{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Estudo de Sistemas de Equações\n", "#### Em matemática, um conjunto de equações simultâneas, também conhecido como um sistema de equações, é um conjunto finito de equações para os quais tem uma única solução, nenhuma solução ou infinitas soluções." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importação das Bibliotecas" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# importando a biblioteca numpy do python\n", "import numpy\n", "# importando a biblioteca matplotlib do python\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# importando a biblioteca 'plot_helper'\n", "from plot_helper import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matrizes como Sistemas de Equações" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos ter o seguinte sistema de equações:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $x + y = 1$\n", "- $-x + y = 5$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "e expressá-los com o uso de matrizes:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\begin{bmatrix}\n", " 1 & 1 \\\\\n", " -1 & 1 \\\\\n", " \\end{bmatrix} $ . $\\begin{bmatrix}\n", " x \\\\\n", " y \\\\\n", " \\end{bmatrix}$ = $\\begin{bmatrix}\n", " 1 \\\\\n", " 5 \\\\\n", " \\end{bmatrix}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pode-se descobrir as incógnitas utilizando os seguintes métodos:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$A.X = B$$\n", "$$X = A^{-1}B$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos encontrar um possível valor para as variáveis x e y, utilizando o método acima já discutido em programas anteriores." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# definindo uma matriz matrizA\n", "matrizA = numpy.array([[1,1],[-1,1]]) \n", "# definindo uma matriz matrizB\n", "matrizB = numpy.array([[1],[5]]) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz ampliada A é:\n", "\n", " [[ 1 1]\n", " [-1 1]]\n" ] } ], "source": [ "# imprime a matrizA\n", "print(\"A matriz ampliada A é:\\n\\n\", matrizA) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz B é:\n", "\n", " [[1]\n", " [5]]\n" ] } ], "source": [ "#imprime a matrizB\n", "print(\"A matriz B é:\\n\\n\", matrizB)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# define a matriz inversa matrizA_inversa de matrizA\n", "matrizA_inversa = numpy.linalg.inv(matrizA)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz inversa de A é:\n", "\n", " [[ 0.5 -0.5]\n", " [ 0.5 0.5]]\n" ] } ], "source": [ "# imprime a matriz inversa de A\n", "print(\"A matriz inversa de A é:\\n\\n\", matrizA_inversa)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# faz a multiplicação da matriz inversa matrizA_inversa com a matrizB\n", "(x,y) = numpy.dot(matrizA_inversa, matrizB) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E desse modo, temos como valor de x e y:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x = -2 e y = 3\n" ] } ], "source": [ "# inprime os coeficientes x e y da função\n", "print(\"x = {} e y = {}\".format(int(x), int(y))) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logo, temos duas equações:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $y = 1 - x$\n", "- $y = 5 + x$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Com elas podemos usar representações gráficas para analisar os resultados do sistema. Para esse fim, temos a ideia de que:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Os gráficos destas equações são retas, digamos $l_{1}$ e $l_{2}$. Como um ponto (x,y) está na reta se, e somente se, os números x e y satisfazem a equação da reta, as soluções do sistema de equações correspondem a pontos de corte $l_{1}$ e $l_{2}$. Existem três possibilidades:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> As retas $l_{1}$ e $l_{2}$ podem ser paralelas, caso em que não há interseção e consequentemente não existe nenhuma solução do sistema." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> As retas $l_{1}$ e $l_{2}$ podem cortar-se em um único ponto, caso em que o sistema tem exatamente uma solução." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> As retas $l_{1}$ e $l_{2}$ podem coincidir, caso em que existe uma infinidade de soluções." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Vamos agora ver como se dá o comportamento gráfico das duas equações:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $y = 1 - x$ \n", "- $y = 5 + x$ " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Gráfico que relaciona y em função de x')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define valores arbitrários para a variável x, entre -4 e 2\n", "valoresX = numpy.linspace(-4,2) \n", "# coordenadas associadas ao x\n", "x1, x2 = -1, 1 \n", "# valor resultante da operação do sistema \n", "b1, b2 = 1, 5 \n", "# definindo o tamanho da figura\n", "plt.figure(figsize=(10,5)) \n", "# plota a primeira reta y = 1 - x \n", "plt.plot(valoresX, x1 * valoresX + b1, color = \"Red\", label = \"y = 1 - x \") \n", "# plota a segunda reta y = 5 + x \n", "plt.plot(valoresX, x2 * valoresX + b2, color = \"Yellow\", label = \" y = 5 + x\") \n", "# adiciona o ponto de interseção entre as retas\n", "plt.scatter(x, y, color = \"Green\", label = \"Valores para (x,y)\")\n", "# adiciona legendas ao gráfico\n", "plt.legend()\n", "# remove a caixa preta nas bordas do gráfico\n", "plt.box(False) \n", "# desenho do quadriculado do gráfico\n", "plt.grid(True) \n", "plt.title(\"Gráfico que relaciona y em função de x\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pode-se perceber o único valor aceitável para a variável y é y = 3, dado que so há um ponto de interseção. De mesmo modo, o único valor aceitável para x é x = -2, dado que só há um ponto de interseção." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos tentar fazer o mesmo exemplo com a seguinte matriz de coeficientes:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\begin{bmatrix}\n", " 4 & 7 \\\\\n", " 2 & 3.5 \\\\\n", " \\end{bmatrix}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe que a segunda linha da matriz de coeficientes possuí a metade dos valores da primeira linha. Logo, percebe-se que são múltiplos." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# definindio a matriz matrizC\n", "matrizC = numpy.array([[4,7],[2,3.5]]) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz C é:\n", "\n", " [[4. 7. ]\n", " [2. 3.5]]\n" ] } ], "source": [ "# imprimindo a matrizC\n", "print(\"A matriz C é:\\n\\n\", matrizC) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos aplicar uma transformação linear, considerando-a como a matriz de transformação:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# aplicando a transformação linear com a matrizC\n", "plot_linear_transformation(matrizC) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "É perceptível que os vetores são colineares." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos plotar o seu gráfico utilizando as seguintes equações de reta, levando em consideração os valores resultantes da matriz de coeficientes anteriores e valores arbitrátios $b_{1} = 1$ e $b_{2} = 5$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "São elas:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $y = \\frac{(-4x + 1)}{7}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $y = \\frac{(-2x + 5)}{3.5}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos plotar o gráfico dessas duas retas e analisar se há interseção entre elas." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Gráfico de y em função de x')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# define valores arbitrários para a variável x, entre -4 e 2\n", "valoresX = numpy.linspace(-4,2) \n", "# coordenadas associadas a x\n", "x1, x2 = -4 / 7, -2 / 3.5 \n", "# valor resultante da operação do sistema\n", "b1, b2 = 1 / 7, 5 / 3.5 \n", "# definindo o tamanho da figura\n", "plt.figure(figsize = (10,5)) \n", "# plota a primeira reta y = (-4x + 1) / 7\n", "plt.plot(valoresX, x1 * valoresX + b1, color = \"Black\", label = \"y = (-4x + 1) / 7\") \n", "# plota a segunda reta y = (-2x + 5) / 3.5\n", "plt.plot(valoresX, x2 * valoresX + b2, color = \"Gray\", label = \"y = (-2x + 5) / 3.5\") \n", "# adiciona a legenda no gráfico\n", "plt.legend()\n", "# remove a caixa preta nas bordas do gráfico\n", "plt.box(False) \n", "# desenho do quadriculado do gráfico\n", "plt.grid(True) \n", "# adiciona o título ao gráfico\n", "plt.title(\"Gráfico de y em função de x\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como era de se esperar, as retas são paralelas e não há interseção entre elas. Portanto, não há soluções para esse sistema." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos usar o determinante para verificar a ideia acima." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# definindo o determinante da matriz de coeficientes matrizC\n", "determinante = numpy.linalg.det(matrizC) " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "O determinante da matriz é: 0.0\n" ] } ], "source": [ "# imprimindo o determinante.\n", "print(\"O determinante da matriz é: {}\".format(determinante)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como era esperado, quando um sistema linear possui pelo menos uma solução, seu determinante da matriz de coeficientes tem que ser diferente de zero." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sistemas Lineares com mais variáveis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nos exemplos acima, consideramos apenas duas equações em duas incógnitas, vamos ver que as mesmas três possibilidades (definições quando há uma interseção, mais interseções ou nenhuma interseção entre retas) valem para sistemas lineares arbitrários. Agora, vamos ver sistemas com 3 incógnitas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Antes de começar, vamos ver um pouco como se dá uma transformação linear que envolvem 3 dimensões." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Temos a matriz abaixo, representando a base canônica:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\begin{bmatrix}\n", " 1 & 0 & 0 \\\\\n", " 0 & 1 & 0 \\\\\n", " 0 & 0 & 1 \\\\\n", " \\end{bmatrix}$$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# definindo uma matriz da base canônica\n", "matriz = numpy.array([[1,0,0],[0,1,0],[0,0,1]]) " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotando o gráfico da matriz de transformação\n", "plot_3d_linear_transformation(matriz) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note que não houve mudanças significativas, dado que era uma transformação da base canônica para outra base canônica." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exemplo: Nenhuma Variável Livre" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agora observe como ocorreria uma transformação linear de uma matriz em 3 dimensões, essa que não descreve mais a base canônica. Além disso, considerando tal matriz como uma matriz de coeficientes para um sistema linear, tal sistema teria solução e nenhhuma variável livre. Por esse motivo, a trasformação mantém um espaço vetorial de três dimensões." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Considere a matriz: " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$matriz = \\begin{bmatrix}\n", " 1 & 0 & 1 \\\\\n", " 1 & 1 & 0 \\\\\n", " -1 & 1 & 1 \\\\\n", " \\end{bmatrix}$" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# definindo uma matriz\n", "matriz_3_dimensoes = numpy.array([[1,0,1],[1,1,0],[-1,1,1]]) " ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz é:\n", "\n", " [[ 1 0 1]\n", " [ 1 1 0]\n", " [-1 1 1]]\n" ] } ], "source": [ "# imprime na tela a matriz obtida\n", "print(\"A matriz é:\\n\\n\", matriz_3_dimensoes)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotando o gráfico da matriz de transformação\n", "plot_3d_linear_transformation(matriz_3_dimensoes) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E dessa forma, pode-se averiguar que ela tem três dimensões, dado que entre as três variáveis disponíveis nenhuma é uma variável livre:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A dimensão do espaço vetorial é: 3\n" ] } ], "source": [ "# verificando a dimensão do espaço vetorial\n", "print(\"A dimensão do espaço vetorial é: {}\".format(numpy.linalg.matrix_rank(matriz_3_dimensoes))) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Exemplo: Uma Variável Livre" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agora vamos supor o seguinte sistema de equações:\n", "- **x + 2y + 7z = 0**\n", "- **y + 3z = 0**\n", "- **-3x + y = 0**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos resolver metodicamente e descobrir o valor de cada componente do sistema de equações:\n", "- **1 - ) y = 3x**\n", "- **2 - ) 3x = - 3z**\n", "- **3 - ) 7x = - 7z**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assim, teremos:\n", "- **4 - ) x = -z**\n", "- **5 - ) y = 3x**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assim, veja que z é uma variável livre." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "então, na verdade, só temos duas equações que satisfazem o sistema. Desse modo, teremos o seguinte gráfico:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# definindo uma matriz\n", "matriz_2_dimensoes = numpy.array([[1,2,7],[0,1,3],[-3,1,0]]) " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz é:\n", "\n", " [[ 1 2 7]\n", " [ 0 1 3]\n", " [-3 1 0]]\n" ] } ], "source": [ "# imprime a matriz\n", "print(\"A matriz é:\\n\\n\", matriz_2_dimensoes)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plota o gráfico da matriz\n", "plot_3d_linear_transformation(matriz_2_dimensoes) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como era de se esperar, dado que esse sistema tem uma variável livre entre três variáveis disponíveis, teremos um espaço vetorial de duas dimensões ao invés de três." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comprove isso vendo que:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A dimensão do espaço vetorial é: 2\n" ] } ], "source": [ "# verificando a dimensão do espaço vetorial \n", "print(\"A dimensão do espaço vetorial é:\", numpy.linalg.matrix_rank(matriz_2_dimensoes)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Exemplo: 2 variáveis livres" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Agora analisem esse sistema de equações:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **x + 2y + z = 0**\n", "- **x - 2y - z = 0**\n", "- **3x + 6y + 3z = 0**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos novamente resolver metodicamente esse sistema de equações:\n", "- **1 - ) x = -2y - z**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ou" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **2 - ) y = (-x - z) / 2**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ou" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **2 - ) y = (-x - z) / 2**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ou" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **3 - ) z = -2y - x**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E dessa forma, temos duas variáveis livres." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos analisar o gráfico abaixo sobre esse respectivo sistema." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# definindo uma matriz\n", "matriz_1_dimensao = numpy.array([[1,2,1],[-1,-2,-1],[3,6,3]]) " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A matriz é:\n", "\n", " [[ 1 2 1]\n", " [-1 -2 -1]\n", " [ 3 6 3]]\n" ] } ], "source": [ "# imprimindo a matriz\n", "print(\"A matriz é:\\n\\n\", matriz_1_dimensao)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plota o gráfico da matriz de transformação\n", "plot_3d_linear_transformation(matriz_1_dimensao) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como era de se esperar, após toda uma análise, teremos um espaço vetorial de uma dimensão ao invés de três dimensões, dado que tal sistema linear possui duas variáveis livres entres três variáveis disponíveis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Novamente, verifique tal afirmação abaixo:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A dimensão do espaço vetorial é: 1\n" ] } ], "source": [ "# verificando a dimensão do espaço vetorial\n", "print(\"A dimensão do espaço vetorial é:\", numpy.linalg.matrix_rank(matriz_1_dimensao))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Funções definidas por L. Barba e T. Wang para uma apresentação no evento SciPy 2019:\n", "##### plot_vector, plot_linear_transformation e plot_linear_transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alguma Dúvida? Entre em Contato Comigo:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Me envie um e-mail](mailto:alysson.barbosa@ee.ufcg.edu.br);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }