starbucks_locations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://raw.githubusercontent.com/ezgiturali/project-/master/directory.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "starbucks=pd.read_csv(url)\n",
    "starbucksUS = starbucks[starbucks['Country']=='US']\n",
    "starbucksUS=starbucksUS[starbucksUS['State/Province'] != 'DC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Brand</th>\n",
       "      <th>Store Number</th>\n",
       "      <th>Store Name</th>\n",
       "      <th>Ownership Type</th>\n",
       "      <th>Street Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State/Province</th>\n",
       "      <th>Country</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Timezone</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11964</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>3513-125945</td>\n",
       "      <td>Safeway-Anchorage #1809</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5600 Debarr Rd Ste 9</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995042300</td>\n",
       "      <td>907-339-0900</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.78</td>\n",
       "      <td>61.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11965</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74352-84449</td>\n",
       "      <td>Safeway-Anchorage #2628</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1725 Abbott Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995073444</td>\n",
       "      <td>907-339-2800</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11966</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>12449-152385</td>\n",
       "      <td>Safeway - Anchorage #1813</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1501 Huffman Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995153596</td>\n",
       "      <td>907-339-1300</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.85</td>\n",
       "      <td>61.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11967</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>24936-233524</td>\n",
       "      <td>100th &amp; C St - Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 W. 100th Ave, 100, Southgate Shopping Ctr ...</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99515</td>\n",
       "      <td>(907) 227-9631</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11968</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>8973-85630</td>\n",
       "      <td>Old Seward &amp; Diamond</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1005 E Dimond Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995152050</td>\n",
       "      <td>907-344-4160</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.86</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11969</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72788-84447</td>\n",
       "      <td>Fred Meyer - Anchorage #11</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1000 E Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995084218</td>\n",
       "      <td>907-264-9600</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.87</td>\n",
       "      <td>61.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11970</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79549-106150</td>\n",
       "      <td>Safeway - Anchorage #520</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3101 PENLAND PKWY.</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995081928</td>\n",
       "      <td>907-339-5200</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.82</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11971</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75988-107245</td>\n",
       "      <td>ANC Main Terminal Ticketing</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>HMSHost, 500 West International Airport</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.98</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11972</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11426-99254</td>\n",
       "      <td>Tudor Rd and C Street</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>110 W. Tudor Rd, E</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995037247</td>\n",
       "      <td>907-561-3141</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.88</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11973</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>20349-108249</td>\n",
       "      <td>Fred Meyer-Anchorage East #18</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>7701 Debarr Road</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99504</td>\n",
       "      <td>907-269-1700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11974</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74266-52019</td>\n",
       "      <td>Safeway-Anchorage #1817</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>7731 E Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995043554</td>\n",
       "      <td>907-331-1700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11975</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72727-61659</td>\n",
       "      <td>Fred Meyer - Anchorage #656</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2300 Abbott Road</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995074456</td>\n",
       "      <td>907-365-2000</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11976</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>76943-129964</td>\n",
       "      <td>Target Anchorage NE T-2371</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1200 N Muldoon Rd, Suite F</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995046105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11977</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72784-33081</td>\n",
       "      <td>Fred Meyer - Anchorage (Dimond) #71</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2000 W Dimond Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995151453</td>\n",
       "      <td>907-267-6700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.92</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11978</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>9622-85633</td>\n",
       "      <td>Tudor &amp; Lake Otis- Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2421 East Tudor Road, Suite 8</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995071128</td>\n",
       "      <td>907-561-1644</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11979</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75323-100264</td>\n",
       "      <td>Elmendorf AFB</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>Bldg 5800 Westover Avenue</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99506</td>\n",
       "      <td>907-753-4420</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.75</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11980</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79664-81037</td>\n",
       "      <td>Safeway-Anchorage #1812</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>4000 W Dimond Blvd, Anchorage Fifth Avenue</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995021401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.96</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11981</th>\n",
       "      <td>Teavana</td>\n",
       "      <td>28191-249962</td>\n",
       "      <td>Teavana - Anchorage Fifth Avenue</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 West 5th Avenue, #D50A</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99501</td>\n",
       "      <td>907-274-2022</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11982</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>3774-145044</td>\n",
       "      <td>Target Anchorage South T-2372</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>150 W 100th Ave Suite A</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995152673</td>\n",
       "      <td>907-267-7500</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.88</td>\n",
       "      <td>61.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11983</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>28028-249124</td>\n",
       "      <td>ANC - Baggage Claim</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5000 West International Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99502</td>\n",
       "      <td>907-248-1801</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.95</td>\n",
       "      <td>61.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11984</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75697-94324</td>\n",
       "      <td>ANC Anchorage S Dom, Term, Conc C</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5000 W Intl Airport Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995021023</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.98</td>\n",
       "      <td>61.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11985</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74430-51979</td>\n",
       "      <td>Carrs-Anchorage #1805</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1650 W Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995173340</td>\n",
       "      <td>907-339-0500</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.92</td>\n",
       "      <td>61.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11986</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>17941-159568</td>\n",
       "      <td>Tikahtnu Commons - Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1142 N. Muldoon Road, 110, Anchorage 5th Ave Mall</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99504</td>\n",
       "      <td>907-338-1035</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11987</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>19819-178265</td>\n",
       "      <td>5th Avenue Mall - Level 2</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 West 5th Avenue, 224</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99501</td>\n",
       "      <td>9072782251</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11988</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74265-64199</td>\n",
       "      <td>Safeway-Eagle River #1807</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>11409 Business Blvd</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777722</td>\n",
       "      <td>907-696-6400</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.57</td>\n",
       "      <td>61.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11989</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10126-97747</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>16707 Coronado Road, 100</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777823</td>\n",
       "      <td>907-696-6055</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.57</td>\n",
       "      <td>61.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11990</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72772-78880</td>\n",
       "      <td>Fred Meyer-Eagle River #668</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>13401 Old Glenn Hwy</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777565</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.55</td>\n",
       "      <td>61.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11991</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79719-100712</td>\n",
       "      <td>Safeway - Fairbanks #2754</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3627 Airport Way (405R)</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997094779</td>\n",
       "      <td>907-374-4000</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.81</td>\n",
       "      <td>64.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11992</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74452-94707</td>\n",
       "      <td>Safeway-Fairbanks #3410</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>30 College Rd</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997011706</td>\n",
       "      <td>907-374-4100</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.70</td>\n",
       "      <td>64.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11993</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72709-33079</td>\n",
       "      <td>Fred Meyer-Fairbanks #485</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3755 Airport Way</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997094610</td>\n",
       "      <td>907-474-1403</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.82</td>\n",
       "      <td>64.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25542</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>13680-107883</td>\n",
       "      <td>Oakvale Road, Princeton</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1000 Oakvale Rd</td>\n",
       "      <td>Princeton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>247403918</td>\n",
       "      <td>304-431-2559</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.05</td>\n",
       "      <td>37.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25543</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75719-95574</td>\n",
       "      <td>Bluestone Travel Plaza</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>Milepost 18 I-77</td>\n",
       "      <td>Princeton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>24740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.07</td>\n",
       "      <td>37.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25544</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75701-94747</td>\n",
       "      <td>Snowshoe Resort @ Snowshoe</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1 Snowshoe Dr</td>\n",
       "      <td>Snowshoe</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>26209</td>\n",
       "      <td>304-572-5610</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.00</td>\n",
       "      <td>38.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25545</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75203-92320</td>\n",
       "      <td>HJ Thomas Memorial Hospital</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>4605 MacCorkle Ave SW</td>\n",
       "      <td>South Charleston</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>253091311</td>\n",
       "      <td>304-766-3678</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.73</td>\n",
       "      <td>38.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25546</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>76678-104494</td>\n",
       "      <td>Target Wheeling/Valley Grove T-22</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>300 Cabela Dr</td>\n",
       "      <td>Valley Grove</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>26060</td>\n",
       "      <td>304-547-2980</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.60</td>\n",
       "      <td>40.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25547</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>15953-102925</td>\n",
       "      <td>Kroger - Weirton #803</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>100 St. Thomas Dr</td>\n",
       "      <td>Weirton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>260623831</td>\n",
       "      <td>304-723-5165</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.55</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25548</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79209-93057</td>\n",
       "      <td>Kroger-Wheeling #562</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>200 Mount Dechantel Rd</td>\n",
       "      <td>Wheeling</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>260036563</td>\n",
       "      <td>304-233-5480</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.70</td>\n",
       "      <td>40.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25549</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>21239-210245</td>\n",
       "      <td>W E St. &amp; N. Center St - Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>560 N Center Street</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82601</td>\n",
       "      <td>3072654476</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.33</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25550</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>9619-97642</td>\n",
       "      <td>Eastridge Mall- Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>4585 East 2nd St.</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826094317</td>\n",
       "      <td>307-234-9470</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.26</td>\n",
       "      <td>42.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25551</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79668-108627</td>\n",
       "      <td>Ridley's Casper #1132</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>300 E Wyoming Blvd</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826094201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.27</td>\n",
       "      <td>42.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25552</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11862-103659</td>\n",
       "      <td>Cy Ave &amp; SW Wyoming Blvd - Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>4003 Cy Ave</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826044238</td>\n",
       "      <td>307-234-6550</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.37</td>\n",
       "      <td>42.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25553</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>28265-237406</td>\n",
       "      <td>King Soopers-Cheyenne #79</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3702 Dell Range Blvd</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82009</td>\n",
       "      <td>307-638-0014</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.76</td>\n",
       "      <td>41.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25554</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74427-94041</td>\n",
       "      <td>Safeway-Cheyenne #2667</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>700 S Greeley Hwy</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820072848</td>\n",
       "      <td>307-635-7877</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.80</td>\n",
       "      <td>41.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25555</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73370-24376</td>\n",
       "      <td>Albertsons - Cheyenne #0065</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3355 E. Pershing Blvd.</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820015764</td>\n",
       "      <td>307-635-1151</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.77</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25556</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73277-27188</td>\n",
       "      <td>Albertsons - Cheyenne #0066</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5800 Yellowstone Rd.</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820094131</td>\n",
       "      <td>307-637-8171</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.83</td>\n",
       "      <td>41.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25557</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>29314-251304</td>\n",
       "      <td>Yellowstone and Storey - Cheyenne</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>5930Yellowstone Rd</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82009</td>\n",
       "      <td>3073317443</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.83</td>\n",
       "      <td>41.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25558</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11082-102939</td>\n",
       "      <td>21st &amp; Central Avenue-Cheyenne, WY</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2111 Central Ave, Dell Range Marketplace</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820013744</td>\n",
       "      <td>307-632-2430</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.82</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25559</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>6515-63127</td>\n",
       "      <td>Dell Range Marketplace</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>3610 Dell Range Boulevard, Unit A6</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820095448</td>\n",
       "      <td>307-634-3433</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.77</td>\n",
       "      <td>41.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25560</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>17716-126790</td>\n",
       "      <td>Albertsons-Cody #2061</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1825 17th St</td>\n",
       "      <td>Cody</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>824144701</td>\n",
       "      <td>307-527-7007</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-109.05</td>\n",
       "      <td>44.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25561</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73334-24378</td>\n",
       "      <td>Albertsons - Gillette #0067</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2610 S. Douglas Hwy.</td>\n",
       "      <td>Gillette</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>827186468</td>\n",
       "      <td>307-686-7352</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.49</td>\n",
       "      <td>44.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25562</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11320-103719</td>\n",
       "      <td>I-90 &amp; S Douglas Hwy - Gillette</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1215 S Douglas Hwy</td>\n",
       "      <td>Gillette</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>827164981</td>\n",
       "      <td>307-682-3751</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.49</td>\n",
       "      <td>44.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25563</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>19240-195904</td>\n",
       "      <td>Jackson, WY</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>10 East Broadway</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>83001</td>\n",
       "      <td>3077344471</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.76</td>\n",
       "      <td>43.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25564</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>16502-171825</td>\n",
       "      <td>Albertsons-Jackson Hole #183</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>105 Buffalo Way</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>830014806</td>\n",
       "      <td>307-733-5950</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.79</td>\n",
       "      <td>43.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25565</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>18274-101208</td>\n",
       "      <td>Smith's - Jackson Hole #184</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>South Hwy 89 High School Rd</td>\n",
       "      <td>Jackson Hole</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>83001</td>\n",
       "      <td>307-733-8908</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.75</td>\n",
       "      <td>43.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25566</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22353-220004</td>\n",
       "      <td>Safeway - Lander 2761</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1165 Main St.</td>\n",
       "      <td>Lander</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82520</td>\n",
       "      <td>307-332-3636</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-108.75</td>\n",
       "      <td>42.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25567</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74385-87621</td>\n",
       "      <td>Safeway-Laramie #2466</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>554 N 3rd St</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820723012</td>\n",
       "      <td>307-721-5107</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.59</td>\n",
       "      <td>41.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25568</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73320-24375</td>\n",
       "      <td>Ridley's - Laramie #1131</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3112 E. Grand</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820705141</td>\n",
       "      <td>307-742-8146</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.56</td>\n",
       "      <td>41.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25569</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22425-219024</td>\n",
       "      <td>Laramie - Grand &amp; 30th</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>3021 Grand Ave</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82070</td>\n",
       "      <td>307-742-3262</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.56</td>\n",
       "      <td>41.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25570</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10849-103163</td>\n",
       "      <td>I-80 &amp; Dewar Dr-Rock Springs</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>118 Westland Way</td>\n",
       "      <td>Rock Springs</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>829015751</td>\n",
       "      <td>307-362-7145</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-109.25</td>\n",
       "      <td>41.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25571</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10769-102454</td>\n",
       "      <td>Coffeen &amp; Brundage Lane-Sheridan</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2208 Coffeen Ave</td>\n",
       "      <td>Sheridian</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>828016213</td>\n",
       "      <td>307-672-5129</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.94</td>\n",
       "      <td>44.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13517 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Brand  Store Number                           Store Name  \\\n",
       "11964  Starbucks   3513-125945              Safeway-Anchorage #1809   \n",
       "11965  Starbucks   74352-84449              Safeway-Anchorage #2628   \n",
       "11966  Starbucks  12449-152385            Safeway - Anchorage #1813   \n",
       "11967  Starbucks  24936-233524             100th & C St - Anchorage   \n",
       "11968  Starbucks    8973-85630                 Old Seward & Diamond   \n",
       "11969  Starbucks   72788-84447           Fred Meyer - Anchorage #11   \n",
       "11970  Starbucks  79549-106150             Safeway - Anchorage #520   \n",
       "11971  Starbucks  75988-107245          ANC Main Terminal Ticketing   \n",
       "11972  Starbucks   11426-99254                Tudor Rd and C Street   \n",
       "11973  Starbucks  20349-108249        Fred Meyer-Anchorage East #18   \n",
       "11974  Starbucks   74266-52019              Safeway-Anchorage #1817   \n",
       "11975  Starbucks   72727-61659          Fred Meyer - Anchorage #656   \n",
       "11976  Starbucks  76943-129964           Target Anchorage NE T-2371   \n",
       "11977  Starbucks   72784-33081  Fred Meyer - Anchorage (Dimond) #71   \n",
       "11978  Starbucks    9622-85633         Tudor & Lake Otis- Anchorage   \n",
       "11979  Starbucks  75323-100264                        Elmendorf AFB   \n",
       "11980  Starbucks   79664-81037              Safeway-Anchorage #1812   \n",
       "11981    Teavana  28191-249962     Teavana - Anchorage Fifth Avenue   \n",
       "11982  Starbucks   3774-145044        Target Anchorage South T-2372   \n",
       "11983  Starbucks  28028-249124                  ANC - Baggage Claim   \n",
       "11984  Starbucks   75697-94324    ANC Anchorage S Dom, Term, Conc C   \n",
       "11985  Starbucks   74430-51979                Carrs-Anchorage #1805   \n",
       "11986  Starbucks  17941-159568         Tikahtnu Commons - Anchorage   \n",
       "11987  Starbucks  19819-178265            5th Avenue Mall - Level 2   \n",
       "11988  Starbucks   74265-64199            Safeway-Eagle River #1807   \n",
       "11989  Starbucks   10126-97747                          Eagle River   \n",
       "11990  Starbucks   72772-78880          Fred Meyer-Eagle River #668   \n",
       "11991  Starbucks  79719-100712            Safeway - Fairbanks #2754   \n",
       "11992  Starbucks   74452-94707              Safeway-Fairbanks #3410   \n",
       "11993  Starbucks   72709-33079            Fred Meyer-Fairbanks #485   \n",
       "...          ...           ...                                  ...   \n",
       "25542  Starbucks  13680-107883              Oakvale Road, Princeton   \n",
       "25543  Starbucks   75719-95574               Bluestone Travel Plaza   \n",
       "25544  Starbucks   75701-94747           Snowshoe Resort @ Snowshoe   \n",
       "25545  Starbucks   75203-92320          HJ Thomas Memorial Hospital   \n",
       "25546  Starbucks  76678-104494    Target Wheeling/Valley Grove T-22   \n",
       "25547  Starbucks  15953-102925                Kroger - Weirton #803   \n",
       "25548  Starbucks   79209-93057                 Kroger-Wheeling #562   \n",
       "25549  Starbucks  21239-210245      W E St. & N. Center St - Casper   \n",
       "25550  Starbucks    9619-97642               Eastridge Mall- Casper   \n",
       "25551  Starbucks  79668-108627                Ridley's Casper #1132   \n",
       "25552  Starbucks  11862-103659    Cy Ave & SW Wyoming Blvd - Casper   \n",
       "25553  Starbucks  28265-237406            King Soopers-Cheyenne #79   \n",
       "25554  Starbucks   74427-94041               Safeway-Cheyenne #2667   \n",
       "25555  Starbucks   73370-24376          Albertsons - Cheyenne #0065   \n",
       "25556  Starbucks   73277-27188          Albertsons - Cheyenne #0066   \n",
       "25557  Starbucks  29314-251304    Yellowstone and Storey - Cheyenne   \n",
       "25558  Starbucks  11082-102939   21st & Central Avenue-Cheyenne, WY   \n",
       "25559  Starbucks    6515-63127               Dell Range Marketplace   \n",
       "25560  Starbucks  17716-126790                Albertsons-Cody #2061   \n",
       "25561  Starbucks   73334-24378          Albertsons - Gillette #0067   \n",
       "25562  Starbucks  11320-103719      I-90 & S Douglas Hwy - Gillette   \n",
       "25563  Starbucks  19240-195904                          Jackson, WY   \n",
       "25564  Starbucks  16502-171825         Albertsons-Jackson Hole #183   \n",
       "25565  Starbucks  18274-101208          Smith's - Jackson Hole #184   \n",
       "25566  Starbucks  22353-220004                Safeway - Lander 2761   \n",
       "25567  Starbucks   74385-87621                Safeway-Laramie #2466   \n",
       "25568  Starbucks   73320-24375             Ridley's - Laramie #1131   \n",
       "25569  Starbucks  22425-219024               Laramie - Grand & 30th   \n",
       "25570  Starbucks  10849-103163         I-80 & Dewar Dr-Rock Springs   \n",
       "25571  Starbucks  10769-102454     Coffeen & Brundage Lane-Sheridan   \n",
       "\n",
       "      Ownership Type                                     Street Address  \\\n",
       "11964       Licensed                               5600 Debarr Rd Ste 9   \n",
       "11965       Licensed                                     1725 Abbott Rd   \n",
       "11966       Licensed                                    1501 Huffman Rd   \n",
       "11967  Company Owned  320 W. 100th Ave, 100, Southgate Shopping Ctr ...   \n",
       "11968  Company Owned                                 1005 E Dimond Blvd   \n",
       "11969       Licensed                        1000 E Northern Lights Blvd   \n",
       "11970       Licensed                                 3101 PENLAND PKWY.   \n",
       "11971       Licensed            HMSHost, 500 West International Airport   \n",
       "11972  Company Owned                                 110 W. Tudor Rd, E   \n",
       "11973       Licensed                                   7701 Debarr Road   \n",
       "11974       Licensed                        7731 E Northern Lights Blvd   \n",
       "11975       Licensed                                   2300 Abbott Road   \n",
       "11976       Licensed                         1200 N Muldoon Rd, Suite F   \n",
       "11977       Licensed                                 2000 W Dimond Blvd   \n",
       "11978  Company Owned                      2421 East Tudor Road, Suite 8   \n",
       "11979       Licensed                          Bldg 5800 Westover Avenue   \n",
       "11980       Licensed         4000 W Dimond Blvd, Anchorage Fifth Avenue   \n",
       "11981  Company Owned                         320 West 5th Avenue, #D50A   \n",
       "11982       Licensed                            150 W 100th Ave Suite A   \n",
       "11983       Licensed                         5000 West International Rd   \n",
       "11984       Licensed                             5000 W Intl Airport Rd   \n",
       "11985       Licensed                        1650 W Northern Lights Blvd   \n",
       "11986  Company Owned  1142 N. Muldoon Road, 110, Anchorage 5th Ave Mall   \n",
       "11987  Company Owned                           320 West 5th Avenue, 224   \n",
       "11988       Licensed                                11409 Business Blvd   \n",
       "11989  Company Owned                           16707 Coronado Road, 100   \n",
       "11990       Licensed                                13401 Old Glenn Hwy   \n",
       "11991       Licensed                            3627 Airport Way (405R)   \n",
       "11992       Licensed                                      30 College Rd   \n",
       "11993       Licensed                                   3755 Airport Way   \n",
       "...              ...                                                ...   \n",
       "25542  Company Owned                                    1000 Oakvale Rd   \n",
       "25543       Licensed                                   Milepost 18 I-77   \n",
       "25544       Licensed                                      1 Snowshoe Dr   \n",
       "25545       Licensed                              4605 MacCorkle Ave SW   \n",
       "25546       Licensed                                      300 Cabela Dr   \n",
       "25547       Licensed                                  100 St. Thomas Dr   \n",
       "25548       Licensed                             200 Mount Dechantel Rd   \n",
       "25549  Company Owned                                560 N Center Street   \n",
       "25550  Company Owned                                  4585 East 2nd St.   \n",
       "25551       Licensed                                 300 E Wyoming Blvd   \n",
       "25552  Company Owned                                        4003 Cy Ave   \n",
       "25553       Licensed                               3702 Dell Range Blvd   \n",
       "25554       Licensed                                  700 S Greeley Hwy   \n",
       "25555       Licensed                             3355 E. Pershing Blvd.   \n",
       "25556       Licensed                               5800 Yellowstone Rd.   \n",
       "25557  Company Owned                                 5930Yellowstone Rd   \n",
       "25558  Company Owned           2111 Central Ave, Dell Range Marketplace   \n",
       "25559  Company Owned                 3610 Dell Range Boulevard, Unit A6   \n",
       "25560       Licensed                                       1825 17th St   \n",
       "25561       Licensed                               2610 S. Douglas Hwy.   \n",
       "25562  Company Owned                                 1215 S Douglas Hwy   \n",
       "25563  Company Owned                                   10 East Broadway   \n",
       "25564       Licensed                                    105 Buffalo Way   \n",
       "25565       Licensed                        South Hwy 89 High School Rd   \n",
       "25566       Licensed                                      1165 Main St.   \n",
       "25567       Licensed                                       554 N 3rd St   \n",
       "25568       Licensed                                      3112 E. Grand   \n",
       "25569  Company Owned                                     3021 Grand Ave   \n",
       "25570  Company Owned                                   118 Westland Way   \n",
       "25571  Company Owned                                   2208 Coffeen Ave   \n",
       "\n",
       "                   City State/Province Country   Postcode    Phone Number  \\\n",
       "11964         Anchorage             AK      US  995042300    907-339-0900   \n",
       "11965         Anchorage             AK      US  995073444    907-339-2800   \n",
       "11966         Anchorage             AK      US  995153596    907-339-1300   \n",
       "11967         Anchorage             AK      US      99515  (907) 227-9631   \n",
       "11968         Anchorage             AK      US  995152050    907-344-4160   \n",
       "11969         Anchorage             AK      US  995084218    907-264-9600   \n",
       "11970         Anchorage             AK      US  995081928    907-339-5200   \n",
       "11971         Anchorage             AK      US      99502             NaN   \n",
       "11972         Anchorage             AK      US  995037247    907-561-3141   \n",
       "11973         Anchorage             AK      US      99504    907-269-1700   \n",
       "11974         Anchorage             AK      US  995043554    907-331-1700   \n",
       "11975         Anchorage             AK      US  995074456    907-365-2000   \n",
       "11976         Anchorage             AK      US  995046105             NaN   \n",
       "11977         Anchorage             AK      US  995151453    907-267-6700   \n",
       "11978         Anchorage             AK      US  995071128    907-561-1644   \n",
       "11979         Anchorage             AK      US      99506    907-753-4420   \n",
       "11980         Anchorage             AK      US  995021401             NaN   \n",
       "11981         Anchorage             AK      US      99501    907-274-2022   \n",
       "11982         Anchorage             AK      US  995152673    907-267-7500   \n",
       "11983         Anchorage             AK      US      99502    907-248-1801   \n",
       "11984         Anchorage             AK      US  995021023             NaN   \n",
       "11985         Anchorage             AK      US  995173340    907-339-0500   \n",
       "11986         Anchorage             AK      US      99504    907-338-1035   \n",
       "11987         Anchorage             AK      US      99501      9072782251   \n",
       "11988       Eagle River             AK      US  995777722    907-696-6400   \n",
       "11989       Eagle River             AK      US  995777823    907-696-6055   \n",
       "11990       Eagle River             AK      US  995777565             NaN   \n",
       "11991         Fairbanks             AK      US  997094779    907-374-4000   \n",
       "11992         Fairbanks             AK      US  997011706    907-374-4100   \n",
       "11993         Fairbanks             AK      US  997094610    907-474-1403   \n",
       "...                 ...            ...     ...        ...             ...   \n",
       "25542         Princeton             WV      US  247403918    304-431-2559   \n",
       "25543         Princeton             WV      US      24740             NaN   \n",
       "25544          Snowshoe             WV      US      26209    304-572-5610   \n",
       "25545  South Charleston             WV      US  253091311    304-766-3678   \n",
       "25546      Valley Grove             WV      US      26060    304-547-2980   \n",
       "25547           Weirton             WV      US  260623831    304-723-5165   \n",
       "25548          Wheeling             WV      US  260036563    304-233-5480   \n",
       "25549            Casper             WY      US      82601      3072654476   \n",
       "25550            Casper             WY      US  826094317    307-234-9470   \n",
       "25551            Casper             WY      US  826094201             NaN   \n",
       "25552            Casper             WY      US  826044238    307-234-6550   \n",
       "25553          Cheyenne             WY      US      82009    307-638-0014   \n",
       "25554          Cheyenne             WY      US  820072848    307-635-7877   \n",
       "25555          Cheyenne             WY      US  820015764    307-635-1151   \n",
       "25556          Cheyenne             WY      US  820094131    307-637-8171   \n",
       "25557          Cheyenne             WY      US      82009      3073317443   \n",
       "25558          Cheyenne             WY      US  820013744    307-632-2430   \n",
       "25559          Cheyenne             WY      US  820095448    307-634-3433   \n",
       "25560              Cody             WY      US  824144701    307-527-7007   \n",
       "25561          Gillette             WY      US  827186468    307-686-7352   \n",
       "25562          Gillette             WY      US  827164981    307-682-3751   \n",
       "25563           Jackson             WY      US      83001      3077344471   \n",
       "25564           Jackson             WY      US  830014806    307-733-5950   \n",
       "25565      Jackson Hole             WY      US      83001    307-733-8908   \n",
       "25566            Lander             WY      US      82520    307-332-3636   \n",
       "25567           Laramie             WY      US  820723012    307-721-5107   \n",
       "25568           Laramie             WY      US  820705141    307-742-8146   \n",
       "25569           Laramie             WY      US      82070    307-742-3262   \n",
       "25570      Rock Springs             WY      US  829015751    307-362-7145   \n",
       "25571         Sheridian             WY      US  828016213    307-672-5129   \n",
       "\n",
       "                          Timezone  Longitude  Latitude  \n",
       "11964  GMT-09:00 America/Anchorage    -149.78     61.21  \n",
       "11965  GMT-09:00 America/Anchorage    -149.84     61.14  \n",
       "11966  GMT-09:00 America/Anchorage    -149.85     61.11  \n",
       "11967  GMT-09:00 America/Anchorage    -149.89     61.13  \n",
       "11968  GMT-09:00 America/Anchorage    -149.86     61.14  \n",
       "11969  GMT-09:00 America/Anchorage    -149.87     61.19  \n",
       "11970  GMT-09:00 America/Anchorage    -149.82     61.22  \n",
       "11971  GMT-09:00 America/Anchorage    -149.98     61.18  \n",
       "11972  GMT-09:00 America/Anchorage    -149.88     61.18  \n",
       "11973  GMT-09:00 America/Anchorage    -149.74     61.21  \n",
       "11974  GMT-09:00 America/Anchorage    -149.74     61.20  \n",
       "11975  GMT-09:00 America/Anchorage    -149.84     61.14  \n",
       "11976  GMT-09:00 America/Anchorage    -149.74     61.23  \n",
       "11977  GMT-09:00 America/Anchorage    -149.92     61.14  \n",
       "11978  GMT-09:00 America/Anchorage    -149.84     61.18  \n",
       "11979  GMT-09:00 America/Anchorage    -149.75     61.23  \n",
       "11980  GMT-09:00 America/Anchorage    -149.96     61.14  \n",
       "11981  GMT-09:00 America/Anchorage    -149.89     61.22  \n",
       "11982  GMT-09:00 America/Anchorage    -149.88     61.13  \n",
       "11983  GMT-09:00 America/Anchorage    -149.95     61.15  \n",
       "11984  GMT-09:00 America/Anchorage    -149.98     61.17  \n",
       "11985  GMT-09:00 America/Anchorage    -149.92     61.19  \n",
       "11986  GMT-09:00 America/Anchorage    -149.74     61.23  \n",
       "11987  GMT-09:00 America/Anchorage    -149.89     61.22  \n",
       "11988  GMT-09:00 America/Anchorage    -149.57     61.32  \n",
       "11989  GMT-09:00 America/Anchorage    -149.57     61.33  \n",
       "11990  GMT-09:00 America/Anchorage    -149.55     61.35  \n",
       "11991  GMT-09:00 America/Anchorage    -147.81     64.84  \n",
       "11992  GMT-09:00 America/Anchorage    -147.70     64.85  \n",
       "11993  GMT-09:00 America/Anchorage    -147.82     64.84  \n",
       "...                            ...        ...       ...  \n",
       "25542   GMT-05:00 America/New_York     -81.05     37.36  \n",
       "25543   GMT-05:00 America/New_York     -81.07     37.47  \n",
       "25544   GMT-05:00 America/New_York     -80.00     38.40  \n",
       "25545   GMT-05:00 America/New_York     -81.73     38.36  \n",
       "25546   GMT-05:00 America/New_York     -80.60     40.06  \n",
       "25547   GMT-05:00 America/New_York     -80.55     40.40  \n",
       "25548   GMT-05:00 America/New_York     -80.70     40.07  \n",
       "25549     GMT-07:00 America/Denver    -106.33     42.86  \n",
       "25550     GMT-07:00 America/Denver    -106.26     42.85  \n",
       "25551     GMT-07:00 America/Denver    -106.27     42.85  \n",
       "25552     GMT-07:00 America/Denver    -106.37     42.82  \n",
       "25553     GMT-07:00 America/Denver    -104.76     41.16  \n",
       "25554     GMT-07:00 America/Denver    -104.80     41.11  \n",
       "25555     GMT-07:00 America/Denver    -104.77     41.14  \n",
       "25556     GMT-07:00 America/Denver    -104.83     41.17  \n",
       "25557     GMT-07:00 America/Denver    -104.83     41.17  \n",
       "25558     GMT-07:00 America/Denver    -104.82     41.14  \n",
       "25559     GMT-07:00 America/Denver    -104.77     41.16  \n",
       "25560     GMT-07:00 America/Denver    -109.05     44.52  \n",
       "25561     GMT-07:00 America/Denver    -105.49     44.27  \n",
       "25562     GMT-07:00 America/Denver    -105.49     44.28  \n",
       "25563     GMT-07:00 America/Denver    -110.76     43.48  \n",
       "25564     GMT-07:00 America/Denver    -110.79     43.47  \n",
       "25565     GMT-07:00 America/Denver    -110.75     43.48  \n",
       "25566     GMT-07:00 America/Denver    -108.75     42.84  \n",
       "25567     GMT-07:00 America/Denver    -105.59     41.32  \n",
       "25568     GMT-07:00 America/Denver    -105.56     41.31  \n",
       "25569     GMT-07:00 America/Denver    -105.56     41.31  \n",
       "25570     GMT-07:00 America/Denver    -109.25     41.58  \n",
       "25571     GMT-07:00 America/Denver    -106.94     44.77  \n",
       "\n",
       "[13517 rows x 13 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "starbucksUS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = folium.Map(location = [61.21,-149.78],zoom_start = 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "for i in range(0,8000):\n",
    "    folium.Marker([starbucksUS.iloc[i]['Latitude'], starbucksUS.iloc[i]['Longitude']]).add_to(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import output_notebook, show, output_file\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import GeoJSONDataSource, LinearColorMapper, ColorBar\n",
    "from bokeh.palettes import brewer\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "polygons=geopandas.read_file('https://raw.githubusercontent.com/ezgiturali/project-/master/us-states.geojson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = polygons[['name', 'geometry']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly=poly[poly['name']!='District of Columbia']"
   ]
  },
  {
   "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>Brand</th>\n",
       "      <th>Store Number</th>\n",
       "      <th>Store Name</th>\n",
       "      <th>Ownership Type</th>\n",
       "      <th>Street Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State/Province</th>\n",
       "      <th>Country</th>\n",
       "      <th>Postcode</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Timezone</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11964</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>3513-125945</td>\n",
       "      <td>Safeway-Anchorage #1809</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5600 Debarr Rd Ste 9</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995042300</td>\n",
       "      <td>907-339-0900</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.78</td>\n",
       "      <td>61.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11965</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74352-84449</td>\n",
       "      <td>Safeway-Anchorage #2628</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1725 Abbott Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995073444</td>\n",
       "      <td>907-339-2800</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11966</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>12449-152385</td>\n",
       "      <td>Safeway - Anchorage #1813</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1501 Huffman Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995153596</td>\n",
       "      <td>907-339-1300</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.85</td>\n",
       "      <td>61.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11967</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>24936-233524</td>\n",
       "      <td>100th &amp; C St - Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 W. 100th Ave, 100, Southgate Shopping Ctr ...</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99515</td>\n",
       "      <td>(907) 227-9631</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11968</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>8973-85630</td>\n",
       "      <td>Old Seward &amp; Diamond</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1005 E Dimond Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995152050</td>\n",
       "      <td>907-344-4160</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.86</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11969</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72788-84447</td>\n",
       "      <td>Fred Meyer - Anchorage #11</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1000 E Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995084218</td>\n",
       "      <td>907-264-9600</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.87</td>\n",
       "      <td>61.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11970</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79549-106150</td>\n",
       "      <td>Safeway - Anchorage #520</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3101 PENLAND PKWY.</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995081928</td>\n",
       "      <td>907-339-5200</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.82</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11971</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75988-107245</td>\n",
       "      <td>ANC Main Terminal Ticketing</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>HMSHost, 500 West International Airport</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.98</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11972</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11426-99254</td>\n",
       "      <td>Tudor Rd and C Street</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>110 W. Tudor Rd, E</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995037247</td>\n",
       "      <td>907-561-3141</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.88</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11973</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>20349-108249</td>\n",
       "      <td>Fred Meyer-Anchorage East #18</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>7701 Debarr Road</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99504</td>\n",
       "      <td>907-269-1700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11974</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74266-52019</td>\n",
       "      <td>Safeway-Anchorage #1817</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>7731 E Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995043554</td>\n",
       "      <td>907-331-1700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11975</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72727-61659</td>\n",
       "      <td>Fred Meyer - Anchorage #656</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2300 Abbott Road</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995074456</td>\n",
       "      <td>907-365-2000</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11976</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>76943-129964</td>\n",
       "      <td>Target Anchorage NE T-2371</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1200 N Muldoon Rd, Suite F</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995046105</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11977</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72784-33081</td>\n",
       "      <td>Fred Meyer - Anchorage (Dimond) #71</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2000 W Dimond Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995151453</td>\n",
       "      <td>907-267-6700</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.92</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11978</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>9622-85633</td>\n",
       "      <td>Tudor &amp; Lake Otis- Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2421 East Tudor Road, Suite 8</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995071128</td>\n",
       "      <td>907-561-1644</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.84</td>\n",
       "      <td>61.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11979</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75323-100264</td>\n",
       "      <td>Elmendorf AFB</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>Bldg 5800 Westover Avenue</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99506</td>\n",
       "      <td>907-753-4420</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.75</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11980</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79664-81037</td>\n",
       "      <td>Safeway-Anchorage #1812</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>4000 W Dimond Blvd, Anchorage Fifth Avenue</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995021401</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.96</td>\n",
       "      <td>61.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11981</th>\n",
       "      <td>Teavana</td>\n",
       "      <td>28191-249962</td>\n",
       "      <td>Teavana - Anchorage Fifth Avenue</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 West 5th Avenue, #D50A</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99501</td>\n",
       "      <td>907-274-2022</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11982</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>3774-145044</td>\n",
       "      <td>Target Anchorage South T-2372</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>150 W 100th Ave Suite A</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995152673</td>\n",
       "      <td>907-267-7500</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.88</td>\n",
       "      <td>61.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11983</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>28028-249124</td>\n",
       "      <td>ANC - Baggage Claim</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5000 West International Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99502</td>\n",
       "      <td>907-248-1801</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.95</td>\n",
       "      <td>61.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11984</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75697-94324</td>\n",
       "      <td>ANC Anchorage S Dom, Term, Conc C</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5000 W Intl Airport Rd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995021023</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.98</td>\n",
       "      <td>61.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11985</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74430-51979</td>\n",
       "      <td>Carrs-Anchorage #1805</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1650 W Northern Lights Blvd</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995173340</td>\n",
       "      <td>907-339-0500</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.92</td>\n",
       "      <td>61.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11986</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>17941-159568</td>\n",
       "      <td>Tikahtnu Commons - Anchorage</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1142 N. Muldoon Road, 110, Anchorage 5th Ave Mall</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99504</td>\n",
       "      <td>907-338-1035</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.74</td>\n",
       "      <td>61.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11987</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>19819-178265</td>\n",
       "      <td>5th Avenue Mall - Level 2</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>320 West 5th Avenue, 224</td>\n",
       "      <td>Anchorage</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>99501</td>\n",
       "      <td>9072782251</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.89</td>\n",
       "      <td>61.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11988</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74265-64199</td>\n",
       "      <td>Safeway-Eagle River #1807</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>11409 Business Blvd</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777722</td>\n",
       "      <td>907-696-6400</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.57</td>\n",
       "      <td>61.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11989</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10126-97747</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>16707 Coronado Road, 100</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777823</td>\n",
       "      <td>907-696-6055</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.57</td>\n",
       "      <td>61.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11990</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72772-78880</td>\n",
       "      <td>Fred Meyer-Eagle River #668</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>13401 Old Glenn Hwy</td>\n",
       "      <td>Eagle River</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>995777565</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-149.55</td>\n",
       "      <td>61.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11991</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79719-100712</td>\n",
       "      <td>Safeway - Fairbanks #2754</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3627 Airport Way (405R)</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997094779</td>\n",
       "      <td>907-374-4000</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.81</td>\n",
       "      <td>64.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11992</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74452-94707</td>\n",
       "      <td>Safeway-Fairbanks #3410</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>30 College Rd</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997011706</td>\n",
       "      <td>907-374-4100</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.70</td>\n",
       "      <td>64.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11993</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>72709-33079</td>\n",
       "      <td>Fred Meyer-Fairbanks #485</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3755 Airport Way</td>\n",
       "      <td>Fairbanks</td>\n",
       "      <td>AK</td>\n",
       "      <td>US</td>\n",
       "      <td>997094610</td>\n",
       "      <td>907-474-1403</td>\n",
       "      <td>GMT-09:00 America/Anchorage</td>\n",
       "      <td>-147.82</td>\n",
       "      <td>64.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25542</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>13680-107883</td>\n",
       "      <td>Oakvale Road, Princeton</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1000 Oakvale Rd</td>\n",
       "      <td>Princeton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>247403918</td>\n",
       "      <td>304-431-2559</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.05</td>\n",
       "      <td>37.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25543</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75719-95574</td>\n",
       "      <td>Bluestone Travel Plaza</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>Milepost 18 I-77</td>\n",
       "      <td>Princeton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>24740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.07</td>\n",
       "      <td>37.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25544</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75701-94747</td>\n",
       "      <td>Snowshoe Resort @ Snowshoe</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1 Snowshoe Dr</td>\n",
       "      <td>Snowshoe</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>26209</td>\n",
       "      <td>304-572-5610</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.00</td>\n",
       "      <td>38.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25545</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>75203-92320</td>\n",
       "      <td>HJ Thomas Memorial Hospital</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>4605 MacCorkle Ave SW</td>\n",
       "      <td>South Charleston</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>253091311</td>\n",
       "      <td>304-766-3678</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-81.73</td>\n",
       "      <td>38.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25546</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>76678-104494</td>\n",
       "      <td>Target Wheeling/Valley Grove T-22</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>300 Cabela Dr</td>\n",
       "      <td>Valley Grove</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>26060</td>\n",
       "      <td>304-547-2980</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.60</td>\n",
       "      <td>40.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25547</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>15953-102925</td>\n",
       "      <td>Kroger - Weirton #803</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>100 St. Thomas Dr</td>\n",
       "      <td>Weirton</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>260623831</td>\n",
       "      <td>304-723-5165</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.55</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25548</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79209-93057</td>\n",
       "      <td>Kroger-Wheeling #562</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>200 Mount Dechantel Rd</td>\n",
       "      <td>Wheeling</td>\n",
       "      <td>WV</td>\n",
       "      <td>US</td>\n",
       "      <td>260036563</td>\n",
       "      <td>304-233-5480</td>\n",
       "      <td>GMT-05:00 America/New_York</td>\n",
       "      <td>-80.70</td>\n",
       "      <td>40.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25549</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>21239-210245</td>\n",
       "      <td>W E St. &amp; N. Center St - Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>560 N Center Street</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82601</td>\n",
       "      <td>3072654476</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.33</td>\n",
       "      <td>42.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25550</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>9619-97642</td>\n",
       "      <td>Eastridge Mall- Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>4585 East 2nd St.</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826094317</td>\n",
       "      <td>307-234-9470</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.26</td>\n",
       "      <td>42.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25551</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>79668-108627</td>\n",
       "      <td>Ridley's Casper #1132</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>300 E Wyoming Blvd</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826094201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.27</td>\n",
       "      <td>42.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25552</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11862-103659</td>\n",
       "      <td>Cy Ave &amp; SW Wyoming Blvd - Casper</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>4003 Cy Ave</td>\n",
       "      <td>Casper</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>826044238</td>\n",
       "      <td>307-234-6550</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.37</td>\n",
       "      <td>42.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25553</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>28265-237406</td>\n",
       "      <td>King Soopers-Cheyenne #79</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3702 Dell Range Blvd</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82009</td>\n",
       "      <td>307-638-0014</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.76</td>\n",
       "      <td>41.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25554</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74427-94041</td>\n",
       "      <td>Safeway-Cheyenne #2667</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>700 S Greeley Hwy</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820072848</td>\n",
       "      <td>307-635-7877</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.80</td>\n",
       "      <td>41.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25555</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73370-24376</td>\n",
       "      <td>Albertsons - Cheyenne #0065</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3355 E. Pershing Blvd.</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820015764</td>\n",
       "      <td>307-635-1151</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.77</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25556</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73277-27188</td>\n",
       "      <td>Albertsons - Cheyenne #0066</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>5800 Yellowstone Rd.</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820094131</td>\n",
       "      <td>307-637-8171</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.83</td>\n",
       "      <td>41.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25557</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>29314-251304</td>\n",
       "      <td>Yellowstone and Storey - Cheyenne</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>5930Yellowstone Rd</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82009</td>\n",
       "      <td>3073317443</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.83</td>\n",
       "      <td>41.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25558</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11082-102939</td>\n",
       "      <td>21st &amp; Central Avenue-Cheyenne, WY</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2111 Central Ave, Dell Range Marketplace</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820013744</td>\n",
       "      <td>307-632-2430</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.82</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25559</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>6515-63127</td>\n",
       "      <td>Dell Range Marketplace</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>3610 Dell Range Boulevard, Unit A6</td>\n",
       "      <td>Cheyenne</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820095448</td>\n",
       "      <td>307-634-3433</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-104.77</td>\n",
       "      <td>41.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25560</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>17716-126790</td>\n",
       "      <td>Albertsons-Cody #2061</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1825 17th St</td>\n",
       "      <td>Cody</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>824144701</td>\n",
       "      <td>307-527-7007</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-109.05</td>\n",
       "      <td>44.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25561</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73334-24378</td>\n",
       "      <td>Albertsons - Gillette #0067</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>2610 S. Douglas Hwy.</td>\n",
       "      <td>Gillette</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>827186468</td>\n",
       "      <td>307-686-7352</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.49</td>\n",
       "      <td>44.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25562</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>11320-103719</td>\n",
       "      <td>I-90 &amp; S Douglas Hwy - Gillette</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>1215 S Douglas Hwy</td>\n",
       "      <td>Gillette</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>827164981</td>\n",
       "      <td>307-682-3751</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.49</td>\n",
       "      <td>44.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25563</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>19240-195904</td>\n",
       "      <td>Jackson, WY</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>10 East Broadway</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>83001</td>\n",
       "      <td>3077344471</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.76</td>\n",
       "      <td>43.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25564</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>16502-171825</td>\n",
       "      <td>Albertsons-Jackson Hole #183</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>105 Buffalo Way</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>830014806</td>\n",
       "      <td>307-733-5950</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.79</td>\n",
       "      <td>43.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25565</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>18274-101208</td>\n",
       "      <td>Smith's - Jackson Hole #184</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>South Hwy 89 High School Rd</td>\n",
       "      <td>Jackson Hole</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>83001</td>\n",
       "      <td>307-733-8908</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-110.75</td>\n",
       "      <td>43.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25566</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22353-220004</td>\n",
       "      <td>Safeway - Lander 2761</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>1165 Main St.</td>\n",
       "      <td>Lander</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82520</td>\n",
       "      <td>307-332-3636</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-108.75</td>\n",
       "      <td>42.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25567</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>74385-87621</td>\n",
       "      <td>Safeway-Laramie #2466</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>554 N 3rd St</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820723012</td>\n",
       "      <td>307-721-5107</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.59</td>\n",
       "      <td>41.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25568</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>73320-24375</td>\n",
       "      <td>Ridley's - Laramie #1131</td>\n",
       "      <td>Licensed</td>\n",
       "      <td>3112 E. Grand</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>820705141</td>\n",
       "      <td>307-742-8146</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.56</td>\n",
       "      <td>41.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25569</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22425-219024</td>\n",
       "      <td>Laramie - Grand &amp; 30th</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>3021 Grand Ave</td>\n",
       "      <td>Laramie</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>82070</td>\n",
       "      <td>307-742-3262</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-105.56</td>\n",
       "      <td>41.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25570</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10849-103163</td>\n",
       "      <td>I-80 &amp; Dewar Dr-Rock Springs</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>118 Westland Way</td>\n",
       "      <td>Rock Springs</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>829015751</td>\n",
       "      <td>307-362-7145</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-109.25</td>\n",
       "      <td>41.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25571</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>10769-102454</td>\n",
       "      <td>Coffeen &amp; Brundage Lane-Sheridan</td>\n",
       "      <td>Company Owned</td>\n",
       "      <td>2208 Coffeen Ave</td>\n",
       "      <td>Sheridian</td>\n",
       "      <td>WY</td>\n",
       "      <td>US</td>\n",
       "      <td>828016213</td>\n",
       "      <td>307-672-5129</td>\n",
       "      <td>GMT-07:00 America/Denver</td>\n",
       "      <td>-106.94</td>\n",
       "      <td>44.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13517 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Brand  Store Number                           Store Name  \\\n",
       "11964  Starbucks   3513-125945              Safeway-Anchorage #1809   \n",
       "11965  Starbucks   74352-84449              Safeway-Anchorage #2628   \n",
       "11966  Starbucks  12449-152385            Safeway - Anchorage #1813   \n",
       "11967  Starbucks  24936-233524             100th & C St - Anchorage   \n",
       "11968  Starbucks    8973-85630                 Old Seward & Diamond   \n",
       "11969  Starbucks   72788-84447           Fred Meyer - Anchorage #11   \n",
       "11970  Starbucks  79549-106150             Safeway - Anchorage #520   \n",
       "11971  Starbucks  75988-107245          ANC Main Terminal Ticketing   \n",
       "11972  Starbucks   11426-99254                Tudor Rd and C Street   \n",
       "11973  Starbucks  20349-108249        Fred Meyer-Anchorage East #18   \n",
       "11974  Starbucks   74266-52019              Safeway-Anchorage #1817   \n",
       "11975  Starbucks   72727-61659          Fred Meyer - Anchorage #656   \n",
       "11976  Starbucks  76943-129964           Target Anchorage NE T-2371   \n",
       "11977  Starbucks   72784-33081  Fred Meyer - Anchorage (Dimond) #71   \n",
       "11978  Starbucks    9622-85633         Tudor & Lake Otis- Anchorage   \n",
       "11979  Starbucks  75323-100264                        Elmendorf AFB   \n",
       "11980  Starbucks   79664-81037              Safeway-Anchorage #1812   \n",
       "11981    Teavana  28191-249962     Teavana - Anchorage Fifth Avenue   \n",
       "11982  Starbucks   3774-145044        Target Anchorage South T-2372   \n",
       "11983  Starbucks  28028-249124                  ANC - Baggage Claim   \n",
       "11984  Starbucks   75697-94324    ANC Anchorage S Dom, Term, Conc C   \n",
       "11985  Starbucks   74430-51979                Carrs-Anchorage #1805   \n",
       "11986  Starbucks  17941-159568         Tikahtnu Commons - Anchorage   \n",
       "11987  Starbucks  19819-178265            5th Avenue Mall - Level 2   \n",
       "11988  Starbucks   74265-64199            Safeway-Eagle River #1807   \n",
       "11989  Starbucks   10126-97747                          Eagle River   \n",
       "11990  Starbucks   72772-78880          Fred Meyer-Eagle River #668   \n",
       "11991  Starbucks  79719-100712            Safeway - Fairbanks #2754   \n",
       "11992  Starbucks   74452-94707              Safeway-Fairbanks #3410   \n",
       "11993  Starbucks   72709-33079            Fred Meyer-Fairbanks #485   \n",
       "...          ...           ...                                  ...   \n",
       "25542  Starbucks  13680-107883              Oakvale Road, Princeton   \n",
       "25543  Starbucks   75719-95574               Bluestone Travel Plaza   \n",
       "25544  Starbucks   75701-94747           Snowshoe Resort @ Snowshoe   \n",
       "25545  Starbucks   75203-92320          HJ Thomas Memorial Hospital   \n",
       "25546  Starbucks  76678-104494    Target Wheeling/Valley Grove T-22   \n",
       "25547  Starbucks  15953-102925                Kroger - Weirton #803   \n",
       "25548  Starbucks   79209-93057                 Kroger-Wheeling #562   \n",
       "25549  Starbucks  21239-210245      W E St. & N. Center St - Casper   \n",
       "25550  Starbucks    9619-97642               Eastridge Mall- Casper   \n",
       "25551  Starbucks  79668-108627                Ridley's Casper #1132   \n",
       "25552  Starbucks  11862-103659    Cy Ave & SW Wyoming Blvd - Casper   \n",
       "25553  Starbucks  28265-237406            King Soopers-Cheyenne #79   \n",
       "25554  Starbucks   74427-94041               Safeway-Cheyenne #2667   \n",
       "25555  Starbucks   73370-24376          Albertsons - Cheyenne #0065   \n",
       "25556  Starbucks   73277-27188          Albertsons - Cheyenne #0066   \n",
       "25557  Starbucks  29314-251304    Yellowstone and Storey - Cheyenne   \n",
       "25558  Starbucks  11082-102939   21st & Central Avenue-Cheyenne, WY   \n",
       "25559  Starbucks    6515-63127               Dell Range Marketplace   \n",
       "25560  Starbucks  17716-126790                Albertsons-Cody #2061   \n",
       "25561  Starbucks   73334-24378          Albertsons - Gillette #0067   \n",
       "25562  Starbucks  11320-103719      I-90 & S Douglas Hwy - Gillette   \n",
       "25563  Starbucks  19240-195904                          Jackson, WY   \n",
       "25564  Starbucks  16502-171825         Albertsons-Jackson Hole #183   \n",
       "25565  Starbucks  18274-101208          Smith's - Jackson Hole #184   \n",
       "25566  Starbucks  22353-220004                Safeway - Lander 2761   \n",
       "25567  Starbucks   74385-87621                Safeway-Laramie #2466   \n",
       "25568  Starbucks   73320-24375             Ridley's - Laramie #1131   \n",
       "25569  Starbucks  22425-219024               Laramie - Grand & 30th   \n",
       "25570  Starbucks  10849-103163         I-80 & Dewar Dr-Rock Springs   \n",
       "25571  Starbucks  10769-102454     Coffeen & Brundage Lane-Sheridan   \n",
       "\n",
       "      Ownership Type                                     Street Address  \\\n",
       "11964       Licensed                               5600 Debarr Rd Ste 9   \n",
       "11965       Licensed                                     1725 Abbott Rd   \n",
       "11966       Licensed                                    1501 Huffman Rd   \n",
       "11967  Company Owned  320 W. 100th Ave, 100, Southgate Shopping Ctr ...   \n",
       "11968  Company Owned                                 1005 E Dimond Blvd   \n",
       "11969       Licensed                        1000 E Northern Lights Blvd   \n",
       "11970       Licensed                                 3101 PENLAND PKWY.   \n",
       "11971       Licensed            HMSHost, 500 West International Airport   \n",
       "11972  Company Owned                                 110 W. Tudor Rd, E   \n",
       "11973       Licensed                                   7701 Debarr Road   \n",
       "11974       Licensed                        7731 E Northern Lights Blvd   \n",
       "11975       Licensed                                   2300 Abbott Road   \n",
       "11976       Licensed                         1200 N Muldoon Rd, Suite F   \n",
       "11977       Licensed                                 2000 W Dimond Blvd   \n",
       "11978  Company Owned                      2421 East Tudor Road, Suite 8   \n",
       "11979       Licensed                          Bldg 5800 Westover Avenue   \n",
       "11980       Licensed         4000 W Dimond Blvd, Anchorage Fifth Avenue   \n",
       "11981  Company Owned                         320 West 5th Avenue, #D50A   \n",
       "11982       Licensed                            150 W 100th Ave Suite A   \n",
       "11983       Licensed                         5000 West International Rd   \n",
       "11984       Licensed                             5000 W Intl Airport Rd   \n",
       "11985       Licensed                        1650 W Northern Lights Blvd   \n",
       "11986  Company Owned  1142 N. Muldoon Road, 110, Anchorage 5th Ave Mall   \n",
       "11987  Company Owned                           320 West 5th Avenue, 224   \n",
       "11988       Licensed                                11409 Business Blvd   \n",
       "11989  Company Owned                           16707 Coronado Road, 100   \n",
       "11990       Licensed                                13401 Old Glenn Hwy   \n",
       "11991       Licensed                            3627 Airport Way (405R)   \n",
       "11992       Licensed                                      30 College Rd   \n",
       "11993       Licensed                                   3755 Airport Way   \n",
       "...              ...                                                ...   \n",
       "25542  Company Owned                                    1000 Oakvale Rd   \n",
       "25543       Licensed                                   Milepost 18 I-77   \n",
       "25544       Licensed                                      1 Snowshoe Dr   \n",
       "25545       Licensed                              4605 MacCorkle Ave SW   \n",
       "25546       Licensed                                      300 Cabela Dr   \n",
       "25547       Licensed                                  100 St. Thomas Dr   \n",
       "25548       Licensed                             200 Mount Dechantel Rd   \n",
       "25549  Company Owned                                560 N Center Street   \n",
       "25550  Company Owned                                  4585 East 2nd St.   \n",
       "25551       Licensed                                 300 E Wyoming Blvd   \n",
       "25552  Company Owned                                        4003 Cy Ave   \n",
       "25553       Licensed                               3702 Dell Range Blvd   \n",
       "25554       Licensed                                  700 S Greeley Hwy   \n",
       "25555       Licensed                             3355 E. Pershing Blvd.   \n",
       "25556       Licensed                               5800 Yellowstone Rd.   \n",
       "25557  Company Owned                                 5930Yellowstone Rd   \n",
       "25558  Company Owned           2111 Central Ave, Dell Range Marketplace   \n",
       "25559  Company Owned                 3610 Dell Range Boulevard, Unit A6   \n",
       "25560       Licensed                                       1825 17th St   \n",
       "25561       Licensed                               2610 S. Douglas Hwy.   \n",
       "25562  Company Owned                                 1215 S Douglas Hwy   \n",
       "25563  Company Owned                                   10 East Broadway   \n",
       "25564       Licensed                                    105 Buffalo Way   \n",
       "25565       Licensed                        South Hwy 89 High School Rd   \n",
       "25566       Licensed                                      1165 Main St.   \n",
       "25567       Licensed                                       554 N 3rd St   \n",
       "25568       Licensed                                      3112 E. Grand   \n",
       "25569  Company Owned                                     3021 Grand Ave   \n",
       "25570  Company Owned                                   118 Westland Way   \n",
       "25571  Company Owned                                   2208 Coffeen Ave   \n",
       "\n",
       "                   City State/Province Country   Postcode    Phone Number  \\\n",
       "11964         Anchorage             AK      US  995042300    907-339-0900   \n",
       "11965         Anchorage             AK      US  995073444    907-339-2800   \n",
       "11966         Anchorage             AK      US  995153596    907-339-1300   \n",
       "11967         Anchorage             AK      US      99515  (907) 227-9631   \n",
       "11968         Anchorage             AK      US  995152050    907-344-4160   \n",
       "11969         Anchorage             AK      US  995084218    907-264-9600   \n",
       "11970         Anchorage             AK      US  995081928    907-339-5200   \n",
       "11971         Anchorage             AK      US      99502             NaN   \n",
       "11972         Anchorage             AK      US  995037247    907-561-3141   \n",
       "11973         Anchorage             AK      US      99504    907-269-1700   \n",
       "11974         Anchorage             AK      US  995043554    907-331-1700   \n",
       "11975         Anchorage             AK      US  995074456    907-365-2000   \n",
       "11976         Anchorage             AK      US  995046105             NaN   \n",
       "11977         Anchorage             AK      US  995151453    907-267-6700   \n",
       "11978         Anchorage             AK      US  995071128    907-561-1644   \n",
       "11979         Anchorage             AK      US      99506    907-753-4420   \n",
       "11980         Anchorage             AK      US  995021401             NaN   \n",
       "11981         Anchorage             AK      US      99501    907-274-2022   \n",
       "11982         Anchorage             AK      US  995152673    907-267-7500   \n",
       "11983         Anchorage             AK      US      99502    907-248-1801   \n",
       "11984         Anchorage             AK      US  995021023             NaN   \n",
       "11985         Anchorage             AK      US  995173340    907-339-0500   \n",
       "11986         Anchorage             AK      US      99504    907-338-1035   \n",
       "11987         Anchorage             AK      US      99501      9072782251   \n",
       "11988       Eagle River             AK      US  995777722    907-696-6400   \n",
       "11989       Eagle River             AK      US  995777823    907-696-6055   \n",
       "11990       Eagle River             AK      US  995777565             NaN   \n",
       "11991         Fairbanks             AK      US  997094779    907-374-4000   \n",
       "11992         Fairbanks             AK      US  997011706    907-374-4100   \n",
       "11993         Fairbanks             AK      US  997094610    907-474-1403   \n",
       "...                 ...            ...     ...        ...             ...   \n",
       "25542         Princeton             WV      US  247403918    304-431-2559   \n",
       "25543         Princeton             WV      US      24740             NaN   \n",
       "25544          Snowshoe             WV      US      26209    304-572-5610   \n",
       "25545  South Charleston             WV      US  253091311    304-766-3678   \n",
       "25546      Valley Grove             WV      US      26060    304-547-2980   \n",
       "25547           Weirton             WV      US  260623831    304-723-5165   \n",
       "25548          Wheeling             WV      US  260036563    304-233-5480   \n",
       "25549            Casper             WY      US      82601      3072654476   \n",
       "25550            Casper             WY      US  826094317    307-234-9470   \n",
       "25551            Casper             WY      US  826094201             NaN   \n",
       "25552            Casper             WY      US  826044238    307-234-6550   \n",
       "25553          Cheyenne             WY      US      82009    307-638-0014   \n",
       "25554          Cheyenne             WY      US  820072848    307-635-7877   \n",
       "25555          Cheyenne             WY      US  820015764    307-635-1151   \n",
       "25556          Cheyenne             WY      US  820094131    307-637-8171   \n",
       "25557          Cheyenne             WY      US      82009      3073317443   \n",
       "25558          Cheyenne             WY      US  820013744    307-632-2430   \n",
       "25559          Cheyenne             WY      US  820095448    307-634-3433   \n",
       "25560              Cody             WY      US  824144701    307-527-7007   \n",
       "25561          Gillette             WY      US  827186468    307-686-7352   \n",
       "25562          Gillette             WY      US  827164981    307-682-3751   \n",
       "25563           Jackson             WY      US      83001      3077344471   \n",
       "25564           Jackson             WY      US  830014806    307-733-5950   \n",
       "25565      Jackson Hole             WY      US      83001    307-733-8908   \n",
       "25566            Lander             WY      US      82520    307-332-3636   \n",
       "25567           Laramie             WY      US  820723012    307-721-5107   \n",
       "25568           Laramie             WY      US  820705141    307-742-8146   \n",
       "25569           Laramie             WY      US      82070    307-742-3262   \n",
       "25570      Rock Springs             WY      US  829015751    307-362-7145   \n",
       "25571         Sheridian             WY      US  828016213    307-672-5129   \n",
       "\n",
       "                          Timezone  Longitude  Latitude  \n",
       "11964  GMT-09:00 America/Anchorage    -149.78     61.21  \n",
       "11965  GMT-09:00 America/Anchorage    -149.84     61.14  \n",
       "11966  GMT-09:00 America/Anchorage    -149.85     61.11  \n",
       "11967  GMT-09:00 America/Anchorage    -149.89     61.13  \n",
       "11968  GMT-09:00 America/Anchorage    -149.86     61.14  \n",
       "11969  GMT-09:00 America/Anchorage    -149.87     61.19  \n",
       "11970  GMT-09:00 America/Anchorage    -149.82     61.22  \n",
       "11971  GMT-09:00 America/Anchorage    -149.98     61.18  \n",
       "11972  GMT-09:00 America/Anchorage    -149.88     61.18  \n",
       "11973  GMT-09:00 America/Anchorage    -149.74     61.21  \n",
       "11974  GMT-09:00 America/Anchorage    -149.74     61.20  \n",
       "11975  GMT-09:00 America/Anchorage    -149.84     61.14  \n",
       "11976  GMT-09:00 America/Anchorage    -149.74     61.23  \n",
       "11977  GMT-09:00 America/Anchorage    -149.92     61.14  \n",
       "11978  GMT-09:00 America/Anchorage    -149.84     61.18  \n",
       "11979  GMT-09:00 America/Anchorage    -149.75     61.23  \n",
       "11980  GMT-09:00 America/Anchorage    -149.96     61.14  \n",
       "11981  GMT-09:00 America/Anchorage    -149.89     61.22  \n",
       "11982  GMT-09:00 America/Anchorage    -149.88     61.13  \n",
       "11983  GMT-09:00 America/Anchorage    -149.95     61.15  \n",
       "11984  GMT-09:00 America/Anchorage    -149.98     61.17  \n",
       "11985  GMT-09:00 America/Anchorage    -149.92     61.19  \n",
       "11986  GMT-09:00 America/Anchorage    -149.74     61.23  \n",
       "11987  GMT-09:00 America/Anchorage    -149.89     61.22  \n",
       "11988  GMT-09:00 America/Anchorage    -149.57     61.32  \n",
       "11989  GMT-09:00 America/Anchorage    -149.57     61.33  \n",
       "11990  GMT-09:00 America/Anchorage    -149.55     61.35  \n",
       "11991  GMT-09:00 America/Anchorage    -147.81     64.84  \n",
       "11992  GMT-09:00 America/Anchorage    -147.70     64.85  \n",
       "11993  GMT-09:00 America/Anchorage    -147.82     64.84  \n",
       "...                            ...        ...       ...  \n",
       "25542   GMT-05:00 America/New_York     -81.05     37.36  \n",
       "25543   GMT-05:00 America/New_York     -81.07     37.47  \n",
       "25544   GMT-05:00 America/New_York     -80.00     38.40  \n",
       "25545   GMT-05:00 America/New_York     -81.73     38.36  \n",
       "25546   GMT-05:00 America/New_York     -80.60     40.06  \n",
       "25547   GMT-05:00 America/New_York     -80.55     40.40  \n",
       "25548   GMT-05:00 America/New_York     -80.70     40.07  \n",
       "25549     GMT-07:00 America/Denver    -106.33     42.86  \n",
       "25550     GMT-07:00 America/Denver    -106.26     42.85  \n",
       "25551     GMT-07:00 America/Denver    -106.27     42.85  \n",
       "25552     GMT-07:00 America/Denver    -106.37     42.82  \n",
       "25553     GMT-07:00 America/Denver    -104.76     41.16  \n",
       "25554     GMT-07:00 America/Denver    -104.80     41.11  \n",
       "25555     GMT-07:00 America/Denver    -104.77     41.14  \n",
       "25556     GMT-07:00 America/Denver    -104.83     41.17  \n",
       "25557     GMT-07:00 America/Denver    -104.83     41.17  \n",
       "25558     GMT-07:00 America/Denver    -104.82     41.14  \n",
       "25559     GMT-07:00 America/Denver    -104.77     41.16  \n",
       "25560     GMT-07:00 America/Denver    -109.05     44.52  \n",
       "25561     GMT-07:00 America/Denver    -105.49     44.27  \n",
       "25562     GMT-07:00 America/Denver    -105.49     44.28  \n",
       "25563     GMT-07:00 America/Denver    -110.76     43.48  \n",
       "25564     GMT-07:00 America/Denver    -110.79     43.47  \n",
       "25565     GMT-07:00 America/Denver    -110.75     43.48  \n",
       "25566     GMT-07:00 America/Denver    -108.75     42.84  \n",
       "25567     GMT-07:00 America/Denver    -105.59     41.32  \n",
       "25568     GMT-07:00 America/Denver    -105.56     41.31  \n",
       "25569     GMT-07:00 America/Denver    -105.56     41.31  \n",
       "25570     GMT-07:00 America/Denver    -109.25     41.58  \n",
       "25571     GMT-07:00 America/Denver    -106.94     44.77  \n",
       "\n",
       "[13517 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "starbucksUS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mydict={'Alabama':'AL','Alaska': 'AK',\n",
    "'Arizona' : 'AZ',\n",
    "'Arkansas' : 'AR',\n",
    "'California' : 'CA',\n",
    "'Colorado' : 'CO',\n",
    "'Connecticut' : 'CT',\n",
    "'Delaware' : 'DE',\n",
    "'Florida' : 'FL',\n",
    "'Georgia' : 'GA',\n",
    "'Hawaii' : 'HI',\n",
    "'Idaho' : 'ID',\n",
    "'Illinois' : 'IL',\n",
    "'Indiana' : 'IN',\n",
    "'Iowa' : 'IA',\n",
    "'Kansas' : 'KS',\n",
    "'Kentucky' : 'KY',\n",
    "'Louisiana' : 'LA',\n",
    "'Maine' : 'ME',\n",
    "'Maryland' : 'MD',\n",
    "'Massachusetts' : 'MA',\n",
    "'Michigan' : 'MI',\n",
    "'Minnesota' : 'MN',\n",
    "'Mississippi' : 'MS',\n",
    "'Missouri' : 'MO',\n",
    "'Montana' : 'MT',\n",
    "'Nebraska' : 'NE',\n",
    "'Nevada' : 'NV',\n",
    "'New Hampshire' : 'NH',\n",
    "'New Jersey' : 'NJ',\n",
    "'New Mexico' : 'NM',\n",
    "'New York' : 'NY',\n",
    "'North Carolina': 'NC',\n",
    "'North Dakota' : 'ND',\n",
    "'Ohio' : 'OH',\n",
    "'Oklahoma' : 'OK',\n",
    "'Oregon' : 'OR',\n",
    "'Pennsylvania' : 'PA',\n",
    "'Rhode Island' : 'RI',\n",
    "'South Carolina' : 'SC',\n",
    "'South Dakota' : 'SD',\n",
    "'Tennessee' : 'TN',\n",
    "'Texas' : 'TX',\n",
    "'Utah' : 'UT',\n",
    "'Vermont' : 'VT',\n",
    "'Virginia' : 'VA',\n",
    "'Washington' : 'WA',\n",
    "'West Virginia' : 'WV',\n",
    "'Wisconsin' : 'WI',\n",
    "'Wyoming' : 'WY'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "poly['name']=poly.name.map(mydict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "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>name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AL</td>\n",
       "      <td>POLYGON ((-87.35930 35.00118, -88.20274 34.995...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-109.04250 37.00026, -110.49937 37.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AR</td>\n",
       "      <td>POLYGON ((-94.47384 36.50186, -94.61624 36.501...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CA</td>\n",
       "      <td>POLYGON ((-123.23326 42.00619, -124.21363 42.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CO</td>\n",
       "      <td>POLYGON ((-107.91973 41.00391, -109.04798 40.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CT</td>\n",
       "      <td>POLYGON ((-73.05353 42.03905, -73.48621 42.050...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DE</td>\n",
       "      <td>POLYGON ((-75.41409 39.80446, -75.61674 39.831...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FL</td>\n",
       "      <td>POLYGON ((-85.49714 30.99754, -87.60028 30.997...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GA</td>\n",
       "      <td>POLYGON ((-83.10919 35.00118, -83.61855 34.984...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ID</td>\n",
       "      <td>POLYGON ((-116.04751 49.00024, -117.03336 49.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IL</td>\n",
       "      <td>POLYGON ((-90.63998 42.51006, -90.42091 42.329...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IN</td>\n",
       "      <td>POLYGON ((-85.99006 41.75972, -86.82256 41.759...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IA</td>\n",
       "      <td>POLYGON ((-91.36842 43.50139, -96.45102 43.501...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>KS</td>\n",
       "      <td>POLYGON ((-101.90605 40.00163, -102.05393 40.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>KY</td>\n",
       "      <td>POLYGON ((-83.90335 38.76931, -84.21553 38.807...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>LA</td>\n",
       "      <td>POLYGON ((-93.60849 33.01853, -94.04116 33.018...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ME</td>\n",
       "      <td>POLYGON ((-70.70392 43.05776, -70.55604 43.320...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MD</td>\n",
       "      <td>MULTIPOLYGON (((-75.99465 37.95325, -76.04394 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MA</td>\n",
       "      <td>POLYGON ((-70.91752 42.88797, -71.18589 42.789...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MI</td>\n",
       "      <td>MULTIPOLYGON (((-83.45424 41.73234, -83.43781 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MN</td>\n",
       "      <td>POLYGON ((-92.01470 46.70540, -92.09137 46.787...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>MS</td>\n",
       "      <td>POLYGON ((-88.47111 34.99570, -90.31137 34.995...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>MO</td>\n",
       "      <td>POLYGON ((-91.83396 40.60957, -93.25796 40.582...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MT</td>\n",
       "      <td>POLYGON ((-104.04753 49.00024, -109.45327 49.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NE</td>\n",
       "      <td>POLYGON ((-103.32458 43.00299, -104.05301 43.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NV</td>\n",
       "      <td>POLYGON ((-117.02788 42.00071, -118.69835 41.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NH</td>\n",
       "      <td>POLYGON ((-71.08183 45.30330, -71.13112 45.243...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NJ</td>\n",
       "      <td>POLYGON ((-74.23655 41.14083, -74.69661 41.359...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NM</td>\n",
       "      <td>POLYGON ((-107.42133 37.00026, -109.04250 37.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NY</td>\n",
       "      <td>POLYGON ((-73.34381 45.01303, -74.14892 44.991...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NC</td>\n",
       "      <td>POLYGON ((-80.97866 36.56211, -81.67971 36.589...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>ND</td>\n",
       "      <td>POLYGON ((-97.22874 49.00024, -104.04753 49.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>OH</td>\n",
       "      <td>POLYGON ((-80.51860 41.97880, -80.51860 41.978...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>OK</td>\n",
       "      <td>POLYGON ((-100.08771 37.00026, -102.04297 36.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>OR</td>\n",
       "      <td>POLYGON ((-123.21135 46.17414, -123.37018 46.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>PA</td>\n",
       "      <td>POLYGON ((-79.76278 42.25265, -79.76278 42.269...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>RI</td>\n",
       "      <td>MULTIPOLYGON (((-71.19684 41.67757, -71.31734 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SC</td>\n",
       "      <td>POLYGON ((-82.76414 35.06690, -83.10919 35.001...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>SD</td>\n",
       "      <td>POLYGON ((-104.04753 45.94411, -104.04206 44.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TN</td>\n",
       "      <td>POLYGON ((-88.05487 36.49638, -89.29813 36.507...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>TX</td>\n",
       "      <td>POLYGON ((-101.81294 36.50186, -103.00144 36.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>UT</td>\n",
       "      <td>POLYGON ((-112.16436 41.99523, -114.04295 41.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>VT</td>\n",
       "      <td>POLYGON ((-71.50355 45.01303, -72.30866 45.002...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>VA</td>\n",
       "      <td>MULTIPOLYGON (((-75.39766 38.01350, -75.67151 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>WA</td>\n",
       "      <td>MULTIPOLYGON (((-117.03336 49.00024, -122.7567...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>WV</td>\n",
       "      <td>POLYGON ((-80.51860 40.63695, -80.66648 40.582...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>WI</td>\n",
       "      <td>POLYGON ((-90.41543 46.56848, -90.55783 46.584...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>WY</td>\n",
       "      <td>POLYGON ((-109.08084 45.00207, -111.05254 45.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>AK</td>\n",
       "      <td>POLYGON ((-106.62231 30.05008, -106.80908 30.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>HI</td>\n",
       "      <td>POLYGON ((-114.45557 27.33274, -114.51050 27.3...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   name                                           geometry\n",
       "0    AL  POLYGON ((-87.35930 35.00118, -88.20274 34.995...\n",
       "1    AZ  POLYGON ((-109.04250 37.00026, -110.49937 37.0...\n",
       "2    AR  POLYGON ((-94.47384 36.50186, -94.61624 36.501...\n",
       "3    CA  POLYGON ((-123.23326 42.00619, -124.21363 42.0...\n",
       "4    CO  POLYGON ((-107.91973 41.00391, -109.04798 40.9...\n",
       "5    CT  POLYGON ((-73.05353 42.03905, -73.48621 42.050...\n",
       "6    DE  POLYGON ((-75.41409 39.80446, -75.61674 39.831...\n",
       "8    FL  POLYGON ((-85.49714 30.99754, -87.60028 30.997...\n",
       "9    GA  POLYGON ((-83.10919 35.00118, -83.61855 34.984...\n",
       "10   ID  POLYGON ((-116.04751 49.00024, -117.03336 49.0...\n",
       "11   IL  POLYGON ((-90.63998 42.51006, -90.42091 42.329...\n",
       "12   IN  POLYGON ((-85.99006 41.75972, -86.82256 41.759...\n",
       "13   IA  POLYGON ((-91.36842 43.50139, -96.45102 43.501...\n",
       "14   KS  POLYGON ((-101.90605 40.00163, -102.05393 40.0...\n",
       "15   KY  POLYGON ((-83.90335 38.76931, -84.21553 38.807...\n",
       "16   LA  POLYGON ((-93.60849 33.01853, -94.04116 33.018...\n",
       "17   ME  POLYGON ((-70.70392 43.05776, -70.55604 43.320...\n",
       "18   MD  MULTIPOLYGON (((-75.99465 37.95325, -76.04394 ...\n",
       "19   MA  POLYGON ((-70.91752 42.88797, -71.18589 42.789...\n",
       "20   MI  MULTIPOLYGON (((-83.45424 41.73234, -83.43781 ...\n",
       "21   MN  POLYGON ((-92.01470 46.70540, -92.09137 46.787...\n",
       "22   MS  POLYGON ((-88.47111 34.99570, -90.31137 34.995...\n",
       "23   MO  POLYGON ((-91.83396 40.60957, -93.25796 40.582...\n",
       "24   MT  POLYGON ((-104.04753 49.00024, -109.45327 49.0...\n",
       "25   NE  POLYGON ((-103.32458 43.00299, -104.05301 43.0...\n",
       "26   NV  POLYGON ((-117.02788 42.00071, -118.69835 41.9...\n",
       "27   NH  POLYGON ((-71.08183 45.30330, -71.13112 45.243...\n",
       "28   NJ  POLYGON ((-74.23655 41.14083, -74.69661 41.359...\n",
       "29   NM  POLYGON ((-107.42133 37.00026, -109.04250 37.0...\n",
       "30   NY  POLYGON ((-73.34381 45.01303, -74.14892 44.991...\n",
       "31   NC  POLYGON ((-80.97866 36.56211, -81.67971 36.589...\n",
       "32   ND  POLYGON ((-97.22874 49.00024, -104.04753 49.00...\n",
       "33   OH  POLYGON ((-80.51860 41.97880, -80.51860 41.978...\n",
       "34   OK  POLYGON ((-100.08771 37.00026, -102.04297 36.9...\n",
       "35   OR  POLYGON ((-123.21135 46.17414, -123.37018 46.1...\n",
       "36   PA  POLYGON ((-79.76278 42.25265, -79.76278 42.269...\n",
       "37   RI  MULTIPOLYGON (((-71.19684 41.67757, -71.31734 ...\n",
       "38   SC  POLYGON ((-82.76414 35.06690, -83.10919 35.001...\n",
       "39   SD  POLYGON ((-104.04753 45.94411, -104.04206 44.9...\n",
       "40   TN  POLYGON ((-88.05487 36.49638, -89.29813 36.507...\n",
       "41   TX  POLYGON ((-101.81294 36.50186, -103.00144 36.5...\n",
       "42   UT  POLYGON ((-112.16436 41.99523, -114.04295 41.9...\n",
       "43   VT  POLYGON ((-71.50355 45.01303, -72.30866 45.002...\n",
       "44   VA  MULTIPOLYGON (((-75.39766 38.01350, -75.67151 ...\n",
       "45   WA  MULTIPOLYGON (((-117.03336 49.00024, -122.7567...\n",
       "46   WV  POLYGON ((-80.51860 40.63695, -80.66648 40.582...\n",
       "47   WI  POLYGON ((-90.41543 46.56848, -90.55783 46.584...\n",
       "48   WY  POLYGON ((-109.08084 45.00207, -111.05254 45.0...\n",
       "49   AK  POLYGON ((-106.62231 30.05008, -106.80908 30.1...\n",
       "50   HI  POLYGON ((-114.45557 27.33274, -114.51050 27.3..."
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "poly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "star=starbucksUS['State/Province'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CA    2821\n",
       "TX    1042\n",
       "WA     757\n",
       "FL     694\n",
       "NY     645\n",
       "IL     575\n",
       "AZ     488\n",
       "CO     481\n",
       "VA     432\n",
       "OH     378\n",
       "OR     359\n",
       "PA     357\n",
       "NC     338\n",
       "GA     326\n",
       "MI     283\n",
       "MA     273\n",
       "NJ     261\n",
       "MD     257\n",
       "NV     253\n",
       "IN     221\n",
       "MO     188\n",
       "MN     184\n",
       "TN     180\n",
       "WI     145\n",
       "SC     131\n",
       "CT     123\n",
       "KY     116\n",
       "UT     101\n",
       "HI      99\n",
       "KS      94\n",
       "IA      89\n",
       "AL      85\n",
       "LA      84\n",
       "OK      79\n",
       "NM      76\n",
       "ID      67\n",
       "NE      58\n",
       "AR      55\n",
       "AK      49\n",
       "MT      36\n",
       "MS      32\n",
       "ME      30\n",
       "NH      29\n",
       "RI      27\n",
       "WV      25\n",
       "DE      25\n",
       "SD      25\n",
       "WY      23\n",
       "ND      13\n",
       "VT       8\n",
       "Name: State/Province, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['CA',\n",
       " 'TX',\n",
       " 'WA',\n",
       " 'FL',\n",
       " 'NY',\n",
       " 'IL',\n",
       " 'AZ',\n",
       " 'CO',\n",
       " 'VA',\n",
       " 'OH',\n",
       " 'OR',\n",
       " 'PA',\n",
       " 'NC',\n",
       " 'GA',\n",
       " 'MI',\n",
       " 'MA',\n",
       " 'NJ',\n",
       " 'MD',\n",
       " 'NV',\n",
       " 'IN',\n",
       " 'MO',\n",
       " 'MN',\n",
       " 'TN',\n",
       " 'WI',\n",
       " 'SC',\n",
       " 'CT',\n",
       " 'KY',\n",
       " 'UT',\n",
       " 'HI',\n",
       " 'KS',\n",
       " 'IA',\n",
       " 'AL',\n",
       " 'LA',\n",
       " 'OK',\n",
       " 'NM',\n",
       " 'ID',\n",
       " 'NE',\n",
       " 'AR',\n",
       " 'AK',\n",
       " 'MT',\n",
       " 'MS',\n",
       " 'ME',\n",
       " 'NH',\n",
       " 'RI',\n",
       " 'WV',\n",
       " 'DE',\n",
       " 'SD',\n",
       " 'WY',\n",
       " 'ND',\n",
       " 'VT']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star.index.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2821, 1042,  757,  694,  645,  575,  488,  481,  432,  378,  359,\n",
       "        357,  338,  326,  283,  273,  261,  257,  253,  221,  188,  184,\n",
       "        180,  145,  131,  123,  116,  101,   99,   94,   89,   85,   84,\n",
       "         79,   76,   67,   58,   55,   49,   36,   32,   30,   29,   27,\n",
       "         25,   25,   25,   23,   13,    8], dtype=int64)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "star = pd.DataFrame({'name':star.index.to_list(), 'NumberofBucks':star.values})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "merged = pd.merge(left=poly ,right=star, left_on='name', right_on='name', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import output_notebook, show, output_file\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import GeoJSONDataSource, LinearColorMapper, ColorBar\n",
    "from bokeh.palettes import brewer\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>name</th>\n",
       "      <th>geometry</th>\n",
       "      <th>NumberofBucks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AL</td>\n",
       "      <td>POLYGON ((-87.35930 35.00118, -88.20274 34.995...</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AZ</td>\n",
       "      <td>POLYGON ((-109.04250 37.00026, -110.49937 37.0...</td>\n",
       "      <td>488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AR</td>\n",
       "      <td>POLYGON ((-94.47384 36.50186, -94.61624 36.501...</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CA</td>\n",
       "      <td>POLYGON ((-123.23326 42.00619, -124.21363 42.0...</td>\n",
       "      <td>2821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CO</td>\n",
       "      <td>POLYGON ((-107.91973 41.00391, -109.04798 40.9...</td>\n",
       "      <td>481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CT</td>\n",
       "      <td>POLYGON ((-73.05353 42.03905, -73.48621 42.050...</td>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DE</td>\n",
       "      <td>POLYGON ((-75.41409 39.80446, -75.61674 39.831...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FL</td>\n",
       "      <td>POLYGON ((-85.49714 30.99754, -87.60028 30.997...</td>\n",
       "      <td>694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>GA</td>\n",
       "      <td>POLYGON ((-83.10919 35.00118, -83.61855 34.984...</td>\n",
       "      <td>326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ID</td>\n",
       "      <td>POLYGON ((-116.04751 49.00024, -117.03336 49.0...</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>IL</td>\n",
       "      <td>POLYGON ((-90.63998 42.51006, -90.42091 42.329...</td>\n",
       "      <td>575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IN</td>\n",
       "      <td>POLYGON ((-85.99006 41.75972, -86.82256 41.759...</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>IA</td>\n",
       "      <td>POLYGON ((-91.36842 43.50139, -96.45102 43.501...</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>KS</td>\n",
       "      <td>POLYGON ((-101.90605 40.00163, -102.05393 40.0...</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>KY</td>\n",
       "      <td>POLYGON ((-83.90335 38.76931, -84.21553 38.807...</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>LA</td>\n",
       "      <td>POLYGON ((-93.60849 33.01853, -94.04116 33.018...</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ME</td>\n",
       "      <td>POLYGON ((-70.70392 43.05776, -70.55604 43.320...</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>MD</td>\n",
       "      <td>MULTIPOLYGON (((-75.99465 37.95325, -76.04394 ...</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MA</td>\n",
       "      <td>POLYGON ((-70.91752 42.88797, -71.18589 42.789...</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MI</td>\n",
       "      <td>MULTIPOLYGON (((-83.45424 41.73234, -83.43781 ...</td>\n",
       "      <td>283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MN</td>\n",
       "      <td>POLYGON ((-92.01470 46.70540, -92.09137 46.787...</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MS</td>\n",
       "      <td>POLYGON ((-88.47111 34.99570, -90.31137 34.995...</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>MO</td>\n",
       "      <td>POLYGON ((-91.83396 40.60957, -93.25796 40.582...</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>MT</td>\n",
       "      <td>POLYGON ((-104.04753 49.00024, -109.45327 49.0...</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NE</td>\n",
       "      <td>POLYGON ((-103.32458 43.00299, -104.05301 43.0...</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NV</td>\n",
       "      <td>POLYGON ((-117.02788 42.00071, -118.69835 41.9...</td>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NH</td>\n",
       "      <td>POLYGON ((-71.08183 45.30330, -71.13112 45.243...</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NJ</td>\n",
       "      <td>POLYGON ((-74.23655 41.14083, -74.69661 41.359...</td>\n",
       "      <td>261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NM</td>\n",
       "      <td>POLYGON ((-107.42133 37.00026, -109.04250 37.0...</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NY</td>\n",
       "      <td>POLYGON ((-73.34381 45.01303, -74.14892 44.991...</td>\n",
       "      <td>645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NC</td>\n",
       "      <td>POLYGON ((-80.97866 36.56211, -81.67971 36.589...</td>\n",
       "      <td>338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>ND</td>\n",
       "      <td>POLYGON ((-97.22874 49.00024, -104.04753 49.00...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>OH</td>\n",
       "      <td>POLYGON ((-80.51860 41.97880, -80.51860 41.978...</td>\n",
       "      <td>378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>OK</td>\n",
       "      <td>POLYGON ((-100.08771 37.00026, -102.04297 36.9...</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>OR</td>\n",
       "      <td>POLYGON ((-123.21135 46.17414, -123.37018 46.1...</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>PA</td>\n",
       "      <td>POLYGON ((-79.76278 42.25265, -79.76278 42.269...</td>\n",
       "      <td>357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>RI</td>\n",
       "      <td>MULTIPOLYGON (((-71.19684 41.67757, -71.31734 ...</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>SC</td>\n",
       "      <td>POLYGON ((-82.76414 35.06690, -83.10919 35.001...</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>SD</td>\n",
       "      <td>POLYGON ((-104.04753 45.94411, -104.04206 44.9...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>TN</td>\n",
       "      <td>POLYGON ((-88.05487 36.49638, -89.29813 36.507...</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>TX</td>\n",
       "      <td>POLYGON ((-101.81294 36.50186, -103.00144 36.5...</td>\n",
       "      <td>1042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>UT</td>\n",
       "      <td>POLYGON ((-112.16436 41.99523, -114.04295 41.9...</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>VT</td>\n",
       "      <td>POLYGON ((-71.50355 45.01303, -72.30866 45.002...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>VA</td>\n",
       "      <td>MULTIPOLYGON (((-75.39766 38.01350, -75.67151 ...</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>WA</td>\n",
       "      <td>MULTIPOLYGON (((-117.03336 49.00024, -122.7567...</td>\n",
       "      <td>757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>WV</td>\n",
       "      <td>POLYGON ((-80.51860 40.63695, -80.66648 40.582...</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>WI</td>\n",
       "      <td>POLYGON ((-90.41543 46.56848, -90.55783 46.584...</td>\n",
       "      <td>145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>WY</td>\n",
       "      <td>POLYGON ((-109.08084 45.00207, -111.05254 45.0...</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>AK</td>\n",
       "      <td>POLYGON ((-106.62231 30.05008, -106.80908 30.1...</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>HI</td>\n",
       "      <td>POLYGON ((-114.45557 27.33274, -114.51050 27.3...</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   name                                           geometry  NumberofBucks\n",
       "0    AL  POLYGON ((-87.35930 35.00118, -88.20274 34.995...             85\n",
       "1    AZ  POLYGON ((-109.04250 37.00026, -110.49937 37.0...            488\n",
       "2    AR  POLYGON ((-94.47384 36.50186, -94.61624 36.501...             55\n",
       "3    CA  POLYGON ((-123.23326 42.00619, -124.21363 42.0...           2821\n",
       "4    CO  POLYGON ((-107.91973 41.00391, -109.04798 40.9...            481\n",
       "5    CT  POLYGON ((-73.05353 42.03905, -73.48621 42.050...            123\n",
       "6    DE  POLYGON ((-75.41409 39.80446, -75.61674 39.831...             25\n",
       "7    FL  POLYGON ((-85.49714 30.99754, -87.60028 30.997...            694\n",
       "8    GA  POLYGON ((-83.10919 35.00118, -83.61855 34.984...            326\n",
       "9    ID  POLYGON ((-116.04751 49.00024, -117.03336 49.0...             67\n",
       "10   IL  POLYGON ((-90.63998 42.51006, -90.42091 42.329...            575\n",
       "11   IN  POLYGON ((-85.99006 41.75972, -86.82256 41.759...            221\n",
       "12   IA  POLYGON ((-91.36842 43.50139, -96.45102 43.501...             89\n",
       "13   KS  POLYGON ((-101.90605 40.00163, -102.05393 40.0...             94\n",
       "14   KY  POLYGON ((-83.90335 38.76931, -84.21553 38.807...            116\n",
       "15   LA  POLYGON ((-93.60849 33.01853, -94.04116 33.018...             84\n",
       "16   ME  POLYGON ((-70.70392 43.05776, -70.55604 43.320...             30\n",
       "17   MD  MULTIPOLYGON (((-75.99465 37.95325, -76.04394 ...            257\n",
       "18   MA  POLYGON ((-70.91752 42.88797, -71.18589 42.789...            273\n",
       "19   MI  MULTIPOLYGON (((-83.45424 41.73234, -83.43781 ...            283\n",
       "20   MN  POLYGON ((-92.01470 46.70540, -92.09137 46.787...            184\n",
       "21   MS  POLYGON ((-88.47111 34.99570, -90.31137 34.995...             32\n",
       "22   MO  POLYGON ((-91.83396 40.60957, -93.25796 40.582...            188\n",
       "23   MT  POLYGON ((-104.04753 49.00024, -109.45327 49.0...             36\n",
       "24   NE  POLYGON ((-103.32458 43.00299, -104.05301 43.0...             58\n",
       "25   NV  POLYGON ((-117.02788 42.00071, -118.69835 41.9...            253\n",
       "26   NH  POLYGON ((-71.08183 45.30330, -71.13112 45.243...             29\n",
       "27   NJ  POLYGON ((-74.23655 41.14083, -74.69661 41.359...            261\n",
       "28   NM  POLYGON ((-107.42133 37.00026, -109.04250 37.0...             76\n",
       "29   NY  POLYGON ((-73.34381 45.01303, -74.14892 44.991...            645\n",
       "30   NC  POLYGON ((-80.97866 36.56211, -81.67971 36.589...            338\n",
       "31   ND  POLYGON ((-97.22874 49.00024, -104.04753 49.00...             13\n",
       "32   OH  POLYGON ((-80.51860 41.97880, -80.51860 41.978...            378\n",
       "33   OK  POLYGON ((-100.08771 37.00026, -102.04297 36.9...             79\n",
       "34   OR  POLYGON ((-123.21135 46.17414, -123.37018 46.1...            359\n",
       "35   PA  POLYGON ((-79.76278 42.25265, -79.76278 42.269...            357\n",
       "36   RI  MULTIPOLYGON (((-71.19684 41.67757, -71.31734 ...             27\n",
       "37   SC  POLYGON ((-82.76414 35.06690, -83.10919 35.001...            131\n",
       "38   SD  POLYGON ((-104.04753 45.94411, -104.04206 44.9...             25\n",
       "39   TN  POLYGON ((-88.05487 36.49638, -89.29813 36.507...            180\n",
       "40   TX  POLYGON ((-101.81294 36.50186, -103.00144 36.5...           1042\n",
       "41   UT  POLYGON ((-112.16436 41.99523, -114.04295 41.9...            101\n",
       "42   VT  POLYGON ((-71.50355 45.01303, -72.30866 45.002...              8\n",
       "43   VA  MULTIPOLYGON (((-75.39766 38.01350, -75.67151 ...            432\n",
       "44   WA  MULTIPOLYGON (((-117.03336 49.00024, -122.7567...            757\n",
       "45   WV  POLYGON ((-80.51860 40.63695, -80.66648 40.582...             25\n",
       "46   WI  POLYGON ((-90.41543 46.56848, -90.55783 46.584...            145\n",
       "47   WY  POLYGON ((-109.08084 45.00207, -111.05254 45.0...             23\n",
       "48   AK  POLYGON ((-106.62231 30.05008, -106.80908 30.1...             49\n",
       "49   HI  POLYGON ((-114.45557 27.33274, -114.51050 27.3...             99"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_json = json.loads(merged.to_json())\n",
    "json_data = json.dumps(merged_json)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "geosource = GeoJSONDataSource(geojson = json_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "palette = bokeh.palettes.YlOrRd9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "color_mapper = LinearColorMapper(palette = palette,   low=0, high=3000,nan_color = '#d9d9d9')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "color_bar = ColorBar(color_mapper=color_mapper, label_standoff=8,width = 500, height = 20,\n",
    "border_line_color='black',location = (0,0), orientation ='horizontal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = figure(title = 'Starbucks', plot_height = 700 , plot_width = 700, toolbar_location = None, \n",
    "          tooltips=[\n",
    "         (\"State\", \"@name\"),\n",
    "         (\"Number of Starbucks\", \"@NumberofBucks\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.xgrid.grid_line_color = None\n",
    "p.ygrid.grid_line_color = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.renderers.GlyphRenderer\">GlyphRenderer</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'1045', <span id=\"1048\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">data_source&nbsp;=&nbsp;GeoJSONDataSource(id='1001', ...),</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">glyph&nbsp;=&nbsp;Patches(id='1043', ...),</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">hover_glyph&nbsp;=&nbsp;None,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">level&nbsp;=&nbsp;'glyph',</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">muted&nbsp;=&nbsp;False,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">muted_glyph&nbsp;=&nbsp;None,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">nonselection_glyph&nbsp;=&nbsp;Patches(id='1044', ...),</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">selection_glyph&nbsp;=&nbsp;None,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">view&nbsp;=&nbsp;CDSView(id='1046', ...),</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">x_range_name&nbsp;=&nbsp;'default',</div></div><div class=\"1047\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">y_range_name&nbsp;=&nbsp;'default')</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  var expanded = false;\n",
       "  var ellipsis = document.getElementById(\"1048\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    var rows = document.getElementsByClassName(\"1047\");\n",
       "    for (var i = 0; i < rows.length; i++) {\n",
       "      var el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "GlyphRenderer(id='1045', ...)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.patches('xs','ys', source = geosource,fill_color = {'field':'NumberofBucks', 'transform':color_mapper},\n",
    "         line_color = 'black', line_width = 0.25, fill_alpha = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.add_layout(color_bar, 'below')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1049\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1049\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1049\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1049' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.4.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1049\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1049\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"1049\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1049' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.4.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.4.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.4.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.4.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1049\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b9009e30-73b6-4216-9887-70df4527f00e\" data-root-id=\"1005\"></div>\n"
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Application\",\"version\":\"1.0.4\"}};\n",
       "  var render_items = [{\"docid\":\"d68f2a28-4bc7-40cd-b984-d1c5b2db19dd\",\"roots\":{\"1005\":\"b9009e30-73b6-4216-9887-70df4527f00e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1005"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.plotting import figure, output_file, save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\monster\\\\ezgi.html'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_file('ezgi.html')\n",
    "save(p)"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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}