Tutorial 10 Creating Visualization from Time Series Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Engineering WOrld - A Dot To Explore ...\n",
    "___\n",
    "\n",
    "##  Creating visualizations from time series data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randn\n",
    "import pandas as pd\n",
    "from pandas import Series, DataFrame\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import rcParams\n",
    "import seaborn as sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "rcParams['figure.figsize'] = 5, 4\n",
    "sb.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The simplest time series plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Row ID</th>\n",
       "      <th>Order ID</th>\n",
       "      <th>Order Priority</th>\n",
       "      <th>Order Quantity</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Discount</th>\n",
       "      <th>Ship Mode</th>\n",
       "      <th>Profit</th>\n",
       "      <th>Unit Price</th>\n",
       "      <th>Shipping Cost</th>\n",
       "      <th>Customer Name</th>\n",
       "      <th>Province</th>\n",
       "      <th>Region</th>\n",
       "      <th>Customer Segment</th>\n",
       "      <th>Product Category</th>\n",
       "      <th>Product Sub-Category</th>\n",
       "      <th>Product Name</th>\n",
       "      <th>Product Container</th>\n",
       "      <th>Product Base Margin</th>\n",
       "      <th>Ship Date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-10-13</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Low</td>\n",
       "      <td>6</td>\n",
       "      <td>261.5400</td>\n",
       "      <td>0.04</td>\n",
       "      <td>Regular Air</td>\n",
       "      <td>-213.25</td>\n",
       "      <td>38.94</td>\n",
       "      <td>35.00</td>\n",
       "      <td>Muhammed MacIntyre</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Small Business</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Storage &amp; Organization</td>\n",
       "      <td>Eldon Base for stackable storage shelf, platinum</td>\n",
       "      <td>Large Box</td>\n",
       "      <td>0.80</td>\n",
       "      <td>10/20/2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-01</th>\n",
       "      <td>49</td>\n",
       "      <td>293</td>\n",
       "      <td>High</td>\n",
       "      <td>49</td>\n",
       "      <td>10123.0200</td>\n",
       "      <td>0.07</td>\n",
       "      <td>Delivery Truck</td>\n",
       "      <td>457.81</td>\n",
       "      <td>208.16</td>\n",
       "      <td>68.02</td>\n",
       "      <td>Barry French</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>1.7 Cubic Foot Compact \"Cube\" Office Refrigera...</td>\n",
       "      <td>Jumbo Drum</td>\n",
       "      <td>0.58</td>\n",
       "      <td>10/2/2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-01</th>\n",
       "      <td>50</td>\n",
       "      <td>293</td>\n",
       "      <td>High</td>\n",
       "      <td>27</td>\n",
       "      <td>244.5700</td>\n",
       "      <td>0.01</td>\n",
       "      <td>Regular Air</td>\n",
       "      <td>46.71</td>\n",
       "      <td>8.69</td>\n",
       "      <td>2.99</td>\n",
       "      <td>Barry French</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Binders and Binder Accessories</td>\n",
       "      <td>Cardinal Slant-D� Ring Binder, Heavy Gauge Vinyl</td>\n",
       "      <td>Small Box</td>\n",
       "      <td>0.39</td>\n",
       "      <td>10/3/2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-10</th>\n",
       "      <td>80</td>\n",
       "      <td>483</td>\n",
       "      <td>High</td>\n",
       "      <td>30</td>\n",
       "      <td>4965.7595</td>\n",
       "      <td>0.08</td>\n",
       "      <td>Regular Air</td>\n",
       "      <td>1198.97</td>\n",
       "      <td>195.99</td>\n",
       "      <td>3.99</td>\n",
       "      <td>Clay Rozendal</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Corporate</td>\n",
       "      <td>Technology</td>\n",
       "      <td>Telephones and Communication</td>\n",
       "      <td>R380</td>\n",
       "      <td>Small Box</td>\n",
       "      <td>0.58</td>\n",
       "      <td>7/12/2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-08-28</th>\n",
       "      <td>85</td>\n",
       "      <td>515</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>19</td>\n",
       "      <td>394.2700</td>\n",
       "      <td>0.08</td>\n",
       "      <td>Regular Air</td>\n",
       "      <td>30.94</td>\n",
       "      <td>21.78</td>\n",
       "      <td>5.94</td>\n",
       "      <td>Carlos Soltero</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Nunavut</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Appliances</td>\n",
       "      <td>Holmes HEPA Air Purifier</td>\n",
       "      <td>Medium Box</td>\n",
       "      <td>0.50</td>\n",
       "      <td>8/30/2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Row ID  Order ID Order Priority  Order Quantity       Sales  \\\n",
       "Order Date                                                                \n",
       "2010-10-13       1         3            Low               6    261.5400   \n",
       "2012-10-01      49       293           High              49  10123.0200   \n",
       "2012-10-01      50       293           High              27    244.5700   \n",
       "2011-07-10      80       483           High              30   4965.7595   \n",
       "2010-08-28      85       515  Not Specified              19    394.2700   \n",
       "\n",
       "            Discount       Ship Mode   Profit  Unit Price  Shipping Cost  \\\n",
       "Order Date                                                                 \n",
       "2010-10-13      0.04     Regular Air  -213.25       38.94          35.00   \n",
       "2012-10-01      0.07  Delivery Truck   457.81      208.16          68.02   \n",
       "2012-10-01      0.01     Regular Air    46.71        8.69           2.99   \n",
       "2011-07-10      0.08     Regular Air  1198.97      195.99           3.99   \n",
       "2010-08-28      0.08     Regular Air    30.94       21.78           5.94   \n",
       "\n",
       "                 Customer Name Province   Region Customer Segment  \\\n",
       "Order Date                                                          \n",
       "2010-10-13  Muhammed MacIntyre  Nunavut  Nunavut   Small Business   \n",
       "2012-10-01        Barry French  Nunavut  Nunavut         Consumer   \n",
       "2012-10-01        Barry French  Nunavut  Nunavut         Consumer   \n",
       "2011-07-10       Clay Rozendal  Nunavut  Nunavut        Corporate   \n",
       "2010-08-28      Carlos Soltero  Nunavut  Nunavut         Consumer   \n",
       "\n",
       "           Product Category            Product Sub-Category  \\\n",
       "Order Date                                                    \n",
       "2010-10-13  Office Supplies          Storage & Organization   \n",
       "2012-10-01  Office Supplies                      Appliances   \n",
       "2012-10-01  Office Supplies  Binders and Binder Accessories   \n",
       "2011-07-10       Technology    Telephones and Communication   \n",
       "2010-08-28  Office Supplies                      Appliances   \n",
       "\n",
       "                                                 Product Name  \\\n",
       "Order Date                                                      \n",
       "2010-10-13   Eldon Base for stackable storage shelf, platinum   \n",
       "2012-10-01  1.7 Cubic Foot Compact \"Cube\" Office Refrigera...   \n",
       "2012-10-01   Cardinal Slant-D� Ring Binder, Heavy Gauge Vinyl   \n",
       "2011-07-10                                               R380   \n",
       "2010-08-28                           Holmes HEPA Air Purifier   \n",
       "\n",
       "           Product Container  Product Base Margin   Ship Date  \n",
       "Order Date                                                     \n",
       "2010-10-13         Large Box                 0.80  10/20/2010  \n",
       "2012-10-01        Jumbo Drum                 0.58   10/2/2012  \n",
       "2012-10-01         Small Box                 0.39   10/3/2012  \n",
       "2011-07-10         Small Box                 0.58   7/12/2011  \n",
       "2010-08-28        Medium Box                 0.50   8/30/2010  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "address = \n",
    "df = pd.read_csv(address, index_col='Order Date', parse_dates=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xc25e860>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAF6CAYAAACp2gmIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x28b6d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Order Quantity'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xc92bd30>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAckAAAGHCAYAAADbbaltAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ng8FgKOC/+ezLcM8xCaAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xca28c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df.sample(n=100, random_state=25, axis=0)\n",
    "\n",
    "plt.xlabel('Order Date')\n",
    "plt.ylabel('Order Quantity')\n",
    "plt.title('Superstore Sales')\n",
    "\n",
    "df2['Order Quantity'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:Anaconda]",
   "language": "python",
   "name": "conda-env-Anaconda-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}