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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# <font color='blue'>Data Science Academy</font>\n",
"\n",
"## <font color='blue'>Fundamentos de Linguagem Python Para Análise de Dados e Data Science</font>\n",
"\n",
"## <font color='blue'>Visualização de Dados com Matplotlib</font>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Versão da Linguagem Python Usada Neste Jupyter Notebook: 3.9.13\n"
]
}
],
"source": [
"# Versão da Linguagem Python\n",
"from platform import python_version\n",
"print('Versão da Linguagem Python Usada Neste Jupyter Notebook:', python_version())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matplotlib\n",
"\n",
"https://matplotlib.org/\n",
"\n",
"Matplotlib é uma biblioteca de visualização de dados em Python amplamente utilizada para criar gráficos e visualizações de alta qualidade em diversas áreas, como ciência de dados, engenharia, finanças, estatística, entre outras. É uma biblioteca extremamente poderosa, flexível e personalizável, que permite a criação de gráficos em 2D e 3D, histogramas, diagramas de dispersão, gráficos de linhas, entre outros.\n",
"\n",
"O Matplotlib oferece uma grande variedade de estilos de plotagem, tipos de gráficos e configurações de plotagem para personalização de gráficos. Ele é compatível com vários formatos de arquivos de imagem, como PNG, PDF, SVG, entre outros, permitindo a geração de imagens de alta qualidade para uso em publicações e apresentações.\n",
"\n",
"Além disso, o Matplotlib é uma biblioteca de código aberto e gratuita, com uma comunidade ativa de desenvolvedores e usuários, o que significa que há uma grande quantidade de documentação, exemplos e suporte disponíveis online."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Instala a versão exata do pacote\n",
"!pip install -q matplotlib==3.7.1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib as mpl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'3.7.1'"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mpl.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Construindo Plots\n",
"\n",
"Plot é uma representação gráfica de dados em uma figura. Em outras palavras, é um gráfico que mostra a relação entre duas ou mais variáveis. Um plot pode ser criado usando uma biblioteca de visualização de dados, como o Matplotlib em Python.\n",
"\n",
"Os tipos mais comuns de plots incluem gráficos de linhas, gráficos de dispersão, histogramas e gráficos de barras. Cada tipo de plot é adequado para diferentes tipos de dados e propósitos de visualização. Por exemplo, um gráfico de linhas é útil para visualizar tendências em uma série temporal, enquanto um gráfico de dispersão é útil para mostrar a relação entre duas variáveis contínuas.\n",
"\n",
"A criação de um plot envolve a escolha dos dados a serem plotados, a seleção do tipo de plot e a configuração das opções de plotagem, como tamanho da figura, rótulos de eixo, título, cores, entre outros. Um plot bem criado pode fornecer insights valiosos sobre os dados, facilitando a compreensão e a comunicação das informações."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# O matplotlib.pyplot é uma coleção de funções e estilos do Matplotlib \n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# O método plot() define os eixos do gráfico\n",
"plt.plot([1, 3, 5], [2, 4, 7])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"x = [2, 3, 5]\n",
"y = [3, 5, 7]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y)\n",
"plt.xlabel('Variável 1')\n",
"plt.ylabel('Variável 2')\n",
"plt.title('Teste Plot')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"x2 = [1, 2, 3]\n",
"y2 = [11, 12, 15]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x2, y2, label = 'Gráfico com Matplotlib')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gráfico de Barras\n",
"\n",
"Gráfico de barras é um tipo de plotagem usado para representar dados categóricos com barras retangulares. Cada barra representa uma categoria e a altura da barra representa a quantidade ou frequência da categoria.\n",
"\n",
"O eixo horizontal do gráfico de barras mostra as categorias e o eixo vertical mostra a escala de medida dos dados. As barras podem ser vertical ou horizontal, dependendo da preferência do usuário.\n",
"\n",
"Os gráficos de barras são comumente usados para comparar a quantidade ou frequência de diferentes categorias. Eles são úteis para mostrar diferenças entre grupos e ajudam a visualizar rapidamente quais categorias têm valores maiores ou menores."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"x1 = [2,4,6,8,10]\n",
"y1 = [6,7,8,2,4]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.bar(x1, y1, label = 'Barras', color = 'green')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"x2 = [1,3,5,7,9]\n",
"y2 = [7,8,2,4,2]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.bar(x1, y1, label = 'Listas1', color = 'blue')\n",
"plt.bar(x2, y2, label = 'Listas2', color = 'red')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"idades = [22,65,45,55,21,22,34,42,41,4,99,101,120,122,130,111,115,80,75,54,44,64,13,18,48]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"ids = [x for x in range(len(idades))]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]\n"
]
}
],
"source": [
"print(ids)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.bar(ids, idades)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"bins = [0,10,20,30,40,50,60,70,80,90,100,110,120,130]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(idades, bins, histtype = 'bar', rwidth = 0.8)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(idades, bins, histtype = 'stepfilled', rwidth = 0.8)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gráfico de Dispersão\n",
"\n",
"Gráfico de dispersão, também conhecido como gráfico de pontos, é um tipo de plotagem utilizado para representar a relação entre duas variáveis contínuas. Cada ponto no gráfico de dispersão representa um par de valores das duas variáveis, onde uma variável é plotada no eixo horizontal e outra no eixo vertical."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"x = [1,2,3,4,5,6,7,8]\n",
"y = [5,2,4,5,6,8,4,8]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x, y, label = 'Pontos', color = 'r', marker = '*')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gráfico de Área Empilhada\n",
"\n",
"Stack plots, também conhecidos como gráficos de área empilhada, são um tipo de plotagem usados para visualizar a mudança relativa de diversas variáveis ao longo do tempo. Eles consistem em várias áreas coloridas empilhadas umas sobre as outras, onde a altura de cada área representa a magnitude da variável correspondente e a largura representa a escala de tempo.\n",
"\n",
"Os stack plots são úteis para mostrar como as partes contribuem para o todo ao longo do tempo. Por exemplo, eles podem ser usados para visualizar a mudança relativa de diferentes setores de uma indústria ao longo do tempo, ou a distribuição relativa de receitas e despesas de uma empresa em um determinado período."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"dias = [1,2,3,4,5]\n",
"dormir = [7,8,6,77,7]\n",
"comer = [2,3,4,5,3]\n",
"trabalhar = [7,8,7,2,2]\n",
"passear = [8,5,7,8,13]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.stackplot(dias, dormir, comer, trabalhar, passear, colors = ['m','c','r','k','b'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gráfico de Pizza\n",
"\n",
"Gráfico de Pizza (Pie Plot), também conhecido como gráfico de setores, é um tipo de plotagem que representa a composição de uma variável categórica em relação ao todo. Ele é representado por um círculo dividido em fatias que representam as proporções relativas das categorias.\n",
"\n",
"Cada fatia do gráfico de pizza corresponde a uma categoria e sua área é proporcional à porcentagem que a categoria representa do todo. A categoria mais representativa é geralmente posicionada na parte superior do círculo, enquanto as outras fatias são posicionadas em sentido horário.\n",
"\n",
"Os gráficos de pizza são comumente usados para mostrar a distribuição de dados em relação ao todo e para destacar as proporções relativas de diferentes categorias. Por exemplo, um gráfico de pizza pode ser usado para mostrar a distribuição de vendas por produto em uma empresa ou a distribuição de votos por partido em uma eleição."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"fatias = [7, 2, 2, 13]\n",
"atividades = ['dormir', 'comer', 'passear', 'trabalhar']\n",
"cores = ['olive', 'lime', 'violet', 'royalblue']"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.pie(fatias, labels = atividades, colors = cores, startangle = 90, shadow = True, explode = (0,0.2,0,0))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Criando Gráficos Customizados com Pylab\n",
"\n",
"Pylab é um módulo fornecido pela biblioteca Matplotlib que combina a funcionalidade do pacote NumPy com a funcionalidade do pacote pyplot. Ele fornece um ambiente de plotagem interativo, permitindo que os usuários criem rapidamente gráficos e visualizações de dados.\n",
"\n",
"O módulo Pylab inclui muitas funções úteis para plotagem de gráficos, como funções para criar gráficos de linha, gráficos de dispersão, gráficos de barras, gráficos de pizza, histogramas e muito mais. Ele também fornece funções para personalizar as configurações de plotagem, como títulos de eixo, rótulos de eixo, títulos de gráfico e cores."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# O Pylab combina funcionalidades do pyplot com funcionalidades do Numpy\n",
"from pylab import *\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gráfico de Linha"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gráfico de linha é um tipo de plotagem usado para representar a evolução do comportamento de uma variável com diferentes pontos de dados. O gráfico normalmente é usado com variáveis contínuas.\n",
"\n",
"No gráfico de linha, cada ponto de dados é representado por um ponto na linha. A linha conecta os pontos de dados.\n",
"\n",
"Os gráficos de linha são úteis para visualizar tendências e padrões em dados contínuos ao longo do tempo. Por exemplo, eles podem ser usados para mostrar a variação da temperatura ao longo de um período de tempo, a evolução da população em uma região ou a flutuação do valor de uma ação na bolsa de valores."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Gráfico de linha\n",
"\n",
"# Dados\n",
"x = linspace(0, 5, 10)\n",
"y = x ** 2\n",
"\n",
"# Cria a figura\n",
"fig = plt.figure()\n",
"\n",
"# Define a escala dos eixos\n",
"axes = fig.add_axes([0, 0, 0.8, 0.8])\n",
"\n",
"# Cria o plot\n",
"axes.plot(x, y, 'r')\n",
"\n",
"# Labels e título\n",
"axes.set_xlabel('x')\n",
"axes.set_ylabel('y')\n",
"axes.set_title('Gráfico de Linha');"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Gráficos de linha com 2 figuras\n",
"\n",
"# Dados\n",
"x = linspace(0, 5, 10)\n",
"y = x ** 2\n",
"\n",
"# Cria a figura\n",
"fig = plt.figure()\n",
"\n",
"# Cria os eixos\n",
"axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # eixos da figura principal\n",
"axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # eixos da figura secundária\n",
"\n",
"# Figura principal\n",
"axes1.plot(x, y, 'r')\n",
"axes1.set_xlabel('x')\n",
"axes1.set_ylabel('y')\n",
"axes1.set_title('Figura Principal')\n",
"\n",
"# Figura secundária\n",
"axes2.plot(y, x, 'g')\n",
"axes2.set_xlabel('y')\n",
"axes2.set_ylabel('x')\n",
"axes2.set_title('Figura Secundária');"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Gráficos de linha em Paralelo\n",
"\n",
"# Dados\n",
"x = linspace(0, 5, 10)\n",
"y = x ** 2\n",
"\n",
"# Divide a área de plotagem em dois subplots\n",
"fig, axes = plt.subplots(nrows = 1, ncols = 2)\n",
"\n",
"# Loop pelos eixos para criar cada plot\n",
"for ax in axes:\n",
" ax.plot(x, y, 'r')\n",
" ax.set_xlabel('x')\n",
" ax.set_ylabel('y')\n",
" ax.set_title('Título')\n",
" \n",
"# Ajusta o layout\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Gráficos de linha com diferentes escalas\n",
"\n",
"# Dados\n",
"x = linspace(0, 5, 10)\n",
"y = x ** 2\n",
"\n",
"# Cria os subplots\n",
"fig, axes = plt.subplots(1, 2, figsize = (10,4))\n",
" \n",
"# Cria o plot1\n",
"axes[0].plot(x, x**2, x, exp(x))\n",
"axes[0].set_title(\"Escala Padrão\")\n",
"\n",
"# Cria o plot2\n",
"axes[1].plot(x, x**2, x, exp(x))\n",
"axes[1].set_yscale(\"log\")\n",
"axes[1].set_title(\"Escala Logaritmica (y)\");"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Grid\n",
"\n",
"# Dados\n",
"x = linspace(0, 5, 10)\n",
"y = x ** 2\n",
"\n",
"# Cria os subplots\n",
"fig, axes = plt.subplots(1, 2, figsize = (10,3))\n",
"\n",
"# Grid padrão\n",
"axes[0].plot(x, x**2, x, x**3, lw = 2)\n",
"axes[0].grid(True)\n",
"\n",
"# Grid customizado\n",
"axes[1].plot(x, x**2, x, x**3, lw = 2)\n",
"axes[1].grid(color = 'b', alpha = 0.7, linestyle = 'dashed', linewidth = 0.8)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x300 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Diferentes estilos de Plots\n",
"\n",
"# Dados\n",
"xx = np.linspace(-0.75, 1., 100)\n",
"n = np.array([0,1,2,3,4,5])\n",
"\n",
"# Subplots\n",
"fig, axes = plt.subplots(1, 4, figsize = (12,3))\n",
"\n",
"# Plot 1\n",
"axes[0].scatter(xx, xx + 0.25 * randn(len(xx)), color = \"black\")\n",
"axes[0].set_title(\"scatter\")\n",
"\n",
"# Plot 2\n",
"axes[1].step(n, n ** 2, lw = 2, color = \"blue\")\n",
"axes[1].set_title(\"step\")\n",
"\n",
"# Plot 3\n",
"axes[2].bar(n, n ** 2, align = \"center\", width = 0.5, alpha = 0.5, color = \"magenta\")\n",
"axes[2].set_title(\"bar\")\n",
"\n",
"# Plot 4\n",
"axes[3].fill_between(x, x ** 2, x ** 3, alpha = 0.5, color = \"green\");\n",
"axes[3].set_title(\"fill_between\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histogramas\n",
"\n",
"Histogramas são um tipo de plotagem utilizado para visualizar a distribuição de uma variável contínua. Eles são compostos por barras retangulares adjacentes, onde a área de cada barra é proporcional à frequência de observações de dados que caem em uma faixa específica de valores.\n",
"\n",
"No histograma, a variável contínua é dividida em faixas de valores, conhecidas como intervalos de classe. O eixo horizontal representa os intervalos de classe, enquanto o eixo vertical representa a frequência de observações de dados que caem em cada intervalo de classe. Os intervalos de classe devem ser escolhidos de forma apropriada para a distribuição dos dados e a escala dos eixos deve ser definida adequadamente.\n",
"\n",
"Os histogramas são úteis para visualizar a forma e a dispersão de uma distribuição de dados contínuos, como a altura de uma população ou as pontuações de um teste. Eles podem ajudar a identificar a presença de valores atípicos ou outliers nos dados e fornecer insights importantes sobre a distribuição dos dados."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Histogramas\n",
"\n",
"# Dados\n",
"n = np.random.randn(100000)\n",
"\n",
"# Cria os subplots\n",
"fig, axes = plt.subplots(1, 2, figsize = (12,4))\n",
"\n",
"# Plot 1\n",
"axes[0].hist(n)\n",
"axes[0].set_title(\"Histograma Padrão\")\n",
"axes[0].set_xlim((min(n), max(n)))\n",
"\n",
"# Plot 2\n",
"axes[1].hist(n, cumulative = True, bins = 50)\n",
"axes[1].set_title(\"Histograma Cumulativo\")\n",
"axes[1].set_xlim((min(n), max(n)));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gráficos 3D"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"from mpl_toolkits.mplot3d.axes3d import Axes3D"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# Dados\n",
"alpha = 0.7\n",
"phi_ext = 2 * np.pi * 0.5\n",
"\n",
"# Função para um mapa de cores\n",
"def ColorMap(phi_m, phi_p):\n",
" return ( + alpha - 2 * np.cos(phi_p)*cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p))\n",
"\n",
"# Mais dados\n",
"phi_m = np.linspace(0, 2*np.pi, 100)\n",
"phi_p = np.linspace(0, 2*np.pi, 100)\n",
"X,Y = np.meshgrid(phi_p, phi_m)\n",
"Z = ColorMap(X, Y).T"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Cria a figura\n",
"fig = plt.figure(figsize = (14,6))\n",
"\n",
"# Adiciona o subplot 1 com projeção 3d\n",
"ax = fig.add_subplot(1, 2, 1, projection = '3d')\n",
"p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n",
"\n",
"# Adiciona o subplot 2 com projeção 3d\n",
"ax = fig.add_subplot(1, 2, 2, projection = '3d')\n",
"p = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
"\n",
"# Cria a barra de cores como legenda\n",
"cb = fig.colorbar(p, shrink=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Wire frame\n",
"\n",
"# Cria a figura\n",
"fig = plt.figure(figsize=(8,6))\n",
"\n",
"# Subplot\n",
"ax = fig.add_subplot(1, 1, 1, projection = '3d')\n",
"\n",
"# Wire frame\n",
"p = ax.plot_wireframe(X, Y, Z, rstride=4, cstride=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para aprender a criar visualizações de dados eficientes e profissionais, acesse:\n",
" \n",
"<a href=\"https://www.datascienceacademy.com.br/course/cincia-de-dados-aplicada\">Visualização de Dados e Design de Dashboards</a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fim"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### Obrigado\n",
"\n",
"### Visite o Blog da Data Science Academy - <a href=\"http://blog.dsacademy.com.br\">Blog DSA</a>\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 1
}