{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d65c5f9-09b3-41ee-8923-900bf680c2c4",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Aula 3: Usando o matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "cce2ad9f-fa53-4738-987c-31f88bdc5e42",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Importando o matplotlib e o numpy\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3c855b7-667d-4648-8af1-e8a710760629",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Gráfico de pizza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "febe456d-082e-4d36-9ab9-c7f60aaf51bb",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bugs = 'Grilos', 'Besouros', 'Formigas', 'Lagartas'\n",
    "populations = [15, 30, 45, 10]\n",
    "\n",
    "plt.pie(populations, labels=labels);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5b783ed9-4a9f-4426-8750-a9b146cd1ab5",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Customizando um pouco\n",
    "\n",
    "plt.pie(populations, labels=bugs, autopct='%1.1f%%', colors=['white', 'yellow', 'yellow', 'white']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a53ae0f7-836d-48b9-9ed2-b4a0c75a5d36",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Gráfico de barras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "276e44d3-1586-4e0d-9598-dc44c7fa8ba4",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Usando os mesmos dados dos insetos\n",
    "\n",
    "plt.bar(bugs, populations);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8bfd922c-27b2-4fe3-ab74-a195300fc078",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adicioando titulo e legendas nos eixos\n",
    "\n",
    "plt.bar(bugs, populations);\n",
    "plt.xlabel(\"Insects\")\n",
    "plt.ylabel(\"Population\")\n",
    "plt.title(\"Populations of insects in a vivarium\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "1cd81156-626a-434b-80df-df97c5cbf9d8",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adicionando segunda barra para as classes\n",
    "\n",
    "vivarium1 = [15, 30, 45, 10]\n",
    "vivarium2 = [8, 22, 7, 2]\n",
    "\n",
    "plt.bar(bugs, vivarium1, label=\"Vivarium 1\", color=\"cyan\");\n",
    "plt.bar(bugs, vivarium2, label=\"Vivarium 2\", color=\"red\");\n",
    "\n",
    "\n",
    "plt.xlabel(\"Insects\")\n",
    "plt.ylabel(\"Population\")\n",
    "plt.title(\"Populations of insects in two vivariums\");\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "aded5743-b20b-495a-9257-570896df5abd",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Barras lado a lado\n",
    "\n",
    "# Numbers of pairs of bars you want\n",
    "N = 3\n",
    "\n",
    "# Data on X-axis\n",
    "\n",
    "# Specify the values of blue bars (height)\n",
    "blue_bar = (23, 25, 17)\n",
    "# Specify the values of orange bars (height)\n",
    "orange_bar = (19, 18, 14)\n",
    "\n",
    "# Position of bars on x-axis\n",
    "ind = np.arange(N)\n",
    "\n",
    "# Figure size\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "# Width of a bar \n",
    "width = 0.3       \n",
    "\n",
    "# Plotting\n",
    "plt.bar(ind, blue_bar , width, label='Blue bar label')\n",
    "plt.bar(ind + width, orange_bar, width, label='Orange bar label')\n",
    "\n",
    "plt.xlabel('Here goes x-axis label')\n",
    "plt.ylabel('Here goes y-axis label')\n",
    "plt.title('Here goes title of the plot')\n",
    "\n",
    "# xticks()\n",
    "# First argument - A list of positions at which ticks should be placed\n",
    "# Second argument -  A list of labels to place at the given locations\n",
    "plt.xticks(ind + width / 2, ('Xtick1', 'Xtick3', 'Xtick3'))\n",
    "\n",
    "# Finding the best position for legends and putting it\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "a08f63d6-409a-418c-a50c-b6fbeb4d60a9",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true,
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Usando a interface fig, axes\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 4), sharex=True)\n",
    "\n",
    "ax1.bar(bugs, vivarium1, label=\"Vivarium 1\", color=\"cyan\");\n",
    "ax2.bar(bugs, vivarium2, label=\"Vivarium 2\", color=\"red\");\n",
    "\n",
    "fig.suptitle(\"Insect populations in two vivariums\");\n",
    "fig.supxlabel(\"Insects\");\n",
    "fig.supylabel(\"Populations\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "552578cc-209b-46be-9111-4df5ac100a36",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Carregando dados do numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "57cb9699-c672-436e-b4ff-50c7e5fb4ad0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['fullTimeScdsArr', 'channelsAvgIntensArr', 'channel', 'fromTime', 'toTime', 'expTuple', 'polyTuple', 'pCRTTuple', 'criticalTime']\n"
     ]
    }
   ],
   "source": [
    "# Carregando o arquivo\n",
    "arq = np.load(\"dados.npz\")\n",
    "\n",
    "# Listando o conteudo\n",
    "print(arq.files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14febea5-bd1e-40cb-9a09-4ac234e56d93",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Acessando um array\n",
    "timeScdsArr = arq[\"fullTimeScdsArr\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49aaa4c4-0c2f-4964-954a-f3045c7ac219",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Exercicio: Reproduzam um grafico a partir dos dados no edisciplinas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a5f5bcf-b3e6-43ef-b448-9da0a9acf135",
   "metadata": {},
   "source": [
    "![title](plot.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b882c81-686f-45fc-800b-0ec7f128a594",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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