Dallas County Gas Pricing Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib.patches import Polygon\n",
    "from matplotlib.collections import PatchCollection\n",
    "from matplotlib.colors import Normalize\n",
    "from matplotlib.collections import LineCollection\n",
    "import matplotlib as mpl\n",
    "from matplotlib.colors import rgb2hex\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv('C:/Users/Kevona Jean/Desktop/DS4 Notebooks/zipcode_data.csv')\n",
    "data = data.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>Population</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income per household</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75178.768421</td>\n",
       "      <td>31498.905263</td>\n",
       "      <td>-0.045579</td>\n",
       "      <td>33.724211</td>\n",
       "      <td>47168.126316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>152.167493</td>\n",
       "      <td>19542.582708</td>\n",
       "      <td>0.808213</td>\n",
       "      <td>4.680419</td>\n",
       "      <td>18996.081828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>75001.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>-7.740000</td>\n",
       "      <td>27.100000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>75081.500000</td>\n",
       "      <td>17390.500000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>30.900000</td>\n",
       "      <td>34372.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75203.000000</td>\n",
       "      <td>29553.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>45314.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75229.500000</td>\n",
       "      <td>44005.000000</td>\n",
       "      <td>0.065000</td>\n",
       "      <td>36.100000</td>\n",
       "      <td>57883.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>76065.000000</td>\n",
       "      <td>89829.000000</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>100080.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ZipCode    Population     Growth        Age  Income per household\n",
       "count     95.000000     95.000000  95.000000  95.000000             95.000000\n",
       "mean   75178.768421  31498.905263  -0.045579  33.724211          47168.126316\n",
       "std      152.167493  19542.582708   0.808213   4.680419          18996.081828\n",
       "min    75001.000000    254.000000  -7.740000  27.100000              0.000000\n",
       "25%    75081.500000  17390.500000   0.020000  30.900000          34372.500000\n",
       "50%    75203.000000  29553.000000   0.050000  32.500000          45314.000000\n",
       "75%    75229.500000  44005.000000   0.065000  36.100000          57883.500000\n",
       "max    76065.000000  89829.000000   0.410000  57.000000         100080.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>station</th>\n",
       "      <th>price</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4191 Belt Line Rd Addison TX 75001</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.699</td>\n",
       "      <td>1 Day Ago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15196 Marsh Ln Addison TX 75001</td>\n",
       "      <td>Racetrac #64</td>\n",
       "      <td>2.639</td>\n",
       "      <td>1 Day Ago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5012 Belt Line Rd Dallas TX 75254</td>\n",
       "      <td>Chevron</td>\n",
       "      <td>2.679</td>\n",
       "      <td>1 Day Ago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2220 Marsh Ln Carrollton TX 75006</td>\n",
       "      <td>Chilly Mart</td>\n",
       "      <td>2.699</td>\n",
       "      <td>1 Day Ago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5304 Arapaho Rd Dallas TX 75248</td>\n",
       "      <td>Exxon</td>\n",
       "      <td>2.659</td>\n",
       "      <td>1 Day Ago</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              address       station  price       date\n",
       "0  4191 Belt Line Rd Addison TX 75001         Shell  2.699  1 Day Ago\n",
       "1     15196 Marsh Ln Addison TX 75001  Racetrac #64  2.639  1 Day Ago\n",
       "2   5012 Belt Line Rd Dallas TX 75254       Chevron  2.679  1 Day Ago\n",
       "3   2220 Marsh Ln Carrollton TX 75006   Chilly Mart  2.699  1 Day Ago\n",
       "4     5304 Arapaho Rd Dallas TX 75248         Exxon  2.659  1 Day Ago"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gasinfo = pd.read_csv('C:/Users/Kevona Jean/Desktop/DS4 Notebooks/GasCode.csv').iloc[:,[1,2,3,4]]\n",
    "gasinfo.columns = ['address', 'station', 'price', 'date']\n",
    "gasinfo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>ZipCode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1596.000000</td>\n",
       "      <td>1596.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.637358</td>\n",
       "      <td>75322.976817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.091673</td>\n",
       "      <td>394.482877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.299000</td>\n",
       "      <td>75001.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.599000</td>\n",
       "      <td>75062.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.649000</td>\n",
       "      <td>75161.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.699000</td>\n",
       "      <td>75243.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.409000</td>\n",
       "      <td>78676.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             price       ZipCode\n",
       "count  1596.000000   1596.000000\n",
       "mean      2.637358  75322.976817\n",
       "std       0.091673    394.482877\n",
       "min       2.299000  75001.000000\n",
       "25%       2.599000  75062.000000\n",
       "50%       2.649000  75161.500000\n",
       "75%       2.699000  75243.000000\n",
       "max       3.409000  78676.000000"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gasinfo['ZipCode'] = gasinfo['address'].apply(lambda x: int(x[-5:]))\n",
    "\n",
    "gasinfo.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>address</th>\n",
       "      <th>station</th>\n",
       "      <th>price</th>\n",
       "      <th>date</th>\n",
       "      <th>ZipCode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>3310 S Cooper St Arlington TX 76015</td>\n",
       "      <td>Racetrac #2306</td>\n",
       "      <td>2.299</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>3800 N Central Expy Plano TX 75074</td>\n",
       "      <td>Costco #0664</td>\n",
       "      <td>2.309</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>14205 Trinity Blvd Fort Worth TX 76155</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.339</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1701 Dallas Pkwy Plano TX 75093</td>\n",
       "      <td>Costco #0684</td>\n",
       "      <td>2.339</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>8055 Churchill Way Dallas TX 75251</td>\n",
       "      <td>Costco #1266</td>\n",
       "      <td>2.359</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>6185 Retail Rd Dallas TX 75231</td>\n",
       "      <td>Sams Club #6372</td>\n",
       "      <td>2.369</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>941 W Belt Line Rd Desoto TX 75115</td>\n",
       "      <td>Murphy Usa #7326 (discount Available)</td>\n",
       "      <td>2.379</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>250 W Highway 67 Duncanville TX 75137</td>\n",
       "      <td>Costco #0636</td>\n",
       "      <td>2.379</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>5150 N Garland Ave Garland TX 75040</td>\n",
       "      <td>Sams Club #4783 (discount Available)</td>\n",
       "      <td>2.389</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>75040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>108 W Parkerville Rd Desoto TX 75123</td>\n",
       "      <td>Walmart Neighborhood Market #7232</td>\n",
       "      <td>2.389</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>801 University Mc Kinney TX 75069</td>\n",
       "      <td>Circle K</td>\n",
       "      <td>2.399</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>5555 S Buckner Blvd Dallas TX 75228</td>\n",
       "      <td>Sams Club #6482</td>\n",
       "      <td>2.399</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>201 Golden Triangle Blvd Keller TX 76248</td>\n",
       "      <td>Sams Club #6781</td>\n",
       "      <td>2.399</td>\n",
       "      <td>8 Days Ago</td>\n",
       "      <td>76248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>1304 W Belt Line Rd Desoto TX 75115</td>\n",
       "      <td>Corner Store #1745</td>\n",
       "      <td>2.399</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>2900 W Wheatland Rd Dallas TX 75237</td>\n",
       "      <td>Sams Club #8282</td>\n",
       "      <td>2.399</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>4062 Lbj Freeway Addison TX 75001</td>\n",
       "      <td>Sams Club #6376</td>\n",
       "      <td>2.409</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>75001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>1604 W Bruton Rd Mesquite TX 75149</td>\n",
       "      <td>Aj Shop And Grill</td>\n",
       "      <td>2.409</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>1740 N Fm 157 Mansfield TX 76063</td>\n",
       "      <td>Sams Club #4911</td>\n",
       "      <td>2.409</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>76063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>350 N Bluegrove Rd Lancaster TX 75146</td>\n",
       "      <td>Walmart Neighborhood Market #7224</td>\n",
       "      <td>2.409</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>820 E Belt Line Rd Cedar Hill TX 75104</td>\n",
       "      <td>Walmart Neighborhood Market #3204</td>\n",
       "      <td>2.409</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>3930 Teasley Ln Denton TX 76210</td>\n",
       "      <td>Walmart Neighborhood Market #4104</td>\n",
       "      <td>2.409</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>76210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>1400 Mccreary Rd Wylie TX 75098</td>\n",
       "      <td>Walmart Neighborhood Market #6078</td>\n",
       "      <td>2.419</td>\n",
       "      <td>7 Days Ago</td>\n",
       "      <td>75098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>102 E Belt Line Rd Desoto TX 75115</td>\n",
       "      <td>Exxon Tiger Mart</td>\n",
       "      <td>2.419</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>2601 E Highway 114 Southlake TX 76092</td>\n",
       "      <td>Costco #0669</td>\n",
       "      <td>2.429</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>700 Keller Pkwy Keller TX 76248</td>\n",
       "      <td>Racetrac #656</td>\n",
       "      <td>2.429</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1563</th>\n",
       "      <td>1500 Precinct Line Rd Hurst TX 76054</td>\n",
       "      <td>Quiktrip #860</td>\n",
       "      <td>2.429</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1566</th>\n",
       "      <td>1728 Precinct Line Rd Hurst TX 76054</td>\n",
       "      <td>Murphy Usa #6930 (discount Available)</td>\n",
       "      <td>2.429</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587</th>\n",
       "      <td>700 S Main St Keller TX 76248</td>\n",
       "      <td>Quiktrip #862</td>\n",
       "      <td>2.429</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>1701 W State Highway 114 Grapevine TX 76051</td>\n",
       "      <td>Sams Club #4795 (discount Available)</td>\n",
       "      <td>2.439</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>76051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>851 State Highway 121 Byp Lewisville TX 75067</td>\n",
       "      <td>Costco #0683</td>\n",
       "      <td>2.439</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>1707 Rbt Cullum Blvd Dallas TX 75210</td>\n",
       "      <td>Minyard</td>\n",
       "      <td>2.799</td>\n",
       "      <td>4 Days Ago</td>\n",
       "      <td>75210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>3400 Lombardy Ln Dallas TX 75220</td>\n",
       "      <td>Fox</td>\n",
       "      <td>2.799</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>145 West Ann Arbor Ave Dallas TX 75224</td>\n",
       "      <td>Tiger Mart #68</td>\n",
       "      <td>2.799</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>3306 Grand Ave Dallas TX 75210</td>\n",
       "      <td>Chevron</td>\n",
       "      <td>2.799</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>2041 W Northwest Hwy Grapevine TX 76051</td>\n",
       "      <td>Chevron</td>\n",
       "      <td>2.799</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>3915 Linfield Rd Dallas TX 75216</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.819</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2682 Lombardy Ln Dallas TX 75220</td>\n",
       "      <td>Quick Fuel #5303</td>\n",
       "      <td>2.829</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>1731 E Division St Arlington TX 76011</td>\n",
       "      <td>Valero</td>\n",
       "      <td>2.899</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>76011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1530</th>\n",
       "      <td>Fm 1389 &amp; 3039 Seagoville TX 75159</td>\n",
       "      <td>Combine Corners</td>\n",
       "      <td>2.899</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>440 W Kiest Blvd Dallas TX 75224</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.899</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>1000 S Royal Ln Coppell TX 75019</td>\n",
       "      <td>Shell Service Station</td>\n",
       "      <td>2.899</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>1850 N Stemmons Fwy Lewisville TX 75067</td>\n",
       "      <td>Big Jacks Grocery</td>\n",
       "      <td>2.899</td>\n",
       "      <td>3 Days Ago</td>\n",
       "      <td>75067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1607 Regal Row Dallas TX 75247</td>\n",
       "      <td>Texaco #302278</td>\n",
       "      <td>2.899</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>1260 Highway 1187 Mansfield TX 76063</td>\n",
       "      <td>Corner Store #1208</td>\n",
       "      <td>2.899</td>\n",
       "      <td>2 Days Ago</td>\n",
       "      <td>76063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1485</th>\n",
       "      <td>103 Fm 3039 Seagoville TX 75159</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.899</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>4900 W Airport Fwy Irving TX 75062</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>3522 Cole Ave Dallas TX 75204</td>\n",
       "      <td>Lemmon And Cole Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>3 Days Ago</td>\n",
       "      <td>75204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>2344 E Rental Car Dr Euless TX 76039</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>76039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349</th>\n",
       "      <td>120 N Highway 205 Rockwall TX 75032</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>1900 S Cooper St Arlington TX 76013</td>\n",
       "      <td>Quick Track</td>\n",
       "      <td>2.999</td>\n",
       "      <td>4 Days Ago</td>\n",
       "      <td>76013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>3128 Mckinney Ave Dallas TX 75204</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>8 Days Ago</td>\n",
       "      <td>75204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>500 E 15th St Plano TX 75074</td>\n",
       "      <td>Texaco</td>\n",
       "      <td>2.999</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>1900 E Park Row Dr Arlington TX 76010</td>\n",
       "      <td>Chevron</td>\n",
       "      <td>2.999</td>\n",
       "      <td>3 Days Ago</td>\n",
       "      <td>76010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>3960 Legacy Dr Plano TX 75023</td>\n",
       "      <td>Texaco</td>\n",
       "      <td>2.999</td>\n",
       "      <td>4 Days Ago</td>\n",
       "      <td>75023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>4503 Gus Thomasson Rd Mesquite TX 75150</td>\n",
       "      <td>Texaco</td>\n",
       "      <td>2.999</td>\n",
       "      <td>6 Days Ago</td>\n",
       "      <td>75150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>4611 N Central Expy Dallas TX 75205</td>\n",
       "      <td>Shell</td>\n",
       "      <td>2.999</td>\n",
       "      <td>2 Days Ago</td>\n",
       "      <td>75205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>2900 N Airfield Dr Dallas TX 75244</td>\n",
       "      <td>Shell</td>\n",
       "      <td>3.009</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>4848 Military Pkwy Dallas TX 75223</td>\n",
       "      <td>Star Food Mart</td>\n",
       "      <td>3.199</td>\n",
       "      <td>5 Days Ago</td>\n",
       "      <td>75223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>4455 Lovers Ln Dallas TX 75225</td>\n",
       "      <td>Shell</td>\n",
       "      <td>3.299</td>\n",
       "      <td>1 Day Ago</td>\n",
       "      <td>75225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>7035 Snider Plz Dallas TX 75205</td>\n",
       "      <td>Shell</td>\n",
       "      <td>3.409</td>\n",
       "      <td>2 Days Ago</td>\n",
       "      <td>75205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1596 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            address  \\\n",
       "1131            3310 S Cooper St Arlington TX 76015   \n",
       "865              3800 N Central Expy Plano TX 75074   \n",
       "578          14205 Trinity Blvd Fort Worth TX 76155   \n",
       "80                  1701 Dallas Pkwy Plano TX 75093   \n",
       "101              8055 Churchill Way Dallas TX 75251   \n",
       "261                  6185 Retail Rd Dallas TX 75231   \n",
       "1354             941 W Belt Line Rd Desoto TX 75115   \n",
       "1212          250 W Highway 67 Duncanville TX 75137   \n",
       "711             5150 N Garland Ave Garland TX 75040   \n",
       "1357           108 W Parkerville Rd Desoto TX 75123   \n",
       "998               801 University Mc Kinney TX 75069   \n",
       "887             5555 S Buckner Blvd Dallas TX 75228   \n",
       "1590       201 Golden Triangle Blvd Keller TX 76248   \n",
       "1278            1304 W Belt Line Rd Desoto TX 75115   \n",
       "1231            2900 W Wheatland Rd Dallas TX 75237   \n",
       "747               4062 Lbj Freeway Addison TX 75001   \n",
       "941              1604 W Bruton Rd Mesquite TX 75149   \n",
       "1286               1740 N Fm 157 Mansfield TX 76063   \n",
       "1398          350 N Bluegrove Rd Lancaster TX 75146   \n",
       "1255         820 E Belt Line Rd Cedar Hill TX 75104   \n",
       "548                 3930 Teasley Ln Denton TX 76210   \n",
       "829                 1400 Mccreary Rd Wylie TX 75098   \n",
       "1359             102 E Belt Line Rd Desoto TX 75115   \n",
       "486           2601 E Highway 114 Southlake TX 76092   \n",
       "1572                700 Keller Pkwy Keller TX 76248   \n",
       "1563           1500 Precinct Line Rd Hurst TX 76054   \n",
       "1566           1728 Precinct Line Rd Hurst TX 76054   \n",
       "1587                  700 S Main St Keller TX 76248   \n",
       "482     1701 W State Highway 114 Grapevine TX 76051   \n",
       "228   851 State Highway 121 Byp Lewisville TX 75067   \n",
       "...                                             ...   \n",
       "956            1707 Rbt Cullum Blvd Dallas TX 75210   \n",
       "165                3400 Lombardy Ln Dallas TX 75220   \n",
       "1412         145 West Ann Arbor Ave Dallas TX 75224   \n",
       "1514                 3306 Grand Ave Dallas TX 75210   \n",
       "480         2041 W Northwest Hwy Grapevine TX 76051   \n",
       "1438               3915 Linfield Rd Dallas TX 75216   \n",
       "185                2682 Lombardy Ln Dallas TX 75220   \n",
       "1029          1731 E Division St Arlington TX 76011   \n",
       "1530             Fm 1389 & 3039 Seagoville TX 75159   \n",
       "1325               440 W Kiest Blvd Dallas TX 75224   \n",
       "382                1000 S Royal Ln Coppell TX 75019   \n",
       "446         1850 N Stemmons Fwy Lewisville TX 75067   \n",
       "294                  1607 Regal Row Dallas TX 75247   \n",
       "1279           1260 Highway 1187 Mansfield TX 76063   \n",
       "1485                103 Fm 3039 Seagoville TX 75159   \n",
       "512              4900 W Airport Fwy Irving TX 75062   \n",
       "1316                  3522 Cole Ave Dallas TX 75204   \n",
       "519            2344 E Rental Car Dr Euless TX 76039   \n",
       "1349            120 N Highway 205 Rockwall TX 75032   \n",
       "1086            1900 S Cooper St Arlington TX 76013   \n",
       "1313              3128 Mckinney Ave Dallas TX 75204   \n",
       "282                    500 E 15th St Plano TX 75074   \n",
       "1035          1900 E Park Row Dr Arlington TX 76010   \n",
       "365                   3960 Legacy Dr Plano TX 75023   \n",
       "821         4503 Gus Thomasson Rd Mesquite TX 75150   \n",
       "933             4611 N Central Expy Dallas TX 75205   \n",
       "385              2900 N Airfield Dr Dallas TX 75244   \n",
       "923              4848 Military Pkwy Dallas TX 75223   \n",
       "224                  4455 Lovers Ln Dallas TX 75225   \n",
       "243                 7035 Snider Plz Dallas TX 75205   \n",
       "\n",
       "                                    station  price        date  ZipCode  \n",
       "1131                         Racetrac #2306  2.299   1 Day Ago    76015  \n",
       "865                            Costco #0664  2.309   1 Day Ago    75074  \n",
       "578                                   Shell  2.339   1 Day Ago    76155  \n",
       "80                             Costco #0684  2.339   1 Day Ago    75093  \n",
       "101                            Costco #1266  2.359   1 Day Ago    75251  \n",
       "261                         Sams Club #6372  2.369  7 Days Ago    75231  \n",
       "1354  Murphy Usa #7326 (discount Available)  2.379   1 Day Ago    75115  \n",
       "1212                           Costco #0636  2.379   1 Day Ago    75137  \n",
       "711    Sams Club #4783 (discount Available)  2.389  6 Days Ago    75040  \n",
       "1357      Walmart Neighborhood Market #7232  2.389  7 Days Ago    75123  \n",
       "998                                Circle K  2.399  5 Days Ago    75069  \n",
       "887                         Sams Club #6482  2.399  5 Days Ago    75228  \n",
       "1590                        Sams Club #6781  2.399  8 Days Ago    76248  \n",
       "1278                     Corner Store #1745  2.399   1 Day Ago    75115  \n",
       "1231                        Sams Club #8282  2.399   1 Day Ago    75237  \n",
       "747                         Sams Club #6376  2.409  6 Days Ago    75001  \n",
       "941                       Aj Shop And Grill  2.409  7 Days Ago    75149  \n",
       "1286                        Sams Club #4911  2.409  6 Days Ago    76063  \n",
       "1398      Walmart Neighborhood Market #7224  2.409  7 Days Ago    75146  \n",
       "1255      Walmart Neighborhood Market #3204  2.409  7 Days Ago    75104  \n",
       "548       Walmart Neighborhood Market #4104  2.409  6 Days Ago    76210  \n",
       "829       Walmart Neighborhood Market #6078  2.419  7 Days Ago    75098  \n",
       "1359                       Exxon Tiger Mart  2.419   1 Day Ago    75115  \n",
       "486                            Costco #0669  2.429   1 Day Ago    76092  \n",
       "1572                          Racetrac #656  2.429   1 Day Ago    76248  \n",
       "1563                          Quiktrip #860  2.429   1 Day Ago    76054  \n",
       "1566  Murphy Usa #6930 (discount Available)  2.429   1 Day Ago    76054  \n",
       "1587                          Quiktrip #862  2.429   1 Day Ago    76248  \n",
       "482    Sams Club #4795 (discount Available)  2.439  6 Days Ago    76051  \n",
       "228                            Costco #0683  2.439   1 Day Ago    75067  \n",
       "...                                     ...    ...         ...      ...  \n",
       "956                                 Minyard  2.799  4 Days Ago    75210  \n",
       "165                                     Fox  2.799  5 Days Ago    75220  \n",
       "1412                         Tiger Mart #68  2.799   1 Day Ago    75224  \n",
       "1514                                Chevron  2.799   1 Day Ago    75210  \n",
       "480                                 Chevron  2.799   1 Day Ago    76051  \n",
       "1438                                  Shell  2.819   1 Day Ago    75216  \n",
       "185                        Quick Fuel #5303  2.829   1 Day Ago    75220  \n",
       "1029                                 Valero  2.899  5 Days Ago    76011  \n",
       "1530                        Combine Corners  2.899   1 Day Ago    75159  \n",
       "1325                                  Shell  2.899   1 Day Ago    75224  \n",
       "382                   Shell Service Station  2.899   1 Day Ago    75019  \n",
       "446                       Big Jacks Grocery  2.899  3 Days Ago    75067  \n",
       "294                          Texaco #302278  2.899  5 Days Ago    75247  \n",
       "1279                     Corner Store #1208  2.899  2 Days Ago    76063  \n",
       "1485                                  Shell  2.899  5 Days Ago    75159  \n",
       "512                                   Shell  2.999   1 Day Ago    75062  \n",
       "1316                  Lemmon And Cole Shell  2.999  3 Days Ago    75204  \n",
       "519                                   Shell  2.999   1 Day Ago    76039  \n",
       "1349                                  Shell  2.999   1 Day Ago    75032  \n",
       "1086                            Quick Track  2.999  4 Days Ago    76013  \n",
       "1313                                  Shell  2.999  8 Days Ago    75204  \n",
       "282                                  Texaco  2.999   1 Day Ago    75074  \n",
       "1035                                Chevron  2.999  3 Days Ago    76010  \n",
       "365                                  Texaco  2.999  4 Days Ago    75023  \n",
       "821                                  Texaco  2.999  6 Days Ago    75150  \n",
       "933                                   Shell  2.999  2 Days Ago    75205  \n",
       "385                                   Shell  3.009   1 Day Ago    75244  \n",
       "923                          Star Food Mart  3.199  5 Days Ago    75223  \n",
       "224                                   Shell  3.299   1 Day Ago    75225  \n",
       "243                                   Shell  3.409  2 Days Ago    75205  \n",
       "\n",
       "[1596 rows x 5 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gasinfo.sort_values(by = 'price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "avggas= gasinfo.groupby('ZipCode', as_index=False).agg({\n",
    "    'station':'count',\n",
    "    'price': ['mean','median','min','max']})\n",
    "\n",
    "avggas.columns = ['ZipCode',\n",
    "                  'Number of Stations',\n",
    "                  'Mean Price',\n",
    "                  'Median Price',\n",
    "                  'Min Price',\n",
    "                  'Max Price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>City</th>\n",
       "      <th>Population</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income per household</th>\n",
       "      <th>Number of Stations</th>\n",
       "      <th>Mean Price</th>\n",
       "      <th>Median Price</th>\n",
       "      <th>Min Price</th>\n",
       "      <th>Max Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>75001</td>\n",
       "      <td>Addison TX</td>\n",
       "      <td>13825.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>32.0</td>\n",
       "      <td>57064</td>\n",
       "      <td>8</td>\n",
       "      <td>2.642750</td>\n",
       "      <td>2.669</td>\n",
       "      <td>2.409</td>\n",
       "      <td>2.799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>75006</td>\n",
       "      <td>Carrollton TX</td>\n",
       "      <td>48827.0</td>\n",
       "      <td>0.05</td>\n",
       "      <td>34.0</td>\n",
       "      <td>52798</td>\n",
       "      <td>16</td>\n",
       "      <td>2.704000</td>\n",
       "      <td>2.699</td>\n",
       "      <td>2.649</td>\n",
       "      <td>2.799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>75007</td>\n",
       "      <td>Carrollton TX</td>\n",
       "      <td>53428.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>37.6</td>\n",
       "      <td>70081</td>\n",
       "      <td>12</td>\n",
       "      <td>2.694000</td>\n",
       "      <td>2.699</td>\n",
       "      <td>2.599</td>\n",
       "      <td>2.759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>75019</td>\n",
       "      <td>Coppell TX</td>\n",
       "      <td>40062.0</td>\n",
       "      <td>0.03</td>\n",
       "      <td>37.7</td>\n",
       "      <td>96840</td>\n",
       "      <td>8</td>\n",
       "      <td>2.676500</td>\n",
       "      <td>2.679</td>\n",
       "      <td>2.479</td>\n",
       "      <td>2.899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>75028</td>\n",
       "      <td>Flower Mound TX</td>\n",
       "      <td>43154.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>38.0</td>\n",
       "      <td>91855</td>\n",
       "      <td>13</td>\n",
       "      <td>2.600538</td>\n",
       "      <td>2.599</td>\n",
       "      <td>2.489</td>\n",
       "      <td>2.699</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ZipCode             City  Population  Growth   Age  Income per household  \\\n",
       "0    75001       Addison TX     13825.0    0.10  32.0                 57064   \n",
       "1    75006    Carrollton TX     48827.0    0.05  34.0                 52798   \n",
       "2    75007    Carrollton TX     53428.0    0.03  37.6                 70081   \n",
       "3    75019       Coppell TX     40062.0    0.03  37.7                 96840   \n",
       "4    75028  Flower Mound TX     43154.0    0.02  38.0                 91855   \n",
       "\n",
       "   Number of Stations  Mean Price  Median Price  Min Price  Max Price  \n",
       "0                   8    2.642750         2.669      2.409      2.799  \n",
       "1                  16    2.704000         2.699      2.649      2.799  \n",
       "2                  12    2.694000         2.699      2.599      2.759  \n",
       "3                   8    2.676500         2.679      2.479      2.899  \n",
       "4                  13    2.600538         2.599      2.489      2.699  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gasdata = pd.merge(data, avggas, on='ZipCode')\n",
    "gasdata = gasdata.drop(90) #dropped a zipcode with income per household = 0\n",
    "gasdata.sort_values(by = 'Income per household')\n",
    "gasdata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ZipCode</th>\n",
       "      <th>Population</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Income per household</th>\n",
       "      <th>Number of Stations</th>\n",
       "      <th>Mean Price</th>\n",
       "      <th>Median Price</th>\n",
       "      <th>Min Price</th>\n",
       "      <th>Max Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>93.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75179.301075</td>\n",
       "      <td>31818.559140</td>\n",
       "      <td>-0.051505</td>\n",
       "      <td>33.777419</td>\n",
       "      <td>48182.494624</td>\n",
       "      <td>11.096774</td>\n",
       "      <td>2.653061</td>\n",
       "      <td>2.651796</td>\n",
       "      <td>2.553946</td>\n",
       "      <td>2.761151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>153.059791</td>\n",
       "      <td>19594.368299</td>\n",
       "      <td>0.815486</td>\n",
       "      <td>4.715334</td>\n",
       "      <td>17868.678495</td>\n",
       "      <td>7.532631</td>\n",
       "      <td>0.068632</td>\n",
       "      <td>0.059730</td>\n",
       "      <td>0.094462</td>\n",
       "      <td>0.132778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>75001.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>-7.740000</td>\n",
       "      <td>27.100000</td>\n",
       "      <td>15058.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.512636</td>\n",
       "      <td>2.529000</td>\n",
       "      <td>2.359000</td>\n",
       "      <td>2.579000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>75082.000000</td>\n",
       "      <td>17654.000000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>30.900000</td>\n",
       "      <td>35135.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2.611500</td>\n",
       "      <td>2.599000</td>\n",
       "      <td>2.499000</td>\n",
       "      <td>2.699000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75203.000000</td>\n",
       "      <td>29560.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>45919.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.651500</td>\n",
       "      <td>2.659000</td>\n",
       "      <td>2.549000</td>\n",
       "      <td>2.699000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75229.000000</td>\n",
       "      <td>44128.000000</td>\n",
       "      <td>0.060000</td>\n",
       "      <td>36.500000</td>\n",
       "      <td>58257.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>2.680667</td>\n",
       "      <td>2.689000</td>\n",
       "      <td>2.639000</td>\n",
       "      <td>2.799000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>76065.000000</td>\n",
       "      <td>89829.000000</td>\n",
       "      <td>0.180000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>100080.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.976500</td>\n",
       "      <td>2.899000</td>\n",
       "      <td>2.799000</td>\n",
       "      <td>3.409000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ZipCode    Population     Growth        Age  Income per household  \\\n",
       "count     93.000000     93.000000  93.000000  93.000000             93.000000   \n",
       "mean   75179.301075  31818.559140  -0.051505  33.777419          48182.494624   \n",
       "std      153.059791  19594.368299   0.815486   4.715334          17868.678495   \n",
       "min    75001.000000    254.000000  -7.740000  27.100000          15058.000000   \n",
       "25%    75082.000000  17654.000000   0.020000  30.900000          35135.000000   \n",
       "50%    75203.000000  29560.000000   0.050000  32.500000          45919.000000   \n",
       "75%    75229.000000  44128.000000   0.060000  36.500000          58257.000000   \n",
       "max    76065.000000  89829.000000   0.180000  57.000000         100080.000000   \n",
       "\n",
       "       Number of Stations  Mean Price  Median Price  Min Price  Max Price  \n",
       "count           93.000000   93.000000     93.000000  93.000000  93.000000  \n",
       "mean            11.096774    2.653061      2.651796   2.553946   2.761151  \n",
       "std              7.532631    0.068632      0.059730   0.094462   0.132778  \n",
       "min              1.000000    2.512636      2.529000   2.359000   2.579000  \n",
       "25%              5.000000    2.611500      2.599000   2.499000   2.699000  \n",
       "50%             10.000000    2.651500      2.659000   2.549000   2.699000  \n",
       "75%             14.000000    2.680667      2.689000   2.639000   2.799000  \n",
       "max             35.000000    2.976500      2.899000   2.799000   3.409000  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gasdata.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "gasdata.to_csv('gasdata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x267d4a0dc50>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 110 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.pairplot(gasdata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x267da5e2198>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "income_grps= pd.cut(gasdata['Income per household'], 5)\n",
    "gas_grps=pd.cut(gasdata['Mean Price'], 5)\n",
    "ct=pd.crosstab(income_grps, gas_grps)\n",
    "ct.plot.bar(stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x267da2a60b8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Creat Map Background of Dallas County Zipcodes\n",
    "#westlimit=-97.038403; southlimit=32.545349; eastlimit=-96.516882; northlimit=32.988773\n",
    "#32.7767° N, 96.7970° W\n",
    "gasdata= pd.read_csv('C:/Users/Kevona Jean/Desktop/DS4 Notebooks/gasdata.csv')\n",
    "Zipcode = gasdata['Zipcodes'].values\n",
    "MeanPrice = gasdata['Mean Price'].values\n",
    "\n",
    "m = Basemap(resolution='l', # c, l, i, h, f or None\n",
    "            projection='lcc',\n",
    "            lat_0=32.7767, lon_0=-96.7970,\n",
    "            llcrnrlon=-97.2, llcrnrlat= 32.6, urcrnrlon=-96.7, urcrnrlat=33)\n",
    "\n",
    "shp_info = m.readshapefile('C:/Users/Kevona Jean/Desktop/txzc/TG00TXZCTA', 'txzc', drawbounds = True)\n",
    "\n",
    "plt.gca().axis(\"off\")\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}