05 - Matplotlib.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "# https://matplotlib.org/3.1.1/api/axes_api.html#plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Index Price')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Object-oriented Style of programming - Preferred\n",
    "\n",
    "Unemployment_Rate = [6.1,5.8,5.7,5.7,5.8,5.6,5.5,5.3,5.2,5.2]\n",
    "Stock_Index_Price = [1500,1520,1525,1523,1515,1540,1545,1560,1555,1565]\n",
    "\n",
    "fig, ax = plt.subplots(2,4, figsize=(16,16))  \n",
    "ax[1,1].scatter(Unemployment_Rate, Stock_Index_Price, color='green')\n",
    "ax[1,1].set_title('Unemployment Rate Vs Stock Index Price', fontsize=14)\n",
    "ax[1,1].set_xlabel('Unemployment Rate', fontsize=14)\n",
    "ax[1,1].set_ylabel('Stock Index Price', fontsize=14)\n",
    "#ax.grid(True)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Procedural style of program - not preferred\n",
    "\n",
    "plt.scatter(Unemployment_Rate, Stock_Index_Price, color='green')\n",
    "plt.title('Unemployment Rate Vs Stock Index Price', fontsize=14)\n",
    "plt.xlabel('Unemployment Rate', fontsize=14)\n",
    "plt.ylabel('Stock Index Price', fontsize=14)\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Object-oriented Style of programming - Preferred\n",
    "\n",
    "Year = [1920,1930,1940,1950,1960,1970,1980,1990,2000,2010]\n",
    "Unemployment_Rate = [9.8,12,8,7.2,6.9,7,6.5,6.2,5.5,6.3]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "\n",
    "ax.plot(Year, Unemployment_Rate, color='red', marker='o')\n",
    "ax.set_title('Unemployment Rate Vs Year', fontsize=14)\n",
    "ax.set_xlabel('Year', fontsize=14)\n",
    "ax.set_ylabel('Unemployment Rate', fontsize=14)\n",
    "ax.grid(True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Procedural style of program - not preferred\n",
    "\n",
    "Year = [1920,1930,1940,1950,1960,1970,1980,1990,2000,2010]\n",
    "Unemployment_Rate = [9.8,12,8,7.2,6.9,7,6.5,6.2,5.5,6.3]\n",
    "  \n",
    "plt.plot(Year, Unemployment_Rate, color='red', marker='o')\n",
    "plt.title('Unemployment Rate Vs Year', fontsize=14)\n",
    "plt.xlabel('Year', fontsize=14)\n",
    "plt.ylabel('Unemployment Rate', fontsize=14)\n",
    "plt.grid(True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Object-oriented Style of programming - Preferred\n",
    "\n",
    "Country = ['USA','Canada','Germany','UK','France']\n",
    "GDP_Per_Capita = [45000,42000,52000,49000,47000]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "\n",
    "ax.bar(Country, GDP_Per_Capita, color='teal')\n",
    "ax.set_title('Country Vs GDP Per Capita', fontsize=14)\n",
    "ax.set_xlabel('Country', fontsize=14)\n",
    "ax.set_ylabel('GDP Per Capita', fontsize=14)\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Procedural style of program - not preferred\n",
    "Country = ['USA','Canada','Germany','UK','France']\n",
    "GDP_Per_Capita = [45000,42000,52000,49000,47000]\n",
    "\n",
    "plt.bar(Country, GDP_Per_Capita, color='teal')\n",
    "plt.title('Country Vs GDP Per Capita', fontsize=14)\n",
    "plt.xlabel('Country', fontsize=14)\n",
    "plt.ylabel('GDP Per Capita', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x171b0d64828>,\n",
       "  <matplotlib.patches.Wedge at 0x171b0d64f28>,\n",
       "  <matplotlib.patches.Wedge at 0x171b0d6d668>,\n",
       "  <matplotlib.patches.Wedge at 0x171b0d6dd68>,\n",
       "  <matplotlib.patches.Wedge at 0x171b0d794a8>],\n",
       " [Text(0.8934077559145442, 0.6417340427869932, 'C'),\n",
       "  Text(-0.14850004338941242, 1.0899301524012182, 'C++'),\n",
       "  Text(-1.0995966158072983, 0.02978728764317382, 'Java'),\n",
       "  Text(0.1485000433894123, -1.0899301524012182, 'Python'),\n",
       "  Text(1.042418501058071, -0.3512316452881833, 'PHP')],\n",
       " [Text(0.48731332140793315, 0.35003675061108713, '19.83%'),\n",
       "  Text(-0.08100002366695222, 0.5945073558552099, '14.66%'),\n",
       "  Text(-0.5997799722585262, 0.01624761144173117, '30.17%'),\n",
       "  Text(0.08100002366695215, -0.5945073558552099, '25.00%'),\n",
       "  Text(0.5685919096680387, -0.19158089742991813, '10.34%')])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Object-oriented Style of programming - Preferred\n",
    "langs = ['C', 'C++', 'Java', 'Python', 'PHP']\n",
    "students = [23,17,35,29,12]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "ax.set_title(\"Languages used by Students\")\n",
    "ax.pie(x=students, labels=langs, startangle=90, autopct='%.2f%%')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}