Electronic Production India.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas_datareader import data\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2000-01</th>\n",
       "      <th>2001-02</th>\n",
       "      <th>2002-03</th>\n",
       "      <th>2003-04</th>\n",
       "      <th>2004-05</th>\n",
       "      <th>2005-06</th>\n",
       "      <th>2006-07</th>\n",
       "      <th>2007-08</th>\n",
       "      <th>2008-09</th>\n",
       "      <th>2009-10</th>\n",
       "      <th>2010-11</th>\n",
       "      <th>2011-12</th>\n",
       "      <th>2012-13</th>\n",
       "      <th>2013-14</th>\n",
       "      <th>2014-15</th>\n",
       "      <th>2015-16</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Item</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>Consumer Electronics</th>\n",
       "      <td>11950.0</td>\n",
       "      <td>12700.0</td>\n",
       "      <td>13800.0</td>\n",
       "      <td>15200.0</td>\n",
       "      <td>16800.0</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>22600.0</td>\n",
       "      <td>25550.0</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>32000.0</td>\n",
       "      <td>34300.0</td>\n",
       "      <td>40447</td>\n",
       "      <td>47599</td>\n",
       "      <td>55806</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Industrial Electronics</th>\n",
       "      <td>4000.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>5550.0</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>8300.0</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>10400.0</td>\n",
       "      <td>11910.0</td>\n",
       "      <td>12740.0</td>\n",
       "      <td>15160.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>18700.0</td>\n",
       "      <td>25800</td>\n",
       "      <td>33600</td>\n",
       "      <td>39374</td>\n",
       "      <td>45083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Computer Hardware</th>\n",
       "      <td>3400.0</td>\n",
       "      <td>3550.0</td>\n",
       "      <td>4250.0</td>\n",
       "      <td>6800.0</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>12800.0</td>\n",
       "      <td>15870.0</td>\n",
       "      <td>13490.0</td>\n",
       "      <td>14970.0</td>\n",
       "      <td>14970.0</td>\n",
       "      <td>16500.0</td>\n",
       "      <td>9376</td>\n",
       "      <td>17484</td>\n",
       "      <td>18691</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mobile Handsets</th>\n",
       "      <td>4500.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>5350.0</td>\n",
       "      <td>4800.0</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>18700.0</td>\n",
       "      <td>26600.0</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>35400.0</td>\n",
       "      <td>40500.0</td>\n",
       "      <td>34600</td>\n",
       "      <td>26650</td>\n",
       "      <td>18900</td>\n",
       "      <td>54000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Strategic Electronics</th>\n",
       "      <td>1750.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>2500.0</td>\n",
       "      <td>2750.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>6840.0</td>\n",
       "      <td>6980.0</td>\n",
       "      <td>7700.0</td>\n",
       "      <td>8500.0</td>\n",
       "      <td>9000</td>\n",
       "      <td>13800</td>\n",
       "      <td>15700</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electronics Components</th>\n",
       "      <td>500.0</td>\n",
       "      <td>5700.0</td>\n",
       "      <td>6600.0</td>\n",
       "      <td>7600.0</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>8800.0</td>\n",
       "      <td>9630.0</td>\n",
       "      <td>12040.0</td>\n",
       "      <td>13610.0</td>\n",
       "      <td>21800.0</td>\n",
       "      <td>24800.0</td>\n",
       "      <td>26645</td>\n",
       "      <td>32102</td>\n",
       "      <td>39723</td>\n",
       "      <td>NA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LED (Part of Electronic Components)</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1275</td>\n",
       "      <td>1941</td>\n",
       "      <td>2172</td>\n",
       "      <td>3590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sub-Total (Hardware)</th>\n",
       "      <td>31100.0</td>\n",
       "      <td>32750.0</td>\n",
       "      <td>37500.0</td>\n",
       "      <td>43800.0</td>\n",
       "      <td>50500.0</td>\n",
       "      <td>56600.0</td>\n",
       "      <td>66000.0</td>\n",
       "      <td>84410.0</td>\n",
       "      <td>97260.0</td>\n",
       "      <td>110720.0</td>\n",
       "      <td>128870.0</td>\n",
       "      <td>143300.0</td>\n",
       "      <td>147143</td>\n",
       "      <td>173176</td>\n",
       "      <td>190366</td>\n",
       "      <td>102673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Software for Exports</th>\n",
       "      <td>28350.0</td>\n",
       "      <td>36500.0</td>\n",
       "      <td>46100.0</td>\n",
       "      <td>58240.0</td>\n",
       "      <td>80180.0</td>\n",
       "      <td>104100.0</td>\n",
       "      <td>141000.0</td>\n",
       "      <td>164400.0</td>\n",
       "      <td>216190.0</td>\n",
       "      <td>237000.0</td>\n",
       "      <td>268610.0</td>\n",
       "      <td>332769.0</td>\n",
       "      <td>412191</td>\n",
       "      <td>527292</td>\n",
       "      <td>600000</td>\n",
       "      <td>700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Domestic Software</th>\n",
       "      <td>9400.0</td>\n",
       "      <td>10874.0</td>\n",
       "      <td>13400.0</td>\n",
       "      <td>16250.0</td>\n",
       "      <td>21740.0</td>\n",
       "      <td>29600.0</td>\n",
       "      <td>37000.0</td>\n",
       "      <td>47010.0</td>\n",
       "      <td>59000.0</td>\n",
       "      <td>67800.0</td>\n",
       "      <td>78700.0</td>\n",
       "      <td>91766.0</td>\n",
       "      <td>104700</td>\n",
       "      <td>114784</td>\n",
       "      <td>129432</td>\n",
       "      <td>140455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sub-Total (Software)</th>\n",
       "      <td>37750.0</td>\n",
       "      <td>47374.0</td>\n",
       "      <td>59500.0</td>\n",
       "      <td>16250.0</td>\n",
       "      <td>101920.0</td>\n",
       "      <td>133700.0</td>\n",
       "      <td>178000.0</td>\n",
       "      <td>211410.0</td>\n",
       "      <td>275190.0</td>\n",
       "      <td>304800.0</td>\n",
       "      <td>347310.0</td>\n",
       "      <td>424535.0</td>\n",
       "      <td>516891</td>\n",
       "      <td>642076</td>\n",
       "      <td>729432</td>\n",
       "      <td>840455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     2000-01  2001-02  2002-03  2003-04  \\\n",
       "Item                                                                      \n",
       "Consumer Electronics                 11950.0  12700.0  13800.0  15200.0   \n",
       "Industrial Electronics                4000.0   4500.0   5550.0   6100.0   \n",
       "Computer Hardware                     3400.0   3550.0   4250.0   6800.0   \n",
       "Mobile Handsets                       4500.0   4500.0   4800.0   5350.0   \n",
       "Strategic Electronics                 1750.0   1800.0   2500.0   2750.0   \n",
       "Electronics Components                 500.0   5700.0   6600.0   7600.0   \n",
       "LED (Part of Electronic Components)      NaN      NaN      NaN      NaN   \n",
       "Sub-Total (Hardware)                 31100.0  32750.0  37500.0  43800.0   \n",
       "Software for Exports                 28350.0  36500.0  46100.0  58240.0   \n",
       "Domestic Software                     9400.0  10874.0  13400.0  16250.0   \n",
       "Sub-Total (Software)                 37750.0  47374.0  59500.0  16250.0   \n",
       "\n",
       "                                      2004-05   2005-06   2006-07   2007-08  \\\n",
       "Item                                                                          \n",
       "Consumer Electronics                  16800.0   18000.0   20000.0   22600.0   \n",
       "Industrial Electronics                 8300.0    8800.0   10400.0   11910.0   \n",
       "Computer Hardware                      8800.0   10800.0   12800.0   15870.0   \n",
       "Mobile Handsets                        4800.0    7000.0    9500.0   18700.0   \n",
       "Strategic Electronics                  3000.0    3200.0    4500.0    5700.0   \n",
       "Electronics Components                 8800.0    8800.0    8800.0    9630.0   \n",
       "LED (Part of Electronic Components)       NaN       NaN       NaN       NaN   \n",
       "Sub-Total (Hardware)                  50500.0   56600.0   66000.0   84410.0   \n",
       "Software for Exports                  80180.0  104100.0  141000.0  164400.0   \n",
       "Domestic Software                     21740.0   29600.0   37000.0   47010.0   \n",
       "Sub-Total (Software)                 101920.0  133700.0  178000.0  211410.0   \n",
       "\n",
       "                                      2008-09   2009-10   2010-11   2011-12  \\\n",
       "Item                                                                          \n",
       "Consumer Electronics                  25550.0   29000.0   32000.0   34300.0   \n",
       "Industrial Electronics                12740.0   15160.0   17000.0   18700.0   \n",
       "Computer Hardware                     13490.0   14970.0   14970.0   16500.0   \n",
       "Mobile Handsets                       26600.0   31000.0   35400.0   40500.0   \n",
       "Strategic Electronics                  6840.0    6980.0    7700.0    8500.0   \n",
       "Electronics Components                12040.0   13610.0   21800.0   24800.0   \n",
       "LED (Part of Electronic Components)       NaN       NaN       NaN       NaN   \n",
       "Sub-Total (Hardware)                  97260.0  110720.0  128870.0  143300.0   \n",
       "Software for Exports                 216190.0  237000.0  268610.0  332769.0   \n",
       "Domestic Software                     59000.0   67800.0   78700.0   91766.0   \n",
       "Sub-Total (Software)                 275190.0  304800.0  347310.0  424535.0   \n",
       "\n",
       "                                     2012-13  2013-14  2014-15 2015-16  \n",
       "Item                                                                    \n",
       "Consumer Electronics                   40447    47599    55806     NA   \n",
       "Industrial Electronics                 25800    33600    39374   45083  \n",
       "Computer Hardware                       9376    17484    18691     NA   \n",
       "Mobile Handsets                        34600    26650    18900   54000  \n",
       "Strategic Electronics                   9000    13800    15700     NA   \n",
       "Electronics Components                 26645    32102    39723     NA   \n",
       "LED (Part of Electronic Components)     1275     1941     2172    3590  \n",
       "Sub-Total (Hardware)                  147143   173176   190366  102673  \n",
       "Software for Exports                  412191   527292   600000  700000  \n",
       "Domestic Software                     104700   114784   129432  140455  \n",
       "Sub-Total (Software)                  516891   642076   729432  840455  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "production = pd.read_csv(\"mobile_2.csv\")\n",
    "production_idx = pd.read_csv(\"mobile_2.csv\", index_col=\"Item\", parse_dates=True)\n",
    "\n",
    "production_idx\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "production_t = production_idx.transpose()\n",
    "production_t\n",
    "\n",
    "path = r\"mobile_t.xlsx\"\n",
    "\n",
    "writer = pd.ExcelWriter(path, engine = 'xlsxwriter')\n",
    "production_t.to_excel(writer)\n",
    "writer.save()\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "method"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(production_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'file:///Users/siva/Documents/Code/Pandas/temp-plot.html'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly\n",
    "from plotly.graph_objs import Scatter, Layout\n",
    "import plotly.graph_objs as go\n",
    "\n",
    "\n",
    "literate = [go.Bar(x=production_t.index, y=production_t[\"Mobile Handsets\"])]\n",
    "\n",
    "\n",
    "plotly.offline.plot({ 'data': literate,\n",
    "            'layout': {\n",
    "               'title': 'POPULATION LITERACY RATE IN TN',\n",
    "               'xaxis': {\n",
    "                 'title': 'YEAR'},\n",
    "               'yaxis': {\n",
    "                'title': 'POPULATION (in lakhs) '}\n",
    "        }})"
   ]
  },
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   "source": [
    "plt.style.use(\"ggplot\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1b8b6828>"
      ]
     },
     "execution_count": 75,
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    {
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J2anRo9ODXx5//HHWr1/PnXfemXHMpUuX8vjjj6NpGj/96U+ZMmUKn3/+Od/+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\nJMKYkJCQkJDQQCKMCQkJCQkJDfx/vKtTSLjjtmkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1b8b4908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "production.plot(x=\"Item\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1b8af940>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JGcBCoEqW5Rbf6EUVsMj3WoIsyx/IsqwAL59xrVB9hBWNRsO6devYvXs327dv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\nOGa32/9vr643gC9nfv8ysLZX+8M2m02w2WyTAW/m6GQ9MN9ms+VlAk3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SCkVay0OhIJlK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SYip8D02RjmUCLSlS7wwOs9PPFWHznbZVFLBVfMqeOI+vBO85xOOax4Nkk87nDkMWGyxY089dRT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\n79c08Sjlf7vOW1bno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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bac4748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "production_idx.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}