From 7c4088198291fe1fce4db0240987ec0546fee14f Mon Sep 17 00:00:00 2001 From: Vivian Date: Sat, 10 Aug 2019 12:37:03 -0300 Subject: [PATCH] Create clustering-gabarito.ipynb Adiciona gabarito da aula de clustering --- 28-clustering/clustering-gabarito.ipynb | 1362 +++++++++++++++++++++++ 1 file changed, 1362 insertions(+) create mode 100644 28-clustering/clustering-gabarito.ipynb diff --git a/28-clustering/clustering-gabarito.ipynb b/28-clustering/clustering-gabarito.ipynb new file mode 100644 index 0000000..089a857 --- /dev/null +++ b/28-clustering/clustering-gabarito.ipynb @@ -0,0 +1,1362 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Aula #28 – Clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Aprendizado supervisionado vs não supervisionado" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](figures/tipoAprendizado.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Técnica para agrupar um conjunto de elementos tal que objetos agrupados em um mesmo grupo (também chamado de **cluster**) sejam mais similares entre eles do que com outros objetos pertencentes a outros clusters.\n", + "- Por ser uma técnica de aprendizado não supervisionado, as classes desses objetos são desconhecidas e os agrupamentos são realizados apenas com base em suas características." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Para que fazer agrupamentos?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Encontrar padrões\n", + "- Análises exploratórias\n", + "- Reduzir dimensionalidade" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tipos de clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- **Por partição**\n", + "- **Hierárquico**\n", + "- **Por densidade**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## K-means" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Algoritmo de particionamento que tem como objetivo agrupar os objetos em K clusters.\n", + "- Para isso, são elegidos representantes desses clusters, chamados de **centroides**." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Como calcular essa distância?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](figures/distancia.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Vamos praticar agora? :D" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media.giphy.com/media/AuwBPJztsEWkw/giphy.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercício 1 - segmentação de clientes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vamos utilizar uma base fictícia contendo dados de visitas de clientes em um site: \n", + "- **Visitas**: quantidade de visitas realizadas durante o mês\n", + "- **Tempo**: tempo, em segundos, que os usuários ficaram no site" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# imports necessários para a aula\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.figsize'] = (12, 7)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# importar o dataset\n", + "df = pd.read_csv(\"data/case.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " visitas tempo\n", + "count 3000.000000 3000.000000\n", + "mean 30.221000 41.165333\n", + "std 24.852097 24.983863\n", + "min 0.000000 0.000000\n", + "25% 9.000000 19.000000\n", + "50% 19.000000 42.000000\n", + "75% 56.000000 62.000000\n", + "max 87.000000 104.000000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Vamos visualizar a distribuição desses dados?**" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df.visitas, df.tempo, alpha=0.5)\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **IMPORTANTE**\n", + "\n", + "Como os agrupamentos são definidos com base em uma medida de distância, primeiro **precisamos normalizar os dados**!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# Importar o StandardScaler e normalizar os dados\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "scaler = StandardScaler()\n", + "df[['visitas','tempo']] = scaler.fit_transform(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df.visitas, df.tempo, alpha=0.5)\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Voltando ao K-means...**\n", + "\n", + "O Sklearn já conta com uma implementação do [K-means](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html). Podemos importá-la:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# Importar o K-means\n", + "from sklearn.cluster import KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# cria uma instância do K-means\n", + "kmeans = KMeans() \n", + "kmeans.fit(df)\n", + "# salva os centroides\n", + "centroides = kmeans.cluster_centers_\n", + "# salva as labels dos clusters para cada exemplo\n", + "y_kmeans = kmeans.predict(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plota os dados identificando seus clusters\n", + "plt.scatter(df.visitas, df.tempo, c=y_kmeans, alpha=0.5, cmap='rainbow')\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "# plota os centroides também\n", + "plt.scatter(centroides[:, 0], centroides[:, 1], c='black', marker='X', s=200, alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Acham que 8 clusters fazem sentido nesse caso? Podemos mudar o número de clusters!**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **IMPORTANTE²**\n", + "\n", + "Além de definir o número de clusters, também é **importante escolher uma seed**. Isso porque como os centroides iniciais são escolhidos aleatoriamente, clusters diferentes podem ser gerados pelo K-means dependendo dessa iniciação e do número de clusters." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Sem o seed\n", + "kmeans = KMeans(n_clusters=50) \n", + "kmeans.fit(df)\n", + "\n", + "centroides = kmeans.cluster_centers_\n", + "y_kmeans = kmeans.predict(df)\n", + "\n", + "plt.scatter(df.visitas, df.tempo, c=y_kmeans, alpha=0.5, cmap='rainbow')\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.scatter(centroides[:, 0], centroides[:, 1], c='black', marker='X', s=200, alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Com o seed\n", + "kmeans = KMeans(n_clusters=50, random_state=8) \n", + "kmeans.fit(df)\n", + "\n", + "centroides = kmeans.cluster_centers_\n", + "y_kmeans = kmeans.predict(df)\n", + "\n", + "plt.scatter(df.visitas, df.tempo, c=y_kmeans, alpha=0.5, cmap='rainbow')\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.scatter(centroides[:, 0], centroides[:, 1], c='black', marker='X', s=200, alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Altere o número de clusters e rode o algoritmo de novo. Vamos ver o que acontece :D\n", + "\n", + "Não se esqueça de adicionar uma seed!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# TODO\n", + "kmeans = KMeans(n_clusters=3, random_state=1) \n", + "kmeans.fit(df)\n", + "\n", + "centroides = kmeans.cluster_centers_\n", + "y_kmeans = kmeans.predict(df)\n", + "\n", + "plt.scatter(df.visitas, df.tempo, c=y_kmeans, alpha=0.5, cmap='rainbow')\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.scatter(centroides[:, 0], centroides[:, 1], c='black', marker='X', s=200, alpha=0.5)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Agora fez mais sentido a quantidade de clusters? E no caso do dataset abaixo? Quantos clusters seriam?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media.giphy.com/media/hgCM9JNzlqAr6/giphy.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Como escolher o número de clusters?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media1.tenor.com/images/aa9c780acd020eaa5b11322b869f67fa/tenor.gif?itemid=5794186)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Avaliação dos clusters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Como os dados não são rotulados, não podemos usar métricas de avaliação utilizadas em problemas de classificação como uma matriz de confusão, por exemplo.\n", + "\n", + "Para problemas de agrupamento, existem diversas métricas possíveis para avaliar o quão bons foram os agrupamentos encontrados. Hoje falaremos sobre uma delas: o *Elbow method*." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Elbow method (\"método do cotovelo\")**\n", + "\n", + "Esse método nos fornece uma ideia de qual seria um bom número de clusters baseando-se na inércia entre os objetos e os centroides dos seus respectivos clusters. \n", + "\n", + "*Mas o que é essa \"inércia\"?*\n", + "\n", + "A **inércia** é uma medida calculada ao rodarmos o K-means e ela se baseia na soma das distâncias quadráticas de cada objeto para os centroides de seus respectivos clusters. Portanto, quanto maior for a inércia, maior será a dispersão dos clusters; quanto menor, mais os clusters estarão compactados." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\begin{equation*}\n", + "Inércia (k) = \\sum_{j=1}^{k}{\\sum_{x_i \\in cluster j}{||x_i - \\bar{x_j}||^2}},\n", + "\\quad \\text{onde } \\bar{x_j} \\text{ é o centroide do cluster j}.\n", + "\\end{equation*}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](figures/inercia.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para escolhermos o número de clusters, observamos o gráfico do cotovelo com as inércias e escolhemos o ponto no qual a inércia começa a ficar mais plano e formar um \"cotovelo\":" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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N0uoPa/TBnkbfcQAAABIGpRuHufqCmcpJD2kFs90AAAAjhtKNw4zJTtNV58/Q79/ZrR37W3zHAQAASAiUbhzlmotmKTUlRXe9sNV3FAAAgIRA6cZRJuZn6s/PnarHKqpU09juOw4AAEDco3SjX9cvKFZ3b6/ue2mb7ygAAABxj9KNfs0ozNHnPz1Zv3pthxpau3zHAQAAiGuUbgzohgUlauns0YOvbvcdBQAAIK5RujGgUyfna+GcIj3wyna1dfb4jgMAABC3KN0Y1LKFpapr6dQjb+z0HQUAACBuUboxqM/MHKfPzByre17Yqs7uXt9xAAAA4hKlG8e0rLxUuxva9dRb1b6jAAAAxCVKN46pfE6RTpmUrzvXbVFvr/MdBwAAIO5QunFMZqYbyku0pbZFz72/13ccAACAuBP10m1mITPbaGa/D/ZnmdnrZrbZzH5jZunBeEawXxk8PjPiNW4Nxj8ysyXRzoyjXX76SZpRmK3la7fIOWa7AQAAhmM0Zrp/IOmDiP2fSPp359xsSQckXROMXyPpgHOuVNK/B8fJzE6VdKWk0yRdJmm5mYVGITcipIZSdN38Er1T1aCXK/f7jgMAABBXolq6zWyqpM9LujfYN0mLJD0WHLJS0hXB9tJgX8Hji4Pjl0p6xDnX4ZzbJqlS0txo5kb//vzcKZqQl6EV6yp9RwEAAIgr0Z7p/g9Jfy+p71xzhZLqnXPdwX6VpCnB9hRJuyQpeLwhOP7geD/PwSjKSA3puxfP0suV+/X2rnrfcQAAAOJG1Eq3mX1BUo1zbkPkcD+HumM8NthzIt/vWjOrMLOK2traYefF0PzVeTM0JitNy9cy2w0AADBU0Zzpnifpi2a2XdIjCi8r+Q9JBWaWGhwzVdLuYLtK0jRJCh4fI6kucryf5xzknLvbOVfmnCsrKioa+Z8GkqTcjFRdfcEMPfveJ6qsafIdBwAAIC5ErXQ75251zk11zs1U+IuQq51zV0laI+krwWFXS3oq2H462Ffw+GoXPk3G05KuDM5uMkvSbEnro5Ubx/atebOUlRbSirVbfUcBAACICz7O0/3fJP2tmVUqvGb7vmD8PkmFwfjfSvqhJDnn3pP0qKT3Jf1J0o3OuZ5RT42DxuWk68q50/TUW9Wqrm/zHQcAACDmWSKec7msrMxVVFT4jpHQdte3acHta3TVeTP0D188zXccAAAAL8xsg3Ou7FjHcUVKHJfJBVm64qwpeuSNndrf3OE7DgAAQEyjdOO4XV9eoo7uXj3w8nbfUQAAAGIapRvHraQoV5eddpJWvrpdTe1dvuMAAADELEo3TsgN5SVqau/WQ6/v9B0FAAAgZlG6cUI+PbVAF5WO130vbVN7FyeVAQAA6A+lGydsWXmJaps69NiGKt9RAAAAYhKlGyfsgpJCnTmtQHe9sEXdPb2+4wAAAMQcSjdOmJlpWXmJdtW16Q+b9viOAwAAEHMo3RgRl5wyUbMn5GrF2i1KxAsuAQAAnAhKN0ZESorp+gUl+nBvk1Z/WOM7DgAAQEyhdGPEfPGsyZpSkKXlzHYDAAAchtKNEZMWStG184u1YccBrd9W5zsOAABAzKB0Y0T9Rdk0Feaka/naLb6jAAAAxAxKN0ZUVnpI37loltZ9XKt3qxt8xwEAAIgJlG6MuK+fP0O5GalasY7ZbgAAAInSjSgYk5Wmr58/Q3/ctEfb9rX4jgMAAOAdpRtR8Z2LZio1lKK7mO0GAACgdCM6JuRl6i/KpurxN6u0t6HddxwAAACvKN2Imuvml6jXSfe+uNV3FAAAAK8o3YiaaeOy9WefnqRfr9+pAy2dvuMAAAB4Q+lGVN1QXqrWzh6tfHW77ygAAADeULoRVXNOytNnT5mgX7yyXS0d3b7jAAAAeEHpRtTdUF6q+tYuPbx+p+8oAAAAXlC6EXXnzhir82aN070vblNHd4/vOAAAAKOO0o1RsWxhqfY2tuvJjdW+owAAAIw6SjdGxfzZ43Xa5HzduW6renqd7zgAAACjitKNUWFmWlZeqm37WvSnd/f6jgMAADCqKN0YNZedfpKKx+do+dpKOcdsNwAASB6UboyaUIrpugXFem93o17YvM93HAAAgFFD6cao+tLZU3VSfqaWr6n0HQUAAGDUULoxqtJTU/Tdi2fp9W112rDjgO84AAAAoyJ1OAeb2QRJmX37zjmudoJh+9rc6frX5z7SVfe8po7uXk0uyNItS+boirOn+I4GAAAQFUOa6TazL5rZZknbJK2TtF3SH6OYCwls1fufqKvHqb27V05SdX2bbn1iE+fwBgAACWuoy0v+UdL5kj52zs2StFjSy1FLhYR2+7MfqfuIc3W3dfXo9mc/8pQIAAAguoZaurucc/slpZhZinNujaSzopgLCWx3fduwxgEAAOLdUNd015tZrqQXJD1kZjWSuqMXC4lsckGWqvsp2JMLsjykAQAAiL6hznQvldQm6W8k/UnSFkl/Fq1QSGy3LJmjrLTQYWMZqSm6ZckcT4kAAACia0gz3c65lojdlVHKgiTRd5aS25/9SLvr2+QknTO9gLOXAACAhDVo6Tazl5xzF5lZk6TIb76ZJOecy49qOiSsK86ecrBk//ffbdKjFbu0u76NJSYAACAhDbq8xDl3UXCf55zLj7jlUbgxUm4oL5Fz0l3rtviOAgAAEBVDPU/3+WaWF7Gfa2bnRS8WksnUsdn68jlT9PAbu1TT2O47DgAAwIgb6hcpV0hqjthvDcaAEbGsvFTdPb26+4WtvqMAAACMuKGWbnPOHVzT7Zzr1TAvIQ8MZub4HC09a4oeen2n9jd3+I4DAAAwooZaurea2ffNLC24/UASU5IYUTcuLFV7d4/ufWmb7ygAAAAjaqil+3pJF0qqllQl6TxJ10YrFJJT6YRcXX7GJD34ynbVt3b6jgMAADBijlm6zSwk6Srn3JXOuQnOuYnOub9yztWMQj4kmZsXlaqls0f3v7zddxQAAIARc8zS7ZzrUfiKlEDUnXxSvi49daIeeHmbGtu7fMcBAAAYEUNdXvKymf3MzC42s3P6blFNhqR186LZamrv1oOvbPcdBQAAYEQM9QwkFwb3P44Yc5IWjWwcQDpj6hgtnFOk+17apm/Pm6WcDE6UAwAA4tuQZrqdcwv7uVG4ETU3L56tA61d+tVrO3xHAQAAOGFDvSLlRDO7z8z+GOyfambXRDcaktk508fqotLxuufFrWrr7PEdBwAA4IQMWLrN7OtmdlKw+wtJz0qaHOx/LOmvoxsNye7mRaXa19yph9fv9B0FAADghAw2071a0r8H2+Odc49K6pUk51y3JKYfEVXnFRdq7qxxuuuFLWrv4o8bAACIXwOWbufcboUviiNJLWZWqPCXJ2Vm50tqGOyFzSzTzNab2dtm9p6Z/Y9gfJaZvW5mm83sN2aWHoxnBPuVweMzI17r1mD8IzNbciI/MOLL9xfN1ieNHfrthirfUQAAAI7boGu6nXN9xfpvJT0tqcTMXpb0oKSbj/HaHZIWOefOlHSWpMuCsv4TSf/unJst6YCkvrXh10g64JwrVXiG/SdSeP24pCslnSbpMknLgwv2IAnMKy3U2dMLdOfaLers7vUdBwAA4LgM9ewlb0paoPCpA6+TdJpz7p1jPMc555qD3bTg1neawceC8ZWSrgi2lwb7Ch5fbGYWjD/inOtwzm2TVClp7lByI/6Zmb6/aLaq69v0u43MdgMAgPg01IvjSOGie6akcyR9zcy+eawnmFnIzN6SVCNplaQtkuqDNeGSVCVpSrA9RdIu6eCa8QZJhZHj/Twn8r2uNbMKM6uora0dxo+FWFc+p0hnTBmjn6/Zou4eZrsBAED8GeopA38p6V8kXSTpM8Gt7FjPc871OOfOkjRV4dJ+Sn+H9b3NAI8NNH7ke93tnCtzzpUVFRUdKxriiJnppkWl2lnXqqff3u07DgAAwLAN9VJ/ZZJOdc4dVXaHwjlXb2ZrJZ0vqcDMUoPZ7KmS+lpUlaRpkqrMLFXSGEl1EeN9Ip+DJHHJKRN18kl5+tmaSi09a4pCKf39WwwAACA2DXV5ybuSTjrmURHMrMjMCoLtLEmflfSBpDWSvhIcdrWkp4Ltp4N9BY+vDkr+05KuDM5uMkvSbEnrh5MF8S8lJTzbvbW2Rc9s2uM7DgAAwLAMdaZ7vKT3zWy9wmclkSQ55744yHMmSVoZnGkkRdKjzrnfm9n7kh4xs3+StFHSfcHx90n6pZlVKjzDfWXwHu+Z2aOS3pfULelG5xwnbU5Cnzt9kkqKPtbPVlfq82dMUgqz3QAAIE7YUFaMmNmC/sadc+tGPNEIKCsrcxUVFb5jIAp+t7FKf/Obt3XXN87VktOG9csXAACAEWdmG5xzx/yu45BmumO1XCP5/NmnJ+s//muz7li9WZeeOlHhs0oCAADEtkHXdJtZk5k19nNrMrPG0QoJ9EkNpejG8lK9W92otR9xakgAABAfjnVFyjznXH4/tzznXP5ohQQifemcKZpSkKWfrt6s4zyhDgAAwKgazsVxgJiQFkrRDeUl2rizXi9X7vcdBwAA4Jgo3YhLXy2bqpPyM/XT1Zt9RwEAADgmSjfiUkZqSNctKNb6bXV6fSuz3QAAILZRuhG3vjZ3usbnZuiO1ZW+owAAAAyK0o24lZkW0rXzZ+mlyn16c+cB33EAAAAGROlGXLvqvBkam52mO55nbTcAAIhdlG7EtZyMVH334mKt+ahWm6oafMcBAADoF6Ubce+bF8xQfmaq7uBMJgAAIEZRuhH38jLT9O15s/Tc+5/ogz1cKBUAAMQeSjcSwnfmzVJuRqp+toYzmQAAgNhD6UZCGJOdpm9eMEPPbNqjypom33EAAAAOQ+lGwrjmolnKTA3p52u2+I4CAABwGEo3EkZhboa+fv50PfVWtbbva/EdBwAA4CBKNxLK9+YXKy2UouVrWdsNAABiB6UbCWVCXqa+Nne6nnizWrvqWn3HAQAAkETpRgK6bkGxUsx05zrWdgMAgNhA6UbCmTQmS18pm6rfVlRpb0O77zgAAACUbiSmGxaUqNc5ZrsBAEBMoHQjIU0bl60vnT1FD6/fqZomZrsBAIBflG4krBsXlqqrp1f3vrjNdxQAAJDkKN1IWDPH5+iLZ07Wr17bobqWTt9xAABAEqN0I6HdtKhUbV09uu+lrb6jAACAJEbpRkIrnZCny0+fpJWv7FBDa5fvOAAAIElRupHwblpUquaObj3wCmu7AQCAH5RuJLxTJuXrklMn6v6XtqmpndluAAAw+ijdSArfXzRbje3devDVHb6jAACAJETpRlI4Y+oYlc8p0n0vbVNrZ7fvOAAAIMlQupE0bl40W3UtnXrotZ2+owAAgCRD6UbSOHfGWM0rLdRdL2xVe1eP7zgAACCJULqRVG5eNFv7mjv0yHpmuwEAwOihdCOpnF9cqLkzx+nOdVvV0c1sNwAAGB2UbiSdmxeXam9jux7bUOU7CgAASBKUbiSdi0rH66xpBVqxdou6enp9xwEAAEmA0o2kY2b6/uJSVR1o0+82VvuOAwAAkgClG0lp4ZwJOn1KvpavqVQ3s90AACDKKN1ISmammxbO1vb9rfr9O3t8xwEAAAmO0o2kdempEzVnYp5+tqZSvb3OdxwAAJDAKN1IWikpppsWlaqypll/fHev7zgAACCBUbqR1C4/Y5KKi3J0x+rNzHYDAICooXQjqYVSTDctLNWHe5v0Xx984jsOAABIUJRuJL0vnjlZMwqzdcfqSjnHbDcAABh5lG4kvdRQipaVl2hTdYPWflzrOw4AAEhAlG5A0pfOnqopBVm64/nNzHYDAIARR+kGJKWnpuj68hK9ubNer2zZ7zsOAABIMJRuIPDVc6dqYn6Gfvr8Zt9RAABAgqF0A4HMtJCum1+i17fVaf22Ot9xAABAAqF0AxG+Nne6xuem647VzHYDAICRQ+kGImSlh/S9i4v14uZ92rjzgO84AAAgQVC6gSN8/fwZKshO0x2rK31HAQAACSJqpdvMppnZGjP7wMzeM7MfBOPjzGyVmW0O7scG42ZmPzWzSjN7x8zOiXitq4PjN5vZ1dHKDEhSTkaqrpk3S6s/rNG71Q2+4wAAgAQQzZnubkl/55yEXfM7AAAci0lEQVQ7RdL5km40s1Ml/VDS88652ZKeD/Yl6XOSZge3ayWtkMIlXdKPJJ0naa6kH/UVdSBarp43U3mZqaztBgAAIyJqpds5t8c592aw3STpA0lTJC2VtDI4bKWkK4LtpZIedGGvSSows0mSlkha5Zyrc84dkLRK0mXRyg1IUn5mmr594Uw9+94n+nBvo+84AAAgzo3Kmm4zmynpbEmvS5ronNsjhYu5pAnBYVMk7Yp4WlUwNtA4EFXfuWiWctJD+hlruwEAwAmKeuk2s1xJj0v6a+fcYFOG1s+YG2T8yPe51swqzKyitrb2+MICEQqy0/WNC2bqD5v2qLKm2XccAAAQx6Jaus0sTeHC/ZBz7olg+JNg2YiC+5pgvErStIinT5W0e5Dxwzjn7nbOlTnnyoqKikb2B0HS+u7Fs5SRmqLla5jtBgAAxy+aZy8xSfdJ+sA5928RDz0tqe8MJFdLeipi/JvBWUzOl9QQLD95VtKlZjY2+ALlpcEYEHXjczN01Xkz9NTbu7Vjf4vvOAAAIE5Fc6Z7nqRvSFpkZm8Ft8sl3SbpEjPbLOmSYF+SnpG0VVKlpHskLZMk51ydpH+U9EZw+3EwBoyK6+YXK5RiWr5mi+8oAAAgTqVG64Wdcy+p//XYkrS4n+OdpBsHeK37Jd0/cumAoZuQn6krPzNNv359p25eXKqpY7N9RwIAAHGGK1ICQ3D9ghKZSXeuY7YbAAAMH6UbGILJBVn6yrlT9egbVdrb0O47DgAAiDOUbmCIblhQqh7ndNcLzHYDAIDhoXQDQzS9MFtXnDVFv359p2qbOnzHAQAAcYTSDQzDjQtL1NXTq3tf3Oo7CgAAiCOUbmAYioty9YVPT9YvX9uhupZO33EAAECcoHQDw3TTolK1dvbo/pe2+Y4CAADiBKUbGKZPTczT504/SStf2a6Gti7fcQAAQBygdAPH4aZFpWrq6NYvXt7uOwoAAIgDlG7gOJw2eYw+e8oE3f/yNjW1M9sNAAAGR+kGjtPNi2aroa1Lv3xth+8oAAAgxlG6geN05rQCzf9Uke59cZtaO7t9xwEAADGM0g2cgO8vKlVdS6d+/fpO31EAAEAMo3QDJ6Bs5jhdUFyou17YqvauHt9xAABAjKJ0Ayfo5sWlqm3q0G/e2OU7CgAAiFGUbuAEXVBcqLIZY3Xnui3q6Ga2GwAAHI3SDZwgM9PNi2drT0O7Ht9Q7TsOAACIQZRuYATMnz1eZ04do+VrK9XV0+s7DgAAiDGUbmAEmJluXjRbVQfa9ORGZrsBAMDhKN3ACFl8ygSdOilfy9duUU+v8x0HAADEEEo3MELCs92l2ravRb9/Z7fvOAAAIIZQuoERtOS0k/Spibn62epK9TLbDQAAApRuYASlpJhuXFiqzTXN+tN7e33HAQAAMYLSDYywL3x6sorH5+iO1ZVyjtluAABA6QZGXCjFtGxhqT7Y06j/+qDGdxwAABADKN1AFCw9a7KmjcvSHas3M9sNAAAo3UA0pIVStKy8VO9UNWjdx7W+4wAAAM8o3UCU/Pk5UzV5TCZruwEAAKUbiJb01BRdX16iDTsO6NUt+33HAQAAHlG6gSj6i7JpmpCXoZ+u3uw7CgAA8IjSDURRZlpI184v1mtb6/TG9jrfcQAAgCeUbiDKrjpvhgpz0vXT55ntBgAgWVG6gSjLSg/puxcX68XN+/TWrnrfcQAAgAeUbmAUfOOCGSrITtMdzHYDAJCUKN3AKMjNSNV35s3S8x/W6N3qBt9xAADAKKN0A6Pk6gtnKi8jVT9fU+k7CgAAGGWUbmCUjMlK07fmzdQf392rjz9p8h0HAACMIko3MIq+M2+WctJD+tlqZrsBAEgmlG5gFI3NSdfXL5ih37+zW1trm33HAQAAo4TSDYyy711crPTUFP18zRbfUQAAwCihdAOjbHxuhv5q7gw9+Va1du5v9R0HAACMAko34MF1C4oVSjGtWMfabgAAkgGlG/BgYn6m/rJsmh7bUKXq+jbfcQAAQJRRugFPri8vkSTdtY613QAAJDpKN+DJlIIs/fk5U/XIG7tU09juOw4AAIgiSjfg0bLyUvX0Ot31wlbfUQAAQBRRugGPphdma+lZk/XQ6zu0r7nDdxwAABAllG7AsxsXlqqju1f3vrjNdxQAABAllG7As5KiXH3h05P1y1e360BLp+84AAAgCijdQAy4aWGpWjp79MDLzHYDAJCIKN1ADJhzUp4uO+0kPfDKdjW2d/mOAwAARhilG4gRNy0qVVN7t1a+vN13FAAAMMKiVrrN7H4zqzGzdyPGxpnZKjPbHNyPDcbNzH5qZpVm9o6ZnRPxnKuD4zeb2dXRygv4dvqUMVp88gTd9/I2NXd0+44DAABGUDRnun8h6bIjxn4o6Xnn3GxJzwf7kvQ5SbOD27WSVkjhki7pR5LOkzRX0o/6ijqQiG5ePFv1rV361Ws7fEcBAAAjKGql2zn3gqS6I4aXSloZbK+UdEXE+IMu7DVJBWY2SdISSaucc3XOuQOSVunoIg8kjLOmFeji2eN174tb1dbZ4zsOAAAYIaO9pnuic26PJAX3E4LxKZJ2RRxXFYwNNA4krO8vnq19zZ369fqdvqMAAIAREitfpLR+xtwg40e/gNm1ZlZhZhW1tbUjGg4YTZ+ZOU7nF4/TXeu2qL2L2W4AABLBaJfuT4JlIwrua4LxKknTIo6bKmn3IONHcc7d7Zwrc86VFRUVjXhwYDR9f9Fs1TR16LcVu459MAAAiHmjXbqfltR3BpKrJT0VMf7N4Cwm50tqCJafPCvpUjMbG3yB8tJgDEhoF5QU6twZY7Vi7RZ1dvf6jgMAAE5QNE8Z+LCkVyXNMbMqM7tG0m2SLjGzzZIuCfYl6RlJWyVVSrpH0jJJcs7VSfpHSW8Etx8HY0BCMzPdvKhUuxva9cSbVb7jAACAE2TO9btEOq6VlZW5iooK3zGAE+Kc09Kfv6z61i6t/rsFSg3FylcwAABAHzPb4JwrO9Zx/F8ciFHh2e7Z2lnXqqfe6verDAAAIE5QuoEY9tlTJuiUSfn6+ZpK9fQm3m+lAABIFpRuIIb1re3euq9FZf+0SrN++AfNu221ntxY7TsaAAAYhlTfAQAMrqOzRybpQGuXJKm6vk23PrFJknTF2VwrCgCAeMBMNxDj/mXVx0ddEaqtq0e3P/uhlzwAAGD4mOkGYtzu+rZ+x6vr2zXvttUqysvQhLwMTcjP0IS8zEP7eZmakJ+hwpx0znwCAIBnlG4gxk0uyFJ1P8U7NyNV5xWPU21Th3bsb9Ub2+sOLkGJZCYV5mRElPFDBb1vuyg3XNAz00Kj8SMBAJB0KN1AjLtlyRzd+sQmtXX1HBzLSgvpn644/ag13Z3dvdrX3KGapg7VNLaH75s6VNvUrtpg+6O9Tapt7uj3bCh5mamHzZIX5fZT0PMylZ+ZKjOL+s8OAECioHQDMa6vWN/+7EfaXd+myQVZumXJnH6/RJmemqLJBVmaXJA16Gv29jrVtXaqprFDtc2HCnq4mLerprFDG3fWq6apXe1dR1+GPiM15ahlLH3bRXnBrHp+hgpzMhRKoZwDAMAVKQEMyDmn5o7uYOY8XMhrD86eHyroNU0damg7emlLKMVUmJN+aL35wZnz8Iz5oe0MZaSytAUAEH+GekVKZroBDMjMlJeZprzMNJUU5Q56bHtXz2GFvLap/bCy/klju96tbtC+5g71d52fMVlpR603PzhrHlHQczOOvbTlyY3VQ/rNAAAAo4XSDWBEZKaFNG1ctqaNyx70uJ5ep/0t4TIeOVseXuYS3n9je51qmjrU2X300pastNBR680PncElU+9WN+iO1ZsPLovhvOYAgFhA6QYwqkIpFsxkZw56nHNOjW3dqm0+tIQlcjlLTVO7PtrbpBc371NTe/egr9XW1aNbn9ikd6sbVJibocLcdI3PTVdhTt82Z24BAEQXpRtATDIzjclO05jsNJVOyBv02LbOnoOz5l+589X+j+nq0a/X71RrZ0+/j+ekhw4W8sKcjHApz03XuL7toKAX5qZrXDbnPgcADA+lG0Dcy0oPaXphtqYXZmvKAOc1n1KQpZd/uEitnd3a39yp/S2d2t/cof3NndrXEr7f39yh/S2dqq5v0ztV9apr6VR3fwvQJY3NTguX9JzwTHnhYTPn6QcfK8zN4BSLAABKN4DEMtB5zW9ZMkeSlJ2equxxqcdcey6FT63Y2N4VFPRwKd8XUdb3t3RoX3OnPtzbqP0tnarv5+JEkpQWMhXmZGhcTvrB5Sx9hZylLgCQHCjdABLKcM5rfiwpKaaC7HQVZKerpOjYx3f19OpAS6f2BYV8f3On9gWz54dm1Tu1bV+L9jV39HsOdGngpS6RxTy89GVklrpwthcAiD7O0w0Angxlqcu+iO3+riJqJhVkHf9Slyc3Vvf7m4H/9eUzKN4AMAScpxsAYtzxLHWJLOH7mzsOm1Xf39ypD/Y2an9zZ78XK5IOLXUpDMr4G9vqDivcUvhLp//zmQ907oyxGpOdptz0VKVwZVEAOCGUbgCIA5FLXUonDH6hIknq7O7VgdbOg2vPB1rqcmTh7lPb1KGL/3lN+L1NystM05is8C0/KzViO035hz0WsZ2ZqvysNKVxphcAoHQDQCJKT03RxPxMTcwf/Hzo825b3e/ZXsblpOuHl52sxvYuNbQdujUG93sb2tXY3q2Gtq5+L2IUKSc9dLCMH7wfpMSPiTgmMy2FM78ASAiUbgBIYgOd7eX/+8KpQ17T3d7Vc7CMN7R1HSrqrV1qaOs+rLg3tnVpV12rGtu61NjereaOwS9slB5KCYp46lGF/MjSftisexSXxfDFUwDHg9INAElsJM72kpkWUmZaSBOOMaven+6eXjW2d/df2g8W9UOP1wVnf+kr8AOcRl3SMZbFZKYdNfs+lGUxR37xtLq+Tbc+sUmSKN4ABsXZSwAAcck5p+aO7oPFPLK0Nx6xHObQY4eOG+6ymPzMNL1cua/fdfCFOem65+oy5WWkKjczVbkZqcrhC6hAUuDsJQCAhGZmystMU15mmjR2+M+PXBZz+BKY7n7XsVcdaB3wi6f7Wzr15eWvHDWekx5SbmaqcjJSDy/kEfuHP5amnIyQ8jLSgsfC26xtB+IfpRsAkJSOZ1nMQF88HZ+brtu/eqaa27vV0hFeq94UrFlv6ehWU0e3moP9/c2tBx9r7uju9/zrRwqlmHIzUg/dIst6UOJzM/sv8jnpqcqLKPvpqaN7NhnWwANhlG4AAIZooC+e/j+fP1UL50wY9us559TR3Xt4Qe+3rHeppaMneCy83dDWpeoDrcGxPcf8Umqf9NSUwwp5v2X9iCLfX6nPSU9V6BjLZ1gDDxxC6QYAYIhG4ounkczs4Ix7UV7GCWXr7XVq6RygvPfNrLd3q7nz0Kx732N7G9vVXHtov+MY69375KSHji7kEUX+8Ter+7340j/94X2VFOUqKz2k7PSQstJCykoPKSOVZTRIXHyREgAAHKarp/fwst4RUdqPUeSbI54z0JVRB5JiCgp4qrLSU5SdlqqsoJRnp4eUmR5S9mHb4eOy0lOVHRT3rOCYvkKfmRYKX/2VUo8o4YuUAADguKSFUg5eAfVEzLvteVXXtx81XpiTrv/15TPU1tWjts4etXb2HNxu6wr2O7sjtnu0t7HriMd71NkztBn5PhaU+kNl/NAse3Z6asT2ofG+47OCxyOfe/h2qjJSU074jDWsgU9clG4AABAVtyw5ud818P/vF07VpaeddMKv393TGy7r/ZT3Q9vd4f2+Ut/Pdntnj2qa2tXaGd7ue3yoy2wiHV3Wj9wOZvGPKPmZaSG9V92gh9fvOviPier6Nv23x99RY3unvnT2VGWlhZTaz/njER9YXgIAAKImnmdue3rdoRn4zh61dnUf3I6cce93dn6AWfzwWPi49q7hl/q0UPh7AJHlvt/99JTwWFp4KU5WxDH9H3/omJGYsU8mLC8BAADeXXH2lLgp2UeKPFVjNPT2lfqgjM//5zUaaCr0v19+ymHHtncdXuY7unpV29Rx9ONdPTqe+dXMtMFLe7i4pwxe6gco+eHnpCg9dOJr7OPpH3WUbgAAAA9SUix8+sWg1E8uyOr3PPBTCrL0vfnFx/UefaelPLKkt3f1qK3z0PKc9s6eQUt9335LR7f2NXcGzz/0nGNd4bXfn9/UbzEfuLSnHDYz//7uBv22okqdPeF/VcT6KSkp3QAAADFgoPPA37JkznG/ZuRpKQtGIuQAenqdOroHLvUDFvmI4h65X9/Wpb0N7Yf9o6C1q+eYF5Nq6+rR7c9+ROkGAABA/0b6PPCjKZRiwakZo1stu4Ivz7Z39ui8///5fpfj7O7ntwWxgNINAAAQI+J5DfxoSAulKC2UovzMtAGX40wuyPKQ7Ng47wwAAADizi1L5igrLXTY2Ikux4kmZroBAAAQd+JtOQ6lGwAAAHEpnpbjsLwEAAAAiDJKNwAAABBllG4AAAAgyijdAAAAQJRRugEAAIAoo3QDAAAAUUbpBgAAAKKM0g0AAABEGaUbAAAAiDJKNwAAABBllG4AAAAgyijdAAAAQJSZc853hhFnZrWSdnh6+/GS9nl673jE5zU8fF7Dw+c1PHxew8PnNTx8XsPD5zU8Pj+vGc65omMdlJCl2yczq3DOlfnOES/4vIaHz2t4+LyGh89rePi8hofPa3j4vIYnHj4vlpcAAAAAUUbpBgAAAKKM0j3y7vYdIM7weQ0Pn9fw8HkND5/X8PB5DQ+f1/DweQ1PzH9erOkGAAAAooyZbgAAACDKKN0jxMzuN7MaM3vXd5ZYZ2bTzGyNmX1gZu+Z2Q98Z4p1ZpZpZuvN7O3gM/sfvjPFOjMLmdlGM/u97yzxwMy2m9kmM3vLzCp854l1ZlZgZo+Z2YfB32UX+M4Uq8xsTvDnqu/WaGZ/7TtXLDOzvwn+rn/XzB42s0zfmWKZmf0g+Kzei+U/WywvGSFmNl9Ss6QHnXOn+84Ty8xskqRJzrk3zSxP0gZJVzjn3vccLWaZmUnKcc41m1mapJck/cA595rnaDHLzP5WUpmkfOfcF3zniXVmtl1SmXOO8wIPgZmtlPSic+5eM0uXlO2cq/edK9aZWUhStaTznHO+rqcR08xsisJ/x5/qnGszs0clPeOc+4XfZLHJzE6X9IikuZI6Jf1J0g3Ouc1eg/WDme4R4px7QVKd7xzxwDm3xzn3ZrDdJOkDSVP8poptLqw52E0LbvyLeQBmNlXS5yXd6zsLEo+Z5UuaL+k+SXLOdVK4h2yxpC0U7mNKlZRlZqmSsiXt9pwnlp0i6TXnXKtzrlvSOklf8pypX5RueGVmMyWdLel1v0liX7Bc4i1JNZJWOef4zAb2H5L+XlKv7yBxxEl6zsw2mNm1vsPEuGJJtZIeCJYw3WtmOb5DxYkrJT3sO0Qsc85VS/oXSTsl7ZHU4Jx7zm+qmPaupPlmVmhm2ZIulzTNc6Z+UbrhjZnlSnpc0l875xp954l1zrke59xZkqZKmhv8Sg1HMLMvSKpxzm3wnSXOzHPOnSPpc5JuDJbMoX+pks6RtMI5d7akFkk/9Bsp9gXLcL4o6be+s8QyMxsraamkWZImS8oxs6/7TRW7nHMfSPqJpFUKLy15W1K311ADoHTDi2Bd8uOSHnLOPeE7TzwJfo29VtJlnqPEqnmSvhisUX5E0iIz+5XfSLHPObc7uK+R9DuF10eif1WSqiJ+2/SYwiUcg/ucpDedc5/4DhLjPitpm3Ou1jnXJekJSRd6zhTTnHP3OefOcc7NV3ipb8yt55Yo3fAg+FLgfZI+cM79m+888cDMisysINjOUvgv5Q/9popNzrlbnXNTnXMzFf5V9mrnHLNEgzCznOBLzQqWSVyq8K9s0Q/n3F5Ju8xsTjC0WBJfBD+2r4mlJUOxU9L5ZpYd/P9yscLffcIAzGxCcD9d0pcVo3/OUn0HSBRm9rCkcknjzaxK0o+cc/f5TRWz5kn6hqRNwRplSfq/nXPPeMwU6yZJWhl88z9F0qPOOU6Fh5EyUdLvwv9/V6qkXzvn/uQ3Usy7WdJDwZKJrZK+7TlPTAvW2l4i6TrfWWKdc+51M3tM0psKL5PYqDi42qJnj5tZoaQuSTc65w74DtQfThkIAAAARBnLSwAAAIAoo3QDAAAAUUbpBgAAAKKM0g0AAABEGaUbAEaZmd0YXBwKAJAkKN0AMELMzJnZv0bs/19m9g9HHPMNSeOcc82jnW8gZvYLM/vKCLzOcf1MZnaFmZ16ou8PALGM0g0AI6dD0pfNbPwgx4Qk/VM03tzM4vXaC1dIGlbpjuOfFUCSonQDwMjpVvgiFn9z5AN9s8nOuV8451zfrLCZlZvZOjN71Mw+NrPbzOwqM1tvZpvMrCQ4rsjMHjezN4LbvGD8H8zsbjN7TtKDZpZpZg8Ez91oZgv7yWJm9jMze9/M/iBpQsRj5wZ5NpjZs2Y2qZ/nTzSz35nZ28HtwiMeLzez30fs/8zMvhVs3xa87ztm9i/Bc78o6XYze8vMSoLbn4IML5rZyRGf4b+Z2RpJPzGzBcFz3gp+1rzh/gcDgNHCTAEAjKyfS3rHzP55GM85U9IpkuoUvrrhvc65uWb2A4WvfPjXkv63pH93zr0UXOr42eA5knSupIucc21m9neS5Jw7Iyirz5nZp5xz7RHv9yVJcySdofDVKN+XdL+ZpUm6Q9JS51ytmf2lpP8p6TtH5P2ppHXOuS8FV0kd0vp0MxsXvPfJwT88Cpxz9Wb2tKTfO+ceC457XtL1zrnNZnaepOWSFgUv8ylJn3XO9ZjZfyp89bmXgzXy7Ue/KwDEBko3AIwg51yjmT0o6fuS2ob4tDecc3skycy2SHouGN8kqW+m+rOSTg0u1S5J+REzu0875/re6yKFi7Occx+a2Q6Fi+o7Ee83X9LDzrkeSbvNbHUwPkfS6ZJWBe8TkrSnn7yLJH0zeI8eSQ1D/DkbFS7G9wYz7L8/8oCgPF8o6bcRP2tGxCG/Dd5Tkl6W9G9m9pCkJ5xzVUPMAQCjjtINACPvPyS9KemBiLFuBUv6LNwm0yMe64jY7o3Y79Whv6dTJF0QUa4VvJYktUQODTGj62fMJL3nnLtgiK8xkIM/ayBTkpxz3WY2V9JiSVdKukmHZrD7pEiqd86dNcBrH/xZnXO3BeX9ckmvmdlnnXMfnmB2AIgK1nQDwAhzztVJelTSNRHD2xVeBiJJSyWlDfNln1O4pEqSzGygUvqCpKuCYz4labqkj/o55kozCwVrtvtm0z+SVGRmFwTPTzOz0/p5j+cl3RAcEzKz/CMe36HwrHyGmY1RuGT3zWKPcc49o/CSmb6foUlSnhT+TYGkbWb21eA5ZmZn9veDmlmJc26Tc+4nkioknTzAZwIA3lG6ASA6/lVS5FlM7pG0wMzWSzpPh89OD8X3JZUFX0B8X9L1Axy3XFLIzDZJ+o2kbznnOo445nf/p307tokgBsIw+m0BVEEl9EAHFAAJtVABEgUgEV8BCDhBREgRSCQm2CUAHRkWyXupLY3Df2xP9dr6feWq2lWNMT6q09YhxafqsfWrx0/n1clW4776FszHGG+tTce+uq4etqWj6nZZlv1W82vg9Ka63IYhj1ubhrPtDC+tTcohF8uyPG/73qu7X/YB/LtljEMvjAAAwF9x0w0AAJMJ3QAAMJnQDQAAkwndAAAwmdANAACTCd0AADCZ0A0AAJMJ3QAAMNknurXEgiuUYGsAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Quantidade de clusters que serão testados\n", + "k = list(range(1, 10))\n", + "\n", + "# Armazena das inércias para cada k\n", + "inercia = []\n", + "\n", + "# Roda o K-means para cada k fornecido\n", + "for i in k:\n", + " kmeans = KMeans(n_clusters=i)\n", + " kmeans.fit(df)\n", + " inercia.append(kmeans.inertia_)\n", + "\n", + "# Plota o gráfico com as inércias\n", + "plt.plot(k, inercia, '-o')\n", + "plt.xlabel(r'Número de clusters')\n", + "plt.ylabel('Inércia')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Há diversos outros métodos de avaliação, alguns deles estão presentes no [sklearn](https://scikit-learn.org/stable/modules/clustering.html#clustering-evaluation):\n", + "\n", + "**Índices externos**\n", + "\n", + "Compara a estrutura de clusters descobertos com uma estrutura de grupos previamente conhecida.\n", + "- índice de Rand\n", + "- índice de Jaccard\n", + "- índice de Folkes e Mallows\n", + "\n", + "\n", + "**Índices internos**\n", + "\n", + "Analisa a estrutura de clusters descobertos com relação a algum critério, como compacidade e separabilidade.\n", + "- índice Dunn\n", + "- índice Davies-Bouldin\n", + "- índice Silhouette\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Apesar desses métodos fornecerem indícios do número de clusters ideal, também é importante ter um bom conhecimento sobre o domínio (ou envolver pessoas que o tenham no projeto!).*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercício 2 - compressão de cores de imagens" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vamos fazer agora fazer mais um case com o K-Means, mas agora com imagens :D" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Importar a imagem\n", + "img = plt.imread(\"data/mario.jpg\")\n", + "plt.imshow(img)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(675, 1200, 3)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# dimensão da imagem\n", + "img.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(810000, 3)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# redimensionar a imagem para termos somente duas dimensões de dados\n", + "x, y, z = img.shape\n", + "img_2d = img.reshape(x*y, z)\n", + "img_2d.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "| Pixel | R | G | B |\n", + "|---------|-----|-----|-----|\n", + "| Pixel 1 | 255 | 0 | 0 | \n", + "| Pixel 2 | 255 | 102 | 102 | \n", + "| Pixel 3 | 0 | 0 | 0 | " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# Escolha um número de clusters e use o K-means para realizar os agrupamentos\n", + "kmeans_img = KMeans(n_clusters=15)\n", + "kmeans_img.fit(img_2d)\n", + "\n", + "cluster_centers = kmeans_img.cluster_centers_\n", + "cluster_labels = kmeans_img.labels_" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plotar a imagem após a compressão\n", + "plt.imshow(cluster_centers[cluster_labels].reshape(x, y, z).astype(int))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vantagens do K-means\n", + "- Simples de entender e de ser implementado\n", + "- Eficiente\n", + "- Escalável\n", + "\n", + "### Desvantagens do K-means\n", + "- Necessidade de escolher um número de clusters\n", + "- Pode sofrer com outliers\n", + "- Assume formatos esféricos para os clusters\n", + "- Funciona apenas para dados numéricos." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**O que podemos fazer para lidar com variáveis categóricas então?**\n", + "- Feature engineering (One-hot enconding, por exemplo)\n", + "- Utilizar outro algoritmo que permita usar esse tipo de variável" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hierarquical clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Os clusters são representados hierarquicamente por meio de diagrama representando uma árvore, chamado de *dendrograma*.\n", + "\n", + "**Tipos**:\n", + "- **Aglomerativos**\n", + "- **Divisivos**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Agrupamento hierárquico aglomerativo" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Quais são os critérios para agrupar os objetos?**\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Uma métrica de distância\n", + "- Distância euclidiana\n", + "- Distância Manhattan\n", + "- [Outras métricas aceitas](https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.distance.pdist.html)\n", + "\n", + "### Um método de agrupamento\n", + "- Single linkage\n", + "- Complete linkage\n", + "- Average linkage\n", + "- Centroid linkage\n", + "- [Outras abordagens aceitas](https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html#scipy.cluster.hierarchy.linkage)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media.springernature.com/original/springer-static/image/chp%3A10.1007%2F978-3-319-07212-8_10/MediaObjects/318405_1_En_10_Fig2_HTML.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercício 3 - segmentação de clientes (de novo!)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vamos utilizar o mesmo conjunto de dados utilizado no exercício do K-means para realizar um agrupamento hierárquico aglomerativo. Para esse agrupamento, precisaremos importar o dendograma do [Scipy](https://docs.scipy.org/doc/scipy/reference/cluster.hierarchy.html).\n", + "\n", + "O sklearn também possui um [módulo](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html) para realizar um agrupamento hierárquico aglomerativo, mas é complicado visualizar o dendograma com ele, então vamos ficar com o scipy mesmo." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# importar os módulos dendogram e linkage\n", + "from scipy.cluster.hierarchy import dendrogram, linkage" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "h_cluster = linkage(df, method='complete', metric='euclidean')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.title('Dendograma')\n", + "plt.xlabel('Exemplos')\n", + "plt.ylabel('Distância')\n", + "dendrogram(h_cluster)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Vamos testar outras abordagens de agrupamentos e métricas de distância?**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media.giphy.com/media/12zV7u6Bh0vHpu/giphy.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**E como podemos escolher o número de clusters?**\n", + "\n", + "Podemos visualizar o dendograma e observar onde há a maior distância entre os grupos formados." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exemplo de aplicação real " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Agrupamentos hierárquicos são muito utilizados na área de bioinformática para construção de árvores filogenéticas:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![filogenia](https://www.science20.com/files/Tree_1A.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Para a [pesquisa](http://www.teses.usp.br/teses/disponiveis/100/100131/tde-28052017-221803/pt-br.php) abaixo, foi feito um agrupamento hierárquico aglomerativo para se obter uma árvore filogenética de bactérias do gênero *Xanthomonas* com base em suas famílias de genes. \n", + "\n", + "Para calcular a distância entre essas bactérias, foi utilizada a distância euclidiana e o método de agrupamento foi o complete linkage." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![mestrado](figures/mestrado.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vantagens do agrupamento hierárquico\n", + "- Não precisamos escolher um número inicial de clusters\n", + "- Dendrogramas são ótimos para visualização dos clusters\n", + "- Gera uma hierarquia entre os clusters\n", + "\n", + "### Desvantagens do agrupamento hierárquico\n", + "- Complexidade\n", + "- Dependendo dos dados, pode ser difícil escolher o número de clusters\n", + "- Um agrupamento feito erroneamente não pode ser desfeito" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DBSCAN" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "O DBSCAN é um método de clustering por densidade que busca por clusters definidos como regiões com alta densidade de objetos, separados por regiões de baixa densidade. \n", + "\n", + "Ele necessida dos seguintes parâmetros:\n", + "\n", + "- **ɛ** : raio da vizinhança ao redor do ponto P\n", + "- **minPts**: número mínimo de pontos na vizinhança para que seja definido um cluster\n", + "\n", + "Com base nesses dois parâmetros, o DBSCAN categoria os pontos em três categorias:\n", + "- **Core Points**: um ponto P é um core point se sua vizinhança contém ao menos minPts\n", + "- **Border Points**: um ponto Q é um border point se sua vizinhança contem menos pontos que minPts, mas se Q é alcancável por algum core point P.\n", + "- **Outlier**: um ponto O é um outlier se não for nem um core point e nem um border point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " \n", + " \n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Outro gif ilustrando o DBSCAN:**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://cdn-images-1.medium.com/max/800/1*tc8UF-h0nQqUfLC8-0uInQ.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exercício 4 - segmentação de clientes (de novo!²)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vamos utilizar novamente o conjunto do primeiro exercício com o DBSCAN, que vamos importar do [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html):" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# Importar o DBSCAN\n", + "from sklearn.cluster import DBSCAN" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO\n", + "# Escolha um epsilon e um minPts\n", + "dbscan = DBSCAN(eps = .1, min_samples = 8)\n", + "# salvar os clusters atribuídos para cada exemplo\n", + "clusters = dbscan.fit_predict(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plota os clusters encontrados\n", + "plt.scatter(df.visitas, df.tempo, c=clusters, alpha=0.5, cmap='rainbow')\n", + "plt.xlabel('Tempo')\n", + "plt.ylabel('Quantidade de visitas')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Vantagens do DBSCAN\n", + "- Não é necessário especificar um número inicial de clusters\n", + "- Lida bem com outliers\n", + "- Consegue encontrar clusters com formatos diferentes\n", + "\n", + "### Desvantagens do DBSCAN\n", + "- A escolha dos dois parâmetros iniciais pode não ser muito intuitiva\n", + "- Tem dificuldade para encontrar clusters se a densidade dos dados variar muito" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Outros métodos de clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Por partição**\n", + "- K-medians\n", + "- [K-modes](https://github.com/nicodv/kmodes)\n", + "- K-prototypes\n", + "\n", + "**Por densidade/ hierárquico**\n", + "- [HDBSCAN](https://hdbscan.readthedocs.io/en/latest/how_hdbscan_works.html) \n", + "\n", + "**Por distribuição**\n", + "- Gaussian Mixture Models (GMMs)\n", + "\n", + "**Redes neurais**\n", + "- Self Organizing Map (SOM)\n", + "\n", + "O [sklearn](https://scikit-learn.org/stable/modules/clustering.html) conta com mais alguns algoritmos de clustering e também tem uma comparação entre eles para vários conjuntos de dados:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://scikit-learn.org/stable/_images/sphx_glr_plot_cluster_comparison_0011.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ÚLTIMA PERGUNTA!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://media.giphy.com/media/xT0xeuOy2Fcl9vDGiA/giphy.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Depois de ver todos esses algoritmos, quais aplicações poderíamos ter com eles?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Segmentação de clientes\n", + "- Detecção de anomalias e fraudes\n", + "- Segmentação de imagens\n", + "- Sistemas de recomendação\n", + "- Segmentação de documentos \n", + "- Análise de redes sociais" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Para treinar" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- O repositório do [UCI](https://archive.ics.uci.edu/ml/datasets.php?format=&task=clu&att=&area=&numAtt=&numIns=&type=&sort=nameUp&view=table) contém alguns datasets para realizar clustering\n", + "- Também pode-se retirar a classe de datasets existentes para problemas supervisionados e aplicar técnicas de aprendizado não supervisionado! " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}