TramNgocLe_YelpCrawl_BeautifulSoup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 301,
   "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>Ranking</th>\n",
       "      <th>Name</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Num.Review</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Address</th>\n",
       "      <th>District</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Van Leeuwen Artisan Ice Cream</td>\n",
       "      <td>4.5</td>\n",
       "      <td>12</td>\n",
       "      <td>(917) 388-2904</td>\n",
       "      <td>1250 6th Ave</td>\n",
       "      <td>'Theater District'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Emack and Bolio’s</td>\n",
       "      <td>4.0</td>\n",
       "      <td>286</td>\n",
       "      <td>(212) 362-2747</td>\n",
       "      <td>389 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Van Leeuwen Ice Cream</td>\n",
       "      <td>4.5</td>\n",
       "      <td>23</td>\n",
       "      <td>(646) 368-9195</td>\n",
       "      <td>253 Columbus Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Grom</td>\n",
       "      <td>4.0</td>\n",
       "      <td>594</td>\n",
       "      <td>(212) 974-3444</td>\n",
       "      <td>1796 Broadway</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Ample Hills Creamery</td>\n",
       "      <td>4.5</td>\n",
       "      <td>348</td>\n",
       "      <td>(212) 582-9354</td>\n",
       "      <td>600 11th Ave</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>CoolMess</td>\n",
       "      <td>4.0</td>\n",
       "      <td>154</td>\n",
       "      <td>(212) 355-9834</td>\n",
       "      <td>137 E 62nd St</td>\n",
       "      <td>'Upper East Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Forty Carrots</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5</td>\n",
       "      <td>NA</td>\n",
       "      <td>2085 Broadway</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Mochidoki</td>\n",
       "      <td>3.5</td>\n",
       "      <td>23</td>\n",
       "      <td>(212) 684-0991</td>\n",
       "      <td>1000 S 8th Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Van Leeuwen Ice Cream Truck</td>\n",
       "      <td>3.5</td>\n",
       "      <td>118</td>\n",
       "      <td>(718) 701-1630</td>\n",
       "      <td>NA</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Van Leeuwen Ice Cream</td>\n",
       "      <td>3.5</td>\n",
       "      <td>121</td>\n",
       "      <td>(646) 952-0311</td>\n",
       "      <td>448 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>A La Mode Shoppe</td>\n",
       "      <td>4.5</td>\n",
       "      <td>86</td>\n",
       "      <td>(917) 639-3401</td>\n",
       "      <td>360 E 55th St</td>\n",
       "      <td>'Midtown East'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Amorino Gelato</td>\n",
       "      <td>4.5</td>\n",
       "      <td>188</td>\n",
       "      <td>(212) 877-5700</td>\n",
       "      <td>414 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Amorino Gelato</td>\n",
       "      <td>4.5</td>\n",
       "      <td>702</td>\n",
       "      <td>(212) 445-0101</td>\n",
       "      <td>721 8th Ave</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>16 Handles x Mochidoki</td>\n",
       "      <td>4.0</td>\n",
       "      <td>26</td>\n",
       "      <td>(212) 664-9608</td>\n",
       "      <td>1000 S 8th Ave</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Holey Cream</td>\n",
       "      <td>3.0</td>\n",
       "      <td>987</td>\n",
       "      <td>(212) 247-8400</td>\n",
       "      <td>791 9th Ave</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>16 Handles - UWS Amsterdam</td>\n",
       "      <td>4.0</td>\n",
       "      <td>188</td>\n",
       "      <td>(646) 861-1281</td>\n",
       "      <td>325 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Häagen-Dazs</td>\n",
       "      <td>2.5</td>\n",
       "      <td>43</td>\n",
       "      <td>(212) 787-7165</td>\n",
       "      <td>263 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Jacques Torres Chocolate</td>\n",
       "      <td>4.0</td>\n",
       "      <td>273</td>\n",
       "      <td>(212) 787-3256</td>\n",
       "      <td>285 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Gelotti</td>\n",
       "      <td>4.5</td>\n",
       "      <td>12</td>\n",
       "      <td>NA</td>\n",
       "      <td>2486 Broadway</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Beard Papa’s</td>\n",
       "      <td>4.5</td>\n",
       "      <td>807</td>\n",
       "      <td>(212) 799-3770</td>\n",
       "      <td>2167 Broadway</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Levain Bakery</td>\n",
       "      <td>4.5</td>\n",
       "      <td>7840</td>\n",
       "      <td>(917) 464-3769</td>\n",
       "      <td>167 W 74th St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Twister Cake Bakery</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>(347) 946-2141</td>\n",
       "      <td>NA</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Récolte Dessert Bar</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34</td>\n",
       "      <td>(646) 928-0116</td>\n",
       "      <td>300 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Beard Papa’s</td>\n",
       "      <td>4.5</td>\n",
       "      <td>807</td>\n",
       "      <td>(212) 799-3770</td>\n",
       "      <td>2167 Broadway</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Schmackary’s</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1937</td>\n",
       "      <td>(646) 801-9866</td>\n",
       "      <td>362 W 45th St</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Wafels &amp;amp; Dinges</td>\n",
       "      <td>4.5</td>\n",
       "      <td>190</td>\n",
       "      <td>NA</td>\n",
       "      <td>Broadway &amp;amp;amp; 66th St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Bibble &amp;amp; Sip</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4654</td>\n",
       "      <td>(646) 649-5116</td>\n",
       "      <td>253 W 51st St</td>\n",
       "      <td>'Theater District'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Pinkberry</td>\n",
       "      <td>3.5</td>\n",
       "      <td>110</td>\n",
       "      <td>(212) 580-3410</td>\n",
       "      <td>2041 Broadway</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Ben &amp;amp; Jerry’s</td>\n",
       "      <td>4.0</td>\n",
       "      <td>72</td>\n",
       "      <td>(212) 218-7843</td>\n",
       "      <td>30 Rockefeller Ctr</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Insomnia Cookies</td>\n",
       "      <td>3.5</td>\n",
       "      <td>318</td>\n",
       "      <td>(929) 239-4768</td>\n",
       "      <td>405 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>71</td>\n",
       "      <td>Playa Betty’s</td>\n",
       "      <td>3.5</td>\n",
       "      <td>725</td>\n",
       "      <td>(212) 712-0777</td>\n",
       "      <td>320 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>Grand Tier Restaurant</td>\n",
       "      <td>4.0</td>\n",
       "      <td>74</td>\n",
       "      <td>(212) 799-3400</td>\n",
       "      <td>30 Lincoln Center Plz</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>Irving Farm New York</td>\n",
       "      <td>4.0</td>\n",
       "      <td>561</td>\n",
       "      <td>(212) 874-7979</td>\n",
       "      <td>224 W 79th St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>Jean-Georges</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1866</td>\n",
       "      <td>(212) 299-3900</td>\n",
       "      <td>1 Central Park W</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>All Stars Sports Bar &amp;amp; Grill</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7</td>\n",
       "      <td>(212) 956-1606</td>\n",
       "      <td>327 W 57th St</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>Café Frida</td>\n",
       "      <td>3.5</td>\n",
       "      <td>655</td>\n",
       "      <td>(212) 712-2929</td>\n",
       "      <td>368 Columbus Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>Per Se</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1620</td>\n",
       "      <td>(212) 823-9335</td>\n",
       "      <td>10 Columbus Cir</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>Lincoln Ristorante</td>\n",
       "      <td>4.0</td>\n",
       "      <td>562</td>\n",
       "      <td>(212) 359-6500</td>\n",
       "      <td>142 W 65th St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>La Sirène-UWS</td>\n",
       "      <td>4.0</td>\n",
       "      <td>54</td>\n",
       "      <td>(917) 261-5279</td>\n",
       "      <td>416 Amsterdam Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>Guyer’s</td>\n",
       "      <td>3.0</td>\n",
       "      <td>59</td>\n",
       "      <td>(212) 877-8090</td>\n",
       "      <td>286 Columbus Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>Green Apple Gourmet</td>\n",
       "      <td>4.0</td>\n",
       "      <td>91</td>\n",
       "      <td>(212) 767-0198</td>\n",
       "      <td>1625 Broadway</td>\n",
       "      <td>'Theater District'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>82</td>\n",
       "      <td>Poseidon Bakery</td>\n",
       "      <td>4.5</td>\n",
       "      <td>182</td>\n",
       "      <td>(212) 757-6173</td>\n",
       "      <td>629 9th Ave</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>Eclair Bakery</td>\n",
       "      <td>4.5</td>\n",
       "      <td>541</td>\n",
       "      <td>(212) 371-3459</td>\n",
       "      <td>305 E 53rd St</td>\n",
       "      <td>'Midtown East'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>Bouchon Bakery &amp;amp; Cafe</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1361</td>\n",
       "      <td>(212) 823-9366</td>\n",
       "      <td>10 Columbus Cir</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>Pier i Cafe</td>\n",
       "      <td>4.0</td>\n",
       "      <td>398</td>\n",
       "      <td>(212) 362-4450</td>\n",
       "      <td>500 W 70th St</td>\n",
       "      <td>'NA'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>86</td>\n",
       "      <td>Baskin-Robbins</td>\n",
       "      <td>2.5</td>\n",
       "      <td>8</td>\n",
       "      <td>NA</td>\n",
       "      <td>55 West 55th St</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>87</td>\n",
       "      <td>Sant Ambroeus Coffee Bar at Loews Regency Hotel</td>\n",
       "      <td>4.0</td>\n",
       "      <td>64</td>\n",
       "      <td>(212) 339-4051</td>\n",
       "      <td>540 Park Ave</td>\n",
       "      <td>'Upper East Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>Lady M Cake Boutique</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1052</td>\n",
       "      <td>(212) 452-2222</td>\n",
       "      <td>41 East 78th St</td>\n",
       "      <td>'Upper East Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>89</td>\n",
       "      <td>Burke &amp;amp; Wills</td>\n",
       "      <td>4.0</td>\n",
       "      <td>405</td>\n",
       "      <td>(646) 823-9251</td>\n",
       "      <td>226 W 79th St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>90</td>\n",
       "      <td>Ladurée The Plaza</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4</td>\n",
       "      <td>(646) 883-3080</td>\n",
       "      <td>1 West 59th St</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>91</td>\n",
       "      <td>Mom’s Kitchen &amp;amp; Bar</td>\n",
       "      <td>4.0</td>\n",
       "      <td>626</td>\n",
       "      <td>(646) 657-0080</td>\n",
       "      <td>701 9th Ave</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92</td>\n",
       "      <td>Tasti D-Lite</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7</td>\n",
       "      <td>(212) 496-1466</td>\n",
       "      <td>523 Amsterdam</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93</td>\n",
       "      <td>Bluestone Lane</td>\n",
       "      <td>4.5</td>\n",
       "      <td>51</td>\n",
       "      <td>(718) 374-6858</td>\n",
       "      <td>400 Madison Ave</td>\n",
       "      <td>'Midtown East'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>94</td>\n",
       "      <td>Sant Ambroeus</td>\n",
       "      <td>4.0</td>\n",
       "      <td>373</td>\n",
       "      <td>(212) 570-2211</td>\n",
       "      <td>1000 Madison Ave</td>\n",
       "      <td>'Upper East Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95</td>\n",
       "      <td>Bistro Verde</td>\n",
       "      <td>4.5</td>\n",
       "      <td>12</td>\n",
       "      <td>(212) 295-2187</td>\n",
       "      <td>225 W 57th St</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96</td>\n",
       "      <td>The Ribbon</td>\n",
       "      <td>4.0</td>\n",
       "      <td>133</td>\n",
       "      <td>(212) 944-2474</td>\n",
       "      <td>220 West 44th St</td>\n",
       "      <td>'Theater District'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>Baskin Robbins</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>(212) 600-4113</td>\n",
       "      <td>815 10th Ave</td>\n",
       "      <td>Hell's Kitchen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>The Milling Room</td>\n",
       "      <td>4.0</td>\n",
       "      <td>443</td>\n",
       "      <td>(212) 595-0380</td>\n",
       "      <td>446 Columbus Ave</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>Pinkberry</td>\n",
       "      <td>3.5</td>\n",
       "      <td>181</td>\n",
       "      <td>(212) 957-8440</td>\n",
       "      <td>596 9th Ave.</td>\n",
       "      <td>'Midtown West'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>The Ribbon</td>\n",
       "      <td>3.5</td>\n",
       "      <td>377</td>\n",
       "      <td>(347) 504-7541</td>\n",
       "      <td>20 W 72nd St</td>\n",
       "      <td>'Upper West Side'</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Ranking                                             Name  Rating  \\\n",
       "0         1                    Van Leeuwen Artisan Ice Cream     4.5   \n",
       "1         2                                Emack and Bolio’s     4.0   \n",
       "2         3                            Van Leeuwen Ice Cream     4.5   \n",
       "3         4                                             Grom     4.0   \n",
       "4         5                             Ample Hills Creamery     4.5   \n",
       "5         6                                         CoolMess     4.0   \n",
       "6         7                                    Forty Carrots     4.0   \n",
       "7         8                                        Mochidoki     3.5   \n",
       "8         9                      Van Leeuwen Ice Cream Truck     3.5   \n",
       "9        10                            Van Leeuwen Ice Cream     3.5   \n",
       "10       11                                 A La Mode Shoppe     4.5   \n",
       "11       12                                   Amorino Gelato     4.5   \n",
       "12       13                                   Amorino Gelato     4.5   \n",
       "13       14                           16 Handles x Mochidoki     4.0   \n",
       "14       15                                      Holey Cream     3.0   \n",
       "15       16                       16 Handles - UWS Amsterdam     4.0   \n",
       "16       17                                      Häagen-Dazs     2.5   \n",
       "17       18                         Jacques Torres Chocolate     4.0   \n",
       "18       19                                          Gelotti     4.5   \n",
       "19       20                                     Beard Papa’s     4.5   \n",
       "20       21                                    Levain Bakery     4.5   \n",
       "21       22                              Twister Cake Bakery     5.0   \n",
       "22       23                              Récolte Dessert Bar     4.5   \n",
       "23       24                                     Beard Papa’s     4.5   \n",
       "24       25                                     Schmackary’s     4.0   \n",
       "25       26                              Wafels &amp; Dinges     4.5   \n",
       "26       27                                 Bibble &amp; Sip     4.5   \n",
       "27       28                                        Pinkberry     3.5   \n",
       "28       29                                Ben &amp; Jerry’s     4.0   \n",
       "29       30                                 Insomnia Cookies     3.5   \n",
       "..      ...                                              ...     ...   \n",
       "70       71                                    Playa Betty’s     3.5   \n",
       "71       72                            Grand Tier Restaurant     4.0   \n",
       "72       73                             Irving Farm New York     4.0   \n",
       "73       74                                     Jean-Georges     4.5   \n",
       "74       75                 All Stars Sports Bar &amp; Grill     4.0   \n",
       "75       76                                       Café Frida     3.5   \n",
       "76       77                                           Per Se     4.5   \n",
       "77       78                               Lincoln Ristorante     4.0   \n",
       "78       79                                    La Sirène-UWS     4.0   \n",
       "79       80                                          Guyer’s     3.0   \n",
       "80       81                              Green Apple Gourmet     4.0   \n",
       "81       82                                  Poseidon Bakery     4.5   \n",
       "82       83                                    Eclair Bakery     4.5   \n",
       "83       84                        Bouchon Bakery &amp; Cafe     4.0   \n",
       "84       85                                      Pier i Cafe     4.0   \n",
       "85       86                                   Baskin-Robbins     2.5   \n",
       "86       87  Sant Ambroeus Coffee Bar at Loews Regency Hotel     4.0   \n",
       "87       88                             Lady M Cake Boutique     4.0   \n",
       "88       89                                Burke &amp; Wills     4.0   \n",
       "89       90                                Ladurée The Plaza     4.0   \n",
       "90       91                          Mom’s Kitchen &amp; Bar     4.0   \n",
       "91       92                                     Tasti D-Lite     3.5   \n",
       "92       93                                   Bluestone Lane     4.5   \n",
       "93       94                                    Sant Ambroeus     4.0   \n",
       "94       95                                     Bistro Verde     4.5   \n",
       "95       96                                       The Ribbon     4.0   \n",
       "96       97                                   Baskin Robbins     3.0   \n",
       "97       98                                 The Milling Room     4.0   \n",
       "98       99                                        Pinkberry     3.5   \n",
       "99      100                                       The Ribbon     3.5   \n",
       "\n",
       "    Num.Review    Phone Number                     Address            District  \n",
       "0           12  (917) 388-2904                1250 6th Ave  'Theater District'  \n",
       "1          286  (212) 362-2747           389 Amsterdam Ave   'Upper West Side'  \n",
       "2           23  (646) 368-9195            253 Columbus Ave   'Upper West Side'  \n",
       "3          594  (212) 974-3444               1796 Broadway      'Midtown West'  \n",
       "4          348  (212) 582-9354                600 11th Ave      Hell's Kitchen  \n",
       "5          154  (212) 355-9834               137 E 62nd St   'Upper East Side'  \n",
       "6            5              NA               2085 Broadway   'Upper West Side'  \n",
       "7           23  (212) 684-0991              1000 S 8th Ave   'Upper West Side'  \n",
       "8          118  (718) 701-1630                          NA   'Upper West Side'  \n",
       "9          121  (646) 952-0311           448 Amsterdam Ave   'Upper West Side'  \n",
       "10          86  (917) 639-3401               360 E 55th St      'Midtown East'  \n",
       "11         188  (212) 877-5700           414 Amsterdam Ave   'Upper West Side'  \n",
       "12         702  (212) 445-0101                 721 8th Ave      'Midtown West'  \n",
       "13          26  (212) 664-9608              1000 S 8th Ave      Hell's Kitchen  \n",
       "14         987  (212) 247-8400                 791 9th Ave      Hell's Kitchen  \n",
       "15         188  (646) 861-1281           325 Amsterdam Ave   'Upper West Side'  \n",
       "16          43  (212) 787-7165           263 Amsterdam Ave   'Upper West Side'  \n",
       "17         273  (212) 787-3256           285 Amsterdam Ave   'Upper West Side'  \n",
       "18          12              NA               2486 Broadway   'Upper West Side'  \n",
       "19         807  (212) 799-3770               2167 Broadway   'Upper West Side'  \n",
       "20        7840  (917) 464-3769               167 W 74th St   'Upper West Side'  \n",
       "21           4  (347) 946-2141                          NA   'Upper West Side'  \n",
       "22          34  (646) 928-0116           300 Amsterdam Ave   'Upper West Side'  \n",
       "23         807  (212) 799-3770               2167 Broadway   'Upper West Side'  \n",
       "24        1937  (646) 801-9866               362 W 45th St      'Midtown West'  \n",
       "25         190              NA  Broadway &amp;amp; 66th St   'Upper West Side'  \n",
       "26        4654  (646) 649-5116               253 W 51st St  'Theater District'  \n",
       "27         110  (212) 580-3410               2041 Broadway   'Upper West Side'  \n",
       "28          72  (212) 218-7843          30 Rockefeller Ctr      'Midtown West'  \n",
       "29         318  (929) 239-4768           405 Amsterdam Ave   'Upper West Side'  \n",
       "..         ...             ...                         ...                 ...  \n",
       "70         725  (212) 712-0777           320 Amsterdam Ave   'Upper West Side'  \n",
       "71          74  (212) 799-3400       30 Lincoln Center Plz   'Upper West Side'  \n",
       "72         561  (212) 874-7979               224 W 79th St   'Upper West Side'  \n",
       "73        1866  (212) 299-3900            1 Central Park W   'Upper West Side'  \n",
       "74           7  (212) 956-1606               327 W 57th St      Hell's Kitchen  \n",
       "75         655  (212) 712-2929            368 Columbus Ave   'Upper West Side'  \n",
       "76        1620  (212) 823-9335             10 Columbus Cir      Hell's Kitchen  \n",
       "77         562  (212) 359-6500               142 W 65th St   'Upper West Side'  \n",
       "78          54  (917) 261-5279           416 Amsterdam Ave   'Upper West Side'  \n",
       "79          59  (212) 877-8090            286 Columbus Ave   'Upper West Side'  \n",
       "80          91  (212) 767-0198               1625 Broadway  'Theater District'  \n",
       "81         182  (212) 757-6173                 629 9th Ave      'Midtown West'  \n",
       "82         541  (212) 371-3459               305 E 53rd St      'Midtown East'  \n",
       "83        1361  (212) 823-9366             10 Columbus Cir      Hell's Kitchen  \n",
       "84         398  (212) 362-4450               500 W 70th St                'NA'  \n",
       "85           8              NA             55 West 55th St      Hell's Kitchen  \n",
       "86          64  (212) 339-4051                540 Park Ave   'Upper East Side'  \n",
       "87        1052  (212) 452-2222             41 East 78th St   'Upper East Side'  \n",
       "88         405  (646) 823-9251               226 W 79th St   'Upper West Side'  \n",
       "89           4  (646) 883-3080              1 West 59th St      'Midtown West'  \n",
       "90         626  (646) 657-0080                 701 9th Ave      Hell's Kitchen  \n",
       "91           7  (212) 496-1466               523 Amsterdam   'Upper West Side'  \n",
       "92          51  (718) 374-6858             400 Madison Ave      'Midtown East'  \n",
       "93         373  (212) 570-2211            1000 Madison Ave   'Upper East Side'  \n",
       "94          12  (212) 295-2187               225 W 57th St      'Midtown West'  \n",
       "95         133  (212) 944-2474            220 West 44th St  'Theater District'  \n",
       "96           3  (212) 600-4113                815 10th Ave      Hell's Kitchen  \n",
       "97         443  (212) 595-0380            446 Columbus Ave   'Upper West Side'  \n",
       "98         181  (212) 957-8440                596 9th Ave.      'Midtown West'  \n",
       "99         377  (347) 504-7541                20 W 72nd St   'Upper West Side'  \n",
       "\n",
       "[100 rows x 7 columns]"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set up - Crawling with Beautiful soup\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib.request  \n",
    "import pandas as pd \n",
    "%matplotlib inline  \n",
    "from pandas import DataFrame\n",
    "import csv\n",
    "import json\n",
    "\n",
    "# Create lists of information to add in \n",
    "ranking = []\n",
    "name =[]\n",
    "reviewCount=[]\n",
    "rating=[]\n",
    "phone=[]\n",
    "address=[]\n",
    "district = []\n",
    "\n",
    "# To log in into 10 websites\n",
    "for yelp in range(10):\n",
    "    url = f'https://www.yelp.com/search?find_desc=ice%20cream&find_loc=New%20York%2C%20NY%2010023&ns=1&start={yelp*10}'\n",
    "    ourUrl = urllib.request.urlopen(url)\n",
    "    soup = BeautifulSoup(ourUrl, 'html.parser')\n",
    "    raw_json = soup.find_all('script', type='application/json')[1].get_text()  # Get the json file\n",
    "    new_json = raw_json[4:-3] # Restructure the json file\n",
    "    data_yelp = json.loads(new_json) \n",
    "    # Create a loop to get the jason data\n",
    "    for i in range(10):\n",
    "        try:\n",
    "            result = data_yelp['searchPageProps']['searchResultsProps']['searchResults'][i+4]['searchResultBusiness'] #Get the neccessary infomration from json file through folders\n",
    "        except IndexError:\n",
    "            break\n",
    "        \n",
    "        # Adding information of each ice cream store to the list \n",
    "        else:\n",
    "            ranking.append(result['ranking'])\n",
    "            name.append(result['name'])\n",
    "            reviewCount.append(result['reviewCount'])\n",
    "            rating.append(result['rating'])\n",
    "            phone.append(result['phone'])\n",
    "            address.append(result['formattedAddress'])\n",
    "            district.append(result['neighborhoods'])   \n",
    "            \n",
    "# Restructure Data\n",
    "# Replace blank value for phone with NA\n",
    "for a in range(len(phone)):\n",
    "    if phone[a] == '':\n",
    "        phone[a] = 'NA'    \n",
    "# Replace blank address with NA\n",
    "for b in range(len(address)):\n",
    "    if address[b] == '':\n",
    "        address[b] = 'NA'  \n",
    "\n",
    "# Replace blannk district with NA\n",
    "for c in range(len(district)):\n",
    "    if district[c] == []:\n",
    "        district[c] = ['NA']\n",
    "#Convert list of list into a list only for district\n",
    "new_district=[]\n",
    "for m in district:\n",
    "    per_district=str(m).strip('[]')\n",
    "    per_district=per_district.replace('\"','')\n",
    "    new_district.append(per_district)\n",
    "    \n",
    "    \n",
    "# Create data structure for data frame                       \n",
    "Data = {'Name': name,\n",
    "        'Ranking': ranking,\n",
    "        'Phone Number': phone,\n",
    "         'District': new_district,\n",
    "         'Rating':rating,\n",
    "         'Address':address,\n",
    "         'Num.Review': reviewCount}\n",
    "# Create data frame to store all the information\n",
    "Yelp_Data = DataFrame(Data, columns = ['Ranking','Name','Rating','Num.Review','Phone Number','Address','District'])\n",
    "Yelp_Data.to_csv('yelp_icecreamshop_jennie.csv')\n",
    "\n",
    "Yelp_Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x187aba7fb00>"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eezNlypQNzrv33nszbdo0DjvssGLH58a8du1apkyZst6BywUXXECvXr144oknmDNnDj179iwcV9p1matly5YMGDCAAQMG0KFDB2bOnLleWbVr12b16tVlWncF6+iZZ55h8uTJPPXUU9xwww288847mZyfNrOaoUaewy3QtGlTTjrpJO65557CYW3atGHatGkAPPnkk+u0ykrr0UcfZe3atXz44Yd89NFH7LnnnvTr14+77rqrsLz33nuP5cuXb7CcAw44gEmTJvHFF1+wZs0aHn74YXr06FHqOPr27cuoUaMKE9iiRYvYc889ycvLK0y4q1at4p133llv3iuvvJLLLruMzz77DICVK1cyYsSIEpczcuTIwvczZswAklb8TjvtBCTnbTfFc889V7juPvvsMxYuXFhYdnE2tO7Wrl1b2NPw0EMP0b17d9auXcu8efPo1asXv/71r1m8eDHLli3bpJjNzHLV+MP3iy++eJ1kcc4553DsscfSrVs3evfuXWLrc0P23HNPevToweeff86oUaNo0KABAwcOZM6cOXTu3JmIoEWLFowbN26D5ey4447cfPPN9OrVi4jgyCOPLLxKtzQGDhzIe++9R6dOnahbty7nnHMO559/PmPHjuXCCy9kyZIlrF69miFDhrD33nuvM++RRx7J559/Tp8+fQpbygMGDCh2OSNGjCg8J7569WoOPfRQRo0axWWXXcaZZ57JrbfeWmJLubTGjx/PRRddRIMGDQD4zW9+ww477FDi9Btad40aNeKdd95h//33p0mTJowZM4Y1a9Zw+umns2TJEiKCoUOHFp4jNjOrCNrUbssN6dKlSxT9PdzZs2fTrl27Slum2cZsvfXW5W69evu1LPjRjls2SdMiYr0rWmt0l7KZmVlWnHCtxvG5WTOrCk64ZmZmGaiShFuZ543NKou3WzPbFJkn3AYNGrBw4ULvvGyLUvB7uAVXSZuZlVWpbguS1AiYDFwL7Am0BeoCg6OMmbNVq1bMnz+/8Pm1ZluKBg0arPM8ZzOzsijtfbiXA4+QtIg7R8Rpks4HugMvl2WBdevWLfYxhmZmZtXZRruUJfUBZgGfA02AgqbpXGC9w31JgyRNlTTVrVgzM7NEaVq4vYBGQHtgDfBlOrw1sN5T5iNiNDAakgdfVEyYZmZmW7aNJtyIuBpA0lnAF8Aekm4H6gN3Vmp0ZmZm1USpn6UcEfdXYhxmZmbVmh98YWZmlgEnXDMzsww44ZqZmWXACdfMzCwDTrhmZmYZcMI1MzPLgBOumZlZBpxwzczMMuCEa2ZmlgEnXDMzsww44ZqZmWXACdfMzCwDTrhmZmYZcMI1MzPLgBOumZlZBpxwzczMMuCEa2ZmlgEnXDMzsww44ZqZmWWgzsYmkNQOuAhoDrwILAF6AfWBn0TE8kqN0MzMrBrYaMKNiNnAYEm1gD8A20TEDyQdBRwP/LmSYzQzM9vilapLWdIxwCskLdxIB88FWhUz7SBJUyVNzcvLq7BAzczMtmSlSrgR8VREHAScljO4NTC/mGlHR0SXiOjSokWLCgrTzMxsy1aac7g9SbqO6wN/B76UdBfQEDivUqMzMzOrJkpzDnciMLHI4IcqIxgzM7PqyrcFmZmZZcAJ18zMLANOuGZmZhlwwjUzM8uAE66ZmVkGnHDNzMwy4IRrZmaWASdcMzOzDDjhmpmZZcAJ18zMLANOuGZmZhlwwjUzM8uAE66ZmVkGnHDNzMwy4IRrZmaWASdcMzOzDDjhmpmZZcAJ18zMLAN1NjaBpP7A94Htgd8DHYG2QF1gcEREpUZoZmZWDWw04UbEOGCcpO2AW4F6EXGapPOB7sDLlRyjmZnZFq8sXco/B/4I5KXv5wKtKjwiMzOzamijCVeJW4BngTeA5umo1sD8YqYfJGmqpKl5eXlFR5uZmdVIG+1SBi4A+gBNgN2ANyXdDtQH7iw6cUSMBkYDdOnSxed3zczMKN053BHAiAxiMTMzq7Z8W5CZmVkGnHDNzMwy4IRrZmaWASdcMzOzDDjhmpmZZcAJ18zMLAOluQ/XzMwsM22ueKZKlz/nV9+vlHLdwjUzM8uAE66ZmVkGnHDNzMwy4IRrZmaWASdcMzOzDDjhmpmZZcAJ18zMLANOuGZmZhlwwjUzM8uAE66ZmVkGnHDNzMwy4IRrZmaWgY0mXEm7SrpH0tj0/amS/iDpAUmNKj9EMzOzLd9GE25EfBQRP84ZdFxEnAM8AhxfaZGZmZlVI+X5eb5I/88FOhYdKWkQMAigdevW5Y/Mqu1PVJmZ1USbcg63NTC/6MCIGB0RXSKiS4sWLTaheDMzs+pjoy1cSc2Am4D9JF0JjJN0F9AQOK+S4zOzGsi9O1YdbTThRsRCYHCRwQ9VTjhmZmbVk28LMjMzy0B5LprKjLuVzMysunAL18zMLANOuGZmZhlwwjUzM8uAE66ZmVkGNuuLpsxqKl8waFb9uIVrZmaWASdcMzOzDDjhmpmZZcAJ18zMLANOuGZmZhlwwjUzM8uAbwuyzZZvjTGz6sQtXDMzsww44ZqZmWXACdfMzCwDTrhmZmYZKPNFU5IaAXcC3wATI+LBCo/KzMysmilPC/d4YGxEnAMcU8HxmJmZVUvlSbitgHnp6zUVGIuZmVm1pYgo2wzSj4AvI+JpSX+NiFOKjB8EDErf7gm8WyGRlk9z4IsqXH5Vc/1rbv1rct3B9Xf9q7b+u0REi6IDy5NwGwEjgXzglc35HK6kqRHRparjqCquf82tf02uO7j+rv/mWf8yXzQVEcuBsyshFjMzs2rLtwWZmZlloLon3NFVHUAVc/1rrppcd3D9Xf/NUJnP4ZqZmVnZVfcWrpmZ2WbBCdfMzCwDTrhmViEkHSKpKu+7N9usOeGalZKkiZK+lFS/qmOpCGl98iUtk/SFpMcl7ViG+UPSbgXvI+LliNizcqI12/I54ZqVgqQ2wCFAUEnPEJdU5vviK8D5EbE1sBuwNTC8CmIwqxGccM1K5wzgNeB+4MyCgZIOlPSZpNo5w46T9Fb6upakKyR9KGmhpEckNU3HtUlbiT+W9AnwUjr80bTMJZImS9o7p+xmkv4m6StJb0i6UdIrOeP3kvSCpEWS3pV0UmkqFxGLgXHAvjlldZM0RdJiSZ9KGimpXjpucjrZv9MW8smSekqanzP/HEmXSHorrcsYSQ1yxl+WlrtA0sCiLWaz6sYJ16x0zgAeTP/6SfoOQES8BiwHDsuZ9lTgofT1hUB/oAfQEvgS+H2RsnsA7YB+6ftngd2B7YE302UW+H26vB1IEn9u8m8EvJAue3vgh8CduQm7JJKakfwS2Ac5g9cAQ0meS/t/QG/gp2m9D02n2Scito6IMSUUfRJwBNAW6ASclS7vCOBnQB+S1nWPjcVotqVzwjXbCEndgV2ARyJiGvAhSVIt8DBJckNSY+DIdBjAucDVETE/IlYCw4ATi3QfD4uI5RGxAiAi7o2IpTnT7yOpSdqKPgG4NiK+johZwJ9yyjkKmBMR90XE6oh4E3gMOHED1RshaQnJg96bAxcUjIiIaRHxWlrWHOBuyp4YR0TEgohYBPyNb1vQJwH3RcQ7EfE1cF0ZyzXb4jjhmm3cmcD4iCj49ZGHyGlZpu+PTy+mOh54MyLmpuN2AZ5Iu2UXA7NJWo7fyZm/4OcukVRb0q/SLuivgDnpqOZAC5Lnn88rbt50WQcULCtd3mkkreGSXBgRTUhan9uR/PxmQSx7SHo67d7+CvhlGkdZfJbz+muS88SQtPZLqodZtVQVF2mYbTEkNSRpjdWWVJA86gPbStonIv4dEbMkzQW+x7rdyZAkkgER8WoxZbdJX+Y+7u1U4FiSrtY5QBOSbmgBecBqkqT4Xjr9zkWWNSkiDi9rPSPibUk3Ar+X1DmSR9DdBUwHfhgRSyUNYcOt5bL4lJzkzrr1MKuW3MI127D+JC3S9iTdofuSnG99meS8boGHSM7XHgo8mjN8FHCTpF0AJLWQdOwGltcYWAksBLYiaVUCEBFrgMeBYZK2krRXkRieBvaQ9CNJddO/rpLalbKufyI591twFXZj4CtgWbqsnxSZ/nNg11KWXdQjwNmS2knaCvhFOcsx22I44Zpt2Jkk5xo/iYjPCv5IfhP6tJxzsQ8DPYGXcrqeAW4HngLGS1pKcqXzARtY3gPAXOC/wKx0+lznk7R6PwP+nC53JUBELAX6AqcAC9JpbiFpkW9URHwDjACuSQddQtLiXgr8ASh6YdQw4E9p93WprobOWdaz6bL+QXKh1pR01MqylGO2JfGPF5htwSTdAuwQEWdudOLNWNoKnwnUj4jVVR2PWWVwC9dsC5LeZ9tJiW7Aj4Enqjqu8kjvV64naTuSlvjfnGytOnPCNduyNCY5j7uc5Dzob4EnqzSi8juX5EKwD0nOkxc9R2xWrbhL2czMLANu4ZqZmWXACdfMzCwDlfrgi+bNm0ebNm0qcxFmZmablWnTpn0RES2KDq/UhNumTRumTp1amYswMzPbrKRPnluPu5TNzMwy4IRrZmaWASdcMzOzDGT+a0GrVq1i/vz55OfnZ71oqwANGjSgVatW1K1bt6pDMTPbomSecOfPn0/jxo1p06YNkjY88YLp2QRVkpb7Ve3yNzMRwcKFC5k/fz5t27at6nDMzLYomSfc/Pz80iVb2+xIolmzZuTl5WWzwGFNsllOictfUrXLN7NqpUrO4TrZbrn82ZmZlU+5WriSGgGTgWsj4umKDSkbTzz7EscPvITZkx5jr9027+7RiRMncuyxx7LrrruyYsUKjjrqKIYPH77BeWbMmMGCBQs48sgjAXjqqaeYNWsWV1xxRRYh26Zy696s2ilvl/LlJL9UsukqescyaGKpJnt43PN077Yvf33yeYZdPHiTF7tmzRpq1669yeWU5JBDDuHpp59mxYoV7Lfffhx33HEcfPDBJU4/Y8YMpk6dWphwjznmGI455phKi8/MzDaszAlXUh9gFtCghPGDgEEArVu33qTgKsuy5V/z6tQZ/OOR0Rxz9tDChHvy4Ms58wdHc2Tv7gCcddZZHH300fTv358rrriCiRMnsnLlSs477zzOPfdcJk6cyHXXXceOO+7IjBkzmDVrFv3792fevHnk5+dz0UUXMWjQIADuuecebrnlFlq2bMnuu+9O/fr1GTlyJHl5eQwePJhPPvkEgNtuu+3bRFpw0dgX70P+ElgwnYbAvnvuwn/ffgXabsXr02cy5NrhrMhfScMG9bnv1mG0bb0Tv7j6Slbk5/PKP17gyvPPZkX+Sqa+NYuRN13BWUOuZZvGjZj671l8lreQX199ESce1Ye1a9dy/tW3MOm1abTduSVr6zVmwIABnHjiiZl+PmZWw1XTHp7ytHB7AY2A9sAKSX+PiLUFIyNiNDAaoEuXLpvlb/+Ne+4fHNHzIPb47i403XYb3nx7Np07tuOUY/sx5qnxHNm7O998s4oXX3yRu+66i3vuuYcmTZrwxhtvsHLlSg4++GD69u0LwOuvv87MmTMLr9q99957adq0KStWrKBr166ccMIJrFy5khtuuIE333yTxo0bc9hhh7HPPvsAcNFFFzF06FC6d+/OJ598Qr9+/Zg9e3aJsX+5+Cve//gTDj2wMwB77daGyY//kTp16jBh8r+46paRPPaH4Vx/yeDCBAtw/5in1inn08+/4JVx9/KfD+ZwzNlDOPGoPjz+95eYM38Bb7/4CP/7YhHtep3EgAEDKnz9m9lGVNOEU9OVOeFGxNUAks4CvshNtluKh8c9z5BzTgXglGP78fC45+jcsR3f63UwF17zG1au/IbnJv6TQw89lIYNGzJ+/Hjeeustxo4dC8CSJUt4//33qVevHt26dVvnFpkRI0bwxBNPADBv3jzef/99PvvsM3r06EHTpk0B+MEPfsB7770HwIQJE5g1a1bh/F999RVLly6lcePG68T88usz6NTnJN79cC5XnHcWO2zfPInlq2WcOeRa3v/4EySxatXqUq2D/kf0pFatWrTfY1c+z1sEwCuvT+cHR/WhVq1a7LB9c3r16lXmdWtmZsUr921BEXF/BcaRmYWLFvPSP99g5rsfIIk1a9YiiV//fAgNGtSn5//tz/OTpjDmqbslzBcAAA/pSURBVPH8cMBPgeT+0zvuuIN+/fqtU9bEiRNp1KjROu8nTJjAlClT2GqrrejZsyf5+flElNzQX7t2LVOmTKFhw4YbjPuQbvvy9AMjeO/DuXQ/bgDHHXEY+3bYk2t+cxe9DurCE/f8ljnzFtDzxHNKtR7q16tX+Logvs2yO8LMrJqocY92HPvMBM444fvMff3vzPnXM8yb+ixtW7fkldeT86WnHNuP+8Y8xcv/ml6YYPv168ddd93FqlWrAHjvvfdYvnz5emUvWbKE7bbbjq222or//Oc/vPbaawB069aNSZMm8eWXX7J69Woee+yxwnn69u3LyJEjC9/PmDFjg/Hv8d1duPL8s7nlzvuTZS5dxk47bA/A/Y98223ceOtGLF32dZnWTfeu+/LYMy+ydu1aPs9byMSJE8s0v5mZlazGJdyHn3ye4763blfpCUf25qEnngOgb48Dmfzam/Q5pBv10lbgwIEDad++PZ07d6ZDhw6ce+65rF69ftftEUccwerVq+nUqRPXXHMNBx54IAA77bQTV111FQcccAB9+vShffv2NGmSnKMZMWIEU6dOpVOnTrRv355Ro0ZttA6Df3Qik//1Jh9/8l8u+8kZXHnzHRx87NmsWfNt736vg7ow6/2P2PfwUxjz5POlWjcnfL83rXb8Dh0O+wHnXn4TBxxwQGGcZma2abSh7s5N1aVLlyj6e7izZ8+mXbt2pSugGj3acdmyZWy99dasXr2a4447jgEDBnDcccdteKYqqP+y5V+zdaOtWLhoMd2OHcirr77KDjvssM40ZfoMN0VNvnCkJtfd/Plv4fWXNC0iuhQdnvmjHWuqYcOGMWHCBPLz8+nbty/9+/ev6pCKddSZF7F4yVK+WbWKa675xXrJ1szMyscJNyMbezLU5mLi2D98+8Y/3mBmVmFq3DlcMzOzqlAlCbcyzxtb5fJnZ2ZWPpl3KTdo0ICFCxfSrFkz//LMFqbg93AbNCj2qZ5mFWcLv2jGrDiZJ9xWrVoxf/780v2m6uL/VX5AG7Kk5EcsZmIzrH+DBg1o1apVFQRjZrZlyzzh1q1bd51HIW7QsAMrN5iNLr+qL42v4fU3M6tGfNGUmZlZBpxwzczMMuCEa2ZmlgEnXDMzsww44ZqZmWXACdfMzCwDTrhmZmYZcMI1MzPLgBOumZlZBpxwzczMMuCEa2ZmlgEnXDMzswyUOeFKaidplKSxkn5SGUGZmZlVN2X+taCImA0MllQL+EPFh2RmZlb9lKtLWdIxwCvAixUbjpmZWfVUroQbEU9FxEHAaUXHSRokaaqkqaX6kXkzM7MaoMxdypJ6AscD9YG/Fx0fEaOB0QBdunSJTYzPzMysWijPOdyJwMQKj8TMzKwa821BZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMlDnhSuov6Q+SnpTUtzKCMjMzq27qlHWGiBgHjJO0HTAcGF/hUZmZmVUzm9Kl/HPg9xUViJmZWXVWni5lSboFeDYi3ixm/CBJUyVNzcvLq5AgzczMtnTlaeFeAPQBTpQ0uOjIiBgdEV0iokuLFi02OUAzM7PqoDzncEcAIyohFjMzs2rLtwWZmZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDJQ5oQraVdJ90gaWxkBmZmZVUdlTrgR8VFE/LgygjEzM6uu3KVsZmaWgQpPuJIGSZoqaWpeXl5FF29mZrZFKs853GaSRgH7Sbqy6PiIGB0RXSKiS4sWLSokSDMzsy1dnbLOEBELgcGVEIuZmVm15XO4ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MMOOGamZllwAnXzMwsA064ZmZmGXDCNTMzy4ATrpmZWQaccM3MzDLghGtmZpYBJ1wzM7MM1CnrDJIaAXcC3wATI+LBCo/KzMysmilPC/d4YGxEnAMcU8HxmJmZVUvlSbitgHnp6zUVGIuZmVm1pYgo2wzSj4AvI+JpSX+NiFOKjB8EDErf7gm8WyGRlk9z4IsqXH5Vc/1rbv1rct3B9Xf9q7b+u0REi6IDy5NwGwEjgXzglc35HK6kqRHRparjqCquf82tf02uO7j+rv/mWf8yXzQVEcuBsyshFjMzs2rLtwWZmZlloLon3NFVHUAVc/1rrppcd3D9Xf/NUJnP4ZqZmVnZVfcWrpmZ2WahyhKupLMk9ZQ0TNK4dFhzSUskdZA0WNJ3i8wzVlIbScMrMI77Jf1R0ihJJ5cy7qMK5i3H8jaXej+V/j86J46zJW30YSaSxqb/20gaVlExlUe6PidKeiJ9f4Sks9LX20v6XFKr9P0wSW2qKMbT023sH5L+nr7uL+n8MpbVc2PzSFLO6zaSpku6XdJ9kg5Ph/+mNGVLqiXpekkNi5l+bM7r+zcQT+423yEdVvg5lZekWjmve0p6OV2vt5Vy/rFF3kvS3Tl/zYvWfUPfw6LrIKN63yhpnzT2eZJ2kNRA0kOlKKcwrpxhPSU9ImmkpB9LailpaNF6Stq6hPLalLIOufvRvUraj+Tsawr+37+BMttIGi6pvqR7JXUv+PxKijm37CyU+SrlCvQNsDp9/bWknYETgWfTYTsADSUdSnJf7/vp8O7AQemO4TlgGMktSn8D6gFfA9sDXdJxVwBvAz2Aj4C1EXFTkViGRMQyAEktgfOAZmn5rwK/B+YAT6fL3yrdp329Bdd7kaSmwEHAHEl1gUOBoUoOPP4P2AYYAfQGdgGWAGOA9ukX5N40hqpUsD6XpOss15nAUOAs4EaSWNdmGl3iG+CTiPhLurP9Ir2PvScwQFJboH5EnF/Mum8EHE2yXdzIt9vBYuAdkrrVAaYA84FLgVcl3RIRBQ+meTEiLkkT8VOSJgBtJdUD/pTO9wrQMafs3YCmwHSgNVBbUj/gZGAxcDvfbgd/ZMPfhdxtfh3p+ugFzALWRMRwSbOAu9N4LiLZRr8PNAQeA1oCfYCpQG5yHRMRI3PKPh/YlWTbv0TSzUADkgf3vJ7G//OIuDGdZTugSe6zBSQV1P3kdJnLgDWSmgDXAQKWRsTPi1kHWdT7pbScAJ5MX38OTJG0C3BxGuOHwPPAtcAnwAMk29L2kh6KiFfS8o4Dro2I2WmcbYCdJDUg+b5/nMZHMdvqJn2/JNUBbgLqA7WBIcVM9rWkFuTskyNics74xmmct0TEW5IGpmXtC1yVHoh8j2SbXhwR1wC7SfoV0A44BdiL9b9XPyPJBTtExDoHIGVRZQk3Ih4CkNQH+DNwOtAG+E+RSX9CchtSE5KV/Aqwb0SMTI80r4mIjyU9CvwUuISk5Z4P9AQmk3yRnouIMZIeLiac2yStBp4g2cHUJ9loTwOmkTxRaxzJyt+VdIdJkoC31HpPJEmwDYGXgW4kO5vF6Y7qRWBFOnwHki/5sxGRJ2lWRAxLy/lVWddBRYqIhyTtQXLgcTlwX87oAyLiREmPSVJEVEmsBZ95Cf4VETdJGpO+L7rup/PtAdXxJNvB4jR5/5lkRwqwH8mO4Z8R8csS4ghJHwEFN+TXJklAz5JsL0tyyh5GksBeldQjnf5c4IRIL/wosh38dGP1T7f54ryQLvOvaettQUTcLuk4ksfHnkryPVycrpP5JNti0WcAnJy22D5L46pNsh57Sto+rffzwPMR8VUaf0GyJSIWSXpK0h9IkuWVOWWfEhHHSToA+EEaU0PgU2APSfUiYp11kFG9/8m3Dxr6HTAYWAk8TPKZrEj/OgKvAV8CD0XETEmvkDymd2ZOebcAF6cH438D3kyHH57Ge5+kzumwdbbVcny/fpq2crcl2f8dTrIvnE1ygL9T0Rki4qdpIyV3n5yrP3BbRLxVZPgMoOB70TEizsgZlxcRV0gaQpKYf8r636tXI+KWEvJHqVVlCzfXPJIjihdIHh2Zay3JUeLKnPcFRHJkB8n+JE/Sd4A8kpX0Q+DHwLHA8px5ispt4V4MPAX8C3gyIuZJupBkZ3c4yRFeRanKer9EcjT5PjAJGA58kI5bkbMjLejC6grcJ+nUnGVvTlaS7CBOAiZJOhjYWdIokgOGPiTreXOzJP1fsE6LrvuxJJ/nQSStl9ztoB5we0R8mU7bM6e89aQt3LYk2wkRsSJtafUleZhN0QODomUV/dzLuh18ybfJfntgEUkrumA/VDcts+j7WsCNEbE6rcdZxcQGOS1cSc2AfSJigKT7gK1IDmIPBv4KHFlc/GmSfEjSKSStvQKr0v8F38dawDMR8VRV1jsi8tOeit0i4sO0p+q7EfFO+r39c27ykfRf4MeS9qGY1mhELCBpFSPpWZJ1Bsn+45si62CdbbUc7kx7evYiaVnWIklsI3LiXW+mYvbJ1+WM/jOwjaQBEXFvzvCCuubuOwsUrNN8ksZWcd+rDeWPUttcEi4krck1JF0eue4Gfg18lr7/jKQL4GfpuBskfU1yRAewlOTo5DXgRxHxZXEfWhEFLdx/kRwxDib5Yn4jqSNJ8moATCBJUFdLqhMR48pb2RxVUu+I+ERSN+CeiPhC0r4k3dAAf5E0muTI9RmgM8mj0haRtLQ+T7tgbiw4UNlMPEjSDTWJ5EDmhIiYL6k5ydH/5phwiyq67ieT7FAakey43wN+Jmk5SWvkDkmfk3SvvV1Cmb0l3U7S9XdH2tJF0o7AVSTb3ztFyi7OH4HRkhYCtwLvpL0tt0fEvBLmyfUw8DtJx5L03AwmOZjoK6kT8HoaWzNJvyQ5OBiY1vuPkhaR9LSUpKCFC8lpoa0kXQLskQ67iWSn/lH6fpWkG9JuRdJW3W9Iuo2/Q9I93yud9jFJ15PskAH+AoyUdAhQLyIuqsJ6TydpEUJyEF+Q3EcCv5T0Kcn+YTLJ6YmmJN+F/wGXSro3Iial62AgSatOwD9yljEeuD3tzm1TsA5yt9WIGL+BGEvjeWCUkusLtgUuKG6iYvbJ64iIK5Wc2x6UM3gKyf50FDBL0u+ARRFxQzGLKO33qsx8W5CZVRnlnNPOGTY2Ik6suqgqX02td03nhGtmZpYB34drZmaWASdcMzOzDDjhmpmZZcAJ18zMLANOuGZmZhlwwjUzM8vA/wP8j92t37mcYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Count number of stores in each district\n",
    "Num_stores=Yelp_Data['District'].value_counts()\n",
    "# Calculate average rating in each district\n",
    "Avg_rating=Yelp_Data.groupby('District').Rating.mean()\n",
    "\n",
    "# Create a new table for new plot contains num_stores and avg_rating\n",
    "Yelp_plot = DataFrame({'Number of Ice Cream Shops':Num_stores,\n",
    "                'Average Rating':Avg_rating})\n",
    "\n",
    "# This is the new bar chart with sub bar chart\n",
    "Yelp_plot.plot(title=\"Bar Chart of Ice Cream Shops by District\",\n",
    "         kind='bar',\n",
    "         figsize=(12,5),\n",
    "         fontsize = 12)\n",
    "T=Yelp_plot.plot.bar(rot=0, figsize=(8,5), subplots = True, fontsize=7)\n",
    "T[1].legend(loc=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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