Movie_Reviews.ipynb

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   "outputs": [
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     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FILM</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Fandango_Stars</th>\n",
       "      <th>Fandango_Ratingvalue</th>\n",
       "      <th>RT_norm</th>\n",
       "      <th>RT_user_norm</th>\n",
       "      <th>...</th>\n",
       "      <th>IMDB_norm</th>\n",
       "      <th>RT_norm_round</th>\n",
       "      <th>RT_user_norm_round</th>\n",
       "      <th>Metacritic_norm_round</th>\n",
       "      <th>Metacritic_user_norm_round</th>\n",
       "      <th>IMDB_norm_round</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "      <th>Fandango_votes</th>\n",
       "      <th>Fandango_Difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Age of Ultron (2015)</td>\n",
       "      <td>74</td>\n",
       "      <td>86</td>\n",
       "      <td>66</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.70</td>\n",
       "      <td>4.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1330</td>\n",
       "      <td>271107</td>\n",
       "      <td>14846</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cinderella (2015)</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>67</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.55</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>249</td>\n",
       "      <td>65709</td>\n",
       "      <td>12640</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ant-Man (2015)</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>64</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>627</td>\n",
       "      <td>103660</td>\n",
       "      <td>12055</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Do You Believe? (2015)</td>\n",
       "      <td>18</td>\n",
       "      <td>84</td>\n",
       "      <td>22</td>\n",
       "      <td>4.7</td>\n",
       "      <td>5.4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.90</td>\n",
       "      <td>4.20</td>\n",
       "      <td>...</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>31</td>\n",
       "      <td>3136</td>\n",
       "      <td>1793</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hot Tub Time Machine 2 (2015)</td>\n",
       "      <td>14</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.40</td>\n",
       "      <td>...</td>\n",
       "      <td>2.55</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>88</td>\n",
       "      <td>19560</td>\n",
       "      <td>1021</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The Water Diviner (2015)</td>\n",
       "      <td>63</td>\n",
       "      <td>62</td>\n",
       "      <td>50</td>\n",
       "      <td>6.8</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.10</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>34</td>\n",
       "      <td>39373</td>\n",
       "      <td>397</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Irrational Man (2015)</td>\n",
       "      <td>42</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>7.6</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.10</td>\n",
       "      <td>2.65</td>\n",
       "      <td>...</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>17</td>\n",
       "      <td>2680</td>\n",
       "      <td>252</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Top Five (2014)</td>\n",
       "      <td>86</td>\n",
       "      <td>64</td>\n",
       "      <td>81</td>\n",
       "      <td>6.8</td>\n",
       "      <td>6.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.30</td>\n",
       "      <td>3.20</td>\n",
       "      <td>...</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>124</td>\n",
       "      <td>16876</td>\n",
       "      <td>3223</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Shaun the Sheep Movie (2015)</td>\n",
       "      <td>99</td>\n",
       "      <td>82</td>\n",
       "      <td>81</td>\n",
       "      <td>8.8</td>\n",
       "      <td>7.4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>4.10</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>62</td>\n",
       "      <td>12227</td>\n",
       "      <td>896</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Love &amp; Mercy (2015)</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>80</td>\n",
       "      <td>8.5</td>\n",
       "      <td>7.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.35</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>54</td>\n",
       "      <td>5367</td>\n",
       "      <td>864</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Far From The Madding Crowd (2015)</td>\n",
       "      <td>84</td>\n",
       "      <td>77</td>\n",
       "      <td>71</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>35</td>\n",
       "      <td>12129</td>\n",
       "      <td>804</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Black Sea (2015)</td>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>6.6</td>\n",
       "      <td>6.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.10</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.20</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>37</td>\n",
       "      <td>16547</td>\n",
       "      <td>218</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Leviathan (2014)</td>\n",
       "      <td>99</td>\n",
       "      <td>79</td>\n",
       "      <td>92</td>\n",
       "      <td>7.2</td>\n",
       "      <td>7.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.95</td>\n",
       "      <td>3.95</td>\n",
       "      <td>...</td>\n",
       "      <td>3.85</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>145</td>\n",
       "      <td>22521</td>\n",
       "      <td>64</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Unbroken (2014)</td>\n",
       "      <td>51</td>\n",
       "      <td>70</td>\n",
       "      <td>59</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.55</td>\n",
       "      <td>3.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>218</td>\n",
       "      <td>77518</td>\n",
       "      <td>9443</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Imitation Game (2014)</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.60</td>\n",
       "      <td>...</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>566</td>\n",
       "      <td>334164</td>\n",
       "      <td>8055</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Taken 3 (2015)</td>\n",
       "      <td>9</td>\n",
       "      <td>46</td>\n",
       "      <td>26</td>\n",
       "      <td>4.6</td>\n",
       "      <td>6.1</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.45</td>\n",
       "      <td>2.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.05</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>240</td>\n",
       "      <td>104235</td>\n",
       "      <td>6757</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ted 2 (2015)</td>\n",
       "      <td>46</td>\n",
       "      <td>58</td>\n",
       "      <td>48</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.30</td>\n",
       "      <td>2.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.30</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>197</td>\n",
       "      <td>49102</td>\n",
       "      <td>6437</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Southpaw (2015)</td>\n",
       "      <td>59</td>\n",
       "      <td>80</td>\n",
       "      <td>57</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.95</td>\n",
       "      <td>4.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>128</td>\n",
       "      <td>23561</td>\n",
       "      <td>5597</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Night at the Museum: Secret of the Tomb (2014)</td>\n",
       "      <td>50</td>\n",
       "      <td>58</td>\n",
       "      <td>47</td>\n",
       "      <td>5.8</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.50</td>\n",
       "      <td>2.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.15</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>103</td>\n",
       "      <td>50291</td>\n",
       "      <td>5445</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Pixels (2015)</td>\n",
       "      <td>17</td>\n",
       "      <td>54</td>\n",
       "      <td>27</td>\n",
       "      <td>5.3</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.85</td>\n",
       "      <td>2.70</td>\n",
       "      <td>...</td>\n",
       "      <td>2.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>246</td>\n",
       "      <td>19521</td>\n",
       "      <td>3886</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>McFarland, USA (2015)</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>60</td>\n",
       "      <td>7.2</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.95</td>\n",
       "      <td>4.45</td>\n",
       "      <td>...</td>\n",
       "      <td>3.75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>59</td>\n",
       "      <td>13769</td>\n",
       "      <td>3364</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Insidious: Chapter 3 (2015)</td>\n",
       "      <td>59</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>2.95</td>\n",
       "      <td>2.80</td>\n",
       "      <td>...</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>115</td>\n",
       "      <td>25134</td>\n",
       "      <td>3276</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>The Man From U.N.C.L.E. (2015)</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>55</td>\n",
       "      <td>7.9</td>\n",
       "      <td>7.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>3.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>144</td>\n",
       "      <td>22104</td>\n",
       "      <td>2686</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Run All Night (2015)</td>\n",
       "      <td>60</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>...</td>\n",
       "      <td>3.30</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>141</td>\n",
       "      <td>50438</td>\n",
       "      <td>2066</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Trainwreck (2015)</td>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.70</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>169</td>\n",
       "      <td>27380</td>\n",
       "      <td>8381</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Selma (2014)</td>\n",
       "      <td>99</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>4.95</td>\n",
       "      <td>4.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.75</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>316</td>\n",
       "      <td>45344</td>\n",
       "      <td>7025</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Ex Machina (2015)</td>\n",
       "      <td>92</td>\n",
       "      <td>86</td>\n",
       "      <td>78</td>\n",
       "      <td>7.9</td>\n",
       "      <td>7.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>672</td>\n",
       "      <td>154499</td>\n",
       "      <td>3458</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Still Alice (2015)</td>\n",
       "      <td>88</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>7.8</td>\n",
       "      <td>7.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.25</td>\n",
       "      <td>...</td>\n",
       "      <td>3.75</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>153</td>\n",
       "      <td>57123</td>\n",
       "      <td>1258</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wild Tales (2014)</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>77</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.60</td>\n",
       "      <td>...</td>\n",
       "      <td>4.10</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>107</td>\n",
       "      <td>50285</td>\n",
       "      <td>235</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The End of the Tour (2015)</td>\n",
       "      <td>92</td>\n",
       "      <td>89</td>\n",
       "      <td>84</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.45</td>\n",
       "      <td>...</td>\n",
       "      <td>3.95</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1320</td>\n",
       "      <td>121</td>\n",
       "      <td>0.4</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",
       "      <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>116</th>\n",
       "      <td>Clouds of Sils Maria (2015)</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>78</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.45</td>\n",
       "      <td>3.35</td>\n",
       "      <td>...</td>\n",
       "      <td>3.40</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>36</td>\n",
       "      <td>11392</td>\n",
       "      <td>162</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Testament of Youth (2015)</td>\n",
       "      <td>81</td>\n",
       "      <td>79</td>\n",
       "      <td>77</td>\n",
       "      <td>7.9</td>\n",
       "      <td>7.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.05</td>\n",
       "      <td>3.95</td>\n",
       "      <td>...</td>\n",
       "      <td>3.65</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>15</td>\n",
       "      <td>5495</td>\n",
       "      <td>127</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Infinitely Polar Bear (2015)</td>\n",
       "      <td>80</td>\n",
       "      <td>76</td>\n",
       "      <td>64</td>\n",
       "      <td>7.9</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.80</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8</td>\n",
       "      <td>1062</td>\n",
       "      <td>124</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Phoenix (2015)</td>\n",
       "      <td>99</td>\n",
       "      <td>81</td>\n",
       "      <td>91</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.95</td>\n",
       "      <td>4.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>21</td>\n",
       "      <td>3687</td>\n",
       "      <td>70</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>The Wolfpack (2015)</td>\n",
       "      <td>84</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.20</td>\n",
       "      <td>3.65</td>\n",
       "      <td>...</td>\n",
       "      <td>3.55</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8</td>\n",
       "      <td>1488</td>\n",
       "      <td>66</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>The Stanford Prison Experiment (2015)</td>\n",
       "      <td>84</td>\n",
       "      <td>87</td>\n",
       "      <td>68</td>\n",
       "      <td>8.5</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.35</td>\n",
       "      <td>...</td>\n",
       "      <td>3.55</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>6</td>\n",
       "      <td>950</td>\n",
       "      <td>51</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Tangerine (2015)</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>14</td>\n",
       "      <td>696</td>\n",
       "      <td>36</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Magic Mike XXL (2015)</td>\n",
       "      <td>62</td>\n",
       "      <td>64</td>\n",
       "      <td>60</td>\n",
       "      <td>5.4</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.20</td>\n",
       "      <td>...</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>52</td>\n",
       "      <td>11937</td>\n",
       "      <td>9363</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Home (2015)</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>55</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.25</td>\n",
       "      <td>3.25</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>177</td>\n",
       "      <td>41158</td>\n",
       "      <td>7705</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>The Wedding Ringer (2015)</td>\n",
       "      <td>27</td>\n",
       "      <td>66</td>\n",
       "      <td>35</td>\n",
       "      <td>3.3</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.35</td>\n",
       "      <td>3.30</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>126</td>\n",
       "      <td>37292</td>\n",
       "      <td>6506</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Woman in Gold (2015)</td>\n",
       "      <td>52</td>\n",
       "      <td>81</td>\n",
       "      <td>51</td>\n",
       "      <td>7.2</td>\n",
       "      <td>7.4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.60</td>\n",
       "      <td>4.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>72</td>\n",
       "      <td>17957</td>\n",
       "      <td>2435</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>The Last Five Years (2015)</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20</td>\n",
       "      <td>4110</td>\n",
       "      <td>99</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Mission: Impossible â€“ Rogue Nation (2015)</td>\n",
       "      <td>92</td>\n",
       "      <td>90</td>\n",
       "      <td>75</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>362</td>\n",
       "      <td>82579</td>\n",
       "      <td>8357</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Amy (2015)</td>\n",
       "      <td>97</td>\n",
       "      <td>91</td>\n",
       "      <td>85</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.55</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>60</td>\n",
       "      <td>5630</td>\n",
       "      <td>729</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>71</td>\n",
       "      <td>81</td>\n",
       "      <td>59</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.55</td>\n",
       "      <td>4.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1281</td>\n",
       "      <td>241807</td>\n",
       "      <td>34390</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Minions (2015)</td>\n",
       "      <td>54</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.70</td>\n",
       "      <td>2.60</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>204</td>\n",
       "      <td>55895</td>\n",
       "      <td>14998</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Max (2015)</td>\n",
       "      <td>35</td>\n",
       "      <td>73</td>\n",
       "      <td>47</td>\n",
       "      <td>5.9</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.75</td>\n",
       "      <td>3.65</td>\n",
       "      <td>...</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>15</td>\n",
       "      <td>5444</td>\n",
       "      <td>3412</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Paul Blart: Mall Cop 2 (2015)</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>13</td>\n",
       "      <td>2.4</td>\n",
       "      <td>4.3</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.80</td>\n",
       "      <td>...</td>\n",
       "      <td>2.15</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>211</td>\n",
       "      <td>15004</td>\n",
       "      <td>3054</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>The Longest Ride (2015)</td>\n",
       "      <td>31</td>\n",
       "      <td>73</td>\n",
       "      <td>33</td>\n",
       "      <td>4.8</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.55</td>\n",
       "      <td>3.65</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>49</td>\n",
       "      <td>25214</td>\n",
       "      <td>2603</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>The Lazarus Effect (2015)</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>4.9</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.15</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>62</td>\n",
       "      <td>17691</td>\n",
       "      <td>1651</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>The Woman In Black 2 Angel of Death (2015)</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>1.25</td>\n",
       "      <td>...</td>\n",
       "      <td>2.45</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>55</td>\n",
       "      <td>14873</td>\n",
       "      <td>1333</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Danny Collins (2015)</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>58</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.75</td>\n",
       "      <td>...</td>\n",
       "      <td>3.55</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>33</td>\n",
       "      <td>11206</td>\n",
       "      <td>531</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Spare Parts (2015)</td>\n",
       "      <td>52</td>\n",
       "      <td>83</td>\n",
       "      <td>50</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.60</td>\n",
       "      <td>4.15</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7</td>\n",
       "      <td>47377</td>\n",
       "      <td>450</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Serena (2015)</td>\n",
       "      <td>18</td>\n",
       "      <td>25</td>\n",
       "      <td>36</td>\n",
       "      <td>5.3</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.25</td>\n",
       "      <td>...</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>19</td>\n",
       "      <td>12165</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>8.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.90</td>\n",
       "      <td>4.50</td>\n",
       "      <td>...</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>807</td>\n",
       "      <td>96252</td>\n",
       "      <td>15749</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Mr. Holmes (2015)</td>\n",
       "      <td>87</td>\n",
       "      <td>78</td>\n",
       "      <td>67</td>\n",
       "      <td>7.9</td>\n",
       "      <td>7.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>33</td>\n",
       "      <td>7367</td>\n",
       "      <td>1348</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>'71 (2015)</td>\n",
       "      <td>97</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.10</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>60</td>\n",
       "      <td>24116</td>\n",
       "      <td>192</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Two Days, One Night (2014)</td>\n",
       "      <td>97</td>\n",
       "      <td>78</td>\n",
       "      <td>89</td>\n",
       "      <td>8.8</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.85</td>\n",
       "      <td>3.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>123</td>\n",
       "      <td>24345</td>\n",
       "      <td>118</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Gett: The Trial of Viviane Amsalem (2015)</td>\n",
       "      <td>100</td>\n",
       "      <td>81</td>\n",
       "      <td>90</td>\n",
       "      <td>7.3</td>\n",
       "      <td>7.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1955</td>\n",
       "      <td>59</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Kumiko, The Treasure Hunter (2015)</td>\n",
       "      <td>87</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "      <td>6.4</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3.15</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>19</td>\n",
       "      <td>5289</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>146 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               FILM  RottenTomatoes  \\\n",
       "0                    Avengers: Age of Ultron (2015)              74   \n",
       "1                                 Cinderella (2015)              85   \n",
       "2                                    Ant-Man (2015)              80   \n",
       "3                            Do You Believe? (2015)              18   \n",
       "4                     Hot Tub Time Machine 2 (2015)              14   \n",
       "5                          The Water Diviner (2015)              63   \n",
       "6                             Irrational Man (2015)              42   \n",
       "7                                   Top Five (2014)              86   \n",
       "8                      Shaun the Sheep Movie (2015)              99   \n",
       "9                               Love & Mercy (2015)              89   \n",
       "10                Far From The Madding Crowd (2015)              84   \n",
       "11                                 Black Sea (2015)              82   \n",
       "12                                 Leviathan (2014)              99   \n",
       "13                                  Unbroken (2014)              51   \n",
       "14                        The Imitation Game (2014)              90   \n",
       "15                                   Taken 3 (2015)               9   \n",
       "16                                     Ted 2 (2015)              46   \n",
       "17                                  Southpaw (2015)              59   \n",
       "18   Night at the Museum: Secret of the Tomb (2014)              50   \n",
       "19                                    Pixels (2015)              17   \n",
       "20                            McFarland, USA (2015)              79   \n",
       "21                      Insidious: Chapter 3 (2015)              59   \n",
       "22                   The Man From U.N.C.L.E. (2015)              68   \n",
       "23                             Run All Night (2015)              60   \n",
       "24                                Trainwreck (2015)              85   \n",
       "25                                     Selma (2014)              99   \n",
       "26                                Ex Machina (2015)              92   \n",
       "27                               Still Alice (2015)              88   \n",
       "28                                Wild Tales (2014)              96   \n",
       "29                       The End of the Tour (2015)              92   \n",
       "..                                              ...             ...   \n",
       "116                     Clouds of Sils Maria (2015)              89   \n",
       "117                       Testament of Youth (2015)              81   \n",
       "118                    Infinitely Polar Bear (2015)              80   \n",
       "119                                  Phoenix (2015)              99   \n",
       "120                             The Wolfpack (2015)              84   \n",
       "121           The Stanford Prison Experiment (2015)              84   \n",
       "122                                Tangerine (2015)              95   \n",
       "123                           Magic Mike XXL (2015)              62   \n",
       "124                                     Home (2015)              45   \n",
       "125                       The Wedding Ringer (2015)              27   \n",
       "126                            Woman in Gold (2015)              52   \n",
       "127                      The Last Five Years (2015)              60   \n",
       "128     Mission: Impossible â€“ Rogue Nation (2015)              92   \n",
       "129                                      Amy (2015)              97   \n",
       "130                           Jurassic World (2015)              71   \n",
       "131                                  Minions (2015)              54   \n",
       "132                                      Max (2015)              35   \n",
       "133                   Paul Blart: Mall Cop 2 (2015)               5   \n",
       "134                         The Longest Ride (2015)              31   \n",
       "135                       The Lazarus Effect (2015)              14   \n",
       "136      The Woman In Black 2 Angel of Death (2015)              22   \n",
       "137                            Danny Collins (2015)              77   \n",
       "138                              Spare Parts (2015)              52   \n",
       "139                                   Serena (2015)              18   \n",
       "140                               Inside Out (2015)              98   \n",
       "141                               Mr. Holmes (2015)              87   \n",
       "142                                      '71 (2015)              97   \n",
       "143                      Two Days, One Night (2014)              97   \n",
       "144       Gett: The Trial of Viviane Amsalem (2015)             100   \n",
       "145              Kumiko, The Treasure Hunter (2015)              87   \n",
       "\n",
       "     RottenTomatoes_User  Metacritic  Metacritic_User  IMDB  Fandango_Stars  \\\n",
       "0                     86          66              7.1   7.8             5.0   \n",
       "1                     80          67              7.5   7.1             5.0   \n",
       "2                     90          64              8.1   7.8             5.0   \n",
       "3                     84          22              4.7   5.4             5.0   \n",
       "4                     28          29              3.4   5.1             3.5   \n",
       "5                     62          50              6.8   7.2             4.5   \n",
       "6                     53          53              7.6   6.9             4.0   \n",
       "7                     64          81              6.8   6.5             4.0   \n",
       "8                     82          81              8.8   7.4             4.5   \n",
       "9                     87          80              8.5   7.8             4.5   \n",
       "10                    77          71              7.5   7.2             4.5   \n",
       "11                    60          62              6.6   6.4             4.0   \n",
       "12                    79          92              7.2   7.7             4.0   \n",
       "13                    70          59              6.5   7.2             4.5   \n",
       "14                    92          73              8.2   8.1             5.0   \n",
       "15                    46          26              4.6   6.1             4.5   \n",
       "16                    58          48              6.5   6.6             4.5   \n",
       "17                    80          57              8.2   7.8             5.0   \n",
       "18                    58          47              5.8   6.3             4.5   \n",
       "19                    54          27              5.3   5.6             4.5   \n",
       "20                    89          60              7.2   7.5             5.0   \n",
       "21                    56          52              6.9   6.3             4.5   \n",
       "22                    80          55              7.9   7.6             4.5   \n",
       "23                    59          59              7.3   6.6             4.5   \n",
       "24                    74          75              6.0   6.7             4.5   \n",
       "25                    86          89              7.1   7.5             5.0   \n",
       "26                    86          78              7.9   7.7             4.5   \n",
       "27                    85          72              7.8   7.5             4.5   \n",
       "28                    92          77              8.8   8.2             4.5   \n",
       "29                    89          84              7.5   7.9             4.5   \n",
       "..                   ...         ...              ...   ...             ...   \n",
       "116                   67          78              7.1   6.8             3.5   \n",
       "117                   79          77              7.9   7.3             4.0   \n",
       "118                   76          64              7.9   7.2             4.0   \n",
       "119                   81          91              8.0   7.2             3.5   \n",
       "120                   73          75              7.0   7.1             3.5   \n",
       "121                   87          68              8.5   7.1             4.0   \n",
       "122                   86          86              7.3   7.4             4.0   \n",
       "123                   64          60              5.4   6.3             4.5   \n",
       "124                   65          55              7.3   6.7             4.5   \n",
       "125                   66          35              3.3   6.7             4.5   \n",
       "126                   81          51              7.2   7.4             4.5   \n",
       "127                   60          60              6.9   6.0             4.5   \n",
       "128                   90          75              8.0   7.8             4.5   \n",
       "129                   91          85              8.8   8.0             4.5   \n",
       "130                   81          59              7.0   7.3             4.5   \n",
       "131                   52          56              5.7   6.7             4.0   \n",
       "132                   73          47              5.9   7.0             4.5   \n",
       "133                   36          13              2.4   4.3             3.5   \n",
       "134                   73          33              4.8   7.2             4.5   \n",
       "135                   23          31              4.9   5.2             3.0   \n",
       "136                   25          42              4.4   4.9             3.0   \n",
       "137                   75          58              7.1   7.1             4.0   \n",
       "138                   83          50              7.1   7.2             4.5   \n",
       "139                   25          36              5.3   5.4             3.0   \n",
       "140                   90          94              8.9   8.6             4.5   \n",
       "141                   78          67              7.9   7.4             4.0   \n",
       "142                   82          83              7.5   7.2             3.5   \n",
       "143                   78          89              8.8   7.4             3.5   \n",
       "144                   81          90              7.3   7.8             3.5   \n",
       "145                   63          68              6.4   6.7             3.5   \n",
       "\n",
       "     Fandango_Ratingvalue  RT_norm  RT_user_norm         ...           \\\n",
       "0                     4.5     3.70          4.30         ...            \n",
       "1                     4.5     4.25          4.00         ...            \n",
       "2                     4.5     4.00          4.50         ...            \n",
       "3                     4.5     0.90          4.20         ...            \n",
       "4                     3.0     0.70          1.40         ...            \n",
       "5                     4.0     3.15          3.10         ...            \n",
       "6                     3.5     2.10          2.65         ...            \n",
       "7                     3.5     4.30          3.20         ...            \n",
       "8                     4.0     4.95          4.10         ...            \n",
       "9                     4.0     4.45          4.35         ...            \n",
       "10                    4.0     4.20          3.85         ...            \n",
       "11                    3.5     4.10          3.00         ...            \n",
       "12                    3.5     4.95          3.95         ...            \n",
       "13                    4.1     2.55          3.50         ...            \n",
       "14                    4.6     4.50          4.60         ...            \n",
       "15                    4.1     0.45          2.30         ...            \n",
       "16                    4.1     2.30          2.90         ...            \n",
       "17                    4.6     2.95          4.00         ...            \n",
       "18                    4.1     2.50          2.90         ...            \n",
       "19                    4.1     0.85          2.70         ...            \n",
       "20                    4.6     3.95          4.45         ...            \n",
       "21                    4.1     2.95          2.80         ...            \n",
       "22                    4.1     3.40          4.00         ...            \n",
       "23                    4.1     3.00          2.95         ...            \n",
       "24                    4.1     4.25          3.70         ...            \n",
       "25                    4.6     4.95          4.30         ...            \n",
       "26                    4.1     4.60          4.30         ...            \n",
       "27                    4.1     4.40          4.25         ...            \n",
       "28                    4.1     4.80          4.60         ...            \n",
       "29                    4.1     4.60          4.45         ...            \n",
       "..                    ...      ...           ...         ...            \n",
       "116                   3.4     4.45          3.35         ...            \n",
       "117                   3.9     4.05          3.95         ...            \n",
       "118                   3.9     4.00          3.80         ...            \n",
       "119                   3.4     4.95          4.05         ...            \n",
       "120                   3.4     4.20          3.65         ...            \n",
       "121                   3.9     4.20          4.35         ...            \n",
       "122                   3.9     4.75          4.30         ...            \n",
       "123                   4.4     3.10          3.20         ...            \n",
       "124                   4.4     2.25          3.25         ...            \n",
       "125                   4.4     1.35          3.30         ...            \n",
       "126                   4.4     2.60          4.05         ...            \n",
       "127                   4.4     3.00          3.00         ...            \n",
       "128                   4.4     4.60          4.50         ...            \n",
       "129                   4.4     4.85          4.55         ...            \n",
       "130                   4.5     3.55          4.05         ...            \n",
       "131                   4.0     2.70          2.60         ...            \n",
       "132                   4.5     1.75          3.65         ...            \n",
       "133                   3.5     0.25          1.80         ...            \n",
       "134                   4.5     1.55          3.65         ...            \n",
       "135                   3.0     0.70          1.15         ...            \n",
       "136                   3.0     1.10          1.25         ...            \n",
       "137                   4.0     3.85          3.75         ...            \n",
       "138                   4.5     2.60          4.15         ...            \n",
       "139                   3.0     0.90          1.25         ...            \n",
       "140                   4.5     4.90          4.50         ...            \n",
       "141                   4.0     4.35          3.90         ...            \n",
       "142                   3.5     4.85          4.10         ...            \n",
       "143                   3.5     4.85          3.90         ...            \n",
       "144                   3.5     5.00          4.05         ...            \n",
       "145                   3.5     4.35          3.15         ...            \n",
       "\n",
       "     IMDB_norm  RT_norm_round  RT_user_norm_round  Metacritic_norm_round  \\\n",
       "0         3.90            3.5                 4.5                    3.5   \n",
       "1         3.55            4.5                 4.0                    3.5   \n",
       "2         3.90            4.0                 4.5                    3.0   \n",
       "3         2.70            1.0                 4.0                    1.0   \n",
       "4         2.55            0.5                 1.5                    1.5   \n",
       "5         3.60            3.0                 3.0                    2.5   \n",
       "6         3.45            2.0                 2.5                    2.5   \n",
       "7         3.25            4.5                 3.0                    4.0   \n",
       "8         3.70            5.0                 4.0                    4.0   \n",
       "9         3.90            4.5                 4.5                    4.0   \n",
       "10        3.60            4.0                 4.0                    3.5   \n",
       "11        3.20            4.0                 3.0                    3.0   \n",
       "12        3.85            5.0                 4.0                    4.5   \n",
       "13        3.60            2.5                 3.5                    3.0   \n",
       "14        4.05            4.5                 4.5                    3.5   \n",
       "15        3.05            0.5                 2.5                    1.5   \n",
       "16        3.30            2.5                 3.0                    2.5   \n",
       "17        3.90            3.0                 4.0                    3.0   \n",
       "18        3.15            2.5                 3.0                    2.5   \n",
       "19        2.80            1.0                 2.5                    1.5   \n",
       "20        3.75            4.0                 4.5                    3.0   \n",
       "21        3.15            3.0                 3.0                    2.5   \n",
       "22        3.80            3.5                 4.0                    3.0   \n",
       "23        3.30            3.0                 3.0                    3.0   \n",
       "24        3.35            4.5                 3.5                    4.0   \n",
       "25        3.75            5.0                 4.5                    4.5   \n",
       "26        3.85            4.5                 4.5                    4.0   \n",
       "27        3.75            4.5                 4.5                    3.5   \n",
       "28        4.10            5.0                 4.5                    4.0   \n",
       "29        3.95            4.5                 4.5                    4.0   \n",
       "..         ...            ...                 ...                    ...   \n",
       "116       3.40            4.5                 3.5                    4.0   \n",
       "117       3.65            4.0                 4.0                    4.0   \n",
       "118       3.60            4.0                 4.0                    3.0   \n",
       "119       3.60            5.0                 4.0                    4.5   \n",
       "120       3.55            4.0                 3.5                    4.0   \n",
       "121       3.55            4.0                 4.5                    3.5   \n",
       "122       3.70            5.0                 4.5                    4.5   \n",
       "123       3.15            3.0                 3.0                    3.0   \n",
       "124       3.35            2.5                 3.5                    3.0   \n",
       "125       3.35            1.5                 3.5                    2.0   \n",
       "126       3.70            2.5                 4.0                    2.5   \n",
       "127       3.00            3.0                 3.0                    3.0   \n",
       "128       3.90            4.5                 4.5                    4.0   \n",
       "129       4.00            5.0                 4.5                    4.5   \n",
       "130       3.65            3.5                 4.0                    3.0   \n",
       "131       3.35            2.5                 2.5                    3.0   \n",
       "132       3.50            2.0                 3.5                    2.5   \n",
       "133       2.15            0.5                 2.0                    0.5   \n",
       "134       3.60            1.5                 3.5                    1.5   \n",
       "135       2.60            0.5                 1.0                    1.5   \n",
       "136       2.45            1.0                 1.5                    2.0   \n",
       "137       3.55            4.0                 4.0                    3.0   \n",
       "138       3.60            2.5                 4.0                    2.5   \n",
       "139       2.70            1.0                 1.5                    2.0   \n",
       "140       4.30            5.0                 4.5                    4.5   \n",
       "141       3.70            4.5                 4.0                    3.5   \n",
       "142       3.60            5.0                 4.0                    4.0   \n",
       "143       3.70            5.0                 4.0                    4.5   \n",
       "144       3.90            5.0                 4.0                    4.5   \n",
       "145       3.35            4.5                 3.0                    3.5   \n",
       "\n",
       "     Metacritic_user_norm_round  IMDB_norm_round  Metacritic_user_vote_count  \\\n",
       "0                           3.5              4.0                        1330   \n",
       "1                           4.0              3.5                         249   \n",
       "2                           4.0              4.0                         627   \n",
       "3                           2.5              2.5                          31   \n",
       "4                           1.5              2.5                          88   \n",
       "5                           3.5              3.5                          34   \n",
       "6                           4.0              3.5                          17   \n",
       "7                           3.5              3.5                         124   \n",
       "8                           4.5              3.5                          62   \n",
       "9                           4.5              4.0                          54   \n",
       "10                          4.0              3.5                          35   \n",
       "11                          3.5              3.0                          37   \n",
       "12                          3.5              4.0                         145   \n",
       "13                          3.5              3.5                         218   \n",
       "14                          4.0              4.0                         566   \n",
       "15                          2.5              3.0                         240   \n",
       "16                          3.5              3.5                         197   \n",
       "17                          4.0              4.0                         128   \n",
       "18                          3.0              3.0                         103   \n",
       "19                          2.5              3.0                         246   \n",
       "20                          3.5              4.0                          59   \n",
       "21                          3.5              3.0                         115   \n",
       "22                          4.0              4.0                         144   \n",
       "23                          3.5              3.5                         141   \n",
       "24                          3.0              3.5                         169   \n",
       "25                          3.5              4.0                         316   \n",
       "26                          4.0              4.0                         672   \n",
       "27                          4.0              4.0                         153   \n",
       "28                          4.5              4.0                         107   \n",
       "29                          4.0              4.0                          19   \n",
       "..                          ...              ...                         ...   \n",
       "116                         3.5              3.5                          36   \n",
       "117                         4.0              3.5                          15   \n",
       "118                         4.0              3.5                           8   \n",
       "119                         4.0              3.5                          21   \n",
       "120                         3.5              3.5                           8   \n",
       "121                         4.5              3.5                           6   \n",
       "122                         3.5              3.5                          14   \n",
       "123                         2.5              3.0                          52   \n",
       "124                         3.5              3.5                         177   \n",
       "125                         1.5              3.5                         126   \n",
       "126                         3.5              3.5                          72   \n",
       "127                         3.5              3.0                          20   \n",
       "128                         4.0              4.0                         362   \n",
       "129                         4.5              4.0                          60   \n",
       "130                         3.5              3.5                        1281   \n",
       "131                         3.0              3.5                         204   \n",
       "132                         3.0              3.5                          15   \n",
       "133                         1.0              2.0                         211   \n",
       "134                         2.5              3.5                          49   \n",
       "135                         2.5              2.5                          62   \n",
       "136                         2.0              2.5                          55   \n",
       "137                         3.5              3.5                          33   \n",
       "138                         3.5              3.5                           7   \n",
       "139                         2.5              2.5                          19   \n",
       "140                         4.5              4.5                         807   \n",
       "141                         4.0              3.5                          33   \n",
       "142                         4.0              3.5                          60   \n",
       "143                         4.5              3.5                         123   \n",
       "144                         3.5              4.0                          19   \n",
       "145                         3.0              3.5                          19   \n",
       "\n",
       "     IMDB_user_vote_count  Fandango_votes  Fandango_Difference  \n",
       "0                  271107           14846                  0.5  \n",
       "1                   65709           12640                  0.5  \n",
       "2                  103660           12055                  0.5  \n",
       "3                    3136            1793                  0.5  \n",
       "4                   19560            1021                  0.5  \n",
       "5                   39373             397                  0.5  \n",
       "6                    2680             252                  0.5  \n",
       "7                   16876            3223                  0.5  \n",
       "8                   12227             896                  0.5  \n",
       "9                    5367             864                  0.5  \n",
       "10                  12129             804                  0.5  \n",
       "11                  16547             218                  0.5  \n",
       "12                  22521              64                  0.5  \n",
       "13                  77518            9443                  0.4  \n",
       "14                 334164            8055                  0.4  \n",
       "15                 104235            6757                  0.4  \n",
       "16                  49102            6437                  0.4  \n",
       "17                  23561            5597                  0.4  \n",
       "18                  50291            5445                  0.4  \n",
       "19                  19521            3886                  0.4  \n",
       "20                  13769            3364                  0.4  \n",
       "21                  25134            3276                  0.4  \n",
       "22                  22104            2686                  0.4  \n",
       "23                  50438            2066                  0.4  \n",
       "24                  27380            8381                  0.4  \n",
       "25                  45344            7025                  0.4  \n",
       "26                 154499            3458                  0.4  \n",
       "27                  57123            1258                  0.4  \n",
       "28                  50285             235                  0.4  \n",
       "29                   1320             121                  0.4  \n",
       "..                    ...             ...                  ...  \n",
       "116                 11392             162                  0.1  \n",
       "117                  5495             127                  0.1  \n",
       "118                  1062             124                  0.1  \n",
       "119                  3687              70                  0.1  \n",
       "120                  1488              66                  0.1  \n",
       "121                   950              51                  0.1  \n",
       "122                   696              36                  0.1  \n",
       "123                 11937            9363                  0.1  \n",
       "124                 41158            7705                  0.1  \n",
       "125                 37292            6506                  0.1  \n",
       "126                 17957            2435                  0.1  \n",
       "127                  4110              99                  0.1  \n",
       "128                 82579            8357                  0.1  \n",
       "129                  5630             729                  0.1  \n",
       "130                241807           34390                  0.0  \n",
       "131                 55895           14998                  0.0  \n",
       "132                  5444            3412                  0.0  \n",
       "133                 15004            3054                  0.0  \n",
       "134                 25214            2603                  0.0  \n",
       "135                 17691            1651                  0.0  \n",
       "136                 14873            1333                  0.0  \n",
       "137                 11206             531                  0.0  \n",
       "138                 47377             450                  0.0  \n",
       "139                 12165              50                  0.0  \n",
       "140                 96252           15749                  0.0  \n",
       "141                  7367            1348                  0.0  \n",
       "142                 24116             192                  0.0  \n",
       "143                 24345             118                  0.0  \n",
       "144                  1955              59                  0.0  \n",
       "145                  5289              41                  0.0  \n",
       "\n",
       "[146 rows x 22 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "movies = pd.read_csv(\"fandango_score_comparison.csv\")\n",
    "movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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x4sV8IoSI+hWLptc/ePAg1Go1oqKicOrUKbz66qtoaWlBREQEDh8+jKamJmvU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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb45f62c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "fig, axes = plt.subplots(figsize=(5,7))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "ax1.hist(movies[\"Metacritic_norm_round\"], 10, range=(0,5))\n",
    "ax1.set_title(\"Metacritic\")\n",
    "ax2.hist(movies[\"Fandango_Stars\"], 10, range=(0,5))\n",
    "ax2.set_title(\"Fandango\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#Based on plotting histograms of normalized Metacritic scores and Fandango stars, it seems that Metacritic's most common ratings were between 3-4 while Fandango's was between 4-4.5. There are no scores below a 3 in the Fandango ratings, while there are scores as low as .5 in the Metacritics ratings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean fandango:  4.08904109589\n",
      "mean metacritic:  2.97260273973\n",
      "median fandango:  4.0\n",
      "median metacritic:  3.0\n",
      "standard dev fandango:  0.540385977979\n",
      "standard dev metacritic:  0.990960561374\n"
     ]
    }
   ],
   "source": [
    "mean_fandango = (sum(movies[\"Fandango_Stars\"]) / len(movies[\"Fandango_Stars\"]))\n",
    "mean_meta = (sum(movies[\"Metacritic_norm_round\"]) / len(movies[\"Metacritic_norm_round\"]))\n",
    "\n",
    "print(\"mean fandango: \", mean_fandango)\n",
    "print(\"mean metacritic: \", mean_meta)\n",
    "\n",
    "import numpy\n",
    "median_fandango = numpy.median(movies[\"Fandango_Stars\"])\n",
    "median_meta = numpy.median(movies[\"Metacritic_norm_round\"])\n",
    "\n",
    "print(\"median fandango: \", median_fandango)\n",
    "print(\"median metacritic: \", median_meta)\n",
    "\n",
    "std_fandango = movies[\"Fandango_Stars\"].std()\n",
    "std_meta = movies[\"Metacritic_norm_round\"].std()\n",
    "\n",
    "print(\"standard dev fandango: \", std_fandango)\n",
    "print(\"standard dev metacritic: \", std_meta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Fandango vs. Metacritic Methodology\n",
    "Based on metacritic's methodology, scores are from a weighted average (scores are given different weights based on who the source is) and are then normalized on a scale 0-100.\n",
    "\n",
    "Fandango makes their scoring methodology harder to find on their website. Based on other sources, it seems that Fandango uses a 0-5 rating system (at .5 star increments), though clearly by the data, the trend shows that movies are typically not rated below 3.\n",
    "\n",
    "\n",
    "## Fandango vs. Metacritic statistical differences\n",
    "\n",
    "Based on a few simple statistics, fandango's mean score, median score are both 4.0 or higher. These are both above metacritic's mean and median which are 2.97 and 3, respectively. Fandango may have a higher mean and median becase of the limited range of their rating system. Metacritic has more of a range to potentially capture a normalized distribution.\n",
    "\n",
    "The standard deviation between fandango scores is tight at .54, while metacritic's is at .99. There may be a difference here because Fandango ratings seem to begin at 3 and end at 5, while Metacritic's began as low as .5 and reach 4.5.\n",
    "\n",
    "The median for Metacritic at 3 is slightly higher than the mean score for Metacritic at 2.9 most likely because there are more lower scores bring down the mean - the trend is ever so slighty \"skewed to the left\". \n",
    "\n",
    "Based on Fandango's mean score being more than 1 full point higher than Metacritic's mean score, there is a significant showing of higher Fandango scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'ax' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m\u001b[0m",
      "\u001b[1;31mNameError\u001b[0mTraceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-4e98f3fce45a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmovies\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Fandango_Stars\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmovies\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Metacritic_norm_round\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_xlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Fandango\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_ylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Metacritic\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'ax' is not defined"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcb4ae3b518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(movies[\"Fandango_Stars\"], movies[\"Metacritic_norm_round\"])\n",
    "ax.set_xlabel(\"Fandango\")\n",
    "ax.set_ylabel(\"Metacritic\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "movies[\"fm_diff\"] = numpy.abs(movies[\"Fandango_Stars\"] - movies[\"Metacritic_norm_round\"])\n",
    "\n",
    "movies.sort_values(by=\"fm_diff\", ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.stats.stats import pearsonr\n",
    "r, p = pearsonr(movies[\"Fandango_Stars\"], movies[\"Metacritic_norm_round\"])\n",
    "print(r)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation between Fandango and metacritic scores\n",
    "\n",
    "There is a very low but positive correlation between Fandango and Metacritic scores. This shows that scores per movie are very different. As proved before, Fandango scores seem to be inflated and this weak correlation between Fandango scores and Metacritic scores show that the inflated scores differ per movie.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.stats import linregress\n",
    "slope, intercept, r_value, p_value, stderr_slope = linregress(movies[\"Fandango_Stars\"], movies[\"Metacritic_norm_round\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pred_3 = 3 * slope + intercept\n",
    "print(pred_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pred_1 = 1 * slope + intercept\n",
    "pred_5 = 5 * slope + intercept\n",
    "\n",
    "plt.scatter(movies[\"Fandango_Stars\"], movies[\"Metacritic_norm_round\"])\n",
    "plt.plot([1,5], [pred_1, pred_5])\n",
    "plt.xlim(1,5)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
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}