{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "coursera": { "course_slug": "neural-networks-deep-learning", "graded_item_id": "wRuwL", "launcher_item_id": "NI888" }, "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": "3.7.4" }, "colab": { "provenance": [], "toc_visible": true } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "AQeEw3Vho_3f" }, "source": [ "# Minha primeira rede Neural\n", "### Parte I - Perceptron\n", "### Parte II - Rede Neural Artificial simples\n", "\n", "\n", "_Larissa Driemeier, Izabel F. Machado_\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "uxOIm6DUofYR" }, "source": [ "\n", "## Sumário\n", "Introdução\n", "\n", "Referências\n", " \n", "Pacotes\n", "\n", "\n", "### Parte I - Perceptron\n", "1.\tModelo do Perceptron\n", "\n", "2. Função Erro e Função custo\n", "\n", "2. Funções particularizadas para o Perceptron a ser implementado\n", "\n", "2. Algoritmo do processo de treinamento\n", "\n", "3. Exemplo 1: Classificação com valores sintéticos\n", "\n", "4. Exemplo 02: Classificação e análise de performance\n", "\n", "\n", "### Parte II - Rede Neural Artificial simples\n", "1. Estrutura das RNAs\n", "\n", "2. Dados - Noisy Moon\n", "\n", "3. Codificação da RNA\n", "\n", " 3.1. Definição da estrutura da RNA\n", " \n", " 3.2. Inicialização dos parâmetros\n", " \n", " 3.3. Propagação para frente, função de custo e retro-propagação \n", " \n", " 3.4. Atualização dos parâmetros\n", "\n", " 3.5. Integração das tarefas 3.1 a 3.4 na função rna() \n", " \n", "\n", "4. Treinamento e teste da RNA\n", "\n", " 4.1. Previsão das saídas\n", " \n", " 4.2. Treinamento da RNA\n", " \n", " 4.3. Resultados\n", " \n", " 4.4. Ajuste do número de neurônios da camada escondida\n", " \n", " 4.5 Desempenho com outros padrões de dados" ] }, { "cell_type": "markdown", "metadata": { "id": "Ykug1sYLJ7k_" }, "source": [ "## Introdução \n", "\n", "O objetivo deste Notebook é fornecer uma breve teoria e ferramentas computacionais básicas para a construção passo a passo de uma rede neural simples. A parte I trata do perceptron e a parte II extrapola para uma Rede Neural Artificial (RNA) simples.\n", "\n", "RNAs são sistemas computacionais *vagamente* inspirados nas redes neurais biológicas que constituem os cérebros dos animais. Esses sistemas *aprendem* a realizar tarefas considerando exemplos, geralmente sem serem programados com quaisquer regras específicas de tarefas.\n", "
\n", "\n", "O neurônio é a unidade básica de computação no cérebro. Nosso cérebro tem, em média, 86 bilhões de neurônios e centenas de bilhões de conexões entre eles, formando uma enorme rede de comunicação, a rede neural. Cada neurônio possui um corpo central, diversos dendritos e um axônio. Os dendritos formam a superfície de entrada do neurônio e o axônio a superfície de saída do *fluxo de informação* (esse fluxo de informação é importante para compreender o neurônio matemático daqui a pouco).\n", "\n", "
\n", "\n", "As informações transmitidas pelos neurônios são impulsos elétricos. Os dendritos recebem esses pulsos elétricos de outros neurônios através das sinapses, definidas como o ponto de contato entre a terminação axônica de um neurônio e o dendrito de outro. É pelas sinapses que os neurônios se unem funcionalmente, formando as __redes neurais__. As sinapses funcionam como válvulas, sendo capazes de controlar a transmissão de impulsos, isto é, o fluxo da informação entre os neurônios na rede neural. O efeito das sinapses é variável e é esta variação que dá ao neurônio capacidade de adaptação.\n", "\n", "O corpo celular processa a informação e, se esses sinais forem superiores a um limiar (threshold), seguem pelo axônio e atingem os dendritos dos neurônios seguintes.. Caso contrário, são bloqueados e não prosseguem (são considerados irrelevantes). A passagem desses sinais não é elétrica, mas química (através da substância serotonina). Estamos falando aqui do neurônio biológico e preste bastante atenção a palavra *threshold*, pois ela é a essência do neurônio matemático.\n", "\n", "\n", "
\n", "\n", "Os cérebros humanos, portanto, interpretam o contexto das situações do mundo real de uma forma bastante complexa, que os computadores não conseguem. Uma *rede neural artificial* é um modelo computacional vagamente inspirado no cérebro humano que consiste em uma rede interconectada de unidades de processamento simples que podem aprender com a experiência, modificando suas conexões. Leia o interessante texto [Neural Networks — Relation to Human Brain and Cognition](https://becominghuman.ai/neural-networks-relation-to-human-brain-and-cognition-b45575359f64). A piadinha abaixo foi extraída de lá...\n", "\n", "
\n", "\n", "## Em poucas palavras...\n", "\n", "Em poucas palavras, a rede neural é uma grande função que mapeia um conjunto de dados de entrada $\\mathbf{x}^{(i)} \\in \\mathbf{X}$ para o valor alvo desejado $y^{(i)} \\in \\mathbf{Y}$. Os dados de entrada são definidos pela matriz $\\mathbf{X} \\in {\\rm I\\!R}^{{n_x},m}$, onde $n_x$ é o número de *features* do problema (número de entradas de cada exemplo) e $m$ é o número de dados disponíveis (número total de exemplos de treinamento). Os dados de saída são definidos por $\\mathbf{Y}\\in {\\rm I\\!R}^{{n_y},m}$, onde $n_y$ é o número de saídas da RNA.\n", "\n", "Para uma RNA ser capaz de mapear o problema, seja classificação ou regressão, ela precisa ser treinada. O *aprendizado supervisionado* de uma RNA exige, inicialmente, um conjunto de dados rotulados ou classificados. Durante o aprendizado as saídas geradas pela RNA são comparadas com as saídas desejadas e as diferenças entre elas são usadas para o treinamento.\n", "\n", "Primeiramente, define-se uma hipótese, $h_w(\\mathbf{x}^{(i)})=\\hat{y}^{(i)}$, que modela matematicamente o valor alvo $y_i$, através de uma ponderação dos dados de entrada $\\mathbf{x}^{(i)}$, ou de uma combinação entre eles.\n", "\n", "Como encontrar essas ponderações? Os algoritmos de treinamento supervisionado das RNAs consistem de métodos de otimização de uma função de custo $J$ (em inglês, *loss function* ou *cost function*). O processo de otimização tem como objetivo calcular os parâmetros da rede (matrizes de pesos das ligações $\\mathbf{w}^l$ para todas as camadas da RNA, ou seja, $l = 1,...,L$) de forma a minimizar a função de custo.\n", "\n", "Assim, no treinamento supervisionado (caso que estamos tratando aqui) é necessário definir uma função de custo baseada no problema que se quer resolver. Essa função depende da diferença entre a saída desejada e a saída calculada pela RNA para cada exemplo usado no treinamento. \n", "\n", "Existem diversas funções de custo. Para problemas mais comuns, tais como, classificação, já existem funções de custo pré-estabelecidas.\n", "\n", "Uma vez definida a função de custo, o treinamento é feito usando gradiente descendente (também conhecido como retropropagação - do inglês, *backpropagation*), que compreende duas etapas: calcular gradientes da função de custo e, em seguida, atualizar os parâmetros existentes em resposta aos gradientes, que é como a descida é feita.\n", "\n", "Este ciclo se repete até atingir os mínimos da função de custo. Esse processo de aprendizagem pode ser descrito por uma equação bastante simples:\n", "\\begin{equation}\n", "w_{k,j+1} = w_{k,j} - {\\nabla J(w_{k,j})}.\n", "\\end{equation}\n", "onde $w_k$ é $k-$ésimo peso, $j, j+1$ são as iterações, $J$ é a função custo e $\\nabla J(w_{k,j})$ é seu gradiente com relação ao peso $w_{k,j}$.\n", "\n", "
\n", "\n", "\n", "Vamos iniciar com o estudo do *Perceptron*. Perceptron é o elemento fundamental de todas as redes neurais, e, portanto, seu entendimento claro é, com certeza, imprescindível antes de entrar em teorias mais complexas.\n", "\n", "Portanto, vamos entender e programar um perceptron e depois extrapolar nosso conhecimento para uma RNA.\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "tymOTKvXo37W" }, "source": [ "## Referências\n", "Os notebooks são baseados nas seguintes fontes (listadas por ordem de importância):\n", "\n", "1. Jason Brownlee, [How to Code a Neural Network with Backpropagation In Python (from scratch)](https://machinelearningmastery.com/implement-backpropagation-algorithm-scratch-python/), 2019.\n", "4. Sebastian Raschka, [Single-Layer Neural Networks and Gradient Descent](https://sebastianraschka.com/Articles/2015_singlelayer_neurons.html),2015.\n", "2. Data Science Academy, [Deep Learning Book](http://deeplearningbook.com.br/), especialmente Capítulos [6](http://deeplearningbook.com.br/o-perceptron-parte-1/) e [7](\n", "http://deeplearningbook.com.br/o-perceptron-parte-2/), em português.\n", "3. Matt Mazur, [Neural Network with Backpropagation](https://github.com/mattm/simple-neural-network/blob/master/neural-network.py), 2015.\n", "5. Adam Harley [Demystifying Deep Convolutional Neural Networks](http://scs.ryerson.ca/~aharley/neural-networks/)\n", "6. Bernd Klein, [Simple Neural Networks](https://www.python-course.eu/simple_neural_network.php),2020.\n", "7. Casper Hansen [Neural Networks: Feedforward and Backpropagation Explained & Optimization\n", "](https://mlfromscratch.com/neural-networks-explained/#/), 2019." ] }, { "cell_type": "markdown", "metadata": { "id": "PZ8L6e6Ut3iw" }, "source": [ "## Pacotes" ] }, { "cell_type": "code", "metadata": { "id": "GuE27MY3J7lA" }, "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sklearn.datasets\n", "from matplotlib.colors import NoNorm\n", "\n", "np.random.seed(1) # define uma semente para geração de números aleatórios\n", "import seaborn\n", "seaborn.set_style('darkgrid', {'legend.frameon':True})\n", "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ], "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "Ij_aNhCN2Cwk" }, "source": [ "#Parte I: Perceptron" ] }, { "cell_type": "markdown", "metadata": { "id": "hLI1wEMXeCh4" }, "source": [ "## 1. Modelo do Perceptron\n", "\n", "O modelo mais simples, e bastante antigo, que serviu de base e inspiração para teoria de RNAs é o **Perceptron**, um classificador linear usado para previsões binárias. Foi inventado em 1958 por Frank Rosenblatt no Cornell Aeronautical Laboratory. **Isso significa que, para que funcione, os dados devem ser linearmente separáveis.**\n", "\n", "
\n", "\n", "Na figura temos, nos neurônios de entrada, os valores dos dados da entrada $i$,\n", "$$\n", "\\mathbf{x}^{(i)}=\\begin{bmatrix} x_1\\\\ x_2\\\\ \\vdots \\\\ x_{n_x} \\end{bmatrix}\n", "$$\n", "que possuem os respectivos pesos,\n", "$$\n", "\\mathbf{w}=\\begin{bmatrix} w_1\\\\ w_2\\\\ \\vdots \\\\ w_{n_x} \\end{bmatrix}\n", "$$\n", "além do *bias*, $b$, que move o contorno de decisão para fora da origem.\n", "\n", "Então, o *estado de um neurônio*, $z^{(i)}$, é definido por uma única expressão através da soma ponderada das entradas, dentro do neurônio intermediário:\n", "$$\n", "z^{(i)} = w_1x_{1} + \\dots + w_{n_x}x_{n_x} + b = \\sum_{j=0}^{n_x} x_{j}^{(i)}w_{j} +b = \\mathbf{w}^T\\mathbf{x}^{(i)}+b\n", "$$\n", "portanto, a equação de $z^{(i)}$ acima define o *contorno de decisão* do classificador, que é um hiperplano de dimensão $n_x$.\n", "\n", "A função de ativação $a^{(i)}$, ainda no neurônio intermediário,\n", "$$\n", "a^{(i)} = g(z^{(i)})\n", "$$\n", "\n", "O objetivo da função de ativação é introduzir não linearidade na saída de um neurônio. Veja na figura abaixo as funções de ativação mais comumente utilizadas.\n", "\n", "
\n", "\n", "Essa não linearidade é um dos fatores que afetam nossos resultados e a precisão do nosso modelo. No caso de usarmos Redes Neurais com várias camadas ocultas, uma função de ativação linear simplesmente irá gerar uma série de transformações afins portanto, podemos muito bem não ter nenhuma camada oculta.\n", "\n", "Assim, esse modelo não é mais expressivo do que um simples modelo de regressão logística padrão. A menos que transmitamos não linearidade, não estamos computando modelos interessantes, mesmo se nos aprofundarmos nas redes neurais.\n", "\n", "Na definição do perceptron, onde há somente uma camada, a nossa hipótese para tomada de decisão é dada pela ativação $a^{(i)}$\n", "$$\n", "\\hat{y}^{(i)} =a^{(i)}\n", "$$\n", "\n", "A nossa hipótese (saída) $\\hat{y}_i$, já definida anteriormente, representa a previsão do algoritmo para o conjunto de entradas $\\mathbf{x}_i$ e a saída real $y_i$.\n", "\n", "Por exemplo, se tivessemos somente uma entrada $x=x^{(i)}=x_1^{(i)}$, a saída $\\hat{y}_i$ seria dada por\n", "$$ \\hat{y}^{(i)} = g(x w_1 + b) $$\n", "\n", "$$ a^{(i)} = g(x w_1 + b) $$\n", "\n", "Desse modo, supondo que $z=x w_1 + b=0.2$, então, dada uma função de ativação qualquer, suponha que $\\hat{y}=g(0.2)=1$. Perceba que são duas incógnitas $(w_1, b)$ e uma equação, gerando uma infinidade de resultados possíveis. Qual resultados iremos escolher? Ou, ainda, escolhendo valores aleatórios para os parâmetros $(w_1, b)$, qual a chance de conseguirmos uma rede que dê resultados satisfatórios?\n", "\n", "A rede deve ser *treinada*. E é o treinamento que irá nos mostrar qual a melhor opção de parâmetros a serem utilizados (pesos das ligações e vieses dos neurônios).\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "K4huOWjkrcz4" }, "source": [ "## 2. Função Erro e Função custo\n", "\n", "O objetivo de treinar uma RNA é calcular os seus parâmetros de forma a minimizar uma função de custo. A **função de custo** é baseada em uma **função do erro** entre a saída desejada e a saída calculada pela RNA para cada exemplo utilizado\n", "no treinamento. Existem inúmeras funções de erro, sendo que as duas mais comuns são:\n", "* Erro quadrático\n", "$$\n", "E(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)})=\\sum\\limits_{j=1}^{n_y} \\left(\\hat{y}^{(i)}_j -{y}^{(i)}_j\\right)^2= \\left\\|\\hat{\\mathbf{y}}^{(i)} - {\\mathbf{y}}^{(i)} \\right\\|_2^2\n", "$$\n", "* Função logística\n", "$$\n", "L(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)})=-{y}^{(i)} \\log{\\hat{y}^{(i)}}-\\left(1-{y}^{(i)}\\right)\\log{\\left(1-\\hat{y}^{(i)}\\right)}\n", "$$\n", "\n", "A escolha da função de erro depende do tipo de problema que se deseja resolver. A função erro quadrático é mais utilizada para problemas de ajuste de funções e a função logística para problemas de classificação binária. *Ressalta-se que a função de erro tem que ter derivada contínua em relação aos parâmetros da RNA e poder ser aplicada para cada exemplo de treinamento individualmente.*\n", "\n", "para as funções de erro mostradas anteriormente, as respectivas funções de custo são,\n", "$$\n", "J\\left(\\mathbf{W},\\mathbf{B}\\right)={1\\over m}\\sum\\limits_{i=1}^{m}E(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)}) = {1\\over m}\\sum\\limits_{i=1}^{m}\\sum\\limits_{j=1}^{n_y} \\left(\\hat{y}^{(i)}_j -{y}^{(i)}_j\\right)^2 = {1\\over m} \\sum\\limits_{i=1}^{m}\\left\\|\\hat{\\mathbf{y}}^{(i)} - {\\mathbf{y}}^{(i)} \\right\\|_2^2\n", "$$\n", "e\n", "$$\n", "J\\left(\\mathbf{W},\\mathbf{B}\\right)={1\\over m}\\sum\\limits_{i=1}^{m} L(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)}) = {1\\over m}\\sum\\limits_{i=1}^{m} -{y}^{(i)} \\log{\\hat{y}^{(i)}}-\\left(1-{y}^{(i)}\\right)\\log{\\left(1-\\hat{y}^{(i)}\\right)}\n", "$$\n", "onde $\\mathbf{W}$ e $\\mathbf{B}$ representam compactamente todos os parâmetros da RNA.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "585mJnps7oDD" }, "source": [ "## 3. Funções particularizadas para o Perceptron a ser implementado \n", "\n", "### Função de ativação\n", "\n", "A função de ativação $a^{(i)}$, ainda no neurônio intermediário,\n", "$$\n", "a^{(i)} = g(z^{(i)}) = {\\text{sign}} \\left[\\mathbf{w}^T\\mathbf{x}^{(i)} + b \\right]\n", "$$\n", "onde $\\text{sign}\\left[\\bullet\\right]$ refere-se ao sinal de $\\bullet$. Portanto, perceba que foi utilizada como *função de ativação* a função degrau,\n", "\n", "\\begin{equation}\n", " g(z^{(i)}) = \\left\\{ \\begin{matrix}\\ 1 & z^{(i)} \\ge 0\\\\\n", " -1 & z^{(i)} < 0.\\end{matrix} \\right.\n", "\\end{equation}\n", "\n", "Na definição do perceptron, onde há somente uma camada, a nossa hipótese para tomada de decisão é dada pela ativação $a^{(i)}$\n", "$$\n", "\\hat{y}^{(i)} =a^{(i)}\n", "$$\n", "\n", "### Função erro e custo\n", "\n", "Na classificação binária, $\\hat{y}_i$ e $y_i$ pode assumir valores $\\pm 1$ (sim ou não, positivo ou negativo, benigno ou não benigno, etc...).\n", "\n", "Nesse caso, pode-se utilizar as funções de custo *0-1* ou *Hinge*, que são versões simplificadas da função custo com função logística de erro. A função *Hinge* é a mais utilizada, por ser parcialmente diferenciável.\n", "\n", "A função de erro é dada por,\n", "$$\n", "E_{01} = \\max\\{0,-y^{(i)}\\hat{y}^{(i)}\\}=\n", "\\begin{cases}\n", " 0,& \\text{se } -y^{(i)}\\hat{y}^{(i)}< 0\\\\\n", " -y^{(i)}\\hat{y}^{(i)}, & \\text{se } -y^{(i)}\\hat{y}^{(i)} > 0\n", "\\end{cases}\n", "$$\n", "\n", "A função de custo conhecida como *0-1* é definida como,\n", "$$\n", "J_{01}(\\mathbf{w},b)= \\sum\\limits_{i=1}^m\\max\\left\\{0,-y^{(i)}\\hat{y}^{(i)}\\right\\}\n", "$$\n", "\n", "\n", "Sabendo-se que $\\hat{y}^{(i)}$ pode assumir valores $\\pm 1$, se a decisão estiver correta,\n", "* $y^{(i)}=+1$ e $\\hat{y}^{(i)}=+1$ forem positivos, $ y^{(i)}\\hat{y}^{(i)}=+1$\n", "* $y^{(i)}=-1$ e $\\hat{y}^{(i)}=-1$ forem negativos, $ y^{(i)}\\hat{y_i}=+1$\n", "\n", "Em ambos os casos, $ y^{(i)}\\hat{y}^{(i)}=+1$, e, portanto, o $\\max\\{0,-y^{(i)}\\hat{y}^{(i)}\\}$ é $0$.\n", "\n", "Por outro lado, se a decisão estiver errada,\n", "* $y^{(i)}=+1$ e $\\hat{y}^{(i)}=-1$, então $ y^{(i)}\\hat{y}^{(i)}=-1$\n", "* $y^{(i)}=-1$ e $\\hat{y}^{(i)}=+1$, então $ y^{(i)}\\hat{y}^{(i)}=-1$\n", "\n", "Em ambos os casos, $ y^{(i)}\\hat{y}^{(i)}=-1$, e, portanto, o $\\max\\{0,-y^{(i)}\\hat{y}^{(i)}\\}$ é $+1$.\n", "\n", "Veja que, nesse caso, a derivada da função custo, necessária para o algoritmo de gradiente descendente, é nula em qualquer valor, exceto no $0$. Isso forçaria todo o gradiente a ser $0$ e os pesos nunca seriam atualizados. O modelo perceptron nunca aprenderia.\n", "\n", "Existe uma opção menos restritiva de função erro, conhecida como *Hinge*, definida como:\n", "$$\n", "E_h= \\max\\{0,1-m^{(i)}\\} = \\begin{cases} \n", "y^{(i)}\\ z^{(i)} &\\text{if } y^{(i)}\\ \\mathbf{x}^{(i)}\\cdot \\mathbf{w} < 1 \\\\\n", "0&\\text{if } \\ y^{(i)}\\ \\mathbf{x}^{(i)}\\cdot \\mathbf{w} > 1 \n", "\\end{cases}\n", "$$\n", "onde\n", "$$\n", "m^{(i)}= y^{(i)}\\mathbf{x}^{(i)}\\cdot \\mathbf{w}=y^{(i)}z^{(i)}\n", "$$\n", "\n", "A função de custo, chamada $J_h$, é dada por,\n", "$$\n", "J_h(\\mathbf{w},b,\\mathbf{y})= \\sum\\limits_{i=1}^{n_x}\\max\\{0,1-m^{(i)}\\}\n", "$$\n", "\n", "Nesse caso, sabe-se que $z^{(i)}$ pode assumir valores positivos e negativos. Se a decisão estiver correta,\n", "* $y^{(i)}=+1$ e $z^{(i)}>0$, então $ m^{(i)}>0$\n", "* $y^{(i)}=-1$ e $z^{(i)}<0$, então $ m^{(i)}>0$\n", "\n", "Em ambos os casos, $ m^{(i)}>0$. Porém, $\\max\\{0,1-m^{(i)}\\}$ é $0$ somente para $m^{(i)} \\ge 1$; para $m^{(i)} < 1$, a solução correta está com uma *margem pequena* $m^{(i)}$ e, portanto, a função de custo será penalizada.\n", "\n", "Por outro lado, se a decisão estiver errada,\n", "* $y^{(i)}=+1$ e $z^{(i)}<0$, então $ m^{(i)}<0$\n", "* $y^{(i)}=-1$ e $z^{(i)}>0$, então $ m^{(i)}<0$\n", "\n", "Em ambos os casos, $m^{(i)}<0$, e, portanto, $\\max\\{0,1-m^{(i)}\\}$ é $1-m^{(i)}>0$.\n", "\n", "\n", "\n", "Veja, no código abaixo, a ilustração das duas funções de custo." ] }, { "cell_type": "code", "metadata": { "id": "r9JK5lEnit3a", "colab": { "base_uri": "https://localhost:8080/", "height": 283 }, "outputId": "f8d7d392-900f-41eb-eb3a-228eb5ec399e" }, "source": [ "xmin, xmax = -1, 2\n", "m_i = np.linspace(xmin, xmax, 200)\n", "plt.plot(m_i, np.where(m_i < 1, 1- m_i, 0), color = 'teal',label=\"Hinge loss\")\n", "plt.plot(m_i,np.where(m_i < 0, 1, 0), alpha = 0.8, color = 'olivedrab',label=\"0-1 loss\")\n", "plt.legend()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 2 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Sd1D9k960rpQ" }, "source": [ "## 4. Algoritmo do processo de treinamento\n", "\n", "Quando treinamos um perceptron, fazemos alterações nos pesos iterativamente até encontrarmos o melhor conjunto de pesos para representar a separação linear entre os dados.\n", "\n", "1. Inicializa-se os pesos $\\mathbf{w}=\\mathbf{0}$ ou valores pequenos randômicos;\n", "2. Execução da RNA para todos os exemplos de treinamento $n_E$ (número de épocas) vezes. E para cada $k=1,2,\\cdots,n_E$,\n", "\n", "> Para cada exemplo $i$ de seu conjunto de dados de treinamento $\\mathbf{X}$,\n", ">>\\- Calcula-se o estado\n", "$$\n", "z^{(i)}_k=1 b^{(i)}_k + x^{(i)}_1 w_{k,1} + x^{(i)}_2 w_{k,2} + \\cdots + x^{(i)}_{n_x} w_{k,n_x}\n", "$$\n", ">>\\- Cálculo dos erros entre as saídas desejadas e as previstas pela RNA, computando a função de custo,\n", "\\begin{align}\n", "E_{h,k}^{(i)} &= \\max\\{0,-y^{(i)}z^{(i)}_k\\}\\\\\n", "J_{h,k} &+= E_{h,k}^{(i)}\n", "\\end{align}\n", "\n", "> Atualização dos parâmetros da RNA,\n", "\\begin{align}\n", "b_{k+1} &= b_{k} + \\Delta b_{k}\\\\\n", "w_{j,k+1} &= w_{j,k} + \\Delta w_{j,k}\n", "\\end{align}\n", "para todas as *features* $0 \\le j \\le n_x$.\n", "\n", "Faltou entender como atualizamos os pesos. Isto é, como calculamos $\\Delta w_{j,k}$ e $\\Delta b_{k}$? Você conhece o método do gradiente descendente? Caso não conheça, busque informações e aprenda mais profundamente, pois é um método de otimização muito importante em aprendizado de máquinas.\n", "\n", "Para fazer isso, precisamos dos gradientes da função custo. O gradiente de uma função é o vetor de suas derivadas parciais. Portanto,\n", "\\begin{align}\n", "\\Delta w_{j,k} &= - \\alpha \\frac{\\partial J_{h,k}}{\\partial w_{j,k}} = \\alpha y^{(i)}x_j^{(i)} \\\\\n", "\\Delta b_{k} &= - \\alpha \\frac{\\partial J_{h,k}}{\\partial b_{k}} = \\alpha y^{(i)}\n", "\\end{align}\n", "\n", "A derivada parcial apresentada na equação acima pode ser derivada mais facilmente através da regra da cadeia,\n", "$$\n", "\\frac{\\partial J_{h,k}}{\\partial w_{j,k}}=\n", "\\sum\\limits_{i=1}^{m}\\frac{\\partial E(\\hat{y}^{(i)},y^{(i)})}{\\partial w_{j,k}} = \\sum\\limits_{i=1}^{m}\\frac{\\partial E(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)})}{\\partial z_{k}^{(i)}}\\frac{\\partial z_{k}^{(i)}}{\\partial w_{j,k}}\n", "$$\n", "e\n", "$$\n", "\\frac{\\partial J_{h,k}}{\\partial b_{k}}=\n", "\\sum\\limits_{i=1}^{m}\\frac{\\partial E(\\hat{y}^{(i)},y^{(i)})}{\\partial b_{k}} = \\sum\\limits_{i=1}^{m}\\frac{\\partial E(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)})}{\\partial z_{k}^{(i)}}\\frac{\\partial z_{k}^{(i)}}{\\partial b_{k}}\n", "$$\n", "Sabe-se que,\n", "$$\n", "\\frac{\\partial z_{k}^{(i)}}{\\partial w_{j,k}}=x_j^{(i)} \\qquad \\frac{\\partial z_{k}^{(i)}}{\\partial b_{k}}=1\n", "$$\n", "\n", "Para a função custo,\n", "$$\n", "\\frac{\\partial E(\\hat{\\mathbf{y}}^{(i)},{\\mathbf{y}}^{(i)})}{\\partial z_{k}^{(i)}} =\n", "\\begin{cases} \n", "-y^{(i)} &\\text{se } m^{(i)} \\leq 1 \\\\\n", "0& \\text{se } m^{(i)} > 1 \n", "\\end{cases}\n", "$$\n", "\n", "Lembre-se que $\\alpha$ é a taxa de aprendizado (do inglês, *learning rate*). Se $\\alpha = 1$ os pesos mudam muito sempre que há uma resposta errada. Como consequência, tem-se uma rede instável, que dificilmente se estabiliza. Se $\\alpha$ for muito pequeno os pesos não mudam significativamente em cada etapa e a rede leva muito tempo para aprender. Normalmente escolha $0.1 \\le \\alpha \\le 0.4$\n", "\n", "Vamos implementar!!!\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "cgbRbCWib9gT" }, "source": [ "## 5. Exemplo 1: Classificação com valores sintéticos\n", "\n", "Uma variável binária valendo 0 ou 1 (calma, iremos mudar para $\\pm 1$ para coincidir com nosso algoritmo) é sorteada sobre os pontos no plano $x,y$ com probabilidade dada por:\n", "\n", "\\begin{equation}\n", "p(z=1:x,y) = \\frac{1}{1+e^{-(x+0.5y-6)}}\n", "\\end{equation}\n", "\n", "A variável ```z``` definida abaixo contém uma amostra de 1000 pontos desta variável no retângulo em $x \\in [0,10], \\, y \\in [0,10]$." ] }, { "cell_type": "code", "metadata": { "id": "mTDqqhRscBES", "colab": { "base_uri": "https://localhost:8080/", "height": 320 }, "outputId": "9eb4ad62-11b5-441f-a203-1771d4b308bf" }, "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "x1 = np.random.uniform(0, 10, size=500)\n", "x2 = np.random.uniform(0, 10, size=500)\n", "linear = x1+0.5*x2-6\n", "p = 1/(1+np.exp(-linear))\n", "z = np.random.binomial(n=1, p=p)\n", "x = np.array([x1,x2]).T\n", "modelo = LogisticRegression().fit(x, z)\n", "y = modelo.predict(x)\n", "print(modelo.coef_) # mostra uma matriz de todos os coeficientes (w1 e w2, ou tantos ws quanto o seu modelo possui)\n", "print(modelo.intercept_) #mostra o valor do bias, b\n", "plt.scatter(x1,x2,c= y, cmap='winter', alpha=0.5, s=10)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[1.02293151 0.49018699]]\n", "[-6.05142781]\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 2 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "X5-w6bxdkao6" }, "source": [ "Agora, preparamos os dados inserindo uma última coluna para o *bias*, que iniciamos em $1$. Além disso, os dados de saída estão entre $0$ ou $1$ e fizemos nosso algoritmo para valores entre $-1$ e $1$. Para nossa facilidade, vamos mudar os dados de saída.\n", "\n", "Veja que a implementação de gradiente descendente estocástico. Você lembra o que é isso?\n", "Se você não lembra das definições de *(Batch) gradient descent algorithm*, *Mini batch* (mini-lotes), *epoch* (épocas), *Stochastic Gradient descent*... Está na hora de rever nossa aula de regressão, de Aprendizado de Máquinas 1. Este [link](https://towardsdatascience.com/gradient-descent-algorithm-and-its-variants-10f652806a3) também pode ser útil. Neste [link](https://matheusfacure.github.io/2017/02/20/MQO-Gradiente-Descendente/) o assunto está muito bem explorado, e está em português." ] }, { "cell_type": "code", "metadata": { "id": "YUsT1GrVhbA1" }, "source": [ "X = np.insert(x, 2, values=1, axis=1) # Inserimos bias antes da coluna 2\n", "Y = np.where(y==0, -1, y) # Substituímos o valor 0 por -1" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "0cijbv7YbU_f" }, "source": [ "def perceptron_sgd(X, Y, alpha=0.1,epochs=500):\n", " '''\n", " A subrotina treina o perceptron e plota a função de custo em cada época (epoch).\n", "\n", " : param X: dados de entrada com última coluna o bias\n", " : param Y: rótulos dos dados de entrada\n", " : param alpha: taxa de aprendizado\n", " : param epochs: número de épocas (epochs)\n", " : return: vetor com os pesos w_i\n", " '''\n", " m = len(X[0])\n", " w = np.zeros(m)\n", " errors = []\n", "\n", " for epoch in range(epochs):\n", " total_error = 0\n", " for i, x in enumerate(X):\n", " if (np.dot(X[i], w)*Y[i]) <= 1:\n", " total_error += (np.dot(X[i], w)*Y[i])\n", " w = w + alpha*X[i]*Y[i]\n", " errors.append((1.-total_error)/m)\n", "\n", " plt.plot(errors)\n", " plt.xlabel('Época')\n", " plt.ylabel('Custo Total')\n", "\n", " return w" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "if8J51fHcHsn", "colab": { "base_uri": "https://localhost:8080/", "height": 301 }, "outputId": "268748d3-1251-42e5-e3a5-bef084624657" }, "source": [ "w=perceptron_sgd(X,Y)\n", "print(perceptron_sgd(X,Y))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "[ 10.50896371 5.5308773 -63.8 ]\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "TxFiZHKCyIiD", "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "outputId": "b7822f9d-1427-4941-f156-9625ff0bbb98" }, "source": [ "fig, ax = plt.subplots()\n", "xmin, xmax = -1, 11\n", "ax.scatter(x1,x2,c= y, cmap = 'winter', alpha=0.5, s=5)\n", "ax.set_xlim([xmin, xmax])\n", "ax.set_ylim([xmin, xmax])\n", "c = -w[2] / w[1]\n", "m = -w[0] / w[1]\n", "t = np.arange(xmin, xmax, 0.1)\n", "ax.plot(t, m * t + c, color = 'crimson', label=\"contorno de decisão\")\n", "print(c,m)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "11.53524053440655 -1.9000536702469621\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "8jQd388czxCO" }, "source": [ "## 6. Exemplo 02: Classificação e análise de performance\n", "\n", "Agora, com outros dados ainda sintéticos, vamos separar em teste e validação, utilizar a biblioteca pronta `sklearn.linear_model import Perceptron`, comparar os resultados de nossa implementação com os da biblioteca plotando os resultados." ] }, { "cell_type": "code", "metadata": { "id": "oll4A6byzxde", "colab": { "base_uri": "https://localhost:8080/", "height": 265 }, "outputId": "a9f27e62-3051-486e-8c5a-be491a6fd885" }, "source": [ "from sklearn.datasets import make_blobs\n", "\n", "n_samples = 250\n", "x, y = make_blobs(n_samples=n_samples,\n", " centers=([2.5, 3], [6.7, 7.9]),\n", " random_state=0)\n", "colours = ('steelblue', 'mediumvioletred')\n", "fig, ax = plt.subplots()\n", "\n", "\n", "for n_class in range(2):\n", " ax.scatter(x[y==n_class][:, 0], x[y==n_class][:, 1],\n", " c=colours[n_class], s=10, label=str(n_class))" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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AbhhRwEjAGUIhJGDMJurMRFB5D7eut1xDe6p3sCjeyvUmduwvvFmdAeaynsWag6zuyMnOAo6rERJCnGFU4c+sqp/6vUPffMFy9b6zbxwtrcOdBqZ3H8P060cA5FF3w8Wx9F69qsYYdyjghASMMlG37J4rSsTTrPSo+r3ctPWypGqhQyaFmstbz9chmcuhum2ZZfGe6h3E6COvhF76dXznAM6+cRTL7920aAyTBkMohISAXrjBLEtF/V66zrrHqZdnro4dW23HbIFNkJOJU72DOPXQS8hNJyP2XQ4KOEkEcchYMEuhU7/XqhMDN+ufnTxzI/RquPi9YtXIjtw0Y98KFHBS8cRpebbZRKDynjYLxWnlQDvUb1uLyWcOAHOF/PPp3ceKN40gJxPrt60t7jQfVuw7Ss4AY+Ck4vF7W6uwUGLSEzv2+96/hp51qLu2/fyBuWxRxIKcTGzoWYfOx+4ILfZtNtEcBvTAScVTicuz1V43qjNAdRqYyxX7p7dwx63XuPzurpLCW36tWC1Hk400Sq+JWvoiBZxUPJW0PHuqdxCTfSP4bHCsKCSYy6LuhotR3bZs0UTlmef6sfzeTYvqgDsZA7Na31baG3v0TUy9PIiGL6xDy4PX2r5+FIiaM0ABJ4kgyEUmflHqdadLFuKol9SPPvJKiZc49fKgZ16j03Ece/RNjD/+DgBgfOBTAIiliEfNGaCAExIT1I/vmMuh7vqLUb1m2SIh0XqJDV9Yh4mhyVC9xqmXBxe9jqOAA9FyBijghPiIlxkLWmFW6olr0fMSl1xxYaheY8MX1hU9b+U1cQ8FnBCf8CN9ccm/aUN1TQb1X77cVqpg2F6j4m3HPQYeNSjghPiElxkL6oqCs3VVqP/y5bqfi1KOspaWB6+lcHsM88AJ8Qm7OdJGtUa0FQWNaqFELUeZ+A89cEJ8wk7Gglm4ZVFFwUxK92YQtRxl4j/0wAnxkYaedWj97o2ONvNV0FYUvOj+rbrtRa3EalSqF1Yy9MAJiQBmC0S0nnzbXV26O/LoVR4cfeSVUOLhcao/E2co4IREgHLhFqtZJMrnnAqoV5OgDOcEA0MohEQEq+EWKzgp4OXlJGjUwjmVCgWckArEiYB6WbXRaNch4i2uQihCiCYATwDoApAH8CdSyje9MIwQ4hwnNTu8LtQU9uKhJOA2Bv4ogBellP9OCFEDoN4DmwghHmBXQKNWqImUx7GACyGWA7gBwH8AACnlOQDnvDGLEBIG9JrjhRsPvBPAKICfCCGuBNAH4EEp5ZQnlhFCCDHFjYBXAdgM4AEp5R4hxKMAvgPgvxmdkMmk0NTkLsqSyaRdtxFnkt5/gGPA/ie7/2rcCPgxAMeklHsWXj+DgoAbks3mdRcg2EG7oWvSSHr/AY4B+5+8/re2Nuoed5xGKKU8AWBICCEWDt0E4KDT9gghhNjDbRbKAwCeXshAGQTwNfcmEUIIsYIrAZdS7gNwtUe2EEJcEOVa4MQfuBKTkAqAtcCTCQWckArAy2XwJD5QwAmpAFg8KpmwnCwhFQCXwScTCjghFQKXwScPhlAIISSmUMAJISSmUMAJISSmMAZOAqPv8Bj2D51GV3szujtawjaHhAgXHXkDPXASCH2Hx/Dj3/Rj14Hj+PFv+tF3eCxsk0hIcNGRd1DASSDsHzqNc/M5AMC5+Rz2D50O2SISFtpFRxM79mP0kVco5A6ggJNA6GpvRk1V4etWU5VGV3tzyBYRt0z1DjoSXvWiI1SnMb37GL1xhzAGTgKhu6MF9998OWPgFYISBsnPzOPMc/22dp5XLzqaG57E9GtHAJwvAcCYuHUo4CQwujtaKNwVgl7tFbsbKDf0rMNU7yBm3hpGfmaeJQAcQAHXwEwJQspTv20tzjzX71p4WQLAHal8Ph/Yxebmsvkob6mmZEqcm8+hpiqN+2++3JGI27kJ2P3sR6fO4HMrGxN9c0nillpqotL/sFIBo9L/IGltbeyDzt4L9MBV6GVK2BVK9U3gVXnC9Cbg9LMvpVPY2NaMno2rEiXkys3umssugmhdGrY5iYe1V8KHWSgqvMiUsJMu5/Sz87k83hv6NFH51Oo88u8/vy8x/SbEDAq4CiVT4paNqx2HT+zcBJx+VsFJPnXf4TE89frHsRNA9Q1slnnkhABgCGURbjMl7KTLOfns6wMnse/QGOZzectPCUrooa42gxffH7YUsokaXe3NeFWewLn5HGqZR04IAE5ixo6mpnr8dt+QrYlPJXaeTgE51Z/7lo2rcd/1l/pssXcwBl6Av4Hk9Z+TmBWEnacEdeghl0dRxOO4GlLpdxJ/wIToQQGvcNShh5qqNG77fBumZ7PMcyekAqCARwg/FhFxCTshlQsFPCLYyQm3S6UtYd8zcAq7Pzxh+YbE1bWkUmEaYUQIq9xq3NIK+w6P4fvP77NcV5x1yEklQwGPCGGUW42juO0fOo1ZGzc61iEnlQwFPCJ4sYjILkbiFmWvvKu9GbU2bnRWboxR7i8hZjAPPGZ42X+94l0APCno5Sdy9DPPYuBeFTALEv4Gktd/5oFXGF5MzOllqDz1+seuC3r5zdb1K20t5DGbxPWigBkhYcEQSgzxMnbd3dGC+66/tChaYW59FkYog1u9kThDDzyG+Ok1hpU37mcapRnMkydxhgIeEm5CINrVlV57jUHmjSvjcGpyJrRQRqXlyZPk4FrAhRAZAO8AGJZS3u7epMpDK9Zuvc1K8RrV41CVTqEqnbJVZZGQpOOFB/4ggH4Ayzxoq+LQE2svQiCV4DVqN6m4cm0zVjbWxfqmREiQuJrEFEKsAfAlAE94Y058MZqA0xPrKE6cRWECsWfD6pIJ1SjAHHESZdx64H8N4CEAjVY+nMmk0NRU7+qCmUzadRtes2fgFB77TT9m53N4TZ7AQ3duAgDsPfQJmpctQW1VGrMLGxFcc9lF2Lp+JZY21GLvoU+wufMCbF2/0vK1/Oi/nv1WbNozcMpRHxRu2lTvaBysjoFb+5yOi99E8TcQJEnvvxrHAi6EuB3AKSllnxDiRivnZLN51wn4UUzi3/3hieLy7tn5HB576QAmzp4rxnPVJVxF61KMj5+FaF1azGW20x8/+q+1f/eHJ8rmWatDQ7veP+Y4a8TJOFgZAy/sczIuQRDF30CQJLH/ra36PrKbEMp1AO4QQhwG8EsAPUKIn7toL7Zo96sc+2wW8wtb35ybz2F6NhtIaMDp476TkE7Ul+F7UQMliqEuQtQ4FnAp5Z9LKddIKTsAfAVAr5Tyq55ZFiOUrJCWpbWL3qtKpyJfmMpJHRY9cYtScSwvxDeM+jSE2IF54B4ycfZcaNd2m9mil9Vilqse9WX4XqVaVkK2D6lcPBFwKeUrAF7xoi091EJy06ZoTl7sHzpdDJuomc/li4/vdsXEzmIfrxf3qGPIL/ePYOOaJvRsWF1ih1bc7Nrg90YLFF9S6WQefvjhwC6Wy+UfnpmZs3WOIiQDJyex9/AYOlobcUFDjU8WOiebz2Pv4TFkc3lUpVNIp1LFzYMvb1uOX7w5WOzDmhUNWF1mFl3bb+WcJUuqoTeGq5vqsWZFAxprq3H7Ve22hKvv8Bh2fXAc2Xy+aNeuD45j4OQkgMImyCcnZsrabscGo/5ZwWgMkgL7n7z+NzTUjgB4XHs88iEUbWhg76FPIpEJoEX7yA6c97idhDecnOPE4zRaFar2phWs2GHVBlYBJMQ9ka9GqJ2M2tx5QcgWGaOu7Kf+t5NNBYLKgDDK1lBuSFe2r0BVOuW5HczwIMQ9kQ+haB/Lr9+4OrDHJ73QghPKhRb0wgndHS2657w3dBr/sveoa5sU1KGfmqo0br+qvdju6qZ6XPe5lWhvWeooNGOGm5BPEh+h1bD/yeu/UQiFO/IYYLRbjR+Tbk+9/jF2HThefH3LxsKScq09vQdGcPD4acxl85Z3j1EmCutqM8XFRMo5Zu/ZIehd35O4kEMN+5+8/nNHHptoQwu9B4+j//iEZ/Wq1aJXLntDfTNRsBI31jvvtweP4/ar2nHJymXF99IpOPauw6rjbWZP3Ks0EmKVyMfAw0Ibo0U+5dnu5toFLwBMF4yobyYKVuLGeufl8sA/vzuE3gMjxfeUY2YLb+wU69Ky461D+M4/voMdbx2y3b4dorSQiJAgoAdugF5WSf/IuKmXbNXz0xM9s6X2ag+9Kp3Szckud56aXB44dnoKKQB51TEjj97Myy739LDjrUN4Ye8QAODY6cJj7/YtnZbbtwMzW0jSoICboE2JM1rZZ1eA7C54Ud9MrrnsIstplOrzJqbP4Z1Dn0BZazT22SzSCwqeh/mSfzNhLLfice+hsUWvtQLulfD6vVMRIVGDAm4DoxxnuwLkZJm3cm27Ezhqm/sOj+FXew4VPeFcHkhZaKOcMJrlfm/ubCleT3ltt32rVMpORYRYhQLuAU4EyKtl3nZCN8r76slLxSNXlvzrtWFVGJVMGaTyxRCP4m3vPTSGzZ0ti7xvO+1bgcvnSZJgGqFHBJX9oO6/XqqjlWur0wdffH/Y9vlGbf5o58FiPZiqdAoP3LphUcqiF+MT1e9AULD/yes/0whdUk6AjDw/o/PKtWf2vtFO7r0Hj9sKxwDAJSuXeSKs2mJeao8+aqmGhFQKFHALOBUgo/PKtWf2/p6BUyU7uavDIAeOjaPv8JjrMrJO6Gpvxsv9IyUeuLomDLNDCPEe5oFbwOnuLkbnlWvP7P29hz4p2cm9uf78JhLq0rVB093Rggdu3YAr21fgyrXNJeGTONU9icqOQoRYgQJuAacCZHReufbM3t/ceUHJe9eJlZ6KoxsB6+5owbe/1IVvf/GKRXXD47CzDRcCkbgR+WJWWsIoZOO08JLReeXaGxmfxmfT87ioaQn+/dZ1Je9f2taEC+priufesnG146JQWqzU6HZa4Ot3H53EB0OnsaQmg41t7m4yfn0H1DXQs7k8GmurseniFZ5fxy1JLOakJon9j2098DDRTiQ6EUej88wmPdWZJT0bVpc9165tRhOk5WLVi3bpaWtGz8ZVZa9dbjWm1QwV5XN2FjPZgQuBSNygB26Amx1j3KD1AqfPzePjE2eKHq+6/068YbN+mZWW1dqWywMnJ6ctjc3//t3vMan6m03NzOPmrtVl7TGye8/ASV/+Hm5K3AZJEj1QNUnsv5EHzhi4AU4nLt2ijn9XpVM4cGxcNyar5F3vOnAcP9p5UDdeqxfPNutXuVi12jYFK2OjXX2pfm11nNWfm/Xx76HeiIOQqEMBN8CvzIlyk4TqnXDqqjPFtDytuPUePF58bz6XR+/B4yXtGE3IleuXmYAVbVvbbGuXnu1bOnHH5nasaa7HHZvbS8InVsdZ/blahjcIAcAYuCF+1NVQx5CVutx6S8sB4MBw6cKYRcWm8poqJprXRvFsvX7ZXY5v9xygIOJultE7LehFSCVDATfB6uSgnpjpHVOLqlKD+5KVy3Trf6vFGwDWrCjEe/9250F8bmUjejauKop8VTqFno2rSj5vNiGnLXDlZJGS2djYFXer4+y0oBchlQonMR2gnjwcGZ9eNAmnd2x1Uz2y+Tze+v1osQZ3HtBNVcvm89jz8WjJsab6WvQeHMGHw+PYe3gMW9a1YuslrWisrcYfbV67SACtTsh5nToXxORvFL4DYcL+J6//nMT0CG1sWb2zjRKqMNvp/far2rEQPjaM+XZ3tOCPNrcXS71WpVNYXl+tGxIxm3CzMiHndaw/rMlfQpIIQyg20QoUUoWUO22owih8sX1LZ7GAVF1tpkTc1ag/V9wRaGFPTi8nVb2O9TOXmpDgYDlZm1jdrd5KtUG7pWD7Do/ho1Nn8LmVjZFOc/Nqt3sjwv4OhA37n7z+G5WTpYA7wIva1k+9/jF2HTif+remuR53b+0s257d/ru11en5TmuVWyEK34EwYf+T138jAWcM3AFeLPbQLoo5dvqsrQJKVopOqeP1P9p5ED/4l/22CjS5Ke7EWDgh/kMBDwkl9rym+XyGhlWhsyqsahGdz+Xx3tCntoTYjQjX1WZMXxNC3EMBD5HujhbcvbWzZOn8qcmZsgJrVVidLn3XO9/uhOT0bNb0NSHEPRTwkFEvTwdgyUu2KqxOl74r4S0uAnMAAAcJSURBVBkAjut4x2kTB0LiiuNJTCFEO4CfAbgQhTUpj0spHzU7p1ImMf1AO6l5y8bVuO/6Sxd9Tum/3clFOyVbvZp89Guj50r9DliF/U9e//3Y1HgewJ9JKfcKIRoB9AkhdkkpD7poM7HYzZ+2WwPc6ue93L/Sq/02neLXDYSQqOBYwKWUIwBGFv59RgjRD6ANAAXcAX4Uz3JCpSzEcVrjhZA44clKTCFEB4CrAOzxor2kErbHqtigvpEAhfCOXzcVv7xkL58kCIkqrhfyCCGWAngVwF9IKZ81+2wul8tns+6ul8mkkc3mXLURZ4Ls/89e/QjP7B5ELl+owf3QnZuwdf1Kz9rfM3AK339+H2bnc7batzIGTtuOA/wNJK//1dUZz2PgEEJUA/g1gKfLiTcAZLN515MPSZzAUHCzlN7JpKci3kBhF5zdH57wtA737g9PYFa1y47V9q18B0TrUnxT9SQhWpdWzPcmyb8BIJn9b21t1D3uWMCFECkATwLol1L+0Gk7xBrqmO4um9khTuLB+4dOQ12SPJ2C5/HwrvZmvNw/Uqxp7nX7UQhJEeInbvLArwPwxwB6hBD7Fv77okd2EQ1uVkU6OVedx51OIdKb/BKSVNxkofwOQKrsB4knuMkOcXJuEFkx6p2H5nN5TjQSYhPWA48JiqBqY+BWYttOxdjvEEQQKYvMBSeVDMvJBoRXQqLuv58lW4PCybhY/Q5UwvjoEdffgFcksf9+rMQkFik3iehU3Csh19lPL9/J+NBjJ3GCxawCwGwS0U3NbRaMMsfu+Lj5WxASBvTAA0Ad602nSmtju/Gig1x+H0fP1O74VMITDUkWFPAA6O5owW2fb8M/vzuEXB548f1hXLJyGbo7WlxP5AWR62wUAuo7PIbeAyNAKo+eDasjKXZ2xqdS6sCQ5EABD4jp2WxxYYzau4tKESszjEJAP9p5sJgGeODYOB64dUMk7bdKHP4WhKihgAeEmXfn1ov2O7yhZ7s6hxuonDxurt4kcYICHhBm3p0bAQ6ibKqR7coyeAC+LIUnhJhDAQ8QPe/OrQAHNfGmtb27owUP3Loh8jFwQioZCnjIuBXgMCfeGG4gJFwo4CHjRRYKJ94ISSYU8JDxQoDpCROSTCjgIaKevNTbgZ4QQszgUvqQ4LJtQohbKOAh4WaDhqTSd3gMT73+MfYMnArbFEIiAQU8JFiIyh7qJ5bvP7+PTyyEgDHw0GD2iD3UTyyzLDRFCAAKeKiUyx6JYwVAv1CnW9byiYUQABTwyBLEEvk4oX5iueayiyBal4ZtEiGhQwGPKKxNvRjliSWJW2oRogcnMSMKJzkJIeWgBx5ROMlJCCkHBTzCcIk8IcQMhlAIISSmUMAJISSmUMAJISSmUMAJISSmUMAJISSmUMAJISSmpPL5fJDXGwVwJMgLEkJIBXAxgFbtwaAFnBBCiEcwhEIIITGFAk4IITGFAk4IITGFAk4IITGFAk4IITGFAk4IITElNuVkhRC3AXgUQAbAE1LKvwzZpEARQrQD+BmACwHkATwupXw0XKuCRwiRAfAOgGEp5e1h2xM0QogmAE8A6ELhe/AnUso3w7UqOIQQfwrgGyj0/QMAX5NSzoRrVXjEwgNf+NH+GMAfAtgA4B4hxIZwrQqceQB/JqXcAOAaAPcncAwA4EEA/WEbESKPAnhRSnkZgCuRoLEQQrQB+BaAq6WUXSg4c18J16pwiYWAA9gC4GMp5aCU8hyAXwK4M2SbAkVKOSKl3Lvw7zMo/HDbwrUqWIQQawB8CQUPNHEIIZYDuAHAkwAgpTwnpRwP16rAqQJQJ4SoAlAP4HjI9oRKXAS8DcCQ6vUxJEy81AghOgBcBWBPyKYEzV8DeAhALmxDQqIThXIUPxFCvCuEeEII0RC2UUEhpRwG8FcAjgIYATAhpdwZrlXhEhcBJwsIIZYC+DWA/yylnAzbnqAQQtwO4JSUsi9sW0KkCsBmAH8rpbwKwBSA74RrUnAIIZpRePLuBLAaQIMQ4qvhWhUucRHwYQDtqtdrFo4lCiFENQri/bSU8tmw7QmY6wDcIYQ4jEIIrUcI8fNQLQqeYwCOSSmVJ69nUBD0pHAzgENSylEp5RyAZwFsC9mmUImLgL8NYL0QolMIUYPCxMULIdsUKEKIFAqxz34p5Q/DtidopJR/LqVcI6XsQOHv3yulTJT3JaU8AWBICCEWDt0E4GCIJgXNUQDXCCHqF34PNyFBk7h6xELApZTzAP4TgJdQ+IPtkFIeCNeqwLkOwB+j4HnuW/jvi2EbRQLnAQBPCyHeB7AJwP8I2Z7AWHjyeAbAXhRSCNMAHg/VqJBhOVlCCIkpsfDACSGELIYCTgghMYUCTgghMYUCTgghMYUCTgghMYUCTgghMYUCTgghMeX/A18XyJlKr5mLAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "minHfGFU7NHH", "colab": { "base_uri": "https://localhost:8080/", "height": 50 }, "outputId": "f12ee818-57ca-4672-b8bd-10a9e3309b26" }, "source": [ "#Com a biblioteca python\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import Perceptron\n", "from sklearn.metrics import accuracy_score\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.3, random_state=0)\n", "\n", "modelo = Perceptron(alpha=0.1, random_state=0)\n", "modelo.fit(X_train, y_train)\n", "y_pred = modelo.predict(X_test)\n", "print('Total de testes:{:d}, erros:{:d}'.format(len(y_test), (y_test != y_pred).sum()))\n", "print('Acurácia: {:3.2f}'.format(accuracy_score(y_test, y_pred)))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Total de testes:75, erros:0\n", "Acurácia: 1.00\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "eG_Ltawy9EPc", "colab": { "base_uri": "https://localhost:8080/", "height": 298 }, "outputId": "dbc23c03-97d8-4b77-c534-b0a2c7e014d6" }, "source": [ "# Nosso programa\n", "X_train2 = np.insert(X_train, 2, values=1, axis=1) # Inserimos bias antes da coluna 2\n", "y_train2 = np.where(y_train==0, -1, y_train) # Substituímos o valor 0 por -1\n", "X_test2 = np.insert(X_test, 2, values=1, axis=1) # Inserimos bias antes da coluna 2\n", "y_test2 = np.where(y_test==0, -1, y_test) # Substituímos o valor 0 por -1\n", "\n", "w=perceptron_sgd(X_train2,y_train2)\n", "print(perceptron_sgd(X_train2,y_train2))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "[ 0.74532091 1.19200956 -10. ]\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "5eALo_r_0P72", "colab": { "base_uri": "https://localhost:8080/", "height": 315 }, "outputId": "b2afcc3d-1aeb-4724-da65-93d606099b71" }, "source": [ "fig, ax = plt.subplots()\n", "\n", "# plotting learn data\n", "colours = ('steelblue', 'mediumvioletred')\n", "for n_class in range(2):\n", " ax.scatter(X_train[y_train==n_class][:, 0],\n", " X_train[y_train==n_class][:, 1],\n", " c=colours[n_class], s=40)\n", "\n", "# plotting test data\n", "colours = ('lightblue', 'plum')\n", "for n_class in range(2):\n", " ax.scatter(X_test[y_test==n_class][:, 0],\n", " X_test[y_test==n_class][:, 1],\n", " c=colours[n_class], s=20, alpha = 0.6)\n", "\n", "print(modelo.coef_) # coeficientes\n", "print(modelo.intercept_) # intercept/w0\n", "\n", "print(np.max(X[:]))\n", "t = np.arange(np.max(X[:]))\n", "m = -modelo.coef_[0][0] / modelo.coef_[0][1]\n", "c = -modelo.intercept_ / modelo.coef_[0][1]\n", "ax.plot(t, m*t+c, color = 'lightseagreen', label='Contorno biblioteca' )\n", "c = -w[2] / w[1]\n", "m = -w[0] / w[1]\n", "ax.plot(t, m*t+c, color = 'rebeccapurple', label='Contorno implementação' )\n", "plt.legend()\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "[[1.49599303 3.98211268]]\n", "[-28.]\n", "9.973228504514806\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "b-NYIapCYdVM" }, "source": [ "Que tal você separar os dados acima usando SVM (Support Vector Machine) e K-means e colocar a separação obtida por esses modelos também no gráfico acima? Apesar de nossas aulas terem um fim, a teoria não tem!!!!" ] }, { "cell_type": "markdown", "metadata": { "id": "Hg_PkUEPP32J" }, "source": [ "# Parte II: Modelo de Rede Neural Artificial\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Pujfa3gMrTrk" }, "source": [ "## 1. Estrutura das RNAs\n", "\n", "\n", "\n", "A função de uma RNA é receber dados e transformá-los nas saídas desejadas. Para isso, neurônios estão dispostos em camadas, sendo dispostas em uma sequência da entrada para a saída, conforme ilustra a figura.\n", "\n", "Existem três tipos principais de camadas em uma RNA:\n", "* Camada de entrada, que recebe os dados de entrada que posteriormente são transformados nas saídas;\n", "* Camadas intermediárias ou escondidas, que realizam a maior parte do processamento. Em princípio quanto maior o número de camadas intermediárias e de neurônios nessas camadas, maior a capacidade da RNA em realizar transformações complexas;\n", "* Camada de saída,além de também realizar algum tipo de processamento, tem a função de ajustar a informação processada pela RNA ao formato desejado para as saídas, associado ao problema que se deseja resolver.\n", "\n", "
\n", "\n", "\n", "Como ilustra a figura, uma RNA consiste de uma grande quantidade de unidades de processamento simples (neurônios) interconectadas. Cada neurônio funciona como um *Perceptron*, recebendo sinais de dos neurônios da camada anterior e conectando-se aos neurônios da camada seguinte.\n", "\n", "Os neurônios somam, de forma ponderada, as entradas recebidas de outros neurônios, gerando o *estado* $z$ do neurônio, transformam esse estado através da função de ativação, e transmitem uma única saída para os neurônios da camada seguinte.\n", "\n", "### Primeira camada\n", "\n", "Os estados dos neurônios da primeira camada intermediária dependem das entradas da RNA, dos pesos das ligações entre esses neurônios e as entradas, e dos vieses dos neurônios. Por exemplo, na figura temos 3 neurônios na primeira camada, de forma que\n", "\\begin{equation}\n", "\\begin{bmatrix}\n", "z_1^{[1](i)}\\\\\n", "z_2^{[1](i)}\\\\\n", "z_3^{[1](i)}\n", "\\end{bmatrix}=\n", "\\begin{bmatrix}\n", "w_{1,1}^{[1]} & w_{1,2}^{[1]} & w_{1,3}^{[1]}\\\\\n", "w_{2,1}^{[1]} & w_{2,2}^{[1]} & w_{2,3}^{[1]}\\\\\n", "w_{3,1}^{[1]} & w_{3,2}^{[1]} & w_{3,3}^{[1]}\\\\\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "x_1^{(i)}\\\\\n", "x_2^{(i)}\\\\\n", "x_3^{(i)}\n", "\\end{bmatrix}+\n", "\\begin{bmatrix}\n", "b_1^{[1]}\\\\\n", "b_2^{[1]}\\\\\n", "b_3^{[1]}\n", "\\end{bmatrix}\n", "\\end{equation}\n", "onde, para um neurônio $k$ da primeira camada, $z_k^{[1](i)}$ é seu *estado*, $w_{k,j}^{[1]}$ é o peso da sua ligação com a entrada $x_j^{(i)}$ e $b_k^{[1]}$ é o seu viés. Importante você entender a nomenclatura de índices. Irá acompanhar você até o final desse Notebook.\n", "\n", "De forma compacta,\n", "\\begin{equation}\n", "\\mathbf{z}^{[1](i)}=\\mathbf{W}^{[1]}\\mathbf{x}^{(i)}+\\mathbf{b}^{[1]}\n", "\\end{equation}\n", "onde $\\mathbf{x}^{(i)}$ é o vetor do $i$-ésimo conjunto de dados de entrada da RNA, $\\mathbf{z}^{[1](i)}$ é vetor de estados dos neurônios da primeira camada, $\\mathbf{W}^{[1]}$ é a matriz de pesos das ligações dos neurônios da primeira camada e $\\mathbf{b}^{[1]}$ é o vetor de vieses da primeira camada.\n", "\n", "Cada neurônio da primeira camada passa por uma função de ativação e transmite uma única saída para muitos outros neurônios. Os níveis de ativação dos neurônios da primeira camada são definidos pelo vetor de ativações $\\mathbf{a}^{[1](i)}$ ,\n", "\n", "\\begin{equation}\n", "\\begin{bmatrix}\n", "a_1^{[1](i)}\\\\\n", "a_2^{[1](i)}\\\\\n", "a_3^{[1](i)}\n", "\\end{bmatrix}= g^{[1]}\n", "\\begin{bmatrix}\n", "z_1^{[1](i)}\\\\\n", "z_2^{[1](i)}\\\\\n", "z_3^{[1](i)}\n", "\\end{bmatrix}\n", "\\end{equation}\n", "onde $g^{[1]}$ é a função de ativação da primeira camada. De forma compacta,\n", "\\begin{equation}\n", "\\mathbf{a}^{[1](i)}=g^{[1]}\\left(\\mathbf{z}^{[1](i)}\\right)\n", "\\end{equation}\n", "\n", "### Demais camadas intermediárias\n", "\n", "Os estados dos neurônios da camada $l$ é função das ativações dos neurônios da camada anterior $l-1$, dos pesos das ligações entre esses neurônios e os neurônios da camada $l-1$, e dos vieses\n", "dos neurônios:\n", "\\begin{equation}\n", "\\mathbf{z}^{[l](i)}=\\mathbf{W}^{[l]}\\mathbf{a}^{[l-1](i)}+\\mathbf{b}^{[l]}\n", "\\end{equation}\n", "\n", "No exemplo da figura, para segunda camada intermediária, tem-se os estados definidos como,\n", "\\begin{equation}\n", "\\begin{bmatrix}\n", "z_1^{[2](i)}\\\\\n", "z_2^{[2](i)}\n", "\\end{bmatrix}=\n", "\\begin{bmatrix}\n", "w_{1,1}^{[2]} & w_{1,2}^{[2]} & w_{1,3}^{[2]}\\\\\n", "w_{2,1}^{[2]} & w_{2,2}^{[2]} & w_{2,3}^{[2]}\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", "a_{1}^{[1](i)}\\\\\n", "a_{2}^{[1](i)}\\\\\n", "a_{3}^{[1](i)}\n", "\\end{bmatrix}+\n", "\\begin{bmatrix}\n", "b_1^{[2]}\\\\\n", "b_2^{[2]}\n", "\\end{bmatrix}\n", "\\end{equation}\n", "\n", "De forma compacta,\n", "\\begin{equation}\n", "\\mathbf{z}^{[2](i)}=\\mathbf{W}^{[2]}\\mathbf{a}^{[1](i)}+\\mathbf{b}^{[2]}\n", "\\end{equation}\n", "\n", "Veja que as camadas não precisam ter o mesmo número de neurônios, porém, a matriz $\\mathbf{W}^{[l]}$ da camada $l$ terá dimensão de númeo de neurônios da camada $l$ por número de neurônios da camada $l-1$. Veja que a matriz $\\mathbf{W}^{[2]}$ de nosso exemplo tem dimensão $2 \\times 3$. Os vetores $\\mathbf{z}^{[l](i)}, \\mathbf{b}^{[l]}$ terão dimensão o número de neurônios da camada $l$, enquanto $\\mathbf{a}^{[l-1](i)}$ tem a dimensão do número de neurônios da camada $l-1$.\n", "\n", "Os níveis de ativação dos neurônios da camada são $l$ são definidos pelo vetor de ativações $\\mathbf{a}^{[l]}$,\n", "\\begin{equation}\n", "\\mathbf{a}^{[l](i)}=g^{[l]}\\left(\\mathbf{z}^{[l](i)}\\right)\n", "\\end{equation}\n", "\n", "No caso de nosso exemplo,\n", "\\begin{equation}\n", "\\begin{bmatrix}\n", "a_1^{[2](i)}\\\\\n", "a_2^{[2](i)}\n", "\\end{bmatrix}= \\sigma^{[2]}\n", "\\begin{bmatrix}\n", "z_1^{[2](i)}\\\\\n", "z_2^{[2](i)}\n", "\\end{bmatrix}\n", "\\end{equation}\n", "\n", "Um fato importante a ser notado é que as funções de ativações das diversas camadas em geral são diferentes.\n", "\n", "As saídas da RNA são as ativações dos neurônios da camada de saída, que nesse exemplo, é a terceria camada. Portanto, tem-se:\n", "No caso de nosso exemplo,\n", "\\begin{equation}\n", "\\begin{bmatrix}\n", "\\hat{y}_1^{(i)}\\\\\n", "\\hat{y}_2^{(i)}\n", "\\end{bmatrix}= \\begin{bmatrix}\n", "a_1^{[3](i)}\\\\\n", "a_2^{[3](i)}\n", "\\end{bmatrix}\n", "\\end{equation}\n", "ou seja,\n", "\\begin{equation}\n", "\\mathbf{\\hat{y}}^{(i)}=\\mathbf{a}^{[L](i)}\n", "\\end{equation}\n", "onde $L$ é a última camada.\n", "\n", "Os cálculos realizados por uma RNA podem ser\n", "visualizados por meio de um diagrama que representa o fluxo de dados da entrada até a saída da rede. Na figura abaixo, por brevidade, considerou-se apenas duas camadas intermediárias e o superíndice $(i)$ foi omitido do estado $z^[j]$ e da ativação $a^[j]$.\n", "\n", "![](https://drive.google.com/uc?export=view&id=11uzXIdzXcUKEL_nbfRTRwtweNo9kfSp1)\n", "\n", "\n", "Na figura, cada bloco representa uma equação matricial, sendo que para cada camada da RNA tem-se duas equações: uma para calcular os estados dos neurônios da camada e outra para calcular as ativações dos neurônios. É importante ressaltar que a saída de uma camada é a entrada da camada posterior, essa característica faz com que\n", "se possa tratar as camadas de uma rede neural individualmente com suas entradas e saídas - como um conjunto de perceptrons.\n", "\n", "## Falta muito o que aprender\n", "\n", "Aprendemos a estrutura de uma RNA. Mas, como encontrar os pesos $w_{k,j}^{[l]}$ e os vieses $b_{k}$?\n", "\n", "Ao montar essa estratégia de treinamento iremos definir função de custo, aprender as diferentes funções de ativação, etc...\n", "\n", "Vamos em frente..." ] }, { "cell_type": "markdown", "metadata": { "id": "sD-DKjpwJ7lD" }, "source": [ "## 2. Dados - Noisy Moon \n", "\n", "Para acompanhar o desenvolvimento de nosso conhecimento usaremos um conjunto de dados sintéticos simples que forma dois semicírculos intercalados. Esses dados são comumente usados para visualizar algoritmos de agrupamento e classificação.\n", "\n", "Os dados são obtidos com a bilbioteca `sklearn.datasets.make_moons`.\n", "\n", "Nesta etapa vamos plotar os dados e organizar os dados de entrada e saída da forma correta, isto é:\n", "\n", "* **Dados de entrada** representados por uma matriz `X`, tem a dimensão número de *features* por número total de dados. Em nosso caso, geraremos artificialmente 600 conjuntos de dados, com 2 features cada.\n", "\n", "* **Dados de saída** representados por um vetor `Y`, tem a dimensão do número total de dados. Em nosso caso, geraremos artificialmente 600 respostas $1$ ou $0$.\n", "\n", "\n", "Para exemplificar, suponha que você está fazendo um problema de classificação de imóveis. Para isso, você dispõe de *preço* e *localização* de 600 casas vendidas. E, para cada uma delas, dependendo do tempo que a casa ficou disponível para venda, você classifica como *venda fácil* ($y=1$) ou *venda difícil* ($y=0$).\n", "\n", "
\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "yE8WpgGfJ7lD", "colab": { "base_uri": "https://localhost:8080/", "height": 293 }, "outputId": "9d069181-3ed3-4088-fd04-dc4d1ee0c2d9" }, "source": [ "# Define número de exemplos m e nível de ruído\n", "m = 600\n", "data = sklearn.datasets.make_moons(n_samples=m, noise=.2)\n", "\n", "# Recupera dados de entrada e de saída do conjunto dedados\n", "X, Y = data\n", "X, Y = X.T, Y.reshape(1, Y.shape[0])\n", "\n", "# Visualização dos dados\n", "plt.figure(figsize=(6, 4.5))\n", "plt.scatter(X[0, :], X[1, :], c=Y.ravel(), s=40, cmap='jet', norm=NoNorm())\n", "ax = plt.axes()\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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CjDRtWjrHeePr14fz7bf7iYpKolq1IIKDi1CypD+dO1emZk35YqQPPtguO7M+c+a67APLYhH5++8whg+vw7FjcbJOOi1N5NChGK8dfunSBWTHATAY1Pj4uGojFyigp3//GlmOWbKkP8HBRThyJBatVk1ycgYTJ25n0aJClCvnKNqKjk5m7tyThIcn0qBBCYYMqcnXX+91+z6sVjtXrybRvv18Z74/wIYN4Rw6FMO+fSPx89N5da8KCg8DxeE/RgRBYNq0Z5gwoTkrVpxDpRIYNCiYggXlQz12u8Tbb29m2bJQtFo1IOHnp2PJkr5Ur+5dzHnmzKN88cVuzGaHs0pMTCMs7AZfftmWM2eucfnyLdq2LY/ReNd52u2SxypblUrwGCs/cCCa8PBEqlYtxO7dV90kGXQ6lbNzlTeUKVOAp54qxb59UWRk3B3LYFDTokVZXnttI4UKGRkypCbBwd5V0f722zEWLDhNRobdOebFi7fo128ZBw48z44dkfTsuQRRtJGRYWfLlkv88MNBVCr5WgmLxSEXce/aiM0mkZycztKlZ13kIxQUHjWKw3/MhIREMn78VqKiklGpBI4ejWPq1PayypKzZx9zqyhNSbHeyacfk21FqsVi5Ysv9jid/d3tIm+88Q++vlpn0dfcuT14+mmHfr0gOBqPmM3uWT1yi753kViw4DSdO1dm9uzjbns1GjWjRtXL0ub7+e237owZs449e66i06lJTxcxGrXs2HHFad/s2ceoWDGQd99txpkz1wgJuURQkA+jR9ejY8eKLoVtP/3krrtvt0vcuGFm374oXnppvct9WyyOXrt+fvKdVgRBcHbvuhezWWTv3ijF4Ss8VhSH/xg5dCiGkSNXuzic9evDCQ+/SUjIs24Vt7/84l5RCmA2Z/D557spXNiH+vVL0KRJSdlq3bNnr7stUN7LvWma/fotZ86c7nTpUhlBEBgyJJh58065hVSyWpO02SAmJoUxY9bJLl6++27TOzF378XYChTQs3hxH2JikomOTmbdugv89ttxF7skCSIibvHSS+tRq+++gRw+HMMLL9Tjww9bOI/1pLsPcPBgNLdvp7ttlyTHg9ZgUJOWdve6guDI/JHr+qXVqmTXEBQUHiVKls5j5Kuv5OPAkZG32LPnqtvxN2/KO6fUVJFffz3GZ5/tZvDgFXTvvkR2Nl6woMFrpUu7XWL06LWsWXMegA8/bEHDhiUxGjUYjZo7/V6zloDw9dViNKpJTbXKPhg+/3w3Zcp8x7hxm9wWdbOjZElHJeyaNRc8xvUBl3CT2Swya9ZRoqLuprx6KtoSRYmKFQuSni6f2y9J8PbbTfHx0eLvr8PHR0OlSgWZMaOzx+PvrVlQUHgcKA7/MeIpLm612jh79rrb9rp1PWeOpKfbsFrtpKZaOXEins8/3+N2TMWKBalQIdBj/NndDjsffLANSZIwGrX8/Xd/1qwZyJQprZk5s0uW6wYqlUDp0v7Y7ZLswydz/PR0GytWhPHee1u8sul+bLacSTWr1QLbt192fv7ww5YYDO66+y1blqVhwxIe32BUKoHWrctx9uxLLFrUh02bhrJnzwiio5NlQ2sqlUDBgt43gFFQeBgoDv8xUrq0/Cu+TqeRff3/8EP3piBypKfbWLTotNv269fNtGtXAYNBjU6nQqdTodFk7fxv3kzj+vW7bxa1axdj2LDadOhQkUGDgj3aM2BAddavH4zJFOTmUO8nLU1k+fJz3L6dlu293U+vXiZ0Ovd6Ak8IguBiT8uWZfnjj+7O5uk+PhqeeqokVqtI8+Z/ehxHq71bUdy4cUlMpiAEQeCPP064LChnotGo2LDBXcBNQeFRojj8x8ibbzZxc5iC4AiFtG/vLiRWv34Jli3rR6NGJdFqVfj56dDp5P8J7w8VbdoUQZ06s/jpp8PORVutVs3HH7fE11d+ARIcD49Bg5bfSR11ne4OH16b4OAizvMdi7uOoqVp057B31/PwIHB2YZ+Mm2Jjs55r9o33mhM0aLea/DY7RIdO1Z02da2bQX27BnBggW9kCTYvTuKbduueHwzAQgK8qFoUV+37Z7OsdnszkK0+wkLu8Err2ygadPfGTLkb/bvj/L6fhQUckKeOHyTyTTHZDIlmEwm92mlY79gMpmmmUymcJPJdNJkMnlOMn+C6Ny5Mv/739POOLDRqKFKlUKsWjXgTtqlO40alWTdukFER4/jwIHnPUopN2xYwvn/u3ZdZtiwVVitdmdWTUaGHbPZyoYNEWzePJSAAM+VvadOXeP997fw5pubndtCQi7RocMCjhyJRRAEatQozNChNVm+vB8TJtztSlW4sA9Ll/alRAk/tzz5e0lJyaBNm3m0azePffu8c3hr156ndet5xMenZHusTqfGYNDw00/PUKCA+70mJaUzatRaLBbRq3WOmzctNGgwm4iImy7b27evIPvWJAgCrVqVc9t+8GAMnTot4O+/zxERcZMtWy4xcOAK2Tc0BYUHJa9m+H8Az2SxvzNQ5c5/Y4Cf8+i6/3pefLG+Mw68efNQdu8e4XXP1iJFfBgzpj4+PnffElQqAR8fDZ9+2hpwzGgHDVouG4uWJIfDKV7cj61bn6VoUR+0WhVyzxCzWWTFinOEhyeyefNFRo5cw7lzN+5krGRw6dItJAkaNnSXFG7YsCTHj49mzZqB9O9fHYNB/mEmSY6Hy6BBK9i3L4rly0MZO3YjU6bscur0ZLJ9+2VefXUjsbEpWK1Zyxd0716F995ryoEDI+nWrarsMevXh+eoD4HFInLzpoUXX1znsv3ttx2ZR/fG8X18NPTsWVW2Mfu7727BbBZdFpctFpEPPtjuccFYQSG35ElaZlhY2E6TyVQ+i0N6AnPDwsIkYL/JZAo0mUwlwsLCYvPi+v92MuPAuWHixKepWbMI06cfIiHBTKNGJXjvvWbOgqazZ697DCWAQ+/l9u00nntuFbdvp2XToFxix44r/PbbMdmq22XLQnn/fYf88f0IgkCtWkX55pv2HDgQzZUrnsXhLBaRQYNWoFIJpKZa0WhU/PrrMaZObcfAgY6OWF98sccrdUydTsXMmV3dFlJv3UpzLt62aVOO27fTEcWcZQpJkiMcExub7JRNKFXKn+3bn+OHHw6ydWskAQF6Ro2qx4AB7hW/KSkZHlU5BQFOnkxQNPkV8pRHlYdfCrg3zzDqzrZ/tcO3Wm1ERt6mbFk7ev2jXQ5JSHA0Jyla1JceParSs6dJNvvGbrdnKb1QuXJB3n13K+fOyUsk3ItarcLXV0t4+E3Z/Xq9mlOnEmQdfiazZx/n2rXsBdPudeaiaEcU7bz77lY6dapEYKCB8+dvZDuGwaBm0KBgN2c/d+5JJk7c5twuinbGjm1053vKWdaPSiW45OIDlCjhz5dftsv2XI1G/m0KHOmk91Y7KyjkBfm28EqtFggM9Lnns8rl8+Pm99+P8/77W+6oP9po0qQU8+b1fugCWceOxfL886sJD0/EbpfQatWkpVlRqVR07VqFadOecbGhefNyGAwa2Vm+IEBUVDJhYd5pv4uinZkzj3rcn5FhIznZSv/+yzl1KoGyZQvwxRftaNeuIseOxTJv3kn++ON4rnXrNRoVe/dGU7Kkf5YLqkajBkmCtm3L88MPnV0c5/HjcXz44fY7Tvquo54+/TDNm5dh794ot7F1OjVqtSBrd8GCRurWLZHrtpQdO1Zi06YIt3UDrVZF+fKBWf7N57ffxP3kZ/vys23w8Ox7VA4/Gihzz+fSd7Z5xGaTXHTSAwN9cqSb/jDZvPki48ZtdHEAe/depW3buezZM8LrPPecEh+fQrt281ycd2YIxm63s27deQ4ejGbfvpEuC6S//96TAQOWkpFhw2aTEASH88wMmWSH0ajBbpcICNATGipfOwCOloGvvbbB6bwSEy107ryQpk1Lcfx4POnpomzDF2+x2yVu3jTzxhsbZd9GBAGKF/dj8uRW1KxZlEqVCpKebsViyWDHjsucOBHP9u2XZWPjGRk2SpXy58MPWzBnzjGSkjJ46qlSDB5ci+Dgwpw5c42RI1eTnm7DbpecbRu/+aY9t2/nrsUiwJdftuXkyXhu3DC7SF6YzVaCg3/m9997yKqXQv76TciRn+3Lz7bBg9lXpIjnSeejcvirgddMJtNioAlw+98cv586dZ/bbE8UJeLiUti9+yotW5Z9KNf9448TWK2e48yiKJGUlM6qVWEMHlzTub1Tp0ps3foss2cf48KFROrXL06hQka+/npfllWq4KjOHT++OSVK+PH886uzddhyGS779mX5bHdDq1Vht0uyTdB9fXVZ6vesXz+YUqXu/sHfuGGmd++lXL2a5Gx0IncPNptEfHwqU6e254UX7urdZP7wihXzZd26wfz440FCQ69TvXphXnihLhUqFESSpFzP8IsV82XfvpH07buMQ4einbZl9hYYPXotoaEv56jWQEHBE3ni8E0m0yKgNVDYZDJFAR8DWoCwsLBfgPVAFyAcMAMj8+K6j4vIyFuy2202iYiIm24OPy1NZN26C0RG3sZkCqJTp4oe0y6z4uTJhGwddGqqlUOHYlwcPkDlyoVc4srTpx/Kdiy1WuDFF+szcmQdvv32gKwo2MPAarUjCDibiwuCo/r17befyrLwTKUSnM4+LU3ko4+2M3fuSa/eKnx8NLRp4542eS81axZh5syu3LhhYdy4TfTuvRRBEChSxIevv25Hhw4VszzfEzqdmuPH4zzauXdvFK1bZ22bgoI35FWWzuBs9kvAq3lxrfxAhQoFOXYszm27Wi1gMKh5/fVNhIZeJzi4MN26VeH11zdhsYiYzVZ8fbUEBhpYv35wloubclSrVpgdO65kqTuj16spWzYg27GaNCmFTqf2mHOu16upUCGQMWMcJRPXr6fmyNYHJTNko1JBzZpF+fTT1jz1VOk7mUTu9y8I8PTTd6OGY8asY9u2S145e0FwNF7PTjsfHGGlHj2WcOnSLed3Fx2dzKhRa/nrr740aVLKuxu8j6zaMWb1VqegkBOUSttc8P77Td1mmhqNisBAA+PHh7B06VlOnIhnyZKzDB26kuvXLU4BsZQUK7GxKYwduzHH1x05sk62EshqtYrBg4OzHathwxI0bFjCTfZAoxFo1qw0X33VjnHjGtOnz1Jq157Fnj1XPWaUPEzsdkenqzp1HDpCAQEGPvighUvtQWbV8aeftgEcb2DbtkWSnu7dgoEjHq/xqh3hzp1XiI1NdntQWiwiU6fuc34OC7vBc8+tpFKl6dSqNZNvv92f5YO6Zcuyst+vKNpp2rS0V/ehoJAdisPPBW3bVuCbbzoQFGTEaNSg06lp3rw0omjHYrlbRGOzSbKLizabxN69USQnu0vvZkXp0gVYvLgPpUr53ckcccxOfXy0+PnpKFjQwPz5PSlWLPs3B0EQWLCgF6+/3ohixXzx99fRuXMlduwYzsqVA4iNTeattzZz/Hg8cXEphIbe8Ji2qdOp0OvVdOtWWdZpZSps5haVSuDMmbuLxS++WJ9583rRvn0FqlcPYtiw2uzYMQyTyVHYdO7cjRzFvG02iZiY5CwzkMBRsxAael1WKwcgNNQheBcenkjnzgvZtOkiyckZxMen8t13Bxg+fJXHsT//vA0FCuidUhmZMhWTJ7dWumQp5Bn5Ni0zv9OvX3V69zZx9WoSZcoEcuXKLVq3nuv1+YLgSPPL7MHqLVarDbNZRKNRodWqkCSJ0aPr0q5dRRo2LIFGo+LkyXi++WY/p04lUK5cABMntqRBg+JuY+n1Gt55pynvvNPUZfutW2l8//1B2Ri/IDjeIkTRjo+PlsqVCzJ2bCOaNClF8eJ+HD8exyuvbCAi4iaCINC5cyW++qodR47EMm/eKcxmK23alOPnn4+QmOidWJoo2t3kEFq0KEuLFq5rJVevJrFmzXmuXk3KsdxyerqN5cvPuX0XANeumfnggxDWrQtHFO0es7DKlQsgIuImvXr9RUqKa/ZTerqNHTsuc/x4HHXruv9bVKxYkF27hjNr1lH27o2iTJkCjBlTXym8UshTFIf/AKjVd3Ol4+OTs+n+5Erx4n4UKZKzPNu4uBSee26VW574rFnH6N69KhqNit27rzB06DDR9doAACAASURBVErS0kQkyZFn37fvUiZPbsWwYd7psR8+HHOnm5S705QkeP31RiQnZ9C+fQVatSrn4gDr1i3O3r0jsVptqNUq577OnSvTuXNl53FjxzZmzpzjzJx5lCtXbnt8exAEx5tNppqlJ2bPPsYnn+xEkiTZDB9vkNPASU8X6dx5ITExKc4wjtzYRqOG55+vwzPPLJRtmgKOLKo//zwp6/DB8Tfx0Uctc2y3AqTGxRK6cB5JkZEUb/IUVXr1RevrLm73pKOEdPKIkiX9qVSpoGxI495tguBYEG3duixz5pwgLs5d+Mtms7Nnz1U2bAjn+vW7ubgLF56W1X9PT7c5wxHvvbcVi0V0caBms5WPP97hTEvMDn9/vcd4ttGoYfz45nz2WRvatCnvcbar1aqzrEdQqQRGjarHhQtjWb68Hy1blqVkSb87TVM0aDQCfn5agoKM/PlnjyzTHsPDE5k8eRfp6Y6+s6IoH0rLCr1ezaBBNd22L18eSkKCWXZxW60W8PPT4eenY/LkVpw7dwOLJeu6hnu1+BXyhujdO1nQpB5HvpvKucXz2T3xfRY0rU9KbMzjNi3foczw85CZM7vSvfti0tNtWCwiRqMGvd4hZLZ8eSgRETdRqQRiYlJYvPgMKpWKSZN2MGVKa0aMqAPAiRPxDB78N2lpIoLgKAh65ZWGjB/fjMjIW7KzbrtdIjLyFrdvpxEZedujfWfOXKNBgxIe92fSqFFJfH11bmEJvV5N//7Vc/itZM/TT5d19s+12yW2b4/kzJnrlCsXQKdOFdHrs/4zXbYs1OtOXp6oUqWQS/59JmvWhHl8UFapUpAff+xMtWpB6PUaunRZ5DG+n0l0dDIzZhzmlVcaPpC9Cg7sosimUcMQLXcnRmJqKra0NHaOf5sufy56jNblP5QZfh5iMgXx9dft0GpVqFSOcEC9esVo27Y8S5b05fPP25KQkEpGhmMmmpYmkp5u46OPdhARcROz2dGQ/Pp1MykpGSQnZ9yZvR9h9erzNGpUUlZiWKdT8dRTpUlO9iySlppqZdaso15loqhUAgsX9iYgQI+vrxaNxqGhU61aYSZNavVA35E3127btgJjxzaiR4+q2Tp7gOTkjAdy+P7+OjZsGCzbqOX0ac+VxQULGqlTp5jTxjJlCniVyfT557uJjc259r+CO/GHD2HLcH+rkmw2Lv+zCbtNSWm9F2WGn4fs3x/FG2/841KFu2vXVXr2/Itdu4bz++/HXcrnMxFFG0uWnMFkCpJ1XGazyJQpu/Dx0ZKW5vrH7QgRaYiJSaZp098Bzw5906YI5s49yfDhdTwec/VqEtu2RaLXa9i1axh79kQRG5tC3brFaN68TK4rSh8m7dtXYOHC024yEZkhpazWVgQBfviho8cHS2KiZ9mE4OAiLp/HjKnPxo0R2WoF2WwSGzZE8Pzz7m8UCjnDLlrB05+kZCfHsb3/OIrDB44ciWXatIOEh9+kZs0ivPFGY2rUKJL9iffx9ddykgt2YmKS2bHjMrdueV7MW736PEOH1vKYXSInJywI0LRpaSpXLsTSpWezrZw1m0V+/vmIrMOXJIkpU3bx66/HUKkEVCoBm03ixx878dprjbIcV46UlAyWLw8lNPQ61aoF0bdv9RxnJHlLq1blaNCgBIcOxTi/f71eTZEivmg1EnHRSVisAips2FFxr4fQaFSsXx/O//63DZ1OzdChNXn55YbO2X65cgGy6p46nZqnnnLNj2/QoARffNGGCRO2oVI5msvLYbNJmM2e38YUvKdYw8byWhmCQImnmqHSKC7uXgRvXvEfB1arTXoU4mlr1pzntdc2OrNaMkWx5s/v5Zb254lM24KDf5F1Dmq1wKhRdSlc2IdvvtnvJqcLoNUK9OxpYsOGCK8EzcDhYNatG0Tlyj9lqXl/LwEBei5ccC963rQpgjFj1mKxuNqWuTApinbatavARx+1yLaSNzw8ka5dF5OeLmI2i/j4aNHpVKxePdCp059JXv27Wq025s07xdy5p8jIEOnZsyqD2/uzYWB3zpjLcFksjh9JBHOW1fTkIpVc7jEz88ZgUFOrVjHWrBmISiWwffsVhg9f6fYgL1TIyLFjo1CrVW45/ykpGWzdeokxY9Z5nGD+/nt3unat8kD3/F8WAMsJ55f/xfa3xmJLT0ey21HrdKj1Bvqs30IhU7XHaltueUDxtCOA7CLRE+3wRdFOcPAv3Lzpng9evnxAli0E7yXTti5dFnH4sLwmnE6npnbtoly+fNujHrxW62gScubM9Wxn6+CY4Z8//wrVqv3sdRpimzblWbKkj9v2nj2XZCtyplIJFCigZ9eu4RQr5jnlrUOH+Zw8meDi7AQhUxpimMuxD/OHt6JrB+IOH3R5rbeiYQkDCKcKnmIBvr5aZs/uRrt2FQgM9GHKlO1MnbrfKepWsKCBWrWKEhISidVqp2rVQnzxRVuaN78r7WC12qhUabrsw12jEdi//3mvJDCy4r/stHLKtZPHOfHLT9y+HEmJxk9Re8zL+JXwXMPwX/7usnL4T/Si7fnzNzyGUGJjU0hIyNkXnpW4V0aGzVkIpfZQBGq1SjzzTGWefbYWfn5aVCqBatWCPI4pSY40zKAg7/L5jUYNH3zQXHbfuXPZNxSx2x2hiJkzj3g8Jj4+1dn68H5bL126SVSU505XeYk1JYX4Y0fcYrjr6EIkFfAc+HUscN+bPjl2bGPOnHmRP/7owcqV/Slc2IetWy85pZLPnbvBkCF/u+grabVqhgyp6bYQrFYLNGpU6oGdvYIrRWrXpf2MX+m7bjPNPp6SpbN/knmiHb7RqPW4oGe3Sx57r3qiXbsKTJnS2mOz7vR0G4cPx5JV4sCMGUdo3748W7Y8S1zcm2zb9pxs0+1M1q8P59VXG2QrJdC4cUn+/rs/xYv7MWbMOkqX/oESJb5jyJC/uXjxZpYNRe4lI8OeZS651Wrz+FYkCEKOK2Dzkgy0nKIWIll3ktJqVRQsaHDZ5u+vp0WLslgsNi5cSHRLv7RYRL78co/Ltk8+aUX79uXR69UUKOBoUl+3bjHmzOmeNzekoJBDnmiHX6FCIKVLu6fSOWZhJQkIMMifmAXDhtVm9uyuLuJeOeHWrTTGjFlH69bz6NNnKamp1iwdhF6vpmbNokyZIp8uqdOpGDu2EWvXDqJatcJ06rSQtWvPO5uhhIRE0qnTwhzJNWcVzilVyp/CheXfOAIC9JQvH+j1dR4ErZ8fxeo1cKl6S8YfO9nfp1qt8qiceepUvMcU0JMnE1w+6/Ua5szpwZ49I/jlly4sXdqH0aPrsX17JDExSlqmwqPniXb4AHPmdCcw0OCclfv6ailSxIfp05/J9ZiNGpXMkczC/SQnW0lLEzl4MIZXX91Aw4Yl8Pf3/NZQooQfI0fW5ddfu6LRCE4f5+OjoWLFgnz8cWsAVq4M4+bNNBdde7tdIi1NpFw570IMPj4aXnyxgcf9giDwww8d8fHRoFY7DFGrBYxGDd9/3+mhdQOTo/V309EVKID1TjLaUeoiZRHKyeS995pSpkwB2X0lS/p7fDjevJlG+fI/8vLL610qqHU6NVOn7qNbt7946aUNvPLKBho1+o0JE7Z6VRehoJBXqCdNmvS4bZDFbpcm3ZtzbjC456DnBYUL+/D883UpXdqfqlULMXRoTf7v/9pTqJDR6zHut81g0JCebufEiThnC8LcYLNJREUl8dxztdFoVBw7Fuc2u5QkWLo0FIvFyjff7Mdul7Ba7U4Z5XLlAjh2LI6iRX1Zs+Y8x47Fy16nVCk/4uI8a94bDA4HPm5cE7fmKvdTrlwAXbpUJjXViiAItGxZjmnTOtG4sXtc9d7v7sKFRN5/fysTJoSwaNFptFoVtWoVzXXuvzGoMNUGP8f3M05iRcsWOmDzIhM5IuImHTs6Knz9/Q0u/7blywfy22/HZSUUJMnRvOX8+RssWxbK0KE1UasF2rSZx/nzrn2D7XaH8mbx4n7UqlU0V/fn7W/CbLYyY8YR3nlnM7/9dpyUlHRq1Sr20LtoPazfbFbEHznE/s8+4dRvMzEnxFPQVA2Nwf23/DhsywkPYp+vrz4WmCW374nO0skr5GyTJIlly0KZNu0gcXGpGAxqrl0zy6YM6/XyQmXgqAJdtWogJlMhPvpoO/Pnn0YU7W5ZOSqVfDryvftLlvQnPj4Fq/X+cwV69zZx5sw12cVbrVbFV1+1pWPHShQtmreCVJnf3blz13nmmYUuOkA+Phr69q3ON990yPX4SUnpVK78U47PMxjUCILA6NH1GT++mUsfgvPnbzB06Eri41M9yi4YjRref78ZZcsG8PLL6z3++5pMQezaNTzH9oF3vwmH+NsiwsNvOm01GNRUqlSIjRsHe1XJnFse9W/21G+z2Df5w7vpmQYj+gIF6L9lJ77FXSVF8rM/ASVL51+HIAj071+DXbtGcOHCq6xfPwR/f70zzAEOp9C2bXlCQp7F319e8zwjw8akSTsoU2Yaf/xxkgYNisuGRbLr7GS3O5Qz73f24HjgjBlTn6+/bo/RqHFZ0/Dx0TB+fDOefbZ2njv7e3nhhTWYzfeLvon89ddZLl/2rA+UHZIkuXzn3pKW5tBDmj37KJMm7XTZV7VqEAcOjMTPz/Pir8UismPHZcLCbmSZYnvjxsN1OitXnufixVsuD6a0NBuXLt1k5crzD/Xaj5K0xBvs/WQiosWCdOfHYEuzYEm8wb5PJz1W2/ITisOXISPDxsqVYUycuI2ZM49w44bn8npvKVOmAFu3PkufPtUoUsSHChUCmTChOfPn96JKlSDee6+ZW/ql0ahGEGD37qtOyd/9+6MfWCgMwM9Pe2cW6wjpvPvuFsxmK2vXDqJjx0oUK+ZL/frFmTGjC2PHNn7g62XFpk0RXLhwU3afSiWwb19UrscOCDBQu3axXJ9vNovMnXvSrRju/PlEWZmMTDL765YrF5Bl85fGjbNviRgXl8Jnn+2iT5+lvPfeFi5cSMz2nEzWr78gm4FlNjv6LP9XuLpjm2xVrSSKXNqw9jFYlD9R6o7v4/p1RwFVQoIZs9mKWi0wefIufv21G126VM5+gCwoWzaAn37qLLtvzJh6GI0avv56H9eupVKwoMNR7dsX5bIA7E2P1uzw9dXy9NNl2LbtMpLkeMCdPJnAyJGr+fHHTsyb1/PBL5IDpk076HGf3S4REPBgkgzff9/RqWLqTUHb/ajVArGxyVSu7KrJn9XSgk6nZuTIulSpUogPP9wuq6+j16t5//1mWV777NlrdO++hPR0kYwMO/v3R7FkyVlmz+5G//5Zr6UAFCigdzaDv9/2B/1e8xOCp+IWQFAp89pMlG/iPj74YBtRUUnOWZHN5lgEHTFiNXv3Xn1o1xUEgWHDanP69ItERb3BuXOvkJqa4dFB3f83rNer0WgEr7Jg0tNthIREuo1tsYhMnLj9kWeOREdnnaLYtm35HI954UIiEyaEMGTI32zZcokNGwbzxhuN6dChAq+80oBDh14gIeEt1qwZSJMmpbKchdtsdreG81WrBnnUBhIE+OKLNtSqVRSDQcPff/enfPkAl9CSyVSI9esHU716YdkxMnnrrc0kJ2c48/5FUcJiEXnttY1evek9+2wtWRVQg0HD0KG1sj3/30LZNu2QZApcVFotVXr1fQwW5U8Uh38PkiSxdu0Fl7TFe3n++TUPlG7pLVqtGrtd4uzZ67L7BcHxtqDXq/H312EwaHj55QZs3DiEbt0qU6FCoFss/l5E0e5Rtz0xMc3r1oN5Rb16xT3aOnFiixwvLK5bd4F27ebz558n2LLlElOn7qN79yUMGFCDBQt6M2lSK2caapMmpVizZiCXL7/OiBG13Zyj0ahh0KCabn1lVSqBn3/ujI+PBq3W8TPSaFQYDBpWrhzgdKYLF56ie/clJCSkolJBnTpFOXp0FLt2jcg2OyclJcMttz8Tq9XO8eNxsvvupUmTUk4xOK3W0RbTYNDw0ksNeOqp7MNJ/xZ0/gVo/e2PqA0GhDuhHY2vL34lS9NkwoeP2br8gxLSuQdJkm9fl0lqqpUzZ67lOo0uJxw8GOPx4eJIxeyH0aghPj6VChUCnQ5p9mxHkZYjFe8w3357IMcx/9wWjWUipqVxdu7vnFu8AMlup2r/QdQcOQqtj3xB1ttvNyUkJNIl7KFWC1SpUojRo+vl6Nrp6SJjx266b5FSJCPDxoQJISxY0NvjuZ991gZJgiVLzqDRqBFFG88+W5tJk1rIHt+8eRl27hzOnDnHCQu7QZ06xRg5so6zifzmzRcZPz7ERU/nxIkEevZcwqFDo5xvY1arjRkzDvP77ydITbXSvHkZJk58mhIl/D3ampPF6PHjmzFgQHXWrw9HkqBr18pUrFjQq3PzO0mXIxHT0gisXIWqfQdQtG49zs77k9TYGEq3bkuVXn3RGL1Psf6vo6Rl3ke3bos5eFC+NZqvr5YVK/pTr55rT9Kc2HbqVALLl4eSkWGnW7fKNG1aWjbPfM2a84wb949sUxOVCuLi3vLqejt3XmbIkL+z7cQEjrhzt25V+OWXLl6NLYfNamVlj2e4cfY0osWx2K0xGAmsXIW+G7ai1ruGQTK/u4MHY5gwIYQzZ66h0TiUQz//vE2Oq5137brCiBGrZb83tVogJmZclnn9KSkZhIVdBwSqVi1EmTIFc/13167dfE6dkp+h//TTM85q3sGD/2bPnqvOh5QggK+vji1bhvLWW5vZvz/a7eFftKgvV66MIynpwRMKHhYP8zebeC6UTaOGk3TlMiq1Co3RhzbfTad8J/k1svsJCDCSeD0JtTZrmY3HxcNKy1Rm+Pfx9dftaNt2vuzsOrMQKLd8+qlDbz493YYkSSxceJr27csza1Y3t9h7/folPOZ416oln3Vy9WoSs2Yd5eTJeKpVK8yYMfUpXNgHrVbt0eH7+mrvLOhJ1KhRhKlT2+X6/lJiojnw+SdcO3kcu/VuZoiYZuHWxXAu/L2MaoOGyp7buHFJtm591q35eV7iKIyyodO5/9mLop2JE7excOFpNBo1VquNvn2rMWtWj1xfLyLCczbN3Lkn6d+/BsePx7Fv31WXf2tJAovFytdf7+PbbzvQufMi0tJELBYRvV6NWq1i1qwuj7RqOT+RkZzE3z06kX77NkgSNsCamso/Y0bQe+0/FKnlucGP3WbjyHf/x8mZP5GedBu/EiVpMnESpn4DH90NPEYUh38fNWoUYd68ngwfvsoZy1epHLoo06Y941KAA46Uub/+CuXixURq1ChC27bl3eK94OhV++uvx1zCFmazlS1bIlm79gI9elR1brfZ7EyatEP2oWMwaPjkk5Zu248ejaVv32VkZNiwWu0cOhTD4sVnmDu3J0FBPqSmuuayq9UCzZqV5u23n+LQoVhu3UrDZAryWmb5fs4umMuu8e9gs2bIphKJZjMh414latdOmk/+HGNQkHNfcnI6a9Zc4No1Mw0aFHeRGc4pjRuX9KhBb7dLlCkzjeDgIkyf/oxLk5tJk3ayaNGZO+EXRwhmxYowdLr1fP117h6Cvr46j6mbsbEO6QVPabY2m8TOnZf55ZcuHDz4PLNmHeXo0Thq1y7GiBG1swz3/Ne5sGIZtowMt9QjW3o6x6b/QMeZczyeu2vCO4QtWeTsgZsSE82Ot19HEkWPkxFvSI6O4viMaUTvdhR51XnpNcq2yf3k6WHxRIR0JEni2LE4YmJSqFWrqFe6MdHRycyceYRjx+KoVKkQL75Y3y2jYs6c43z00XasVrvzb0+jUTF+fDNef901d/3DD7fz669HZdMqW7cux19/9SUuLoVp0w6yYsU5bt5Mk02lmzevJx07VnIb4+mn/3Ar3wcoXtyX5csH8MwzCxBFOxaLiK+vFh8fLRs2DGb69EMsXnz2TkxYhSRJzJjROUfNOZKjrrKwWQNsadkv9qq0WvxKlWbwroOo9XrOnr1Bt24Lsdsd8XeDQUO1aoVZtqwfvr65e93esCGcl15aj9Vq87gAr9erWbduEEFBPuzbd5Vx4/6RfQvS69WcPv1iroT03ntvC3/8cVJ2X8eOFZg/vzdLlpxl/Pitsk1vBMGxTpCWJnLqVAIajQqtVs2nn7ZmwIAa/+lq0azYPXE8J2fNkN0XVCOYgdv3ye6z3LjB3LrVsKW7d57zKVaM4SfP50rG49bFcJZ1bI1osTjfbDVGHxq+/R71X/cu9Ho/Skgnl0RHJzNgwHJiYpJRqRzyvJ06VWLGjM5ZaomUKuXP5MmtPe4/d+46H3+8w81JiKKdqVP3UbZsAL16mZzb09NFjzn0CQmpxMWl0KbNPJKS0j3q7+h0amJj3fVuEhJSiYyUr0ZNSsrA11fH4cMvsHRpKBERN6lTpxi9epnYuDGCv/4KvSec4JjZvvzyBg4dKpmlKua9hK9c4axuzA671Yrl2jUi1q6ifPe+9O69hJSUu84uNdXK6dMJfPnlHqZMae3VmPfTuXNlQkKeY8qUnWzceFH2TSk93cbQoSu5dSsNjUblMeSl06mJjk7OlcOfMKE5ixadcUt/NRg0vPqqo21k166VGT9+q+z5kuQourvXZrDy7rtbKFrUl169qufYpv8CQTWC0fj6Iqa6/hYEtZrCNWt7PC8xLBS1Xi/r8NNu3MCamoLOL+dvTns//oCM5GSXNw7RYubQ1C+p8exwDIWCsjj70fKfTsuUJIkhQ1Zw8eJNUlOtJCc78tr/+eciX32194HGXrjwNFarfI58erqNb7/d77KtS5fKHnXyL1xIZMSI1dy+7dnZZ467c6e7Fr1arcJT83JJktBoVBQsaGTMmPp89VU7hgypiY+Pltmzj8lWYUqSxKpVYR7tuJ+MlGSXmH12WFNTiDu4n927r2Czud9verqNxYvPeD2eHJUqFeTpp8u61SvcS3x8KunptixbSlqtdkqXllfOzI6CBY0sX96fwoWN+Pho8fXVYjRqmDKlFU2bOvrh+vnpWLCgV47eZiwWkf/7P/lZ7JNA5Z590Bp93Aqq1Dod9V4b5/E8vxIlHaEgGVQ6HRqjd42E7ufqjm2yzdJVWi3Re3blasyHxX/a4Z85c53Ll5Pc4tJpaSK//378gQqMEhPTsqx6jYlxxGg3bYqgWbPfGTBgBRkZNtl8c6vVztGj7kqYcvzzz0W3/rVBQUaqVy8iO3bRor5UqVLIfQfItnYER+XtrVve5+KXbdM+R6lvar0ev9JlSEmxeoy3e1qwzglVqhS68zDMHUajhuHD6zgb0EiSxNWrSTnSsq9RozCtW5cjI8OhzRMUZHQr4mrWrAwrV/bPUcOdixflpSieBLS+vvRZv4ViDRqhutO/tkC58nRdsJRC1Ty/9QRUqEiR2nVRaVwfrhqDkeDhz6PKolo3K9Q6eR0sBFAbcv5m+DD5Tzv8hIQUj7nKqanWXC9QArRsWcZZcCOHyRTEpk0RjB69jvBwx49TFO0eHZy3oUOtVsXeve7aMj/99AwFCuidhUN6vRo/Px2zZnX1GJds166C7D34+GhztHBavHETSrds7TJDUul0GIKCZKVpBZUa04DBNGlSymMHrMwZ8IPQokVZSpfO+Su6Tqe+U4lak2+/7QjAgQPRNGkyh+bN/6BJkzm0aPGnx5TLTCRJYuDA5axefR5RtGO3S0RFJTN69Fp27bricmzVqkE5ih/fL/PwpBFQvgJ91m1mxMkwhh48ztCDJyj1tHsyw/10/nMRRerWQ2M0oitQALVeT4Uu3Xhq4ie5tqVK3wGoPDj90i1a53rch8F/etE2ISGVBg1my8oTVKwYyP79z+fKtuvXzXTqtICoqGRZB24waFi0qDfvvLOFiAjvZmI6nRpJkrLVz9fpVMyd25O2bSuQliayYsU51q8PJyBAT69eVblw4SanTiVgMgUxZEhNBEFg6tR9rFhxDoBu3SrzwQctKFLEh/j4FFq1mktSUrpzcdNg0NCwYQmWL++XIwdkF0VCF8zlzNw5WM1mKnXtQZ2XxxK+agX7Jk1EpdUg4ZCQqD/uHaJ3bifp6hV2GrqyMaIwljvFSWqVRGPNcXqXPIuQlkKZNu1o+Pb7FChbzmtb7uXaNTPPPbeSo0fvVqWq1YLHh73BoOHPP3vQpEkpfHy0BAb6cPx4DK1bz3MLf/n76zhw4HmPHb6OHo2lT59lsmGzqlULsXv3CJdtU6fu46efDrlk9mT+E9z7d2Y0apg/vxfdu1d7Ihdt8wIx7goxoRcoVK36A/e/TU+6zd/dOpF89QrW1BTUegOCSqDzn4so07ptrsZ8WIu2/2mHD/Duu1v466+zLumQRqOGWbO60qmTe7aLN4wdu5Hly8/JhmBKlvTj66/b0759BYoX/87rMfV6NS1alGXPnqvO5thyCAJcvvw6ominS5dFXLlyG7NZRBBwlsxPmOBoVJ6SkkGLFn+SkJDqfJBoNCqKFvVl9+7h+PnpiIlJ5v/+bx///HMRo1HDc8/V5qWXsu+RmxMykpOI2bcHtU5P4vkwDnz2iTMtDpWac5ranK34LIkp0E+1kkIJh7GnOQqKBLUara8f/TbvICXqKqEL5yFazFTu0ZuK3Xt5XTgTH5/C+vXhpKWJfP75Ho8aRR06VGTBgl7Oz4GBPrz66lpmzz7u9nDXalW8/757RlYm8+efYvz4EI9vMadPv+giOS1JErNnH+O77w5w44aFIkV8efHFemzbFsnBg7GoVAIGg4YvvmhD377V87VDhfzt8PPaNrsoEvnPRuIO7senWHGq9huIT5Ei2Z/4EOx7oh2+3S4xffohfvnlCImJaVSuXJCPP25Jhw4Vc2VXaOh12rSZ59Eh9+xZhV9/dcgbVK78E0lJ7hkBmc7ZYhHRaFRoNI4GI4MH1+TYsTh+/PEQmzZFyM72jUYNly+/zjff7OP77w/KZICo2b59GBUrFuS3344zefJON6VGo1HDRx+15IUXvm/OtgAAIABJREFU6ubqO8gt1tRUfq9R6a6zv4ei9erT9oefWdqxNba0+6pHVSoCKlQkNTYG0ew4V+PjS1CNYHr9vc6tejcrLl++TatWc2Vn3Vqtio0bh7gU1wUG+lCt2nQuXrwlO16PHlWZPbub2/b9+6N4//0QQkM96yF99FFLXn1V9neJKN7tWnbhQiLDh6/iypUkNBoBvV7D1KntGDasXr51qPBkOfy8RmmAkktUKoHXX2/M2bMvExf3Jrt3j3ggZ9+ly6IsBdTWr4/g9m3HgueoUXXdVBjVagGTqRDffdeRgQNr8NJL9dm27Tln28B69Yozfnwzj4uNmW0Cly4NlZ2l2u0SGzdGALB9e6SsLK/FIrJtW2T2N5zHxB897BS2up9rJ447sh3kso3sdm5HhDudPYBoTuXGmdOELpqXIxuKFPHx+O+nUgmULeuekZOYmDP5gpCQSAYOXOHR2YMjRHP16m2sVody6cqVYcTG3l0MznT2ZrOV7t0XExFxk4wMG2azyM2baYwdu4kDB3LfJ0DhyeQ/n4efl3z22W7ZmeG9GAwaTp++RvPmZXjnnaZcuXKbNWsuoNOpsdkkypQpwOLFfShZ0p8+farJjlG1ahDt25dn69ZIt1DUhx86hLw8x9cF577ixf1k49VqtUCJEn5yJz9UtD4+HgX9BbUafUAAKrUGbxXrRYuZc4sXUnPEKJft18+cJnzVCiSbjYpdu1Os/t3Jjo+PlqFDa7JgwSkXUTODQUPPnlVl8+2zyvQJDnaXN/7f/0JkH7T38+efJ51SDuCQfRg+vDZTprR2/huuXn3+jhSH67lpaSJffbWHOXO6Z3udnJKaaiUhIZXixX0xGvOn1oxC7vjPz/DzkgMHoj1m2WQiinaCghyZKRqNihkzurB///PMmNGZ1asHsHPnMEqWzD5zZObMrowb14RixXwxGjU8/XQZVq0a4Oze1LNnVTeZB3CECjp3dqxNjBhRRzYWr9OpGT7cs97Iw6JovQZo/dwfNCqtlgpdulOxa3ckyf2BIKjVntOY7tu8f8rHrOjSjmM/fsex6d+zqnc3to171SUFt0aNwm7hsho1CvN//9de9hItW5aV1a3R69W0b+/6tpiaavW6JaPNJpGWZiMlJYOUFEeNyPz5p/jrr1DnMZcu3ZKtE5AkCAtz7z/8IFitNsaP30r16j/Ttu08qlX7mcmTd8rWSvwbkex2MpKTnEWC5mvXiFi7mqs7tmEXHzwN+N9AnszwTSbTM8APgBqYHRYW9uV9+0cAU4HoO5umh4WFzc6Laz9KChTQc/u2e0w+E0GAwoWNfPfdAVJTrfToUZVevUyUKuVPqVI5Sw/UatW8+WYT3nyzidu+hIRUFiw47fZD1GpVjBvXmPLlAwEIDi7C55+3YcKEbc6Hgyja+fzzNtSsmfsFpdwiqFR0mbeY1X17YLeJiGYzOj8/jEWL0fLLb9D5F+CZOfPZOPJZEATsVisqjYYidetz7fgRp/pmJhqjj4v+SfyRQ5yc/YvLcaLFzIWVK6jYrQfl2nciNPQ6Eydud3vrCQ29ztmz192UUAHef78ZW7ZcIjXV6gwHGY0aWrUq5yam52hEo8Im04zDG8xmkenTDzFwoENJ02QKwtdX6+b0VSrhgVo3yjF+fAjLloW61ED89ttxBEFwvlk+DszXrhG+chmW69co0aQZZVq3zVEXK8lu58gP33D8px8QzRY0vj6UqN+AqL17UGl1jnx5jZYuC/6ieMOH287zcfPAi7Ymk0kNnAc6AFHAIWBwWFjY2XuOGQE0DAsLe83bcR+XPHJWzJhxmK++2iv7uu7rq0EQHOGTzP0+PlpMpkKsWjVQtutQbnnjjU0sXRrqliWk0QicOfMSBQven/uuYuVKx6yxTZtyuZIJyEsykpMIX7mC5KirlG/2FEWat3HpR5qedJuL69aQfusWpZo/TZHaddn1wXuELpjrcOaShMbHl8LBNem5Yq1z0XbHe29ydu7vsjIPFbp0+3/2zjo8inNt47/ZndUkEAgEdwlBCxQpXrQUd9cWKdBCS2lLlcMplAoVDpRykEJxd3dLgSANFgIhQIwAIUTXd+f7Y8mSzc5GgMppv/u6uC52fCYzz/u8j9w3HZeu4sMPD/Hzz2EeBl+hEOjbtzpz5nRwW5753t28+YiZM09w4kQMvr5qRo58gTFj6snOst56aw+bN0c8lZxiJr7/vh0DB9bCbLbRoMFiHjwwuF2zTidy9Ohwypd/ui7g7EhNNVOjxk+y16zTiUREjMv3O/w8vtk7B/exd+QQJEnCbjKh8vGlUNUgum3agconb9Qfv34+jUuLfnLLAclB7VeAYWHXZGehfzT+ylw6DYHIiIiIKICgoKA1QDfgao57/Y/h3r10YmJSEQQBQXCGazLDJePHN+DGjUS2bLnuFvIxGKxcu/aQ5csvMWpUXeLi0rh9O5kKFfzzFNbxhp07I70yLG7Zcp0RI9zDNf7+Wjdenz8bar8CVB8yHJB/sTUFChI8YLDbsmaff0nFjp0JX70Cm8FApW49qNipq1tZps1g8MrpY338sd+7lyFbg+9wSNy/78lTlIlKlQqxeHHe4uUzZ7bmxo1HhIcnPg4lSRiN+TP+U6cepkqVABo0KMmuXQOYMGEPoaHxKBQCxYr5MHt2O154oTjJyQZu3Eji3r10goOLusKJmYiIeMjRo3fw8VHx6quVZZwBJ2JiUlGrlbIGXxCcvSdPSzHxtLBmZLD3tWFuMzZrRjoPr17m7Ldf8dInuTdLWTMyuLRwvsfsUA4Oh52bO7Y+E2vmXx3Pw+CXArKKvcYCnnEI6BUUFNQC52zg7YiIiN9PIPY5Q47YTJIkAgJ0fPBBEzZujODo0duy8X2j0caaNVc4fjyaw4dvo9E4P6o2bSrw448dvfLr5AzvSlgbNlz1MPh5QXq6hTt3UihRwpfChf96CkGCIFCqWYscuykrdu7GzZ3bPEi1RL2eKj16A/Dyy85kePbku04nPpV2bnZYLHaSkoysX9+La9cSuXz5weNZYf4qfUwmG/Pnn6VBg66ULl2ALVv6kpxswmy2ERjogyAIxMWl0r37Gq5fT0KlUjwmhKvJzJmtEQSYNGkfmzdHuJhQp049zI8/vkLnzlU9zle6tJ/XfgFJwmtz2e+J6EMHEGRyJ3azmWurl+fJ4KfFROcocJ79uIb77t3TdquVB2EXEJRKJy3DU9Iv/FXwR1XpbAdWR0REmIOCgsYAy4AcW9CUSgF/f32W3wq3338kPv30KCkpZjev2maTiI5O5e2392OxeFZRZEVcXCo3biRhNttdHtShQ7f58MPDLF3a3fuOXtCkSRlX6WV2hIXd93hOOT07h0Pigw8O8NNP51CpFFgsdrp0qcqiRV3zNBhZ0tNJi4/Hr1Qp1HmcYoNTiEJQKNyuzfDwIQ+uXKZAqdIUqpT/prg6fXpwdckC4s+cdnn0ol5PkaAgGowYiqjVMnJkPebODSU2NtXFkKlSKQgI0DN2bAMXb04mcnvvbDYH27ZFsGvXDW7cSCIs7J7z/hwSAwbUZNSoevzrX8fyfS+SBLGx6W7nzvz/xYv3eOutPYSEPPGZMseTNWuuUrlyACVK+LFt23UPJtTx4/fQrl1llwxjJsLDH1K6dAFu3Up2K1vV61WMGVOf4sXz790/6zerFuw4vJCd2c3mXI/9KCqK8GX/xZrhfeaWFaJWS6WWTV3Hvb59OzteG4nDbnu8Xkf3lSsp3+rlfNzF0+H3snfPw+DHAVmJV0rzJDkLQIR7OcEi4KvcDmq3S/xVYvjbt1/3SmyWW5xWpxNJSTHLErht3BjO9OktPYxMbujePYi9e2/KDjIOh+TxnHJ6dl9+GcKCBecwmWxk0tlv336dgQM3snSpd7Unu9XKyU8+IHzVchRKJQ67neqDh9F0+hdu8fjsSLxymeMfTCYh9LSTU6dHdxp+OpNz331F+MpfnPS1FgtFa9Wh47LV6Ip4lj3mhFdWbiBi7SrCVy3HYbMR1Lsf1YcMJ93kAJPzGezaNYCvvgp57P1C585VmDq1KQ6HPV/Pzmi00qPHeiIiHspW0qxefZmoqKQ88yRlhUqloEGDEh7njo5OoVWrX9wopbPCYLAye/avlClTwGt1z/LlYbz++hOt4Nmzf2XOnFC33JQgOKu5Bg2qyZQpjZ/q23vWb1ZdqpxXdkufUqVzPHZC6Gm29uoiK5QiB6VaQ6Gq1ShQuwHJyQaSIq6xZfBAt1CQJS2Ndd27MTDkHL4lf18B+GeM4Xtd9zwMfihQJSgoqAJOQ98fGJh1g6CgoBIRERF3H//sCoTzP4SnFeJQKJxC3JGRSbLKR6KoIDHRkG+D3759RTQa0YNRUqEQePnlvHPO2GwOFiw475GENpvtHDx4i4SEdA9mx0yc+Ph9ItasxG4yuermw1f+AoJA8xny43nqndts7tKe6HRfjtKbu46SFFqfTM9dbSjseIDdbHZxld+7cJ6dg/vQe8/hPN8PgFKlovrgYVQfPMzrNoUL65g1qw2zZj2bItHChRe4ejXRK7OnyWTj+PFoNJr8f2Yajcgbb9T3WP7jj2fd+gfkkJRkpEABeTIvs9nmVmkWHZ3CDz+c8TimKCoYPbren1qdc+9cKCiVIFPxZE3zzlgqSRI7+veSF+QRBBQqFWWbt8BiNJEQehpRpyOo/yAaT/3U1f9wceF82cHGYbdzdfkyGr7/4dPfWA6QJInU27ew+6hRFC31VIIsOeGZ6/AjIiJswARgL05Dvi4iIuJKUFDQ9KCgoEwX8a2goKArQUFBYcBbwPBnPe8fieHD63h0zOYGpVJg9Oi6bN7cB49i8Sx4muStr6+aCRNedGMCVasVFCig4fPP8z7dTEsze43bajRKr/XklvQ0rq1e4ZEIsxmNXF2+zOsU+sK8H7hpDGQJI7lGNVLw5zblUWXc9ziWZLOSFB5OUsS1PN/PHw2nJGLO9dsOh3Ngzc93W7ducXbs6OdKkkqSxJkz8cydG8qePVG50miXLVuQdu0qyjKh6nTuTKh79sjPFK1WB9u2Xc/7Rf8OkBwOlF5miznF5a8sW4wlLVV2nVKtpuv6LQzcvYfuW3YxNu4hr0fG0vzzL92qfpJvRiLJDDQOs5nkqMh83knecO/COVY2eoG1rV5iScMXWV6vBnEhJ57rOZ5LDD8iImIXsCvbsk+z/H8qMPV5nOvPwPDhdTh2LJpjx+541SjNCq1WSffu1fjXv1oiCAJvvFGf+fPPuu2r14uMG/eibKlbZqmst9F927YI5s076xZrlSRYsOBVKlTwz/N9FSigQacTZY2+2Wz3eqyMu3dRiPIdsZLNSviqX6gx/HUPYrOEM6fYYe+AlSfep4ADLfLc+wqVSFpsNIWD5DuS8wOH3U7ciWOYkh5S/MWG+JUp+8zHzIt+ATiNp0ajRK8XSU42e40waDRKOnSoyKJFT6qBzGYbAwdu5ty5hMe5otzDE1OnNqVp09Js3HiNlBSTiwlVpxNp1KgkjRo9YYfMaSB6zs5lvlG+fUdCPvtIdl3xho297ndtzSqv6yS7A5/iubNjFn+xIQlnz+DIpo4l6vUUqy/Pf/QsMNy7x7ZeXbCmp7uWWQ0Gdg7sTb8jv1KwfIXncp7/77TNA0RRwbJlXdm4sY9XOoRMCAJs3NiHOXM6uAz2e++9xLvvvoS/vwZRVODvr+W995rw7rvuL+2lS/fp2nUtJUp8T9myc5g4ca+LlycTVqudd945gNFoczMcVquDGTPy5w0olQreeqsBer37oKPVinTuXMWNyTErfEqU8NqZ6LDZODXjX6x7uQkZCXe5sWk9YQvmkXD2DKri5UnEPSYvoSAFeY1hu9lM4WrV83VPcki8cplf6lRjz4jBHJn8Fqua1OfQpPF5kmVMTjYxb95Z+vTZwFtv7eW3357QLHfvHoRGk7eqDbPZTokSfrRvXxGtVomfnwpRFFCpFCgUTgdgxIg6/Pjjq277ff/9GUJD72IwWLHZHLlqOBQtqqNnz2oUK+bLoUODGTiwJsWL+1Cxoj8ffNCEFSu6uzkSHTpUkjXsGo2SPn2e/dnL4WH4VS4tXsD1DWvdDFx26AICvI46iZfCvO4nR86XCZWvDwXyYDxrvTYaUaNxO7+gUHg0+2WFJEmkxURjuHcv1+Nnx9WVy2S/KYfVyqVFC/J9PG/4fy6dPEIQBOrXL8Hp03Hs2HHdqwaqKCro2nUtPj4qBgyoydSpTdHrVUyY0IBx417EYLCi16tcrfqHDt1i7tyz3L6dTEJCussbM5vtbNgQzoULCRw+PMTF53Lx4n2v5F9XryaSnm7B19eLAo8MJkxogM3m4D//OYvD4cDhgL59g5kxw3toSO3rR7UBg4lYs1K2vtlmMJAcdZPl9Wu6krAKUaRgxSqI1MaCu5E8QBu6sR0VT5KMCrWGCh0741fq2YRQ7FYr2/t0xZjoTmQWuXkjRWrUpPaoN7zum5CQTvv2q0hJMWE02lAoBLZujWD69JYMG1aHCRNeZOvWCO7dy8gTd45CIbB8eXd2745k8uT9ZGTYcDielPn6+2s9GrmWL7+YL/WvrDmXEiX8+OabdjluX7ZsQd55pzHffXfaRcut1Yqo1QqOHbuDIMCIES941Pc/DRx2OwfGvsatvbsBCYVS5OiUSXT8ZQ2lm7f02P7+bxdQ6fVYUj3DM8k3rmM3m2WZUst3eJXkyBuyspuNP5qWp7i4T/ES9NyxnyOT3+Le+XMgQKkmTWn5zRw0BTwdlNjjRzk8aTyGB/fBIVG4WjBtf1pMocpVcj0XwMPwK7I5B4fVysPwZ5P7zIq/tYd/8+Yjpkw5QMeOq5g8eT83biQ98zEvXrzv1diD09O22yVSUy0sXRpG374bXdNwhULA11ftMvY//niWESO2c+JEDLGxaS5jn/VYMTGpHDx427UsUyjFG7wpfHmDIAi8/XZjrl17gxMnhnPt2ht88027XBONzT7/kmoDBqPwwkcv2Ww4rFas6ek4LBbnIBAZwcCiIShxN2CXqU24X3M3b0py2LGZTM/McRJz5CA2kycdhs1oIOyneTnu++9/Hycx8YkxdzicXdSffHKE5GQTBQtqOXRoCB991IwmTUrTvn1FcihQonfvYBIS0hkzZheJiUa3gdtodOogf/LJEbd9ctLblUPZsvKzpZwwaVIjNm3qw4ABNahVqyh2u4P0dCunT8fzww9naNr05zzzA+WEKz8v4va+PdhNRuwmE9aMdKwZGewe2l/W01cXKCAbRwcQRNEr82rwwCGoC/o7E75Zti/RpCnVh45w2zanb6lwtWB67tzPqKg4RkXF03XDdtnQStL1CHYN7ktaTLSziMFi5sGlMDZ3aoclPW9ymEVr1ZGVQ1So1RSt9fx4r/62Bj8kJIY2bVawcuUlzp1LYNWqy7Rtu4Jjx6Jz3zkHBAUVztc0/vLlB5w+He9aJkkSx49H8/rr25k+/XiunmFGhtUtjFCzZlEKFvT0apRKgaZNSz81u6FaraR06QJ5bgRTqlS0mDWblrPnIOrzVi9sN5moar1EhUpF0GudoQxfXxWB/gJ1bafcyuckm43Yo4e4+IzTWWNiIpJD3miYHuXsAOzefdNjEAYQRSVHjzrF5H191YweXY8tW/ry3nsvodPJz64EwSlkv3RpmFeP3WJxsGxZmJuecLNmZfIcS9fpREaPrpe3jbOhfv0S/PvfrYiMfITV6nANRmazneRkM59+euSpjpsVFxcv8BJuEbi1Z6fH0qK1X0BbOMBjuUKtpnK3Xh5NUIYHD9gxoBermzXAmpaKqNGiLRxAoSpBNJn2OV3Xb0MQBCRJ4sLiRSyrHcT8YgVZWqsql39e5NX4izodYg7atL/N/cGzokeSsJlNXN+4zut+WRE8aJisNq5SpaLW62PydIy84G9p8CVJYuLEfY/jns4/YibHzVtv7eHrr0OoUeMnypb9gR491ruaZfKCQYNqyfKneIPVauf8+buu3599dpQhQ7awbduNHHn1M6HXq9ym6YIgsGRJF3x91a7KIR8fFQEBer77rn2er+t5oWzrdki2vNMG2I0ZHD8xnEVLujJ1ajPmzn2VNdOKoZAhw7IZjVxe8t9nur5i9Rt4jdUXq+dZ9pgVcgyZOa0rVszXa9WTSqWgYEENe/dG5XhOi8XBunVPWEk++aQ5Pj4qt5mbXi/Srl0FfH3Vrn8ajZIPP2z2TFrAISGxsu+2wyFx8OCtpz5uJiyp8rMEh82KOcVTYEYQBDqtXI+mUGF3zVhJ8kicSg4HW7p3JOboERwWC3azGZshA5vRQIuvv6PO6HGuIoKw+f/hwOR3yEhwfpeGewmE/Otjzv/w7VPd18Orl2VnIjaDgaSreQvH6AIC6L51DwE1aj0WZtfgX6UqXTdux6903vWlc8PfMoYfF5fGvXvypYEJCRnMmRPqapg6eTKGrl3XMm5cfeLj0ylf3p+BA2t4dCJmIjDQhw0bejN69E4ePjQgCAJ+fmq0WpHbtz1faLVaSbFizuTnlSsPWLo0fzFZhQIPHpx69Upw9uxrrFt3lVu3kqlTpxjduwc9JU3D0yNi/RpOfjrVFYfOhKBSIcnETwGKN2iIUqmgbduKtG1bEX9/PSe+PeTqZswOSw711nlB4apBlG3djuhDB9yUtESdjkYfTctx365dq7J27RUPKmW73UGrVp79DsWK+dCiRVmOHr3jFvbTapXUr1+CevXk9ZWz4/PPT9C5cxVKlvSjatUADhwYzOzZpzhxIoaAAB1jx9anT59gtFo127dHYDbbaN68LP7+z0aKl1M4UG5Azi9KN2vp1CnI/r4oFJR8qZnsPoWrBVN71FjOff+Na5nDauXXf32Cw2ajVNPmmFOSMackkxEfj2Rzf+9sRiOhX82k1BZnEaHdYiF09peuTmzXdgYD53/4hjpjx+fozcteY3B1Eq9c8jD6ol5PoWrBeT5OkRo16Xf4JIb79yngp8Gmy394Ljf8LQ2+SqXwOj1zOCSPj85otPHdd2dwOCQ0GiU//HCa775rz7FjTv6bAgU0vPbaCwwZUhuFwpm8PXv2NSIjH2GzOWjUqAxLl17gnXf2eZRtKpUKOnasDMCuXZFYrfkj0erRo9rjRhr3ME7hws4P/8/CnQN7OfruRPekrSCg1GipPXospqRHXF+/BrvZPRGVFBFBRsJdfIqXcC0r2VS+uUdQKCjTotUzX2v7hUs5/8NsLi9ZiCUtlcAX6tFk2ucUq5vz8/voo2YcPx7NgwcGDAYroiggikpmz26Hn598s9z8+a8yYsQ2QkPvolY7+W0aNCjJ2bN385TYBXA4HKxYcYn33msCQMWKhZg3r6PHdjqdivbtn069TQ5Nm5aR/W5EUeDVVys/8/Ebvv8Rtw/sxZaR4TL6ok5PuXYdCKheQ3Yfm9HIhbnfe1As2IwGTn46FaVGg1KlwmowgoyWAsCj6096OdLjYpG88vsLpMVEU6iKJ9dQTqg7fiI3t232/BbUaoJ698vXsQD0gYH4/k7MAn/LkE6xYr5UqVJYNvbpLR6aNWZpMNgYO3YXa9ZcIT4+nWvXHvLpp0cZP353luM4u2iDg4ugUAj06BHEa6/VRaNR4ufnnGYHBOhYv76Xy/N+mrrmNWuu0KLFMpYu9V6G9mfgzKwZnhU6koRCqaB821do+c33svS1pqSHHJ7kzpJdOKgaFTt1RdRlyQUoFKh8fWn4wcfPfK1KlYoG737AiKs3GRPzgB7b91KsfoNc9wsI0BEWNpbPP29F165Vef31uhw8OJjevb17bQUKaNi4sQ9Hjw5l0aIu/PrrCEqXLuA11CMHi8UhO1v8vaHVivz446vodKKraUuvVxEY6Mv06Z5VNPlFwYqV6Lv/GJW79URXpCgFK1Sk8cfTaLdgidd9Uu/c9s5973BgNxqxpKYi2axeE7wFyj8ZFLUBAUjeSoqtVmcpaD5RuFowryxdhU+Jkog6PUqtloDg6vTYthe13x/LMJob/rYi5hERD+nceQ0Wix2j0YZOJ7oMbl6ap+QgigLr1vWmWTP3mFrWa3vwwMDp03EULKjhpZdKu8VEw8MT6dBhVb5COpnQapWEhIx4Kora34OHaGGlUrLt7aJeT7N/z6JY/QZsfLUtNoNnaE2hUvF6ZCyiTue6Nsnh4Mryn7n0358wp6ZQukUrGkyZ+twaTp4Wz+PZde++jpCQvOvP6vUqpk1rzvDhOYvM/178UnfupLBixSViY1Np0qQ0PXsGPxW9yPO4PmNiIr/UDXZRbuQbCgVt5i5w87T3jhrO7T073Y6pUKsp17Y9HZd6b9rKDZIkkXLrJkq15pnj7v8vYp5PBAUFcPbsa3z8cXMGDqzJRx814+DBwR7x2PzAZpPo3XsD48fv9hqaMZudAuFvvrmH1q2Xs2xZmEuZKji4CKNG1UUU8+/qOxz86a3uWVGgjDxnjyAoKFixEjajwatn5rBaWd++FVeWLcHx2CsTFApqDnuNASdDGX7pOm3n/TdHY/8w/Cp7XhvCsjrV2NDhZW7u2PbsN/U74aWXSslWdul0Ilqt6DbzUyoFfHxU9O6dt6Ynu93B4sW/0bjxEoKD5zNq1A5u3nz0TNdbrlxBPvqoGfPnv8qQIbWfmkvqeUBXpAilW7RyT9rmE6FfznAr7335u/9QqnFjlBoN6gIFUGp1lGjYmDb/+emZrlUQBPwrVn6uSdbnDeW0adP+7GuQhcMhTTOZniRgtFoVWX/nBVqtSP36JXjllUrUr1+CoUO3kpCQnqfqGG/I1BJNSTHTpk0Ft2uLjU2ldesVnD9/l5QUC4mJRk6ciCE8PJGuXZ1xwZYty7F27VWSk/PnsUgSNGpU6qmqMJ7m2eUGfdFAbu/b7fYhCaKIX9myNPnsc3RFivLbPJlytccwPUwk7sQx7oX9RsUuPfJ17nsXzrG5SweSwq9iSUslI+Eud/bvQbJYeqy5AAAgAElEQVTbKdlEPvn3tHgez65q1QB++eWiW1hHqRQoVEjHhg29iYpKJjY2DYVCIDDQB4vFqaFgNtupV6+4VxF1rVbFyJHbWLz4Ag8eGDAabdy4kcSaNZfp1KmKV10Di8VOYqIRjUaZo0D7s+J5vXfl2rbn7q8nMSU9RNTpkZCcH0ReohOShMNmIyC4OoWqVCU5KpK9I4dy92wokiShLVSYFrO+ocm0z2WbuP4sPMuz8/HR3AVky9v+th5+dly+/IBLl+7LeviZVLCQcyleJux2iSVLfvPw8mfPPkV6utmtdttotLFvXxSXLz9wLStZ0ruEmkIhyJJeaTRKmjQpzfr1V1m8+LfnLmCdX1Ts1IUm/5qJ2q8AKh9flBoNJRo2pvumnQiPE1YtvvoOUafzmrywGQ1E7d3LvQvnsKSlcvzj91kcVI6FFUqy9/VhpEbfkd3vxIfveahb2QwGzn3/Ta619X8GAgN92LNnoEsMXakUaN++Inv3DqROnWJs2tSHU6dG4OOj4v79DB49MnPnTirffPMrQ4Zs9VqAEB6eyK5dkW7JYIdDwmCwMXPmSY/t7XYHH3xwkIoV51Kv3kKqVv2Rr78OeSYH6I+ApqA/Pbbvpfe+o7SZu4C+h0MoWqeuZ926l/fMajSQFBGOJS2VTa+24965UBwWC5LVSkZ8HIfffpOUWzmXy/5d8Les0pHDjRsPc/RmhgypRVjYPQIDfdi//yZWa84fgd0uERmZRHDwEzHwQ4duyzbq2O0OTpyIdgmHjxxZl5CQOI/tAHQ6JTqdirQ0i6uaSK9XUb9+cfr334wg8DhEJNCpU2XmzeuYp0Hq90DN4a8RPHAIKbei0Pj741PMXQC8aq++iFotB8aN9spvYjObiTl8kMOTJpB884arGuPmjq3EHj/KgGOn0Rd7ItYtSRL3zp+VPZZSrSbh7BnKt3vlOd3h80OlSoVYv743DoeEIHgS482dG4rBYHXjyjEabZw6FcfZs3dp0MCT8Ov4cfkB0eGQOHnSU1CuS5e1nD37pCfEanXwww9nsNkkpk5t+rS35oaU27dIvnkD/wqV8K9X67kcMxOFg6q5iPQ6r9nIxk5tSYl8zFwpCKh9/WRZMgXgzKzPCf1mFpLd7lEWareY+e2nubT88unq8P+X8I8x+BUrFvLqyUiSkxd8164BnDoVx4kT0Vit8qGIrIiKSnYz+N44bJRKBX5+T9Z16VKFIkV0JCbK8NDYJHbuHMCmTeHs2BGJr6+Kfv1q8NFHhz3K+nbtimT58osMG1bncQdvDJs3X0MQBHr2DKJp0zI4bDYid+8i8U4cxRs2wr/is5fXud2bWu3GZpl46SK/fj6NhDOnUBcogMNmw2byLu+nVKtJi4kmLfq2e+mdw4E1I53fFsyjyafTXYsFQUDUamU5fCRJQuP3/GuXnye8Dc6HD9+RdRZMJitjxuykUCEd3bpVZeTIF1zvWaFCOq/5IJPJhtVqR6Vyzlz37YtyM/aZsFgczJ9/jrffbpRvkfKssGZksPf1ocSdPI5SrcZusVCmSVPaLlzmVqly78I5Li38ibS4WEo3a0HNEaPyLXIDcOE/35MRl8VpkiRsJiOCUulRrZNp4CUv4UXJZiPx4l+rCu73wj8mpFO7diAVKng3BseOOeutK1UqlKfmGMCDUGrEiDrI5SmNRpsbB7kgCPz8c1e0WvdEXiZlcoUK/kye/BKHDw9h+/b+iKJC1lAYjTYWLryAJEmMHbuLoUO3snLlZVauvMTgwVsZPWQ1S2sFsWXwII598C5rWzZh/5iRrkTp80bilcts6tKemMMHsGakk3E3HuOD+znHWiUJCWQ59B0WC7FHD3ksr9qnPwqZeKvKx4fiDeXklP9YSJLEoUPOxP2bb+7hyJE7udIae2uacjggNjaNS5fu8803p2jbdgXp6U7D1amTd2Iui8XOnDlnXNcza5Z3JlW73eG1UTGvODL5LeJOHMNuMmFJTcVuMhFz8gQH33KS01nS09gzcjAbO7bh+oa13P31JOfnfMvqZg3cQneW9DROzZzOLy8Es7R2ECc+fh9Tknv40m61cmnJQo9BP5MsTeXrh8rXL89atoJSSaEqQblv+DfAP8bgC4LAnDmvePWwVColDx5kULSonh49glwxfe/Hg1u33NvBy5UrKMvEJ4oK1q93F/lq1KgUO3b0p23bChQpoqNGjaJ8+217+vevzrp1V9m/P8qV5EtONnmtCkpONjN9+nF27ox0CXNLklPqbve+aK4kFcSSlobNkIHdbOLWnp2E/TQ3x3t7WpyaMU3W8/YGpUZDp4WLKFihoteEmT5bmAigybTPCahWHZWPD4IoovLxRV2wIJ1Wrvdes/0HweGQGDVqJyNHbmft2qusXXuV4cO3MW7c7hyN/qhRdT1oqrPDZLIRH5/Gzz87vVG9XsWUKU1kt3XmmcKwWu00a7aMy5cTZbfLvOacRMozqRUmT97Pxx8f4eJFdyoSS1oqUTu3eZRO2s1movfvI+X2Lda2bELUjm3OESzLenPyI0KmOTnv7RYLmzq1J2z+f0iPj8OQcJfLSxezrm0Lt1CNJSUFyUtntsrHh86r1tN96y5888i0qlSrqfPGhNw3/BvgH2PwwVkW6S3sYrc7KF/eKfjRpUtVD7qA7JAkOHz4ttuyo0fvyPKV22wO9u71FB2vXbsYq1b14OrVNzh4cDBHj96hRYtfeP/9g4wZs4tatRZw4UICTZqUls0/KBTw8KGBn346J9vYY0HFRWq7X4vRyMWF8uVnUbt2sKlTW5bXr8n+N17n0Y38lYEmhJ7OW+UEoC0cwJCzl6nRrz9BffqD4Hl/gihSre9Aj+VqXz967zvCq8vX0vjDz2j59XcMC4ugaO2c69b/CBw4cIsDB265Bl94PPjuvsnhw/Ixd3Dq6jZuXAq1WolWq5RN3AOYTHa2bo1w/S5e3AcfH/mBIjXVzMSJe3NliW3WrIzX0kubzcGAAZt47bUdLF9+iUWLLtCly1pmzQpxbWN8+BBBKX8NCrWK336cQ8Zd+ZyV5HBwZ/9eAKJ2bCU1+rbbwOGwWDA+TCR81XLXMk2hQig18jMiu9lMoapBFK1VhwLlysvf8GOZQ5WPD7oiRemw+BcCgn8f7v+/Gv5RBl8UFY8ZDd1fTp1OZMKEF9HrVUiSxMcfH5GNp7ofS/Dg2/H313r9UHPjOVm6NIwtWyIwm+1kZFhJT7fw6JGJfv02EhQUQKtW5dyuW6FwOkt2u5SDKIaAXeZPbJEhqjr77VccGPc6CaFnSIuJ5sbmDaxr04ydg/uyb8xIonbtyDUUpPUvlOP6TCi1OlrP+dGVjPUtUZIOC5c+pod1nyEdfnsCd8+c9rwzQaBUsxbUnTCRqr37oXrM2GlKfsTR995mUeUyLKxQgn2jR5AW65nA/L2wbt1VN2OfCYPByvr1V2X2gGXLLlKjxk+Eht5FFAWUSgX165eQ3RZwxe1jfw3BOGc0kzM+YSoz6cAexCyaAnXqFGPLlpwH7YIFNTmK1a9ff5XTp+Nc95RJEf3jj2e5ds05a/AtWQrBS0GE5HAQc/RwjjTXmaGXOwf3Y5MJ7dmNRm7vfdLlrlAqqT/pXQ+WVlGno2qvfi6GzRfGvenevf0YKr2eoYeP0nPnAYZduk65th28XtvfDf8ogw8wenQ9Zsx4mRIlnMa6aFE9H3/cnHfffQlw0hHHxOTe1i6KSoYMca9C6N07WNYT1+tVjByZs/f500/nZLlWbDaJ/ftvsXhxF6ZObUr58gUJCNBRp05xjxxAdqixUIvLHsuzMw2akh5y7rtvsGUllHI4sJtM3Nm3h8jNGzgwfhQ7B/TK8cOtNeoN2Q9M1OnwLV0GpVZH0Tov8OryNZRv784NU75DRwLr1nez95LNhjUjnX2jhnqEQySHw2MAspvNbOzYhvCVy7GkpmDNyCBy22bWt23hIYDye8HuladFfl1ISAyffnoEo9FGWpoFg8HmQYmdHb6+Gu6HXWBVx1dIvvIbCiQ0WHiRswxiJeB0Yj77rHmOMoxVqhTiwoVR+Ph4b2paseKSbGe61Wpn82bnTEOpVvPiO+95/O1Vej1133w7ZzIyhYJKXbo7rzmgiHzcXRDQBrgndl8Y/xYN3p36uHFKi6jTU33oSFp8/Z1rm3Jt2vPi5PdQajSo/JxxfY2/P51Wb6Rkw4YEVK/hQbH8d8c/pkonKwYPrsXgwbVwOCSPmL5arXzMDCjvzep0Ig6HxJdftqZqVXfejfLl/Zk8uRFffhniiuUrlQoGDKhBx46VcrymrBzoWWE0WomPT0MUFYwdW99FmDZnzhkuXfJO66zXq6jql0b1lBgcWQ4t6vQ0/mS627Z3z5xGoVZ5EJ1lhS0jg7tnTnNj8wZnCCYbbu/fw63dOxBEJSiVKFVqFKKIQiXSec2mXInKrBkZXkNCltRUHl6+RJFatTHcv8/xD6dwa9cOJIedEo2b0PyLbwgIrs7NHVsxJCTgsHpW+1xa/F8avv9hjtfwPNCrVzBHjtzxEC7x8VHRs6cnB8+PP3of6BUKQbayLDw8kdNfrHIfoAEVNkoRR3DBRN7/YQQNGpRCpxO9krZNndosV3U0b53pDofklld6YdxbqHx8OPvNlxju30NXNJBmUz+k8qARqP38OD3jX7L5HZ9ixXnp038DTuGSy0sXY7e7bydqddQc8brbMkEQqDthInXGjsf08CEaf3/ZPFC9t96h+pDh3D31K6JOR8mmzT20lv9J+Md5+Fkhl8BVq5V06VIFtdr90Tibs5zLSpcugCi6M3JKksSUKQeYPfsUoqhwGfx//7sVX3zROldZtQYNSsr2jdjtEr/8ctHjw2/cuDRqted4LQjOxq7vv2/PznMf0uj9qfiVLo3Kx4fSLVrSfdtuAuvUdb9nX1/IQ+jdZsjg2pqVHsvPfvsV+0YNJ/7kcaxpaY/vVeKlT//F8Es3cjX24Jxl4CVvIiHw4HIYyVE32dixNVG7tuOwWZEcDuJDTrCpUzvSYmOIO3kca4ancpLdbCZGptrn90DHjpVo1KiUG1W1Xq+iadMyssyW0dHys0mbzZFDgYGC+xfOy64TkPBLvcXbb+/n3r0MJk5sKPteBQTo6Nw5d/m9Xr2qeYRAwen4ZGXQFASBmsNfZ/jlG4yNT2LElUgaTJjgWh5Yt/4TMj1BAIWSyj16M+jUBfRFnaXNhasF03T6DJQaDaJej6jTodRoqTthEqW8dFArRBF9sWIoVCpSom6SHu+ZK9AWKkyFjp0o06r1P9rYwz/Uw88NX37ZhsjIR0RGJmG3OxtljEbbY45zh0s6MTLykathZdOma6xfH47J5D4z+OSTI3TqVDnHKgiADz9sxuHD8o1bcXFpHDlyh9aty7uWNWhQgoYNS3LqVJyLjC1TQnH79v6UKeOsfa47fiIvfzQ1RyKmEo2boNRosOZFji2bB25MTOTcd1+7Jdokmw273c6d/XupOfz17EfwQFpsDBs6tPJaxWLLSOfkxx9gNRrB4fBsnDGbCPtprpNyOTO5kQ1yzJ2/B5RKBStXdmfHjhusXx+OIEDfvtV59dXKsga8YcOSREYmefzd9XpR1rvWaJT061cd/c5AzDJdxQ4UpEq+ZGRYWLjwPB991IykJCNLloThcEhIkkRQUABbtvTN0/0MGVKb1auvcOtWsmumoNer6NSpstc8gyKb9KBSrabbph1EHz7AnX17UPsVoGrfARSu6lkKWXP461R8tauLtqNcuw656hpHHzrA4UnjMaekIDkc+FeuTLsFP8se/5+Ovy1b5rNCkiROn47n6tUHzJ0bSmyspzHUaJRcvDiaChUCaNRoERcueMZdtVqRadNa5BrDB6hXb6HseQAmT27E+++7d0NaLHbmzz/LsmUXyciw0rp1ed5/v4mr2igTeXl2986Fsq1vdyS7w9kVK8eLrtfTYtZsqvUf5Fp2c/sWDk0cLztYKDUaxsQ88Fie/drW9OhB1O6dXj38vKBo7RdoMu1ztvbsLLu+eMPG9NyxL9/H/b3fu9u3k3n55eVuISBRVFCqlB8TJzbgww+PYLM5sNkc+PioqFDBn+3b+xO9fR0nPpjsJuQhAQb0fMs72BGpXTuQAwcGA5CWZubmzUcEBvpQsqRfjtdkzcjg/m/nUfn6UrT2C5hMNtatu8qmTRHo9SKDB9fi1Vcr5zpr/SO+2YdXr7CxY2sPLnqNfyGGnLuE2lf+Xv9oe5Jf/F5smf/v4XuBIAg0blyK+vWLM3WqfDhArVYSFnafChUCePRIvv7cYrF5jc9nR5kyBWUNvk4nEhjoyb+jViuZOLEREyc+e7NRsfoNGBZ2jagd20i/G0/8yeMknD3jihOLeh8C67xAlV7unqGTK0f+mHkho3LYbNzau/uZjD2CgF/ZcqTcuY1CpXaP4T9G0jX5Cpk/G+XLOw341KmHOHMmDlFU0KlTZWbObE2RInqaNCnDmjVXSEw08vLL5ejYsTKiqKBav4EYbkdy6oc5mO0KBCTMaFjBYOyPP+tMpTWApCQT3357mkOHbqFQOM8xfXorihZ1n3mG/Xc+p2dMQyGqkBx2tIUK03H5WoYNq8OwYc9PTPt54cLc7z2pkyUJu9nEjU0bqJFNtDwrkq6FE/r1F9wNPYU+sBh1x71F5R69cx3I/pfx/wY/F4iiAo1GlOWwt9slChVyViC0aVOeZcsueVRFaLUqmjTJWwPIuHH1CQu751HWJwhOgZXfG2pfP5f3Lk16l+iD+7i2ZiV2s4UqPXtTsXM3jxho6eatEGQsvkKtpqpMcjcrbCYTy7u08ypIkVeIWi0vvDGBjHv3UGrkDb6cEEX63XguzP2emEMH0RQuRPDAoaTHxXJr13ZUvn7UHP4aDUYOe6Zryw0xMalIksT69b1cSm0HD95m7txQihXzoWfPYD780DN+LQgCbWZ9SUDnoYzs8BWpVjUxlEEiU7hEZMwYZ+7kwQMD7duvJCXF/DgX5GDr1uucOhXHyZPDXfmGOwf3cXpmZnLV6cBYMzLY2uNVhv52zVX6+mfAbrViMxpQ+xXAYbFw58A+jIkPuHfhnKxmsc1gIOlauMyRnEi4cIENr7TGbjIiORwYEhI4/M6bJF65xEvZihr+Tvh/gw9s336dGTNOcPt2CkWL6ujZsxr9+tUgOLgIgiDQr191F11tJgQBAgP11K4dCMCbbzZk48YI0tLMrrp4Jz1zcRo1KpWn6+jQoRLjx9dnzpxQVCqlK9m2bFnXZ9YrzS8EQaBc2w651igrNRpeWbqSXUP6ITkk7CYjKh9fp5rRR595bG83m7m5YysJZ06RGhNDQlhOHCbO5K8cVD4+CAolDruNZjO/pniDRthMJtlOW1Gno9Zro92WpcVEs65Nc6wZ6c6W/Jtw72wogqBAcjj/zomXL3L32CFazlmQ4zN4GsTFpTFy5HbCwx8gisrHSf/GbNwYQVTUIzIyrGg0SmbNCmHRos60aycvZVi+ZgXeW/wuY8fuxEehACSsVgdvv92YFi3KArBkyW8YDFa3xL/N5uDRIxNbtkQwcGBNAM7P+c6j8geclAVRO7fJVmflF5LDQUbCXVQ+PmgK+rstf3j1CkgSATVquv6OVoOBkx+/T8SGtUh2O5qC/lgNGQgKBQ6b3Sv9NpBjCfGBKe96iPPYDAYu/nc+dcZMQB8Y+Ix3+tfEPz6Gv2FDOJMn7/coXRNFBYGBPrz55os0b16Od9/dz8WL95EkCaVSgY+Pis2b+1C5cmHXtcXEpPLVVyEcOHALvV7F0KG1eOONF3OlaciOBw8MhITE4OOjonnzsmg0zzYu/xHxSlPSQ25s3oDh/j2KvdiQsq3bedQ4GxMT2dixNcbERGc1jSB47cxViCqChw4nYvUKt/isUqulTKs2vDDuTexmM8UbNHLzPO+eOc3OAb2QJAcOmw1BECjzcls6LFrmlkw8OGEM1zeu8yqLlwmVXk+3LbsIfKHe0zwWWdjtDurWXUhCgrvBUSoFBEHwmCXq9SquXBnr0Q2b+XeNi0tjyZLfCA2Np2JFfyZNakz58k94o7p2XcupU/Kdrn36BLv0cn+pV4N0uSY1hYJGH3xM/Unv5us+s793kdu3cGLqFMypzuRq6WYtaf2fn3h0/Rr7x77mygOJeh/azV9E6Rat2N63O/G/nnwqxSuFSk35Dh0J6juA8u1fcXMGfioV4OLeyX6v/pWqUH/SZKr07POn1en/fwz/d4AkSUybdsxLHbSD+Pg0pk49jFqtoFOnKnzySXOuXHlAqVJ+vPxyeTf5QodD4saNhygUAq+8UonevYNp0qT0U8UDixbV063b/1aFgbZwALVeG5PjNic++YD0uDgctscfmjdnQxCoNXosTafNoEj1mpyeOd01QFTrP4im07/w2sxTomEjhl++we19uzE9fEiJxk1kBbLvHNiXq7EHJ31z9KEDz83gOxwS/fpt8jD2wOOZoeczUSgEDh++LVtGefjwbUaM2IbNJmGx2Ll48T4HDtxm376BruRs6dJ+sjX9arXSVc0FEFi3HhnxcR4hEpVOT5Fa7hQd+UXs8aMcmjDGbfCOOXaETZ3aYbif4DazsGZksGtIf175eQV3T/361PKGDquFqB1biT50gLJt2tJh0S+u71Gl12NOkSmJdThIvhHB0SmTuLVrOx2WrPD6DZtTU8iIj8e3VKm/nHatN/yjDf6jRyaSk3Mn+7JYHOzefZNSpfz49NMWHusdDonXXtvO4cN3MBisCAJs3hxB9+5BfPddOwRBID4+jU2brpGUZKR587K0bFnuT+Ox/zMgSRJR27c8MfY5QKnREjxwKAA1ho6g+uBhmJKSUPv55SkRLOp0VO7WM9dt8gKFKMp2Dz8ttm+/7tXb9gZJkmRzSFarndGjd7p1whoMVsxmG++/f5Dly50drKNG1WPnzkgPx0apFBg06Em3+IvvvE/0gX1uRlmhUuFbqhRlX26br2vOjtCvZno0Xkk262PaC89BzmGzErZgHvY8vC+5wWbIIPrgAaIP7adcm/YA1BkxktD/zPE66NsMBqIPH+TuqRBKvuReHWe3Wjk+9V0i1q5yFgnYrFTrN5BmM7/+y9f5/6Mbr3x8VHk2uiaTjZ9/DpOtFd+6NcJl7OEJW+WWLRGEhMSyZUsEjRv/zKxZIcyde5aRI7fTrdu6pxIz/19GXmmZg/r0c6uhFhQKdEWKuIy95HBgTkl+Jprn6kOGP+buyQWCQKWu3Z/6PNmRXeowL7DZHDRvXtZj+alTsbKduHa7xIEDt1zr6tYtzsyZL6PTifj5qfHzU+Prq+K//+3k5uEXqVGTLuu2ElCjFoJCgUKlolLnbnTbtIOE0DPcPXM6x7h4Tki8fEl2ueSwyybtHVYrMUcPP3NCPxM2QwY3Nm1w/W7x2bRcif5sRiO3du/0WH7iwylErF+D3WzGmp6G3WTi2rrVnPjovedyrb8n/tEevkYj0rt3ddavv5onDnxn85XdFVO32x0cOXKHGTNOyhJmGY1WVq68xI4dkW7GPSPDSljYPebPP8vbbzd+fjf0F0Ym2VnssSM5fmg5cZhLkkTY/Lmc+/4brBnpiFotdcZO4MXJ7+ebFrnu+InEHjvCg7ALWDMyUGg0SFYrCpUKu9mMQqVCUCpp/+13uTb+5AfZKReyQqEAnU6FxWJ3NV3p9SLjx79IsWI+SJJESEgsx45FU7CghipVArweyyn5KpFZMztoUC26dQsiJCQWURRo0qSMrOBJiUaN6Xf4JDaTCYVKRfSh/axu2sA1uCpEkbbzF7o85bwgLS4Wq0Geb18QBAQvpbTPVKorfzbX/0SNRra6x21rpRJRrycp4hqp0bcpXLUa2oCAx5Vr2aigjUaurVlJk0//jcrXu4Tpn41/tMEH+PzzVty9m8bx49GPO2m9o1QpP1cC9s6dFLp1W0dqqkmWXAoylbRSZWcRJpONlSsv/2MMPkDzmV8/bpIxyX/ggGS3c2v3TlrNnuOx7sJ/vuPs7K9ccokWq5ULc3/AmpFBk2mfA/Ao8gZXli4mPS6WUi1aUq3PANkPUKnR0G3zTuJPHicu5ATawoWp1LUnKVGRRB/cj8rXlyo9elO2dvBzTXh36VKV8PBEj/CKIMDbbzdi2LA6zJt3lmPH7lCsmC+jR9elbduKWCx2Bg3azNmzd10VPN4gCE7K4+xEfr6+all6BzmIWi3JN2+w7/VhHqGYvSOH0O/oKQqWr5CnY93YvMGpRCXjrQsKJaJOh8VmzTO1NoKAqPfBJkOj4Q2i3oeqvfq4fitEkYIVK5ES5Ulb7tpGKXJ7327C5v/nsSNgoXiDhihEUTavoFCKZNy7i79v7pQVfxb+8QZfr1exenVPIiOT2LbtOqtXXyE6OsXj3ctkH8xM4AwdupWEhPQcBaB9fFTUqFGUixfvy67/p4V0ClWpSs9dBzk6eSL3zofKV0ng5FDPDrvVyrkfZnto49qMBsIWzKNS956k3r7F4YnjsFutSDYb0YcPcP772fTZd9RNFzcTmbOOUs2e5GV8AgMp2VheVOR5YNiw2ixffpH4+DQXDYdWK/LSS6WZMqUJCoXAv//dymO/RYsucOZMvGugyJyRiqKAVititdqx2yU0GiVarcisWa2f+Vov/bwIu8zfyGGzcWXpIppMm5Gn41hSU72GZvzKlqXjstUcnjiOB2EXkGSoMzz2KVOWXjsPsK5tc0xJSV6dh0wISiVKtZroIwcpXC0Y35LOMumm02eyb9RwT1I3QUCp0eBTvASPIiKcx3+8zd3Q017vRbLb8SnuqT38V8I/OoafFZUrF+addxoTGvoa1669wbvvNnI1VZUvX5B5816ha1dnXPnGjSRu307O0djr9SpatizHqFF1ZeP+oijQoUPODJp/NCRJ4saWjWzs2IaVjetyfOoUWTKqp4Up+RE7+vckIfSUV2Ov1GgJHjDEY7nhXrFQld8AACAASURBVAKSTT7sJtntbO7UnoOPq0AyP0ibwYDhwX1OPlZU+ivA11fN/v2DeOedxgQHF+GFF4oxY0YrVq7snmM+afnyS7LVZGq1knHj6tO3b3WaNCnNuHEvcuLEcCpXLvzM15py86bX+HpyDp5xdpRp1RpRhstIoVZTusXLXFq8AJvZRJlWbSjZzLMoIitEvZ76k95FX6wY/Y+dot47U1CoZRg/BQGVr69L49ac/IjLixeypkUjkiKuAVC+fUc6LFlO4eDqoFSiLliQYg0aUW/Su3RatYGMu/Eeg4nDbEbCM+kv6nRUHzbyD+Nselr84z18ORQqpOO995ry3ntNZSmUHz0yuZVkZoUgQKtW5Rg8uBadOlVBoRAYOrQ2K1dedsX51WoFBQpomTLlpae6PoPByooVl9i48RpqtYJBg2rRu3ew12vKK058+B7hq5e7SuSuREdzfeM6+hw4RoGy5Z7p2AC/zZtDelys16m7yscH/ypVqfvm2x7rtIUDkCTvnp/XEJHNxq1d25/ugn8n+PlpmDSpEZMm5Z0Sw2iUHyBtNgeFCun44IOmsuufBSUaNSbupFOnNitEnY4SDfMeiiz5UlNKNGzM3VMhLm9aoVKj9vXj+rpV2MwWJJuVh1c8tRuyo86YcQQPGorVYODMlzO4tnoFDosFFAoUoojDYkHU+yDqdFjT092qcBxWCxableMfTqHiwYOAkzNfstk5OmUSpuRHPAi7gKjRULx+A5RqjZfQjZKgfgOJWLvKqdQmOagx/HVe+vSv36H7j2+8yoqkJCNRUY8oXboAxYt7T7ykpZkJCpovKy5RrlxBzpwZ6Va7K0kSO3dGsmjRBR49MtK2bUXGjq3vwWOSFxiNVjp2XE1UVLIrJKTXO+kbVqyQ9xLz8uxSbkWxpkUjjxdcUCqp0rMPbef9N9/Xmh3L69ckLSZafqUg0GHxL1To2Nlrs8uRdycSsW61hwHKDUqNljEx8mG13PBHk2ylpJjYvv0GSUlGGjYsRaNGJREEgQ8+OMgvv8hRd4gcODDIQ5vhWeDsKUnClvqIU4PaYE5Jdg3SgkKBuqA/g06dR1so51lE1mdnt1q5snQxV35Zgs1goGKnrtw98yv3z5/L83UJooio1dJx2WpOfjqVh+FX3RK7gihSrk17yrXrgD4wkIPjx7hp4bq2Uyj4wGAiJdVEQuhptvXu6hbWEZRKfIqXwPgwUfZd0wYEMOLKTexmM4b799AHFstzmW9e8ZduvAoKCnoF+AFQAosiIiJmZVuvAX4B6gMPgX4RERG3n8e5nwdsNgcffHCQtWuvolYrsVjstGhRlgULOskKRMydexa52mFRVPDFFy97NGoIgkDnzlXyxD+eG9audVLVZo3/GwxWfv3VWb3RqtXTeeKxx48iKDwNrWS3c+dA/lkm8w0Jzn4zi/hfT1Kt3yBijx/hUcQ1itSqQ1C/AWgKFKT5jK+wpqe5ldflBQE1auZ527TYGOJOHEPl40vZNu3A/4/jjzl2LJqhQ7cCTtI9tdpJzbFqVQ/efrsR27bdIDXV5Cou8PFR0b170HM19sePRzN+/G5SUy2ARIUCYxlZ9hDpV84CUKppM1p+/UOuxj47lCoVtUeNpfaosYAzD7CgdJFc9nKHZLNhTU9nW68uXtebkx9RY+gI4kJOIHmh5RCUSjJ5S87O/tKzP8Bux5ySTNnW7Yg5ctCtKUzU6Wk09VMEhQJRp/Oum/sXxTMb/KCgICUwD2gHxAKhQUFB2yIiIrLSE74GPIqIiKgcFBTUH/gS6Pes535e+OKLk6xfH47ZbHclw44di2bMmJ2sXNnDbVuj0cqCBedleesVCme5mzfcu5fOjz+e49Ch2wQE6Bg9uh4dO1bKVzfupk0RsrHcjAwrO3feeGqD7+SmkQ8JqZ6T91Jt4BBCv/SW6JN4ePUKSRHXuLTwJ5Qa53Ra3LqZ0G++oNeuA/hXqkK7n5ZgM5nzFaYpWid3ampJkgj57EMu/7wIQSk6n4Uk0Xv9egq9+PzDJdlhMFgZPnyrW3mvzWYlNDSeOXNCmTLlJY4eHcqPP55l374o/P21vPlmQzp0yFulTF5w61YygwdvcXu/rhg0fJrWlZDQtQQG+qKUi5c/BQSFAkGhlE/QKhQoVeocFdi8IfGKs96/eINGKOSE1RUKyrV7xfXNeSNYsxmNBNatR4lGL3F+zreYHibiW7oMjaZ+8lw4hf4sPI+kbUMgMiIiIioiIsICrAG6ZdumG7Ds8f83AG2CgoKee5tpVNQj3nprD40aLaF793Xs3x+V6z42m4MlS37zMKJms51jx6K5e9edrvju3XRZBSFwxubj4uT57GNjU2nR4hcWLbpARMRDQkJiGTduN9OnH8/bzT2GTiffyadQCLJ11XlF+favuEjDskKp1RI8ZPhTHzcr6k2YhL5Y8Ry3yYy5ZoaWbEYD5uRkDk5weoaPIm9w7/zZPJ9T1OvzRIsQuXUTV375GbvZjM2QgTU9DWtGOht698KURWjEmpGBJS9CMfnEwYO3ZMXoTSY7y5Y5CeaKFtXz2WctOHlyODt39qd//5q5Ogvp6Rb++9/z9Oq1gVGjdnDypHdB98WLL8iKrthsDlauiXhuxh6cBr9Cx04Iouf7rPEvRNPPZ8knY3OBrohTPUupUtFh8S8osne+OhzE/3qS5Fu3AChYqXL2QwDOPIV/xcq88MYERoZH8UZCMkPPX/mfNvbwfAx+KSDrWxT7eJnsNhERETYgBXh+81DgypUHtGmzgvXrw7l1K5mQkFhGjdrBDz+cyXG/tDSzV91OjUbpwU8fGOjjVajaanW4cZBnxRdfnCQ11f1cBoOVRYsuEBvrGWf0hsGDa7rJ52W91r59q+f5ONmh9itA+0XLEHU6RK3OWevs40Oxei9Sb8Kkpz5uVig1Ggafu+wkpcpPC7ok8eDib6TFxrC5c3sMCXfztp8gIGq0VO7aI9dNw36aJ8sUKQGRWzeTEnWTzd06sqhKGRZXLceGDq1IzEOSMa9ITTV71Z59lJj3evOsSE428fLLy5kx4wTHj0ezdet1Bg7czJdfhshuHx7+UDYvZTbbuXbtYY7nslut3Dm4n1Mzp3Nh7g/cOxfqVcEsE82/+AbfEiVQ+TjzZaJWh8rHh1eXrqLmsJFU7tbL2Y2WD+iyiJ1bMzJkq8HMj5LYMcqpxPbi5Pc94u+CQoHK14/yHTq6Lfs74C9bpaNUCvhniZ8qlQq339nxr38d8+hiNBhszJ59irfeakShQvJhCT8/Lb6+KpKSPL1bZ3hHID4+w0WV7O+vp3//mqxde8XtA9XpnF27ZcsWkj2PNw9OFBWEht6lZs2cPd9MDBpUh337brFjx3UMBisKhYBareTttxvTvHl52X1ye3aZeKFPT6q0ak74+nUYk5Io27w5ZVu0lPUi74WFcfzf04k/cwbfkiV46d33CO7dOw93oKfXyhUc+eRjQuf+J88JWEEQiD+4O1/T/EKVK9NnwyaKlCqa67aWZE+5QHBy9tuS7rOpU1tMjx65QhD3L5xnS9cOjLl4Gb9SeaO/zgklSxZAwOHis8+EgIOKjghIfYh/WfdwYW5/1y+//JW7d9PdqByMRhvz5p1lzJgXPZTRGjUqxenTcR7UDzqdSOPGpb2eKybkJGu7dcWSmupK7ipUKko1aMj/sXfe8U2Vbx++Tk52N9CWvVoIq+yylSV7I7LBgYILHC+i4A83bsUtIMgQZAjI3nvL3lAoe7eF7qQZJ+f9I6WQ5qRNKSpqrn/6aXLGc06S+zzPPb53n2XLXT2TFQgNLc9zx08Qt3AhV/b8QUi58sQMGIixmMtot37vHc6vXu7KtvGx6jbp6GGMGhltQADb85A6uLRjO0a1k+od28LESax++SUkmw3Z4SC8enV6/DqH0IhQr/v/2fj6my0o98PgXwHu/iaWzn5NaZvLJpNJDYTgCt56RZJkCpKls3WrcvaHRqNi9ep42rf3nvP+yiuN+PDDbW4GXKNRIUkyffsuQJKclCgRxLRpXTGZivL++81JT7eybNlpdDoRq1WiXbuKjBvXwusYNRrlzBOXQrBcoIj8N9+0ZdCgGFasOI1WK9K9u4lq1cK9HqNAEX9NANH973QJSk31FJe7sW8Pi3t2wZFlAVkm4/o1lj79FJcPHCb2tTfyPcW2saM5PmNqgbJtgitUJDH+HPZM5RJ9JZLj45nRuiXVBz9F/Vdey1N4rWTTh0m9eNEj71xjMJCWkITdbPEwOg6rlW1ffkXjse/6PCZvaLUqTJzmDBWw43JlCEhosNOcjez5eRqxL/+f2z75fa5z5hz1otsjs2DBMYYMcW9mP3BgDSZM2Ou2jyC4cv179jQpnsuWnsbsTh1x5PpcnHY7V/bsZvnwEbQc/12e116qQzdKdXB5gW2ALfs8QtES9Fq9kV3j3uP86hVeazfuRlCpSLhwFUN4BGlKUs+3kWWSb6ahc6go1b4bTxztRMqZeDSBgTlSGn9nC8RCZul4fe9+rFP2AJVMJlMFk8mkBfoCS3JtswS43TqoF7AhLi7uvuaDetOMl2U8dMRzM3RoHcaMaUZoqA6dTkSnE3E6ZRwOJ+npNsxmB2fPJtO16xwmT95P+/az2bfvGn37VmfixE7Exw9n0qTOefrQBwyooVgOL0kybdoULPAmCAINGpTknXeaM2ZMM6pVy38Gez/Z+uYoj763DrPZFdzK1VjbbjZzetECjv78EzdPHMeSlMTRnyd5VMzeRqXTgSDkaOqoNBo0AQG0HP8dRapURW0sQGGLLJOVlMT+r7/gp6hSTCwbycLObbm2+w+PTeu9PNKlq59r6a4LCSHz+nXF8TpttgLFE/Kibt3itGAjXVhKCa4STArFSEJGxSSeY9gPEhs2nC/QMb0VcgmCgErBRVGyZBC//96bqlWLotWKaLUqataMZOnSPhQporxCjl+yyKvipNNu59T8uYUSuQuNqkT7n3/h8UNxBJYugzqfrluiTo8xIjJfldOwihXdGrCo1GqKmKrcV92kB5FCG/xsn/yLwGrgBDAvLi7umMlkes9kMnXN3mwKUNRkMsUDrwL5TwMLSK9eVRQbjWg0Kho3zvtDFASBYcPqcuLEcxw8OJTY2JIe7hdZhrQ0G++8s5VjxxI5fz6V2bOP8tJLq91+WA6HkzVrzvLDD3tZvfpMjk/0pZcaUKNGRM7DR6cTMRjUTJzYiaCg/CV/HxRkWSbhwH7F90Sthhv79uT8f3XXDqbFVGLTq8PZ/s6bzG/TnGkxlbzO1AS1msZvvk3v9duo0m8gxRs0ovrjT9Fn006K129ApW49XTr4BewxIEsSTpsNKcvC9d27WPpYV679scttm6AyZem+ZLWHP9ecmMjVHVtdD6Lc4xVFwqLvj26KwaChXOs2VOM4w5hEca6TTJHs2b7A5RQ1TzyxhC1bvNQxKNC7dzXFSYbF4mDZslNcveoZfK5VK5LNmx/n4MFnOHRoGGvXDqBKFe/pk+aEG3nq1Tvtdp9m5nmRduE8x2dNJ6hsOde58vj8a70wHJVajSAIVB/8pNcq3C5TpxVqTP9U/jWFV+npVrp0mcuFC6lkZtoxGNSIosDs2T19bjF4m/r1J3Pxom+BVK1WxYgRDRk1qjHXrqXTufNckpMtZGVJ6PUioaF6li3rS8mSQTidMps2XWDnzssULWqgR48qXoO895P7WTwkyzI/lS/uqT8CaAID6Tx7ISUaNsJuNjMtphL2dN8zWgRRpO+2PYR5yZwASDlzmrXPDiHpyGGf/bpKRNaP5dEV691eO/bLNLaPfcMjeCvq9chOp6ui8y7UBgO91m5xk3IuDOaEBGY2ieVampqJDMWB58q0Vq1I1q519R3O73PNzLTTufMczp5NVtTCL1rUyB9/PJXvCjgvLm3awMon+isGvAFCK1Wm//Z7XwUdm/4z28a+gdNuz7dhjaDR0PTdcdR82pXRJVmtrB76BJfWr8PplJCdTrSBQXScOZdq7R/5W102+fFnFV79O0LPuMrVN2wYxOTJnXnttca8/34LDh4cWmBjDxATE+HzJNJmc7J4cRwAzz67gqtX08nIsONwOMnIsHPtWgbDhq0AXEvsVq3K8+abzXj22Xp/ibG/3wiCQOXe/RT94drAIIrHNgDgwrrVvqsfZiM7nfzeuQ2ZN6573SY0qpKrc5G6cOGnxMOevXQvrF2laLikrCwiatfBGBGJJiAATWAgurAw2k6eft+MPYAxIoJ+m7ZBwx6oUH6YnTyZ5PPxAgI0rF7dn2bNynp8nyVJJiPDxoIF3ht9+0Lph1sQVtmkKGut1ut5aNyn93zs9MuX2Db2DaSsLJ+6kwmCgNN+58Em6nR0nD6bPlt20ubHyfRcupohpy/+qeJ4Dzr/GoMPLoPaunUFXnutMYMH1yQ4+N5cJa++2sjDH5+XsFVQkJbERDP79l33cAVJksyBA9dJSPA92PigINnt2NLTPNLrmr79AUWrVUcTEODysQcGogsNpdOs33LS16zJyT79SN2QZWxpaRz49qs8N7uxf2+hc8J1wSEerxmKhSum3wkqFWGVTDx+OI7uS1bRdcFSnjx2hvJt2hdqDEoElS5Dm9Ev5aQq5qZo0YIVwWm1IikpFsVnr9lsZ+/eq/cyzBwElYruC5dT/fEhOQ1lBJWKwNJl6PTTFMq0uHfVzvjFvxdoFSeoVJRv287j9dCK0UR360nx2Ib31HL038S/yuDfL2JiIpg1qzvR0WFoNCo0GhVNm5ZWNPp6vchzz9UnI8OGWq38ZVKrVWRk5C3hmpFhY+zYTVSp8iNRUd8xbNhyLl3yPT//fmLPyGDDS88zuWJJfjaVZ2b9GM7e1flHExjIo6s20nHWb9R58WVihgyjx5LVbn1PSzRumm8ethJOu921OsgDY3hEoQKBaoOBmKc9++9Wf/wpxZWLqNNR/fGnEFQqwmNqEVmnnltD9PtNo0alKVrU4PF9MxhczVAKSoUKYYrfXZ1OpEIF76mHDoeT5ctP89FH25kx4zBpacq+ek1gIA9//DmdZv2GJiAQtdFI1s0klj/zNBtGPK9otG+dPMHlrZs9gvx3I2VZfO6wJer11HjqGUKjHlwt+geBf40P/88iNTULrVbk++/3Mn78Lux29/ul14vcuvU6qalmatSYyM2bnr7tokUNHD06zKMhxW0cDietW8/kzJnknJQ4lUogJETH1q2PExFRONdPQe/d7906kLB/r1swTm0w0GHGHMo0b+kac1YW655/hgtrV7lkEGw2SsQ2pN3UmTmz57XDnuLcqhVeM3K8EVGnHr1Wb1R8T7LZWDG4L5c2rvdwGanUGmRkRUlflVaLqNHilByUb9eRNj9OVjTahyZ8z65x7+S4KGRJouGYt6j93PACXUNhuXAhlb59F3LtWgaiKGCzSQwcGMO4cS1zjHden6vD4WT37itYrRIBAVoee2y+hx/faNSwa9eTikKBN29a6NhxNgkJmWRm2jEaNagEmY8HqYguZqNs67YUu0ujyJaexvSaJo+0WbXRSLMPPqHaQFeSXvqVy6wY0JvUc2dRadRIVhs1nnqGJu984DH7vnFgH4u7d/L+/XHlNCOoXVIYRSpXocP0Xwkq49kOMjd/lz3xlT/Lh+83+D5SteqPisY8MFDDokV9qVkznMWL4xgxYrVHQdb48W3p2bOK12MvW3aa4cNXeRSOabUiw4bVZezYhwo19oLcu8Qjh/i9SztFX3Z47bo8tmYTAJv+b4Srr+ddufQqrZYyzVvSadZvgKuH7bGpkzn8049YU1Mo2bgZQWXLcmbpYmypqdgzPQtq1EYjzT/7ymsJ+94vP2PfV58jZXl+FuU7dOLarp3YUlPuHDdbF73lF9/idNiJrFufkIp59yHIvHGdC2tWAVCzVw8cBk/3z1+BLMscOZJAYqKZmJgIjwe/t891x45LPPnkUux2J4LgMv6PPlqFRYviEAQBWXZ9t6ZM6UzTpsraT888s4zly+M9Km+DSOdV8Ws0Wg2VevSixfjvEASBk3NmsXX0SMU6CU1gIAElShJeszbXd+8i4+oVN3ef2mik0dh3qTnEc9W1ZuiTnF+z0vP7KIoI4HYcQaUioGQpBu457FVx9TZ/tz3JjwdaLfO/gLflLAjZ/vlwunUzUayYkc8/30l8fDLR0WH83/81olmzvGcc27dfUux1arNJbNp0odAGvyC4NMmVXVMpp13BaYfF4mHswZWXfnnLJsw3bmCMjEQlisQ8PczDfdL03Q8BOLNsMetfGAqCgNPhQFCJRHfvSeVe3nX1jk2fomjs1QEBmB7rR9N3P2TzyBFc2b4NgMh6sbT44huKmLw/cHMTEFmcatn6QYF/k2E4ezaZH3/cx9GjCVStWowyZYJ9WuklJZnp33+RR4/lBQtOMnNmd9RqFWq1irp1i3tdcUqSkxUrPI09gBUtV6RISluucHrRQsq2bkNUl+5kJScrdscCl4sw5fQpUs7EK/apdZjNHPj2K0WD32bCFE4tmMfRqZOxZ2ZSsXNXTL36sPKJ/tw6cdxtW9npxJqSzOXNGynb6hGv9+i/jN/g+0hMTAT793tmj9jtEg0a3MkEatq0jNdZkzciIwNyZJmV3vsrCSpdBsFLgPq28Jk1NQVvDwVRqyUz4bpiS8HcRHXuRrWO7Tgwex72zAzKtGidb9aLPcOLrowMtrRUQspXoOv8pUhWK06nk1vHj5J2/hy60FAC8hFue1DYtesyffsuxGaTcDhkDh26wYIFJ5kxoxvNm+ethvrbbycUtZ6yshxMnnyA6dNdFa3Jp09xYd0aRK2Gip26ElC8RM62TqesKAMCICBjy64EdpgzOfLzT0R16U7Jxk1QiWqc5BGryiMAa0lMVD6fSoXpsb4eK77Mq8rBZtkhkXbxgvcx/MfxB2195J13mmMwuD8fDQY1PXtWoWzZwi35e/euphhUMxjUDB3qUnq0WOwcOnSDixdTC3Wu/CjZpBmGosU80uzUBiN1Xx7pGlexcESdcpaMZHcQUsG3RtkAhiJFqDZgMLWGPu9TimPJpg8pFt7IkoOSTZrl/J9x5TJzmzdiSa+urHv+GWbWj2Hzay8XKnf/r0CWZUaMWIPZ7MiR4HY4ZCwWByNGrM43EH7xYmqOxLf7ceHSJVfG1dY3RzGvdTN2jXuHHe++xczYWhyd/nPOthqNSK1ayg9sJypKcznnf1uaK7EgonZdt/tfUMIqVy7Y9t5WbKKKolUKJiJovnGDzaNeYWqNaGbUqcbuTz7E7qWu4J+O3+D7SKNGpZg371EaNCiJXq+mRIlAXn+9CV9+2abQxy5ZMogJEzpiMKgJDNQQEKBBpxN56aUGtGhRjokT91Ot2gR69vyNpk2n0a7dr4pVkvcDQaWi2+/LKVK1GmqDAW1QMKJeT+0XX6JKn/6Aqww99rUxHqXraoORmKeHog30ruWhhDkxkVML5nFm6aJ8pYcbj33XQ7tfbTRi6t2PkPIuiQrZ6WTxo11Iu3DeJWecnoZktRI3bw6Hf5oAuJQUL25Yx+Wtm726Iu4FpyTh8EEj6NChG3TvPo/Spb+mSpUfGDduK1arg2vXMki8dosYDtOatVThOAIuA56UlMmxY8oz4dvUr19CsZBKo1HRuE4IG4Y/y5Epk5CysnKqjyVrFtvHvkHK2fic7T/5pBVGowZRvPNw1WCjLWvQ4rpfok5HxU53mpG0+OwrxXz8/FAbDAXWI2r4xv88u0wJAoElSlK8oe/tF7OSbzHvkYc4MXMGloQEMq5c5sD3X7Goe4dCZYI9qPiDtveB+zW2jAwbGzeeJyvLQfPm5YiICGDp0lO8+OIqt0CwKAqUKRPMrl1P5VkfUNjxJcefJispiaLVq6MNCnZ7T5Zljs34mT2ffkTWzSS0wcHUeeFl6gx/uUBSsiem/MCWd97OlksWkCUHrb+fRFTn3C0V7pByNp49n37Ele1b0YcVoeaw56naf1BOlseVbVtYMbivovsnoGQpYkeNYdvo1xDULuMkqFS0+2m6Ys64r/fOmprC1jGjiF+8EFmSCI2uzMMff06ppp7xl6NHE+nceTZm853PVK8XadSoNJ++WYO5bVqhxcpRqrOSjkiIOSqaYTorn3a5TuNhT1C5eVOPsVmtDpo1m86VK+luPvjwABv/FziNrMTriq4VQa2m7vBXaDh6bM5rZ84k89VXf7Bv3zX0N+NpkLmGsjZXHEel1WIMj6D3xu3oQ10KsZLNxpTKZb1W3bqfUIUgCASWLkPT9z6kYsfO+e+Ti10fvc/+rz53y9YS9XraTppGeM1a2M1mQipUVAzg3v5c93z+Mfu//sJDHkLU6Wj1zQQq9Xi0wOO6H/izdP4DBl+J5s1ncOKEZ3VlYKCGadO68fDDf28KmizLOG02VFptgYtaruzYxor+vTyWz2q9gX7b9/iUXqfEqflz2fzaK9gzPQ2+SqtFJYoe0hBqo5EBuw64+bLBt3snyzK/tX6IW6dOuskviDodjd/+gCp9+7utegYOXMTatWc9iqEMBjXjKi0h5fBerGj5gv/zkFdQ4aAOB+lhWE/LD8ZRadDTHuNJSjIzZsxGli8/jSTJNG5ciidLbOPq4l+9NnsHCCpbziUBHl2Jei+/RonsmbI9M5O0Sxe5uG4Ncb/NxmGxEN21B7WfH46+iHtbi53vv8WRyRMVpTfcrkOt4Ymjpzz29xXZ6WR6rSqYFaqyBbUalahGEEXUBgPNPxvvMYG4/bnOb9eShAPKfXVVajUdZ877WwLA/iyd/yjemqNIksyFCynAvRnF+4UgCHnKDufF4Uk/KvpKnU6JE7Nn0WDUaJ+PJdntXFi7mrQL59EGBeGUlAt2ZMmJw+Zp9GRJ4uTsWdR7ZaTvF5DN1e1bST13xkNrR7Ja2T52NLvee8uVdpjdz3Xv3quKla9ap4W0Y/tR4SSeaEV5BSdqjlONLpZlLiHm4gAAIABJREFUbHhzDKXadcUYEeG2TbFiRiZN6oQsy8iyq6Zjeq2xeRp7gPTsYGfahfNc3bGNFl9+x40Dezk+Y6orICs5qNJvIM0++ATRSwObhmPexmGxcHzmdARR9JBNvpvCyGOkX7qYEz/IjexwIGXXYjjMmax/YSgBkcUpHtvQY1t9Ue8PHKfDwaonBzL40ImcVcw/Hb/Bf8CpVKmIYnaQIAiYTAVrAv1nITudXFi/hvjfF6DSaKjcqw+lmj2c74xfaXYGrvTO1HNnkJ1On9xDqefPsahbB5ev3mZzFWBJUk5hjttYvTwIJKuVtEv3lt2ReOQwkk05DiBLDhySg10fvEMRUxVKP9yCokUN3Lrl6efXiU6QXNcre8mCKkYi9clWJJVlzq1aTvXBTypuKwhCTnxbpdBKMC8cFgsbX34eBAEpK4vb3uy4ObMAaP7Jl4DLKB77ZSrHp0/FkWUhqnM3Yke+QcPRY3EmXmFm2zaKhjnMZFKUt/AVtcGo2JJT8Vqystjw0gvYzZnYMzMo1fQh2nz8MeriZYkZMpSrO7Z5d0MJcHbp4pw03X86/qDtA84bbzT1yA7SalVER4cRG1vCy15/HU5JYsXgfqwZ+iSn5s/l5OyZrBjUh02vvJhvRkmZFq29rg7il/zOtJqViV+8MN8xrHpqIOYb17FnZOC02XCYs1vbFcBdqQkIoEQD34N9dxNUurTXrKXbOCxmdmc3cH/uufoYjZ5zLZsmiKCSJQGIJh5nrp9nbfYzjIk0yDb4ktXK3s8/9qnHbpU+/XO0btwRvAZaJavVo9bCYbFwcvZMbBnpyLLMikF92PnO/7h5/CipZ89wcMJ3zGvVDKckUbxuPVp88Y0ruJr95BHUatRGIy0+/zrP8d46eYJt/3uDtc8NIW7ebA8fuzEigmI1avoWL5JlUuJPk3n1CrbUVM6tXM60po1JORtPudZtiRky1OuuDosFc2JC/uf4h+A3+A84LVqU47vv2hMZGYBOJ6LVirRtW5H583s9EEJQZ5ct5sq2LW5Ld0d205OrO7fnuW/MkKHogoIUDY5st2NJSGDDiOe4tGkD4DJA13bt5Ma+PTkZFKnnz5ESH1+odEtBrUYXGkZ0t56K72dcu8q+8Z+z6f9GcHLurx5ZOOXbdkDU5a/Tf33vbpKOHGbAgBr061cdnU4kOEBFpDGLiKJafpv/GC3Hf4uo02HEQjtWo8GGgBMjmXRmORocqLjzILPcusm+8Z/ne421X3yZIqaqaAICsq9Zg6jX0/T9jxCEgpkBlVpN5rVrXN2xjau7drj56502G5abSRyZPBGA6G496b5kFdHdelCsRk2q9h9Enw3biawX6/X4x2ZMZX7bFhyZMpHTC35j86hXmde6GdY095TkNhOmYCgWniM0d7t5jjJ3PfxlGXtmJns+cRUANh77HlHdeirvK8ucXb70nnShHkT8Qdv7wF8xNlmWSUw0ExCgLbB++Z85vmX9enFx/RrPNwSBagMfp8UX3yjuZ8tIx5qSQmCAhnWj3+TcymVeA32R9WKp9ewLbHp1uOtnK8uoDQZafzuRC2tXc2TqT3kW9SgiCICASi1SoWMXHhr3qYcvHODWnm3M79UL2SkhWa2oAwIwFCnKo6s2Ygy/02nsVtxJVgzqQ+a1q3k2BCn1UHO6LViKU5LY8L+xnJ45BWQnokZNrWEv0GDUGG6eOM6SXl3IunWLa3IkJ6lCI3ahJ0vR0RNQvASPH47L95KdDgfnVq3g4oa1GIoUpXKvPuz5/GPOLF1UoNWQqNfz5PEz7Bv/OQe+Ha+4TdHqNRh24GC+3zunw0HyqTjURiMh5StgSUpiRp2qHvdQpdVS85nnaPL2+26vS1YrZ5cvITn+NMFlyrLrw/ewJCX6pNRqjIjkiaOnAVdMYFajOsrNWlQqHvrgU2Ke9r4SuN/4g7b/cQRBKLSI2p+BVz+qLCvOum0Z6Wx8ZTjnVy5HEFWo9QYajnmLEg0bs+PtN119cnORdPQw614Y6hYUtWdksKyv8ow8P1QaDWVatqbjL3MBvK6UJJuN3/v3cxPvcmRmkmG1sn3sG7SZMCXn9SKmKgz44yCJhw6ytE93rMnJise89sdOAHa++z/O/joV2eq6XofNyqEfv0OWJBq9+TbtV+5m7ugvELYso4V9kxePvgtf88VVajVRnbsS1dnViG7f119wYe2qghl7nY7A0mVY2ruHK0agViuK1WmMAVzbvw+rrPaqYBm/eCGbX3vF1RVLchBSvgJl23jKG4Nr5XBq/lwPgy/qdFTq+VjO/6WaPcy655/hxoF9qEQRUafDYclCsirETMLuBGKDypRFpdEoG3ynk+1vjUZXJIzKd53rn4jf4PspFJV79eHaH7twmD1VEpVcJCsG9ubG3j1I2cbbYbGw/a3RxDzzXE5efG7ymjEXFFGvJ7hcBVp9/WO+LrGrO7crLuVlh4MzSxdR/YkhhEVXxlDMFTwXBIGI2nVo/tlXrB02RDFArDEGYM/I4Oi0nz00gRwWMwcn/siC5EbMmXsSrbY0duEpAoWbDJSnE4pn8FOl0RDVtXtBbkEOvqRP5sbpkEg7d5ZUSULlxdgLGg2JRw4xq80jOB0OgsqUpf3UWYRVulNNe33PH2wY8Zzb+W+dPMGtk94bsvjitgsqU5YeS1djSUrCYTGjCw1jei0TUq6vkMZopObQ53P+v7xlEw6L94I5p8PO1jdGEt21x58qjf1n4/fh+ykU0d0fJbJuPbfm0mpjAOUeaUfpbCnl29w8cZyEA/tzjP1tHBYL8Ut+x1A0/J4qNXOjNhjyPE6v1Rsx5JGOdxun3eZ1Zu2021kxsDcz6lRl06vD3XTbK3TojC442GMfUaen6sDHSb9yGZWXh9tOqT7z5p3EapVIT7eRZYObchjTeQKPR48gYCgWTv1XX3eNSZK4vHUzZ5YuJvP6tTyvLTn+tEcwMhMDNoW2inefT5YcOe6SnGvOTs0V1GpXD1mnEykrC1t6Og6LheRTcSzs3NYt9rHvqy8K9LBRaTREdfFejJcbQ7FiBJUpizYoiI4z56EJCkITGITaaETU6anWpy/VBgzO2f7oNJdrLS+cdjsp8ad9HsODiN/g+ykUokZDl3mLaDn+O8q1aU+Fjp1p8+Nk2k6a6jGDTj4d5zX3OuPSJbovWUlEnXpeskl8Q1CpiH39f8rNq3GlJ17ZvsXj9azkW9w8cdwt46VEoyZ5yi7Y0lySDacWzMvJwAHXPek0ez7a4GDUBiOCWo2o0xNRrx4NRo0hoEQJr429t9ljsWS5u2hkVGQSwMVcNRfh1WvQd8sujOHhJB05zPSaJlY+3o8NLz3PzNiabP3f64orFEtSEgs7tHaLezgREICFdMemsPAXRBFBVP7sBJWKuiNedWU5ybKi/9yafIvjM6fn/H/z+FHFYykh6vUYIyKJHel7XcbdlGrSjCePxtPq6x9oNu5T+m7eSaeJk9wyfPJqxHIbp+RAE6jcieyfgt/g+yk0KrWaSj160WnWPDpM+5UKHToppsuFVKjoNZgWWLIEgSVK8uiKdTR68+1CDEZFdJdu4PTul5asNhxZWVhTU7Cbzax77hmm1zSxsFMbplaLZtvY0TglCW1gEG2++NItrVAJh8XCkSkT3Xzp4bXqUL5dR5x2OypRRFAJpF+4QPrlS+iCQ4ju/qjHg03UG7CovBuUdO5U66oNRrpNm44uJBTJamVxry5YEhOwZ2Rgz0hHslo5MXM6J379xeM4x2b87JFppEJGjZ0i3OIaJbHfZfQFlQq1Xo+oUTb4sixz+vcFruypPB6QJ+8ai6DycSWnUlFnxCv03bIrx3V2L6gNBqK6dKPagMGK/RAqdujsqc1zF4JKRVhlE0GlC6aE+6DhN/h+/jLCY2pRpHKVbN2cO6gNxhy3hN1sZtcHeQtpCSrRqwGu/39vEFSmLGVatlZ86Eg2KyfnzGRyVCmmVo1iWvVo4pcsRLJaXYYyy8LxGVPZ/fEHANR5+hm6zl9CVNcehFYyeV052M1mFnXvwMZXh3PzxHEOTfies8sW43TYkaxWHBYLGVevsOTRLshOJ80/+4qozt0QdTq0QUGIOh3R3XpSpWq44vFllZpS6kRUGg2hlSrT6dffiKjpail5fu1qRUPrMJs5+INnltT13X8oBjG1OCjNFX5hELvFpsiBRdAGBVOxU1ceW7cVbYiXdohOJynxp/KNtdwtzhZQwjepam1gEPVffs1Dy+l+U7X/IIwRxRV7JWsCAjEUC6fdT9MV9vxn8c+NPvj5R9J5zgLWPjuEqzu3uwy/LFPvldeo0n8QANd370KyeTcc0T160frbCZxbuYyN2b5zp92OqNXS/NOvMPV26aY3eeeD7ECcOScLRaXToQsO4dLG9TkG0ulQMJQWM0cmTyB21BgAisc2pHhsQ8yJifxS14v0rtPJ9T92cWPvHk4vmIeo03v6qGUZW3oaV7ZvpfRDzXnkh59o+v7HpF++SHCZsuiLFEXcdIHHH1/sJpanwU7t0naGz1+HNjTEo8zfknDDa+9XS5KnDlNIVBTClo0eAVcHIrcoggMNa6WWlKhah5pX53N2+RLOLl9CWJWqWFOSPYqxfEVtvJNlFtW1BwkHD3jIUbhvb6TeKyP/kiCpJjCQXms3ceDbr4hftABUKiLr1iM0qhJFTFWo0KGz4sPgn4bf4Pv5S9EXKUqXeYswJyRgSUqkbJ0aZFrvuF/SL13MM03w4c++QtRqie7WkwodOpNw8ACiVkN4zdpuM/qDP37rCsLdPpYgIAgC9syMPN0Ot3E6JFdqZfid8n9jeDiVej5G/KIFXgOOsiThsFi8ByRlMCfcyPnXULSoWwC5RYtyTP6pI68OmckNaxBabNRnD49c2crCLjPou2WXxyEj6tVXLp4SBCLreaZjxwwZyomZ03HkMvhOVOzFVRDVSrWJCns3k3HXZ3Hr+DFUGo3XVMy8UGm1VOk7IOf/qv0GcvD7b8hMuAG3XWHZqzaVRoPG6Fr11Rz2vNLhPHBkZXF+zUoyr18jonY9isc2UMzCkp1OLm/dzPGTR1CFFiOqc7ecYjR9aBiNx75bYKnmfxJ+g+/HJ2RZJu3cWZySRGh0pUJX+RojIjBGRKAxGMB6J8/da2MLAEFwk4NOPX+Oa7t2IIgiutCwHD38lDOniZv7q/tMVJYLlN7plBzoQj1dGC2++AZDsWIc/fknJJvN68NDUKkU0widDgcRdermee4ox0lGqCditZoRbqvqSGBNSebIzz8R+3+vu20fUasOxWMbcm33TrdrVusNbnLHtwmtGE3bydNZ/8IwJLudzEw7EioW8CgphBFABk2cWxA884Jc11vQz14QCKtkIvbVUTkvaYOCeWzNZnZ9+C5nly8BQSCqS3cajHoTUe9aiXmTTTizdBH7xn9GxtUrFK0Wg6l3P3a8PQbJbkOy21GJaorViKHLvEVo7soes6WnsahHJ1LPxOPIykLU69n25ii6zl9CRO28P5N/C/5K2/vAgzw2KPz4Eg7uZ83QJ11iZ4KALjiE1t9NpPTDLe772CS7nSmVynrk9QOEVa1Gv827kGWZHe+8ydGpk5EdLpE0QVRR/9VR1Ht5JEenTmb7228q9r51tWbM/zuv0mho+u6HPDTyFVJSzMhOJzf278WWnk7x+rGoDUayUlKYFlPpzgz17v31epAktweC2mCg3CPtaPjmW8TNm4MtNZVybdpSpoV7vGHzqFc4Nm2KxzEBIurWp9eqDR73zpGVxZ7PPuL4L1OxZ2QSWa8+Td4dR2Rd1wxfstm4tmsHTkmiRMPGaIxGnA4HCQf2cehwAq9/fZmUNDuyDA2McbRMmQ1ehOaUb5jKa7VzmKkKfTbuuC+umf3fjmfv55+4FcMpIep0VBv4BA999FnOa7elMXK7kfTFwnniyKl8G5//lfj18B9go/ogjw0KNz5zYiKzGtbGnkugS2000nvDNkIrRt/3scUvXcT6F4bema2qRNR6Hd0XrSCidl0ubd7Iysf7eSgcqg0Geixdza2TJ9jy+qvYlaR58zBMuQkuV54XT8dzeutOVgzsgy0tDUGlQrLbaDDqTeq8+BJL+/Tk8paNitlHaqPR5dqRZXShYcQ88yz6sCLsfG8sTocD2eFAExBAeK06dJm3KMdHvPuTcez/5kvF1UO5Nu2oPvgp9n/3FZbrV4mo14B6r47KaQ+ZfukiO957iwtrVyOIItFdu1Pq4RZsee1lZNm1WnBKEs0/+8qtT6wsy8THJyNLDg4814Obx474dI/AJTxnLF4Ca3KyK73xLpuiNhjpMP1XxeYyBcWWkc606tE+5+9rAgJ55tyd3reTykV63bfZR59TMw8Rtb+aP8vg+7N0/OTJiV9/UQxsSjYbhyb+cE/HlGWZG/v2cGTKJE4tWeJRiBXdpTs9l6+l0qO9iahdlxpPDqHv5l05y+7jM6YqytlKVivHZk4n4fBBRWMv6g2EVc7DZZSLrORb2M1mFvfsTOa1q9gzM1wSzNmz6fOrV9L8s/How8LutHu8a6buMLsCxoIoElCyJFX7D2Lnu2ORsrJyfOD2zEwS9u/j6LTJOfuZ+vRXLBxTG43oixZjzbAnuf7HTlIvXCB+8ULmt21B4uGDmBMT+a1Nc84sXYTDnIk9PY0Ts2awbthT2NLSsKenu4qhzGY2j3yJxCOHco4tCAKVKhXBsXelWzZNfmgCA2nx5bf03byLnivWUqRKVdQGA5rAILTBwTT78NP7YuwBko4eKZDMs92cmVOHIMtynq0nd77zP8UA978Nvw/fT57cOnlcMStDdjjyLIP3ht1sZlnfniQePojsdCJqNIg6Pd0WLqNIlao524XH1KLNj5MVj2H11vjC6eT8yuVYU1M83hP1eko0aEhyASolI+s34OTChS63US4cFjP7vx1Pz2VrGPDHQeLmzub63t2cX7PSo7WiLEmkxJ/m0MTvUXInObIsHP9lGrWyS/1Dylegxedfs2nkS64UVNmJ7HRSbdCTHJs+xe3zkCUJhzmTbW++TsmmD7m6fPmwgpGsVg5PmkDrb390e/34zOlIBaiA1RgDqNSjF+CKDfTdvIvUs2ewpqdRsVF9Miz3ry+sLiTUa2MbJSLq1MuJNQmCQPH6Dbi+5w8vW8vE/Tab2s8Nvw8jfXDxz/D95EmxmFqICgUpKo2G8JhaBT7ezvfGknBgHw6zOaf83nIziWX9e/ksQVuxcxePBuoAosFAVvItxQdUWCUTXX5b7PM41QYjjd58m/QrlxUF3QAyrlwGXAHImKeH0WbCFK+NNJw2G5c2rPcaOL79esbVK2x8dTg7P3iHgMjilG/bnsZvf0D/Hfso/XBzRI1yauD1PX9wadMGnwPTstNJukLDl/y6YrmhUhFUrhw39u91++xCKkYRUasO6ly9DmSnk4sb1rLzg3c4NOE7zDduUBCKVKlKYMlSHkFjVxXwXSsiQUBtMNDsg4/dtms27hOvAWfJaiXtwvkCjeefiN/g+8mTqv0GuHzLuX4oolZLzaHPFehYsixzcvYsT6Mky1iTk0nYv9en45ge60dQmTIuDfrb49EbMIZHoPJS/p96/ixnly/B4qWZhaBWYygWjqg3UKrZw3RfvILwmFoUr1sXtYLUg6BS5QRE3Y/j3eWQHH9K8XVRqyW6aw8yrl1lXqumnJwzC/P1a6RdOM/51Su4sG41gaXLoA0M8vpQFHU6AkuW9DmDRtTpKNm4mcfrlXr2RtR7rzh1w+kk8eBBFvfszNLHuuV8rjcO7GPTyJf45ZFWbHzlBa5s24ItM5OFndqweshgDnzzJTs/eJdfYmM4v3qlb+fCNUvvOHMuxsjiaAKDEPV61AEBFKtRk+afjado9RgMxcIp37Y9PZetpXj9Bm77R9SuS6WevRTvkSYg0GP7fyP+oO194EEeGxR+fLfiTrL+haHcPHkcQRAILleell99X+AfiOx08mOJMMU8e21QMG0m/Uy51m19OpYtI51DE3/g9IJ5CKJIlb4DCalQkfUvDvVwqQAEl6/g6l7kpa1i5d59CSpVmvBadSnftn1ORklIsJ5Jdety63Qc8l1BVEEUaTtpmoeg1/SapnyFy+5GpdEQULwEj63bwu5PP+T49KkeMRNRr6fyo70JKluOQxO+x5pL90Wl1WLq3Y+g0mVcmj75/aazM6367djnpukPYE5I4Ncm9bDlajaSe//c5xD1emo/Nxynw87hST+6PdQFUcQYHoEl+RbOXA97QaWi/x8HCSlXPu8x34XT4eDi+rWkX75Iseo1Kd6wkc9pwumXLjKneSO374igVhNQvAQDdu6/5/7M9xt/ls4DbFQf5LHB/RufJSkJWZIwRkbe8zHmtX6IpLuChbcRdXoeP3QCfZH8VSy94XQ4mF6riscsXm00UrFLd07N/dXrvqJWh2SzogkIJKBECXouX4s+rAihoUZWjXqdA9+Mz5VXL6DW62ny3jhqPPF0zqu7PxnHvq8+96kBB7hcZt1+X4YuOISZDWqRdv6c8oaCqxWhoFLl6NA7LBY0BgPB5StSdcAgdr3/dv4ZLCoVZVu05qEPP1XUlJnX+iGSjh4ukEb+bbQhITgsljyrZ5UwRETw+MGTf5ns8M3jx9jxv1Fc3rEdVCoqdOjEwx99odgA5+/C3wDFz99OYcSrbtNs3Ccs69PDzTCpjUZqPvNcoYw9uETcui1cxtI+PVwzVEHAabNRpd8gTi2cl+e+t+Uc7JkZpF04z9Yxo2jz42SO//Ybhyf9qFBEJePIsrB97GiiOnfPuTc1hz1P3G9zyLx+HWf2MQVRVHwACCoVxWMb5DTz1oXk0dRblpEdDmTuzKYDgowEmWpQqtnDTKvhQ7qiSuTpM5fRBig30jk6bYriw9hXbKl5rAry2e/8mlVU7Nj5ns9tTkjg9MJ5mJOSKNm4CWVbPuK1cKtoteoM2rCRWzfTXQ9PX/ri/kv471ypnweCko2a0G3RCso0b4UurAjFqlWj+Wdf0XDMW/fl+EVMVRi8/xidf11A628nMnDvEUo1ewiblw5USjjtds4sXYQsy+z89GOvgVhwPWQurFud878+NIzeG7YR+9powmvWJrJefaK79VCUfBZ1Oje5gdIPt/TYRgnJZsOWmkLT0WMo2+oRMq5e8UhtzY0gipR5uIVXYw+w5/OPfDr//UayWguU95+b82tXMTM2hl3j3uPAN1+y5uknmN++pXIdxl2osldM/yX8M3w/fzmRderR5bdFwJ/jDhNUKko0agy4pIs3DC9YcBmyJQRkmfSrefvjZRmPQKouOITqg5/g4vo13Diwj8Qjh++4OVQqV8MQjYY6L76SU1sgWa2czMPl5D44J7a7fNC6kBDF1NHbqI1GdCGhtPz6e6/b2DLSsdy86dv57zPqgAAC71F22J6ZyZpnnnRb3dgzM7h14jh7vviEJm+9d7+G+a/gv/V48/Of4/yaleQppeBlhhdZL5aTc3/NU7kTQJYcioHmVU8M4PrePTitVneftiwTUq485R5pizU1haQjh0k5G8/02lWxJPiWpqgJCKBChzvuD31YEUo3b4EqV8qmIIoEli5Di8+/ZsAfBwksUdLrMUWt7k+d7QpqNaGVqiieQ6VWE93l3to0XtywVlkG22olbs7Mezrmv5lCzfBNJlMRYC5QHjgP9I6Li/NYO5tMJgm4vWa7GBcX17Uw5/Xjx1csSYlepYMFlYrYUWPY//WXOdosQnbja5VGw9bRI/N054h6PY3efMcj2Jd67iw3DuxDVqhQRpZJPXuG1LNnQKXi+C9T0QQGknXLt9m12mCgWEwtyuVq9t362wkseaw7KWfic9oyBpcvT9f5Sz1iL3azmas7tyEIAiUbN0NtMCBqtUR17saZZYvdspEKi0qnx2m3IzudpJw+iZAtia0JCATZiS40jI4z5txzJymXdIVyoZnjPvZC/rdQWJfOG8D6uLi4j00m0xvZ/7+usJ0lLi6udiHP5cdPgSnewEvKniAQXL4Cx6b/jEqnJbBIGKJWR4nGTSjV9GE2j3olT2OPKKI2BigKyGVcvYKo1eavG+905i2lfBdB5cqjCw6hav9BVBv0hIfQl75IUR5bt4WE/XtJPn2K0KhoIuu7SwSnX77E5lGvumbFoohaowFBoNW3E4jq3I2HP/mC5FNxpJyOyzcmkB9qg4Hqfftx9NdZ4LzjbpLtdgS1hjItWlLv5ZEUi6lVKOXV0g+3UHygCyqVzym+/yUKu4brBtxuAzMduLd1mR8/fxLhMbUo1ay5ezFRtoFJv3SRzGtXsaWkYE5IwJGVRdP3PiLp6JG8jT2AJGG9dZMlvbp4GJywylUKJMWcFyqdnm4LlzNoz2F6r99KzJChXhtxCIJAZL1YqvQdQPHYhm6GNOHQAWY3rc/FdavB6US227GbzdgzM1n/wlBSzsbnBJwbv/We185eeSGo1TkFUaa+AyjVsKFiqqXssHNt105XD4NCymwHFC9B7edHoL5LBlml0aINCi5cq8x/KYWd4UfGxcXdjmpdB7wlaOtNJtNewAF8HBcXt6iQ5/Xjx2faT5vFgW+/4ujUn7BnZBBcoYJLE/2umbXTbicrOZnjM6aiMRpdqZQ+NPlwWLK4tHmD22zSGB5O5V59ODn31wI3CrkbfdGiDNxzBG22uyPlzGkOT55IyulTRNaLpenLI8CQRyrnXWx8+QWvKwmHzc6xaT9Tf+TrpJ49Q8WuPTg2YxopZ+MVx68OCEAlilR6tDcZly8TZqpC3RGvIAgCGVevElS6NNqgYC4snncv6fwFpuHosUTWq8+hCd9jTkygTPNW1H5hRJ4xi/8q+RZemUymdYBSA8o3gelxcXGhd22bHBcXF5Z7Q5PJVCouLu6KyWSqCGwAWsfFxZ3J67xOp1OWpDtjE0UVkuSbrO1fzYM8Nniwx/d3jG3pkKc48ssMxffKPvQQHX5qtWKUAAAcJElEQVSYwJTY+l41dO5GExBAu6+/oebgx91edzocbHxrLLvHf+lzEdbdqI1Ges37jYptXb76M6tWsrBvH1fTFYcDUecKssaOGEHMgEEUq+JdBdSSnMzXpUvm2ekrLCqK9CsuV5TDaqV0k6ZIVivX9u9D1GiQZZlqvR4jqHRpQsqVo+qjvXIeRF7Pm5TINxUreLi2VFotdZ5+hnZffV2AO3J/eZB/E1C48Wk04p9TaWsymeKAFnFxcddMJlMJYFNcXJwpn32mAcvi4uLm57Wdv9L2/vEgj+/vGNuOd8dyaOL3irPXqC7daTdlBgd//JY/PnofWZJwOhwIgqDYwUrUG+i9fisAhyZ8x82TJwivWYtaQ58npEJFnA4Hx2dNZ9uY130TJhMESsQ2osl7d5qXOCWJadWjyLp1S3F7UaejUo9etBz/nWLGijUtlalVK3o3+KKIgIB8lxKlSqulZKMmtP5uIlm3bhEaFV1g2YHQUCObP/2CP8a9g2S1IjudqI1GDMXCeWzNpkIX2hWGB/k3AQ9upe0S4HHg4+y/HnKEJpMpDDDHxcVZTSZTMaAp8Gkhz+vnX0hWSjLxixZiSUwgsl4sZVq0+lNSBav2H8SRKZOQchl8tdFIjaeeAaD2c8Mp364DV1YvIz05leByFdg6eqTbbFXU612FT1cus/Lx/kg2K7IkcWPvHo7+PJnwmrWoO+IVru/+A9mZ/yxfUKkIrVSZ7ktXufm2k44c8h5ElWWkrCziFy+kZOOmboVct9EFhxBRuy7X9+5WlkyQJI/EVafNxrXdu3BkZVG0WvV8x+4+JDknrlFr6HOUaNiIY9OmYE64QdlH2lKld/+cPrJ+/loKa/A/BuaZTKYhwAWgN4DJZKoPPBsXF/c0UBWYaDKZnLiCxB/HxcUdL+R5/fzLuLJ9KysG9kZ2yjgsZjQBgYRGRdN90QqfUvZkWcaafAu1wYhaQc75bsIqVeahDz9l6+jXXLK6sozslKjz4suUavpQznahFaMpP3pMzkyrSGUTO94dS8LB/S5J5Keeoc6IV5lZP8a95V52mmDioQOsH/4sslPO060jqFSoDQaMxUtQ4X8T2LjxAnXqRBIWZsh5P7+ujA6zmcOTJygafIBW3/zAgo5tcFjM+WcPZSNqtaRfvJDTKzg/HFlZ7Hz/LU7MnIEjy0LRypVp/O5HlG31CBHjv/PpGH7+XPziafeBB3ls8GCPLzTUyM2EFKZWi/JQaBR1OqoNfpKHxuW9IDy/dhVb3xhJ5vXrIED5Nu1o8eW36MOK5Lmf5eZNzq9ZiexwULZ1G5fWusL48rp3t07FMb9tC8UevDkoqEvmfj/mw5949cc0km5aUKkEbDaJ55+vzxtvNAFZZlpMZa/SzrcJKluOQXu9SxRYU1M4OedXEg8dQKXTEf/7/LzrDHQ6Buw+5HPwc2mfHlzdud2jkXqnX3+jVLOHfTrGX8WD/JsAf4tDP/9iLm/dhKxQPCNZrcTNnZ3nvtd27WTN04+TfukiTrsNp83G+TWrWNS9Y74NVQxFi1K130CqDXpC0dj7gqhWey38uZu8XFOSrGLopwlcvJRGZqad9HQbVqvEhAn7mD//BIJKRdtJU1Ebjag0ynr7glpN2VaP5DkGXUgotYY9zyM//ERknXp5PoREvYHy7Tv5bOxvnjjO1Z07PFYPjiwLOz94x6dj+Pnz8Rt8P387rt6vyu9J1rzdD7s/HeeRbui020m/eIEr27bkua/sdHJh/RrWvziMDS89z+Wtm/N8SCi9F1yhIgH5GEWVRoMxUinRzUU80Vjtsof9tVgcfPPNHgBKNX2I/jv2UWf4KxgiIhDuym8XRBFtYBB1X/q/PMdxN6FR0a72iUoIAlX69ueR7yb6fLzEwwcRRGVzcuvEMZ+OIdnt+Qqe+SkcfoPv52+nRKOmyhksgkCppnm7Am6eUA4HSQ4Ht056DxXJTiernhrI6iGPEzdvNidnz2TFoL5sfOkFMq5fY8vokcyoW52JtWJYPWQw02pU4sfIEGbUrsqJX3+5a4gCbSdNRRsU7GaE3S9DRfups7y+L5picTiUHzQ3btwxgIElS9Hwjf8x+MAJGv3vHUIrVsQQHoGpdz96b9hGUKnSXq83NyWbNCOgZEmPMYl6A+0mz6D5p+MLlJUTWLKU1yIqQ7Fwxddvk5WSzNpnh/BThRJMji7Nr03rc3nLJp/P7cd3/Abfz9+OMTycOiNedauWdFVtBtLk3XF57htURlllUdRoCC5b3ut+Z1cs49KmjW6+d4c5k/jFC5ndLJbj06eScfkSN0+c4MzSRZizhc0yrl5h6+jXOPzThJz9wmvWZuCeQzR4YyzGyOI5VaqCWo2o19P4rfeIrFuP5p986e6SEQRCKkbR77PXvWm4UbOmZ1MOUaOhzvMjeP7kKZ48Fk+rr38gqIBqk4Ig0H3hcko2aoKo1aEJCEAbEsJD4z7x6OLlC6WaPoQ+rIiH60ptNFJn+Cte95NlmcU9OnFm2WKcNpur4fvpU6wY1IcbPra89OM7/qDtfeBBHhs82OO7e2znV6/kwPdfY064Qckmzag74tV8M0TOrVrB2mFPuWXJCCoVxsjiDNp31GsXpRWD+nJ+9Qrlg+YXZAW0wSE8dfKcx/Flp5PLWzZxfu0qtEHBVO7Vh7DoSjnvp549Q9z8uViTkynb+hHKZDfq6Np1LgcP3sBqvZPNYzCoWbCgF/XrK7uMlD5Xa1oq51Ysw5qWSqmmD1Oseo08rwNczUOsaakElyuP6CVGkPsab55wtbssUqVqjpFPPX+O5f17kXH1KipRxGGzUn3wUzT74GOvs//LWzezcnA/7JmebSnLtnqEznMW5juee+FB/k3Ag5uH78fPfaN8uw6Ub9ehQPtUaN+RRmPf5Y9x74BKhexwEFIxivZTZ+XZMu/uIiPPN/OfBDntdjKvXyOodBlSz53l6NTJpJyNp3hsI6oPepwyLVop7hdSMYoGo8Z4vD5nzqO8++5m5sw5jtXqoGrVYowb19KrsVfi4sb1rHpiAIJKQHI4UKlUlGvTnjYTf/YQW7sbY0SE1/Z+lps3sSQlElyuPGq9nstbN7PuuaexZ2Ygy6ALCabNhJ8p2bgpIeUr0G/7Xi5v2cSezz4iYf9ejv48iWt/7KD5p+MVm74nHT2C5KUgLenovTdF8aOMf4Z/H3iQxwYP9vju19gcFgs3Tx5HFxJCaMXofLc//ft8Nr4y3DOdUqUChYra3Ig6HU+dOMe13TtZ9eRAnA4HTrsdUa9HrTfw6Kr1Po0jN7Is43TKiF4CoHdz972zpacxLaayR5ql2mCk8VvvETNkqPt5nM48M4esaamsf3EYlzasR6XVIDtlyrVpx5lliyFXTYHaaKTf9r0ElSqNZLMxu2l90q9cdqtkVhuNPLZuq9tqByBu3hw2vPScYp1CRJ269Fq9Kd/7cC88yL8J8Kdl+vGTJ2qDgcg69Xw2slFduhNZr75b3EBtDKBYjZqI+RRuqdRqImMbgiiy9tmnXY27s2ULpKwsrKkpbB758j1dhyAIPhn73JxdvlTRbeKwmNn/9RecnDOL1LNnOL9mJbMa1+XH4qFMji7Nrg/fQ1KQXFg5qC8XN6xDslmxZ2TgMGdyZvFCD2MPIDscHJv+MwDnVi13NbvPVcUsWa3s//pLj31PL/xNud+vqKbey6/5fP1+fMPv0vHzn0SlVtNl7u+cWbqIU/PnIogiVfoMoHy7Dqwf/iznVix1aeio1UhZWajUGhBckgOyLJN4YD/TakQrN1eRZVcBktVaYP2Ze8Waluq10Uvm9etseWMkTrsN2enMMbC2tDQOT/ye9IsXaDNhSs72yadPkXBgv3unrjyQbDaST50EIPHwIUV/vCxJ3Ni/x31cN65zZbty6qygEvKtK/BTcPwG389/FpVaTaUevajUo5fb621+nEzS0SNc2ryRkIgilGjZnvglC9nx9puAy3gpGbU/mys7tnHy11+wZ2YS1aUbdQf1z3mvVNOH83DRyF4rgR0WC2eXLyX90kWCypQFXIFllUYDPqiFgktT6HZv3uAyZVEbjO5SE9kElyvv9r+rUYxOsXeAoBKxpqZ6jS34uTf8Lh0/fhQoViOGOi+MoO4zQzEUK0b87wsK1NRExqUPZMtI92l7pyRxeetmzixdTOZ1z8bp298azfL+vYj7bQ5nly9h46sjmNmqBY7sytZi1WtQrk171Aajx775odJq3AKkodHRim4eb4haHdUGPgFAdI9HFYPlaoORurnSM0MrRnkN2KoNevRF/z41zX8rfoPvx48PKBnhPJEklvXtyc+m8izt3SPP/ZOOHGZ6TRMrH+/PhpeeZ2ZsTba+OSqnsjfp6BGOTf85uyLZ9ZrDnMmNI0c4MXN6znHaTPyZxm+9R2h0JTRBQS5hOB+QJScBJUrk/B9SIYrIevVR+eCOCi5fgZ7L1uT0zdUFh9B1wRICSpZEExiIJigITUAAzT78lJKNm7rtqwsJpdqgJzzE7tQGI/VHjs4zs8jPveF36fjx4wMlGjUl/fKlAjczcdrtXN66iQUdWjNg9yGPPHfJamVJr65kJbtr3Z+YNYOi1WpQbcBgzixfoiiP7DCbOTl3FjFPDwNAJYrEDBlKzJCh3DxxnAXtW+bbL1cQRYJKlya8Vh1kWebwTxPY+/nH2DIyQHbmNHWXbDYQhJwG56LBQHjNWnT/fYXHjD6idl0GHzhB1rmTJCckE1GrjlcF06bvfYQuJJTDE3/AYTGjDQkh9rUx1Hjy6bxvrJ97wm/w/fjxgfqvjOTs8sXYMwruu5clCWtqCudXLSeqi3vb5wvr1ii6TxxmMwd/+IZqAwbf03iLVq1G2VZtuLhh7R2jLwgIooggCKj1BpySRHDZsnSavQBBEDg08Qf++PA9N/+7qNdToUNnWoz/jgurV3ByzixkSaLyY32J7q7svnGdSqBE3XoY8kktVIkiDUaNIXbkGzjMZtQBAYXuc+vHO36D78ePD4RUjKLnsrVsf2v0Pem82DMyuHniuIfBN9+4jtOh7C83J/5/e/ceH1V95nH8M5lJMkwIJoQYEFCKwKNAUYqgtOXeqoBykYuoVXFFq1tdtcW2umu7+tp1WW9b6nqrlEoVuYkg3riIIujWKrIiuvBUQFCixQskgBhym/3jTOIkM5PMJJmZE/O8Xy9eZCbnzPnyY17PnDnnd57zOR+ufoGvP9uPJyMj4tuFLxBApl8cdV2Asx99jHceup9tf/wD5YdK6XLmUM76l9tpV1DA59u2ktO5C536D8Dj8VBdVcXme+dEnGytKitj93OrGHbnXfSaeAG9Jl6Q8L89Hp6MjLjue2Caxwq+MXEq6NuPCU+tYt21s9i5cnlCh3cyc3IiZqkAHD/oDDye6KfSqsvLa69qrd/kzBfIobBfX/peOjPmNjN8Pr53/U0RJ0sBcjp3qfP42MGDMQ//eLOyKN29C/+ghu8vYNzPTtoak6Cht92OP78jXr/fecLjISMzq8F1vFnZEXv3AMefNpDOQ8785rVCPF6vc9FTaPpnzYVM3mw/Pc4dz8h753LZK6/iq7deU2V16BCzXXJV+THaJ9CJ07iXFXxjEtT+hK5c9NqbDLrpZrqc9X16T5rCxBXPUXjawNpOmXWW79qNSatWkxmIPmVy3ONLGHDVtWTn5ZHhy6Ro8JnOTdOjXEiVkelj4M9uoM+U6XijbKupvFlZ9Lv8ioiTq96sLLoNHxXxjcC0TtZLpwW4ORu4O58bs1UcOYLX7yfD50so37HSEjbMvpEPX3yOYDCI/7g8Bv3ilwy48qcJbb+6qoqHT+gYtYlbVm4Hzp63gBNHjWnxsauqqODV2TfwwdPLnAuiysvpOmw4Zz8yn6zcDgm/nhv/b2u4ORtYt0xjkm7v+rVsuuVmDn/8Uegq3GmMf+B+IL754NnH5XHOo49RcfQolUeP4i8oaNKMkwyvl6JBg9m/+c2I31VXVNB58JCEXzMe3sxMRs99kKG33UHJrp3kdu/e5Fs/Gneygm8MTtuCNf9wae2Jy6qqKj5YsYwlH+1mwsrVCb1WZiAQ8/BNvIbPuYeVE8dSWVZWe3LYFwhw5i2/Iat9blyvsX/LZnY+4/ST7zVhMkWDBse1XrtOnWovpDLfLlbwjYHQ/PO6s1Sqjh1j/9at7P/ft52bfqdQ4YDTmfbSRt7+3X38ffNfye3anYHX3RCzz364YDDIxl/9HF2yiMpQP5z3F8ynz5TpjLhnrs1zb8Os4BsDHIhxb1yCQb58b1tcBf/o/v2889Dv2fvSWrLz8hlw1TWcPGFykwts3sm9GXP/QwmvV7zpVXTpojpz6iuPHuVvy5dy8vmT4vrQMN9OVvCNAQKdO1N++FDE8x6vl/Zx3C/2yCfFLB3zQ8oPHa69IfsX773LJ395neFz7o25XnVlJXvXreHjDevxFxRyyoUXRZ2vn4gdixdG3AgFQq0YFi+0gt+G2bRMY4BBN86uczMUcK7+9Ofl0W34yEbXf+vu/+BYaWltsQenwG5/8nFKd++Kuk7FV1+xfOxoXvrHWbz3p3lsmXsvi4YNQZ9a0qx/S0NdPSvjbHlsvp2s4BsD9Jl6IQOvuwmv309Wbgd87QLk9e7DJevWx9W1cc+61VHnzQN8vOHlqM9v+f19HNixnYqvnF711RXlVJWVseHn10c0U0vEyRMnk5mTE/G8LyeHXpOmNLp+2YEvKdn1QdSGbaZ1s4JvDE6zr8Gzf8UV7+9k3BNLmLrmFS7a9Cb5PXvGtb7PH70bpCfDG/HNocaOJQtj3vxjz5oX4w9fT89x51N42sB6t28MUNh/AD3HT4i5XlnJQZ6/ZBoLBpzCsh8N50+n9uTdRx9ucg7jPnYM35gwWbkdIvq2x6PvTy5n8313U1X/kEl1NT3OHRd1neqK6N8ICAYTutlKfRk+H+cve4a/LVvMjkULCVLNKTN+gkybEdGeOdxzM6bwxbZ3nW8a5c723/i33+LvWECfKdOanMe4h+3hG9MCTr/2eoq+N6j2UIo3Oxuv38/oBx7Bn5cfdZ3vjB0f0RQNIFhdxYljftysPN7MTE69+FImP7uaC55dS99LLmuwFcPn27ZyYMf/1TkHAc4tEN+6685mZTHuYXv4xrQAb3Y2E1c8T/FrGyl+bSP+/Hx6TZ5KTlHnmOsMuflW9qx+gWOlJbV79L5AgAGzriE3jplBLalk5wcx74l7eN/HKc1S35FPinn9tlvYs3Y1eKDn2PP4/h13Nji2Jjor+Ma0EI/HQ7dhI+g2bERcyweKipix8Q22zX+UvevW0K6gE9+ddTUnjm7e3n1T5PXqTbCqOurvUv3hE66s5CDLfjyCsgNf1l5xvPPZlRT/5XUu/p/NcV91bBx2SMeYNPJ3LGDw7F8zdc0rjH9yWVqKPUDhd0+j46l9I9o8+9oFGPzLW9OSCWD7EwsoP3y4zr0HgpWVlB8qRZcsSluu1soKvjEGgPMWL6f7qNF4s7LxBXLI6tCBob+5Pa0nbItf2xR5IhznGod9m15NQ6LWzQ7pGGMA8OflM/6JpZQdPEDZwQPkdj+pwVk9qdC+Wzc8Xm/E3cU8Pl9aDzW1VraHb4ypw5/fkbyevdJe7AH6X3FV1NlF3sxM+s28Mg2JWjcr+MYY1+rUrz8j7pmLr107MnNzycrNxRcIMGrug+T36p3ueK2OHdIxxriaTJtBz7HnUfz6JvBA1x8Mj9o6wjSuWQVfRKYB/wqcCgxR1c0xljsXmItz66B5qjqnOds1xrQtme3b0+OcsemO0eo195DOe8AFwMZYC4iIF3gAGAv0BS4Skb7N3K4xxpgENWsPX1W3A4hIQ4sNAXaq6u7QsouBiUCMO04YY4xJhlSctO0KhF+bvS/0nDHGmBRqdA9fRF4CojWt+GdVfablIzm8Xg95eYGwxxl1HruJm7OBu/O5ORu4O5+bs4G787k5GyQvX6MFX1V/1MxtFAPhV0h0Cz3XoKqqICUl39ymLS8vUOexm7g5G7g7n5uzgbvzuTkbuDufm7NB8/IVFsbuL5SKaZlvAb1F5Ds4hX4GcHEKtmuMMSaMJxgMNnllEZkM3A8UAiXAO6p6joicgDP9clxouXHA73CmZc5X1X+P4+U/B/Y2OZwxxrRNJ+HU5AjNKvjGGGNaD2utYIwxbYQVfGOMaSOs4BtjTBthBd8YY9oIK/jGGNNGuLY9cgKdOPcAh4EqoFJVz3BRtrR0CRWRjsASoAewB5iuqgejLFcFbAs9/EhVJyQxU4NjISLZwJ+BQcCXwIWquidZeRLMNhO4m28uGPxvVZ2XomzzgfOAz1S1f5Tfe3CyjwOOAjNVdUsqssWZbyTwDPBh6KmnVfWOFGXrjvOeKgKCwB9UdW69ZdIyfnFmG0kLj52b9/Ab7cQZZpSqnp6KYh/i9i6hvwbWq2pvYH3ocTRfh8bt9CQX+3jG4krgoKr2Av4L+M9k5WlCNoAlYWOVkmIf8hhwbgO/Hwv0Dv25GngoBZnCPUbD+QA2hY1dSop9SCXwC1XtC5wF/CzK/226xi+ebNDCY+fagq+q21VV050jmjiz1XYJVdVyoKZLaCpMBBaEfl4ATErRdmOJZyzCMz8FjAntfbkhW9qo6kbgQAOLTAT+rKpBVX0DyBORLqlJF1e+tFHVT2v21lX1MLCdyMaNaRm/OLO1ONcW/AQEgbUi8raIXJ3uMGHS2SW0SFU/Df38d5yvjdH4RWSziLwhIsn8UIhnLGqXUdVKoBQoSGKmRLIBTBGRd0XkqdDXcbdoDd1oh4rIVhF5UUT6pSOAiPQABgJ/rfertI9fA9mghccurcfwW6gT5w9VtVhEjgfWiciO0F6HG7IlTUP5wh+oalBEYl1OfVJo7HoCL4vINlXd1dJZvwWeBRap6jER+SnON5HRac7UWmzBeZ8dCbVYWYlz+CRlRKQ9sBy4UVUPpXLbjWkkW4uPXVoLfgt04kRVi0N/fyYiK3C+oje74KerS2i8GsonIvtFpIuqfhr6evpZjNeoGbvdIrIBZy8jGQU/nrGoWWafiPiA43BO3iZbo9lUNTzHPOCuFOSKV1LfZ80VXsRU9QUReVBEOqnqF6nYvohk4hTUhar6dJRF0jZ+jWVLxti16kM6IpIjIrk1PwNn45xQdYPaLqEikoXTJXRVira9Crg89PPlOGf66xCR/NDMGESkE/ADkncXsnjGIjzzVOBlVU1Fo6dGs9U7pjsB53irW6wCLhMRj4icBZSGHc5LOxHpXHMuRkSG4NScVHyQ18zA+SOwXVXvi7FYWsYvnmzJGDs3T8sM78T5vIhE68RZBKwI3WLRBzypqqvdkE1VK0XkOmAN33QJfT/Z2ULmAEtF5EqcjqPTQ7nPAK5R1Vk4U0ofEZFqnDfSHFVNSsGPNRYicgewWVVX4bz5HxeRnTgnAWckI0sTs/2TiEzAmVlxAJiZimwAIrIIGAl0EpF9wG+BzFD2h4EXcKYU7sSZVnhFqrLFmW8qcK2IVAJfAzNS9EEOzk7MpcA2EXkn9NytwIlh+dI1fvFka/Gxs26ZxhjTRrTqQzrGGGPiZwXfGGPaCCv4xhjTRljBN8aYNsIKvjHGtBFW8I0xpo2wgm+MMW2EFXxjjGkj/h/R3iw0X1XmDQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Au0jjWC4J7lG", "colab": { "base_uri": "https://localhost:8080/", "height": 67 }, "outputId": "ddac7618-1dcb-4e87-f962-5c7ac70f9f96" }, "source": [ "# Determina dimensões dos dados de entrada e de saída\n", "shape_X = X.shape\n", "shape_Y = Y.shape\n", "\n", "# Determina número de exemplos de treinamento\n", "m = shape_X[1]\n", "\n", "# Resultados\n", "print ('A dimensão de X é: ' + str(shape_X))\n", "print ('A dimensão de Y é: ' + str(shape_Y))\n", "print ('Existem m = %d exemplos de treinamento' % (m))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "A dimensão de X é: (2, 600)\n", "A dimensão de Y é: (1, 600)\n", "Existem m = 600 exemplos de treinamento\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "1_iVxiXTJ7lI" }, "source": [ "## 3. Codificação da RNA\n" ] }, { "cell_type": "markdown", "metadata": { "id": "gEMak9isVg1m" }, "source": [ "### 3.1. Definição da estrutura da RNA\n", "\n", "Aqui define-se o número de neurônios na camada de entrada `nx`, na camada intermediária `n1` e na camada de saída `ny`.\n", "\n", "Veja que o algoritmo que estamos desenvolvendo aqui tem somente uma camada intermediária, e uma única saída. Generalizar o problema não traria maior conhecimento sobre RNAs, mas, complicaria bastante a implementação do algoritmo." ] }, { "cell_type": "code", "metadata": { "id": "YCR4JUozJ7lI" }, "source": [ "nx = 2\n", "n1 = 5\n", "ny = 1" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ND_QYMEuJ7lK" }, "source": [ "### 3.2. Inicialização dos parâmetros\n", "\n", "Os parâmetros desconhecidos, que são pesos e vieses, devem ser inicializados (como vimos no Perceptron).\n", "\n", "Números aleatórios são muito utilizados em redes neurais e a biblioteca `numpy` possui diversas funções para gerar números aleatórios. A função `random.random` calcula números aleatórios com distribuição uniforme no intervalo entre $0$ e $1$.\n", "\n", "Ao se multiplicar a função `random.random` por $0.01$, os pesos das ligações dos neurônios são inicializados com números aleatórios com distribuição uniforme no intervalo entre $0$ e\n", "$0.01$. Os vieses dos neurônios são todos inicializados com zeros.\n", "\n", "Antes de chamar a função `random.random` para gerar números aleatórios pela primeira vez, inicializa-se a função com o comando `np.random.seed(2)`, que garante que a função irá gerar sempre os mesmos números quando for chamada. Se a geração de números aleatórios não for inicializada, a cada vez que é utilizada gera uma sequência de números diferente.\n", "\n", "Verifique que a matriz com os pesos da primeira camada, `W1`, tem dimensão `(n1, nx)` e da segunda camada, `W2`, tem dimensão `(ny, n1)`. Os vetores de viés, `b1` e `b2` tem, respectivamente, dimensões `(n1, 1)` e `(ny, 1)`. O entendimento das dimensões é bastante importante para o acompanhamento da implementação do algoritmo." ] }, { "cell_type": "code", "metadata": { "id": "gGhp1TC6J7lL" }, "source": [ "def inicializa_parametros(nx, n1, ny):\n", " \"\"\"\n", " Argumentos:\n", " nx = número de entradas\n", " n1 = número de neurônios da camada escondida\n", " n = número de saídas\n", "\n", " Retorna:\n", " W1 = matriz de pesos de dimensão (n1, nx)\n", " b1 = vetor de vieses de dimensão (n1, 1)\n", " W2 = matriz de pesos de dimensão (ny, n1)\n", " b2 = vetor de vieses de dimensão (ny, 1)\n", " \"\"\"\n", "\n", " # Define semente para geração de números aleatórios de forma a uniformizar resultados\n", " np.random.seed(2)\n", "\n", " # Incializa pesos das ligações com números aleatórios\n", " W1 = np.random.random((n1, nx)) * 0.01\n", " W2 = np.random.random((ny, n1)) * 0.01\n", "\n", " # Define vieses com zeros\n", " b1 = np.zeros((n1, 1))\n", " b2 = np.zeros((ny, 1))\n", "\n", " # Verifica se dimensões dos parâmetros é correta\n", " assert (W1.shape == (n1, nx))\n", " assert (b1.shape == (n1, 1))\n", " assert (W2.shape == (ny, n1))\n", " assert (b2.shape == (ny, 1))\n", "\n", " return (W1, b1, W2, b2)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "U8duIvTxJ7lM", "colab": { "base_uri": "https://localhost:8080/", "height": 218 }, "outputId": "f062b976-91bf-4550-9d60-816307a7c44e" }, "source": [ "# Executa função para inicializar parâmetros\n", "W1, b1, W2, b2 = inicializa_parametros(nx, n1, ny)\n", "\n", "# Mostra os valores inicializados\n", "print(\"W1 = \", W1)\n", "print(\"b1 = \", b1)\n", "print(\"W2 = \", W2)\n", "print(\"b2 = \", b2)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "W1 = [[0.00435995 0.00025926]\n", " [0.00549662 0.00435322]\n", " [0.00420368 0.00330335]\n", " [0.00204649 0.00619271]\n", " [0.00299655 0.00266827]]\n", "b1 = [[0.]\n", " [0.]\n", " [0.]\n", " [0.]\n", " [0.]]\n", "W2 = [[0.00621134 0.00529142 0.0013458 0.00513578 0.0018444 ]]\n", "b2 = [[0.]]\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "H_rT3-E5PdeE" }, "source": [ "### 3.3. Propagação para frente, função de custo e retro-propagação\n", "\n", "A base para o entendimento do algoritmo de treinamento de uma rede neural são a propagação para frente (*forward propagation*), a função de custo (*loss function*) e a retro-propagação (*backpropagation*).\n", "\n", "
\n", "\n", "Conforme vimos com a unidade Perceptron, a rede tem seu sentido de propagação, partindo dos dados de entrada, passando de camada em camada até os dados de saída. Essa é a *propagação para frente*.\n", "\n", "Durante esse caminho, já aprendemos que a entrada em cada neurônio de uma camada, é somatório da média ponderada das saídas dos neurônios das camadas anteriores mais um viés, $\\mathbf{z}$. Depois, esse resultado passa por uma função de ativação e está pronto para alimentar a camada seguinte de neurônios.\n", "\n", "Conforme já definimos quando estudávamos *Perceptron*, existem outras funções de ativação, como por exemplo, Sigmoide, ReLU (do inglês *rectified linear unit*), tanh, etc... Nós iremos implementar a função sigmóide,\n", "$$\n", "\\text{sigmoid} = g(z) = \\frac{1}{1+e^{-z}}\n", "$$\n", "que resulta em valores entre $0$ e $1$. Atualmente, a função mais comum é a ReLU, principalmente em redes neurais convolucionais. Fica como lição para você programar a ReLU.\n", "\n", "Com a propagação dos dados até a última camada, temos a saída $\\mathbf{\\hat{y}}$.\n", "\n", "Mas, isso basta para treinar uma rede? A resposta é não.\n", "\n", "Exatamente como no caso do perceptron (afinal, a rede é um conjunto de perceptrons distribuídos em camadas), os algoritmos de treinamento supervisionado das RNAs consistem de métodos de otimização de uma função de custo. A função de custo é definida para o problema que se quer resolver e, como já mencionamos, depende da diferença entre a saída desejada e a saída calculada pela RNA para cada exemplo usado no treinamento. O processo de otimização tem como objetivo calcular os parâmetros da rede, que são as matrizes de pesos das ligações $\\mathbf{W}^{[l]}$ e vetores de viés $\\mathbf b^{[l]}$, para todas as camadas da RNA (ou seja, $l = 1,...,L$) de forma a minimizar a função de custo $J(\\mathbf{W},\\mathbf{b})$.\n", "\n", "Teoricamente, a procura pelo conjunto de parâmetros da RNA que minimiza a função de custo pode ser feito resolvendo um sistema de equações, obtido igualando a zero as derivadas parciais da função de custo em relação a todos os parâmetros da RNA. Contudo, além de ineficiente, essa solução só é possível se a RNA possuir poucos parâmetros. No caso de uma RNA de muitas camadas, ou de muitos neurônios, i.e., alguns milhões de parâmetros, esse processo direto de solução se torna impraticável.\n", "Assim, a solução é utilizar um processo iterativo de busca do valor mínimo da função de custo.\n", "\n", "Esse processo iterativo de minimização da função de custo é realizado usando as seguintes etapas:\n", "1. Inicialização dos parâmetros da RNA;\n", "2. Execução da RNA para todos os exemplos do conjunto de dados de treinamento, de forma\n", "que dadas as entradas calculam-se as saídas previstas pela RNA;\n", "3. Cálculo da função de custo para todos os exemplos de treinamento;\n", "4. Cálculo do gradiente da função de custo em relação a todos os parâmetros da RNA;\n", "5. Atualização dos parâmetros da RNA na direção oposta ao gradiente de forma a reduzir o valor\n", "da função de custo;\n", "6. Repetição das etapas 2 a 5 até a obtenção de um valor desejado para a função de custo, ou até\n", "os parâmetros da RNA convergirem.\n", "\n", "Esse é o *método do gradiente descendente*, que já mencionamos no estudo do Perceptron e é nosso velho conhecido do curso de Aprendizado de Máquinas I (veja a figura abaixo, um slide de nossa aula para matar saudades...). Esse método consiste no *motor* básico das RNAs.\n", "\n", "
\n", "\n", "\n", "A implementação do método do gradiente descendente é realizada de uma forma eficiente utilizando o algoritmo da *retro propagação*. A maneira como podemos descobrir como calcular gradientes no algoritmo de retro propagação é pensando nesta questão:\n", "\n", "*Como podemos medir a mudança na função de custo em relação a um peso específico, viés ou ativação?*\n", "\n", "Conforme já sabemos, a cada iteração $i$ do método do gradiente descendente são atualizados todos os parâmetros da RNA. A atualização dos parâmetros da RNA (etapa 4) é realizada de acordo com as seguintes equações:\n", "\\begin{align}\n", "{w}_{k,j}^{[l]} &= {w}_{k,j}^{[l]} - \\alpha\\frac{\\partial J(\\mathbf{W},\\mathbf{b})}{\\partial {w}_{k,j}^{[l]} } \\\\\n", "{b}_{k}^{[l]} &= {b}_{k}^{[l]} - \\alpha\\frac{\\partial J(\\mathbf{W},\\mathbf{b})}{\\partial {b}_{k}^{[l]} }\n", "\\end{align}\n", "para $l=1,\\cdots,L$, $k=1,\\cdots,n^{[l]}$ e $j=1,\\cdots,n^{[l-1]} $, $\\alpha$ é a taxa de aprendizado, $\\frac{\\partial J(\\mathbf{W},\\mathbf{b})}{\\partial {w}_{k,j}^{[l]} }$ é a derivada parcial da função de custo em relação ao peso da ligação ${w}_{k,j}^{[l]}$ e $\\frac{\\partial J(\\mathbf{W},\\mathbf{b})}{\\partial {b}_{k}^{[l]} }$ é a derivada parcial da função de custo em relação ao viés ${b}_{k}^{[l]}$, $L$ é o número total de camadas da RNA e $n^{[l]}$ é o número de neurônios da camada $l$.\n", "\n", "O gradiente pode ser interpretado como uma medida da contribuição do peso para a perda. Portanto, quanto maior é esse gradiente (em valor absoluto), mais o peso é atualizado durante uma iteração de descida do gradiente.\n", "\n", "A função de custo é definida por,\n", "\\begin{equation}\n", "J\\left(\\mathbf{W},\\mathbf{b}\\right)={1 \\over m} \\sum\\limits_{i=1}^{m} E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)\n", "\\end{equation}\n", "onde $E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)$ é a função de erro genérica - por exemplo, logística ou erro médio, que já apresentamos, $m$ é o número de dados de entrada para treinamento da rede.\n", "\n", "Precisamos retroceder na rede e atualizar os pesos e vieses. Vamos apresentar como fazer isso matematicamente. A seguir, uma equação para pesos, uma para vieses e outra para ativações.\n", "\n", "**Derivadas parciais**\n", "\n", "As derivadas parciais da função de erro em relação aos parâmetros da camada de saída da RNA para o $i$-ésimo exemplo de treinamento são calculadas aplicando a regra da cadeia da derivada,\n", "\\begin{align}\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {w}_{k,j}^{[l]} } &= \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[l](i)} } \\frac{\\partial a_{k}^{[l](i)}}{\\partial z_{k}^{[l](i)}} \\frac{\\partial z_{k}^{[l](i)}}{\\partial {w}_{k,j}^{[l]} } \\\\\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {b}_{k}^{[l]} } &= \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[l](i)} } \\frac{\\partial a_{k}^{[l](i)}}{\\partial z_{k}^{[l](i)}} \\frac{\\partial z_{k}^{[l](i)}}{\\partial {b}_{k}^{[l]}}\n", "\\end{align}\n", "\n", "Particularmente, para última camada $L$, tem-se que,\n", "\\begin{align}\n", "z_{k}^{[L](i)} &= {w}_{k,j}^{[L]} a^{[L-1](i)}_{k} + b^{[L]}_{k}\\\\\n", "a_k^{[L](i)} &= g\\left(z_{k}^{[L](i)}\\right)=\\hat{y}^{(i)}\\\\\n", "E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right) &= \\left(a_k^{[L](i)}-{y}^{(i)}\\right)^2 = \\left(\\hat{y}^{(i)}-{y}^{(i)}\\right)^2\n", "\\end{align}\n", "usando a função erro quadrático. Dessa forma,\n", "\\begin{equation}\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {w}_{k,j}^{[L](i)}} = 2 \\left(a_k^{[L](i)}-{y}^{(i)}\\right)g'^{[L]}\\left(z_k^{[L](i)}\\right) a_k^{[L-1](i)}\n", "\\end{equation}\n", "ié,\n", "\\begin{equation}\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {w}_{k,j}^{[L](i)}} = 2 \\left(a_k^{[L](i)}-{y}^{(i)}\\right)\\frac{a_k^{[L](i)}}{z_k^{[L](i)}}\\frac{z_k^{[L](i)}}{\\partial {w}_{k,j}^{[L](i)}}\n", "\\end{equation}\n", "\n", "lembrando que $\\frac{\\partial y^{(i)}}{\\partial {w}_{k,j}^{[L]}}=0$, pois $y^{(i)}$ é um dado constante de treinamento.\n", "\n", "\n", "Utilizando-se a função de ativação sigmoide para última camada, tem-se:\n", "$$\n", "\\frac{\\partial E}{\\partial {w}_{k,j}^{[L](i)}} = 2 a_{k}^{[L-1](i)} \\left(a_k^{[L](i)}-{y}^{(i)}\\right) \\frac{ \\exp({z_{k}^{[L](i)}})}{\\left[1 + \\exp({z_{k}^{[L](i)}})\\right]^2}\n", "$$\n", "\n", "Não estamos mostrando como diferenciar neste Notebook, pois existem muitos recursos excelentes para isso. Aqui, derivamos o gradiente somente em relação à última camada ${w}_{k,j}^{[L]}$... O cálculo em relação a ${w}_{k,j}^{[L-1]}$ seria ainda mais tedioso. Portanto, tal abordagem analítica seria muito difícil de implementar para uma rede complexa. Além disso, em termos de computação, essa abordagem seria bastante ineficiente, já que não poderíamos aproveitar o fato de que os gradientes compartilham alguma definição comum, como discutiremos a seguir.\n", "\n", "**Backpropagation**\n", "\n", "Fazendo uso da regra da cadeia de cálculo, podemos expressar o gradiente de $E$ em relação aos pesos (ou vieses) como:\n", "\\begin{align}\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {w}_{k,j}^{[l]} } &= \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[l](i)} } \\frac{\\partial a_{k}^{[l](i)}}{\\partial z_{k}^{[l](i)}} \\frac{\\partial z_{k}^{[l](i)}}{\\partial {w}_{k,j}^{[l]} } \\\\\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {b}_{k}^{[l]} } &= \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[l](i)} } \\frac{\\partial a_{k}^{[l](i)}}{\\partial z_{k}^{[l](i)}} \\frac{\\partial z_{k}^{[l](i)}}{\\partial {b}_{k}^{[l]}}\n", "\\end{align}\n", "\n", "Porque *backpropagation*? Porque para calcular os pesos conectados à camada oculta imediatamente anterior à camada de saída $E$, teremos que reutilizar os cálculos anteriores. Isto é,\n", "\\begin{equation}\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial {w}_{k,j}^{[L-1]} } = \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[L-1](i)} } \\frac{\\partial a_{k}^{[L-1](i)}}{\\partial z_{k}^{[L-1](i)}} \\frac{\\partial z_{k}^{[L-1](i)}}{\\partial {w}_{k,j}^{[L-1]} }\n", " \\end{equation}\n", "\n", "\\begin{equation}\n", "\\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_{k}^{[L-1](i)} }\n", " =\n", " \\underbrace{\n", " \\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial a_k^{[L](i)}}\n", " \\frac{\\partial a_{k}^{[L](i)}}{\\partial z_{k}^{[L](i)}}\n", " }_\\text{Reutilizado de $\\frac{\\partial E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right)}{\\partial{w}_{k,j}^{[L](i)} }$}\n", " \\,\n", " \\frac{\\partial z_{k}^{[L](i)}}{\\partial a_{k}^{[L-1](i)}}\n", " \\frac{\\partial a_{k}^{[L-1](i)}}{\\partial z_{k}^{[L-1](i)}}\n", " \\frac{\\partial z_{k}^{[L-1](i)}}{\\partial {w}_{k,j}^{[L-1]} }\n", "\\end{equation}\n", "\n", "Tente entender a notação usada ligando qual camada $L-1$ com a camada $L$. Lembre-se que $i$ é a iteração, $l$ a camada, e no peso $w_{j,k}$ o índice $j$ refere-se ao número do neurônio da camada $l$ e $k$ ao número do neurônio da camada $l-1$.\n", "\n", "
\n", "\n", "Mais que entender passagens matemáticas de derivadas parciais, o importante é entender conceitos como a propagação para frente e para trás e a lógica por trás do algoritmo. Para ajudar, vamos imaginar a pequena rede ilustrada no diagrama mostrado acima. Note que,\n", "$$\n", "\\frac{\\partial E}{\\partial {w}_k^{[2]}} = \\frac{\\partial E}{\\partial \\hat{y}^{(i)}} \\frac{\\partial \\hat{y}^{(i)}}{\\partial {w}_k^{[2]}} = \\frac{\\partial E}{\\partial \\hat{y}^{(i)}} \\frac{\\partial \\hat{y}^{(i)}}{\\partial z^{[2](i)}}\\frac{\\partial z^{[2](i)}}{\\partial {w}_k^{[2]}}\n", "$$\n", "\n", "Verifique que é possível obter a relação entre $\\frac{\\partial E}{\\partial \\mathbf{a}^{[2](i)}}=\\frac{\\partial E}{\\partial \\hat{y}^{(i)}}$ da propagação para frente. Dada a função de custo $E\\left(\\hat{y}^{(i)},{y}^{(i)}\\right) $, as demais derivadas parciais dependem de relações conhecidas,\n", "\\begin{align}\n", "{a}^{[2](i)} &= g\\left(z^{[2](i)}\\right)\\\\\n", "z^{[2](i)} &= \\mathbf{w}^{[2]} \\cdot \\mathbf{a}^{[1](i)} + b^{[2]}_{k}\\\\\n", "\\end{align}\n", "\n", "O mesmo vale para $\\mathbf{W}^{[1]}$,\n", "$$\n", " \\frac{\\partial E}{\\partial w_{k,j}^{[1]}} = \\frac{\\partial E}{\\partial {a}^{[2](i)}} \\frac{\\partial {a}^{[2](i)}}{\\partial w_{k,j}^{[1]}} = \\frac{\\partial E}{\\partial {a}^{[2](i)}} \\frac{\\partial {a}^{[2](i)}}{\\partial z^{[2](i)}} \\frac{\\partial z^{[2](i)}}{\\partial w_{k,j}^{[1]}} = \\frac{\\partial E}{\\partial {a}^{[2](i)}} \\frac{\\partial {a}^{[2](i)}}{\\partial z^{[2](i)}} \\frac{\\partial z^{[2](i)}}{\\partial {a}^{[1](i)}_k} \\frac{\\partial {a}^{[1]}_k}{\\partial w_{k,j}^{[1]}} = \\frac{\\partial E}{\\partial {a}^{[2]}} \\frac{\\partial {a}^{[2](i)}}{\\partial z^{[2](i)}} \\frac{\\partial z^{[2](i)}}{\\partial {a}^{[1](i)}_k} \\frac{\\partial {a}^{[1](i)}_k}{\\partial z^{[1](i)}_k} \\frac{\\partial z^{[1](i)}_k}{\\partial w_{k,j}^{[1]}}\n", " $$\n", "\n", "Uma coisa muito importante a notar aqui é que a solução do gradiente $\\frac{\\partial E}{\\partial w_{k,j}^{[1]}}$ pode reutilizar alguns dos cálculos realizados durante a avaliação do gradiente $\\frac{\\partial E}{\\partial w_{k}^{[2]}}$. Obviamente, tudo se aplica na solução para o gradiente $\\frac{\\partial E}{\\partial b^{[1]}_k}$:\n", "$$\n", "\\frac{\\partial E}{\\partial b^{[1]}_k} = \\frac{\\partial E}{\\partial a^{[2](i)}} \\frac{\\partial a^{[2](i)}}{\\partial z^{[2](i)}} \\frac{\\partial z^{[2](i)}}{\\partial a^{[1](i)}_k} \\frac{\\partial a^{[1](i)}_k}{\\partial z^{[1](i)}_k} \\frac{\\partial z^{[1](i)}_k}{\\partial b^{[1]}_k}\n", "$$\n", "e vemos que os primeiros quatro termos do lado direito da equação são iguais aos de $\\frac{\\partial E}{\\partial w_{k}^{[2]}}$.\n", "\n", "Na prática, uma iteração de gradiente descendente exigiria agora uma passagem para a frente e apenas uma passagem na direção reversa, computando todas as derivadas parciais a partir do nó de saída. No [artigo original sobre retropropagação](http://www.cs.toronto.edu/~hinton/absps/naturebp.pdf) publicado em 1986, os autores (entre os quais Geoffrey Hinton - se você quiser assistir uma aula dele use esse [link](https://www.youtube.com/watch?v=bO9nHq2AqbQ)) usaram a retropropagação pela primeira vez para permitir que unidades internas ocultas aprendessem características do domínio do problema.\n", "\n", "Para visualizar melhor o que é retropropagação na prática, vamos implementar um problema de classificação de rede neural em `numpy`. Dessa forma, tudo ficará mais claro.\n", "\n", "Na verdade, como veremos a seguir, não há necessidade de uma biblioteca complexa de aprendizado profundo para brincar com sua primeira rede neural." ] }, { "cell_type": "markdown", "metadata": { "id": "aAZovoWYJ7lP" }, "source": [ "#### Propagação para frente (Forward propagation)####\n", "\n", "O gráfico abaixo repesenta o *caminho para frente* (forward) de uma rede neural artificial sequencial. Isso já aprendemos! Os nós neste gráfico correspondem a todos os valores que são calculados para obter o erro $E$ na propagação de um conjunto de dados $i$.\n", "\n", "\n", "
\n", "\n", "Para codificar as equações de propagação para frente,\n", "\\begin{align}\n", "\\mathbf z^{[1](i)} &=\\mathbf{W}^{[1]}\\mathbf{x}^{(i)}+\\mathbf{b}^{[1]} \\\\\n", "\\mathbf{a}^{[1](i)} &= g^{[1]}(\\mathbf{z}^{[1](i)})\\\\\n", "{z}^{[2](i)} &= \\mathbf{w}^{[2]}\\mathbf{a}^{[1](i)}+{b}^{[2]}\\\\\n", "{a}^{[2](i)} &= g^{[2]}({z}^{[2](i)})\n", "\\end{align}\n", "inicialmente são definidas a função `sigmoid`, que é\n", "a função de ativação sigmoide usada nesse exemplo, e a função `propagacao_frente`, que implementa as equações do neurônio." ] }, { "cell_type": "code", "metadata": { "id": "INa7ePqYJ7lP" }, "source": [ "# Define função sigmoide\n", "def sigmoid(x):\n", " \"\"\"\n", " Compute the sigmoid of x\n", "\n", " Arguments:\n", " x -- A scalar or numpy array of any size.\n", "\n", " Return:\n", " s -- sigmoid(x)\n", " \"\"\"\n", " s = 1/(1+np.exp(-x))\n", " return s\n", "\n", "# Define função propagacao_frente\n", "def propagacao_frente(x, W1, b1, W2, b2):\n", " \"\"\"\n", " Argumentos:\n", " x = dados de entrada de um exemplo com dimensão (nx, 1)\n", " W1 = matriz de pesos de dimensão (n1, nx)\n", " b1 = vetor de vieses de dimensão (n1, 1)\n", " W2 = matriz de pesos de dimensão (ny, n1)\n", " b2 = vetor de vieses de dimensão (ny, 1)\n", "\n", " Retorna:\n", " z1 = estados dos neurônios da camada intermediária de dimensão (n1, 1)\n", " a1 = ativações dos neurônios da camada intermediária de dimensão (n1, 1)\n", " z2 = estado do neurônio da camada de saída de dimensão (ny ,1)\n", " a2 = ativação do neurônio da camada de saída (saída da rede) de dimensão (ny ,1)\n", " \"\"\"\n", " # Garante que dimensões dos dados de entrada são de fato um vetor de nx linhas e uma coluna\n", " nx = x.shape[0]\n", " x = np.reshape(x, (nx, 1))\n", "\n", " # Implementa propagação para frente para calcula a2 (verifique com cuidado as dimensões nas multiplicações)\n", " z1 = np.dot(W1,x) + b1\n", " a1 = np.tanh(z1)\n", " z2 = np.dot(W2,a1) + b2\n", " a2 = sigmoid(z2)\n", "\n", " # Verifica dimensão de a2\n", " assert(a2.shape == (1, x.shape[1]))\n", "\n", " return (z1, a1, z2, a2)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "pIykJb8PJ7lR", "colab": { "base_uri": "https://localhost:8080/", "height": 218 }, "outputId": "ce5eae02-3eed-45da-be74-4c6ee8f682c0" }, "source": [ "# Executa função propagacao_frente\n", "z1, a1, z2, a2 = propagacao_frente(X[:,0], W1, b1, W2, b2)\n", "\n", "# Resultados\n", "print('z1 =', z1)\n", "print('a1 =', a1)\n", "print('z2 =', z2)\n", "print('a2 =', a2)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "z1 = [[9.35854485e-05]\n", " [2.39285763e-03]\n", " [1.81537083e-03]\n", " [3.47401361e-03]\n", " [1.47120243e-03]]\n", "a1 = [[9.35854482e-05]\n", " [2.39285307e-03]\n", " [1.81536883e-03]\n", " [3.47399963e-03]\n", " [1.47120137e-03]]\n", "z2 = [[3.624119e-05]]\n", "a2 = [[0.50000906]]\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "r9N02SXqJ7lT" }, "source": [ "#### Função de erro ####\n", "\n", "Anteriormente, para simplificar, usamos o erro quadrático como uma função de perda. Acontece que, para um problema de classificação, essa não é uma escolha apropriada como função de perda. Na verdade, o erro quadrático não é capaz de distinguir previsões ruins de previsões extremamente ruins em um contexto de classificação. Reveja essa discussão na aula de Regressão logística, de *Aprendizado de Máquinas I*.\n", "\n", "Aqui, como uma função de erro, preferimos usar a função de entropia cruzada,\n", "\\begin{equation}\n", " L(\\hat{y}, y) = -y^{(i)} \\log(\\hat{y}^{(i)}) - (1-y^{(i)}) \\log(1-\\hat{y}^{(i)})\n", "\\end{equation}\n", "de forma que a função de custo fica definida como:\n", "\\begin{equation}\n", " J(\\hat{y}, y) = \\frac{1}{m} \\sum_{i=1}^{m}\\left[ -y^{(i)} \\log(\\hat{y}^{(i)}) - (1-y^{(i)}) \\log(1-\\hat{y}^{(i)}]\\right)\n", "\\end{equation}\n", "onde $y^{(i)}$ é a saída da propagação para frente de um único ponto de dados $i$,\n", "$$\\mathbf{x^{(i)}} = \\begin{bmatrix} x^{(i)}_1 \\\\ x^{(i)}_2 \\\\ \\end{bmatrix}\n", "$$\n", "e $y^{(i)}$ a classe correta do ponto de dados.\n", "\n", "Na função abaixo, definimos a função erro em `logistica`.\n", "\n" ] }, { "cell_type": "code", "metadata": { "id": "Ixc3MY_SJ7lT" }, "source": [ "def logistica(a2, y):\n", " \"\"\"\n", " Argumentos:\n", " a2 = saída da RNA (escalar)\n", " y = classe real do exemplo (escalar)\n", "\n", " Retorna:\n", " erro = função logística\n", " \"\"\"\n", "\n", " # Calcula erro\n", " erro = -(y*np.log(a2) + (1 - y)*np.log(1 - a2))\n", "\n", " # Acerta número de eixos se for necessário\n", " erro = np.squeeze(erro)\n", "\n", " return erro" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "mElg5FftJ7lV", "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "outputId": "5e760e31-2c2a-41fe-c676-7df4dcbcc5b0" }, "source": [ "print(\"Erro = \" + str(logistica(a2, Y[0][0])))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Erro = 0.693129060129141\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "C_hmX36fJ7lX" }, "source": [ "#### Retro-propagação ####\n", "\n", "A formulação para implementação da retro-propagação está listada a seguir.\n", "\\begin{align}\n", "\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}} &= \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial a^{[2](i)}}\\frac{\\partial a^{[2](i)}}{\\partial z^{[2](i)}}\\\\\n", "d b^{[2](i)} &=\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}\\frac{\\partial z^{[2](i)}}{\\partial b^{[2](i)}} = \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}\\\\\n", "d \\mathbf{w}^{[2](i)} &=\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}\\frac{\\partial z^{[2](i)}}{\\partial \\mathbf{w}^{[2](i)}}= \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}{\\mathbf{a}^{[1](i)}}^T\\\\\n", "d \\mathbf{a}^{[1](i)} &=\\frac{d {\\sigma}^{[1]}\\left(\\mathbf{z}^{[1](i)}\\right)}{d\\mathbf{z}^{[1](i)}}=1-\\left[\\sigma^{[1]}\\left(\\mathbf{z}^{[1](i)}\\right)\\right]^2 = 1-\\left[\\mathbf{a}^{[1](i)}\\right]^2\\\\\n", "d\\mathbf z^{[1](i)} &= \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}\\frac{\\partial z^{[2](i)}}{\\partial \\mathbf{a}^{[1](i)}}\\frac{\\partial \\mathbf{a}^{[1](i)}}{\\partial \\mathbf z^{[1](i)}}\n", "= \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}}\\mathbf{w}^{[2](i)} d \\boldsymbol{\\sigma}^{[1](i)} \\\\\n", "d b^{[1](i)} &= d\\mathbf z^{[1](i)}\\\\\n", "d \\mathbf{w}^{[1](i)} &=d\\mathbf z^{[1](i)} {\\mathbf{x}^{(i)}}^T\\\\\n", "\\frac{\\partial J}{\\partial \\mathbf{w}^{[2]}} &+={1\\over m}d \\mathbf{w}^{[2](i)} \\\\\n", "\\frac{\\partial J}{\\partial b^{[2]}} &+={1\\over m} db^{[2](i)} \\\\\n", "\\frac{\\partial J}{\\partial \\mathbf{w}^{[1]}} &+={1\\over m}d \\mathbf{w}^{[1](i)} \\\\\n", "\\frac{\\partial J}{\\partial \\mathbf{b}^{[1]}} &+={1\\over m}d \\mathbf{b}^{[1](i)} \\\\\n", "\\end{align}\n", "\n", "Dada a função de erro definida anteriormente e a sigmoide como função de ativação da segunda camada, tem-se\n", "\\begin{align}\n", "\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}} &= \\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial a^{[2](i)}}\\frac{\\partial a^{[2](i)}}{\\partial z^{[2](i)}}\\\\\n", "\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial a^{[2](i)}}&= \\frac{\\hat{y}^{(i)}-y^{(i)}}{\\hat{y}^{(i)}(1-\\hat{y}^{(i)})} \\\\\n", "\\frac{\\partial a^{[2](i)}}{\\partial z^{[2](i)}} &= \\sigma(z^{[2](i)})(1-\\sigma(z^{[2](i)})=\\hat{y}^{(i)}\\left( 1-\\hat{y}^{(i)}\\right)\n", "\\end{align}\n", "\n", "Portanto,\n", "\\begin{equation}\n", "\\frac{\\partial L(\\hat{y}^{(i)}, y^{(i)})}{\\partial z^{[2](i)}} = \\frac{\\hat{y}^{(i)}-y^{(i)}}{\\hat{y}^{(i)}(1-\\hat{y}^{(i)})}\\hat{y}^{(i)}\\left( 1-\\hat{y}^{(i)}\\right)=\\hat{y}^{(i)}-y^{(i)}\n", "\\end{equation}\n", "\n", "Verifique que as derivadas não são desenvolvidas aqui. Algumas são simples. Por exemplo, para achar a derivada da função de erro $L(\\hat{y}^{(i)}, y^{(i)})$ em função da previsão $a^{[2](i)}=\\hat{y}^{(i)}$ usa-se a propriedade de derivada:\n", "$$\n", "\\frac{d}{dx}\\ln[f(x)] = \\frac{1}{f(x)}\\frac{d}{dx}f(x)\n", "$$\n", "\n", "Para primeira camada, a função de ativação é a tangente hiperbólica, cuja derivada é $\\frac{d \\tanh(x)}{dx}$. Essa expressão foi usada na derivação da equação de $d \\mathbf{a}^{[1](i)}$.\n", "\n", "A derivada da sigmoide é detalhada neste [link](https://towardsdatascience.com/derivative-of-the-sigmoid-function-536880cf918e)." ] }, { "cell_type": "code", "metadata": { "id": "zpiVlAcyJ7lX" }, "source": [ "def retro_propagacao(x, y, z1, a1, z2, a2, W2):\n", " \"\"\"\n", " Argumentos:\n", " x = entrada de um exemplo, dimensão (nx, 1)\n", " y = saída da classe real de um exemplo (escalar)\n", " z1 = estados dos neurônios da camada intermediária, dimensão (n1, 1)\n", " a1 = ativações dos neurônios da camada intermediária, dimensão (n1, 1)\n", " z2 = estado do neurônio da camada de saída, dimensão (ny ,1)\n", " a2 = ativação do neurônio da camada de saída, dimensão (ny ,1)\n", " W2 = matriz de pesos da camada de saída, dimensão (ny, n1)\n", "\n", " Retorna: derivadas parciais da função de erro logística em relação:\n", " dW1 = aos pesos das ligações da 1a camada, dimensão (n1, nx)\n", " db1 = aos vieses da primeira camada, dimensão (n1, 1)\n", " dW2 = aos pesos das ligações da camada de saída, dimensão (ny, n1)\n", " db2 = aos vieses da camada de saída, dimensão (ny, 1)\n", " \"\"\"\n", "\n", " # Garante que dimensões de x estão corretas\n", " nx = x.shape[0]\n", " x = np.reshape(x, (nx, 1))\n", "\n", " # Retro-propagação: cálculo de dW1, db1, dW2, db2.\n", " dz2 = a2 - y\n", " dW2 = np.dot(dz2,a1.T)\n", " db2 = dz2\n", " da1 = (1 - np.power(a1, 2))\n", " dz1 = np.dot(W2.T,dz2)*da1\n", " dW1 = np.dot(dz1,x.T)\n", " db1 = dz1\n", "\n", " return dW1, db1, dW2, db2" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "pDS2Ovf3J7lZ", "colab": { "base_uri": "https://localhost:8080/", "height": 235 }, "outputId": "dd0a8891-0388-4edb-a0e1-5392ae477b7b" }, "source": [ "# Executa função retro_propagacao\n", "dW1, db1, dW2, db2 = retro_propagacao(X[:,0], Y[0][0], z1, a1, z2, a2, W2)\n", "\n", "# Resultados\n", "print (\"dW1 = \", dW1)\n", "print (\"db1 = \", db1)\n", "print (\"dW2 = \", dW2)\n", "print (\"db2 = \", db2)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "dW1 = [[ 3.76781752e-05 -1.75465181e-03]\n", " [ 3.20977437e-05 -1.49477419e-03]\n", " [ 8.16363531e-06 -3.80175987e-04]\n", " [ 3.11534359e-05 -1.45079830e-03]\n", " [ 1.11881566e-05 -5.21026273e-04]]\n", "db1 = [[-0.00310561]\n", " [-0.00264565]\n", " [-0.00067289]\n", " [-0.00256781]\n", " [-0.00092218]]\n", "dW2 = [[-4.67918762e-05 -1.19640485e-03 -9.07667969e-04 -1.73696834e-03\n", " -7.35587356e-04]]\n", "db2 = [[-0.49999094]]\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "mBSKws73J7lb" }, "source": [ "### 3.4. Atualização dos parâmetros\n", "\n", "Os pesos e vieses são atualizados de acordo com,\n", "\\begin{align}\n", "\\mathbf{w}^{[2]} &=\\mathbf{w}^{[2]} -\\alpha \\frac{\\partial J}{\\partial \\mathbf{w}^{[2]}}\\\\\n", "b^{[2]} &= b^{[2]}-\\alpha \\frac{\\partial J}{\\partial b^{[2]}}\\\\\n", "\\mathbf{w}^{[1]} &= \\mathbf{w}^{[1]} -\\alpha \\frac{\\partial J}{\\partial \\mathbf{w}^{[1]}}\\\\\n", "\\mathbf{b}^{[1]} &=\\mathbf{b}^{[1]} - \\alpha \\frac{\\partial J}{\\partial \\mathbf{b}^{[1]}} \\\\\n", "\\end{align}" ] }, { "cell_type": "markdown", "source": [ "#### SUA LIÇÃO DE CASA" ], "metadata": { "id": "MbxGzsDPx5Wr" } }, { "cell_type": "code", "metadata": { "id": "rjU5WGnNJ7lb" }, "source": [ "def atualiza_parametros(W1, b1, W2, b2, dJdW1, dJdb1, dJdW2, dJdb2, taxa_aprendizado=1.0):\n", " \"\"\"\n", " Argumentos:\n", " W1 = matriz de pesos de dimensão (n1, nx)\n", " b1 = vetor de vieses de dimensão (n1, 1)\n", " W2 = matriz de pesos de dimensão (ny, n1)\n", " b2 = vetor de vieses de dimensão (ny, 1)\n", " dJdW1 = matriz de gradientes dos pesos para todos exemplos, dimensão (n1, nx)\n", " dJdb1 = vetor de gradientes dos vieses para todos exemplos, dimensão (n1, 1)\n", " dJdW2 = matriz de gradientes dos pesos para todos exemplos, dimensão (ny, n1)\n", " dJdb2 = vetor de gradientes dos vieses para todos exemplos, dimensão (ny, 1)\n", "\n", " Retorna parametros atualizados:\n", " W1 = matriz de pesos de dimensão (n1, nx)\n", " b1 = vetor de vieses de dimensão (n1, 1)\n", " W2 = matriz de pesos de dimensão (ny, n1)\n", " b2 = vetor de vieses de dimensão (ny, 1)\n", " \"\"\"\n", "\n", " # Atualização dos parâmetros\n", "\n", " ##############################################\n", " ########COLOQUE SEU CÓDIGO AQUI ##############\n", " ##############################################\n", "\n", " return W1, b1, W2, b2" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "scrolled": true, "id": "WAA62b69J7lc", "colab": { "base_uri": "https://localhost:8080/", "height": 218 }, "outputId": "3480b56b-88cf-4388-ae57-c632b8dc4225" }, "source": [ "# Nesse momento são utilizados os gradientes dos parâmetros para um único exemplo, somente\n", "# para poder testar a função atualiza_parametros\n", "dJdW1 = dW1\n", "dJdb1 = db1\n", "dJdW2 = dW2\n", "dJdb2 = db2\n", "\n", "# Executa função atualiza_parametros\n", "W1_n, b1_n, W2_n, b2_n = atualiza_parametros(W1, b1, W2, b2, dJdW1, dJdb1, dJdW2, dJdb2, taxa_aprendizado=0.8)\n", "\n", "# Resultados\n", "print(\"W1 = \", W1_n)\n", "print(\"b1 = \", b1_n)\n", "print(\"W2 = \", W2_n)\n", "print(\"b2 = \", b2_n)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "W1 = [[0.00432981 0.00166298]\n", " [0.00547095 0.00554904]\n", " [0.00419715 0.00360749]\n", " [0.00202156 0.00735335]\n", " [0.0029876 0.00308509]]\n", "b1 = [[0.00248449]\n", " [0.00211652]\n", " [0.00053831]\n", " [0.00205425]\n", " [0.00073774]]\n", "W2 = [[0.00624877 0.00624854 0.00207193 0.00652536 0.00243287]]\n", "b2 = [[0.39999275]]\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "z8tqSXb5J7le" }, "source": [ "### 3.5. Integração das tarefas 3.1 a 3.4 na função rna() \n", "\n", "Agora vamos unir todo conhecimento e gerar uma única função `rna` que usaremos no treinamento da RNA." ] }, { "cell_type": "code", "metadata": { "id": "YQZbNXxqJ7lf" }, "source": [ "def rna(X, Y, n1, num_epocas = 10000, tx_aprendizado=1.0, print_custo=False):\n", " \"\"\"\n", " Argumentos:\n", " X = matriz de dados de entrada, dimensão (2, número de exemplos)\n", " Y = vetor com as classes dos exemplos, dimensão (1, número de exemplos)\n", " n1 = número de neurônios da camada intermediária\n", " num_epocas = número de épocas\n", " tx_aprendizado = taxa de aprendizado\n", " print_custo = se for True, imprime o valor do custo a cada 200 épocas\n", "\n", " Retorna parâmetros calculados no treinamento:\n", " W1 = matriz de pesos, dimensão (n1, nx)\n", " b1 = vetor de vieses, dimensão (n1, 1)\n", " W2 = matriz de pesos, dimensão (ny, n1)\n", " b2 = vetor de vieses, dimensão (ny, 1)\n", " \"\"\"\n", "\n", " # Determina automaticamente número de entradas, saídas e exemplos\n", " nx = X.shape[0]\n", " ny = Y.shape[0]\n", " m = X.shape[1]\n", "\n", " # Inicializa parâmetros\n", " W1, b1, W2, b2 = inicializa_parametros(nx, n1, ny)\n", "\n", " # Iteração nas épocas\n", " for e in range(num_epocas):\n", "\n", " # Inicializa os gradientes dos parâmetros com zeros\n", " dJdW1 = np.zeros((n1, nx))\n", " dJdb1 = np.zeros((n1, 1))\n", " dJdW2 = np.zeros((ny, n1))\n", " dJdb2 = 0\n", "\n", " # Incializa função de custo\n", " custo = 0\n", "\n", " # Iteração nos exemplos\n", " for i in range(m):\n", " # Propagação para frente\n", " z1, a1, z2, a2 = propagacao_frente(X[:,i], W1, b1, W2, b2)\n", "\n", " # Calcula erro usando a função logistica\n", " erro = logistica(a2, Y[0][i])\n", "\n", " # Atualiza função de custo somando o erro do exemplo \"i\" e dividindo pelo número total de exemplos \"m\"\n", " custo += erro/m\n", "\n", " # Retro-propagação\n", " dW1, db1, dW2, db2 = retro_propagacao(X[:,i], Y[0][i], z1, a1, z2, a2, W2)\n", "\n", " # Acumula os gradientes de cada exemplo em dJdpar dividindo pelo numero de exemplos\n", " dJdW1 += dW1/m\n", " dJdb1 += db1/m\n", " dJdW2 += dW2/m\n", " dJdb2 += db2/m\n", "\n", " # Atualização dos parâmetros. Entradas: \"parameters, dJ\". Saídas: \"parameters\".\n", " W1, b1, W2, b2 = atualiza_parametros(W1, b1, W2, b2, dJdW1, dJdb1, dJdW2, dJdb2, tx_aprendizado)\n", "\n", " # Impressão da função de custo a cada 200 épocas\n", " if print_custo and e % 200 == 0:\n", " print (\"Custo após época %i: %f\" %(e, custo))\n", "\n", " return W1, b1, W2, b2" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9F1tux6YJ7lg", "colab": { "base_uri": "https://localhost:8080/", "height": 202 }, "outputId": "765580a9-f9ad-4094-ec3d-b6db35b47f18" }, "source": [ "# Execução da função rna para treinar a rede\n", "W1, b1, W2, b2 = rna(X, Y, 4, num_epocas=1, tx_aprendizado=0.8, print_custo=True)\n", "\n", "# Resultados\n", "print(\"W1 = \", W1)\n", "print(\"b1 = \", b1)\n", "print(\"W2 = \", W2)\n", "print(\"b2 = \", b2)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Custo após época 0: 0.693144\n", "W1 = [[ 0.00495283 -0.00020487]\n", " [ 0.00602455 0.00393995]\n", " [ 0.00543264 0.00234129]\n", " [ 0.00309347 0.00537315]]\n", "b1 = [[-3.86759179e-08]\n", " [-3.31471781e-08]\n", " [-6.96703901e-08]\n", " [-3.49038078e-08]]\n", "W2 = [[0.00381906 0.00308158 0.00653144 0.00473718]]\n", "b2 = [[-9.47214281e-06]]\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Myj6qBlAJ7lj" }, "source": [ "## 4. Treinamento e teste da RNA" ] }, { "cell_type": "markdown", "metadata": { "id": "dZGh0S6yJ7lk" }, "source": [ "### 4.1. Previsão das saídas" ] }, { "cell_type": "code", "metadata": { "id": "JZYp8mTNJ7lk" }, "source": [ "def previsao(W1, b1, W2, b2, X):\n", " \"\"\"\n", " Argumentos:\n", " W1 = matriz de pesos, dimensão (n1, nx)\n", " b1 = vetor de vieses, dimensão (n1, 1)\n", " W2 = matriz de pesos, dimensão (ny, n1)\n", " b2 = vetor de vieses, dimensão (ny, 1)\n", " X = matriz de entradas, dimensão (nx, m)\n", "\n", " Retorna\n", " Classe = vetor de classes previstas (0 / 1)\n", " prob = saída entre 0-1, probabilidade de previsão da classe\n", " \"\"\"\n", "\n", " # Incicliza vetor de previsões para os m exemplos\n", " m = X.shape[1]\n", " classes = np.zeros((m, 1))\n", " prob = np.zeros((m, 1))\n", "\n", " # Calcula as probabilidades usando a propagação para frente e\n", " # classifica como 0/1 usando um limiar de 0,5.\n", " for i in range(m):\n", " # Calcula a propagação para frente iusando a função propagacao_frente\n", " z1, a1, z2, a2 = propagacao_frente(X[:,i], W1, b1, W2, b2)\n", "\n", " # Calcule a classe prevista pela rede usando o limiar de 0,5\n", " classes[i] = np.around(a2)\n", " prob[i]= a2\n", "\n", " return classes,prob" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "N9ZznqVrJ7lm", "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "outputId": "2a41e9b4-b579-4ff8-e716-d1f846f49d31" }, "source": [ "#parameters, X_assess = predict_test_case()\n", "\n", "previsoes,prob = previsao(W1, b1, W2, b2, X)\n", "print(\"Média das previsões = \" + str(np.mean(previsoes)))" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Média das previsões = 0.745\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "uUMnAbVxJ7lo" }, "source": [ "### 4.2. Treinamento da RNA" ] }, { "cell_type": "code", "metadata": { "scrolled": false, "id": "WeB43e_VJ7lo", "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "outputId": "a52ad242-ac19-4c3c-aab1-96565cde4149" }, "source": [ "# Treinamento e excecução da rede neural de uma única camada\n", "W1, b1, W2, b2 = rna(X, Y, n1 = 5, num_epocas = 3001, tx_aprendizado=0.8, print_custo=True)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Custo após época 0: 0.693141\n", "Custo após época 200: 0.298199\n", "Custo após época 400: 0.297180\n", "Custo após época 600: 0.296411\n", "Custo após época 800: 0.295299\n", "Custo após época 1000: 0.285574\n", "Custo após época 1200: 0.165606\n", "Custo após época 1400: 0.113032\n", "Custo após época 1600: 0.099496\n", "Custo após época 1800: 0.095220\n", "Custo após época 2000: 0.093180\n", "Custo após época 2200: 0.091698\n", "Custo após época 2400: 0.090386\n", "Custo após época 2600: 0.089191\n", "Custo após época 2800: 0.088138\n", "Custo após época 3000: 0.087244\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "tmeWVCUVJ7lq", "colab": { "base_uri": "https://localhost:8080/", "height": 218 }, "outputId": "6be05600-9334-4685-df86-a91617abf8cf" }, "source": [ "# Cálculo das classes previstas\n", "previsoes,prob = previsao(W1, b1, W2, b2, X)\n", "\n", "print('Classes reais, previstas pela RNA e a probabilidade (10 primeiros exemplos)')\n", "for i in range(10):\n", " print('{:2d}, {:2d}, {:2.4f}'.format(int(Y[0,i]),int(previsoes[i,0]),prob[i,0]))\n", "\n", "# Verifica porcentagem de erro\n", "erro = np.mean(np.abs(Y.T - previsoes))\n", "percento = 100*(1 - erro)\n", "print(\"Porcentagem de classes previstas corretamente =\", percento)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Classes reais, previstas pela RNA e a probabilidade (10 primeiros exemplos)\n", " 1, 1, 0.8892\n", " 1, 1, 0.9987\n", " 1, 1, 0.9993\n", " 1, 1, 0.6047\n", " 1, 1, 0.9988\n", " 0, 0, 0.0022\n", " 0, 0, 0.0003\n", " 0, 0, 0.0118\n", " 0, 0, 0.0000\n", " 1, 1, 0.9914\n", "Porcentagem de classes previstas corretamente = 97.5\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Y0acXePLJ7ls" }, "source": [ "### 4.3. Resultados\n", "\n", "Na apresentação dos resultados, a *fronteira de decisão* é definida através dos valores de $a_2$, e não somente da resposta $0$ ou $1$. Dessa maneira, é possível visualizar a zona de transição da fronteira. Mude o número de épocas e perceba as mudanças da fronteira." ] }, { "cell_type": "code", "metadata": { "id": "sRRqfQA_KJ3t", "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "outputId": "d9390e1b-9cc7-4508-f4bd-77e9622a3b9b" }, "source": [ "def visualization(title, superposed_training=False, **kargs):\n", " # Recupera dados de entrada da função\n", " X = kargs[\"X\"]\n", " Y = kargs[\"Y\"]\n", " W1 = kargs[\"W1\"]\n", " b1 = kargs[\"b1\"]\n", " W2 = kargs[\"W2\"]\n", " b2 = kargs[\"b2\"]\n", " N_test_points = 1000\n", " xs = np.linspace(1.1*np.min(X), 1.1*np.max(X), N_test_points)\n", " datapoints = np.transpose([np.tile(xs, len(xs)), np.repeat(xs, len(xs))])\n", "\n", " Y_initial=[]\n", " for i in range(len(datapoints)):\n", " y = propagacao_frente(datapoints[i,:], W1, b1, W2, b2)[3]\n", " Y_initial.append(y)\n", " Y_initial = np.array(Y_initial).reshape(N_test_points, N_test_points)\n", " X1, X2 = np.meshgrid(xs, xs)\n", " plt.pcolormesh(X1, X2, Y_initial, cmap='viridis')\n", " plt.colorbar(label='P(1)')\n", " if superposed_training:\n", " plt.scatter(X[0, :], X[1, :], c=Y.ravel(), s=40, cmap='jet', norm=NoNorm())\n", " plt.ylabel(r'$x_2$')\n", " plt.xlabel(r'$x_1$')\n", " plt.title(title)\n", " plt.show()\n", "visualization(' Fronteira de decisão', superposed_training=True, X=X, Y=Y.ravel(), W1=W1, b1=b1, W2=W2, b2=b2)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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32hMW6oZ2noTD4Viv9BQWKiLtsE69h7SJLi8slFY1hZ6pZMqPBO8QFjIjOOoM+jWqNsyUFxZKvYi1Liy0FLFeP2vtF2ckHI6NwMUIC/XqsIY2qdIsYZ2NA0/7IgSJ3xrBoUONFyYEfkLJCgulI8GLhIVSL2LtCwt1x+hJOE/C4XCsMy5qTlPqRXipF9FqoGvrsM4G+ZkbpZiw1KQcNRgI6wwErZHg61lYqDfClcA6HI41yMWUveYeZ15E9kSuoskmq/NNdPkZTS1RoZawUOAnlIOWsFDJa9oZTcXCQt1Yy2WvecyocGckHA7HOmI5HdbmfpcOa5Emq20uImxpWMdRR8K6ZBLW5ahBOS8s5Nux4F2EhdJQUzejsJZDTQBaCxraX+1lrDjOSDgcVyrLERYK/FaYKadh3dYXYTushe2wroQNBsO60YxI1ee8hq1q6i0stP5CTelYjvW15n5wRsLhWM+sRNkrFJe95m5aWC/C89CeaNOwzmtG6FDjBTFR2LQJ6yYlr2m6q+0IDg+9bGGhte5FpCQu3ORwONYLfSesOzqsFwkLpR3WQauiKZ3TFHdqWKe9EUHMYFinGtRs2Ws9NxK8sWxhofWAdolrh8OxplihhLV53FH2mhqMXNLalL+mJbCifU5T2hsRJARBTDls5LyIVFjIdFj7uVwELC0stF68CIDYzW5yOBzrgWWPBM8/l0579fxWh3XmRXgkkWc8iMjmI0pGWMh4EQnlqEnFypMOBvWcsFC9bUZTvsM6Zb16EWA8CTeWw+FwrA1W2ovIew55YaF8h3WQT1jT6o2w+Yh8h/VgWF8kLJSGm/LCQkUd1usV10zncDjWBRfkRXQTFrKhJe0JksyboKM/QkOY4IcJURAT2Q7rqr+4w9r0RSwtLLQeQ03g+iQcDsdGI+9FeDkvQrTKX7Xvt5W9xqFon9NkhYWCqEnZzmlKvYiN3WHdjktcXyKklFcBHwC2YTy29yil3tGxjQDeAbwUmANeq5S6+3Kv1eFYE1xsqKmz7DV7LedF+K05TeYrf7uGtW7rsrbCQoGVKA1ac5rywkKdHdbLFRZa8wZEb0zRobXwqTeBX1RK3QA8E/hZKeUNHdu8BNhvb68D/vjyLtHhWB9ckLBQUW+EZ+Y0ad9v77CO0hLYfNmrJiiZiiaTsLYNdDYfEYm4sMM6pV9hobVO2kzXz209seqrVUodT70CpdQ08ACwq2OzlwMfUEpppdTXgBEp5Y7LvFSHY/VZ6YQ1FHdY+6nyXH4EhzEOaajJdFlrRBQThk0qURpqMmGmqldr67DOjwTv7LAG4yms5+S1qW7y+7qtJ1Y93JRHSrkXuBX4esdLu4DDucdH7HPHL8/KHI71y7IS1mmHdWeYKVw80E+HxovwwoQwiLMO64qfJqvjtrJXT+jCDuv1I0+6NK7j+hIipRwEPg68SSl1frXX43CsNy56JHjaYb1oTpNnE9b5ERy2qsl2WFdsLqJqw0xZLsJOfI0wCet8h/V6FRbqhlOmu4RIKUOMgfiwUuoTBZscBa7KPd5tn3M4rhwuZk5TL2GhLA+R8yTSDuu8RKktf9Vhy5MgMF5EOWhkXkTaYV0WdSI7GjzvRWy0stc8K+VJSClfjCnW8YH3KqXe3vH6HuAvgBG7zVuUUneuyMk7WPVP31Yu/RnwgFLq97ps9kngx6WUQkr5TOCcUsqFmhwOywV5EdBmGPCMF6EDO6spLBAWynISGkoJvh0JbiRK7Zwm22Ftwk3NrOzVL/Ai1nvZa55UT6KfWy+klD7wR5iCnRuAVxYU8/wq8DGl1K3AK4B3rfw7MqwFT+LZwGuA+6SU37bPvRXYA6CUejdwJ6b89QCmBPYnVmGdDsfqcakS1p0d1vZx1kQXtOchWuWvxosIwpjIjwu8iAaRaOKl48BF72+k6zlh3UKsVMf104EDSqlHAaSUf4Up3rk/t40Ghu39TcCxlThxEatuJJRSX4ben6xSSgM/e3lW5HCsL5bdYd1NWCinOqcDv5WLiLBTX21VU8nkIvzI9kWEdapBnarfaM1p8hqUUxW6tOw1F2par8JCvdAaGkl/lUsTExPjd9xxx125p96jlHqPvV9UqPOMjkO8DfiMlPKNwADwgxe06D5YdSPhcDiW4GL6Bfope00T1tkoDr+tuzoJRVbymoWarLBQ2SasB/w6g/6CLX01Ja+hDTWlZa/5UBOs72F+RSyn43rLli2nlVK3XcTpXgm8Xyn1u1LK24EPSilvUkolF3HMQjbOT8jhcBQblKWEhbxcsjonUapT76FzJHjaYR02iYK07NVUNJly19acpryw0EZOWKckWvR1W4J+CnV+CvgYgFLqq0AZGF+ht9GG8yQcjnXMBXVYZxVPHR3WQdpAl69m6pAotcJCYWS8iAEbaqr4DapenQGvluUkUi/C30DCQr0wU2BX5D19E9gvpdyHMQ6vAF7Vsc3jwPOB90spn4gxEhMrcfJONtZPyeHYaFyKhDUUd1hnOQnPigqZhHW+P0IHGhFqgiBu8yKynogCYaG0wxroW1hovRJr0detF0qpJvAG4NOYCRQfU0p9T0r5W1LKf2s3+0XgZ6SU3wE+gplnpy/Fe3KehMOxTrnokeBe6/+0w7qtLyLrsrYTX+2cJj+KKUXdvIjuwkLeMnIR69HL0FrQ7DNxvRS25+HOjud+PXf/fkxl6CXHGQmH40ohDTWl3oMQrYR1Kizk296I0Gub05Q1z5XiTFioGjQYCOpWw7qWCQulHdYbUVioF2bA38Z7f85IOBxrlR4hmMU5h2V0WEMrYe21RoJr38vlIzD/+60RHJmGtZ/YOU2tkeB5YaG0w3qjCgv1YiOOCndGwuG4Euic05R2WPueLT1K5Uk7Oqyj1o1SnHVYD4R1BoJ6NvH1ShEW6oVGuAF/DofjMrFCCevMi8ieyFU02WR1exOdsEnrvKhQS1goCBLKQZNy0KTimQ7rUmocrgRhoSVwGtcOh2PVWU7C2tzv0mEt0mS1lwkLpdKkcdSRsC6Zaa+lqEE5aFD1rRfht3IRV4KwUC/M7CZnJBwOx6XmcgkL5UeCZzOaOvoirPqcsB3WlbDJYGiV52yo6UoSFurFSlY3rSWckXA4NgAXJCwkrBfhebmkNe2hJpuw9oK4rcM6DTOZprnmFSUs1AsXbnI4HKvKRQkLZdrVfqvDOvAWdVjHUaeGtQ01BbHtjbAjwTMvolX26qM3tLDQUrjqJofDcWlZIWEh87ij7NXLvZ52WHuLO6zb5jSlZa9BTDksEhZqZB3Wnmg1z11JZa8prrrJ4VghtB0eUBCBcPRgOV5ENhIc2qe9en6rwzrzIjySyDMeRJQrfS2lXkRCOWpSCRqLRoLnQ01X0pymbjhPwuG4COZ1yIPsYJIhAMb1NJLjlEVjlVe2RrgUZa9FwkL5Dut80joLMaVJa40Ik6zDejCsM+DXqXj1zItIw035DuvUi+ic09SNjWJAzIA/ZyQcjguirn2+wbU08Eg1piYY4hxVnqUfIhArPgZ/Q7HsslfoLiyUqs55giTIJ6zz/REawgQ/TIiCmMh2WJe85qIOa9MX0eqwzpazwYf5LUILmsnGe2+rbiSklO8DXgacUkrdVPD6c4G/Bw7apz6hlPqty7dCx0pwlFEryJL/IxI0ERxjhD1MrtbS1gYrLSyUT1hnYzla5a/a902YKScu1DanyQoLBVGTcs6LGAhqfXdYw8YTFuqFxoWbLhXvB94JfKDHNl9SSr3s8izHcSk4y0DhrP0EnykGnJFYDj1nOhUYjNSL8Ftzmkx2uV3DWrd1WVthocBIlKZlr2WvYUpf7SC/5XZYb8SEdZ6NaCRW/SeklPoiuCvERqdCHfNdqx1BYl9zdGNFOqyz8ldhhIVsh3USCJLIlr62lb1qgpKpaEoT1qkXYSqa4sIO6ys1YQ2tnEQ/t/XEWvAk+uF2K65xDHizUup7q70gx/LYzSTHGF30ByKA3UytzqLWCitR9pq9LloJ6iJhIZuwzgyENQ5pqClLWEcxYdikEplQUzrIr+rVFnVYh0ITiqWFha4EnCexOtwNXK2UugX4Q+DvVnk9jgtgUNS4gSP4xG23mzhMVThPoht9l73mO6yh0ItYFGYKW010+b4IHWm8MCEM4tZIcL+Rqc/lhYXShDUsLSy00UNN2iau+7mtJ9a8J6GUOp+7f6eU8l1SynGl1OnVXJdj+WwX59mipzlLFQGMMIcnLoni4vphpSt9OkeCey0vIpvTFLZGgqchpjg3hgPbYV0Jm1SDBmWrPFf1jLhQaCe+RrQnrGHjCwstxUb0JNa8kZBSbgdOKqW0lPLpGO/nzCovy3GB+EKzmdkVPWZTe5xkE3UChpljjNmN2ai3HGGhtrCTeZx1WOclSm35qw5bngSB8SLKNhdR8c3U19DmISLRzISFXMK6He2MxMojpfwI8FxgXEp5BPgNIARQSr0b+BHg9VLKJjAPvOJSCX47Lp6m9pgjokSDkoj72idtsjtjm+wARpnhiRxfMhR1Vle5h6vNSAQEPgkD1HiqPoi/1r2UJbyIC5rTBK0kdk5YSAd2VlNYICyU5SQ0lJJMWKgSGi9i0K9R8hq5fEQzK3v1C+Y0XWkJ6xTXTHeJUEq9conX34kpkXWsYbSGA2zjMJsRaDSCMT3DTRzBJ+EkmzjEODUCNjHHNZxiSNSoa5+vcy1NfMj9gU0xyDe4ltv1w5REs/CciRZ8mz3EtMYzx/jMUOYA25CcuNRv+/JxIR3WubLXvLCQSVbbUFOUHwmeIMKYMIwpBybUNOjX20aCmzEcrbLXfId1J1eaFwHChZscjrr2WSCkgkliphxinMNsbuuFOMMg97KHYeZ4nM0k9mI+wTBnGOKp+iCnGaKZ68JuIWji8Tib2c/JwrVMMYAuuDgleBxndF0biRXpsM56JESmYZ1khoL2/ohIQ2gS1lHYpGxzERW/no0Eb6nP5cpeOzqsi0aCX0m4cJPjiiXWgvvZxQTDmaewXZ/lCRxDAI8xvqhZTuNxlipTVK0MTYoJDT3Edvu42zdLwRQDXdfU7PGNNF7rbv9KCwt1dlh3Jqx9v627Oi8slIWarLBQ2SasBwq8iLJo4NswU1GHNWxsYaFeaA3xOqtc6gdnJBw90RomGUSxnTki8hf0E4zgkbCfkzZcVHiEwm/7AOeoso1znEOz2JMw+5bpPvxvlNkux9aMrnBy/HKyHC+iq7CQfT3tsE4lSnWah0hLXrP/bYd1Tlgo70Vkc5qsF1GUsL5ShIV64cJNjiuCpvY4w6CdqzTGNGXrJbT/ASR4HGOM6zhJRJO6qTdYtE03fBL2cIZTDBde7D00e3oUskUi5mp9mkO5UBZofBKuX8uhpktR9goFE19tstr3FwkLtUmUWmGhMDJehBEWslVNOWEhYyySRcJC0DIUG90I9ELTGoO/kXBGwtHGCT3M/exGoEkQ9uLd+9tRk4B9nOJhtucu1uCRmD+cwguHZhtn2STmuV4f5yF2tBkKgWY/xxkRcz3Pfa04xZBe4BCbqREyyiz7mNg4DXp9lr22xIT8Vo9EOqsp8yKsZkR+mF9khYWihDA0w/yqQaNtBEcqLBSJOOuwznsR3TqsrzQvIg2jbjSckbjCqWuf0wyRIChT53vs7nJRLyYBFgiYYBhjTDTCduBu4xzHGem671ZMn+RVYood+hwnGWSGCsPMsYXZvseHbxXns2Otd5Zd9pru16PDOuuL8LGhJ0j8dg1rP0yIwphK2jxnO6zzwkKmL8IJC/XCJa4dG4rjehMPsAus17CUx9CNb7GvzeMQaHZzhv2c5BTDbSWqKR6aqs03xFqg2M5Ja1COMcYcpxnUC/hoytQ5wQgLRIwwyw7Orv0eiG6stLBQ0UjwNGGdCgvZqqYk9NrmNGXNc6U4ExYyXoQRFqp6tUxYqLPDutucpm5cCQZEa5eTcFwimlpwghFiBNs4T7lLX8CFEmvBMUY5ySZ8EnYxyQALPMCunjmD/hCL8gkJHkfYzF5Os5vJRaWxgoRh5rKQ0HfZzRmG2rY5yNbsyIn1UMBjgiEeZQsjep4zDCKAbZzlWk4R9dm8t1ZZkbJXayyyhLXv5fIRmP87vIhsJHg6p8lrLBIW6uywhuX1Rsn0UNcAACAASURBVFwpJIkzEo4V5hE9zkG2ZY8fZgdb9Xlu5vCKjJaIteAbXMs8YZYvmKJKlVrB4O5udKs+ouvzAs15KlzLSer4nGQEz3osw8zxJA4zr0NmiRYZiNYRRG6N5jxmLKDHKcLsuWOMcoYhbtcPr20P41KWvXZ0WGcjwYOCDutcPoJSjB/FRDZhPRC0Jr4WCQu5DuveuHCTY0U5owesgWj/xTrFMI8xzj4ufobhEcaYz4IEhgSfWSpdS1Pb0bTrQHTu092ABMR4Am7kGNfpk8xSzkpa72Yvc5RohbqWQ/v2Go8GPifYxC7OFr8LDTEeHgkXGPZfMxQKC2WhplaHddpEl1U1tYkKtYSFgiChHDQpB00qnpnTVPLyzXOuw7oftOu4dqw0DxcYCIPg0AoZiROMFIaUzGU/ofe0+NQ4pPmG1GCIjtcX7xcQs4n57JmSiCkxS6IFX+Z66gR0906WT4zPJIOFRuKEHuZhtlMnRKDZoc+yn+Ocp8p5KpRpsIXzl9YLucA5TcsSFvJzxiHNRWS6ERBH1lCkZa8lM+21FDWohqZxLvUiym1eRHuHtUtYd0G7EljHClMr6CtI6WxOa2qPE2xijoghFtjax0VtQYcs9PgRRzRpEHQtUTXkL17GUHjEhX0T6T4hMbdyqDBcNsGQ1bq+GANR5L1oSjRY0AGHGeO8DakNssDD7MgMpcZoap9gE2DyHR4axQ6eqg8yKGoXsa4VoijU1CksBF07rBcJCwUdfRFWfU7YDut0JPhAUMu8iE5hoXyHNSxOWF+JHdZFuHCTY0UZZp4zXb5R5yU9p3WZb7HPSh96+MQcYDtP0490TXIv6JCvZYPzirmK08QEHGWMRseAvZbn0IlZg1cYJjL73M5DRF3KV+coWSNRROf5Oj0Wk8buZmBiPL7K/swItUZ6LA5PxTlDEwMxmm9zNc/WD132MeN9eRHQX4d1WvbqeehMXIj2UJNNWHtB3NFh3cj1RrQLC7kO6/5w4SbHirKXibbx2C0013PM3NNwL1e1DcFLk7df4Xp8nTDONNdxirJojbB4hC2LJqu2I3iEHYwyy27OcJCthdt0o1ceYZ4SUS7UlGeABXySwrLY9vO1h7YEMMgco8zwOOMFaxMcZZRWaKz3+ov2b+BznkpbmGxFuJTCQlkC2888Ch20KprSOU2miS6vYd0SFjId1qZ5ruS1FOjyZa/5Duu8sFAvI3ClGQjTcb0yRkJK+WLgHYAPvFcp9faCbX4MeJs99XeUUq9akZN3cGX9FNcYkwy11e+keGgC+/wsJRuWWnxR03g0CTjBCF/nWmq6ZfNPM1SwTyfm2/YEw3j017iW7teLb7GPKV0tfG2caUJiuucz8udoXey1/X8LM9ln03uf5ZMgeg4NvCCWayCWKyyUdlh7raS1KX81Hdbat3mIdNqr7Y0wCeu4zYsoec1FHdadXkQRV3rZa4Zexq0HUkof+CPgJcANwCullDd0bLMf+BXg2UqpG4E3reA7aeMK/6muLmZm0eIfQYLgNIPZ/SJD0k5rrDbAMT1Co28nUTBDeZkVRr1LYhM87uUqpnR1USLPE/A0HjXqcSQsbSzy6yzhE19ANVTnOYrPqREM5byIuvZ5SG/jS/p6vqL3c1CPE69wOGHFhIXSDuvMi7DypJG5JSHEJUhKxovwo4Ry1JrTVPUbVP1a1h/RTVjIc2WvPdFa9HVbgqcDB5RSjyql6sBfAS/v2OZngD9SSk0BKKVOrfibsax6uElK+T7gZcAppdRNBa8LjNv1UmAOeK1S6u7Lu8pLQ0Bx85dAE9hv9oMs9FmoaobyVXSNB9m1zJW0Yv+CJGe4LvyC2CDgHvZSocbV+jSTDBEQs5MphsUCT+ExHtObOZCNC++PMk1GmCsYP77UerWdJbW4+a+1t7ZhsISG9vg611LPJfYPspXTDHGbPrgieYvFOYcLEBZKq5ryHdZBPmFNqzfC5iNEmBDmO6z9tMO63pr42qXs1c1p6s0KVTftAg7nHh8BntGxzfUAUsqvYEJSb1NKfWpFzt7BWvhJvh94cY/XXwLst7fXAX98GdZ0QczrkEk90Bb26cVVTBaGeQSwnXOAuR48gaN2u/Q3sPg3MSTmIXbSPezS6zc4jTF3lrm27+/TZCvn+ghPGY9iljL3s5sTjHCEUe7iGh7VW5jRJR7tWgJchCaiyV1cwxRV613174UAjDHLUzlo32MxqeE+wtiiyq8EjxnKNpTXz2kv7M9rWR3WvrmfdVh7wggLZQnrfH+EhjDBD42GdWQ7rEtek6pfIxLNbASHjy4UFoLihLUDoD8vQmvBxMTEuJTyrtztdcs8WYC5Jj4XeCXwp1LK7oPSLoJV9ySUUl+UUu7tscnLgQ9YXeuvSSlHpJQ7lFLHL88Kl6apPe7jKqYYyKp+tujz3MhRvB5lqts4x2kGOcWmrBQTQHKMSi4JvY3zTHCek2yi24XRI2Yz05yjOBfQH8J+k+5uYGJ8TjOMT5OkrYS3e/gpv8oEeIwtnLDvub9VGYNUIyD9XqNz//aH4BxVRsQ8m/QcZzs8EUHCZmYIbVXWBMOF/SUxPocYY1xPr2wV1IUKCwmvrcO61RfRMe01BG01rMPITHsdDOsM+HUGghpl0aRkvYi0w7pIWCifsHZlrx1o0H2O5diyZctppdRtXV4+ClyVe7zbPpfnCPB1pVQDOCilfAhjNL65vEUvzaobiT4ocr12AWvGSHyP3UwyYAMahgmGUSQ80VYpgXFFjXCPoEoNIeAmjjKtz3CGQTwSthbMbjrEeG7KahGanUwxSu+x2v19a1+6IsiU4oZtzy2HBGG7rZfaN28Kiryj5Z07wZQo3sxhvsU+FnJGrkqNG3N/h2GXUCDAOQY4yBauYaL7yVawea5n2WuarPZ9ayisF+GLtmS18SpMwjoMYkqhSViXPOM9ZFVNtsO6m7BQES7UlGNlwk3fBPZLKfdhjMMrgM7Kpb/DeBB/LqUcx4SfHl2Rs3ewHozEmqaufc4wuCg+nuBxlBHO6zIg2MQsEwzTILA5h5ib9BFGxRxDYoEhFrqe41CBNGgegSYkYZh5AmLql+SP9OIu0Esfr5PObu9e23W+XhwuS/D4Cvt5Oo/yTA5wlgqTDOETs51zbZrdV3GGSaroglJdjcdjbGGPPtP3OPOLppewkO2NSMLcML/I3NrKXkupsFCDStCgGtQz3YgBO/E17bA2yWo3Enw5rFQJrFKqKaV8A/BpTL7hfUqp70kpfwu4Syn1SfvaC6WU92Naff6rUqq7QtdFsB6MRD+u16qxYEc9FCOYtuGfaYyxSInxuYe93K4fbgstdaI1S1YqaTymKbNAyM0c5ttcbQWDPHpXIrWOkK539Vn+WlJxI4ASTQaZ43TmebWOo/GoEXI/O7mOk9zLnqzZ8BG2sVNP8QSOIwRsZoZdnOUIY4VrEWhmKDFS1FOxXC+iW9kr0JewUNtI8FTHGmMgchrWIjTCQpXIhpqsgahmBsKUwKbCQmGu7LXfDusr3oCs0FgOpdSdwJ0dz/167r4GfsHeLinrwUh8EniDlPKvMBn+c2spH1Gl3mNQnuhy36AxCdL9nOx6fCGgpOvUiHqsQnOaQaa4Do1gB1NUqbFARAOfk2zqMnqj+9ouHZpNzOckUdtfWy4CzffxAAkeITHTlLmXPYiuRxOcYSjXxNh670cZI6LJtUwgBFyvT3CU0cKfr0YQ9QhJrQj5OU3QW1goPxK8Y6CfTjusrbBQKZew7iUsBOBpOPqlGmcfihnbG7LveWW83FXjiu+N6MCN5bgESCk/gsnQj0spjwC/ASZYrJR6N8aavhQ4gCmB/YnVWWkxgUjYrc9whLE26c5+0HgcZYxBvcB2ziGEGcFxiM3MUWITc+zhDMPMMVHYUGeOYvCyS9YxRtnFJE8QJ2hqjykG2ko5L8xz6PRI+vFQFlOmwVNKJ/hq7Spq0LGm5R/PQzNLmU1inqb2+Bb7unRzd1J0LsFBtrJXn8a3F8tt+lyBkU0YoFYskXqBzXPdH+fKXouEhbIO69ZI8NSDSHJzmrAd1uWgab2IeuZFlLoICzUmNX/7I6eZORqTNDReKChv8njV3+1gdPfiuWPOiwCckVh5lFKvXOJ1DfzsZVrOBbGfkwQkPM64nRuk6UcbGswgvwfYxRQDjOkZ7me3TX6bENIxRulVkmoQHc8a0Z+deophUeMZ+hEOsI1TNgSzmWlOMgSFF9POKa+akCYNwtxr6XmNWYxzndG9EGi2BXOEvuaZlSM8Vh/hRDxIHf+ixI/ScoFDbO4xF6p9Jb34BtfwTP0IQsATOM48EdNUwP5UI5rcwuMXtNYVS1inndWpfrUvcuJCYlGHNTZhXbbypJHXpOrXW5NeC4SFPv8LZzn3aJPE1lHEdU1zPubvf/oUr/3ULudFFOGmwF5ZNLTHEcaYYJiAmKuYZJzFpY9CwDVMsE9PEOMxS4lvck3BEbsnVI8xastCvdzW6SC6C+Me9nGHVkQi5gaOcQPHOK/LfI9d9GqRCWlSpc5ub4pRr0bFa5IIn0PNTZxKBtBaMBzU2RLViPEJvIRaEvDw/BANnW/Eazc4gUjYV51FEFDSmuu9Ka7Xk3xubl/BKvrzLBIEs5QY1DVO9qwAwzYKLmW8zfHOMMg4MwQi4Wkc5LwuM2P1MEaZLS5/vcBcRM/9lxAWSj0JI02aJq1p67AmSvCjmHLUoBIaedJBv9ZTWCie0Rz5Qi0zECk6gdMPNTj7eIPNV5d6vt8rEmckrhzq2ufrXEuDILtwn2WAXUwiOVG4jxCYrXXa+FZUEdT94lf8bXrpktRuryUIJhjOGvMWdMBd7OsRFjPjtp/jP4LwPHNRE2Z4nEBwujnIrI6I8ZhuljjeHOKawTmu27QAImGPOE8sBCdmQ6YWfGYbPjNNH61hS6nO9YPTlPHQOoBEI+IYtDEesW5/7z5N4sJR6nlvxiTn72c355hcIsykKdPAp8kM1SU+O4+TDDPOTPbMsFhguEcF2sUM8evqRXTOafK8rLs6LXttU54LWtVM2UjwMEGEMZHtsB4M6m3CQvmR4GnZqwckc7rrW/ICaJzv/MScVwHChZuuJA4x3hHHT8tax9itJxkoikdbpqmYb2OFr/ZKci/na8jS37RjPI4xwmk9xCDznC9MFrevoUHAIb2Zfd7ZrMpG+D5HGps4H+cV7kyL26OzVXaMCQZKgBD4nmBXFXYlGnQDdB3ixHwFjQOIBSJJIEnQnoA44eroPAdqLXGk7RxjmmHmsnauovfceu/pz2WEmS7DEM1+80R4thqttyqfXgHt7yVYdu6iPWFNR8K6e4e1SViHeQ3r1ECIlgfRVvYqoLrVpzzmMXu8uMR3/PpehRRXLhtRdMiZ/y50qwjSsORYhlSic/ms/LeQKQY4wQiPso1TjCx5jgSPQ8lYlhgVQQBRyNHmYLHCnYYTjTLJcIVkuEI8ZG7JcIVkqIweKKMHy+hqBSplcytFEIaIMEQEAXsH5tkWzuOR4BNzI/fzE7yPrZwioE5Ag36M4jC1LuXILcNi9DgSouyYxVRYhvhQHxf8JXMRRWWvaagpVZzrR1goahcWomSEhcpWWKjiGy+i6tVbXoRNWOc7rIUQ/MB/HyWotK87rAie92tjBKXW886LsKzQFNi1hvMkutBtvo/o8VrKKLOExJdIgW05+7aqh5KsZ2Jp6vgI3wffN0Yi8Lt+89YImpFPcyiw3rZAaM2Z0wmPHYqZn9cMVX2u3a4ZrfjQiM2xvSY0m+B5eHHMk4bPMlc/x9lmyLb6HJvjSV7Pu5lklD/lp2n2UPHL1oHHTRzhQXbSxOuaf2ji41uD1G0MyWNsRWuP/aJ7efJymUyqHEw2M0fEoKhxjTfJiNdhjIrmNKXP9xIW6tSwDkEHLWGhsh3ml/ci0rLXopHgHoJrXljh3314C1/5f89y6rsNtIbBrT7xAjTmEsKqMw6diD7Hcqwn3E+5Czu7DN8D2Mr5wudThICnctCqy13M14ZeXzt6hae6lbj29wtc9ZoQhYgoNN/6KxV2jOrCOVSeByPXlKiNhSxsjqiNhTxwOOE79zU5d15Tb8CZc/DNhwQnGyHJQImkWkJXSlAuQRRmXsVASbCzXGO+fFWWN/FIqFFecs0aOMoID7KTWznEzRzpMYRQWOEmn5Amiz9HY1weZzNzuntYJbGNjkuFGIQnOBYPc09yFZMMskDEaT3IXfFVnE6qxWWv+YS1nwoK+RD4hcJC2UjwgLYO6yAyXoTpsK5lCetyaiiIs76IImGh3c8oEQ366AQas5qpg03+5X9M8uc/dJTG3GXqNl9POE/iyuEqJplgmBnKxPhZZUwCfAlJRdd5AkfZLIrnJVVEg2fph/kK11ud6Quxx0vt008TXye9vROPBDkwjSiVzMWpFKErEbtHQ47NwvwCJPba4AWw+boQcW3InJ0nff5Ig+MHFkuqag0PHtSMPCvEbwR48z5e3UfUPGjG0PDAayKagjlvKyebT2S8pphmgIAm9SV7HwQanwaa77CHZ/MwETELPfcTtpu9u5c0wRBX0z7tINaCh9jBcUbQWhDRZL8+yXZv8ZcH4QkSDUpv7wjXmcKC+xtbeY73OMJfouw1n7BOy14DIyyU6lcn+f6IrMM6phrWGQzrWagpFRZKcxJph3XRnKZDX1zg8L8u0JhrXdmaC5qzhxp856PnefpPjC3xc7nCWMOJaymlB9wC7ATmge/2o0PhjEQXfKG5TR/kDINMMMQpO3cpvXDPU+Ie9nGNPsk14nThMYSAp+qD3M1emwQXdvJpUWKVgucvBUUVVub8ZREjB6bZNpRk3/B1JSKpRohKwJPv8Dg+kXD6eIwoCTbfHFG91qcegPbM7cjfdI/lLyxo5iOfcgi+jW0IIRD1ZqtQVsPjc1W+0PhhaniMMNVTp7vo/TXxOC8qPIkj3KX3dvnM+z3aYu5lD1MMZBf9dNSHpxO2iplF289S6vrlsU5AHZ9S3utJvQjIJazTJrpc2WteN6LLSPBS2KQUmIR11c8N8hNNfKtf3UpaL57TdODT7QYipTGv+d7fzTojkWeNeglSymuBXwZ+EHgYmADKwPVSyjngT4C/UEoVuobOSPRACBhnBqHheKaf3LYFj7KN7fp8cfctLY/iHBUWCDnDICcYyTIGINjCNJMMrkAOo19SQ2HG1wUk3DY0wWAEohRCqQTliKQUkgxENAYDGoM+o2ce5LYjn6U6fYbz41u5b+TFHB/fj86MhKY21TsE0RjzETGEc2YgXeB7eIGXGYwHJiscnY0yBbgpq7a3XJr4jIsZrtUnebinbkV3A21EiARf1tdTJ6BKjd1MthmIlASPR/S2QiPhZ/0ZRWcX+J4uLntNO6xTUaF8qMkXbcJC6UjwdE6T6bA2BiIdCV7xcl5EWt2US1inXoSn4fg9NQ5+doGT99VsTezitYdlF61exBo0EsDvYHR4/qNtTs6QUm7FTJh9DfAXRTs7I9EH56j01D44ziauzY2N1npR/tEOgptnUNeYYiAr1QxI2MlZ9nPC1vtXcheUpQzGxSS2YX8wyaDfZLzcwA9NFRNRaAxENSIphzSGQqLkFDf+6z8wfuKA7QGBLUcO8v0feQ/fftEPcu8P/QAEAgR4g5CcKz5fZYdHPOpRr4H2BaFn9vF9gScEjQYcmQlICl32XlVLnVsKhu3gvR3iPI/obQXXuF5TZs1rm5jlIFuy/MgMFRQ7un7icx3ztdLKpapoUKHO7KLx6JoxMUcgcj9HL3fhzZe9CoG2SWszyK9dWEh3eBEiSIhyHdaL5jTlhIXShDWA1prP/PxZHvnHeRoL2iyryEBUBU95zTBaa777t9N85X9NMXOyyfabSzzvLePsesrSeaRFn9+ZmOlTTUb3hEQD69QArUEj0WuqhQ03/UGv/fs2ElLKFwA/htFV/baU8nVKqff0vdI1jNZkF+5h5hkQ7SGTUs+SVpElL48yygG20SQAralQ54kcY0zMAkac6C6uoZnzGBoYwaLbeJQncIzH2MyJQq8lWy2+/auNs4qlLFjTY792fDR7SzN4oa1gKkUQBuhqBV2NaA5FNAcCdh75Itfd+yn8pLnoyH4c85Q7P80TvvZV/uWtr2Hq6q2U98PcXQUn9GDbayvUfPDnseMjPBIfgkAQeIKpsyY5nvT4QxsV8+wPz3CwMcKEHrTPtl9493CGyI79jkSM1MdR7MjGnaSfoUdix40spkKN8wUeg8ZDd7kSRLRyMZ0lr7f4R7gr3kuMIE7LcEXCTeUJu73X+maRlr2mCWvfJqwDU/qaL3lNhYXSJjqdehGlOKtoSoWFijqsO0eCP/a/azzyT/M05nX6hnPvyfythBXB/hdWeeJLB/nC/5zka++eyrY/+KV5Dt91hFd+cCd7n92fAFZ9NuGTbzrJQ5+dxQ8FSVPztJ8a4flv3bx8DfBVZr1VN0kpX6CU+myvbZbjSfwk8HrgV6WUY8CTL2Zxa4U5HfEt9mZxb41gTM/wJA5n1TzbOM+D7CwMGRhFuBkeY5xH2Eor2Sxs3mIvN+vH2SqmOc4me6FqP06C4DtcRZ1wibERmus4wQB1zjDAUcY6ejmK8g3FxMDB5ijXVeaMgSiX0KWIZKBEcyiivikg0FPsv88YiG4IoDp5nhf81vv4y5e/kfn7KovOLyLY/rYQPQr1OY1fzjV++R5JZL4h+8Ma3dUg2/CTrvCN+u5cP0T7uTw0m7wFhCfQ1trs8s4xquc5pjfRwGezmGWcab6kr+96rnrPEfBQlNfZQ3FuCmDAi3mOeJRTepB5Iga9BuPeLF7qKUA2vG9RwjqTJm0lq3XYCjUl+VBTqPGiuG0keMVvDfMrt5W/Gi8iHQnuIfjuh2cLcxB4sP2WiKufWUW+ZICrbquwcC7hX981RVxr3745r/n0r07wHz9/dY/Pr8UnXn+cR784T1zT2bHuet9ZSgOC5/z8hYUbV4U1mpNYgj8D9vTaYDlGYlopdRZ4s5Ty7cDTLmZlawGt4W72LurSnWSQR9iajfAORMKT9SHuYa/dIt02YYgFRpnhPnZTVI2kESh2MqnPcYTNFF/AhR0F3rsqySNmD5N4QvOo3lrY7Jduuzgx3Xlsj4O1IfaN1PDDAF2K0JWQeCCkMeRTH/bY/vB99PNbLwC/2WTgowfR9RsLNtAMXNOg2RTEfmDEcYRnl2Tr/oGB7QFh2CDu2ccm7Dsq/qwSPM4mFQBO60ECHbNTnGVA1LlOtCvJjerZbOhhJxXqVj2v+xran9FZ/0y3b7+e0Ozwbc4i1zxnHue8iPy01/xIjjTE5Oea50JB4udGgkcmYZ0fCV7x0zBTTFk02vWr7ZrThHWzW1lrAttvKvH8X99s36/g+HcWCCKxyEgAnFJ14obGD3t/YTl3tMFBayDyNOY1X/3js9zxc2PrzptYa0gpP9nlJQFLJ/2WYyT+Kb2jlHqLlPKNy9h3TXKeCo2CZqp0zENe52GzmOU5+kEeZCdTVAlI2MUUezjTRRuhRY2Ao13Ea1os9YcgsvDwYb2Z2SX0JVp79RhBIWDWKzNcKZEMlIgHQuqbAhZGfWqjgqSU9D1nwJtvsEmfbXtuB8d4Lv/Cztoxmm8ZRL3yDg7cegvB8XnKM/PMVbei/ZK5wHkeWsCNzypz31cWqHefetITQcIJhnk8Sb0szeN6jP36JHu8qbZtr+eENRKdaMaZ5gwwTYl+ypc1HqcZYo9XkJDp1ZHdT9lr4GfjwFNPwvRF2DBTqbPstZmNBM97EQNejUg0jY51TlgoFRTyEVz/b6ucvLdBc7795x4OCOSLTXgv7bAub/JJ4uLfjyASbboT3Tj7eBO/JGgWGJrGfEJ9NqE0tLwR/KuFAHpI2q8mzwFeDXRWVQjg6UvtvOSPUUr5DuBNSqm/zz+vlPrDZSxyTVLv8fabeIsS0CURc0ub3LaZFHtvm3BeMb1Ff/ojxucbXMsCUU+j1Lqo6ex7d6FwjhaUKiFJJSSuBjQHA+pDPvUhQX0IDt36RG788mdajRHZUQtMmoYj7Moe7uEQr+ZDBDTMah6b4Wm/97fctPlzVCbOE/sBIkn47nOfz4O3vwC0QCQe0baAp7+owjc+M099GZMx8mtr9wwFGsFDbGOrns70w9McUjGCxxnndg7wTfZR76uE1kjSLj6Ul7srFj2XUTTtNTMWtuzVa+Vx2speAxNmygsLpQnrvBeRdliHtvQ1ExbCVjUheNL/Nch9H5zl7GMNmnaeYVgR7L6tzDXPrbQtecctJQbGfc4ebrY5nH5J8KQfG0IUjsptZ+yasNBAAJQGvfWXwF6bfRJfA+aUUl/ofEFKqZbauZ+fwDTwSSll1R70RVLKryx7mWuQYea7fsseZKF4HHSOhvb4GvupdxUEgpUOVHY3EOl58uswfRlmbmv7hV6gGasmREMR8WCJxqaQ2iafhVFBbRTqY5rTN2zhkR+4lWa5ldzVQfH7FMAgM/g2p/BS7iRKDYTFr8UMHJvCb8RECzXCeoOb/uVz7P3ev1LfBPVhaFabjE/ey0t33MXQEp3t+ffuERNkahLFIb2T1mvQGr6rd/EY4122NXmiu9nTs6qtk4UlRoe00WXaa4LgXDNkNglaCevcOHATZvIKmudoExZKR4KnXkSaj+gUFsp3WAOEVY9X/+MO7vilUbbdHLHzKSVe+DvjvOJDOxaFfYQQvPJDuxgY94kGBUFZEFYFO59U4gVv29LXxzC0LUC+aICg3H7ssCq4403rMNSU9Hm7jCilXqKU+nyX175vqf2X9CSUUr8qpXwV8AUpZR3jsrxl2Stdg5REk516imOMtl14PRKu7zIOPI+ZFFs8+ydFdK2F6dwuX0vf7ULcbTqpGfGdNux17hXjMerXmIpLpuRdCIZLCTdfI4gHIxrDxkDUhgX1EWMgktEG5cEaB3/+uYTPH2fHP9xLOLtA+MKtVPdHxcv8bAAAIABJREFU1P/gAI372r3Xl/NJPsaPcZjdbOsiydq5urDe4Emf+2ceuuNZjB8+xPM+9B7QGi+OuVF8mjt5KffoJ3fZ27z3kISbolNs9uf45/lrCs8LpqlNeIJzcZkJhpb07ubbSlbTb91J2yTc/DubpsK0LjGUVsct04s4Uqvw4MywNfeCaqh58tVNqlXbYW0T1ibMJHK9EZokShBRTClsUgnrbSPBs9JXKyyUL3v1MCGSE/fUqE/B9idHDI2HPPM/jfDM/zSySFgoDTVprTn89QXu+8R59v9gFb8kOPbtGgtnY4Z3+0w91mDbDf3pTbz8Hdv41H+b4L6PT5sUjA93vHGMZ7xupK/91wx6bYabpJSisz9iOdv0E256PvAzwCywA/hJpdSSLspykFK+GHgHRirtvUqpt3e8/lrgfwJH7VPvVEq9d0XOzXGq1HjcjgYfYp7rOMlol3EbeZbWjs4nWBcnkwWm0SpBsJkZ9nGKg2xhoiCZupSxGWbeNuQtJhAJtw2cYs6vMKMjqgMhg6Mh8XCF5kBAfdCjPiRoDEF9WBMPNakM1hiuLrB1YJbS88bxX/Q0hoJ5Bv0Fhrx5yt9/PbW7znLwpx4jmTVfjUrUeQ0fYpIRNGKJ6qAW1bPn0eUFvv/Df0pYb2k2+MDLvDu5ec8MHzv+HBbqxZVbtw5MMOrV0EuUHw4Lc+zTDPbhISw2tmD0uc9RJunyp3NWVxigZgJUuUMk2niBIQmhv7h57kyjxP3Tw21fAmbq8I1HQ57zZNGesM76I9KEtUlaB6EZ5lfNQk31rOw1EnFh2ev5R2L+6dVnmJ9MEJ5Rn7v1x4d5/tvGuoaLtNbc+UunuO8T06b0tePHfPbxJupTc/zoe3dw3Q8MLPE5Q1D2eNnvbuOFv72F+cmYwa0BfrTOPIiUNWgkgM9LKT8O/L1S6vH0SSllBNwB/Afg88D7i3buJ3H934BfU0p9WUp5M/BRKeUvKKX+v4teulmoD/wR8ALgCPBNKeUnlVL3d2z6UaXUG1binHmEgD1MsofJZe03q6M+wwudVUYtxphmJ2cZZp6KMGGaWziM0ts5ylh2IfPQVKkx07XaBvZyhikGFz3vkXB1eB7CgDD0aTQipuIQ/JBgKKQxFFDb5FEbseGekZjyyALjwzNsqcyyo3KOrdE048E0Va/OkD+fde2Gt3kcrgrqs+3n3BydpbwrZOFoE11f+q9mbuswVx98AKEX++F+0mDT8e9SazyHbh7WUCmBxARMxr05MzRvkZE1pcw1HVj1vAtpRBScpYpPXBgxSNA8nGzlQbbjodmZnON6f4ITepiH4i3Z7K/N3jw3lScopVVLwKPzQwVeoiDWmpPTgi2jdk5TaiDCfId1gojMnKZK2hsR1JYUFiLWfPLHTjN7Kmn71fz2h6bZfF3IbT/e/k0+9SIOfnGOe//mfJaz6EQnpgz2H3/xJD939z6EEJz4bo2DX56jNODxhB8apDq2OBkdVT2i9T5Zdm0aiRdjWhg+IqXcB5zFjOXwgc8Af6CUuqfbzv2Em34gd/8+KeVLgI8Dz7rIhac8HTiglHoUQEr5V8DLgU4jsWZIS2d7C9d0o73Udp6I2znQtoUUJ9iuz5kBcpips4cZZYYK3RgWC9zqPc498Z4sXAGw1Z/j6socJ+pD3HdmE0LY3+NTsG22yc5nBzQGoTEEzaGYYKjOpvI88nPfZMdff5tgeoHo9hGqb9zGyF7BgFejbCtkfE9z67vG+carT9KsecwywEAwx+B2TVAF3bQdux54ZY+klhir3Gj9JSXlgCM/9UyGa+e7eh4LcYDnQ1zQruEJaHqh7VqGGyqTfHW2nBsVrk3+hVm+lOxfVo6hCG1nVLSHnbLVZHrfCYKjehNnmxXmOvJIZ5Iq31rYwe0DJxDAuSRiqlFcrRYngvm69SJ8WmWvOf1qHWp8OxI8LXstec0lhYX+f/beO06uq7z/f59zy/TZ2b6rLlnSSLLk3mRjTLEd24BNMdi0AIEfJISYFhIgr5BAwpdAQgg9JHQCDsQOxYBx77jItizLtjSSJavurrbv9Jl77zm/P+7s7OzOzBZbxiX6vF4r7c7cXs5znvL5PP13lymMqbqBzS1o7vvaRJ2R0Fpz5xdHuetLozSw53UoTihG9pS5459H2XVTDu1qpCm44VNDvO4b3ay7ePa+LC9EPB/DTalUqgh8A/hGMpm0gA6gUKE0zIkFy3KkUqn+SgjqaGExTCsZOgSc2WC5NySTyZcCu4APp1Kpgw2W+YNgjEiFfPfMB5wSFsPE6CQz7bsWUaClIi0BcETHaTb7FUBBBkiIIi819zBCFAeTVqtE1FKUZJDtEy3+ADn5EGs4ss/FXu9hr5Y4CQ8ZL9MWz3Hm135B2627kUU/eOVcN8DhWwbp+OUKwqsEQemXUOqS4olPjXC7ex73cDYKyTp3B6878ItqAhv8MHznH0VY8skenvz0EBM3TPiju21QeP8JGJcugX0K6dUHyzRATwLdpK2DITRBWyJcv1YnhOIlkcMcKEcZ9YIEcUErjuh4k3zO5F7mfy9dDHqZYID4JDOi5qd2q7Li/c38XJBXFhM6SFB7bJnoaDrhMCSEY5NqrxLPqpS9VtuTakQlYR2yKjpNdZLgjRsLjTzhoJqUGmcGpltkieQ3f32Eh38032ICvygu9bscu2/KVUtqvcoE4efvP8IHHwo39CgWgqfuynP/t8fJHnE57mVhznhPgkjHc6U2JJ6X1U3JZDII/CmwGngU+G4qlWrOkJ2Bp+XbpVKpwtxLHVVcB6xIpVInADfRRIjqD4XZSmdnR/0D5CHJVPolOFpyULfxpO5iSMemURR6mM3oV6Q6hMQ0oNvMs8TOELUUGAZ9TuO4sHJhaHsZN64QUYdItMSikcO03TJlIPwFQWUVj1+xj9JDGcRYiez2Igf+K8N1u8/lbu8cygRwMbmQm6qyIdWjc2D4d1nCEcX6L/ey6cHjWXbDCbTdczbhty6mI5AlstzkyMXH4wamQnhKCFzLQockmwNbMMWMgUto1nY4CMsA00QYBq40GCdE3HQ4OXiEDYHhOQwELNTYB3DIEKysNZ/y2MbIKYuD5egsHqnGtqG1y6gJM01vLqQtv7GQaXrYpkvQcCtehEtQONCfp7Qjh1Fy6hoLlSbmP+3NDroLMhAI6Fhtsf3azJTER+3XAnb8enrhg9Yat6jQ8+Tm3POVUX76jj5235ijf1uJe785xjfP28/EoafbGfIZQoNQ8/v5A+MHwGnAduAS4IsLWfn5IPB3GKYRDZYwlaAGIJVK1Qr6fxv4wtHauacFGYIYKKKU5ix7hdlLZ5uj8WxVojlCnIO6Hafat8LAwCOIw2l6L5ZQpGmmg6MJU67U/1cGwkpfagwDYVuUXbNpmMUtaVSLS7ylQHskx9J7n2x6DcrDinuuGEQIMEMCJ6tp1cPVAThMnjBNEv5C4z2ZI7wRrJiBFREEVAHhSgLSf6kHP3E6mbXd9P5sK9ZEgYnOTjr2HWLRnsdYorfTwSHu4GWkRYJgULBmkaAnLKHoh2r68zaPjUcnc8xoYJU1+gz9vemQKCS6oYewUIRNjyOFcNN7I4Rg7RoJtp+L8KzpMhwqoCFQ0WmyXSJWudpYKDiaZuwjWznyWBZpAQqO/0iMk98Xrpa9Rruaz+JnFmE9/stM4wVnrKOVX75qBgSv/2YvP37z4YbLeo6mlJ0aLbdePcHtnx8hN+RhRyVnvTfBuR9uXgKbHXK5419HpzG1vbIf4rr1/w3zum/0znm8zwqeh+EmYEMqldoEkEwmvwM8sJCVnw9GYguwppJQOQxciS9dW0UymexNpVL9lT8vBXYcjR336QQpph4mC48T9X4sPIrYhCgREPUhkLAo06nTDDHXDLUWkzyGmRLTghxBpuQm/BfXwyCPYDc9bKBvVsZ2r0iDkP4LZRgVApaBsEwwTdpjcDCn8WZW/5gQOEkQihfpjGbpCWdoaXURs0UAPP8snEwlB8AOHGx+zWsqYnmN3xKvANG4IiDLONrw5bErx2B5HpME8sHLl/PEa9ZzJB3lgrd/BdOd8h5OZhsns41stIsHXvJRrJyLKggkkCsLtk8Ep4fUgL1O2wLe29nCTv79W8HwrPyKmeuIynq1VXACTUi6tFouQ67LsNOM7AjbH1ckwx7xVmOGJLhGWQphTZa9+gnrqFEmJEuU37UFb38ePKoyJ49/MU1bryB5WRiJIDKLkVCOP7MXQlAa13MaibV/FGZge4nChKJ7vc0lX+imY43NmleG2fqTNDPlvwxLsPIcP8f20I/GuenvhqseRymtuOfrY+RHPS76bFfD/T11Zx7DpE7CRXuw++a5KxOfLTwfcxIwFftNpVJuMplc0MrPuZGoHPQHgBvws+3fTaVSjyeTyc8AD6ZSqV8BVyWTyUsBFxgF3vlM9zumw+xk0bRB3kPyAMdVcq0ahaBNZ0iQR+InkIPCQWnBOg4TpVQR9ZvPgCEr1DZVM3OcPVShkQyQYAN9VZrYTAg0xqT/WpF08L0ICaYJlkl7RBLNCDK5GvK0BBmCtssEiUiBrlCWDjtL/BVxSp+eH7cDwMLlRB7hRi6kTIBDLGE5BxqeVX5HmZaVZpXp61VmiQYKD4ljmrjKH7jMoXHsYmPKdSg3ipQ5vKDvXQmlOJiRDRVEFIKwcChqc54GvZmhEEg0CZlHKj1vPtRxxgimhCedtqrJSJhlToiMIoRgWbjAgUKEJuoWKAVPPlLmxKQ9I2HtK776Ok3ulCS44WJtHaI0UGRmPbRXgEe+lGXDa/3wYyhuYATqB1rwPYL99xRwSpqb/naEiYPNQzhWWPDUXYWqMODhrSV+cNkh3n39Ul7yoXaeuC5LKaOqhsIKCY57RZjeE4Nopbn98yN1ISm3oHn4x2nO+1g7oUS9MTNs0fTVmY8cyLOG56eRODGZTE7GCgUQqvwtAJ1KpRpp01TxnBsJgFQq9VvgtzM++1TN758APnE097mPzgZu/uS8T1QHgWHiDBNHoNlNNyFdplDpNBanQBtZRokyH0Mh0axgaFqPgrmgELha0k6WfhJ1+xFAu8z7XkRtmMma7A0RQIcDnHCGzd5BxeBTLkpD6ESDtrdC29ICPZEMPcE0XXaaTrNA+Z3tHPnGUMPjaQQDj1ZGOUIvaVqanQj7rimw7FUhjJrRy5A1Rq4CU3pYUYVoGpvWlGImsmygKuKABVVuEgIUhAyPFsoccSPoqkRJs/vV/D4qBIdV6wIqpDRL7SyWUCyxMhQIYElFwBLV3tUhoTmtI8Mjo1FKXuPj8lzIFzRmor7s1banvIiIUSZqFLEOpWmmaJLtU37XOQS9p9mzPrb//fZ+BAK32Hzkk5YfOlI1NkR7vvz3bf80wuX/2ct7b17G3V8eZffNeQIxyWnvbOGUt/vPSWFcUco0NrmmLRh5ssyS0+qr+o57eQTdgBRk2LDp8lnHvGcPz1MV2FQq9YyqA54XRuK5QL6p6mojEtVUSWm+JhadJkRjOYzGs1GFYJTovA3EJB5kJSdwgGFildJOf0YsUfSINFHDpVYtVBhGxYuw0AELFTLRMZPuVQaJP4Jil8btdIi352gN5WkP5Gg187QYBaIqz67/GpnjiOqv0Kv4Db+yXo92RdMXRQAWGj/q5eEVNYN35ilkBebprSS6JUoLDKFwV8VxO8IYh6cnS5UQjPcsJt8eJZCusKA9g9ZWyfCEqmtYJFG0W2VWBtKU3TFGyxaPlruaGpS5znSQGMvFKAd02wzPpDac6PsMy4xxTPyyX0NKosKt8iKqQn6GQWtAsTlc4I794YaXTgMiMEPtdUbZa9j0yXMB6RBaEyDb5B60rJx69kJRg01XRnjk+7mGy3rFyb03RrRHsvlP27j9CyMoZ/pyWsHeO/2wT3yRxSWf7264jUBM+v29G+zHK2tiPY2HqEBUctnXuvnFB46gPY1XBjsiaFlq8bKPPTctVQXP23DTM8L/WSMRp0ABi4UXeIkZv08+4JMdrH2msTdJEKhCY+Gx8KmGoIBNmhBnsJf9dDBCFAuPZcY4vUbGNxCGbxyEWekwF7DRIRsv7LcfLbVIynEot4Db4hGMl+iMZlkUTtNtp+mwMrQbWaydYzSNfcxyRZZxiA/or7DqNVEO3izqehKYYUHyDSFsIfDQDNxb5PZ3j6O1H3tX7iCdb2sn/lerkELjBSSjnz8b8723gKcxSi6ObeGZFne/+S2UbRDa70cB0LnSZt/hEqVprGyNKWFptARKYgtNjywxqrMcdqI1g/z8S2A1ghAOa8Ug+3Q7JUxCoswqY5SssjmgWitsczjkJRgrhTk12O+nXCoMay0EI26AgmMRsxUtliRoS+IhzURh8opOIZSQGG0St1bt1fYwA1Nlr+Gastf4iQGyawIUdhbQNSWuZgjO/Ks4Br6YH0DHmgDSzjUthZ0NoRaDUELiNSFM2uG5r6lhCU5+S5ytP05P81ikBUtOD9KypDlhdf0lMRbdFeTRn6XJDHqsOCdE8o+ic8qTP6s4ZiRePFjJUCXxXIunw8KFSUPRQYYkRxAo7mZdRUhjKv/gYmBVepPpBXgTHgaPVQrAYhQ53uijVRQqyWoDLQRSSrBMXxCu0h9ChW3cqEU5XtFlagGnRWG0lGmP5egJZ+gOZuiy07QbWRJGDhl2ZhUgkyZ1ScgqXNh/Y5bYIoPxvdNjAa1rTFa/KoTGL7287Z3juDMMyfBPRgifEKL9ksqs88QY479+FaVr+/B2Z+lftoydZ55OyYljTfizNmUIhJbYmJxyFuzdUWZouNJiNeKxPpHH0ga4GjyFBtYHx2gzihwoxygrOYfs+kwIduluFolxNtv7sWpCZffVEBknPZWMCrCj3MmJ4REQgnHPZku6Y1rIKjahOGOFy6YV8MBugafB80Aa/vVefkGomrT2ApWeEbYiYLm0TIzSc+8uolGP0MsiBAMOIemw4YdLOfjJQwzdlEdIsGKSs/8uxqrzp4duujfaGKZAzYMZPxNDuxx++/HBhs+DGRDVkNJcuOBTneRHPHZen8MMCLyyZtFJQS7/z7krlFoWW8+rxkTHPIkXEaKixCl6HztYRL6SY3hmJY2CYeKcKA4xoqNIFN4MQ6CQjBMhQqnCnp5/bHty2QwhHvaWcZpxgAkd5imnjTIGQeGxMdTP2bnriTpHcKwoB1e+jENdp+JEBG4EnJhGx1yikSJtwTwddpZ2K0PCyFfkNlyixwnCvZLM3kYqULMYiAq8Iow/Vb/uaMqhOKQJ90j2/aZIoymXKmiGvzvE2lcnKGsDxzSgM8zAn6xhqBhnOBfDzEtKEy6uKxBuJezmCYQnsVsN1p8cYFPWQRYdRFkhigY4U30xJq94NwUCwmPCsxh0w4yrILoufFS7Rs05IjmoWzlYbiUiymwwBwkIj6y2manlpREMuBE2MI7yBPenO+u2mylLtg+YnLRGcM4pkoGMIOsIAgmD2DoLlZCUbdCmH2rCVhimywk/vonVv3gATIEQ4GmN/upazPMMxq4bY/zhkp8rMGDRSSZLz/b5OELBgbuK7PldETMEiWUmo3sdvIV6E5qm0hzhDoOz/7yZFPt0GLZfLpvudxneXaZliUn7qoUY7ucRjhmJFxcSIs9mnsTVkjtZdxQkGwRKC8oYTbdVxuQsdnMn65tupVleZBIKwRZvaWVA8r8rapNt+W56SXAqT2F7eVbv+jmmHOaR415NuQVUi0sgWmD1jidYNniQttXQem6QhJEnInwxuJBQnPetBDe+cRRV1rh5EAYNk4SzXIj6jzxI/SzPqVfFKI/opt3n3BGXuJwaeSzhVa+l0gJDKrSGPOBgoQ1Z2Z8AjGqXO3PSu4IpoTohABdPC7bkO8l6FopJP1BU5dT9LSlWmmOk3Gblrv5nOR3gIWcxx5uDzCZouD3fypAbnrZu7baG0hJXCmTQoKvVoC1sUA5A326HoVQZz4XwepP4a02sdsWqrY+x6lcPIsse1Azug3++k/Qyk8KumkyyBwdvLXPta4Z4+209/Pp9Ixx+oIST14iKt9KZtBna5aAcPS/JjbkQjAvMwMJCufFek3jvC3hIep4mrp8pXsB35OjBFIo2nWWYGI0HhMYch0YoVJRkZyPbSaCXMfppbbC/qXh6/WdTfzcKVznY3ML5nMwjSDSm57By5508etF5uNEIUWeUiz/0n4TGMkjXQxkwKDQTvRZtG03Wvz9KYoNBbL3F2+7vYu91RUafcHnsh7ln/OwrB/bdUuCMq+L0nm773chmhJuEAcE2wb2b9+KMK0Ibw7R8bDmtJxg4yqAc8B9XxzNwPYOyJ3EB4UmEB8L180DC04hKKa1UChR+pVTFWOxMh8h4VjUnoSv/GihWWeOEhEOHkaesDHa5HXOeu0Iw5AZpPkKIWQwE1WNwkZiG387VM2DXXUXSRzx0xXvLPOSQe8Jh2Rcla391H2axvixVO5rC7gblqgqK45o7/26CQ/eXqjIZ2vNDW8O7Hf7k+sUcebzM9X89iPMMqQbxRQvorfEiwosx3PQCl1w8elgzS/8IA0WcAnNPEzRFAlUeQCNIFAUsNtBHghxTBmjmOo2MxdwoESBfw872DJPW0X3oFofz/v2nhAfGMPJ+KIaCQuc1xT1l+q7Lc/trBxm8vYiBIBg12PjmKEvOCiwoCmfYIJpMPY5sc+i7t0THWpNArMFGBaRTDqUBD1XU5B7M0f+OHYS39dNl+wn27mCarnCWtmgeO15Ct7g4LQon7qvYluOCcszAiRi4ERMV8nt366AFto02TfoKoYaKqwpJwnLosgogBPeXl8zz6guWkeJl3IZFecY3atpfTa+bFBihSmMhW5JOazI1BgLw5VGKMPFLj+D4zE6UFcxSG+HmNU/dUqhrTQqgXM3O3+SIdhmzN/qZx7NghQRnvnd+oaYXG46WLEcymbwomUymksnkk8lksmn/nmQy+YZkMqmTyeRpR/M8anHMSFQQEWWWMEL9G+ZXJc1eWz+FMKWqEmhjCII4CAGnso9T2EeCXJNQRW311Pwg0ARqquSF0OQ7ArSKMToeO4BsytryyVa//9gEJj71r+/uEjdeNTatBn429J5ic8XPupsernLg2rcM8d0zBiiMTH9TrIrRUDMZtEXNxOf30WZk6bCy9ATS9IYm6I5kaIvmCcWK6BaXcqJiKGI1hiJq4ERNvLBfCjxpKJq9owJfP0tIyZCK4uqpcF7NETVc90lWcy73cBm/pJNBAhRZxCFeyS1N16nd5nHLBdhGVX5jYthFNQrxeZDbCunTljbtEtgM0gJpNF5HeT7fYfnZIaxgg2FBQM8mm3WXhJFN0gVWxG9d+tKPtrHqpc1kZF7k0PP8mQU17RMuBjYAb04mkxsaLBcDPgjcf9SOvwGOhZtqsJYBSliMEKsO2iYeJ7OPvXSRmTPZLChi8SSNa8JB081EtSJGCGgjR1mbpGlcIw9UBfMmi2ybHYOJwyYexWJq+ukEbEZPWsxy75DPwnZmn8aUJxTZ/YrW5ZIbPzw2J5HKDAg8R7P5gwnO/lCC+74+PmtMu1mppSo3j4XntuWJG0UcXQk3WQYlZVKuhJQ8T1JyBY7rXxvhgfCEX/1VM3uTQiC0Jh5QpEv14TqFoMV2QRhky3YTY9/42hcqMu4beZyNPF79vITNzZzf+MQA0KxaJFiyzMQzoPPINhYdvJ9A/jj6xZkoXX+cVkwx+rYT6b55J+TL1ZmpCAg/jJdufCENS3DCWyM88PX6XhBWSLD2ogjSFLz5J4v48ZsOU8yoqVyUhsGdZdL9Lh2rbcb3O5RzGiPgJ803/1krsUUG+SGPcl6x/94Cy84KzqvP9YsGRy8nMd/2Cf8AfB742FHZaxMcMxI1kMJv+pPTPi8hgIuNwzAxAjhVqY7ZsJeuCsmu8XIrqGcyd5CZJYchCOCw0ThCQVg85vY0WNb/ZKk5wIXqFjxMlGmgDMlNH30n0ZYS8ZiAkAHF2cuTtAI7KMnsVxTHmo/2J70zSvKiCE5e07PJJjPgse2Hae787Lwk6uvQLJENgIKIk8MzBRzMkv/nbSy/e5SllkF+cQKrL4soexw6PsnWi19FqaXDX80UaCF99WYBhiGQQrBuicODezWqmvAGQyhWhHIELIn2/PxFYx+uUWGBZikH6pYEKqG/KS7NTNJlwBIsX2agTcH67f9Nx5EdmF6Z0+nnbk6vI16KgGbZ60tYSwKk/+sCWr/+EPx+CBkQdF8eZ8VrAzxwxQBuVk87eCsseP3VnXRtsNj5yzwTh9wKWc7nT3Sstdh9Y47hHQ59jxaJLzIp7pxu0ZUDhVHFxtcGWfnxdvb/vkCk02DT6+PsvzfPdR8ZRGufBHffv4+z9PQQV/5o0XPLW/gDY745iaGhoY6XvOQlD9Z89B+pVOo/Kr/P2T4hmUyeAixNpVK/SSaTx4zEHxoRUSasy6TooY+2mpoXmCuhnMdqGiAyqrU002EKRbceZ6CB7AaAhaJFFknIEkoMscPpZFIHSAJhW7NpncRavIaHeTfR3EHSvXH2npfE7PRYHBqnPVzA+OQG+Ntt6GKTwV9A21qLaI9B7rDXlC9h2HDOVa3Eekwe+NYE1/35EMKAcjOa7zwgTKbH36ftEORECdvR9L1+H17WQygwcImOH6lesZVbHmXJ47v45cc+hhNLgKiUxyqJ0KCF/8AnWjVnHufw5IBkoiAISMWqWJHeYAnlSB7OtjLsTHYBnDmwixmf+U18zuNuNJAmzv2cSR+LaGe4InoIEcMl58183QSOC/v6NRt7DlYNBECEPG/gGq7lcrQh8aThe57nKlZdnCdkOFgrQsS+vIkOM03cKJKQeWKyyAW/6+DBD48x/JCL9iCQEJz3d3H67ivxy3cMU0orrJAgtlwSbJEM7XQZ2unQ/8jcBl4r2PLdNFr7eYfWZRb5EY/rPjI4zet08pq9d+b55kv3cf7fdpJvQYXYAAAgAElEQVS8OPJ/w6uY5yvQ2dk5nEqlnlYeIZlMSuBfOQoadvPBMSPRBEPE6Ke1iShcc02hOEXGK4LSMyHRZAjQpxOEcOhmvBp6Ws1gpWf29BfJQLHUmKgqvC6xC7QHB+hXMRxp0ZGQtHZauG0BCi0m450rOZhYSbFLYbQXSEQLPmnOTtP9mhh29yrGv3KIwu4SblYjK0qaZtjvNXzx19qQCBJLLFpWmIykZiQkBLSvsYn1mKSuz3HXF8Ya9gtYKKTh26RGhsIIQmu74qlPD+Llpxuv2qsltcYsldlwz608dMnr0IZAC9DCDz2ZBhXGM0QNwclRD1F2EY4LrkY7Bg+MtzDumDTzBKfvVdNuFlkbSjMszsBJ2/yYK1AYeJjsZ3mltFaTCCoKeSreyxSUhv4jivOsHRgziArrSfFRvsiWls1se83LaT3NZfH6PBHbIWL4DOuZ7UkNNPt/WWR0m1sNFZXGNTf95QRCUs0vlXMa5XmkD3tzcl9mQit46AcTbPvvNG+/ZgkD20tNiwLH9rn84i8GOOVtLVz46c7qV6WMx93/Nsqj/5tBe7DuVVHO+2jbc9gw6Cjh6ISb5mqfEAM2ArdXFF17gF8lk8lLU6lUrXdyVPACvyPPHg7RVkeGm0LjAUSgCVLGZabAmK7+v4PFeBhIPHbTzSl6Hy3C7xu9XvezsyJdriqDS6fITElvVLR+wqbguEAZwgYqZuNFfemNckz6ydsWjY47tMQKdEcydAUydFhZEkaexEssNry0h5gsYxRcDv2qyMRuj861FusuCxMIGxiVGd+l3+zkJ68dwHM0bkFjhgSmLXjN1/yX/ff/Nv6MDYQwfAPx8n9oZegJh8f+O1sNg4AfCtn0gShhWzF+TwHmGNAM12PJjhRb3uz6ZDwhK/l/gTIlWgos6f8tDeknciUIQzKYN5mY00DUHDtwfGSccS/Abr2Mp+R6HDVV+lkl1glN1K6QOxpAgd9cSci6Pt8hipydvpOVO/vZd9pmAlaUmFX0JTiMUqWdrFNtTyqKLtv/NVNnbLVXz3VpRoSbD5QLZVfz678c5IQ3xuq0m2rh5DUP/WCC5ZtD2BFJ9wabH77hMKNPOVVJj60/nmD3jTned9sygvFn1q3uuYLQ86tcmgdmbZ+QSqUm8FuQApBMJm8H/vLZMBBwzEg0hTNv2Qw/1mzh4mJycOre1cAPUfjb9AeOyVjzNpZxrk4hBCySE7TrHEeIo4SkQ2SJSQchDV/hVfoaTRi+BIe2TFTAwg0ZOBHp96qOgBdRBKJl2kJ52gJ52q0cLRVWdViUKz2qNcGI5Pg3RzCEwJrh+Ugknets3nffYh6/JsvwTofO9TYbL48SbPGPPX1oflPQSLfELfpllm5RTxustAItIdZt0Hm8xVO3Fkgf8BeQATj5qigbPxDBRRPskGT3zr0/tzWEFS3jCAtXmT6PQoGWAjQIbYD2y06ZvCPS43BO1Hlyc+Guie6KpB/NmwcB0RA0ai4oBHQuMulfdTIrd90OXv0oY7oeix/YyaJHnuTA5y8idG6csFEmKCZ7WLvV9qQHrsk3D9s9CxjaWWLxqZ1zEvDcsuba9/VjBiRO0b9SXo2TqhzIj3ps/fEEm//suRHoOxo4GjyJebZP+IPhmJFogk7S5AjO2YNAoljKCAfpqJNkaLT0THhIJgiREH7mNiBclssx/8vJRkJSVL2IHAEKXoCYMLEr2kxOtKLNFAenxUO2lGmL5ukJZegO+OJ9CSPn51oocfBHaXZ/L4czoVl8ts2Zfxmn4zjbl5CeETcOJgxOf0+i4dl0rLM5eO/c09HzP93O6gvC7Ppdjhs/PkIpU/MmaX+A+Pk7huuY3UJA7rDCFhKB5vj3hLl7exlvlua5KmQyeuUmEtE8GSNIUUBZmGgpfQVVKUCAlgba8olrhiGQZYmWs4109Uln/yzkzLYNDREKSpa3Kw6MymrzJynBsgWLjg+Qbutm52kXknzoRqTrMtNcSQ2UXJb8yx24L7uAsCzX9LB2sYWHFJr+m56Be/A0oDy4459HCHcY5AZnuRLa7xznlZtfY7eo2X1z/gVtJI4W43qu9gkzPn/Z0dlrYxwzEk2wlFEO00apwhpoDl+l9ZlIeihhQrMOAJUwkyMsHs50kVE2ElAj0JkVHNcrcKISJwJuREPUIxQu0xbM02bnaLVyxGShGpbY9uER+n5XqA60e35dZP+tJd7ym2461/gF8LLmfOUs57XmwvCcRsKKCKyQQEhB7wnBxrX/FcwMh3hF2FmR8ggukqy6OMDwI2F2fCePMARaaVQRRNA3otoD94pVmK/soq2YRwhfyqOsBK4GLSsSHhU5cW1MnqeJloLebpfRrKrv4FcTLqRGvmO+99wyNOEQrIkLWlsFB4bBUYK2boPuNTY6JnAsQeqsV7Jv3UZa73iY0/ffhtXAJTCP5DAncgS6/VyEJVwkCkt42ChU6SiNUgvAwQeKLDkjQHHMm+YdLBgCIp0vzFBTFS9CxvXzwkgkk8mLgC/ju1bfTqVS/zTj+wDwQ+BUYAS4IpVK7Xsm+3S19DszNPEPLaE4Xe9lCysp1amEVsom8VjMGAO0MHscW1X1geq/gZaaYHWV7VrjRQgp2ZrvIu3Z1DZEGhrRiD0uXSssnLgvAR6K+a1Iu0IZuuwMnWZFwE8W8fbm6bu+MC3mr5XPxP39Fya47D87520gDCHZe+vc2g1OTvO/7x4EAcvPCaEWKEOuFRx5sMzqy0KA5MxPxln3zgiH7i5TQjJ0X5n+6/IoV2OfHif0pk68UBqEIGi4SKEZE5qSDKBMAy0N3+ZLn7SmpcA0BEZJ0L4YEkMO4+naqI/GlhpXi0rS2W9aFDI88nXVSlPrgEAKjRBw4nJVCQ8atHYIEotNvKCBF5R4tsC1BV4A0oMuB/43RKtKcpq+rcmmNZGwUzH6lZCTdLGEQgpYcUmQoa3OtHv8bMMtavoeLhHtMZk4+PRjXVZQcNo7GnutLxS8GOu3nnMjUcMuvAC/HnhLMpn8VSqVqiWOvBsYS6VSq5PJ5JX4BJIrns7+RnSEnSyiiA1ounSadfRNk3yexGFaKyWM9TPLFvIsZ4QwRQ7QzD32zUKMIisZZDtLK+Gr2nJawX7dxioxUm8gKl5ETgSrBqIWSsHgLofEa4OUExoj7tAey9EdztIdyNBhZmgx8pUBxaX/vsYjh1Zw8J7SvAyEIaaWSR+en+rfZPXM/ntmiRM1gXYh3GogEVjCD7u0LDIIvj7Iby4eIb3HrRL0yvdOIK64j45rzsLYepDeG/pZYYfYc/4pPLlqPSXTwpWA9BPYhgXa8HtSmJZAm4KNp0tGD7scGfAQGlqCit0DEl3TzEgDRc8PgTXirLQFFbYN0aBmSYfACkgOjEn29mnKZY0dKLN8nUX7WhsvKPACAkdoDlybR5VhhA7GSdDB8HRdWkPAGR1EYspPVhdLpB/MkDlSoON4k+gJBuuuCLPz+3kyh7zZuSdHGeWspmfjwoyEkGAG/TyRUn5Z9fLN9V3oXlA45kk8K5gPu/Ay4O8rv18DfC2ZTIpUKrWgWzKuQ2xjeU2eQTBInBwBztR7mFnGfYiZ3ccm19KVkINmnEhlsGiMs9hNRPij2DI9wj46a771I8/76KRHp4lQ6TAH/v+VdqQlLKTQdV3XwI8Jl21QEY9YpEh7ME+rnaPNzBEzikRkiYgoYwlFKCGQht/NYibsGi2l3dfnueNzY4zvc4h2GWz+YIKT3hbDlNNDASvPCzG6d/7xBeWAEZh7uZlYtjmAmByMKzSFA7cWyR7wpjO4NeiCR+GtD2DnFBQ8ggJOuWMvHRefzAN/fAkFDa62QBtMkZn93tFaSkwBbUsFnd0Gsqx4IgW6QRtVhaSFcTKipea+aCwDTljmEQgI3xiZkj1HBE/1TfUXL5dgz2MORVPQdVIAz4aJfe60u/IzruBdfA8T19eDCpuQCBD+f8cTFA4T3znEzn8ZmKr2EhDplbz66nbe9JsuHv12jtTP83hlTe6It3AZ8Aawo1CelBtrgPFZDISQTEtumyHBlT/oZeKwi3Jh9SsjL2wFWPCLIo5OddPzCs+HuzInu7B2mUrmfwJoB4YXsqM9dNfFkTWSAjZjRGhjehvHZiWwGsEYMdKEMfGaJqwDOARx8LTAELqpyqwGhkScCKMAdf2qY5ZCpZvM7KMCt8MjEC/RHsnRHczQE0jTZmaJyQIxUSQoXIJCsfKCIPeJdN02zKDglHf5ZbuPX5vlhr8aqYrApfs8bv37UXIDHuf9ld/cZeTJMo9cnSY/4i1UWsofrBa4zjc39BHpNjjlfVHWvy2MIQRDDzq4uQYbcUGNONXtCw1G0WX5b7cydNE6DvSsJCc1rmGhAn6PbG2AUfKT2MoUmKZAORKjqMiWXJoFEXKE6Yy4jBVNlIauuGZNj8YOmD5HQ/ry30/1qaqBmITy4PC2MonTA6gAOK6exv8YppMv8WHWs4OO4CinfMYl+soEkWAOdcsAA18cmF4OrCHXp7jujSO8e0svmz/cwks+kkAowTdOPUTuSAOvb4H3wQxKnLyiWevxcs7DDNb3xLbCsOS0EAfuK6JcTec6m4s/28Wys17gXkMjHPMkXtjIEqTxIC3IEqgzEgnyjBJpsI7/t4eBNy18VLuEQqK5nQ1oIK4LlWXrUe1kNiPMhPANhW0bLIq79GXMad6EMKH1UhsRU0TDJTqCeRKW36s6Jn0vYjJebaGxQ5JLvt/Gb9/hGyPlaoQUrHxZiNPeE0crze2fGatTCXUKmvu+OcFZ729lx6+z3PCJYZSrF0zCAv+0FtqvwMlrxp9yufPTEww94XDe5xJEuw2MQBM5jwYvqnBcVtz7OJm3+bpaOcAzNP4rINAVeoSW/uCuyhotBbGIQyGjcKh3gVxshnOK5FLNko7KyQnpk/cMgTYk+RKIJtNL5cKB2wr0viFEcLUBN8/cvsV2sYnl5+Q544K9hM0cQekw8o0+dBMHrpRW7L+9yHHn+wJ7Qgre+MNurn7TANrVuCVfb6n9OJNNl8e4+TOj8y6ZVY6q8whqIaUg0iHJDnpV/oMVEiw+Jchbr15cPWfDfjFG7n28GKXCnw9GYi52Ye0yh5LJpAm04CewF4QgDk6DU/ZJcPVv3RoG2MKqGbIc9WvXw39SCjX5jDShaphqZgjLJ81l0RpcTAyhMSbbkVb6VW9YqrEmJAcGNJ7rq6a2Xhwg9EpBKFagM5Kls9KKtM3MVkteJ70IQ4AlBEs3B3nP1l6euqFIaUyRWGbSe2IQaQqKI4riROM8g2EJDj1Y4IaPD+M+3Qoa4Ut6aI+nVQXjFjRP/DTH6X8RY93rwtz72XqvaDbErCKLIxMYQmEYirxtUzY0jmHiFQXK8sNOyvIT2crStK8NEBxIsZ/luA3anHpasqsPehZLZMWwa1kxNobEsEDNMgpP7HEJ7nAIn2sRPN6g+IQ31ZdaaMyQ5tz3HyFmFAlLv4f1kb7msSPlQrZPTStl7tkU4AMPLeXJGwpkBlx6Twyy/OwgwpPc8+UJ3yOcBzrWBhh4rIxyG9//NReEueDvu7jv38d44roshi045W1xTn17oppvM16gDefmjWNG4lnBrOzCCn4FvAO4F7gcuHWh+QiAlQzyGEtmiKb5zWY6yNQtHxNFTtd72EM3o0RnVWBtjFpj4GcujEouY/IYDBSLxDg5HWCrt5SSayKAbivP8cEcZqVfNSGb5YsCdJ5rUIpJiosExS4PO16ociK67AxtRo6Eka+S5mwUlgAL4fMgEFgRSajF4K5/HKeU1mjlhwBe9aXOpqfnlhVDO8rMVq3bDHZUoBXEekwu/kIH//Mun8X9dGBYgoEHHdZcGmLxmTYH75pfsF3YkthFrfQE05hCYRseaSvIuKEoGAG8gIE2faluZYFRAs8WmKvDbL7/IZaX9nMbr2gYWlQK8piEgj57W08aCkMgLUFLp2R8UDUeQFwYu7dM8HyDzqtMsrcoMjcpvDRIU2Oaii3faKP7ooO0dg8ROkUQWWcz8fvGRQDag46k/1oXRzTbfjjOvrsKxBaZnPGeBBtfH6suu+umHG5p/m7d2gujrDhHcc9Xx+rKlQ0bXv7xTkIJg5d/vIOXf7wRqfTFDaGPeRLPCubJLvwO8KNkMvkkMIpvSBaMLpHhOD3IHrqrlSlBypzEAZr1WYmJEidxgLQO8iCr5l0b3zhPIYlQoIcJBoljolgix9EIHlWLp3VKG3BCFCZszmopo20TL2TihiVuxMCNgxPREHGJhYtTnAgzV2FV+2GmoPCwhMaYQZI78miZ6943PC2sdGR7mavf1M+6V0d44he5ukFAe5UxboEvgRWBCz7TweJTgnSstRBCcPafJ7j9n8YWtqEaRCrVTh0bbA7eU24oRFgl5gmQQUH8yi6CxxtIb8r7sOXUSZZMC09qkEaVeKcMn0ux641XcvL/fJs7SqphyFADIirxLD+XpIXPInc82PVAqbmBqMDLa3RQYYYU3ZcrQsJl4BoTNytxkaRuibP3ls28K/QjRjjE4rfHyTxYaCy7ruHaNw8R6TTIj3goryLPLkrsuj7P+X/XzqnvaEEiGdpZppyf/w1tXW6x7pIoXlnzwH+OozzQ2leQvfJHi4n1POfDyXOOY4nrZwlzsQtTqVQReOPR2NdyMcISPUqGECYeEUp1VU2NEBdFevU4A7TUJLQby0abuCiMurCSQBGhzFI5zlLGqy74fe6KumU1krQjmNAQCVu4EYty3PC7r7WA1+IRjhfpimTpDlXCTEaWeJU450tvWKJCC6h4ERLBlq+m65KLWvm5h+5NNk/8fHpuBvzB4PCW0sJ6XQNowaKTAnQm/TiDV9bc+/WJBW5kCmZQsPScAFIINl0ZZfsPcnXnYgRh3XsjjO/yEGFJ5xsTBM5sIafSFY0j/ydilrANj4Dhkg4EyVoBypaNsgy8ksS0BSoAnh3n9+/7ENHvDJLOyekTAAGJbgPRYuJCVZZcG/D4zXlyI40NhEWZjTzGYg6Tbulg0DkVEbQIlMr0/8xGlafxrXGw+W3hQt7Dd+j7UZrV74yw6z/q7xP4eZr0oZlW3g/X3fz3Ixz/uijhuCSx3MQOCcqNCgAa4K4vjbLhNTHO/9tOzvtoO+kBl2iXSSA6/dlVrqZ/u/9e9WwKNG109KLEMU/ixQFDaBLN1NZmwTr66CTNYVoZJ1yVgZ4OQZQiGeo7cwlgmRid8aEk1yApCoCG3cMm2cMeiiItay1aLrTxogIZcWgJF2kL5GmzcrQYvnGoDTNJqHoRkwbCEMJXdm3wMDs5zcF7i1hhUSf7rT146s4853w4we+/PI5T1PN6IUKtBp3rpgLRgzvLDUtK54I0ffb2Sz/Ryq5fFujYaNGVtDn3b1u48zO+wdXaP6ZN741w4sdiKKCoJUVtkFNlpPT36w2W8fomCCxuh6CfE7IMD0Mo0lKTm7BI36goP6EwWyRtZ9iIAngFlxAFilW5Fr/Gf/GZAZxwzUAoID/hkR9TDZK8mhYmeA/fxqZEAAen34QP3ca9n30LA4VupKVnGAkfh1mMBryCZmRLGSsmcDILu5bShP13lVj/Kov1l0S58VPDlPPevO7lyJ4yuWGXSIeJFZa0r6pPMDx5S45f/EUlnKjBDEle/80eVr7k/0inumNG4v82hIAOsnSQZb9uZw9d9U1h8Ogky3EMsZ2l1fCEADaIPqIVjabaPsJB4ZLX9S+cAkbSolJyqBl6rMzYQYeefwjQGivSFc7SG0zTZaerrOraMJMtBJYQdcS4jnU2o3vdugfaighaFltAY9KdMAUv+WAby84I8eD3JsgNefScYJMfVgzvLjO4s1zX6rT3hOkG0I6Ipt6IkGDHoNTA0RDS74J3y6d8I6s9WHJWgMu+08Hqi8PsuaGA8jTLXhkguszA0brCB1EYaAypkRmHnVcdZOzuPNgS09H0ntdN6H0nE13aRdh0UEc8nvxECFUS4EJJKPI7XM4IbOHt6gZ2soZf8AZ8tokJaA78op+3dvycXee8ipHFxwGQHdR1ai4CjxN4lJPZSphctRe65brgwuZP/YRHzzmP3e6ZNJKCMXGrd7I8NlVBtFDIyltvBiXv+MUSrnlPP2P7/YmD5zTvEOiV4eq39xHvMTn9TxKsPHf6wD+yt8w1/1//NGXgcs7jx1cc5rVf62bj62aqI7/IcCwncQy1WMwY++mgPINBbaFYzBimUJyrU2QIohDERYkpQvV0ZvVKc4wdTueMkJMfypo26VbgZjX5+0usXFegLVDJQ8hijT5T8zDTZF7irL9oYe+thWk5CSH9csVzPtTKtqvrk/jShHUXRwBYtjnEshnM2FJG8eWT9tVJRu+9I8+jP8tw4hX+ANF+nE18icnIk9O9GSEh0CKRBn5gd8bL5pUhNzh99Dp4b5E7PjPO+Z9r48Q/jlYukW8cJtnZ/lurAY/ff2CIsd+X/OqhcsVS3dhP4pZ+YqtbsP/5fO7/1lpUnmlyTW3OMOc7N6CQ/IrX4U17bQQWJQ4Nt7H519/izje9n9FFKzB7ZN1gezJbuYjfYTfROzdzZU668SZu4wQcYtO+M3A5kUf8PRrQvski2qPov29hZWJawaqawb1jtc2f3r6c0afKlLKKzqTNV07bR26osSXvf6REPyX23pFn0+UxOtbYBGKSdRdH2fLd8YYFCVrBL686gtaw6fUvfkPxYsNcsqXH0ASmUJzBHrpI43eeVnSR5gz2YNb0sI4Lv6NcXWK8hhOxyMqxyp5AojGFQgrtN8hpBAfKj3h0h3zpjVYzR5uZrRoIG58TUZusltN+l/ScEOC13+oi2m1ghgSGDd2bbN553RKinSav/rdOzKCozjjBJ39t/98Md/7LaKOjYudvso0PN6/59YeH+PWHBymm/YHn8m/3EGqV2JHKMZl+zqM4psgPz57krYVXgsd+mgOvElKreE26AJl9HhT8qq6gELj9LsP3lqbKS6dtCIzUBL1//CuG7zeqAoCTOJFtSBS7WVOjnAVBCryT7/Gn/AfH8zim53L2L7+DG3YxVhoEFhvUOpqn8HBTAwH+VMMA3sJPCJEjSB6Ji02JHga4oEKkEBIO/K7E4Lb5Gwhp+Pmcy77ajRWWlLKK+741xvcvPcjVbzvM8O4yPRsDmLZkyelz0+KdgubhH6W5+R+H+d3fDPFvJz/FgfsLTbkzyoXrPzHUtHz2xQGN0PP7eSHhmCfxDBAULidMI4vPjSpZzv8DpECaBseF8qywPDJGGCtqcyBtcqC/0RY0kTaXzmCGDitD+2SyWpQJCo/AjDCTURNqqtVmWn1+mD9/aCkTB13MoKClZyrcteHSGF3rA3z7woNTrF7tV8nc941xOtbabLg0OnVEWtO/rdScP6Hhsf/NcHhrkeNeEWbbTzKU84rWlRaBiKBv69PXjPAcjVfSWGGJ63nc9dlxHvl+1u/CpjQbroxw9t/HKR5SGAExq0qqGHe4XFzDz3gTp7GFM3mAIEVKBDBQuEw1JOqhnz/mh4QoIACrcqEC+Rwn3foL7r/8DXT/WZChq4vkH/cQBhjl+RnARfTzV/wzADkiZIjSg9+m1Yz6XpUuQwNqT+PzkrDhdRF6N4WwQ5L8iMt3X32IzIBbTfrvv7fAiW+Kc/Hnuoi0z39YUGVQlbDX4I4y0qIu5DiJUlpxz9dHOfeD7fPe/gsNx6qbjmHhqBHEq81DTP4+Kb0hDAPTMmiNSLyYRU+LyaFBp05aWwZh45smaLcqfIiKBzEZZjJmCTNVt1EZ6IQUJJY3Sr7DUKqMYdbrPDkFze+/OlY1EqNPOVx9ZR/ZQXfWyievDMMph+HUVMJhZNcz0ZX2EV9sEggbKDR3f26CR36QnVbt9MTVOTKHPDa9J4xXnHuETpLiTfyM49iDXRmFw+TxEKSJUcZG4rGM/VUDUQsBrH5gC/e/+dXoqEnHVTa6qFAFxeGHTqDz2mHM8twU58ntRskRrVECcBs7bE1h2H5PkB2/yrPzujwajXLqWdNOXvPIT9Oc+s4Wjr8sxvZrMzgLKI+d3NdcbPo7Pj9KuM3g1Le/sNVeG2Iysvkiw7Fw07MJ0eDy1kpvGNI3EJYJls+sVkEbL2ph91osPjOAMEBYlR9bs+4tWTadPUyH5Su8xmXRbz4jPCw01oxqpklMehGN1F2NBseZ6XObJkazA7410Erz4zf2MX7QfUatMJ8ujACc85EWtNZ4Bc3D38vUSYp4Jdh3c5Hr/2QMwxJzMn6lqVnLrqqBAL/66VrewF28FL+Q2aCPRQ0k5H0IFOvvu4tXf+GrXPq5r3DCQ3fSuiTH4defRL43gReYmps9W+OKtPzwUstik/yIn+R2Sxqv1HwgV45m9405lp8dInlRBCtc/6zMBuXCae9KNHzsJ6E13PipYUqZhdZSP/8hmCLUzfXzQsIxT+IPBDEzKTHZjlT4aqGYBtq2UKGpdqStK0zMl1pMHC5hBh3WvCLNxjVDtJp5ElUJcGeaF2HMqGby/27+1jYyEAC9JwaQpqg3FAJ6T/Jj1gfuK1Icn1/55FGFBCvkG4Ab/nqUu74wzks+mpiV7+LmdVUWZGYHvGnQYNp6Wu5igG52sxanxigM01lhz9dDKM0pP7up6jEkDh5h7Z0Ps+XLb+HRb17J0pu2s/h792OMF5+1/gPKgTd+v4vrrhqaN7dFSJ/RLoTgtV/rYffNObb9NI1b0AztKpMf83ByuqkwoGEKjn9NlAf+o0Gf1trlLD+8tfbC6KzLvSDxAjMA88ExI/FsoVGYaaaAX60XYdvokIUXMX3SXExSagHVBW2nKDpaCixv8RVeO6zMNIXXRtIbs4WZJtHMQAAsOSNI5zqbI4+VpslMm0HBSz/m98/IDv4BmylXMCkw50xGYFxNps/jpr8ZRas53lDtGxYzhO/5NJHJEKHp0u9PsbKO7FgkxBZO43QerOYjAJQh0YJpIdh0XFQAACAASURBVCWz5BI9NELynkfIvWY14o96ML5ebqr6dbQMx9YfZSiMzT9ILoRg3aui1d/XXhBl7QX+325JseumHHtvy2MEBI9ek8bJT/UrN4K+dHz38fPTgpfmi5Ng90LzEuaDY0bi2UCTMFP1f0MiDANhToWZdMjGC1s4UZNyTPr9quMa4g6JaJ6ucJauSjVTI07ETNLcJGYLM9WilFUcvL+AFZIsPcMX/HvrzxZx86eH2f4/WdySpmejzYX/2FHlPiw6qXk70mi3JHvk6GfxmoVK3KIm2iMpTui6kFPdsrP0PhImdQqrQYoYeDNKX+EmLgTgbO7zj01AKdlG6Il6BXuj6NJ5604il3cTGhoCW0KTfs9Hy1CM7nEwLHDnobVl2PCKT7YjDbjlH4Y4vLVE+2qLWK/Jwz+cIDPgEek0OPdDbZz2rhbOfn8rd35plJ3XZ3FyCq8Ee28r8LtPDtG13ubI482LEbSGFWe/OGXCjyWuj2HBqEtWT4aZDMPPSUyGmQIWXsjEifj9qp0oeBFFMFImEfI5ER1WtmIgmnMiJrGQMNOD353gln8YQVqA9kMOl3+nh2WbQ1zyhS4u/nwnWlEnr9C6wmLNBWF235Sfliw2g4KX/U07v75qaMHXK9whyTeRspgL+WHFyW+PsfW/Mk0rbOaCdv38D/D/t3fmcXLUZf5/19VX9TH3kZsjFOSQ04QjGo6wXBrkUATReCvi8lqPXXX5rSe7sst6/VbWlVURb/QnICiKBLkU2AUDIYFQJEDumxwzPX1VV9Xvj6ru6Z7pnume9ExnJt/36zWvmemudH1nplNPPc/z/XwekLygMV9+id9bFw/ziFLJo+DN1HA1CXvZDNR9uaoXeW0gQ+snHkZafxBSlbOwPCrqCNtk66FrfoCWWRobHhrZXSAYk3jvvTNw8hLfWboJO+di52DTU+myv8PAHpuHbtpL5qDNmz7RzinvSrD27v5ippnPujz78z5iPYqXrWUp+53JCsgBicu/04samqLt0Em2vbUWpuhfqomM1qwulJkUxc8ign6ZSSMXU8jFJHIJsBIuciJHq+/w2l2SRZRpIqTK1huljFRm2vREmj/d9Dr5jEuu3yWXdEnvd/jFu3eQ2uelCZIkVfXfufTWbk66OlpsCIfiMud/sYP5F8cqHl8gWEVTla/R7qMSrgP7NuTL9B1jep1CgPG7yqd+Lsg/fuz3aOTQyKL40+KO42XeyNPeHaQkod6/Be25PVV7I8qa/UiP7oLtmYqmhDk0dtF1aIv3kTRY/JEWLvhKJ2qVm/aALhFukVnxm5l0HR/it5/aRS7pDpYXK1m3pF3+8u39WGmHh/917/CszYX+HTYz3hhm4eUx2o5S6Tw+wDHnRljyiTY+9vhs5i7TG/IzHo6IxrWgLsqa1SXjSAsZBKqCG1RxQoPNakuHvO5i6zbRSK7o8JpQvQwiImWLmohCmamS9cZIWUQpT33nQJmNQgHXhrW/7mfRh0beqrhjdZbVdyaLZads0mHll/aidyh0zQ+wu0LZQYuCk6/c/RzqGVUPruM1RMcyDKnqa+bhtduTLLh6A5+Tv4rtyGQIY6HSRkmDtmC5nXG8W686fgxL0nBdeIrFyOSZzvZDW7QESz/dytpfJdlj5pj/thj7X7PYtiqLEoQ5Z0ToWRCk9SjPv0mLyGT7bXa9WJsHvCTD/s0WO9dWP37zE2mue3w2bXOm+gCJIUyyAFALIkg0kpGa1SXjSIu9iFAQJxTAiqpYMYVc3Msi8nEHLZ6lPTpAlz8nolPtL8siRrPeKDBas/rg1iplj4xL3/bRr7a/+/Tusv30BTfZ3356Nx/64yy+d+FmMgd8ozvJK0VddFMnD/xT/aWo0ZC1EXYtyV65YyxlqORmmxe/0Y/sgIyNxihihTrq0lIQ3vjf7Ty72WDXv8/guAOr61/gEIIxice/th8n7/dw/uLt6Lrs1m7mX1olhavFCtnHtkBvV4h1q6T3Ve49SLJnyXJEBYkp2pMQ5aZGUUuZyR9HWqaJ0DWsqEI2LpOLgZVwkOM5ErF00XqjQx3URHjCucqaiFLrDe/z6LuZZi4OVSzPBHSJ6aeGRvyRs/td9r1a+arr5F3S+23+btVRXPp/uzn9oy1c9NVOPvHcUcxbHqt7hGmtVL2Rc2HOkjBSNbuTUV7UqXPQUq1ILsxa6PKuFS/z/vafcyJrD7lpne3zSkalv2PXhruu28X25yoLWoJRmemnhkbUOIDX4D5maQS9Q+WsG9qqdthlTUILH4GXF7fGj0nEEfhXHH8qaiL8LALVCxJuQMMNqeQjClZUJq9DPgq2bqPrWVpCadqDSdrUAWJKpkQTYVfVREDtZaYCZ1zfghoa8hoa6F0qx11QvXYsIyNr1S9nrgNKUEINyiy8Is75X+jktBUthOIKWlhm2Rc60MKN3QY5+8xQ9bt4F9L7HG5YNauu15QrC9IbgqRA2xs0Eh0SfWuz9L8yzrehLvzh/1TP4N769W5CCbn4d6kkPJRkifO/6E2dm39plDlnVW54uA4YF07d3kMlJDyNTC0fkwkRJBrBKJqIYpmpqKzWcMMa+Wghi5D8La8OgXiOdn2Ankg/nYEkbWqyTBOhSd7Im0ZpIlpmaqy4b7o381j2Lgzzlkd572+no1QJAoVAFIzKzFxU+e5c71DoPK56qeHUd7fwjtt7mX1mmPh0FeMCndlnhVGCYw8cG/88sux714tZFE2mZ2HtJZB6VcfUmKnIIQi1y5x1SwJNgue/WXmAUKOplkkAtB8d4ONPzuGcz7Wz4LIo4TZl2BXCybvFQCNJElf/ZBozF4eKNxpqUEINSVx2azeh+FjStklMjU1r0biuA8Mw2oA7gTnARuAdpmkOm2tpGIYNrPG/3Wya5vKJWuOYGGq9USgzqSoENNyghhNUyYcVclGJfAQsHdxYHj2SpT2cok1LeVmE7GcRch5N8hxeA1K5w2uBWjURQ+k6Psi1v55eHAYk1VGfXv6Nbm5/yxaySQcr5aKFJWRV4sr/7h31dY5eqnP00sG7zdyAw13X7eDVx9IoWv1N7NGUxRLeHe7b7+jlv5Zswqph7lT2YI1rkCDcKdN2gsqu/82NqMVA8Rri6d0O9y7by6zzgvRvnBhhYiAy8n1hKKGw+EOtHNxq8Z9LNg3LzJw8bPxzikyfTSiuoAZlVtw9g01PpNn4RIpwi8L8t8WIdh6h7c5JFgBqodl/yc8CD5mmebNhGJ/1v/9MhePSpmmeNLFLq5EqBn5AuSZCVUBTcYMB7EiAfFTzRXN+szphE4xl6dSTdAb76Qz0e1mEUnB4zROSHAKSVNashrFbbwz7UWoIDkPP0zJT4+NPzuHF+5LseD5D+zEaC6+IE0rUfxcZ0GXe+aPp9G23WP9QipVf2lPzaM1aCLcqRNq9dWkRGSvVuPKOJMOyr7XQuzjID07cScWrhYx30S1xMnFt2PRgtmibPp4oAYkT31nbPIdMv+P1qir0YiTZG3ka8l9KkiTmnBVhzllHyPS5EZhsWUItNDtIXAqc7X99B/AIlYPE4clIZSZFGdF6w4oq5OJyscwkx3O0+ZqIgvVGi5IaZr0hw5g1EYdKtUCkRWROvCpeHCx0qMSnaSy4LMYfP9/YHVDZAZttT2fZ9EQaewTL8LHg2nDfu/ehRWHmm0NseTSLi4ud8YwIw+0y4XaFPWsqNPrdQ9v6WwtqWKJ3QZBzP1ubTXfHMQH/PT18XeEWmVjPEVZKqpUpKKZrdpDoNk2zMDVhJ9Bd5biQYRjP4E03uNk0zXsmZHVjRSopMSlySZnJ10REfE1EBPI6EMsT1ks0EUq6qIkolplKrDeqNavrLTPVQz0NcdtyWfXjA6z6SR/5rMu8t0Y5/aOthFtGvrA4tuv/6iSCUZmzPt7KE7fur6jjGAtWGn5y1TZv7sU49YitJGz6U4Zor8JJK6Jk+xymnx5i1pIg3567bXxO6lc2RxoLe9UPeznqTZGaS4lKQOL8L3XwwI17yn7/Wljiwn/urKskeSQhMokxYBjGSqCnwlM3ln5jmqZrGEa1X/Fs0zS3GYZxNPAnwzDWmKb5SqPXWhejaSL8MpOnifDKTE446Hsz+c3qFq/MFIqWayLa1GSZJiIkOVU1EY0oM41GPQHCdVx+/q5tbHkmU1TjPvlfB1h7Vz8fWjmrYjPz5QeTPPjFvex71SIQlTh1RQvn/EM7b/pkG7FpKn/+5j76duQ9wV6Fi7unKJZG9WzCYfRjRsEBtB6dMGmSOytHGseC9F6HSELl9OtiOP6iD0UJLinehVtRva/VkMzMxSFe/sMAru31Ciq5s0oKHL00wtFvrn+n0clXJ4h1qzz+jX3s32jRcVyApZ9uZ/YZU9B3qRFMUZ3EuAcJ0zSXVXvOMIxdhmH0mqa5wzCMXmB3ldfY5n9+1TCMR4CTgeYFiXqsN1TVKzOFVJywt+U1p0tFZbWkW8QjGdpDKdoDKRJDvJkCvv9ovdYbzeLVx1Js/Wum7GJsZ12Se2z+esdBzvrbtrLjNzw0wK8/vLPo/ZRLujz9/QMc2Gxx5W29nHx1gpOvTpDPOnzjxNfIHCz/XyircOp7EuzfmOeVR1JIgJ13h99VV7G3rhUXsFF4jDfzzIEzuDH870B1Ezsr5fLqn9K84ZpYMcgev1xn7S+TdSnCjUt0jjs/gt6lEO1S6ZoXKN7F33b2Fs9Co9jg8D4V3p5aWCLSrrD8G4MJ+oEtFrteyBKfrtKzIDhqRnDsuTrHnntkbWU9JCbZ9tZaaHa56V5gBXCz//k3Qw8wDKMVSJmmmTUMowM4C/i3CV3lCFTXRPjWG4EAbkjDCQewdM/h1YqBFYd83CYay9Kt99Md6qNL6xvc0VRivVE6jrTsVIdZFgHeRb/SRLN8xmXd75LDgsTKr+wtMwcsHLv+jwPs32zROssTKqhBmXfc3suP376tLAC4DrzycIqDWy0kucQC3G8SS7Jn0qdqUt1NcBfIo+Ais5Mefsy1WAQhAy/HjucY7fmqCm5JgWiXUvY3O/f/tLHlyQx92/Jl9uvV6DQ0rvze8CRcRubAFov9m6yKgU+S4YyPtTL95BBzl+nFuSB3X7+T9Q8OoAQkHNuldY7GNT+bTqy72ZeBKcTUixFNDxI3A780DOMDwCbgHQCGYZwGfNQ0zQ8CJwDfNQzDwfuvf7Npmi82a8E1ayLUQU1EJesNK+FZb3RGk3SHyzURjbbeGCv1BgiAYExBVql4txyMDX+9vRsqXy3lAOxcky0GCQA756IGpWE2IHsrjUEtJBwSdB0XYObiMM/ccRC3jrv4AyR4itPZxgy2MoNSefEfs+fw950vMrC38gVfVmFgj8Otp24mGJM5dUWcU1Yk+PDDszDvT7L+oRQv3J2s2htRgrDkE230bc8T61VI7rJ55vt9bH4qTetsjeMu0KuroyU49T1xEtMH9SB/+upeXn4wiZ2lOIt8j5njzvds54MP1CcwFFSmkRoIwzAuBL6Fp7z5nmmaNw95/pPAB/H6tHuA95umuakxZy+nqUHCNM3XgfMqPP4M3i8A0zSfABZO8NIqM1qZSS6x3ijRRNgRX1ntl5msqIsbzRPVs7SG0rRpBQO/TEmA8DQRCuWaiNGsN5rNwitiPPmd/Tj58v8tWkTi1BWJYcdHWhUG9g7vuLo2xKeVvz3HMnfZtb1ANP2U0IgBojDMqJR9tPEsp5Bj+CCdaXMcPvKrWaz68UH++qODHNyaR9a8YTqO5SIrEusfGMDJe66of7ppHxseTnPJLZ2csDxKICbz+vocu9flhmUjoVaJaKfKvTfsQpK8kavZ5KA77rZVGdbdn0Susg/AycPj39jPJbd0IUkSruPy9O0HsIdsZ3Vt2Ls+x56XcyMKHwW14jZkd5NhGApwK3A+sBV42jCMe4fcHD8LnGaaZsowjOvwqitXHfLJK9DsTGLSMqr1RiDgN6s18rrqb3eVsOJgx/OE4p4mojvUR4eWpFPtL9FE2IQkB0WiWGZSSoLB4VhmKtB+TIBl/9TByi/vxXVdHBvUgMT8S2OccMnwcZWnf6SFR7++r6yHISlegJh2UvnFeaz///IZ+OtP+io+p0UkArrMVT/s5fc37mHH6mzxYmxENjKtJcOWXRq2Pfj7iITz/NOn1hCKK7zxfS0YF0aRFNj8VBpJktj4lxRr7+4vy6astMsrK1N8e5F3sycrkM95k2vBMz6UZDjtfQme/2U/r2+w/KDlDhsa5PoNeDUoVc7aXFh7dz9vuDLOrNPD7NtoDQsQBSTZJbkrL4JEg2hQ43oRsME0zVcBDMP4BZ5coBgkTNN8uOT4p4BrG3LmCoggUSu1Nqs11csiNBU3oGKHh2QRMQdVzxMPZ2gLpmnXBkgoKSJytiiaa7T1Rr2MNUAUeOP7Wzjub3TW/TZJPudy7Hk6PVXGWp7xsVb2b7JY/at+VL9Wnpihcc1Ppw1rqi54W4yX7k/WnU0AVcs67cdoXPafPXQcG+SDv5/F7pey7FybJTFDZdbiMO/evpLLrzmTNa92oqkOqgb/+vlVXHLeVlZ+eS9P337Qc5fNe1nUhf/SySO3vF61OV3IGoqf/XXpnQrXPTqLdb8dIJc6WJMBohKQaOlVK5bbrLTLmrv6mHV6mNV3Hqz6Grk0dJ0gAkSjkBqjk5gObCn5fiuweITjPwD8vhEnroQIEmOg2H8osd4o00T440gd3etFFLyZcglw43lisTQd+gBdwf7itLm4nCYi58bNemOiSczQOP2jraMeJ8kSl9zSzdK/b2fnmizRbpXu+YGKu26OOSfCMWdHeOWRVDFQKEEJ2xq77mHnmhy3nbeZmYvCvOMHvXQdH6TreC+gHdhicdfl67jiwFrOU6JkpDBzZ/Zz7Vt6eeRf9/PMDw+WNd3X3NWPY7sVey+jkdprs3e9xZq7+rBqbbC7VHdadSnO+Nj9UvUueWKait4hLgMNwaXm9+GePXs6lixZ8kzJQ7eZpnlbvac0DONa4DRgab3/tlbEu6MWarHe0NQyTYQdCfhlJr9Z7e9mCvnWGz3hvqL1Rovi7WiaCOuN0TjULGKsRLtUjj1v5LejJHueUOYDAzz/qz5cx7t7t1IOK7/yOrkBh3yu/oBh52DL/6S55293cdUPpxUf/9UHdtC3PY/rQIR+IvSzfz3cc8NOXnssNayEk8+4rL0nybmfbeORf9tXlwhQUlzuum4nB7fUPvBCUrzy1B/+cc+w7EqLeCU+gN6FIV57NF1sWBeQFVh45cgTBAX1UWsm0dnZudc0zdOqPL0NmFny/Qz/sTIMw1iGpzdbaprmOJnZiyAxOqPsZhqmidA8C3AnpHhlpojk24A7oOeJRzJ0hAZoD6SKu5kKjeqCJqJe640jCUmWOP6iKMdfVN7fWHhlnOSuPLIm8R+LNg7bVjsatgWvPJJiYG8evUNl38Yce9fnhpV9HAs2PFjdGVANSMw8Pczc83Ve/uNAzUErn4W+HXnsGmOEEpC44rs9zD4zwvN39rN9daYYKLSIxNxlOke9yRO9nfLuBE99d/8wHyY1LHHae0eePCiok8bsbnoamGsYxlF4weGdwDWlBxiGcTLwXeBC0zQr6ssahbAKHyuVykya6pWZwgGsmOoNEopDLuHiJvLo8QydkSRdwX7atX5fOJchIg/2IgplpnqsNyZ7FtEIZEUiPk0j2qly4lXxYTMyakHRILnbq9FkDjhVrdJHws65tM0OcMV3e3nffTNZ+sk21FHsz7WwRLxHHVENLvlWYJIM004Kcv2Tszl6qY6iSVz7y+m85d+7Ofa8CMaFOm/7dg+Xf6enWLKLdau8564ZdB4fQAlKKEGJTiPAe349Q2gkGo3r1vYxAqZp5oGPAw8A64Bfmqb5gmEYXzYMo+CAfQsQBX5lGMZzhmHcO14/kniHjEQt1huyXCwzeTuaNPIR1Z9XLWFFIa87BPQcLZE0bcEUrVqKhJImrmQISRYB7DIDv5Ga1UM5kgOEbbmsvvMgz/3c6wUsvCLGKdcmuODLneQzDs//v/5R7cNLcW1onePpMjqNAI5d322hGpKYf2mUcKu3N7VnQZCeBUGOPU/nro/tpH9nHkny7Lrb5mgc3JGndbbGkhtaefRr+ziwpUK3W4ZTro3TflQA23KZ+zc6XUb5JgBZlVhwWYwFl1UvHfUuDPHRh2fTv8s7hwgO44BLwwYKmaZ5P3D/kMc+X/J1VSeLRiPeKdWodTeTqpZYb2jYEX+QUMwfRxp3keIWLXqarkiS7pA3jrRdKQjnvC2vwRIDv1rHkR7JOLbLz67Zxra/Zoq1/z1mjtW/7Of9981g+Td7OOuGNu5421YyfXbVLaAFZBUWf6SlOG9BC8uc85l2Hr759Zp6C7Lq1fcvvKmz7PH0AZvVd/aR2pdHlmHOkggX/ksniWnlI+/6duTZ9UJ2WG9BDUic+p6WqrvD6kUEh/HDm0zX7FU0HvGOqYGarTcig9YbuThYCcgn8sTjmeHWGyWaiMI40slivXE4sOGhAbY/mym7gOczLvteybHm1/2c/K4E7UcH+Njjs3nmjoOYv08STCi0zlJY9eP+steSFDj7H9o58+Plu7EWf7gVSZb43x8cIL3PxnVcsv3DA4Yaknjnj6Zx1JvK5ynkMw4/eMsWDm62ir2G9SsH2LYqw3WPzi5mHABvuDLOC79JsuXpNNaA54arBiUWfbBxAUIw3jRGTHe4IYJEJWrJIgplpuKOJg07pJLXPU1EPuo1qwc1ESlatDQJ391Vl3JofoDQJE8TATRlTsRk5KX7Byp6MVlpl7W/8YIEeJPWltzQxpIb2ujbbvHdczeXqaslFbrnBTjz+taybbcHtljc+d7t7H/NQla9xvaCy6KsvSdZ1jtQAhI9C4LMWTLcGfXF+5L07yxvRrs2ZPsdnrnjIG/6u0EfK1mVuOan03jl4RTrfpdEDUuc+PY4004KHeqvSjBRuExJ76Yj+0pTiSEX32GaCD+LKAYIXxOR1zW/We1rIuIujq+J6NH76Q720a31eYOEfE1ESLLLrDfkJpSZJmMWAV6zt1qcrDai84n/3E8u5ZTtWHLzsO8Viw0PD+5Ych2XH1+5lT0v5bDSXvaQz7i8cE+S096XoP1YrXinv/CKGO/6xfSKuo7XHk9V1DzkMy6vPDJ8pvWuF3M8/cMDmH9I8tqjKXauzRRHygomB5Lr1vQxmRCZxAiMar2hef5MTshTVhea1XkdnKiNplu0hNK0BlK0al6JKSJni83qQplpqCZiNI70LALgxKvirL6zb1i/QItInPyuyhPyXns8XdG1NTfgsvmpNHPP8yyxN/4lTWqfPWz7q5V2efmBAa7/8xzyGQdZk5CV6n+zWI9a2TZD8p4rZftzGX50+VasjOfRlN7v8MfP72XXizku+peuqudoFK7rknrdRg3JBKPi/TVmJlkAqAXxbiilVk2ENtisdoKDzepcTMaKQ67FQYnnaImm6I4k6Q700aZ49htxOYMuWcUsQkNCk+Sam9UTMY50MjDtpBCLPtzieR4pgORlF/OWx5i7rPL8g2hnZUc8NSiVPXdwq1XVFiO507viqyF5xAABcNLVcWR1+DFaSGLR+8v1CQ9+yZ8AV3KNsdIuz/6sj77ttQvsxsKrjw7w7dM38q1TN/K1ea/w03duK+6CEtSBC5Lt1vQxmRCZRK2UNqtl2RfNaZ6BX1ghF/W9mXRwdJtYJEtLOE17MOlnERnicpqQZBXHkZZab5SdagIu3pM5QBQ497MdLHhbjBfv7cfOwwkXR0es4S/+cAvbns0M936SYcHlg9tHu+dVbxR31GGE13ZUgLd+vYv7Prnbm0rngp2Hsz/TzsxF5T2Mbasqb79SNNjyTIb5y7WKzx8qO1ZnuPN9O8r6LK/9OcXtb93C9X+ZMyatyBHNFMwkRJAoMFIWUVBUFz5rGoQ8h1d7iPWGlbAJxrO06wP0FMaRKgO0KANESgz8mjknYipR6rU0Gsf9TZTFH27hye8cQFEByWtgX3lbb5l/Ue+JIXoWBNm+OotdYmWhhiXO/VxHXetbcFmcuct0Njycwsm7HLNUJ9I+PKMJ6BLpXOULzGizwQ+Fx7+5b5g63bUhvc9m/YMDHH/xcOdeQTXE7qapSz1lJk2DUNC3AC8Y+BW2vPqaiGiankh/URPRogygS7miJqK0Wd0MTcRUyCLGyjmf6eC097bw2uMptLDMsedE0Co0uq/52XT+cONu1t6dxHVc4r0qF9zUOWybay0EYwrzl4/skXTKtQn+578PDLtgq0GZOWeO30zpXS9kK+7IyaVc9pg5jr943E49NRE6iSOMwm4mWS633tBUvxehYOmy582kg607hCIWreGU16xWvTKT7jerS8tMhSyilInQRAg8Qdkbrqzc3C4Q0GWWf7OHS25xyWccAlF51HnQh8KbP9XGzrVZNj+VxnU9cZ6iSlzz82kV+xqNou3oQEWld0CXaJktLg914TbMKvywoqnvAsMw3g58EW9E6SJ/Il2l40Yc5XdIjGK9UaasLlhvRALkoxq5mFzc8mrFbeR4jvbYAF2hJF2BflrVAVqUVLHMFJIGrTfqMfATzermoWgSijZ+5Z4CalDmmp9NZ8eaDNtWZdA7VOYui6AGx/fvteSGVrb8b7p8l5jkrecEUWqqH2fqpRLNvmKsBS4HHqt2QMkov4uAecDVhmHMa8jZq4jmip+lkma134twg4VBQjI5XS6OIyWaR9eztIVStAUGSgJElpCcJyTZKEM0EaUI6w0BeB5Lp61o4YRLouMeIABmnxnh4n/rIhiXCUQl1JBE53EBVtwzAzXU7MvDJKQBBn+HG82ecb0OwDCMkQ4bdZRfIyjVRJQZ+BWyiIBWtN7IR1RyMcX3ZgI7bhOOec3q7mKzuuDNlB21WT1RZSaRRQgq8YYr48y/NMbul7IEozJtR4lJdWOijqFDk4nJUHSsGEp9EAAACOlJREFUd5RfbdQzjlTTfH+mgKeJiKnevOoEWAkHJW7RHhugO5KkI5CkQ+0nrmSIlwwSKlhvNKvMJBCMhKJJ9C4UFiCHxuRTU9fCuAcJwzBWAj0VnrrRNM3fjPf5a6FMWV1ivVGmiSiUmcL+vOoIWLqLHbWJR7K0BtO0BgZ8876MV2byRXO1lJnGG5FFCAQTgAgS9dMA3/OaRvnVxWhzIgqaCE0b1EREPH+mXFzxmtUJsBM2gViOjmiS7nA/PcG+4rS5WspMpYgsQiCYAjRonsThxGQoN406yq8uaikzFRrWhV5EQPUcXiNyyThSF1m3iOkZ2kJp2rQBEkqamJwpCRBOmSYCaMqcCJFFCAQTgIvY3dRoDMO4zDCMrcAZwO8Mw3jAf3yaYRj3Q/VRfo04f1UDP031Dfw03GAAOxIgH9M80VzC2/LqJPJEYxnaIwPenIiAl0UUhHMhySYkOQQkqTgnotTAT2giBIKpRo07myZZSarZu5vuBu6u8Ph24OKS74eN8hsTtVpv+BbghAK4Ya2oiSi13gjEKllvpA476w2RRQgEE4goN01i6ikz+ZoIJ6jhhDTssFdmsnTI6y5EbaKRLB2+JiKhpD0bcF8TMbTMVAgQBUSZSSCYgrhQ1T54EnPkBIkSKu5mkuXifIhBTYTmezN5Bn5WHPJxh3AsQ6eepDPkZxFqknhJs7pQZhpqvTGRmgiBQNAEJlkpqRaOjCAxUpkJBjURJVnEYLNaGcwiog5S1CIR8caRtmvejIiYnPaDQ54Ajh8c6rPeaDQiixAIJhpXlJsmJSPdnUuecV9RE6Fp3jjSkIatB7BiCjnf4TWXcHHjFrFYhs5Ikp5QHx1av6eLkDOD40hL5kTUY70hsgiBYJIzRXc3Tf0gUUJFTUSp9YamDlpv6Bq5mKeJqGS90aElD0vrDRBZhEDQNES5aZJRq/VGYZCQpuEGtUFNhC6Rj4AVc5H0PIlIhvZwijbNM/DT5WwxQASo3KwWZSaB4EjBFZnEZKaaJkJSSzQRYc+bKa+r/pZXPGV1PE8inqZb76cz6GURLUrKE85Jg2UmRaKoiSg7lWhWCwRHBiKTmJyMNG1usBfhbXm1wyqW7s+sjnrNalW3iIcztAUHyprVQ8tMGtKwMlMpIosQCKYwLiJITGpKA4TfrC6WmQJ+mcnvQ+TiElYMrLiLG8+TiKXpjiTpDCSLWUQjrDdEFiEQTCVcXNtu9iIazpQPEqNqIkqtN6LqoLI64VlvhGJZOvXkYW+9IbIIgaDJuIgtsJONSpqIovVGQRMR1HBDng24Ffaa1Z6y2kHVc8R9TUSrmvL7EIOaCE1yi5qIZpaZBALBYYIoN01CSseRKoVehOw5vAYDOKEATrigiSjMq3ZxE36ZSe+nK9hPV6DP70WUaCIY1EQoTdREiCxCIDhMELubJhFlVabKmghPF6GSj/hbXqMFG3CHgJ6jJZT2sggtVWIBbhHARpZAKdFEABWziKGIPoRAMEWZhA6vtTB1gwRUH0eqqhAI4IQ18hENK6p4NuBxbxypFLdoi6boifTTGfTGkRb6EHpJFlFtHOlEGfiVnksgEDQfV2QSk5Ch40iL86qHWG/EIBcvt97oCvbTpfUJ6w2BQDA6rgu2CBKTCKlYZkKSQJZLhHOqt+U1rGLpvrI6CnbUIRjNkYiki83qRHG7q1XXnIihjEeAEFmEQHCYIazCJxl+mamorC5kEWHPm8mKlhv4yfEcbdEU3ZEk3UHPwK+lKJzLjWq9MZFlJoFAcPjhii2wkwy5ZIiQ6n24QRWnsOVVl7EiYOng6DaRSI62UIr2wACt2gAxOU3EzyI0ySlabwydEwETb70hsgiB4HDDFZnEZKOoidD8LCIUxAkHsSODDq+5hNesVuI5OmIDdIX76SwZRxqXM+iSRUhyitYbmiQLTYRAICjHnZqZhOROwS1bPnuATc1ehEAgmBTMBjoP8TX+AHTUeOxe4MJDPN+EMJWDhEAgEAgOEVHYFggEAkFVRJAQCAQCQVVEkBAIBAJBVUSQEAgEAkFVRJAQCAQCQVVEkBAIBAJBVaa0mK6ZGIbxduCLwAnAItM0n2nuisYfwzAuBL4FKMD3TNO8uclLmhAMw/gB8BZgt2maC5q9nonEMIyZwI+AbrzZbLeZpvmt5q5K0EhEJjF+rAUuBx5r9kImAsMwFOBW4CJgHnC1YRjzmruqCeOHTBJh1DiQBz5lmuY84HTg+iPo735EIILEOGGa5jrTNM1mr2MCWQRsME3zVdM0c8AvgEubvKYJwTTNx4B9zV5HMzBNc4dpmqv8r/uBdcD05q5K0EhEkBA0iunAlpLvtyIuFkcUhmHMAU4G/qfJSxE0ENGTOAQMw1gJ9FR46kbTNH8z0esRCJqFYRhR4NfA35mm2dfs9QgahwgSh4BpmsuavYbDiG3AzJLvZ/iPCaY4hmFoeAHip6Zp3tXs9QgaiwgSgkbxNDDXMIyj8ILDO4FrmrskwXhjGIYEfB9YZ5rm15u9HkHjES6w44RhGJcB/4FnP3wAeM40zQuau6rxxTCMi4Fv4m2B/YFpmv/c5CVNCIZh/Bw4G88mehfwBdM0v9/URU0QhmEsAR4H1gCFiTv/aJrm/c1blaCRiCAhEAgEgqqI3U0CgUAgqIoIEgKBQCCoiggSAoFAIKiKCBICgUAgqIoIEgKBQCCoiggSAoFAIKiKCBKCKY1hGA8bhnG+//VNhmH8R7PXJBBMJoTiWjDV+QLwZcMwuvDM55Y3eT0CwaRCiOkEUx7DMB4FosDZpmn2G4ZxNHAjkDBN88rmrk4gOLwR5SbBlMYwjIVAL5Dz5x3gz7z4QHNXJhBMDkSQEExZDMPoBX6KN/wo6Y9XFQgEdSCChGBKYhhGBLgLb7TmOuAreP0JgUBQB6InITjiMAyjHfhn4Hzge6ZpfrXJSxIIDltEkBAIBAJBVUS5SSAQCARVEUFCIBAIBFURQUIgEAgEVRFBQiAQCARVEUFCIBAIBFURQUIgEAgEVRFBQiAQCARVEUFCIBAIBFURQUIgEAgEVfn/G47Z/Vp/W1EAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "2cJC8G-3J7lw", "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "outputId": "6b106a28-404a-4dd9-aa43-cb0a842afa51" }, "source": [ "# Calcula das previsões da rede usando a função previsao\n", "previsoes, prob = previsao(W1, b1, W2, b2, X)\n", "\n", "# Calculo da exatidão obtida pela rede\n", "exatidao = 100*(1 - np.sum(np.abs(Y-previsoes.T))/m)\n", "\n", "print('Exatidão: ' + str(exatidao) + ' %')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Exatidão: 97.5 %\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "NJXlmyE3J7ly" }, "source": [ "**Saída esperada**:\n", "\n", " Exatidão: 97.5 %" ] }, { "cell_type": "markdown", "metadata": { "id": "CowV-gJvJ7lz" }, "source": [ "### 4.4. Ajuste do número de neurônios da camada escondida" ] }, { "cell_type": "code", "metadata": { "scrolled": false, "id": "AX7KC2MvJ7lz", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "81316bc4-e4f1-466a-d190-62b89e01dff2" }, "source": [ "hidden_layer_sizes = [2, 3, 4, 5, 20, 50]\n", "for i, n_h in enumerate(hidden_layer_sizes):\n", " fig = plt.figure(figsize=(10,10))\n", " plt.title('Numero de neurônios = %d' % n_h)\n", " W1, b1, W2, b2 = rna(X, Y, n_h, num_epocas = 1000)\n", " visualization(' Fronteira de decisão', superposed_training=True, X=X, Y=Y.ravel(), W1=W1, b1=b1, W2=W2, b2=b2)\n", " previsoes, prob = previsao(W1, b1, W2, b2, X)\n", "# Calculo da exatidão obtida pela rede\n", " exatidao = 100*(1 - np.sum(np.abs(Y-previsoes.T))/m)\n", " print ('Exatidão para {:2d} neurônios: {:3.2f}'.format(n_h, exatidao))\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "Exatidão para 50 neurônios: 87.67\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "BpqImpRFJ7l1" }, "source": [ "### 4.5. Desempenho com outros padrões de dados\n", "\n" ] }, { "cell_type": "markdown", "source": [ "#### SUA LIÇÃO DE CASA\n", "\n", "Você irá treinar e verificar o desempenho da rede com outros padrões de dados.\n", "\n", "Abaixo são gerados 4 padrões diferentes. Gere você também algum padrão." ], "metadata": { "id": "51YouNCVyHTV" } }, { "cell_type": "code", "metadata": { "scrolled": false, "id": "3kY9g28iJ7l1", "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "outputId": "84c0143f-f439-4291-c67c-e896203e3606" }, "source": [ "#\n", "def load_extra_datasets():\n", " N = 400\n", " noisy_circles = sklearn.datasets.make_circles(n_samples=N, factor=.5, noise=.2)\n", " noisy_moons = sklearn.datasets.make_moons(n_samples=N, noise=.2)\n", " blobs = sklearn.datasets.make_blobs(n_samples=N, random_state=3, n_features=2, centers=5)\n", " gaussian_quantiles = sklearn.datasets.make_gaussian_quantiles(mean=None, cov=0.5, n_samples=N, n_features=2, n_classes=2, shuffle=True, random_state=None)\n", "\n", "\n", " return noisy_circles, noisy_moons, blobs, gaussian_quantiles\n", "\n", "# Conjunto de dados\n", "noisy_circles, noisy_moons, blobs, gaussian_quantiles = load_extra_datasets()\n", "\n", "datasets = {\"noisy_circles\": noisy_circles,\n", " \"noisy_moons\": noisy_moons,\n", " \"blobs\": blobs,\n", " \"gaussian_quantiles\": gaussian_quantiles}\n", "\n", "\n", "dataset = \"gaussian_quantiles\"\n", "\n", "X, Y = datasets[dataset]\n", "X, Y = X.T, Y.reshape(1, Y.shape[0])\n", "\n", "# Tornar os dados 'blobs' binários\n", "if dataset == \"blobs\":\n", " Y = Y%2\n", "\n", "# Visualização dos dados\n", "plt.scatter(X[0, :], X[1, :], c=Y.ravel(), s=40, cmap=plt.cm.Spectral)\n", "\n" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 70 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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