hn9jq7s1L1d1357KrDN30+s/iZjeyET2k54mY3/2OHu4fGn5U+3PnetrqUe5m28/a17sp+KL1+5pVsJrrJNvElf9afTss/bKR0pjbkHjd4wqD0h3zP21K//P5mNpf724Ip7nGrmnCz9vWo9AdVt4WafEtcZ+6W+bsXP4HIxqtXWfsON2LQGukPy2wjbd+ruVW5mxa8f/W6j7jXrT0snf6w1mUD5+UWumzuxnlT8pcl12vxzOcdAfLROxZ90UU+qlK5FfLRuH+nTtZneT4f6VKAv8/fubZ8JLrbFNZIisxHGn6ZO/AXLw8bdfY1mbEvTvKzAzpXvbzBdcuvOzGfj5SQ0hPelT7Eed72vpdbmcvm7lrwu5cPz2zw+OLOF7aKzEdDP3DZ/GU/uuIh5644XPPfVmHHHrdnR9zwIZfe/BWXHRD5FWL63c/Nyt5/6CyNG1N8O+6x2062VNiTnv+m01L5fKQUb8cedtxmxz52bHWL6p7Uay8V346tPqywY/NXFTdpeV3r7q/dVbeBXhcqdPzlzdErJUYg8g0RM25hsB2Mn6P4iMKmt1a+vcn/rHhCoUcYJvymiiopJQJ2U+yliuGKqEbmlzT8PMUgRaHYE+E+q3iX4qcKuzmuUOwP8RiF/jhiyxdUc65iaGCMF9X9UcWMwLBw5wsaMFERfO/Ygb6twxGK9SPqrGE1WvHVUN3L6rcPq/sVdSt6Ew7c2A38jRpHnwzOVAf1z+Scd9hgt/KZ4PBC92KnA1o36FH1W/IPFF+Nv45DNdsTtNmHBSrUwvH/m3Udh+nozOxKyqmfcev+d0rmoYe3cusEKzd93r214QudB/1t3/QZ+pDfO1iniwDu23VG50lLRmZue3yz/BP/uqu3etotnnxv545n/rbk8aHd48R1rHGnG7XGsPQftbx9guNoG67ozGZv1j1I18osFazTiaUVx/4mu89pvx34S9VtXVTn/OvOP6bjkYs/mzlrxaCi94N7j6WbJZ27P79F5jJNs0lwOi3vykn/zt760PsyV3YMLGpc+e+a688f9mh2vX+cGX2J3YQZbjvfpf/seZ59DuWL5ufrzXhx1s9emXbp67V99jfRXad9dv68XTpP0gB7n9atTLgvs59L+ddoeSMLM80/Vtz5Z+iXdR9Rc/dK1VlS6ir+qlzOP3X+5JoPKgozCr7a3/1Khd03mPR3G5ymlbrJR/Xfm+SjOpq2Qj7qWNV50qCBaTVqvLWKafzFby3P7vjmntXnI30cj9K8/qgoykfqv2LIfn+8efgnf3rtgI0fK8pHK6YfsGL5G0P3WfugG36pjFOUj5QHrlty2f89suzy085yK4cEj0/Umnohmx3w5u5uzrYl+UjLu9Jte+et7sldr3Qdg4PL81PjZs/PzZ+tz5g9OzVeRPG300A79u3OR+q2PHOx4kqFfRHdnY/UbXXnK5SPKrnYXGNWXPz9NOo1iu58pG5b7zMUjyhsfQL5KP8E4VO1HjV96ap5RZWWykdFb6KorQ0NG6/+xxT2xrbLtOzg+iWFNZDUGs2fxdDnQf5R4DqopFQokJSQ7Fv7m2PmY2/+TExdh4bvpLA/jLhijZYDFPb6vEIfgImN22tVf6Qiqtgfftz7abnq7BveqPKaBm6hWBhVWcswfVN3vueib/LXSs5e5FZuOSHizFWHG/isGgEbRy/Tz2rz0lF1+mB+7D7Xsd2eEffNHHpJZt6D2+bP7JVMOmyZ63x7aPT+G7rcrVo2xA0omUgDtnnKvX7rZzrtb7CmMnaa2yWdTu2ks1mdriP3j/kbudnjX0wvLWkcdc198AqXfWaPdMm2r9A5tH3+kMu99O6iRk73Og3qcB0rBxY13Lvr1Ai8YNPbOr+x5tjUBUtGpKZkOv23x7yaPfeab8Se2XTWwBs+LP2kGkdjumcU6NB+WKZtsM+k0uLnvj13Uu4npRW1DVnnXrfJgAHph2OX5/kd+qbVkkVJ0ZWHH1uwS9YODOpRWiohVQlCPqoSrMLRyUfko9BbxV+l/BeZj3TM//rcXbI15yNNv4sWZscqdjzzD/eBS2eP/uhFSwds+GSwsdK9Psv/dWh2yO5/KclH/spBbuHHHs1l524QOZ0bsKLDrRoc+ZmsmV+gRX8jvU36Au/NkVNcZtXb/qi552b/fbA1cGJKvoH3pCoj85GGL1NE5yNnV2Z4dctHMtxEy3o4YXl2PBi37R/TupCPBBQucQe04fEK/X9Sx0GK/RXTFDco7ODaGkj2hv2eQi3S/A+K/kqvlMoEkhLS/ZrFjpXNpmQse9PrzV+XYvt3paLkg6kOcz9L87BvOXpc3nRunSFu4Dz9wcc1HPUVTu6LA92qS4IL06fHLp4bNF3Dqv2byM9Gl+IdOch12N9Hdzn9xPQRv/mEN7V7QB07Pjs196UfnJf7ZT1mOWFG+mad6bCGeGz5+em6huD24l1/7SE593/ftXZx9cXOtHgrsuPn7tl9mWjZmYyfkTrV81I/KDti5Aj+krkvZseoeW+Josdl/Iz0r9VQO66WGalx+PS8SZ2b1zJtxDSW9OzvcrKi3c4gkY8i3hB1GEQ+Ih9V9TbKpTq/NH8nV5d8NOxTP7p5xJdOS8xHKx/byQ3a2g6N3inLbv60W/z/fv3OgOq6rHE2Xul/UeWT+XasW2M+yl9up4aVV5d8pAaSbXhN+UjTPa31IB9F7PhMxLCkQXur8iLFtIiR9A17voF0ol7tG4FfRYzTLoOs0ahvJKLPAEQgTIwYZoNs/2wfU1fJYNsP9Sq7akbFR8j1mvPq90td5jbQZXbQH3uZ97VnLpcUL3BA4ZLR4sEV9nmrvwUraiC9sVb+jGqFc6hutEVrpvRFRX0aSGri7FiuVXjdwdZAKl5HXTZYc1HjIuMPsn3VeWulM9HZmh68n70RY9Zzmy107tFKl5c8Xu3roh/r3czuXXpj33ySTF4MtUkC5KMknXfqyEfvWFTS1YPPmeLZt0s+ctm08lG2Lg2kzLtmlf1CuHPOpiUNpI7Hdy7Gr67PjhmUj+yHXCsuPXmfjNBSNlPUKR/lj7krXvHQiFoPu3fJWxIa3va9ZQ4ki3zWVJ9dv/hM0dDinlXqfUIRvM6xeIz26LNvBeYq4k5phhXivOzr+dq+ol+9BGu01qvYvu2tUs/1rGReJePogQud5RoJSRuv6UvmqfnZt1K9UnQNQd3mrQP2XLmVTJdsnR5VUXaq5LnqbqeIucZPoxuNsj3ZR6nO6pYXvyZKJVqXpPpydZlMz6YvN/82qCcfVb6TyUeVW9mYPfrbDi2qknmVjNNs+Uifh/XLR3o6UMiwpFdfSJYMc6kSxtJxkodUO4Nqxw8vvafTB+fX03n1dPrgurRMdzUNJF295OYrrHX/2xgBS1pbKi6JqW+Xwf+/vfuAk6Os/zj+zO7eXUIISWhJjt475K8EUqgGlCZYKGJBsaFi+SsKCqhRKQpWpIn+BUQQURBQkZ4ESKF3pAhEAqkkQCDJ3d7uzv/7u7u9bJnZcre7t7v3eV483M4zM888857N/PbZmXnWeuKnlLGzdkvDewKWtzftbOX9AuaVUnRPKQuVuIzdfmYnwXLeMyVW7SrWTj3W88BIF+nQR9hh4Rv3A7YXv0r92VO7P/qGrxg6RwEtr871V3Tf1/vJ0JUGMGODN/ysq1UDqEqhxp+pqzPHh9ahWPTJgK1N0h3PV38odK3CMzT4w5p3ktn3SBReQ18V6Lh52YNkFFslPV+39C1dvNBuJahM0m1ys/ShYI/+1KZ1H1l2oHunP+uyTp8A8aiPougL4lFRoqwF8s7lWXPLmBgq8chLJQMiRBlQGYt2Ldh2piZD45GfjLjY9o9nrNHzsu1/7nGr/3ZSXnmJBfrMUPZgUfY+OarE+nMX080MlYtHqmuWcr/ikdZ7RJ97iEeCyE2R3IIi0//S/M8q22106+Ysa6Ob/EF5lPIdOfOY7L/Ad7VqWO/e/lGHfdtib/hz+r/ZwDUL3TYZ1g6r6M3A2noKF+hPRS7NW3XrayhNNST04UcbUOEJ13VNz6bX/r9NVz7VD3h4bUnuKz10H5K03n0aGe+fubOnX5y4dd/7vRdyy9PTo98KHxBjvbfdmvRyuX/3ftS9Gv1V8toO13ZEp2s9R/nsDhc7RMv1XGCZ7iLts6NHjZ8TO3f83NhZ7fNiB6fruE63SWr5Dyqfq/yjNS42bdGk1MfkEvoN4MhVrmva3Py7Kw+7W/eK/ad7JJx09Vl/11ntr8oqyJrwflLuLWaJjtRlaufLWdVkTvj+G5mTWa89993113Ujxs6Jfloe5+t5ptPHzskeBSlr+SITnR2J89VhC92e2hm47yrXf93PaRbZArNLECAelYBU4UWIR2WANks80rdTofFI815deLu7VufWI/RTEuco5pyt2LM2HjlfnzP9o5TPVT5LuS8e2XDd4+dEP9gbq340dk5s2qqrT/lY55N7h8ajNXce29W6/ZN5R2HYe653sW2eDL/TZdiqwHNyb0X6zFD2LWaXad3weORcaHzQevbvaIQsPq18vvLpyrv1tqU/f1RHwe2F7bs+vhCPwsDL7SB9QxUtVP618mvKU5S3VrYR7F5U1j8Cd4XyXcqkygjco2o+orwipzrzP1T5T8r2Js9M1lmxTsJ/Mgsr8No6xvZNUe72rPNwjLK9P3JPpM+obKryacrWoctMdpY7SNm+4axYOtfFf6hBE85TM7NOsmr0bA3bdqhuNA48ia528fdqnYC2+Lq1K/5R9T7+m99IXx3Rzq+qPNeke9Etn+6aGNRJmvi4W3TSlYmp77kvf/S+fee5FeeclTjqkBn5HSgrO/O8xEdPd63z1GX5e8R531E+XcNb/yvu2mad/F23y/j3xR50Ue9G3cL2bV3lOEMNub19XvTuyw9zu33AtT6s5W9Q/rbymTEXvbPLtd225TNJHYe8TqB9ml9+1RcSCmj5H/hbku6l429I7GdDj2e66AYJ/+B73MMadnsXVTA7c54NzpDy3XkLb0v8MLO8lNd21SWZTB4s6Uezl/fj+s2jM+LJ5GTNy46culKl3yc6zSWTz7aNif4nGvH+T+t+U4M9nB2JRB9XYP6lpns6ltmVFpxacaB71U8m3yuflzIX1P69nUz5n0klkgfpddb7Rcuu1Fcdn9RvUt2auQ6v+y1APOo3Xb9XJB6VSdco8WjTFxNT7Up7/u75KzSQ6VGa15k7z8q6EsmPKubM07n17zqRfkcx53TFnn+pszTLve+KXbTOg8r2GfHbyt3xSPHk7hGnfWq39s1jD3sR74beWHVmNOLuVAfrtrfuOfygjocOtM8VfUkB1l99y8eXd+x238E6l+Z/4I8lXmo56rf7xXZ4JCse6V5wf9i+Nz3sOrqsLVnxSNP2GUGfFVzZ8aj3qotiY2486h4IyPZzsnJ2POr5DGSfhZ5Vts9n3fFIf89W1mUxX/HIfrWi3OS9qjX0+cVlxSNNv638GWX7nJUVjzS9UvmT2g/ikSCCUj8ORPfvuZylyk5Ubs2o1D7AT1e+WDmpTCpd4HNa9DJluyqX/w+/p56R+mP/AMYrz1e+U/lI5T8rByXrBExSfiRo5gDLttf61lkap2wnvwuU0yfPjfTaThpjlO0kMFM5/X4Yq9f2D3W0snWcZilbZ64qabVzm8VcyzRVvo7uWX6sxSXmFNqQhvn+g241+0TwMr5ONJ4dg7ykk/UzT7j4hLCOl60w/UuxQ1as739EJ/nYmDfdTT+8MPkXdUzu0KyDXtjSdw/uoTn61/iuJ3VV5kX7Z6kP085b7/mtfPeQzVPa83HPbf/y2nndhRn/S+lnFQ76U2rli1u69TKK+17u/bBbed3J0cB52t7fWlz8Q+PmuO95XvRwraT+RvLS2fu4v27hWtWq4OHPte9Xtbr4CWd+LfqZt0a5aXoSa836byT/b/rFrs964zluSiQS0Q/Feqvj8eRdK/bv/mmAvnaV/UJXyMa910bOjOyq4PpWYk3yTnWe7PZfOwNFxh0U219BcWcNBPFm0kvemVjjWtqGR5/WPgTueyqVOrXfv030G9cyfrfYND3GtW3S85Z1JJK3v7Vv7zd517nWcZtFp0V8fxv9/taSjs7kHW8emN2ZLHvf81doVZH927Mvq+bmz276kg21h8Sjyh5m4lFlPbtrq/d4pNFM79AtzBaf85J9uRN2/gybp9+Cs2G3Vyb/u2Pgebf1XbNWbnjxQYHz1PH626LJyQ+t88GLvxfdePHhfiISTyzZ7NKOL33mr+1jYk8qVm6X10gVWDxaNCl5wrBjfvkZt2rMND2XtMYbvfT/1vzx233xSEvZuXKCsg6JfZnvLdDfASS7QtY9kvOu+mtfsOqzmdcTj7qvnrn9VbazsnXc7HNbi/LTyoH7rvJTtf75+tuP5Fvd9plnW+Vlyrerrt4rWb7FCpu3jfISZX3+8KxNlUxNFY/s01Z/U1QrbqFsH5LnKy9UJvVPoJSAFFSzfTth/yjD0nWacVzYTMrXCqxxbsuYa9W3L/r+qx9JF00+omG+wzqreTXqt5o0rHikoh9o75riu0//vHB/858nRNyu+rWnoKR92FX7YCfuvqR2nqB2XtlXkPdCl4RcfOvhPeeAvLn1UKBb6uwbwm+FtsXX73h0JMe6Ayv3oHHotio/o6kC0gB4iEcDwMtZlXiUA1LryVrHo+7fxovFKhqPOmYf6laccnNBuo2unOhadngscJlUIrHr4n26OxJ988fNiZ4QiXih8UgdJKXk1osnd38m7Vuvvl7Y3S0F4lHP3UL6MtlL1Fe7S2pNU8Uj6/n2N9lVAbucN0c53TnaQK+/qKwv00lVFtBn0oKdI9v83lVuQ9NUH3GtE/vbOTIEXaEq0zqyV6XxHt+l50pToXofK7CM9iGgTcXaqZvVuu0KbXVw5+k2v4D9ymiT563f3tb9jVtGIS8bTIB4NLgHjHhUQf9axyP74fAKNr+7qvjTCqlFUvzpApuNRfNmRiKFz+W6yqUwFi2+4SLtqvLsvP3K2d76mrYrQKRBFhhIBymo6Zup8GJlu0WHVF0B+0BQ7BOx3WZHKk1gQFYaxa7M9VMV/3YoaCju3F2PFd5qwNyS2lnmvue2qrrTipgB+5W9Te1A0WWy12CqAQSIR7U7SMSjyloP6JxabjzS3XAVP/95JQWk8N3U7dp5bdJte3lluez6UBteae7CgzNddB/UrFKWGZzWD6GtVrqDNIToBn1X42pBsUviMwe9lQ3SgLiL60qo3+8TqwJSWdblLl8K4+SHg2+d61tX3em9Hwtbxk8lXdc9fcv2vijeTr+rxy53zfqZ1m0XMwu3xn912ZTuQWYKL8ZcBBAIEyAehcn0o7zW8cjFUzP70cyCq7S+e1bB+fb9btuEewOX0Tlb94on8+KRvuyaGbhCX6HfpcGB7K6mek4zizTuVc1/scgyzK6BQKwG22AT1RM4XVXfpWz33+cmPeTvzs0tZDpYQKMvLNWT7j/XNwan3TfRd/ft6bvONud20zATh9/lubYuz24jbQ9aW/2OWRrm+9Zxc6OH6ma7A9QFadHzPPcveSJ5gzsp+NssPevzTO+gECcE1akyO0luGjYvGfE3vW1/jcCxq7owWmgvdXym3efc7s+4V5/YOXi9Q2a5V8cu8Ted/vWUe2APNVLfUb1ntue+crndIhi5RPfLLtLQ38crCEnAi/suNUMjMN2sEfPm6NaFKUFtURT7udkFzbOyBc4NH+tajtPLCapzdcSlbtNgGcUiZ1h1/Spf05G6cJ3h3ue1l3ZFIS/p+H1n5J1u/RHrRo7TQBI7KnAvT6ZSNy2b6oJvjs+rIbhgoxluXGx45Djf97aR6RKNR3LDosnu38FLU4pAwwsQjyp0CGsdjxbv554ZP8+3QYpC4pH/qkt5m054xrm2eM9OdrY699jOeu1pnuflxaq2Cfe52M4Pvpp47n82Hbb/ja511/t1Coy6zkf3dZ2zD3MqezWy8aubvvXzn7nOx/dxXlTDFk29xa174jlOt9JdsvA1t6h9TvR43/MUj1xcYxDNWHh74ub298XmKGAFxyPf+/mSqeHxSA+EDB/nRY/zfG+Ci7jVfipx2+Ip3YNFVejIlVTNhVpK8cgFxiOVf0dZt9n5FjcVj9xy5ZsEPaB4pPpsvACrcxtlxSN3g+okHgkiLNlnq0qmCarMhuCdrvwDZVJpAv19KNZq/7Dyb5Tt+a90elkvPqo8L13A3+ICe//RrbeOiz723LbeVplLj13mVh13U+Jjp/yu9VqdUIZlztNJJ/XMdvGPH/KH2Em6+3n/zHk6qT+T6kwcsWT/4N9K0EEatolrvUj/CE9UvfrTk/Tt2Z+SLn6xBo2YofKcLzH8xE3T4secf3Ls9wvau0cKTK/mtlrglr4+PPGRtzeM/k3rjeqboReqc/FGS5PfeGP92FVJje2dOW9Yh+s8+fLE4V+50tri7ZA5T6/vSrjOz8Zc2yV6fcjaeX5Sdf7yRtd12rFrRylcO1uvNMCDumGRm7Vjm2fNcP6Nr7r48VvlD/uevVgFpza8123f2hK7TlWqTT1J7V+lfKqXirzoRXw7tqPT8+yvnl26YNHkxP/ay8zyUl7rYeJj9HDW5fIckV5e29KdLN5ZCyclvp8uq8BffUwZ0qPYFSIkHhXSCZ9HPAq3qdmcWscjN8MNax8evUgnuxN1nsqKR4fembz4xW1iM17YymXFo+1edol1ViaOeXz36O+1io1c25d0vlu65sUdP9I6vONvsfb/ZsWjrvk7LF7xq7O+kXzgiKtcMpYVj1zrms7YJ846fOPPnXeRKsuOR75/12qX/OxwF71Eo5T2xSMbmUFt/uXCBYnT3LF9o+b2tcVebHyv2yMai96s9bLikdp546I1yeM1SE9H1gpVnfC3V/VZ8UjTq5RPVbarR4pH3aP96k9fukCvFI/UVSw7+cdolcuV++KRXuv7TRsB1CMeCSIo9f0jCJrZjzICUj/QtMpAApJt0d7005TtG4KXlWcq9/t2Ma07JNP4edFrdJI9PmjnN1nsEncfG4kNi+f/kznxZ8nU3VP1fVRA0pns6UVrEhMKjZCms/I2Edeyj1b3UhrZTlejnu9yrW9qMm8YUJ3M3RFXpJJP7ZjdyUlvWvPf1j7oC8j8pHkWRLKDUe9iGno88dgh0azgt7YG/3oNAX50T4fHvVtXgjrVgZu1Ts9VrrWLZbxa5tzI0a7Nvp3aJKO476VcLmt1nSf1FdTihYYAH3+QfpMrGt1RN3C8sSaVvGuYhqOPtERtGHPtTn5KudQ3F09K/Sx/TnjJRrPdhJZo9AEdv5agpVK+f+Liyckrgub1o4wOUjga8SjcptAc4lEhnRrNG6x4tPFsxaNItDseJZLJua/v454/6A+xN5/ZPnhY6jb9SFLnsPLjUceD05IrvnJrYDzyRr2eGH/b+MB4pM7Q9RoC/Gjr8HjR6Lsjnuvs7EjOst+mCzs0G97nRrZGo/9WJy4kHvmXaXjw2sajniHAp6rNOyq/oWx3A1kn00YnDoxHKv+m4kpZ8Ujf79l5UPGoe3hx/clLJ6rOK/JK+1fQVPEo8A3YPxfWGkQB++bh5kHcfsNveuwst1VY58h27rVxLvZ3/TzdMf/M7iA9u43vwjpHtp6W3mX88OhRi1zyepsOSvqQrm+Muuxbo+6UdC1f0+/m5HWObOY9ezsX1jmy+WGdo955gcHI5r0x2sX+dUDKHTozqJ/nfbjDte2gDs3jWtRy0TTKtXxKCwUGI1tZt5x99h3nvqcf/rJL/bVJ011q0XR3ry54Kfek4XOjPwjrHNkSmvdtfc/3y7BvJXuryfoTi0S/pTUDO0e2oITP0J8r7DUJgSYUIB4N8KAOZjxaOtXiUbIvHp1+SuRrV4R0jmw3wzpHNq9QPBo28a5oy44Pu65n322LZiX/rQ1ja2Z8wA0/8MascpvQFaAPq8Ozw9J9LBYlS4pHrdHIp8I6R70b+OzG89z3lk6qYTyy70OdxaPu3NsM/wd6EdY5smW+rQ7PL6WQ7F2hlD+KR6GdI1ufeBSiWKyDdLjWGxOyblDxFkGFlCFQ7wJeS7To0PRP7OTUQcrek8d30rWQIknPoEzUIqEdpNzV1Tk6OLcsPf1ECdtLL1vu3zun+uogBa9lzyVpznPBc4NKvSKeXkS37b1L4fVfQWvXqiyi+9sLbUsBfsONN3FbLi3joVmtU7BOBeptR89wo6vwo7GFdqUZ5hGPmuEosg9FBeopHr2xXiQ0HhXdkSILtOz0UGAHyVbruO/wwA6SzWuJ2VDeyZLjkZ5j2jP7q02rZW3SOTsS8aOKR8lBjUdqUeHY4dyGWmZL5b4OrF4XS8Xq3FadrtHqdL1ZrKKhNr9YB+lsgfTdsz/UcNjfoSOgb/W7iu1t0BDZNtBBsRTx9ThOeakzbPGWoq0MW7N4eVvhusvcB6/o8r5LFl2meKsHtoS6twE3TWbXmdAv4WaXFJ7yveJ16kHnwtqFNzFU5xKPhuqRH2L7XU/xSE+8hMajgR4Wv8vuyApOXmv4ZvV8aFnnZN2ZHtflrIJJX2SWV2fB2vo9s5Q2lLJMZgNKWZ54lCnW+7pYB+lyLTc+YL1iRbOLLcB8BOpKoDN5nxse1YnECz1jT30o/wy796Ma/03DFWhwntCkJ/PvDp0ZMENbuUYf3D8UMMtN6R7Ku/hVq6B1C5apyg/n3D64dnnf+gh9t6WtLQ9/peedZuhbuc8WWGLV2y6hYY0GNyn4z1Dg3C+0Fb7/nxX722B8pSfdIz9Dt4HsErqG7+5f8r7uB3JDF2FGoADxKJCFwqYTqKN4tOEb/jWKi4HxaCDu6uS4+KNhp17fDT/sqsDqdX5NJLrW3iYduFBOYe95PjQeKV6tSnUmBz0eqdkzlMNQbK/+o2NRVjzqrTM8Hjmn/fZWWeWkbIFiHaRfZS/OFAK1F+hyMT0dEzlMH7hHauCVJ99xXVev79xblWzJwgPd6+Pneudp7J4zg+rVcN8rNYx23nNBmyzx3Mf/5jr+cLTTo0T5SSfzf+mB/Jn5c3pKrtMQ7Ue51g/qFrZ99XSKLjb5cx5z8b9OcK0vaTCErXPX2/1Zzx10r3vnzn2dHt/JT1r/v3LaIn+ODcXmr9G84UHztlrgVr776Uje/tmyKed+MUJDgAetF1Y2x8Wvm+pav67thd1q96ONnXsnbP1alb/jJy5Y14t+RgFi06BtKoafFlReqCzekfzJsOHR41Vn5siS3avo/aCf6fC+U2h95oUKEI9CaZhRK4Fmjkd63jI6bpPoB72It6/ihQWkOT98MvnXYx5seWn2RD8vHpn5+m+6d1aMLj8erbn502uSr20TGI+im/1nZdtu9wfGI3359IvX9ysvHi3sTF43fnhM8cgFxiPP93+07MDBj0fivEBZ8Sj4pzpUXnY80jo/UVY8yhrpWJPdyZ5lIh71YuT+0ZVcEgL1KfC0c60aze2v6kPMiDjvWzq5fUHXay4a6dpeUJCaUulW33dY4qcf+5s3P/dWuv3mudX/e4mz5x80Eox977U2qU2vbvZy4tNaJ6vcltC3Vv4x/wz/pku9g3EfcK33a9/+ov36qur6sl5fs7trfWSNix+pbT2rajLr1Wv/2X3vTWyrZlyp6vvm6bUGR/MvXdOVPErL5HUeNW9JVyqpEbnzfwxX897Z5tGE7lP2c56T8hP6Pafzb3Lxsk+gB+qXwDtd/DC1/zazWJv8Tm3nuxoVz07ag55WTnEr4l3JaVJ+NLsx/ps22pxGS7ohu7z4lI2m1JVMHqSjY8evL8l5mSaOXbxPYkZfIS8QQKAhBJo9Htnvto3fPHZ/JKp45Lmv6vnML7uId8343WOPzN+g68j953l58cjKtn64f/Fozchlx0Y2WJRza5fvols8+07yu8dM1PkyKx5p2m5oP3/hK4my45GNIuvHE4cpTmbHI9/v9P3UdxdOTtVFPNKnhhXax2nKOfHI2fNBJ2p+2fFI67yqdQ9SzopHmu6OR5pPPBJGUNJnMlIdCHxObbhM2a4KcKmz94BoWOlfWcehdzLnj7+iw8V31CUl+0dekaTOmC7oeMcsW993D0zQ8AGtvn4o1nPbzdf1HefmL3GdO491bnvPtXxS/3CGqU908zCXuHXnW2PJN0cHD/OtZ4b84y9JbPDja7qH8cxqZ9y13aN6dOUoP+lE/sg5Lj7xDOcma3vH2RK+6/pzi3N9t6+OvddtHY1GJyX166vRRHLOwoXutfbNYo/qlrHd8mu09f1VuqIzInCernSpM3CYjVbXOyBD3G6r08JlXTkKqls/Prub6uz+oVh1mmat59zrQcsNcpk39j63t4aN3UEdG/1QbHKWhrd9e0Bt0rex49vdFD8atW9ely72dSVxilszoDrzV7ZbQtXp7P7hxLn5sylBoGwB4lEAWbPHo/HzYuHxyHePLLotMfGHr7vJb46Mdsej0W8n//y9Cwcejzrun+Y6Zh2lX/zrcsMP/aNr3elRffXXE49stDobkEHn5LjdVlfulaOAw+jGznG7aUCGCRqYfLW3JjnL7h4JWm5wy/Qkq3N7K++gvFx5lj6bDCweOT+qeuyL5e54AADplAAAQABJREFUpL8zVSfxSBBhyQ4CafAFCEg5x0Bfo4wa6VrV+QkfLlkf+c/UlYizc1bt12SHfoso6tp0f2940pNGn2l1Xb/PXOIbp8V+du0H3Tcyy3JfH3yPe/jKUxNZl/Z1BWwfXRm7N3fZzGld+z5Mv4n0r8yyQq/bZ+tuvah3Y6FlCs1LdCUmLN23tGG8C9XDvJoK0EGqKfeQ2BjxKOcwN3s8ap/nFI9iBeORrqgfptvFiUc57w0mswSaKh5xi13WsWWiXgRGutjuhTtH3S3N/wGFfu6A51pLqCuSt8xr7e79xTb5SrvbPncZ3UiQV1fuMlHnF10max3PK2/5rJWlrR/dyyliEgEEEBjyAs0fj/JjW+5B110A5cUH4lEuIdMNJkAHqcEO2FBprgYo0EWdwkm3vdmtRZVKJdSVylsmlnRF26ll7EHInJRfV84CmixukLmO75VSZ+Ya2a/tF8mzS5hCAAEEEGj6eFTCUN66za1orMt8pxCPMjV43YgCQ72DtIUO2nuV9cSJCxxNpREPajO0+QnX9ZhuobN7bwsk/64CM8uapWdj7tP2CnYQNJJe3va2nJ84XxtSXy087fCif0fuXNV1t1YruJ5u6dMypadUMpXXvlLX1j3fyc6OpO5zJiGAwCAJEI8GCb7YZps9HnUlUnfrGdWC8SjiEY+KvU+Y31wCzd5BOkmH6xrl3M6PPcT+oPJ85duUbcSQRcqnKduDbKRBFtADO106YZ8e1gzNe+IF1/WHsPlFynVppu1IDZLwa+Xf6eHbL6lnFNc65xZY7+4f63kgDTjwYa1zkfJvtd7nT77AXb/9i2512HobvOGSF/7QRo/LTnq26Hl9K2kDcwQm7d81rdd1PTV+dvQT4+dFL+3Oeu1+41oCV1Dhkn3cPK2nUf+Ck+a9FDxH16qc90sbfS1sPuXlC4yb67YcPzdyZvvc6OXj5sZ+PP6+4CFmy6+ZNRpUgHjUoAeu2ePR6/u653VowuOR71+zcIHLj0fXOXvmJDARjwJZBrHQ31Jfyp6pfLnyj5WznosexIbV7aabfZCG30v+ROXRyumhjzfT6yeVRyk/pPywsgbW6v5xrk309xfKBR+61/xKJx6KDRFVJ+TL+vCujou3bsYid3S6zk+oYElGWUkvdUlqvfVcmw1kcGDOCot0xeYIbev9Kv+Otte2dr7/F43o9q2oa/2T5k9eW65TjHOvLBiV/MyXf+FufXwnda7T/6I0Y7NFzv/+ef7hh80LfrBVb76W3V3LT1Xnydpeb8dcw3U773f7X9V5/vztYjequl1ytve0l0gctnAf90pmed/rOW54eyR6oTZ/ourtbo0Nj6rXv+rwEj9sc9ELtezH0/O0B10p3/v54gWJM9yxQbcC9tXMizIExs2NflK3LOoDR/YPD+s72l8smpyo5PnFPqCof88odmUcnsFalHg0WPIV2m4zxyP78k1Dev9UMeFk/dZQdzzSl2op0f0usSZ5fmx47CYFlJ0zKRVniEeZIHX72v+kmmYd4NwOrT7vesSjkOOW/jgXMrvhi4MC0tXaq48qf0XZPiym0zp68Vtlm3ew8p3KtUp0kApIW6dmhGvbVw+JWifpqTYX109S9C/FXeu16hwcF7L2ojdd5w7qGbW2uVaN6uPaNLrow/oF2Bc1BPg/dCI5PHg9f43mDX9+y5S74VBd+mpx7n0zndvriYgNrf3CCy6+q3o58eB1u8d1Hx9zrdbx8pIufr/eiK9pyNUH9Y8z8KFYBaWHFk1K7KXl9TI4td/nNk950b3URUomI8k5Syet7UzalQ2N+DlRl4+79Kulc5ZMdUuDa6G0PwLj5ji5R+ekP2Tk1qHf3fjiosmpS3PL+zlNB6mfcIOwGvFoENArvclmj0cb3uPGt7REJ9ttBZ1rkvfrzgLiUaXfRDWtz7fPCnOUw+6O+qI+ehCPAo7JUOwgvSwH+0C4d4CH3Yq3QNl62qcHzK9WER2kaslm1KtezBYx1zY/oyjvpa4inayhvC/OnKHb6nbRD7g+lVlWzmv92OpH1Kn7c6nrjJ0bOyjqubznljLXT/ru4CWTE7XsxGduntcFBNrnRa9TwDkmbBFd0Zuv35zaKmx+meV0kMoEG8TFgzpIxKNBPCCDuWni0WDqD6Vt+4pHLjQead58xSviUcBbotmfQQrY5e7b6ewWu6Ckc1b3rw3vGjSTssYWiLjW/ym+B5F35S6jK1d5ZbnLFJkua/2oSxVdvpRlirSJ2dUS8F3B95muLG056l43plqbp96GErDbu4lHDXXIKtNY4lFlHKmlqEDBeKS1t9TNKMSjAMah2EF6WA67BVhY0QbKE5UX2QSpuQR0dcg6wMVS3jJ6JiivrFglOfPLXb+U5UtZJqcZTNZGoPD7Rbdd+iN0L2dt2sJW6lyAeFTnB6hazSMeVUuWenMEin1WsFv1iUc5aDY5VDpID2hfr1b+hrLdi7mn8pHKmWlzTdgzSXbLyqzMGbxuDoFVLjFX35SsKrQ3KZd/a1vcxe/ReqHPEBWqz+ZFXKrg7XK566e6UnfZh+jc8vS0zbNl0tP8rS8BHbjCtz763uyF7w8f+bC+9obWVEGAeFQF1EarknjUaEesYdtbOB45N1u32K1u2L2rYsNjVay7Hqq+RY2wEewmKH+0N+tPd7LO0M29r+3hexvZzDysA/UnZVI/BNrnxQ5O+f6RnrNbiPxnOztSV+ghz6LDR2vY7cPUW9dx8Edp3af0u0SXa0SGJf1oQugqujy4sst507XA+SELzbjZdf5Tzxwdp+dTp6ktGp/Be/ht13m5es0/TkX97/1jmu/mvlsjLrQ4t8czzh19i+dGrHb/0fLbBtfp39DiEjoBlZ4W7+eeGT/X/U4PyX4ucC3f/c6WCZynwu+c4DZYtUX0gsUbRfaK6GvK8UtTs9zzya/94i+u2DdJYVUWLB89w40ePixyogbNs0v5azTu0Z2Lb09e76Y79TeHXkp6iZ9EXfR4vSfG5e+9bwNjnJZfTskQECAe1fggd7jYwREX1Zeh/hjFlWe7XPyKdRzxqJzDMNB4NPJOt8G6I6IXaMCgvRRP9fHAn7VoQfJrGjW1KvFIx9o+852o3B2P9Nc6CNfbtvV3KKafaKePVw6IR65L5cSjkHeFzhlDJtmw3tZRSmfb908pW7KrSX9Uto7R15VXK9cy2QdhGxjCRmkreIWjlo0qa1szXKx9WPRqfUg+NnM9Xe1YrdPSxxZOSVoHNC/pCeVhm7rWv+jkdUT2TP/tpEsdM8wlbssuH9jUG+owj3Ctj+jD61bZNfkdGvDtuJSLnq55e2fPc4vv2C/5sTO/6f9h8cbeJpnzRq10q0YtT0ybdXzr4ergnar9aOuZ3z1c9++XuM6valz58gOBDbm6R+w8XSz6sp5ZiVmdNly3fC9c9HjiVHdS94ktsyndr6d/KXbI39/nbl40Nvv3krb6r+t438zEPt+7pHtY+7z1+lvQO2Lb39XGjTPr0PWv2Ws6Eke8eaB7M7N8qLxun+N29COxP+oko+50OvkL/JT3uUVTKvqetivednvEFGVdISU1iADxqIoHaoa+7JzqWq/WuTwrHuksulqfkj+mQXOIR+X49zMebTTHHdISieqLaE9fKWYk3++IJ5L76PeX7BbTCqbuEdv+rgqz4pGm7UtKfcbwhmQ80vt+R+2/fcbNiEfdA5Lps6dXyc9YTRWPhlIHSe+N0GSj1yWUrTc9GKnhO0galvocvZm+E4ink2GXl9x92ST3Qu58/eDqBVrvK7nlPdP+O/rGb2d942cjC1Ykabjuv+qE8OHgynx90Ex3cLKXOP6iZMecdztdUcpP6ri8sshP7vjWFDe8zbVN0hKxpOt8aIRzC/OXLq9k7Gyd6DVcd/dafvKBQkNyf/0YN3z28bE3X23P+62D7tV3ft6tvPOEhH0wq0gac4cbNWzd6HPqHI0NqlAu12u0tqOD5g2Vso1muwmxaHQbdb6XLFzj5unXt+w8U8nUVAGpkjANXBfxaIAHT3cBnKORR4PjkfM7ks7bXT/WTTwq07mceOSu02/ybR5VhyT7t+DSm9SXpysXTUpWLB6pE2B1PaccGI9UbleRhnQ8ktEEOWyjbHfnzJMH8UgQYan7m+mwmUOovPxv+IcQTtFdvcW16fLGV3p/lzR/cc8bFvWj6gQlv5o5c7l+30gjxJ2kf6SZxRmvvXX146xf1A1tp2cU9vulDvJW2lZI58iqDe4cPbuN78I6R91red7m41z0uFEueYW+zL/FyiqVejpEyX+UUl90m9gPwjpHtv4z27v1zvh69PNn/yJpVysHnIaPiHxCxzwsGGmW9+Gxs9xWS/Z3ulA4NNOyqe4xve+VSQiULEA8Kpkqf0H1etp0NT/kSzdb3hvWO594lM9XsKSceDRu88gPZG1f4AQmXd1bb+w89/klk7rvnglcpszCT2j50HikeYr9vn0GGLLxSPtusYh4VOIbiw5SNpQ+jLsvKF+ifGn2rLKmNtHSum0s+Jv8gJo2CChrmKJx67lt9WHYbg8MTZo/IXfmSNeyU6ETqC2vQLZH7nr9ndawqv2q6+nt/KKb9Pz8/Su6UoUXeGM9Z1evCqa31tM1jJ7bOQsuV8pMX8fUK7JgtCUq8+QQDkhFgJiNQLgA8SjcJnTO5q51W8WVgvFIKxOPQgUrM8NzkaLxyHNRxaPKfGEXdEwD9sQ+AxCPAmAoyhegg5RtYt8+7K5c6FuI7DWCp1ao+Frl7Ptug5e10r2Vt7QXDZmipTw35a/O3TcNn7262AdsrZO3Xm49pU5rvALVFS118b7lhndaK4t0kiKVa2ffhst8EUsUb4OWeafMakMXl0jx4+czOk4oIDMQKCxAPCrsEzg35eKrIrqpoVDSGT0vrhCPCon1Z57F/MIRXgM3VCweqYV5xzSg1aUsE7AaRUNRgA5S9lG/RJM3KC/JLi57ao3WuKCMtewZpEK/dFxGVbVfdPFkN799rp4v8tx2oVv3/dtz553r4k+f4dpeU7ldcQtMuk85b73ABUsofFvDfI92EZ2Qi367mFXbpEd0KTCuG/1CbxZQ9ylV0Qfvs7Zf6sTYFf5V2rf3hS0fTWp4n+XJ34bNL7dcAzHcrmMeeiuLnkF6p8tPMnBAubAsj0CPAPGoH++E4c7Njzv/Bd3CFR6PnM5dOYl4lAMy0MlI8iqXioXGI/u5iniycvFIzbVjGhqPNM86Y8QjIZBKE9AdTKQMAesYPaE80A5SRpVD42Uq5X/dTnhBe6vSf3uvp/JuWZzuXCrl/FOC1rEy1ffoC67ryrD55ZZv5Nzb+pbwu+Hr+c8HzVv/Lc997CbPHv4MTGrnjYunDP5vZ/3wl8mrpz7ovRTYSBVOu9c9MP1SZ7/BUpG0ZEryn+oE3RFameef+fo+7u3Q+cxAAIFCAsSjQjoF5qWcp9FoQ+KR8/+9zHUSjwr4VWLWor3c1YqNofHI970Hlk+pXDxSm/+pHB6PnDtTXyASjypxcIdIHUOtg1Rsf+3+qzHKgaOVDZH3RL92866pyTvOOi/y4EYaeSEz7fOgS/75i94vwn4YU8Ot/lmdpI9rndcz11Nwu7nDxd+7iy7cZJcPbCrlOjXkqI1Wl5t8P+L8C1WqDpufcdnfhuv2f3/yz7repctE39brvkv0em3zLlu0Jnl8bm2DNb3FA127H3Sve8yuFqXboKtf/mF3u5mrHk5MTZdV6K+f6Eh+SAZ/UO7bnjpNb4vma4smpX5Voe1QDQLNKEA8qtJRfdF13qFz0oP51ftJnd9/0R5yOxbxKF9sICWL3krursDwWFZ8UKxQ2czFCyodjzyLQR9S/oNyXzzSa+sUfU2dI+KRIEilCxS+QbT0eup5SbuP2253O1jZbpKyk6a+SegeF19/spI9uPmo8nTlHyjXKn1OG7pM2R4sbcjfQdKwqudpWNVvdUV995h6NW+NdG67+c5t8Zq9xfy4fntiDwWfZzURmF7QyENbutheSRddz3edT9ttEoELDrCwy7UtVBXjg6vRjXIuvtVbzi0f5WJ76wHStoTrfFQHZXF6+Y1muHUjbZrn+a0pL/nI0kn1ebVx+ufc9qtHRey2zUTL8tQ1Z19euaHS0xaZfze8z7XHYtEJLuGtibyRuD+sQ5y5Dq8rImDnNOvwT1Hm9pGKkFa1EuJRVXl7Kk/Ho+BNEY+CXapXuuG9bvuWWOQYfRpIdMRT16zYv7rxSJ851AfuHojDHne4X52jvi82q7eX1CwB4lEDvQ2sw/GKsn2boM+9zj6g67O607dI7mzl3GQdJFv2+7kzqjxtHSTb7ogqb6cq1b+sK276fSH9ZlGbH5b1e0d2dWZQk86UB4a1b225/U4SCYGGEbCAZOeOyQ3T4qHbUOJRDY498agGyGwCgWCBpopHxS7xBxM0Tum31NTNlO1q0KbKOypPVH5K+XTlnyuTBiig3yXVD495xTp3NrzmoCYN8x36wGi6YfqkuVv6NX8RQACBCgoQjyqIGVYV8ShMhnIEEChHoNk7SHbbyVLls5TTD+c9rNf7Kd+r/HVlC1qkAQhoWNWMZ3aCK9Kl9aLLBK9ZydLUGyXUxqX4EpBYBAEEyhYgHpVNVv4KxKPyzVgDAQTyBZq9g7SJdtk6QomcXbfb7Y5QthHrfqJ8rDKpnwJ6Xui/eggz9Pkiq1ZXZm7tZ/UVWy3uEr9XS+x2pNCkmTbMOwkBBBCotADxqNKiAfURjwJQKEIAgbIFmv13kP4rkYOUbVS6jhydlZo+TNkebL5S+TXlVcrNlt6rHTpG2R4OflH5cmXrGFY0pVzqf6MucotutcvrdKvz9NQSF79MD84erStJ71cerQfBnvFd/Lc6MC9VtCEFKtO4Ecvizv1F2w/rEC/TQBI/KlBFQ8xa4dyoka7t8+oMTlKDk/Kf9brrurw9ZOSmhtgpGolA4wv8V7tAPCIedb+Th0o8GnOHG9U2IvJ5z/Mm6Ydhk/pJkFmR5anLGcin8U9o7EFjC3xTzbcrBvaskT4fBqYdVGq34dlVpTOUbfnvK9cyVWOQBuuoXKls+5OZbYCK/1WueOpwbe/XYAcL1g54YIM2tN6swRE2V9nt2eXd8zrUabLOW82SesUbdrmW5QFtSSRc1K4qNnSS5+7at4W5+6dBMl7QcdiyoXeOxgcJNNVDsUE72ERlxKPsWGRxiXjUxPFo43lu9/Z50YXt82J+Vp4bfWHcXOJRE53b0rtCPEpLNMBfu3L0tHL6RPyRkDbb6HX2fEq6IzE9ZLlqFVejg5QOxul9yvyrCzjugGrszHXOReOuZc8OFztYD/PYABn6IaO2C3M/sK+dbu1Qx2r7arQlqE512P6xdtu5o+61Llcvef2g9RqhzIZKl/VLYfsXd602xL3XCPtCG0sWICCVTDXoCxKP1sZY4pHejs0cj9wtrm38vOhLWR2jjI7S+Hkx4tGgn5Iq3oCmikd5t0NVnGtwK7Tb6vZWvkD5FWXdYRWYHlPpnsq3Bs5tzMJCV4nsQ/LXqrFbunct2eq6HhrmEnes49wCXZpb13P+Z8O35bVFXOpL4fMrN0dvhm3VPzg8vEZv/eGu7YTw+fU9Z3PX+gEd2K3CWuk5b88uF9snbD7lCCBQVQHiUTAv8SjQpbHj0dgxUcUjr0A8cnuOv88RjwKPPYX1IBCrh0ZUuQ3vqH7rDFgu1CG053MOVZ6obIGskZNdBbEHggulmgxnPdq16OqQ11aoIZ6L1KQtnmstYTt+CcsU2ptBnVe07b7zbBkbuISEAAK1FyAeBZsXPXcFr1ZeKfGoPK+BLK0fji96TP2Yxf4U8Wgg0KxbNYGh0EHKxLNby4olu+zb6El3t3X/IG6hDmF62POq7mvKRd6OFt2CX5O2+C6l7RRrTW3aUpSkHwvoYJfiWMoy/dg6qyCAQJkCxKO1YDU5LxGP1oJX+5XXHW8LfQTRV6dJrybHvdr7Sv3NKVD43duc+zwU9squgM0osqP/KjK/IrOHuc4XdLP5fwpVplHWbik0v1LzVrjEHN0Cb4NxhKaU82viEtqAAczQp60ibfe7ulzXXQPYBKsigAAC5QoQjwLEmj0eJbxU8XjkJ4lHAe8NiupDYKhdQaoP9dq0wgZpUIfA6Wch8tJ8lZyfV1qlAn1w/2rU+f/Q90V5HXJ1jh56wXVdUaVNZ1Vrw1zHnX+q7ov+TdaMvgn/73p26ra+yRq8OOMEt8nyrWOXLhzn9vR1J377Evf4+IWJL0y/1M0vtPk3nRszwrV+QctMVlYf1Lt3peu8TMN7X6ZqPh+y7tkjnFsYMo9iBBBAoFoCxKMc2WaKR6PudWPWiUa+oKG8u+NRyvfvja9IXRZd31c88gLjkZY5+/V9iEc5bwsmEUAgR6Aao9jZJuxk9ZRy5ohBt2u6e3Q5/a1Z0kh1R2iEtflrR1hrTWlUtWvtg37NGtG7IY2yd6LasSyjLXG17aKXe34vq2bNmf6l2CH/8/dYV+4oP7v9K5b43teiHw5rSO9Q3ovWtr9nND7tw381byflszQ60pq181vf0utTwuqjvKEFWtV6+/dt/9ZJCFRCgHhUCcUS62j0eGRDeWu0ukW5cWz83Oh/N5jrdho/N3ZW+9zomvR8LfvWuHkR4lGJ748GW6yp4pGNHkMafAELSJcpr6u8qgrN2Ul1jlW2gSgWVKH+kqqcrkEyTnctu2lUu9GdLvGsdnZJSStWYaGHnGvZ3bXsobYMf8clnlQvTX212qXPf961PHVwbOX8zbp/xDhvw+2LXdcB1yfG/PSq7PeDxqxv3c61/Vv/cLfOW0kF9qO8N7r4hAN05XCMi+2hQRmSr7mux7Zq/IFHgnaXMr0fhNCpPEXZfvSahMBABYhHAxUsc/1GjUfuOtc6fvOo4pEXHI9899SiBYkJG23khrcMc3skky65pMs95g5s+IGwyjzCQ2bxpopH3GI3NN63/9ZuWh7UNF0DR0x3XY8PaiN6N76n/QSFhiMfrLaMGRk5JaxzZG3SLXctfnvse84lTsts47au9YiwzpEtp0C165EuNk23CupKYWJ25rq8RgABBOpAgHiUcxAaNR6N3yyqeBTcObJd9Dy3a/smsWkLp1o8csSjnOPOZH0L5D0TUt/NpXUINIfA2yMjexfbk5Uju3+bK2sx/YPdNasgYCLiorsEFFOEAAIIIIBAnkB/45Hv+0XjkR9JEY/yxCloBAE6SI1wlGhj0wm0dPlFb+lrSeTf9qdb5gqOwtcDlVrZdGDsEAIIIIBAVQT6G4807FLReOT5HvGoKkeNSqstQAep2sLUj0CAwJjlyUtiye6H6wPm6tYEPUy08VL329yZGhHwVj1ppD9hye9KuC67nYGEAAIIIIBAUYH+xqOuROpWhaqC8aijK0k8KnoEWKAeBegg1eNRoU1NL6BhvB947yx3T9iOHnSve2T6xQl1hrKTflfqOQWkX2WXrp1SpDp3nUEciGNtS3iFAAIIINAIAv2NRxqm+znne6HxSF/1nbti/8EbGKoR7Glj/QrQQarfY0PLmlzgd6cnDvjAre7Gke+4vm/g1lnt/Pff4W6/8tTExLDdb3VdGiLVP0P57bXL+G9qrOdvtLn499eW8QoBBBBAAIHiAv2NR4smJ07x/dQZeh4pOx75qW8snJQgHhWnZ4k6FWCY7/o4MNUeVrU+9pJWBAp88xNuxPD1o0elfBdNdCRv/sllxe/rtope1u82beJa7CHZlH5s9yk9CRsP3ACFzSzQVMOqNvOBaqB9Ix410MGqdFP7G4/cDDdsfIvb1Yu61MIF+v3FY4lHlT42DVAf8agBDlKjNdECki4AuBGN1nDaiwACgypgAcnOHfxQ7KAehqbaOPGoqQ4nO4NAzQSaKh5xi13N3jdsCAEEEEAAAQQQQAABBOpdgA5SvR8h2ocAAggggAACCCCAAAI1E6CDVDNqNoQAAggggAACCCCAAAL1LhCr9wbSvuYQeNq51u1cy4me896vHzsdrb16RmMLXKwR2R5rjj1kLxBAAAEEGkGAeNQIR4k2IoAAAs419UOxy51bL+5a53W5Nj87tybirsX2nYQAAv0TaKqHYvtHwFoVFiAeVRiU6hAYIgJNFY+4xW6IvGsHczdHutZf6crR3vlt8KIqv6TTte6eP48SBBBAAAEEKitAPKqsJ7Uh0KwCdJCa9cjWyX6tcG6Ufmzr4+HN6e4knRQ+nzkIIIAAAggMXIB4NHBDakBgqAjwDFJ1jvSWqnaOckuJ1beVuFzDLbaua9nWOa/g+0wdqJ0absdoMAIIINAYAluqmcQjIRCPGuMNSysRqAeBgh9c66GBDdqGBWr3F5TtfsxS0jQtZMs3XUq6rhUxV6z/5+uLPRICCCCAQBUEiEe9qMSjKry7qBKBJhWgg1SdA5tUtTeXUfWYMpZtqEWHO/dy3PlP6VmjXcMa7ju/HKuwaihHAAEEEMgXIB71mhCP8t8clCCAQLAAzyAFu1BaQQHPpU52TgPYBaeZN7quq4NnUYoAAggggEDlBIhHlbOkJgSaWYAOUjMf3TrZtxaXuEe/efQeXSl6fG2T/A7fuYuXuc7Dj3XOvuEkIYAAAgggUFUB4lFVeakcgaYR4Ba7pjmU9b0jCkr3qYUTVju3adS1jl7u4i+1O6dJEgIIIIAAArUTIB7VzpotIdCoAnSQGvXINWi713HuVefiyiQEEEAAAQQGT4B4NHj2bBmBehfgFrt6P0K0DwEEEEAAAQQQQAABBGomQAepZtRsCAEEEEAAAQQQQAABBOpdgA5SvR8h2ocAAggggAACCCCAAAI1E6CDVDNqNoQAAggggAACCCCAAAL1LkAHqd6PEO1DAAEEEEAAAQQQQACBmgnQQaoZNRtCAAEEEEAAAQQQQACBehegg1TvR4j2IYAAAggggAACCCCAQM0E6CDVjJoNIYAAAggggAACCCCAQL0L0EGq9yNE+xBAAAEEEEAAAQQQQKBmAnSQakbNhhBAAAEEEEAAAQQQQKDeBegg1fsRon0IIIAAAggggAACCCBQMwE6SDWjZkMIIIAAAggggAACCCBQ7wJ0kOr9CNE+BBBAAAEEEEAAAQQQqJkAHaSaUbMhBBBAAAEEEEAAAQQQqHcBOkj1foRoHwIIIIAAAggggAACCNRMIFazLdXnhrZQs3ZQXqr8nPIaZRICCCCAAAK1FiAe1Vqc7SGAAAIhAs1+Bekk7fc1ysNz9n83TT+oPF/5NuVHlRcpn6YcVSYhgAACCCBQSQHiUSU1qQsBBBBAoN8Cv9eavvKojBo20+s3e8utk3SpsnWiXu0t+7n+1jp9Thu0do6o9YbZHgIINLRAq1pv547JDb0XQ6PxxKOhcZzZSwSGqgDxqIGOfFBAulrttw8UX87Zj3U0nZ53UM68ak/SQaq2MPUj0JwCBKTGOa7Eo8Y5VrQUAQTKF2iqeNTst9gFHd4pKnxA+cKcmas1/Vnl5crvyZnHJAIIIIAAApUWIB5VWpT6EEAAgQoIDMUO0npyezLEzgZpeFZ515D5FCOAAAIIIFApAeJRpSSpBwEEEKigwFDsID0sPxukIShtoMKJyjZgAwkBBBBAAIFqChCPqqlL3QgggEA/BYZKB8luqbPni76hPEd5T+UjlTPT5pqw2+7sHspZmTN4jQACCCCAQIUEiEcVgqQaBBBAAIH+CRyt1W5QfknZBmbIzK9oOp0O14suZZs/W9lTrmVikIZaarMtBJpHoKkeim2ewxK4J8SjQBYKEUCgSQSaKh41+w/F/lVvOsuWbKjvCRk5sxNkv31kzx/9SfnrytZRIiGAAAIIIFApAeJRpSSpBwEEEECgJgL2Q7ItNdlS8Ea4ghTsQikCCBQWaKpv7Arv6pCZSzwaMoeaHUWgqQSaKh41+xWkUt95dvWIhAACCCCAwGALEI8G+wiwfQQQGPICdJCq9xYYpqrt1r1SkvW6SQgggAACCFRDgHhUDVXqRAABBIaIwBe1n48rf2GA+7ut1k8qZw4KUcpru7WChAACCJQq0FS3NJS600NkOeLREDnQ7CYCTSLQVPGIK0jZ78qxmtxd2f4OJP1HK/+PcqlXhux3mX6vbJ0qEgIIIIAAAsQj3gMIIIAAAnUhUKmAVO7OTNYKdoWp1A5VufWzPAIINKdAU31j15yHqN97RTzqNx0rIoDAIAg0VTziClL2O2iJJi2TEEAAAQQQGEwB4tFg6rNtBBAY0gKRIb337DwCCCCAAAIIIIAAAgggkCFABykDg5cIIIAAAggggAACCCAwtAXoIA3t48/eI4AAAggggAACCCCAQIZAsz+D9Dnt63oZ+1vqyzlacG6pC7McAggggAACRQSIR0WAmI0AAgggUBuBR7WZUn5/KHeZ79emeX1bYRS7PgpeIIBAGQJNNWpQGfvdiIsSjxrxqNFmBBAoVaCp4lGzX0E6VEf1BmXrgNykbL81VEp6rpSFWAYBBBBAAIESBYhHJUKxGAIIIIBA9QXatIl5yp3K9uOt9Zi4glSPR4U2IVD/Ak31jV39cw+4hcSjARNSAQII1KlAU8WjoTBIg3WMPtP7Zvp1nb6paBYCCCCAQPMLEI+a/xizhwgg0AQCQ6GDZIfpaeXTlW3Aht2USQgggAACCAyGAPFoMNTZJgIIIIBAwwlwi13DHTIajEBdCDTVLQ11IUojiEe8BxBAoD8CTRWPhsoVpP4caNZBAAEEEEAAAQQQQACBISZAB2mIHXB2FwEEEEAAAQQQQAABBMIFmn2Y7/A9r885dnmyWimqiukQV0uXehGorUBSm0spV/OcUds9Ymv1JlDN9xbxqN6ONu1BoP8CTRmP6CD1/w1RyTW7eit7u5KVUhcCCAwZgfiQ2VN2tNoCxKNqC1M/As0t0BTxyGvuY9RQe7enWttSpRbbyH2/Uf6Csn3rPJhpojZ+tPJpg9mI3m3bDzeazXl10JaPqQ3DlP+vDtryNbXhFeW/1UFbfqA23Kl8bx205SK1wfIzg9wWG43zp8ofUbbjZMHoYWUSApUSIB5VSrL0eohHwVbEo2AX4lGwC6UIlCUwRUv7ytXqgJXTmI9q4dfKWaGKy56uumdXsf5yqrYO7DXlrFDFZW9T3edUsf5yqn5WC59UzgpVXLZDdb+vivWXWvU4LWj/nncodQWWQ6COBIhHwQeDeBTsQjwKdiEeBbtUrJRnUipGSUUIIIAAAggggAACCCDQ6AJ0kBr9CNJ+BBBAAAEEEEAAAQQQqJgAHaSKUVIRAggggAACCCCAAAIINLoAHaRGP4K0HwEEEEAAAQQQQAABBComQAepYpRUhAACCCCAAAIIIIAAAo0uQAep0Y8g7UcAAQQQQAABBBBAAIGKCdBBqhglFSGAAAIIIIAAAggggECjC9BBavQjSPsRQAABBBBAAAEEEECgYgJ0kCpGSUUIIIAAAggggAACCCDQ6AJ0kBr9CJbW/i4tllROlbZ4VZeKq3bL9ZCsHWZTD8nagUv+kag3l3o4Run3bPpvvholCNSvgL1viUf5x4d4lG9iJbiEuxCPgm0oRaAsgW3KWrp6C8dU9RbVq76smtfR0u1lrVG9hUer6g2qV31ZNY/V0uuWtUb1Ft5MVbdWr/qyat5aS3tlrVG9hbetXtXUjEDVBYhH+cTEo3wTKyEeBbsQj4JdKEUAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgcYT8BqvybQ4RKBd5Xsrz1JeEbJMbvF6KhiTW9g7vUp/Xw+ZV8/FldinzbWDYf82XtO8RD0DFGnbOM1/d+8+PKq/S4ssnzm7mVzW146Nyty5gNerVbYkoDyzqBLvt8z6eI1AMwgQj3qOYiXOD8103s19bxOPekSIR7nvDKYRqJBAVPXMUfaVJ5dR58W969h6ufmaMuqpp0UHuk8bB1hk2mxfTztbRlssUN+Qs29rNP2dEutoNpef5VhkHuP061tKsBno+62ETbAIAg0lQDxae7gGen5otvNuWoZ4lJbo+Us8yvaoi6lYXbSCRgxU4AxVUE7HKL29CXrxjvLv0gUZfx/OeN1ILwe6T7a+pTuVn+p+lf2/N7InG2bK9mei8rnKf1K2q0jfUj5H+WXla5ULpWZzuUc7G3aV8EjN20b5vkIgvfMG+n4rYRMsgkBDCRCP1h6ugZ4fmu28m5YhHqUlev4Sj7I9mEKgIgJ7qZYuZbtVyr75LrWjFNGy1jmaodwsqRL7dJowzHH/ZkHRfhzeu0+X5uzTzr3lM3PKgyab0SVoP9+lQvv3dJNyWAcqvV4l3m/puviLQDMIEI/WHsVKnB+a8bxLPFr7Hin2inhUTIj5CIQIjFD5C8r3Kp+vbB/sJymXknbQQra8rdcsqRL7ZFdXUsojmwVF+zFD2a58DQvYp/eozK4sFUvN6JK7z60qeELZnr3bIHdmwHQl3m8B1VKEQEMKEI+yD1slzg/NeN4lHmW/T8KmiEdhMjUq5xa7GkFXaTO/UL1jld+rfFKZ20hfurdb6aYo2y1XK5XnKT+n3IipEvtkdTyvbCen45XtIdJnlO9RXqPciMmO7UzlDmW7KmJXjuw5Aduvu5VLSc3okrvf01Wwm/K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"image/svg+xml": [
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],
"text/plain": [
"Plot with title “K-means”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2), pty=\"s\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=iris$Species, pch=16, main=\"True\", xlab=\"Wddth\", ylab=\"Length\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=ir.kmeans$cluster, pch=16, \n",
" main=\"K-means\", xlab=\"Wddth\", ylab=\"Length\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Agglomerative Hiearchical Clustering"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ir.ahc <- hclust(dist(ir), method = \"complete\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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],
"text/plain": [
"Plot with title “Cluster Dendrogram”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"plot(ir.ahc)\n",
"rect.hclust(ir.ahc, k=3, border = \"red\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"groups <- cutree(ir.ahc, k=3)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"image/svg+xml": [
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],
"text/plain": [
"Plot with title “Hiearchical Clustering”"
]
},
"metadata": {
"image/svg+xml": {
"isolated": true
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow=c(1,2), pty=\"s\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=iris$Species, pch=16, main=\"True\", xlab=\"Wddth\", ylab=\"Length\")\n",
"plot(iris[,1], iris[,2], type = \"p\", asp = 1, col=groups, pch=16, \n",
" main=\"Hiearchical Clustering\", xlab=\"Wddth\", ylab=\"Length\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Heatmaps\n",
"----\n",
"\n",
"Heatmaps are a grpahical means of displaying the results of agglomerative hierarchical clustering and a matrix of values (e.g. gene expression)."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"library(pheatmap)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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