{"cells":[{"cell_type":"markdown","source":["In Cmd 2, the AWS_ACCESS_KEY and AWS_SECRET_KEY variables are set and kept hidden."],"metadata":{}},{"cell_type":"code","source":["AWS_ACCESS_KEY = \"AA\"\nAWS_SECRET_KEY = \"BB\""],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":2},{"cell_type":"code","source":["sc._jsc.hadoopConfiguration().set(\"fs.s3n.awsAccessKeyId\", AWS_ACCESS_KEY)\nsc._jsc.hadoopConfiguration().set(\"fs.s3n.awsSecretAccessKey\", AWS_SECRET_KEY)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":3},{"cell_type":"code","source":["df = spark.read.csv(\"s3://databricks-recsys/u.data\",header=True, sep=\"\\t\",inferSchema = True)\ndisplay(df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .table-result-container {\n    max-height: 300px;\n    overflow: auto;\n  }\n  table, th, td {\n    border: 1px solid black;\n    border-collapse: collapse;\n  }\n  th, td {\n    padding: 5px;\n  }\n  th {\n    text-align: left;\n  }\n</style><div class='table-result-container'><table class='table-result'><thead style='background-color: 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>4</td><td>877533058</td></tr><tr><td>239</td><td>272</td><td>5</td><td>889181247</td></tr><tr><td>216</td><td>55</td><td>5</td><td>880245145</td></tr><tr><td>254</td><td>121</td><td>3</td><td>886472369</td></tr><tr><td>62</td><td>665</td><td>2</td><td>879376483</td></tr><tr><td>178</td><td>385</td><td>4</td><td>882826982</td></tr><tr><td>194</td><td>23</td><td>4</td><td>879522819</td></tr><tr><td>268</td><td>955</td><td>3</td><td>875745160</td></tr><tr><td>188</td><td>143</td><td>5</td><td>875072674</td></tr><tr><td>276</td><td>294</td><td>4</td><td>874786366</td></tr><tr><td>158</td><td>1098</td><td>4</td><td>880135069</td></tr><tr><td>207</td><td>845</td><td>3</td><td>881681663</td></tr><tr><td>161</td><td>48</td><td>1</td><td>891170745</td></tr><tr><td>305</td><td>654</td><td>4</td><td>886323937</td></tr><tr><td>47</td><td>324</td><td>3</td><td>879439078</td></tr><tr><td>64</td><td>736</td><td>4</td><td>889739212</td></tr><tr><td>191</td><td>751</td><td>3</td><td>891560753</td></tr><tr><td>7</td><td>378</td><td>5</td><td>891353011</td></tr><tr><td>59</td><td>92</td><td>5</td><td>888204997</td></tr><tr><td>69</td><td>268</td><td>5</td><td>882027109</td></tr><tr><td>10</td><td>461</td><td>3</td><td>877888944</td></tr><tr><td>21</td><td>129</td><td>4</td><td>874951382</td></tr><tr><td>58</td><td>9</td><td>4</td><td>884304328</td></tr><tr><td>194</td><td>152</td><td>3</td><td>879549996</td></tr><tr><td>7</td><td>200</td><td>5</td><td>891353543</td></tr><tr><td>113</td><td>126</td><td>5</td><td>875076827</td></tr><tr><td>173</td><td>328</td><td>5</td><td>877557028</td></tr><tr><td>95</td><td>233</td><td>4</td><td>879196354</td></tr><tr><td>16</td><td>194</td><td>5</td><td>877720733</td></tr><tr><td>59</td><td>323</td><td>4</td><td>888206809</td></tr><tr><td>311</td><td>654</td><td>3</td><td>884365075</td></tr><tr><td>292</td><td>589</td><td>4</td><td>881105516</td></tr><tr><td>43</td><td>203</td><td>4</td><td>883955224</td></tr><tr><td>79</td><td>50</td><td>4</td><td>891271545</td></tr><tr><td>235</td><td>70</td><td>5</td><td>889655619</td></tr><tr><td>125</td><td>190</td><td>5</td><td>892836309</td></tr><tr><td>284</td><td>322</td><td>3</td><td>885329671</td></tr><tr><td>303</td><td>161</td><td>5</td><td>879468547</td></tr><tr><td>254</td><td>378</td><td>3</td><td>886474396</td></tr><tr><td>255</td><td>1034</td><td>1</td><td>883217030</td></tr><tr><td>104</td><td>301</td><td>2</td><td>888442275</td></tr><tr><td>90</td><td>923</td><td>5</td><td>891383912</td></tr><tr><td>6</td><td>463</td><td>4</td><td>883601713</td></tr><tr><td>279</td><td>122</td><td>1</td><td>875297433</td></tr><tr><td>286</td><td>298</td><td>4</td><td>875807004</td></tr><tr><td>222</td><td>448</td><td>3</td><td>878183565</td></tr><tr><td>297</td><td>57</td><td>5</td><td>875239383</td></tr><tr><td>42</td><td>625</td><td>3</td><td>881108873</td></tr><tr><td>130</td><td>1217</td><td>4</td><td>875801778</td></tr><tr><td>254</td><td>357</td><td>3</td><td>886472466</td></tr><tr><td>109</td><td>475</td><td>1</td><td>880563641</td></tr><tr><td>230</td><td>1444</td><td>2</td><td>880485726</td></tr><tr><td>244</td><td>310</td><td>3</td><td>880601905</td></tr><tr><td>6</td><td>301</td><td>2</td><td>883600406</td></tr><tr><td>36</td><td>748</td><td>4</td><td>882157285</td></tr><tr><td>256</td><td>443</td><td>3</td><td>882164727</td></tr><tr><td>102</td><td>515</td><td>1</td><td>888801316</td></tr><tr><td>104</td><td>285</td><td>4</td><td>888465201</td></tr><tr><td>21</td><td>447</td><td>5</td><td>874951695</td></tr><tr><td>111</td><td>301</td><td>4</td><td>891680028</td></tr><tr><td>18</td><td>408</td><td>5</td><td>880129628</td></tr><tr><td>25</td><td>222</td><td>4</td><td>885852817</td></tr><tr><td>110</td><td>944</td><td>3</td><td>886989501</td></tr><tr><td>270</td><td>98</td><td>5</td><td>876955868</td></tr><tr><td>68</td><td>237</td><td>5</td><td>876974133</td></tr><tr><td>83</td><td>215</td><td>4</td><td>880307940</td></tr><tr><td>6</td><td>258</td><td>2</td><td>883268278</td></tr><tr><td>89</td><td>216</td><td>5</td><td>879459859</td></tr><tr><td>128</td><td>317</td><td>4</td><td>879968029</td></tr><tr><td>305</td><td>512</td><td>4</td><td>886323525</td></tr><tr><td>184</td><td>412</td><td>2</td><td>889912691</td></tr><tr><td>286</td><td>175</td><td>5</td><td>877532470</td></tr><tr><td>279</td><td>1428</td><td>3</td><td>888465209</td></tr><tr><td>256</td><td>86</td><td>5</td><td>882165103</td></tr><tr><td>221</td><td>48</td><td>5</td><td>875245462</td></tr><tr><td>140</td><td>332</td><td>3</td><td>879013617</td></tr><tr><td>190</td><td>977</td><td>2</td><td>891042938</td></tr><tr><td>11</td><td>227</td><td>3</td><td>891905896</td></tr><tr><td>201</td><td>203</td><td>5</td><td>884114471</td></tr><tr><td>150</td><td>181</td><td>5</td><td>878746685</td></tr><tr><td>126</td><td>245</td><td>3</td><td>887854726</td></tr><tr><td>20</td><td>208</td><td>2</td><td>879669401</td></tr><tr><td>144</td><td>742</td><td>4</td><td>888104122</td></tr><tr><td>181</td><td>930</td><td>1</td><td>878963275</td></tr><tr><td>109</td><td>566</td><td>4</td><td>880578814</td></tr><tr><td>85</td><td>1065</td><td>3</td><td>879455021</td></tr><tr><td>213</td><td>133</td><td>3</td><td>878955973</td></tr><tr><td>222</td><td>379</td><td>1</td><td>878184290</td></tr><tr><td>223</td><td>11</td><td>3</td><td>891550649</td></tr><tr><td>215</td><td>421</td><td>4</td><td>891435704</td></tr><tr><td>218</td><td>208</td><td>3</td><td>877488366</td></tr><tr><td>174</td><td>937</td><td>5</td><td>886432989</td></tr><tr><td>275</td><td>186</td><td>3</td><td>880314383</td></tr><tr><td>68</td><td>742</td><td>1</td><td>876974198</td></tr><tr><td>268</td><td>583</td><td>4</td><td>876513830</td></tr><tr><td>160</td><td>462</td><td>4</td><td>876858346</td></tr><tr><td>195</td><td>273</td><td>4</td><td>878019342</td></tr><tr><td>224</td><td>178</td><td>4</td><td>888082468</td></tr><tr><td>5</td><td>110</td><td>1</td><td>875636493</td></tr><tr><td>99</td><td>1016</td><td>5</td><td>885678724</td></tr><tr><td>2</td><td>251</td><td>5</td><td>888552084</td></tr><tr><td>292</td><td>9</td><td>4</td><td>881104148</td></tr><tr><td>72</td><td>568</td><td>4</td><td>880037203</td></tr><tr><td>85</td><td>228</td><td>3</td><td>882813248</td></tr><tr><td>83</td><td>281</td><td>5</td><td>880307072</td></tr><tr><td>92</td><td>831</td><td>2</td><td>886443708</td></tr><tr><td>7</td><td>543</td><td>3</td><td>891351772</td></tr><tr><td>87</td><td>401</td><td>2</td><td>879876813</td></tr><tr><td>287</td><td>926</td><td>4</td><td>875334340</td></tr><tr><td>1</td><td>155</td><td>2</td><td>878542201</td></tr><tr><td>234</td><td>632</td><td>2</td><td>892079538</td></tr><tr><td>222</td><td>53</td><td>5</td><td>878184113</td></tr><tr><td>24</td><td>64</td><td>5</td><td>875322758</td></tr><tr><td>7</td><td>554</td><td>3</td><td>891354639</td></tr><tr><td>82</td><td>56</td><td>3</td><td>878769410</td></tr><tr><td>161</td><td>318</td><td>3</td><td>891170824</td></tr><tr><td>196</td><td>393</td><td>4</td><td>881251863</td></tr><tr><td>56</td><td>91</td><td>4</td><td>892683275</td></tr><tr><td>82</td><td>477</td><td>3</td><td>876311344</td></tr><tr><td>7</td><td>472</td><td>2</td><td>891353357</td></tr><tr><td>256</td><td>761</td><td>4</td><td>882164644</td></tr><tr><td>226</td><td>56</td><td>4</td><td>883889102</td></tr><tr><td>279</td><td>741</td><td>5</td><td>875296891</td></tr><tr><td>308</td><td>1286</td><td>3</td><td>887738151</td></tr><tr><td>16</td><td>8</td><td>5</td><td>877722736</td></tr><tr><td>180</td><td>202</td><td>3</td><td>877128388</td></tr><tr><td>203</td><td>93</td><td>4</td><td>880434940</td></tr><tr><td>145</td><td>56</td><td>5</td><td>875271896</td></tr><tr><td>288</td><td>305</td><td>4</td><td>886372527</td></tr><tr><td>84</td><td>742</td><td>3</td><td>883450643</td></tr><tr><td>44</td><td>644</td><td>3</td><td>878347818</td></tr><tr><td>17</td><td>13</td><td>3</td><td>885272654</td></tr><tr><td>313</td><td>117</td><td>4</td><td>891015319</td></tr><tr><td>148</td><td>1</td><td>4</td><td>877019411</td></tr><tr><td>197</td><td>347</td><td>4</td><td>891409070</td></tr><tr><td>21</td><td>164</td><td>5</td><td>874951695</td></tr><tr><td>279</td><td>982</td><td>3</td><td>875298314</td></tr><tr><td>239</td><td>491</td><td>5</td><td>889181015</td></tr><tr><td>185</td><td>287</td><td>5</td><td>883526288</td></tr><tr><td>297</td><td>89</td><td>4</td><td>875239125</td></tr><tr><td>303</td><td>68</td><td>4</td><td>879467361</td></tr><tr><td>186</td><td>250</td><td>1</td><td>879023607</td></tr><tr><td>73</td><td>206</td><td>3</td><td>888625754</td></tr><tr><td>104</td><td>756</td><td>2</td><td>888465739</td></tr><tr><td>94</td><td>216</td><td>3</td><td>885870665</td></tr><tr><td>239</td><td>194</td><td>5</td><td>889178833</td></tr><tr><td>197</td><td>511</td><td>5</td><td>891409839</td></tr><tr><td>280</td><td>1</td><td>4</td><td>891700426</td></tr><tr><td>1</td><td>117</td><td>3</td><td>874965739</td></tr><tr><td>224</td><td>583</td><td>1</td><td>888103729</td></tr><tr><td>303</td><td>397</td><td>1</td><td>879543831</td></tr><tr><td>60</td><td>162</td><td>4</td><td>883327734</td></tr><tr><td>198</td><td>258</td><td>4</td><td>884204501</td></tr><tr><td>239</td><td>513</td><td>5</td><td>889178887</td></tr><tr><td>6</td><td>69</td><td>3</td><td>883601277</td></tr><tr><td>233</td><td>375</td><td>4</td><td>876374419</td></tr><tr><td>85</td><td>642</td><td>4</td><td>882995615</td></tr><tr><td>110</td><td>38</td><td>3</td><td>886988574</td></tr><tr><td>184</td><td>522</td><td>3</td><td>889908462</td></tr><tr><td>99</td><td>873</td><td>1</td><td>885678436</td></tr><tr><td>13</td><td>418</td><td>2</td><td>882398763</td></tr><tr><td>201</td><td>518</td><td>4</td><td>884112201</td></tr><tr><td>13</td><td>858</td><td>1</td><td>882397068</td></tr><tr><td>214</td><td>131</td><td>3</td><td>891544465</td></tr><tr><td>296</td><td>228</td><td>4</td><td>884197264</td></tr><tr><td>222</td><td>87</td><td>3</td><td>878182589</td></tr><tr><td>279</td><td>725</td><td>4</td><td>875314144</td></tr><tr><td>217</td><td>182</td><td>2</td><td>889070109</td></tr><tr><td>85</td><td>433</td><td>3</td><td>879828720</td></tr><tr><td>239</td><td>234</td><td>3</td><td>889178762</td></tr><tr><td>13</td><td>72</td><td>4</td><td>882141727</td></tr><tr><td>194</td><td>77</td><td>3</td><td>879527421</td></tr><tr><td>208</td><td>663</td><td>5</td><td>883108476</td></tr><tr><td>109</td><td>178</td><td>3</td><td>880572950</td></tr><tr><td>230</td><td>172</td><td>4</td><td>880484523</td></tr><tr><td>59</td><td>485</td><td>2</td><td>888204466</td></tr></tbody></table>Showing the first 1000 rows.</div>"]}}],"execution_count":4},{"cell_type":"code","source":["movies_sdf = spark.read.csv(\"s3://databricks-recsys/movies_raw.dat\",header=False, sep=\"|\",inferSchema = True)\ndisplay(movies_sdf)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .table-result-container {\n    max-height: 300px;\n    overflow: auto;\n  }\n  table, th, td {\n    border: 1px solid black;\n    border-collapse: collapse;\n  }\n  th, td {\n    padding: 5px;\n  }\n  th {\n    text-align: left;\n  }\n</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>_c0</th><th>_c1</th></tr></thead><tbody><tr><td>1</td><td>Toy Story (1995)</td></tr><tr><td>2</td><td>GoldenEye (1995)</td></tr><tr><td>3</td><td>Four Rooms (1995)</td></tr><tr><td>4</td><td>Get Shorty (1995)</td></tr><tr><td>5</td><td>Copycat (1995)</td></tr><tr><td>6</td><td>Shanghai Triad (Yao a yao yao dao waipo qiao) (1995)</td></tr><tr><td>7</td><td>Twelve Monkeys (1995)</td></tr><tr><td>8</td><td>Babe (1995)</td></tr><tr><td>9</td><td>Dead Man Walking (1995)</td></tr><tr><td>10</td><td>Richard III (1995)</td></tr><tr><td>11</td><td>Seven (Se7en) (1995)</td></tr><tr><td>12</td><td>Usual Suspects, The (1995)</td></tr><tr><td>13</td><td>Mighty Aphrodite (1995)</td></tr><tr><td>14</td><td>Postino, Il (1994)</td></tr><tr><td>15</td><td>Mr. Holland's Opus (1995)</td></tr><tr><td>16</td><td>French Twist (Gazon maudit) (1995)</td></tr><tr><td>17</td><td>From Dusk Till Dawn (1996)</td></tr><tr><td>18</td><td>White Balloon, The (1995)</td></tr><tr><td>19</td><td>Antonia's Line (1995)</td></tr><tr><td>20</td><td>Angels and Insects (1995)</td></tr><tr><td>21</td><td>Muppet Treasure Island (1996)</td></tr><tr><td>22</td><td>Braveheart (1995)</td></tr><tr><td>23</td><td>Taxi Driver (1976)</td></tr><tr><td>24</td><td>Rumble in the Bronx (1995)</td></tr><tr><td>25</td><td>Birdcage, The (1996)</td></tr><tr><td>26</td><td>Brothers McMullen, The (1995)</td></tr><tr><td>27</td><td>Bad Boys (1995)</td></tr><tr><td>28</td><td>Apollo 13 (1995)</td></tr><tr><td>29</td><td>Batman Forever (1995)</td></tr><tr><td>30</td><td>Belle de jour (1967)</td></tr><tr><td>31</td><td>Crimson Tide (1995)</td></tr><tr><td>32</td><td>Crumb (1994)</td></tr><tr><td>33</td><td>Desperado (1995)</td></tr><tr><td>34</td><td>Doom Generation, The (1995)</td></tr><tr><td>35</td><td>Free Willy 2: The Adventure Home (1995)</td></tr><tr><td>36</td><td>Mad Love (1995)</td></tr><tr><td>37</td><td>Nadja (1994)</td></tr><tr><td>38</td><td>Net, The (1995)</td></tr><tr><td>39</td><td>Strange Days (1995)</td></tr><tr><td>40</td><td>To Wong Foo, Thanks for Everything! Julie Newmar (1995)</td></tr><tr><td>41</td><td>Billy Madison (1995)</td></tr><tr><td>42</td><td>Clerks (1994)</td></tr><tr><td>43</td><td>Disclosure (1994)</td></tr><tr><td>44</td><td>Dolores Claiborne (1994)</td></tr><tr><td>45</td><td>Eat Drink Man Woman (1994)</td></tr><tr><td>46</td><td>Exotica (1994)</td></tr><tr><td>47</td><td>Ed Wood (1994)</td></tr><tr><td>48</td><td>Hoop Dreams (1994)</td></tr><tr><td>49</td><td>I.Q. (1994)</td></tr><tr><td>50</td><td>Star Wars (1977)</td></tr><tr><td>51</td><td>Legends of the Fall (1994)</td></tr><tr><td>52</td><td>Madness of King George, The (1994)</td></tr><tr><td>53</td><td>Natural Born Killers (1994)</td></tr><tr><td>54</td><td>Outbreak (1995)</td></tr><tr><td>55</td><td>Professional, The (1994)</td></tr><tr><td>56</td><td>Pulp Fiction (1994)</td></tr><tr><td>57</td><td>Priest (1994)</td></tr><tr><td>58</td><td>Quiz Show (1994)</td></tr><tr><td>59</td><td>Three Colors: Red (1994)</td></tr><tr><td>60</td><td>Three Colors: Blue (1993)</td></tr><tr><td>61</td><td>Three Colors: White (1994)</td></tr><tr><td>62</td><td>Stargate (1994)</td></tr><tr><td>63</td><td>Santa Clause, The (1994)</td></tr><tr><td>64</td><td>Shawshank Redemption, The (1994)</td></tr><tr><td>65</td><td>What's Eating Gilbert Grape (1993)</td></tr><tr><td>66</td><td>While You Were Sleeping (1995)</td></tr><tr><td>67</td><td>Ace Ventura: Pet Detective (1994)</td></tr><tr><td>68</td><td>Crow, The (1994)</td></tr><tr><td>69</td><td>Forrest Gump (1994)</td></tr><tr><td>70</td><td>Four Weddings and a Funeral (1994)</td></tr><tr><td>71</td><td>Lion King, The (1994)</td></tr><tr><td>72</td><td>Mask, The (1994)</td></tr><tr><td>73</td><td>Maverick (1994)</td></tr><tr><td>74</td><td>Faster Pussycat! Kill! Kill! (1965)</td></tr><tr><td>75</td><td>Brother Minister: The Assassination of Malcolm X (1994)</td></tr><tr><td>76</td><td>Carlito's Way (1993)</td></tr><tr><td>77</td><td>Firm, The (1993)</td></tr><tr><td>78</td><td>Free Willy (1993)</td></tr><tr><td>79</td><td>Fugitive, The (1993)</td></tr><tr><td>80</td><td>Hot Shots! Part Deux (1993)</td></tr><tr><td>81</td><td>Hudsucker Proxy, The (1994)</td></tr><tr><td>82</td><td>Jurassic Park (1993)</td></tr><tr><td>83</td><td>Much Ado About Nothing (1993)</td></tr><tr><td>84</td><td>Robert A. Heinlein's The Puppet Masters (1994)</td></tr><tr><td>85</td><td>Ref, The (1994)</td></tr><tr><td>86</td><td>Remains of the Day, The (1993)</td></tr><tr><td>87</td><td>Searching for Bobby Fischer (1993)</td></tr><tr><td>88</td><td>Sleepless in Seattle (1993)</td></tr><tr><td>89</td><td>Blade Runner (1982)</td></tr><tr><td>90</td><td>So I Married an Axe Murderer (1993)</td></tr><tr><td>91</td><td>Nightmare Before Christmas, The (1993)</td></tr><tr><td>92</td><td>True Romance (1993)</td></tr><tr><td>93</td><td>Welcome to the Dollhouse (1995)</td></tr><tr><td>94</td><td>Home Alone (1990)</td></tr><tr><td>95</td><td>Aladdin (1992)</td></tr><tr><td>96</td><td>Terminator 2: Judgment Day (1991)</td></tr><tr><td>97</td><td>Dances with Wolves (1990)</td></tr><tr><td>98</td><td>Silence of the Lambs, The (1991)</td></tr><tr><td>99</td><td>Snow White and the Seven Dwarfs (1937)</td></tr><tr><td>100</td><td>Fargo (1996)</td></tr><tr><td>101</td><td>Heavy Metal (1981)</td></tr><tr><td>102</td><td>Aristocats, The (1970)</td></tr><tr><td>103</td><td>All Dogs Go to Heaven 2 (1996)</td></tr><tr><td>104</td><td>Theodore Rex (1995)</td></tr><tr><td>105</td><td>Sgt. Bilko (1996)</td></tr><tr><td>106</td><td>Diabolique (1996)</td></tr><tr><td>107</td><td>Moll Flanders (1996)</td></tr><tr><td>108</td><td>Kids in the Hall: Brain Candy (1996)</td></tr><tr><td>109</td><td>Mystery Science Theater 3000: The Movie (1996)</td></tr><tr><td>110</td><td>Operation Dumbo Drop (1995)</td></tr><tr><td>111</td><td>Truth About Cats & Dogs, The (1996)</td></tr><tr><td>112</td><td>Flipper (1996)</td></tr><tr><td>113</td><td>Horseman on the Roof, The (Hussard sur le toit, Le) (1995)</td></tr><tr><td>114</td><td>Wallace & Gromit: The Best of Aardman Animation (1996)</td></tr><tr><td>115</td><td>Haunted World of Edward D. Wood Jr., The (1995)</td></tr><tr><td>116</td><td>Cold Comfort Farm (1995)</td></tr><tr><td>117</td><td>Rock, The (1996)</td></tr><tr><td>118</td><td>Twister (1996)</td></tr><tr><td>119</td><td>Maya Lin: A Strong Clear Vision (1994)</td></tr><tr><td>120</td><td>Striptease (1996)</td></tr><tr><td>121</td><td>Independence Day (ID4) (1996)</td></tr><tr><td>122</td><td>Cable Guy, The (1996)</td></tr><tr><td>123</td><td>Frighteners, The (1996)</td></tr><tr><td>124</td><td>Lone Star (1996)</td></tr><tr><td>125</td><td>Phenomenon (1996)</td></tr><tr><td>126</td><td>Spitfire Grill, The (1996)</td></tr><tr><td>127</td><td>Godfather, The (1972)</td></tr><tr><td>128</td><td>Supercop (1992)</td></tr><tr><td>129</td><td>Bound (1996)</td></tr><tr><td>130</td><td>Kansas City (1996)</td></tr><tr><td>131</td><td>Breakfast at Tiffany's (1961)</td></tr><tr><td>132</td><td>Wizard of Oz, The (1939)</td></tr><tr><td>133</td><td>Gone with the Wind (1939)</td></tr><tr><td>134</td><td>Citizen Kane (1941)</td></tr><tr><td>135</td><td>2001: A Space Odyssey (1968)</td></tr><tr><td>136</td><td>Mr. Smith Goes to Washington (1939)</td></tr><tr><td>137</td><td>Big Night (1996)</td></tr><tr><td>138</td><td>D3: The Mighty Ducks (1996)</td></tr><tr><td>139</td><td>Love Bug, The (1969)</td></tr><tr><td>140</td><td>Homeward Bound: The Incredible Journey (1993)</td></tr><tr><td>141</td><td>20,000 Leagues Under the Sea (1954)</td></tr><tr><td>142</td><td>Bedknobs and Broomsticks (1971)</td></tr><tr><td>143</td><td>Sound of Music, The (1965)</td></tr><tr><td>144</td><td>Die Hard (1988)</td></tr><tr><td>145</td><td>Lawnmower Man, The (1992)</td></tr><tr><td>146</td><td>Unhook the Stars (1996)</td></tr><tr><td>147</td><td>Long Kiss Goodnight, The (1996)</td></tr><tr><td>148</td><td>Ghost and the Darkness, The (1996)</td></tr><tr><td>149</td><td>Jude (1996)</td></tr><tr><td>150</td><td>Swingers (1996)</td></tr><tr><td>151</td><td>Willy Wonka and the Chocolate Factory (1971)</td></tr><tr><td>152</td><td>Sleeper (1973)</td></tr><tr><td>153</td><td>Fish Called Wanda, A (1988)</td></tr><tr><td>154</td><td>Monty Python's Life of Brian (1979)</td></tr><tr><td>155</td><td>Dirty Dancing (1987)</td></tr><tr><td>156</td><td>Reservoir Dogs (1992)</td></tr><tr><td>157</td><td>Platoon (1986)</td></tr><tr><td>158</td><td>Weekend at Bernie's (1989)</td></tr><tr><td>159</td><td>Basic Instinct (1992)</td></tr><tr><td>160</td><td>Glengarry Glen Ross (1992)</td></tr><tr><td>161</td><td>Top Gun (1986)</td></tr><tr><td>162</td><td>On Golden Pond (1981)</td></tr><tr><td>163</td><td>Return of the Pink Panther, The (1974)</td></tr><tr><td>164</td><td>Abyss, The (1989)</td></tr><tr><td>165</td><td>Jean de Florette (1986)</td></tr><tr><td>166</td><td>Manon of the Spring (Manon des sources) (1986)</td></tr><tr><td>167</td><td>Private Benjamin (1980)</td></tr><tr><td>168</td><td>Monty Python and the Holy Grail (1974)</td></tr><tr><td>169</td><td>Wrong Trousers, The (1993)</td></tr><tr><td>170</td><td>Cinema Paradiso (1988)</td></tr><tr><td>171</td><td>Delicatessen (1991)</td></tr><tr><td>172</td><td>Empire Strikes Back, The (1980)</td></tr><tr><td>173</td><td>Princess Bride, The (1987)</td></tr><tr><td>174</td><td>Raiders of the Lost Ark (1981)</td></tr><tr><td>175</td><td>Brazil (1985)</td></tr><tr><td>176</td><td>Aliens (1986)</td></tr><tr><td>177</td><td>Good, The Bad and The Ugly, The (1966)</td></tr><tr><td>178</td><td>12 Angry Men (1957)</td></tr><tr><td>179</td><td>Clockwork Orange, A (1971)</td></tr><tr><td>180</td><td>Apocalypse Now (1979)</td></tr><tr><td>181</td><td>Return of the Jedi (1983)</td></tr><tr><td>182</td><td>GoodFellas (1990)</td></tr><tr><td>183</td><td>Alien (1979)</td></tr><tr><td>184</td><td>Army of Darkness (1993)</td></tr><tr><td>185</td><td>Psycho (1960)</td></tr><tr><td>186</td><td>Blues Brothers, The (1980)</td></tr><tr><td>187</td><td>Godfather: Part II, The (1974)</td></tr><tr><td>188</td><td>Full Metal Jacket (1987)</td></tr><tr><td>189</td><td>Grand Day Out, A (1992)</td></tr><tr><td>190</td><td>Henry V (1989)</td></tr><tr><td>191</td><td>Amadeus (1984)</td></tr><tr><td>192</td><td>Raging Bull (1980)</td></tr><tr><td>193</td><td>Right Stuff, The (1983)</td></tr><tr><td>194</td><td>Sting, The (1973)</td></tr><tr><td>195</td><td>Terminator, The (1984)</td></tr><tr><td>196</td><td>Dead Poets Society (1989)</td></tr><tr><td>197</td><td>Graduate, The (1967)</td></tr><tr><td>198</td><td>Nikita (La Femme Nikita) (1990)</td></tr><tr><td>199</td><td>Bridge on the River Kwai, The (1957)</td></tr><tr><td>200</td><td>Shining, The (1980)</td></tr><tr><td>201</td><td>Evil Dead II (1987)</td></tr><tr><td>202</td><td>Groundhog Day (1993)</td></tr><tr><td>203</td><td>Unforgiven (1992)</td></tr><tr><td>204</td><td>Back to the Future (1985)</td></tr><tr><td>205</td><td>Patton (1970)</td></tr><tr><td>206</td><td>Akira (1988)</td></tr><tr><td>207</td><td>Cyrano de Bergerac (1990)</td></tr><tr><td>208</td><td>Young Frankenstein (1974)</td></tr><tr><td>209</td><td>This Is Spinal Tap (1984)</td></tr><tr><td>210</td><td>Indiana Jones and the Last Crusade (1989)</td></tr><tr><td>211</td><td>M*A*S*H (1970)</td></tr><tr><td>212</td><td>Unbearable Lightness of Being, The (1988)</td></tr><tr><td>213</td><td>Room with a View, A (1986)</td></tr><tr><td>214</td><td>Pink Floyd - The Wall (1982)</td></tr><tr><td>215</td><td>Field of Dreams (1989)</td></tr><tr><td>216</td><td>When Harry Met Sally... (1989)</td></tr><tr><td>217</td><td>Bram Stoker's Dracula (1992)</td></tr><tr><td>218</td><td>Cape Fear (1991)</td></tr><tr><td>219</td><td>Nightmare on Elm Street, A (1984)</td></tr><tr><td>220</td><td>Mirror Has Two Faces, The (1996)</td></tr><tr><td>221</td><td>Breaking the Waves (1996)</td></tr><tr><td>222</td><td>Star Trek: First Contact (1996)</td></tr><tr><td>223</td><td>Sling Blade (1996)</td></tr><tr><td>224</td><td>Ridicule (1996)</td></tr><tr><td>225</td><td>101 Dalmatians (1996)</td></tr><tr><td>226</td><td>Die Hard 2 (1990)</td></tr><tr><td>227</td><td>Star Trek VI: The Undiscovered Country (1991)</td></tr><tr><td>228</td><td>Star Trek: The Wrath of Khan (1982)</td></tr><tr><td>229</td><td>Star Trek III: The Search for Spock (1984)</td></tr><tr><td>230</td><td>Star Trek IV: The Voyage Home (1986)</td></tr><tr><td>231</td><td>Batman Returns (1992)</td></tr><tr><td>232</td><td>Young Guns (1988)</td></tr><tr><td>233</td><td>Under Siege (1992)</td></tr><tr><td>234</td><td>Jaws (1975)</td></tr><tr><td>235</td><td>Mars Attacks! (1996)</td></tr><tr><td>236</td><td>Citizen Ruth (1996)</td></tr><tr><td>237</td><td>Jerry Maguire (1996)</td></tr><tr><td>238</td><td>Raising Arizona (1987)</td></tr><tr><td>239</td><td>Sneakers (1992)</td></tr><tr><td>240</td><td>Beavis and Butt-head Do America (1996)</td></tr><tr><td>241</td><td>Last of the Mohicans, The (1992)</td></tr><tr><td>242</td><td>Kolya (1996)</td></tr><tr><td>243</td><td>Jungle2Jungle (1997)</td></tr><tr><td>244</td><td>Smilla's Sense of Snow (1997)</td></tr><tr><td>245</td><td>Devil's Own, The (1997)</td></tr><tr><td>246</td><td>Chasing Amy (1997)</td></tr><tr><td>247</td><td>Turbo: A Power Rangers Movie (1997)</td></tr><tr><td>248</td><td>Grosse Pointe Blank (1997)</td></tr><tr><td>249</td><td>Austin Powers: International Man of Mystery (1997)</td></tr><tr><td>250</td><td>Fifth Element, The (1997)</td></tr><tr><td>251</td><td>Shall We Dance? (1996)</td></tr><tr><td>252</td><td>Lost World: Jurassic Park, The (1997)</td></tr><tr><td>253</td><td>Pillow Book, The (1995)</td></tr><tr><td>254</td><td>Batman & Robin (1997)</td></tr><tr><td>255</td><td>My Best Friend's Wedding (1997)</td></tr><tr><td>256</td><td>When the Cats Away (Chacun cherche son chat) (1996)</td></tr><tr><td>257</td><td>Men in Black (1997)</td></tr><tr><td>258</td><td>Contact (1997)</td></tr><tr><td>259</td><td>George of the Jungle (1997)</td></tr><tr><td>260</td><td>Event Horizon (1997)</td></tr><tr><td>261</td><td>Air Bud (1997)</td></tr><tr><td>262</td><td>In the Company of Men (1997)</td></tr><tr><td>263</td><td>Steel (1997)</td></tr><tr><td>264</td><td>Mimic (1997)</td></tr><tr><td>265</td><td>Hunt for Red October, The (1990)</td></tr><tr><td>266</td><td>Kull the Conqueror (1997)</td></tr><tr><td>267</td><td>unknown</td></tr><tr><td>268</td><td>Chasing Amy (1997)</td></tr><tr><td>269</td><td>Full Monty, The (1997)</td></tr><tr><td>270</td><td>Gattaca (1997)</td></tr><tr><td>271</td><td>Starship Troopers (1997)</td></tr><tr><td>272</td><td>Good Will Hunting (1997)</td></tr><tr><td>273</td><td>Heat (1995)</td></tr><tr><td>274</td><td>Sabrina (1995)</td></tr><tr><td>275</td><td>Sense and Sensibility (1995)</td></tr><tr><td>276</td><td>Leaving Las Vegas (1995)</td></tr><tr><td>277</td><td>Restoration (1995)</td></tr><tr><td>278</td><td>Bed of Roses (1996)</td></tr><tr><td>279</td><td>Once Upon a Time... When We Were Colored (1995)</td></tr><tr><td>280</td><td>Up Close and Personal (1996)</td></tr><tr><td>281</td><td>River Wild, The (1994)</td></tr><tr><td>282</td><td>Time to Kill, A (1996)</td></tr><tr><td>283</td><td>Emma (1996)</td></tr><tr><td>284</td><td>Tin Cup (1996)</td></tr><tr><td>285</td><td>Secrets & Lies (1996)</td></tr><tr><td>286</td><td>English Patient, The (1996)</td></tr><tr><td>287</td><td>Marvin's Room (1996)</td></tr><tr><td>288</td><td>Scream (1996)</td></tr><tr><td>289</td><td>Evita (1996)</td></tr><tr><td>290</td><td>Fierce Creatures (1997)</td></tr><tr><td>291</td><td>Absolute Power (1997)</td></tr><tr><td>292</td><td>Rosewood (1997)</td></tr><tr><td>293</td><td>Donnie Brasco (1997)</td></tr><tr><td>294</td><td>Liar Liar (1997)</td></tr><tr><td>295</td><td>Breakdown (1997)</td></tr><tr><td>296</td><td>Promesse, La (1996)</td></tr><tr><td>297</td><td>Ulee's Gold (1997)</td></tr><tr><td>298</td><td>Face/Off (1997)</td></tr><tr><td>299</td><td>Hoodlum (1997)</td></tr><tr><td>300</td><td>Air Force One (1997)</td></tr><tr><td>301</td><td>In & Out (1997)</td></tr><tr><td>302</td><td>L.A. Confidential (1997)</td></tr><tr><td>303</td><td>Ulee's Gold (1997)</td></tr><tr><td>304</td><td>Fly Away Home (1996)</td></tr><tr><td>305</td><td>Ice Storm, The (1997)</td></tr><tr><td>306</td><td>Mrs. Brown (Her Majesty, Mrs. Brown) (1997)</td></tr><tr><td>307</td><td>Devil's Advocate, The (1997)</td></tr><tr><td>308</td><td>FairyTale: A True Story (1997)</td></tr><tr><td>309</td><td>Deceiver (1997)</td></tr><tr><td>310</td><td>Rainmaker, The (1997)</td></tr><tr><td>311</td><td>Wings of the Dove, The (1997)</td></tr><tr><td>312</td><td>Midnight in the Garden of Good and Evil (1997)</td></tr><tr><td>313</td><td>Titanic (1997)</td></tr><tr><td>314</td><td>3 Ninjas: High Noon At Mega Mountain (1998)</td></tr><tr><td>315</td><td>Apt Pupil (1998)</td></tr><tr><td>316</td><td>As Good As It Gets (1997)</td></tr><tr><td>317</td><td>In the Name of the Father (1993)</td></tr><tr><td>318</td><td>Schindler's List (1993)</td></tr><tr><td>319</td><td>Everyone Says I Love You (1996)</td></tr><tr><td>320</td><td>Paradise Lost: The Child Murders at Robin Hood Hills (1996)</td></tr><tr><td>321</td><td>Mother (1996)</td></tr><tr><td>322</td><td>Murder at 1600 (1997)</td></tr><tr><td>323</td><td>Dante's Peak (1997)</td></tr><tr><td>324</td><td>Lost Highway (1997)</td></tr><tr><td>325</td><td>Crash (1996)</td></tr><tr><td>326</td><td>G.I. Jane (1997)</td></tr><tr><td>327</td><td>Cop Land (1997)</td></tr><tr><td>328</td><td>Conspiracy Theory (1997)</td></tr><tr><td>329</td><td>Desperate Measures (1998)</td></tr><tr><td>330</td><td>187 (1997)</td></tr><tr><td>331</td><td>Edge, The (1997)</td></tr><tr><td>332</td><td>Kiss the Girls (1997)</td></tr><tr><td>333</td><td>Game, The (1997)</td></tr><tr><td>334</td><td>U Turn (1997)</td></tr><tr><td>335</td><td>How to Be a Player (1997)</td></tr><tr><td>336</td><td>Playing God (1997)</td></tr><tr><td>337</td><td>House of Yes, The (1997)</td></tr><tr><td>338</td><td>Bean (1997)</td></tr><tr><td>339</td><td>Mad City (1997)</td></tr><tr><td>340</td><td>Boogie Nights (1997)</td></tr><tr><td>341</td><td>Critical Care (1997)</td></tr><tr><td>342</td><td>Man Who Knew Too Little, The (1997)</td></tr><tr><td>343</td><td>Alien: Resurrection (1997)</td></tr><tr><td>344</td><td>Apostle, The (1997)</td></tr><tr><td>345</td><td>Deconstructing Harry (1997)</td></tr><tr><td>346</td><td>Jackie Brown (1997)</td></tr><tr><td>347</td><td>Wag the Dog (1997)</td></tr><tr><td>348</td><td>Desperate Measures (1998)</td></tr><tr><td>349</td><td>Hard Rain (1998)</td></tr><tr><td>350</td><td>Fallen (1998)</td></tr><tr><td>351</td><td>Prophecy II, The (1998)</td></tr><tr><td>352</td><td>Spice World (1997)</td></tr><tr><td>353</td><td>Deep Rising (1998)</td></tr><tr><td>354</td><td>Wedding Singer, The (1998)</td></tr><tr><td>355</td><td>Sphere (1998)</td></tr><tr><td>356</td><td>Client, The (1994)</td></tr><tr><td>357</td><td>One Flew Over the Cuckoo's Nest (1975)</td></tr><tr><td>358</td><td>Spawn (1997)</td></tr><tr><td>359</td><td>Assignment, The (1997)</td></tr><tr><td>360</td><td>Wonderland (1997)</td></tr><tr><td>361</td><td>Incognito (1997)</td></tr><tr><td>362</td><td>Blues Brothers 2000 (1998)</td></tr><tr><td>363</td><td>Sudden Death (1995)</td></tr><tr><td>364</td><td>Ace Ventura: When Nature Calls (1995)</td></tr><tr><td>365</td><td>Powder (1995)</td></tr><tr><td>366</td><td>Dangerous Minds (1995)</td></tr><tr><td>367</td><td>Clueless (1995)</td></tr><tr><td>368</td><td>Bio-Dome (1996)</td></tr><tr><td>369</td><td>Black Sheep (1996)</td></tr><tr><td>370</td><td>Mary Reilly (1996)</td></tr><tr><td>371</td><td>Bridges of Madison County, The (1995)</td></tr><tr><td>372</td><td>Jeffrey (1995)</td></tr><tr><td>373</td><td>Judge Dredd (1995)</td></tr><tr><td>374</td><td>Mighty Morphin Power Rangers: The Movie (1995)</td></tr><tr><td>375</td><td>Showgirls (1995)</td></tr><tr><td>376</td><td>Houseguest (1994)</td></tr><tr><td>377</td><td>Heavyweights (1994)</td></tr><tr><td>378</td><td>Miracle on 34th Street (1994)</td></tr><tr><td>379</td><td>Tales From the Crypt Presents: Demon Knight (1995)</td></tr><tr><td>380</td><td>Star Trek: Generations (1994)</td></tr><tr><td>381</td><td>Muriel's Wedding (1994)</td></tr><tr><td>382</td><td>Adventures of Priscilla, Queen of the Desert, The (1994)</td></tr><tr><td>383</td><td>Flintstones, The (1994)</td></tr><tr><td>384</td><td>Naked Gun 33 1/3: The Final Insult (1994)</td></tr><tr><td>385</td><td>True Lies (1994)</td></tr><tr><td>386</td><td>Addams Family Values (1993)</td></tr><tr><td>387</td><td>Age of Innocence, The (1993)</td></tr><tr><td>388</td><td>Beverly Hills Cop III (1994)</td></tr><tr><td>389</td><td>Black Beauty (1994)</td></tr><tr><td>390</td><td>Fear of a Black Hat (1993)</td></tr><tr><td>391</td><td>Last Action Hero (1993)</td></tr><tr><td>392</td><td>Man Without a Face, The (1993)</td></tr><tr><td>393</td><td>Mrs. Doubtfire (1993)</td></tr><tr><td>394</td><td>Radioland Murders (1994)</td></tr><tr><td>395</td><td>Robin Hood: Men in Tights (1993)</td></tr><tr><td>396</td><td>Serial Mom (1994)</td></tr><tr><td>397</td><td>Striking Distance (1993)</td></tr><tr><td>398</td><td>Super Mario Bros. (1993)</td></tr><tr><td>399</td><td>Three Musketeers, The (1993)</td></tr><tr><td>400</td><td>Little Rascals, The (1994)</td></tr><tr><td>401</td><td>Brady Bunch Movie, The (1995)</td></tr><tr><td>402</td><td>Ghost (1990)</td></tr><tr><td>403</td><td>Batman (1989)</td></tr><tr><td>404</td><td>Pinocchio (1940)</td></tr><tr><td>405</td><td>Mission: Impossible (1996)</td></tr><tr><td>406</td><td>Thinner (1996)</td></tr><tr><td>407</td><td>Spy Hard (1996)</td></tr><tr><td>408</td><td>Close Shave, A (1995)</td></tr><tr><td>409</td><td>Jack (1996)</td></tr><tr><td>410</td><td>Kingpin (1996)</td></tr><tr><td>411</td><td>Nutty Professor, The (1996)</td></tr><tr><td>412</td><td>Very Brady Sequel, A (1996)</td></tr><tr><td>413</td><td>Tales from the Crypt Presents: Bordello of Blood (1996)</td></tr><tr><td>414</td><td>My Favorite Year (1982)</td></tr><tr><td>415</td><td>Apple Dumpling Gang, The (1975)</td></tr><tr><td>416</td><td>Old Yeller (1957)</td></tr><tr><td>417</td><td>Parent Trap, The (1961)</td></tr><tr><td>418</td><td>Cinderella (1950)</td></tr><tr><td>419</td><td>Mary Poppins (1964)</td></tr><tr><td>420</td><td>Alice in Wonderland (1951)</td></tr><tr><td>421</td><td>William Shakespeare's Romeo and Juliet (1996)</td></tr><tr><td>422</td><td>Aladdin and the King of Thieves (1996)</td></tr><tr><td>423</td><td>E.T. the Extra-Terrestrial (1982)</td></tr><tr><td>424</td><td>Children of the Corn: The Gathering (1996)</td></tr><tr><td>425</td><td>Bob Roberts (1992)</td></tr><tr><td>426</td><td>Transformers: The Movie, The (1986)</td></tr><tr><td>427</td><td>To Kill a Mockingbird (1962)</td></tr><tr><td>428</td><td>Harold and Maude (1971)</td></tr><tr><td>429</td><td>Day the Earth Stood Still, The (1951)</td></tr><tr><td>430</td><td>Duck Soup (1933)</td></tr><tr><td>431</td><td>Highlander (1986)</td></tr><tr><td>432</td><td>Fantasia (1940)</td></tr><tr><td>433</td><td>Heathers (1989)</td></tr><tr><td>434</td><td>Forbidden Planet (1956)</td></tr><tr><td>435</td><td>Butch Cassidy and the Sundance Kid (1969)</td></tr><tr><td>436</td><td>American Werewolf in London, An (1981)</td></tr><tr><td>437</td><td>Amityville 1992: It's About Time (1992)</td></tr><tr><td>438</td><td>Amityville 3-D (1983)</td></tr><tr><td>439</td><td>Amityville: A New Generation (1993)</td></tr><tr><td>440</td><td>Amityville II: The Possession (1982)</td></tr><tr><td>441</td><td>Amityville Horror, The (1979)</td></tr><tr><td>442</td><td>Amityville Curse, The (1990)</td></tr><tr><td>443</td><td>Birds, The (1963)</td></tr><tr><td>444</td><td>Blob, The (1958)</td></tr><tr><td>445</td><td>Body Snatcher, The (1945)</td></tr><tr><td>446</td><td>Burnt Offerings (1976)</td></tr><tr><td>447</td><td>Carrie (1976)</td></tr><tr><td>448</td><td>Omen, The (1976)</td></tr><tr><td>449</td><td>Star Trek: The Motion Picture (1979)</td></tr><tr><td>450</td><td>Star Trek V: The Final Frontier (1989)</td></tr><tr><td>451</td><td>Grease (1978)</td></tr><tr><td>452</td><td>Jaws 2 (1978)</td></tr><tr><td>453</td><td>Jaws 3-D (1983)</td></tr><tr><td>454</td><td>Bastard Out of Carolina (1996)</td></tr><tr><td>455</td><td>Jackie Chan's First Strike (1996)</td></tr><tr><td>456</td><td>Beverly Hills Ninja (1997)</td></tr><tr><td>457</td><td>Free Willy 3: The Rescue (1997)</td></tr><tr><td>458</td><td>Nixon (1995)</td></tr><tr><td>459</td><td>Cry, the Beloved Country (1995)</td></tr><tr><td>460</td><td>Crossing Guard, The (1995)</td></tr><tr><td>461</td><td>Smoke (1995)</td></tr><tr><td>462</td><td>Like Water For Chocolate (Como agua para chocolate) (1992)</td></tr><tr><td>463</td><td>Secret of Roan Inish, The (1994)</td></tr><tr><td>464</td><td>Vanya on 42nd Street (1994)</td></tr><tr><td>465</td><td>Jungle Book, The (1994)</td></tr><tr><td>466</td><td>Red Rock West (1992)</td></tr><tr><td>467</td><td>Bronx Tale, A (1993)</td></tr><tr><td>468</td><td>Rudy (1993)</td></tr><tr><td>469</td><td>Short Cuts (1993)</td></tr><tr><td>470</td><td>Tombstone (1993)</td></tr><tr><td>471</td><td>Courage Under Fire (1996)</td></tr><tr><td>472</td><td>Dragonheart (1996)</td></tr><tr><td>473</td><td>James and the Giant Peach (1996)</td></tr><tr><td>474</td><td>Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963)</td></tr><tr><td>475</td><td>Trainspotting (1996)</td></tr><tr><td>476</td><td>First Wives Club, The (1996)</td></tr><tr><td>477</td><td>Matilda (1996)</td></tr><tr><td>478</td><td>Philadelphia Story, The (1940)</td></tr><tr><td>479</td><td>Vertigo (1958)</td></tr><tr><td>480</td><td>North by Northwest (1959)</td></tr><tr><td>481</td><td>Apartment, The (1960)</td></tr><tr><td>482</td><td>Some Like It Hot (1959)</td></tr><tr><td>483</td><td>Casablanca (1942)</td></tr><tr><td>484</td><td>Maltese Falcon, The (1941)</td></tr><tr><td>485</td><td>My Fair Lady (1964)</td></tr><tr><td>486</td><td>Sabrina (1954)</td></tr><tr><td>487</td><td>Roman Holiday (1953)</td></tr><tr><td>488</td><td>Sunset Blvd. (1950)</td></tr><tr><td>489</td><td>Notorious (1946)</td></tr><tr><td>490</td><td>To Catch a Thief (1955)</td></tr><tr><td>491</td><td>Adventures of Robin Hood, The (1938)</td></tr><tr><td>492</td><td>East of Eden (1955)</td></tr><tr><td>493</td><td>Thin Man, The (1934)</td></tr><tr><td>494</td><td>His Girl Friday (1940)</td></tr><tr><td>495</td><td>Around the World in 80 Days (1956)</td></tr><tr><td>496</td><td>It's a Wonderful Life (1946)</td></tr><tr><td>497</td><td>Bringing Up Baby (1938)</td></tr><tr><td>498</td><td>African Queen, The (1951)</td></tr><tr><td>499</td><td>Cat on a Hot Tin Roof (1958)</td></tr><tr><td>500</td><td>Fly Away Home (1996)</td></tr><tr><td>501</td><td>Dumbo (1941)</td></tr><tr><td>502</td><td>Bananas (1971)</td></tr><tr><td>503</td><td>Candidate, The (1972)</td></tr><tr><td>504</td><td>Bonnie and Clyde (1967)</td></tr><tr><td>505</td><td>Dial M for Murder (1954)</td></tr><tr><td>506</td><td>Rebel Without a Cause (1955)</td></tr><tr><td>507</td><td>Streetcar Named Desire, A (1951)</td></tr><tr><td>508</td><td>People vs. Larry Flynt, The (1996)</td></tr><tr><td>509</td><td>My Left Foot (1989)</td></tr><tr><td>510</td><td>Magnificent Seven, The (1954)</td></tr><tr><td>511</td><td>Lawrence of Arabia (1962)</td></tr><tr><td>512</td><td>Wings of Desire (1987)</td></tr><tr><td>513</td><td>Third Man, The (1949)</td></tr><tr><td>514</td><td>Annie Hall (1977)</td></tr><tr><td>515</td><td>Boot, Das (1981)</td></tr><tr><td>516</td><td>Local Hero (1983)</td></tr><tr><td>517</td><td>Manhattan (1979)</td></tr><tr><td>518</td><td>Miller's Crossing (1990)</td></tr><tr><td>519</td><td>Treasure of the Sierra Madre, The (1948)</td></tr><tr><td>520</td><td>Great Escape, The (1963)</td></tr><tr><td>521</td><td>Deer Hunter, The (1978)</td></tr><tr><td>522</td><td>Down by Law (1986)</td></tr><tr><td>523</td><td>Cool Hand Luke (1967)</td></tr><tr><td>524</td><td>Great Dictator, The (1940)</td></tr><tr><td>525</td><td>Big Sleep, The (1946)</td></tr><tr><td>526</td><td>Ben-Hur (1959)</td></tr><tr><td>527</td><td>Gandhi (1982)</td></tr><tr><td>528</td><td>Killing Fields, The (1984)</td></tr><tr><td>529</td><td>My Life as a Dog (Mitt liv som hund) (1985)</td></tr><tr><td>530</td><td>Man Who Would Be King, The (1975)</td></tr><tr><td>531</td><td>Shine (1996)</td></tr><tr><td>532</td><td>Kama Sutra: A Tale of Love (1996)</td></tr><tr><td>533</td><td>Daytrippers, The (1996)</td></tr><tr><td>534</td><td>Traveller (1997)</td></tr><tr><td>535</td><td>Addicted to Love (1997)</td></tr><tr><td>536</td><td>Ponette (1996)</td></tr><tr><td>537</td><td>My Own Private Idaho (1991)</td></tr><tr><td>538</td><td>Anastasia (1997)</td></tr><tr><td>539</td><td>Mouse Hunt (1997)</td></tr><tr><td>540</td><td>Money Train (1995)</td></tr><tr><td>541</td><td>Mortal Kombat (1995)</td></tr><tr><td>542</td><td>Pocahontas (1995)</td></tr><tr><td>543</td><td>Mis�rables, Les (1995)</td></tr><tr><td>544</td><td>Things to Do in Denver when You're Dead (1995)</td></tr><tr><td>545</td><td>Vampire in Brooklyn (1995)</td></tr><tr><td>546</td><td>Broken Arrow (1996)</td></tr><tr><td>547</td><td>Young Poisoner's Handbook, The (1995)</td></tr><tr><td>548</td><td>NeverEnding Story III, The (1994)</td></tr><tr><td>549</td><td>Rob Roy (1995)</td></tr><tr><td>550</td><td>Die Hard: With a Vengeance (1995)</td></tr><tr><td>551</td><td>Lord of Illusions (1995)</td></tr><tr><td>552</td><td>Species (1995)</td></tr><tr><td>553</td><td>Walk in the Clouds, A (1995)</td></tr><tr><td>554</td><td>Waterworld (1995)</td></tr><tr><td>555</td><td>White Man's Burden (1995)</td></tr><tr><td>556</td><td>Wild Bill (1995)</td></tr><tr><td>557</td><td>Farinelli: il castrato (1994)</td></tr><tr><td>558</td><td>Heavenly Creatures (1994)</td></tr><tr><td>559</td><td>Interview with the Vampire (1994)</td></tr><tr><td>560</td><td>Kid in King Arthur's Court, A (1995)</td></tr><tr><td>561</td><td>Mary Shelley's Frankenstein (1994)</td></tr><tr><td>562</td><td>Quick and the Dead, The (1995)</td></tr><tr><td>563</td><td>Stephen King's The Langoliers (1995)</td></tr><tr><td>564</td><td>Tales from the Hood (1995)</td></tr><tr><td>565</td><td>Village of the Damned (1995)</td></tr><tr><td>566</td><td>Clear and Present Danger (1994)</td></tr><tr><td>567</td><td>Wes Craven's New Nightmare (1994)</td></tr><tr><td>568</td><td>Speed (1994)</td></tr><tr><td>569</td><td>Wolf (1994)</td></tr><tr><td>570</td><td>Wyatt Earp (1994)</td></tr><tr><td>571</td><td>Another Stakeout (1993)</td></tr><tr><td>572</td><td>Blown Away (1994)</td></tr><tr><td>573</td><td>Body Snatchers (1993)</td></tr><tr><td>574</td><td>Boxing Helena (1993)</td></tr><tr><td>575</td><td>City Slickers II: The Legend of Curly's Gold (1994)</td></tr><tr><td>576</td><td>Cliffhanger (1993)</td></tr><tr><td>577</td><td>Coneheads (1993)</td></tr><tr><td>578</td><td>Demolition Man (1993)</td></tr><tr><td>579</td><td>Fatal Instinct (1993)</td></tr><tr><td>580</td><td>Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)</td></tr><tr><td>581</td><td>Kalifornia (1993)</td></tr><tr><td>582</td><td>Piano, The (1993)</td></tr><tr><td>583</td><td>Romeo Is Bleeding (1993)</td></tr><tr><td>584</td><td>Secret Garden, The (1993)</td></tr><tr><td>585</td><td>Son in Law (1993)</td></tr><tr><td>586</td><td>Terminal Velocity (1994)</td></tr><tr><td>587</td><td>Hour of the Pig, The (1993)</td></tr><tr><td>588</td><td>Beauty and the Beast (1991)</td></tr><tr><td>589</td><td>Wild Bunch, The (1969)</td></tr><tr><td>590</td><td>Hellraiser: Bloodline (1996)</td></tr><tr><td>591</td><td>Primal Fear (1996)</td></tr><tr><td>592</td><td>True Crime (1995)</td></tr><tr><td>593</td><td>Stalingrad (1993)</td></tr><tr><td>594</td><td>Heavy (1995)</td></tr><tr><td>595</td><td>Fan, The (1996)</td></tr><tr><td>596</td><td>Hunchback of Notre Dame, The (1996)</td></tr><tr><td>597</td><td>Eraser (1996)</td></tr><tr><td>598</td><td>Big Squeeze, The (1996)</td></tr><tr><td>599</td><td>Police Story 4: Project S (Chao ji ji hua) (1993)</td></tr><tr><td>600</td><td>Daniel Defoe's Robinson Crusoe (1996)</td></tr><tr><td>601</td><td>For Whom the Bell Tolls (1943)</td></tr><tr><td>602</td><td>American in Paris, An (1951)</td></tr><tr><td>603</td><td>Rear Window (1954)</td></tr><tr><td>604</td><td>It Happened One Night (1934)</td></tr><tr><td>605</td><td>Meet Me in St. Louis (1944)</td></tr><tr><td>606</td><td>All About Eve (1950)</td></tr><tr><td>607</td><td>Rebecca (1940)</td></tr><tr><td>608</td><td>Spellbound (1945)</td></tr><tr><td>609</td><td>Father of the Bride (1950)</td></tr><tr><td>610</td><td>Gigi (1958)</td></tr><tr><td>611</td><td>Laura (1944)</td></tr><tr><td>612</td><td>Lost Horizon (1937)</td></tr><tr><td>613</td><td>My Man Godfrey (1936)</td></tr><tr><td>614</td><td>Giant (1956)</td></tr><tr><td>615</td><td>39 Steps, The (1935)</td></tr><tr><td>616</td><td>Night of the Living Dead (1968)</td></tr><tr><td>617</td><td>Blue Angel, The (Blaue Engel, Der) (1930)</td></tr><tr><td>618</td><td>Picnic (1955)</td></tr><tr><td>619</td><td>Extreme Measures (1996)</td></tr><tr><td>620</td><td>Chamber, The (1996)</td></tr><tr><td>621</td><td>Davy Crockett, King of the Wild Frontier (1955)</td></tr><tr><td>622</td><td>Swiss Family Robinson (1960)</td></tr><tr><td>623</td><td>Angels in the Outfield (1994)</td></tr><tr><td>624</td><td>Three Caballeros, The (1945)</td></tr><tr><td>625</td><td>Sword in the Stone, The (1963)</td></tr><tr><td>626</td><td>So Dear to My Heart (1949)</td></tr><tr><td>627</td><td>Robin Hood: Prince of Thieves (1991)</td></tr><tr><td>628</td><td>Sleepers (1996)</td></tr><tr><td>629</td><td>Victor/Victoria (1982)</td></tr><tr><td>630</td><td>Great Race, The (1965)</td></tr><tr><td>631</td><td>Crying Game, The (1992)</td></tr><tr><td>632</td><td>Sophie's Choice (1982)</td></tr><tr><td>633</td><td>Christmas Carol, A (1938)</td></tr><tr><td>634</td><td>Microcosmos: Le peuple de l'herbe (1996)</td></tr><tr><td>635</td><td>Fog, The (1980)</td></tr><tr><td>636</td><td>Escape from New York (1981)</td></tr><tr><td>637</td><td>Howling, The (1981)</td></tr><tr><td>638</td><td>Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)</td></tr><tr><td>639</td><td>Tin Drum, The (Blechtrommel, Die) (1979)</td></tr><tr><td>640</td><td>Cook the Thief His Wife & Her Lover, The (1989)</td></tr><tr><td>641</td><td>Paths of Glory (1957)</td></tr><tr><td>642</td><td>Grifters, The (1990)</td></tr><tr><td>643</td><td>The Innocent (1994)</td></tr><tr><td>644</td><td>Thin Blue Line, The (1988)</td></tr><tr><td>645</td><td>Paris Is Burning (1990)</td></tr><tr><td>646</td><td>Once Upon a Time in the West (1969)</td></tr><tr><td>647</td><td>Ran (1985)</td></tr><tr><td>648</td><td>Quiet Man, The (1952)</td></tr><tr><td>649</td><td>Once Upon a Time in America (1984)</td></tr><tr><td>650</td><td>Seventh Seal, The (Sjunde inseglet, Det) (1957)</td></tr><tr><td>651</td><td>Glory (1989)</td></tr><tr><td>652</td><td>Rosencrantz and Guildenstern Are Dead (1990)</td></tr><tr><td>653</td><td>Touch of Evil (1958)</td></tr><tr><td>654</td><td>Chinatown (1974)</td></tr><tr><td>655</td><td>Stand by Me (1986)</td></tr><tr><td>656</td><td>M (1931)</td></tr><tr><td>657</td><td>Manchurian Candidate, The (1962)</td></tr><tr><td>658</td><td>Pump Up the Volume (1990)</td></tr><tr><td>659</td><td>Arsenic and Old Lace (1944)</td></tr><tr><td>660</td><td>Fried Green Tomatoes (1991)</td></tr><tr><td>661</td><td>High Noon (1952)</td></tr><tr><td>662</td><td>Somewhere in Time (1980)</td></tr><tr><td>663</td><td>Being There (1979)</td></tr><tr><td>664</td><td>Paris, Texas (1984)</td></tr><tr><td>665</td><td>Alien 3 (1992)</td></tr><tr><td>666</td><td>Blood For Dracula (Andy Warhol's Dracula) (1974)</td></tr><tr><td>667</td><td>Audrey Rose (1977)</td></tr><tr><td>668</td><td>Blood Beach (1981)</td></tr><tr><td>669</td><td>Body Parts (1991)</td></tr><tr><td>670</td><td>Body Snatchers (1993)</td></tr><tr><td>671</td><td>Bride of Frankenstein (1935)</td></tr><tr><td>672</td><td>Candyman (1992)</td></tr><tr><td>673</td><td>Cape Fear (1962)</td></tr><tr><td>674</td><td>Cat People (1982)</td></tr><tr><td>675</td><td>Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)</td></tr><tr><td>676</td><td>Crucible, The (1996)</td></tr><tr><td>677</td><td>Fire on the Mountain (1996)</td></tr><tr><td>678</td><td>Volcano (1997)</td></tr><tr><td>679</td><td>Conan the Barbarian (1981)</td></tr><tr><td>680</td><td>Kull the Conqueror (1997)</td></tr><tr><td>681</td><td>Wishmaster (1997)</td></tr><tr><td>682</td><td>I Know What You Did Last Summer (1997)</td></tr><tr><td>683</td><td>Rocket Man (1997)</td></tr><tr><td>684</td><td>In the Line of Fire (1993)</td></tr><tr><td>685</td><td>Executive Decision (1996)</td></tr><tr><td>686</td><td>Perfect World, A (1993)</td></tr><tr><td>687</td><td>McHale's Navy (1997)</td></tr><tr><td>688</td><td>Leave It to Beaver (1997)</td></tr><tr><td>689</td><td>Jackal, The (1997)</td></tr><tr><td>690</td><td>Seven Years in Tibet (1997)</td></tr><tr><td>691</td><td>Dark City (1998)</td></tr><tr><td>692</td><td>American President, The (1995)</td></tr><tr><td>693</td><td>Casino (1995)</td></tr><tr><td>694</td><td>Persuasion (1995)</td></tr><tr><td>695</td><td>Kicking and Screaming (1995)</td></tr><tr><td>696</td><td>City Hall (1996)</td></tr><tr><td>697</td><td>Basketball Diaries, The (1995)</td></tr><tr><td>698</td><td>Browning Version, The (1994)</td></tr><tr><td>699</td><td>Little Women (1994)</td></tr><tr><td>700</td><td>Miami Rhapsody (1995)</td></tr><tr><td>701</td><td>Wonderful, Horrible Life of Leni Riefenstahl, The (1993)</td></tr><tr><td>702</td><td>Barcelona (1994)</td></tr><tr><td>703</td><td>Widows' Peak (1994)</td></tr><tr><td>704</td><td>House of the Spirits, The (1993)</td></tr><tr><td>705</td><td>Singin' in the Rain (1952)</td></tr><tr><td>706</td><td>Bad Moon (1996)</td></tr><tr><td>707</td><td>Enchanted April (1991)</td></tr><tr><td>708</td><td>Sex, Lies, and Videotape (1989)</td></tr><tr><td>709</td><td>Strictly Ballroom (1992)</td></tr><tr><td>710</td><td>Better Off Dead... (1985)</td></tr><tr><td>711</td><td>Substance of Fire, The (1996)</td></tr><tr><td>712</td><td>Tin Men (1987)</td></tr><tr><td>713</td><td>Othello (1995)</td></tr><tr><td>714</td><td>Carrington (1995)</td></tr><tr><td>715</td><td>To Die For (1995)</td></tr><tr><td>716</td><td>Home for the Holidays (1995)</td></tr><tr><td>717</td><td>Juror, The (1996)</td></tr><tr><td>718</td><td>In the Bleak Midwinter (1995)</td></tr><tr><td>719</td><td>Canadian Bacon (1994)</td></tr><tr><td>720</td><td>First Knight (1995)</td></tr><tr><td>721</td><td>Mallrats (1995)</td></tr><tr><td>722</td><td>Nine Months (1995)</td></tr><tr><td>723</td><td>Boys on the Side (1995)</td></tr><tr><td>724</td><td>Circle of Friends (1995)</td></tr><tr><td>725</td><td>Exit to Eden (1994)</td></tr><tr><td>726</td><td>Fluke (1995)</td></tr><tr><td>727</td><td>Immortal Beloved (1994)</td></tr><tr><td>728</td><td>Junior (1994)</td></tr><tr><td>729</td><td>Nell (1994)</td></tr><tr><td>730</td><td>Queen Margot (Reine Margot, La) (1994)</td></tr><tr><td>731</td><td>Corrina, Corrina (1994)</td></tr><tr><td>732</td><td>Dave (1993)</td></tr><tr><td>733</td><td>Go Fish (1994)</td></tr><tr><td>734</td><td>Made in America (1993)</td></tr><tr><td>735</td><td>Philadelphia (1993)</td></tr><tr><td>736</td><td>Shadowlands (1993)</td></tr><tr><td>737</td><td>Sirens (1994)</td></tr><tr><td>738</td><td>Threesome (1994)</td></tr><tr><td>739</td><td>Pretty Woman (1990)</td></tr><tr><td>740</td><td>Jane Eyre (1996)</td></tr><tr><td>741</td><td>Last Supper, The (1995)</td></tr><tr><td>742</td><td>Ransom (1996)</td></tr><tr><td>743</td><td>Crow: City of Angels, The (1996)</td></tr><tr><td>744</td><td>Michael Collins (1996)</td></tr><tr><td>745</td><td>Ruling Class, The (1972)</td></tr><tr><td>746</td><td>Real Genius (1985)</td></tr><tr><td>747</td><td>Benny & Joon (1993)</td></tr><tr><td>748</td><td>Saint, The (1997)</td></tr><tr><td>749</td><td>MatchMaker, The (1997)</td></tr><tr><td>750</td><td>Amistad (1997)</td></tr><tr><td>751</td><td>Tomorrow Never Dies (1997)</td></tr><tr><td>752</td><td>Replacement Killers, The (1998)</td></tr><tr><td>753</td><td>Burnt By the Sun (1994)</td></tr><tr><td>754</td><td>Red Corner (1997)</td></tr><tr><td>755</td><td>Jumanji (1995)</td></tr><tr><td>756</td><td>Father of the Bride Part II (1995)</td></tr><tr><td>757</td><td>Across the Sea of Time (1995)</td></tr><tr><td>758</td><td>Lawnmower Man 2: Beyond Cyberspace (1996)</td></tr><tr><td>759</td><td>Fair Game (1995)</td></tr><tr><td>760</td><td>Screamers (1995)</td></tr><tr><td>761</td><td>Nick of Time (1995)</td></tr><tr><td>762</td><td>Beautiful Girls (1996)</td></tr><tr><td>763</td><td>Happy Gilmore (1996)</td></tr><tr><td>764</td><td>If Lucy Fell (1996)</td></tr><tr><td>765</td><td>Boomerang (1992)</td></tr><tr><td>766</td><td>Man of the Year (1995)</td></tr><tr><td>767</td><td>Addiction, The (1995)</td></tr><tr><td>768</td><td>Casper (1995)</td></tr><tr><td>769</td><td>Congo (1995)</td></tr><tr><td>770</td><td>Devil in a Blue Dress (1995)</td></tr><tr><td>771</td><td>Johnny Mnemonic (1995)</td></tr><tr><td>772</td><td>Kids (1995)</td></tr><tr><td>773</td><td>Mute Witness (1994)</td></tr><tr><td>774</td><td>Prophecy, The (1995)</td></tr><tr><td>775</td><td>Something to Talk About (1995)</td></tr><tr><td>776</td><td>Three Wishes (1995)</td></tr><tr><td>777</td><td>Castle Freak (1995)</td></tr><tr><td>778</td><td>Don Juan DeMarco (1995)</td></tr><tr><td>779</td><td>Drop Zone (1994)</td></tr><tr><td>780</td><td>Dumb & Dumber (1994)</td></tr><tr><td>781</td><td>French Kiss (1995)</td></tr><tr><td>782</td><td>Little Odessa (1994)</td></tr><tr><td>783</td><td>Milk Money (1994)</td></tr><tr><td>784</td><td>Beyond Bedlam (1993)</td></tr><tr><td>785</td><td>Only You (1994)</td></tr><tr><td>786</td><td>Perez Family, The (1995)</td></tr><tr><td>787</td><td>Roommates (1995)</td></tr><tr><td>788</td><td>Relative Fear (1994)</td></tr><tr><td>789</td><td>Swimming with Sharks (1995)</td></tr><tr><td>790</td><td>Tommy Boy (1995)</td></tr><tr><td>791</td><td>Baby-Sitters Club, The (1995)</td></tr><tr><td>792</td><td>Bullets Over Broadway (1994)</td></tr><tr><td>793</td><td>Crooklyn (1994)</td></tr><tr><td>794</td><td>It Could Happen to You (1994)</td></tr><tr><td>795</td><td>Richie Rich (1994)</td></tr><tr><td>796</td><td>Speechless (1994)</td></tr><tr><td>797</td><td>Timecop (1994)</td></tr><tr><td>798</td><td>Bad Company (1995)</td></tr><tr><td>799</td><td>Boys Life (1995)</td></tr><tr><td>800</td><td>In the Mouth of Madness (1995)</td></tr><tr><td>801</td><td>Air Up There, The (1994)</td></tr><tr><td>802</td><td>Hard Target (1993)</td></tr><tr><td>803</td><td>Heaven & Earth (1993)</td></tr><tr><td>804</td><td>Jimmy Hollywood (1994)</td></tr><tr><td>805</td><td>Manhattan Murder Mystery (1993)</td></tr><tr><td>806</td><td>Menace II Society (1993)</td></tr><tr><td>807</td><td>Poetic Justice (1993)</td></tr><tr><td>808</td><td>Program, The (1993)</td></tr><tr><td>809</td><td>Rising Sun (1993)</td></tr><tr><td>810</td><td>Shadow, The (1994)</td></tr><tr><td>811</td><td>Thirty-Two Short Films About Glenn Gould (1993)</td></tr><tr><td>812</td><td>Andre (1994)</td></tr><tr><td>813</td><td>Celluloid Closet, The (1995)</td></tr><tr><td>814</td><td>Great Day in Harlem, A (1994)</td></tr><tr><td>815</td><td>One Fine Day (1996)</td></tr><tr><td>816</td><td>Candyman: Farewell to the Flesh (1995)</td></tr><tr><td>817</td><td>Frisk (1995)</td></tr><tr><td>818</td><td>Girl 6 (1996)</td></tr><tr><td>819</td><td>Eddie (1996)</td></tr><tr><td>820</td><td>Space Jam (1996)</td></tr><tr><td>821</td><td>Mrs. Winterbourne (1996)</td></tr><tr><td>822</td><td>Faces (1968)</td></tr><tr><td>823</td><td>Mulholland Falls (1996)</td></tr><tr><td>824</td><td>Great White Hype, The (1996)</td></tr><tr><td>825</td><td>Arrival, The (1996)</td></tr><tr><td>826</td><td>Phantom, The (1996)</td></tr><tr><td>827</td><td>Daylight (1996)</td></tr><tr><td>828</td><td>Alaska (1996)</td></tr><tr><td>829</td><td>Fled (1996)</td></tr><tr><td>830</td><td>Power 98 (1995)</td></tr><tr><td>831</td><td>Escape from L.A. (1996)</td></tr><tr><td>832</td><td>Bogus (1996)</td></tr><tr><td>833</td><td>Bulletproof (1996)</td></tr><tr><td>834</td><td>Halloween: The Curse of Michael Myers (1995)</td></tr><tr><td>835</td><td>Gay Divorcee, The (1934)</td></tr><tr><td>836</td><td>Ninotchka (1939)</td></tr><tr><td>837</td><td>Meet John Doe (1941)</td></tr><tr><td>838</td><td>In the Line of Duty 2 (1987)</td></tr><tr><td>839</td><td>Loch Ness (1995)</td></tr><tr><td>840</td><td>Last Man Standing (1996)</td></tr><tr><td>841</td><td>Glimmer Man, The (1996)</td></tr><tr><td>842</td><td>Pollyanna (1960)</td></tr><tr><td>843</td><td>Shaggy Dog, The (1959)</td></tr><tr><td>844</td><td>Freeway (1996)</td></tr><tr><td>845</td><td>That Thing You Do! (1996)</td></tr><tr><td>846</td><td>To Gillian on Her 37th Birthday (1996)</td></tr><tr><td>847</td><td>Looking for Richard (1996)</td></tr><tr><td>848</td><td>Murder, My Sweet (1944)</td></tr><tr><td>849</td><td>Days of Thunder (1990)</td></tr><tr><td>850</td><td>Perfect Candidate, A (1996)</td></tr><tr><td>851</td><td>Two or Three Things I Know About Her (1966)</td></tr><tr><td>852</td><td>Bloody Child, The (1996)</td></tr><tr><td>853</td><td>Braindead (1992)</td></tr><tr><td>854</td><td>Bad Taste (1987)</td></tr><tr><td>855</td><td>Diva (1981)</td></tr><tr><td>856</td><td>Night on Earth (1991)</td></tr><tr><td>857</td><td>Paris Was a Woman (1995)</td></tr><tr><td>858</td><td>Amityville: Dollhouse (1996)</td></tr><tr><td>859</td><td>April Fool's Day (1986)</td></tr><tr><td>860</td><td>Believers, The (1987)</td></tr><tr><td>861</td><td>Nosferatu a Venezia (1986)</td></tr><tr><td>862</td><td>Jingle All the Way (1996)</td></tr><tr><td>863</td><td>Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970)</td></tr><tr><td>864</td><td>My Fellow Americans (1996)</td></tr><tr><td>865</td><td>Ice Storm, The (1997)</td></tr><tr><td>866</td><td>Michael (1996)</td></tr><tr><td>867</td><td>Whole Wide World, The (1996)</td></tr><tr><td>868</td><td>Hearts and Minds (1996)</td></tr><tr><td>869</td><td>Fools Rush In (1997)</td></tr><tr><td>870</td><td>Touch (1997)</td></tr><tr><td>871</td><td>Vegas Vacation (1997)</td></tr><tr><td>872</td><td>Love Jones (1997)</td></tr><tr><td>873</td><td>Picture Perfect (1997)</td></tr><tr><td>874</td><td>Career Girls (1997)</td></tr><tr><td>875</td><td>She's So Lovely (1997)</td></tr><tr><td>876</td><td>Money Talks (1997)</td></tr><tr><td>877</td><td>Excess Baggage (1997)</td></tr><tr><td>878</td><td>That Darn Cat! (1997)</td></tr><tr><td>879</td><td>Peacemaker, The (1997)</td></tr><tr><td>880</td><td>Soul Food (1997)</td></tr><tr><td>881</td><td>Money Talks (1997)</td></tr><tr><td>882</td><td>Washington Square (1997)</td></tr><tr><td>883</td><td>Telling Lies in America (1997)</td></tr><tr><td>884</td><td>Year of the Horse (1997)</td></tr><tr><td>885</td><td>Phantoms (1998)</td></tr><tr><td>886</td><td>Life Less Ordinary, A (1997)</td></tr><tr><td>887</td><td>Eve's Bayou (1997)</td></tr><tr><td>888</td><td>One Night Stand (1997)</td></tr><tr><td>889</td><td>Tango Lesson, The (1997)</td></tr><tr><td>890</td><td>Mortal Kombat: Annihilation (1997)</td></tr><tr><td>891</td><td>Bent (1997)</td></tr><tr><td>892</td><td>Flubber (1997)</td></tr><tr><td>893</td><td>For Richer or Poorer (1997)</td></tr><tr><td>894</td><td>Home Alone 3 (1997)</td></tr><tr><td>895</td><td>Scream 2 (1997)</td></tr><tr><td>896</td><td>Sweet Hereafter, The (1997)</td></tr><tr><td>897</td><td>Time Tracers (1995)</td></tr><tr><td>898</td><td>Postman, The (1997)</td></tr><tr><td>899</td><td>Winter Guest, The (1997)</td></tr><tr><td>900</td><td>Kundun (1997)</td></tr><tr><td>901</td><td>Mr. Magoo (1997)</td></tr><tr><td>902</td><td>Big Lebowski, The (1998)</td></tr><tr><td>903</td><td>Afterglow (1997)</td></tr><tr><td>904</td><td>Ma vie en rose (My Life in Pink) (1997)</td></tr><tr><td>905</td><td>Great Expectations (1998)</td></tr><tr><td>906</td><td>Oscar & Lucinda (1997)</td></tr><tr><td>907</td><td>Vermin (1998)</td></tr><tr><td>908</td><td>Half Baked (1998)</td></tr><tr><td>909</td><td>Dangerous Beauty (1998)</td></tr><tr><td>910</td><td>Nil By Mouth (1997)</td></tr><tr><td>911</td><td>Twilight (1998)</td></tr><tr><td>912</td><td>U.S. Marshalls (1998)</td></tr><tr><td>913</td><td>Love and Death on Long Island (1997)</td></tr><tr><td>914</td><td>Wild Things (1998)</td></tr><tr><td>915</td><td>Primary Colors (1998)</td></tr><tr><td>916</td><td>Lost in Space (1998)</td></tr><tr><td>917</td><td>Mercury Rising (1998)</td></tr><tr><td>918</td><td>City of Angels (1998)</td></tr><tr><td>919</td><td>City of Lost Children, The (1995)</td></tr><tr><td>920</td><td>Two Bits (1995)</td></tr><tr><td>921</td><td>Farewell My Concubine (1993)</td></tr><tr><td>922</td><td>Dead Man (1995)</td></tr><tr><td>923</td><td>Raise the Red Lantern (1991)</td></tr><tr><td>924</td><td>White Squall (1996)</td></tr><tr><td>925</td><td>Unforgettable (1996)</td></tr><tr><td>926</td><td>Down Periscope (1996)</td></tr><tr><td>927</td><td>Flower of My Secret, The (Flor de mi secreto, La) (1995)</td></tr><tr><td>928</td><td>Craft, The (1996)</td></tr><tr><td>929</td><td>Harriet the Spy (1996)</td></tr><tr><td>930</td><td>Chain Reaction (1996)</td></tr><tr><td>931</td><td>Island of Dr. Moreau, The (1996)</td></tr><tr><td>932</td><td>First Kid (1996)</td></tr><tr><td>933</td><td>Funeral, The (1996)</td></tr><tr><td>934</td><td>Preacher's Wife, The (1996)</td></tr><tr><td>935</td><td>Paradise Road (1997)</td></tr><tr><td>936</td><td>Brassed Off (1996)</td></tr><tr><td>937</td><td>Thousand Acres, A (1997)</td></tr><tr><td>938</td><td>Smile Like Yours, A (1997)</td></tr><tr><td>939</td><td>Murder in the First (1995)</td></tr><tr><td>940</td><td>Airheads (1994)</td></tr><tr><td>941</td><td>With Honors (1994)</td></tr><tr><td>942</td><td>What's Love Got to Do with It (1993)</td></tr><tr><td>943</td><td>Killing Zoe (1994)</td></tr><tr><td>944</td><td>Renaissance Man (1994)</td></tr><tr><td>945</td><td>Charade (1963)</td></tr><tr><td>946</td><td>Fox and the Hound, The (1981)</td></tr><tr><td>947</td><td>Big Blue, The (Grand bleu, Le) (1988)</td></tr><tr><td>948</td><td>Booty Call (1997)</td></tr><tr><td>949</td><td>How to Make an American Quilt (1995)</td></tr><tr><td>950</td><td>Georgia (1995)</td></tr><tr><td>951</td><td>Indian in the Cupboard, The (1995)</td></tr><tr><td>952</td><td>Blue in the Face (1995)</td></tr><tr><td>953</td><td>Unstrung Heroes (1995)</td></tr><tr><td>954</td><td>Unzipped (1995)</td></tr><tr><td>955</td><td>Before Sunrise (1995)</td></tr><tr><td>956</td><td>Nobody's Fool (1994)</td></tr><tr><td>957</td><td>Pushing Hands (1992)</td></tr><tr><td>958</td><td>To Live (Huozhe) (1994)</td></tr><tr><td>959</td><td>Dazed and Confused (1993)</td></tr><tr><td>960</td><td>Naked (1993)</td></tr><tr><td>961</td><td>Orlando (1993)</td></tr><tr><td>962</td><td>Ruby in Paradise (1993)</td></tr><tr><td>963</td><td>Some Folks Call It a Sling Blade (1993)</td></tr><tr><td>964</td><td>Month by the Lake, A (1995)</td></tr><tr><td>965</td><td>Funny Face (1957)</td></tr><tr><td>966</td><td>Affair to Remember, An (1957)</td></tr><tr><td>967</td><td>Little Lord Fauntleroy (1936)</td></tr><tr><td>968</td><td>Inspector General, The (1949)</td></tr><tr><td>969</td><td>Winnie the Pooh and the Blustery Day (1968)</td></tr><tr><td>970</td><td>Hear My Song (1991)</td></tr><tr><td>971</td><td>Mediterraneo (1991)</td></tr><tr><td>972</td><td>Passion Fish (1992)</td></tr><tr><td>973</td><td>Grateful Dead (1995)</td></tr><tr><td>974</td><td>Eye for an Eye (1996)</td></tr><tr><td>975</td><td>Fear (1996)</td></tr><tr><td>976</td><td>Solo (1996)</td></tr><tr><td>977</td><td>Substitute, The (1996)</td></tr><tr><td>978</td><td>Heaven's Prisoners (1996)</td></tr><tr><td>979</td><td>Trigger Effect, The (1996)</td></tr><tr><td>980</td><td>Mother Night (1996)</td></tr><tr><td>981</td><td>Dangerous Ground (1997)</td></tr><tr><td>982</td><td>Maximum Risk (1996)</td></tr><tr><td>983</td><td>Rich Man's Wife, The (1996)</td></tr><tr><td>984</td><td>Shadow Conspiracy (1997)</td></tr><tr><td>985</td><td>Blood & Wine (1997)</td></tr><tr><td>986</td><td>Turbulence (1997)</td></tr><tr><td>987</td><td>Underworld (1997)</td></tr><tr><td>988</td><td>Beautician and the Beast, The (1997)</td></tr><tr><td>989</td><td>Cats Don't Dance (1997)</td></tr><tr><td>990</td><td>Anna Karenina (1997)</td></tr><tr><td>991</td><td>Keys to Tulsa (1997)</td></tr><tr><td>992</td><td>Head Above Water (1996)</td></tr><tr><td>993</td><td>Hercules (1997)</td></tr><tr><td>994</td><td>Last Time I Committed Suicide, The (1997)</td></tr><tr><td>995</td><td>Kiss Me, Guido (1997)</td></tr><tr><td>996</td><td>Big Green, The (1995)</td></tr><tr><td>997</td><td>Stuart Saves His Family (1995)</td></tr><tr><td>998</td><td>Cabin Boy (1994)</td></tr><tr><td>999</td><td>Clean Slate (1994)</td></tr><tr><td>1000</td><td>Lightning Jack (1994)</td></tr></tbody></table>Showing the first 1000 rows.</div>"]}}],"execution_count":5},{"cell_type":"code","source":["ratings = df.rdd\n\nnumRatings = ratings.count()\nnumUsers = ratings.map(lambda r: r[0]).distinct().count()\nnumMovies = ratings.map(lambda r: r[1]).distinct().count()\n\nprint(\"Got %d ratings from %d users on %d movies.\" % (numRatings, numUsers, numMovies))"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Got 100000 ratings from 943 users on 1682 movies.\n</div>"]}}],"execution_count":6},{"cell_type":"code","source":["from pyspark.sql import functions as F\nfrom pyspark.sql import DataFrameNaFunctions as DFna\nfrom pyspark.sql.functions import udf, col, when\n\nmovies_counts = df.groupBy(col(\"iid\")).agg(F.count(col(\"rating\")).alias(\"counts\"))\nmovies_counts.show()"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">+----+------+\n iid|counts|\n+----+------+\n 496|   231|\n 471|   221|\n 463|    71|\n 148|   128|\n1342|     2|\n 833|    49|\n1088|    13|\n1591|     6|\n1238|     8|\n1580|     1|\n1645|     1|\n 392|    68|\n 623|    39|\n 540|    43|\n 858|     3|\n 737|    59|\n 243|   132|\n1025|    44|\n1084|    21|\n1127|    11|\n+----+------+\nonly showing top 20 rows\n\n</div>"]}}],"execution_count":7},{"cell_type":"code","source":["training_df, validation_df, test_df = df.randomSplit([.6, .2, .2], seed=594)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":8},{"cell_type":"code","source":["df.randomSplit?"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"><span class=\"ansi-red-fg\">Signature:</span> df<span class=\"ansi-blue-fg\">.</span>randomSplit<span class=\"ansi-blue-fg\">(</span>weights<span class=\"ansi-blue-fg\">,</span> seed<span class=\"ansi-blue-fg\">=</span><span class=\"ansi-green-fg\">None</span><span class=\"ansi-blue-fg\">)</span>\n<span class=\"ansi-red-fg\">Docstring:</span>\nRandomly splits this :class:`DataFrame` with the provided weights.\n\n:param weights: list of doubles as weights with which to split the :class:`DataFrame`.\n    Weights will be normalized if they don&#39;t sum up to 1.0.\n:param seed: The seed for sampling.\n\n&gt;&gt;&gt; splits = df4.randomSplit([1.0, 2.0], 24)\n&gt;&gt;&gt; splits[0].count()\n2\n\n&gt;&gt;&gt; splits[1].count()\n2\n\n.. versionadded:: 1.4\n<span class=\"ansi-red-fg\">File:</span>      /databricks/spark/python/pyspark/sql/dataframe.py\n<span class=\"ansi-red-fg\">Type:</span>      method\n</div>"]}}],"execution_count":9},{"cell_type":"code","source":["from pyspark.ml.evaluation import RegressionEvaluator\nfrom pyspark.ml.recommendation import ALS\nfrom pyspark.ml.tuning import CrossValidator, ParamGridBuilder\nfrom pyspark.ml import Pipeline\nfrom pyspark.sql import Row\nimport numpy as np\nimport math"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":10},{"cell_type":"code","source":["seed = 594\niterations = 10\nregularization_parameter = 0.1\nranks = range(4, 12)\nerrors = []\nerr = 0\ntolerance = 0.02"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":11},{"cell_type":"code","source":["min_error = float('inf')\nbest_rank = -1\nbest_iteration = -1\n\nfor rank in ranks:\n    als = ALS(maxIter=iterations, regParam=regularization_parameter, rank=rank, userCol=\"uid\", itemCol=\"iid\", ratingCol=\"rating\")\n    model = als.fit(training_df)\n    predictions = model.transform(validation_df)\n    new_predictions = predictions.filter(col('prediction') != np.nan)\n    evaluator = RegressionEvaluator(metricName=\"rmse\", labelCol=\"rating\", predictionCol=\"prediction\")\n    rmse = evaluator.evaluate(new_predictions)\n    errors.append(rmse)\n\n    print('For rank %s the RMSE is %s' % (rank, rmse))\n    if rmse < min_error:\n        min_error = rmse\n        best_rank = rank\nprint('The best model was trained with rank %s' % best_rank)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">For rank 4 the RMSE is 0.9473092189714923\nFor rank 5 the RMSE is 0.9507455673868448\nFor rank 6 the RMSE is 0.9434540735745667\nFor rank 7 the RMSE is 0.9530972289687596\nFor rank 8 the RMSE is 0.9530093430454498\nFor rank 9 the RMSE is 0.9549296825504305\nFor rank 10 the RMSE is 0.9583507143674425\nFor rank 11 the RMSE is 0.9521052467665101\nThe best model was trained with rank 6\n</div>"]}}],"execution_count":12},{"cell_type":"code","source":["training_df.take(3)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[20]: [Row(uid=1, iid=1, rating=5, timestamp=874965758),\n Row(uid=1, iid=3, rating=4, timestamp=878542960),\n Row(uid=1, iid=5, rating=3, timestamp=889751712)]</div>"]}}],"execution_count":13},{"cell_type":"code","source":["validation_df.take(3)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[21]: [Row(uid=1, iid=2, rating=3, timestamp=876893171),\n Row(uid=1, iid=6, rating=5, timestamp=887431973),\n Row(uid=1, iid=9, rating=5, timestamp=878543541)]</div>"]}}],"execution_count":14},{"cell_type":"code","source":["all_except_test_df = training_df.union(validation_df)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":15},{"cell_type":"code","source":["final_als = ALS(maxIter=10, regParam=0.1, rank=6, userCol=\"uid\", itemCol=\"iid\", ratingCol=\"rating\")\nfinal_model = final_als.fit(all_except_test_df)\nfinal_pred = final_model.transform(test_df)\nfinal_pred = final_pred.filter(col('prediction') != np.nan)\nrmse = evaluator.evaluate(final_pred)\nprint(\"the one time final rmse (this is an internal metric) for our model is: {}\".format(rmse))"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">the one time final rmse (this is an internal metric) for our model is: 0.9167468436151646\n</div>"]}}],"execution_count":16},{"cell_type":"code","source":["np.random.seed(594)\nuser_id = np.random.choice(numUsers)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":17},{"cell_type":"code","source":["new_user_ratings = df.filter(df.uid == user_id)\nnew_user_ratings.sort('rating', ascending=True).take(10) # top rated movies for this user"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[27]: [Row(uid=577, iid=693, rating=1, timestamp=880475408),\n Row(uid=577, iid=1336, rating=1, timestamp=880472018),\n Row(uid=577, iid=425, rating=2, timestamp=880474808),\n Row(uid=577, iid=11, rating=2, timestamp=880474293),\n Row(uid=577, iid=38, rating=2, timestamp=880475453),\n Row(uid=577, iid=7, rating=2, timestamp=880470447),\n Row(uid=577, iid=179, rating=2, timestamp=880474829),\n Row(uid=577, iid=949, rating=2, timestamp=880475408),\n Row(uid=577, iid=795, rating=3, timestamp=880476630),\n Row(uid=577, iid=996, rating=3, timestamp=880475094)]</div>"]}}],"execution_count":18},{"cell_type":"code","source":["new_user_ratings.describe('rating').show()"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">+-------+------------------+\nsummary|            rating|\n+-------+------------------+\n  count|               188|\n   mean|3.8031914893617023|\n stddev|0.8392703894843124|\n    min|                 1|\n    max|                 5|\n+-------+------------------+\n\n</div>"]}}],"execution_count":19},{"cell_type":"code","source":["display(new_user_ratings)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .table-result-container {\n    max-height: 300px;\n    overflow: auto;\n  }\n  table, th, td {\n    border: 1px solid black;\n    border-collapse: collapse;\n  }\n  th, td {\n    padding: 5px;\n  }\n  th {\n    text-align: left;\n  }\n</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>uid</th><th>iid</th><th>rating</th><th>timestamp</th></tr></thead><tbody><tr><td>577</td><td>471</td><td>3</td><td>880471640</td></tr><tr><td>577</td><td>229</td><td>4</td><td>880475094</td></tr><tr><td>577</td><td>284</td><td>4</td><td>880470732</td></tr><tr><td>577</td><td>996</td><td>3</td><td>880475094</td></tr><tr><td>577</td><td>204</td><td>4</td><td>880474338</td></tr><tr><td>577</td><td>662</td><td>4</td><td>880474933</td></tr><tr><td>577</td><td>117</td><td>4</td><td>880471359</td></tr><tr><td>577</td><td>684</td><td>4</td><td>880474394</td></tr><tr><td>577</td><td>95</td><td>5</td><td>880474747</td></tr><tr><td>577</td><td>188</td><td>3</td><td>880474715</td></tr><tr><td>577</td><td>15</td><td>3</td><td>880470350</td></tr><tr><td>577</td><td>186</td><td>4</td><td>880472153</td></tr><tr><td>577</td><td>393</td><td>4</td><td>880475363</td></tr><tr><td>577</td><td>38</td><td>2</td><td>880475453</td></tr><tr><td>577</td><td>720</td><td>4</td><td>880475043</td></tr><tr><td>577</td><td>218</td><td>3</td><td>880475269</td></tr><tr><td>577</td><td>110</td><td>4</td><td>880475581</td></tr><tr><td>577</td><td>1291</td><td>3</td><td>880471954</td></tr><tr><td>577</td><td>380</td><td>3</td><td>880474991</td></tr><tr><td>577</td><td>443</td><td>4</td><td>880475269</td></tr><tr><td>577</td><td>40</td><td>4</td><td>880475435</td></tr><tr><td>577</td><td>365</td><td>5</td><td>880475504</td></tr><tr><td>577</td><td>845</td><td>4</td><td>880471578</td></tr><tr><td>577</td><td>932</td><td>3</td><td>880471287</td></tr><tr><td>577</td><td>727</td><td>5</td><td>880474747</td></tr><tr><td>577</td><td>12</td><td>4</td><td>880474257</td></tr><tr><td>577</td><td>385</td><td>5</td><td>880474530</td></tr><tr><td>577</td><td>623</td><td>5</td><td>880475149</td></tr><tr><td>577</td><td>561</td><td>4</td><td>880474955</td></tr><tr><td>577</td><td>795</td><td>3</td><td>880476630</td></tr><tr><td>577</td><td>1032</td><td>3</td><td>880475561</td></tr><tr><td>577</td><td>595</td><td>4</td><td>880471170</td></tr><tr><td>577</td><td>281</td><td>3</td><td>880470447</td></tr><tr><td>577</td><td>225</td><td>4</td><td>880470827</td></tr><tr><td>577</td><td>230</td><td>3</td><td>880474357</td></tr><tr><td>577</td><td>808</td><td>3</td><td>880475094</td></tr><tr><td>577</td><td>655</td><td>4</td><td>880474394</td></tr><tr><td>577</td><td>1531</td><td>4</td><td>880475408</td></tr><tr><td>577</td><td>168</td><td>5</td><td>880472124</td></tr><tr><td>577</td><td>241</td><td>5</td><td>880474766</td></tr><tr><td>577</td><td>11</td><td>2</td><td>880474293</td></tr><tr><td>577</td><td>423</td><td>4</td><td>880472124</td></tr><tr><td>577</td><td>203</td><td>3</td><td>880474455</td></tr><tr><td>577</td><td>338</td><td>3</td><td>880469983</td></tr><tr><td>577</td><td>58</td><td>4</td><td>880474414</td></tr><tr><td>577</td><td>545</td><td>3</td><td>880476578</td></tr><tr><td>577</td><td>866</td><td>5</td><td>880470570</td></tr><tr><td>577</td><td>1209</td><td>4</td><td>880476578</td></tr><tr><td>577</td><td>4</td><td>4</td><td>880474635</td></tr><tr><td>577</td><td>25</td><td>4</td><td>880470504</td></tr><tr><td>577</td><td>560</td><td>3</td><td>880475363</td></tr><tr><td>577</td><td>1271</td><td>3</td><td>880475581</td></tr><tr><td>577</td><td>99</td><td>3</td><td>880474674</td></tr><tr><td>577</td><td>44</td><td>3</td><td>880474934</td></tr><tr><td>577</td><td>87</td><td>5</td><td>880474216</td></tr><tr><td>577</td><td>651</td><td>5</td><td>880475043</td></tr><tr><td>577</td><td>132</td><td>4</td><td>880472153</td></tr><tr><td>577</td><td>1033</td><td>4</td><td>880471170</td></tr><tr><td>577</td><td>829</td><td>3</td><td>880470884</td></tr><tr><td>577</td><td>56</td><td>3</td><td>880474934</td></tr><tr><td>577</td><td>939</td><td>5</td><td>880474933</td></tr><tr><td>577</td><td>447</td><td>3</td><td>880475226</td></tr><tr><td>577</td><td>63</td><td>4</td><td>880476606</td></tr><tr><td>577</td><td>407</td><td>4</td><td>880471271</td></tr><tr><td>577</td><td>1</td><td>5</td><td>880470282</td></tr><tr><td>577</td><td>208</td><td>4</td><td>880474556</td></tr><tr><td>577</td><td>673</td><td>3</td><td>880474851</td></tr><tr><td>577</td><td>210</td><td>3</td><td>880474715</td></tr><tr><td>577</td><td>949</td><td>2</td><td>880475408</td></tr><tr><td>577</td><td>531</td><td>4</td><td>890089749</td></tr><tr><td>577</td><td>265</td><td>5</td><td>880474851</td></tr><tr><td>577</td><td>582</td><td>4</td><td>880475540</td></tr><tr><td>577</td><td>100</td><td>4</td><td>880470350</td></tr><tr><td>577</td><td>85</td><td>3</td><td>880475170</td></tr><tr><td>577</td><td>69</td><td>4</td><td>880474829</td></tr><tr><td>577</td><td>217</td><td>5</td><td>880475363</td></tr><tr><td>577</td><td>228</td><td>3</td><td>880474338</td></tr><tr><td>577</td><td>140</td><td>4</td><td>880475043</td></tr><tr><td>577</td><td>8</td><td>4</td><td>880474257</td></tr><tr><td>577</td><td>191</td><td>4</td><td>880472055</td></tr><tr><td>577</td><td>194</td><td>4</td><td>880474216</td></tr><tr><td>577</td><td>71</td><td>5</td><td>880474433</td></tr><tr><td>577</td><td>147</td><td>4</td><td>880470604</td></tr><tr><td>577</td><td>549</td><td>5</td><td>880475539</td></tr><tr><td>577</td><td>728</td><td>3</td><td>880475226</td></tr><tr><td>577</td><td>65</td><td>5</td><td>880475539</td></tr><tr><td>577</td><td>566</td><td>4</td><td>880474216</td></tr><tr><td>577</td><td>28</td><td>5</td><td>880472077</td></tr><tr><td>577</td><td>118</td><td>3</td><td>880471658</td></tr><tr><td>577</td><td>739</td><td>3</td><td>880474871</td></tr><tr><td>577</td><td>665</td><td>4</td><td>880475644</td></tr><tr><td>577</td><td>151</td><td>4</td><td>880470604</td></tr><tr><td>577</td><td>77</td><td>3</td><td>880475561</td></tr><tr><td>577</td><td>226</td><td>4</td><td>880475094</td></tr><tr><td>577</td><td>55</td><td>3</td><td>880474694</td></tr><tr><td>577</td><td>111</td><td>4</td><td>880470604</td></tr><tr><td>577</td><td>579</td><td>4</td><td>880475602</td></tr><tr><td>577</td><td>425</td><td>2</td><td>880474808</td></tr><tr><td>577</td><td>29</td><td>3</td><td>880474903</td></tr><tr><td>577</td><td>436</td><td>4</td><td>880475339</td></tr><tr><td>577</td><td>31</td><td>4</td><td>880474216</td></tr><tr><td>577</td><td>468</td><td>3</td><td>880474766</td></tr><tr><td>577</td><td>307</td><td>3</td><td>890089564</td></tr><tr><td>577</td><td>399</td><td>4</td><td>880475269</td></tr><tr><td>577</td><td>143</td><td>3</td><td>880474635</td></tr><tr><td>577</td><td>54</td><td>4</td><td>880474903</td></tr><tr><td>577</td><td>82</td><td>4</td><td>880474433</td></tr><tr><td>577</td><td>173</td><td>5</td><td>880472055</td></tr><tr><td>577</td><td>64</td><td>5</td><td>880474394</td></tr><tr><td>577</td><td>7</td><td>2</td><td>880470447</td></tr><tr><td>577</td><td>79</td><td>4</td><td>880474530</td></tr><tr><td>577</td><td>161</td><td>5</td><td>880475561</td></tr><tr><td>577</td><td>1517</td><td>3</td><td>880475644</td></tr><tr><td>577</td><td>627</td><td>5</td><td>880475339</td></tr><tr><td>577</td><td>735</td><td>5</td><td>880474338</td></tr><tr><td>577</td><td>405</td><td>3</td><td>880470282</td></tr><tr><td>577</td><td>663</td><td>5</td><td>880474612</td></tr><tr><td>577</td><td>298</td><td>4</td><td>884819086</td></tr><tr><td>577</td><td>742</td><td>4</td><td>880470504</td></tr><tr><td>577</td><td>237</td><td>4</td><td>880470323</td></tr><tr><td>577</td><td>172</td><td>4</td><td>880472124</td></tr><tr><td>577</td><td>313</td><td>4</td><td>890089462</td></tr><tr><td>577</td><td>102</td><td>4</td><td>880475043</td></tr><tr><td>577</td><td>568</td><td>3</td><td>880475021</td></tr><tr><td>577</td><td>1044</td><td>4</td><td>880475504</td></tr><tr><td>577</td><td>62</td><td>3</td><td>880475504</td></tr><tr><td>577</td><td>240</td><td>3</td><td>880470884</td></tr><tr><td>577</td><td>470</td><td>5</td><td>880475245</td></tr><tr><td>577</td><td>410</td><td>3</td><td>880471170</td></tr><tr><td>577</td><td>96</td><td>4</td><td>880474257</td></tr><tr><td>577</td><td>693</td><td>1</td><td>880475408</td></tr><tr><td>577</td><td>708</td><td>3</td><td>880475067</td></tr><tr><td>577</td><td>196</td><td>5</td><td>880474357</td></tr><tr><td>577</td><td>174</td><td>5</td><td>880475043</td></tr><tr><td>577</td><td>768</td><td>3</td><td>880474787</td></tr><tr><td>577</td><td>472</td><td>4</td><td>880470570</td></tr><tr><td>577</td><td>48</td><td>5</td><td>880474530</td></tr><tr><td>577</td><td>546</td><td>3</td><td>880470483</td></tr><tr><td>577</td><td>465</td><td>4</td><td>880474851</td></tr><tr><td>577</td><td>409</td><td>5</td><td>880470682</td></tr><tr><td>577</td><td>179</td><td>2</td><td>880474829</td></tr><tr><td>577</td><td>215</td><td>5</td><td>880474556</td></tr><tr><td>577</td><td>202</td><td>4</td><td>880474787</td></tr><tr><td>577</td><td>317</td><td>5</td><td>880474871</td></tr><tr><td>577</td><td>403</td><td>4</td><td>880475187</td></tr><tr><td>577</td><td>1054</td><td>3</td><td>880471823</td></tr><tr><td>577</td><td>550</td><td>3</td><td>880475130</td></tr><tr><td>577</td><td>49</td><td>4</td><td>880474955</td></tr><tr><td>577</td><td>1219</td><td>3</td><td>880475067</td></tr><tr><td>577</td><td>496</td><td>5</td><td>880474455</td></tr><tr><td>577</td><td>559</td><td>3</td><td>880474903</td></tr><tr><td>577</td><td>234</td><td>3</td><td>880474257</td></tr><tr><td>577</td><td>183</td><td>5</td><td>880474747</td></tr><tr><td>577</td><td>823</td><td>3</td><td>880471304</td></tr><tr><td>577</td><td>318</td><td>5</td><td>880472055</td></tr><tr><td>577</td><td>1042</td><td>4</td><td>880475286</td></tr><tr><td>577</td><td>133</td><td>4</td><td>880474694</td></tr><tr><td>577</td><td>50</td><td>4</td><td>880474394</td></tr><tr><td>577</td><td>763</td><td>3</td><td>880470638</td></tr><tr><td>577</td><td>98</td><td>4</td><td>880474530</td></tr><tr><td>577</td><td>427</td><td>4</td><td>880474715</td></tr><tr><td>577</td><td>1336</td><td>1</td><td>880472018</td></tr><tr><td>577</td><td>588</td><td>4</td><td>880474808</td></tr><tr><td>577</td><td>1035</td><td>3</td><td>880475130</td></tr><tr><td>577</td><td>1147</td><td>4</td><td>880474394</td></tr><tr><td>577</td><td>22</td><td>5</td><td>880472153</td></tr><tr><td>577</td><td>294</td><td>4</td><td>880469903</td></tr><tr><td>577</td><td>216</td><td>4</td><td>880472124</td></tr><tr><td>577</td><td>941</td><td>4</td><td>880475435</td></tr><tr><td>577</td><td>121</td><td>5</td><td>880470258</td></tr><tr><td>577</td><td>819</td><td>3</td><td>880470604</td></tr><tr><td>577</td><td>452</td><td>3</td><td>880475644</td></tr><tr><td>577</td><td>356</td><td>4</td><td>880474903</td></tr><tr><td>577</td><td>200</td><td>3</td><td>880475226</td></tr><tr><td>577</td><td>402</td><td>4</td><td>880475318</td></tr><tr><td>577</td><td>770</td><td>4</td><td>880475149</td></tr><tr><td>577</td><td>1028</td><td>4</td><td>880470764</td></tr><tr><td>577</td><td>732</td><td>4</td><td>880474414</td></tr><tr><td>577</td><td>97</td><td>5</td><td>880472153</td></tr><tr><td>577</td><td>68</td><td>4</td><td>880475021</td></tr><tr><td>577</td><td>5</td><td>4</td><td>880475318</td></tr><tr><td>577</td><td>125</td><td>4</td><td>880470604</td></tr><tr><td>577</td><td>660</td><td>3</td><td>880474613</td></tr><tr><td>577</td><td>826</td><td>4</td><td>880470852</td></tr><tr><td>577</td><td>88</td><td>3</td><td>880475226</td></tr><tr><td>577</td><td>1046</td><td>4</td><td>880475226</td></tr><tr><td>577</td><td>181</td><td>5</td><td>880474612</td></tr><tr><td>577</td><td>176</td><td>5</td><td>880474311</td></tr></tbody></table></div>"]}}],"execution_count":20},{"cell_type":"code","source":["new_user_rated_iids = [i.iid for i in new_user_ratings.select('iid').distinct().collect()]\nmovies_of_interest = [i.iid for i in movies_counts.filter(movies_counts.counts > 25).select('iid').distinct().collect()]\nnew_user_unrated_iids = list(set(movies_of_interest) - set(new_user_rated_iids))"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":21},{"cell_type":"code","source":["import time\ncols = ('uid', 'iid', 'timestamp')\nnew_user_preds = sqlContext.createDataFrame(zip([user_id] * len(new_user_unrated_iids), new_user_unrated_iids, [int(time.time())] * len(new_user_unrated_iids)), cols)\nnew_user_preds = final_model.transform(new_user_preds).filter(col('prediction') != np.nan)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":22},{"cell_type":"code","source":["new_user_preds.join(movies_sdf,new_user_preds.iid ==  movies_sdf._c0,\"left\").sort('prediction', ascending=False).take(10)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[35]: [Row(uid=577, iid=613, timestamp=1601567162, prediction=4.730799198150635, _c0=613, _c1=&#39;My Man Godfrey (1936)&#39;),\n Row(uid=577, iid=169, timestamp=1601567162, prediction=4.477397441864014, _c0=169, _c1=&#39;Wrong Trousers, The (1993)&#39;),\n Row(uid=577, iid=963, timestamp=1601567162, prediction=4.4612321853637695, _c0=963, _c1=&#39;Some Folks Call It a Sling Blade (1993)&#39;),\n Row(uid=577, iid=966, timestamp=1601567162, prediction=4.45092248916626, _c0=966, _c1=&#39;Affair to Remember, An (1957)&#39;),\n Row(uid=577, iid=316, timestamp=1601567162, prediction=4.449735164642334, _c0=316, _c1=&#39;As Good As It Gets (1997)&#39;),\n Row(uid=577, iid=483, timestamp=1601567162, prediction=4.435473918914795, _c0=483, _c1=&#39;Casablanca (1942)&#39;),\n Row(uid=577, iid=83, timestamp=1601567162, prediction=4.3526611328125, _c0=83, _c1=&#39;Much Ado About Nothing (1993)&#39;),\n Row(uid=577, iid=408, timestamp=1601567162, prediction=4.3512749671936035, _c0=408, _c1=&#39;Close Shave, A (1995)&#39;),\n Row(uid=577, iid=520, timestamp=1601567162, prediction=4.335349082946777, _c0=520, _c1=&#39;Great Escape, The (1963)&#39;),\n Row(uid=577, iid=478, timestamp=1601567162, prediction=4.331514835357666, _c0=478, _c1=&#39;Philadelphia Story, The (1940)&#39;)]</div>"]}}],"execution_count":23},{"cell_type":"code","source":["display(new_user_preds)"],"metadata":{},"outputs":[{"metadata":{},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .table-result-container {\n    max-height: 300px;\n    overflow: auto;\n  }\n  table, th, td {\n    border: 1px solid black;\n    border-collapse: collapse;\n  }\n  th, td {\n    padding: 5px;\n  }\n  th {\n    text-align: left;\n  }\n</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>uid</th><th>iid</th><th>timestamp</th><th>prediction</th></tr></thead><tbody><tr><td>577</td><td>148</td><td>1601567162</td><td>3.7349138</td></tr><tr><td>577</td><td>137</td><td>1601567162</td><td>3.452837</td></tr><tr><td>577</td><td>53</td><td>1601567162</td><td>2.6230783</td></tr><tr><td>577</td><td>78</td><td>1601567162</td><td>2.6354327</td></tr><tr><td>577</td><td>108</td><td>1601567162</td><td>2.6505985</td></tr><tr><td>577</td><td>155</td><td>1601567162</td><td>3.7758074</td></tr><tr><td>577</td><td>101</td><td>1601567162</td><td>3.1562262</td></tr><tr><td>577</td><td>126</td><td>1601567162</td><td>4.2304254</td></tr><tr><td>577</td><td>81</td><td>1601567162</td><td>3.4848535</td></tr><tr><td>577</td><td>76</td><td>1601567162</td><td>3.232955</td></tr><tr><td>577</td><td>26</td><td>1601567162</td><td>3.456955</td></tr><tr><td>577</td><td>27</td><td>1601567162</td><td>3.3496583</td></tr><tr><td>577</td><td>91</td><td>1601567162</td><td>3.5127306</td></tr><tr><td>577</td><td>128</td><td>1601567162</td><td>3.2317798</td></tr><tr><td>577</td><td>122</td><td>1601567162</td><td>1.9745321</td></tr><tr><td>577</td><td>93</td><td>1601567162</td><td>2.980314</td></tr><tr><td>577</td><td>157</td><td>1601567162</td><td>3.768892</td></tr><tr><td>577</td><td>47</td><td>1601567162</td><td>2.9676847</td></tr><tr><td>577</td><td>152</td><td>1601567162</td><td>3.8228</td></tr><tr><td>577</td><td>52</td><td>1601567162</td><td>3.497819</td></tr><tr><td>577</td><td>13</td><td>1601567162</td><td>3.2846882</td></tr><tr><td>577</td><td>6</td><td>1601567162</td><td>3.6136034</td></tr><tr><td>577</td><td>16</td><td>1601567162</td><td>3.2533998</td></tr><tr><td>577</td><td>86</td><td>1601567162</td><td>3.663897</td></tr><tr><td>577</td><td>3</td><td>1601567162</td><td>3.1772454</td></tr><tr><td>577</td><td>142</td><td>1601567162</td><td>3.6373813</td></tr><tr><td>577</td><td>20</td><td>1601567162</td><td>2.7910204</td></tr><tr><td>577</td><td>139</td><td>1601567162</td><td>3.1400595</td></tr><tr><td>577</td><td>94</td><td>1601567162</td><td>3.3727624</td></tr><tr><td>577</td><td>57</td><td>1601567162</td><td>4.0368547</td></tr><tr><td>577</td><td>120</td><td>1601567162</td><td>2.4723022</td></tr><tr><td>577</td><td>19</td><td>1601567162</td><td>3.6876194</td></tr><tr><td>577</td><td>92</td><td>1601567162</td><td>3.1343336</td></tr><tr><td>577</td><td>41</td><td>1601567162</td><td>2.9884877</td></tr><tr><td>577</td><td>154</td><td>1601567162</td><td>3.5896666</td></tr><tr><td>577</td><td>43</td><td>1601567162</td><td>3.1789644</td></tr><tr><td>577</td><td>61</td><td>1601567162</td><td>3.6450453</td></tr><tr><td>577</td><td>127</td><td>1601567162</td><td>3.9208107</td></tr><tr><td>577</td><td>107</td><td>1601567162</td><td>3.842248</td></tr><tr><td>577</td><td>9</td><td>1601567162</td><td>3.5442939</td></tr><tr><td>577</td><td>17</td><td>1601567162</td><td>3.0160644</td></tr><tr><td>577</td><td>72</td><td>1601567162</td><td>3.6011186</td></tr><tr><td>577</td><td>114</td><td>1601567162</td><td>4.175839</td></tr><tr><td>577</td><td>59</td><td>1601567162</td><td>3.8166497</td></tr><tr><td>577</td><td>23</td><td>1601567162</td><td>3.473093</td></tr><tr><td>577</td><td>39</td><td>1601567162</td><td>3.104479</td></tr><tr><td>577</td><td>136</td><td>1601567162</td><td>4.166356</td></tr><tr><td>577</td><td>51</td><td>1601567162</td><td>3.956842</td></tr><tr><td>577</td><td>129</td><td>1601567162</td><td>3.7700055</td></tr><tr><td>577</td><td>10</td><td>1601567162</td><td>3.730876</td></tr><tr><td>577</td><td>45</td><td>1601567162</td><td>3.748002</td></tr><tr><td>577</td><td>80</td><td>1601567162</td><td>3.1641006</td></tr><tr><td>577</td><td>73</td><td>1601567162</td><td>3.7090516</td></tr><tr><td>577</td><td>24</td><td>1601567162</td><td>3.341721</td></tr><tr><td>577</td><td>70</td><td>1601567162</td><td>3.7374487</td></tr><tr><td>577</td><td>156</td><td>1601567162</td><td>3.263679</td></tr><tr><td>577</td><td>21</td><td>1601567162</td><td>3.2623842</td></tr><tr><td>577</td><td>32</td><td>1601567162</td><td>2.745503</td></tr><tr><td>577</td><td>60</td><td>1601567162</td><td>3.4420652</td></tr><tr><td>577</td><td>90</td><td>1601567162</td><td>3.2384198</td></tr><tr><td>577</td><td>141</td><td>1601567162</td><td>3.5622506</td></tr><tr><td>577</td><td>145</td><td>1601567162</td><td>2.6489835</td></tr><tr><td>577</td><td>109</td><td>1601567162</td><td>3.3290167</td></tr><tr><td>577</td><td>105</td><td>1601567162</td><td>2.7727118</td></tr><tr><td>577</td><td>33</td><td>1601567162</td><td>3.5165453</td></tr><tr><td>577</td><td>83</td><td>1601567162</td><td>4.352661</td></tr><tr><td>577</td><td>150</td><td>1601567162</td><td>3.8187828</td></tr><tr><td>577</td><td>106</td><td>1601567162</td><td>3.0234084</td></tr><tr><td>577</td><td>116</td><td>1601567162</td><td>3.5778325</td></tr><tr><td>577</td><td>14</td><td>1601567162</td><td>3.552068</td></tr><tr><td>577</td><td>123</td><td>1601567162</td><td>3.1052542</td></tr><tr><td>577</td><td>158</td><td>1601567162</td><td>3.062732</td></tr><tr><td>577</td><td>135</td><td>1601567162</td><td>3.5728033</td></tr><tr><td>577</td><td>42</td><td>1601567162</td><td>3.4810994</td></tr><tr><td>577</td><td>2</td><td>1601567162</td><td>3.585717</td></tr><tr><td>577</td><td>131</td><td>1601567162</td><td>3.4642496</td></tr><tr><td>577</td><td>124</td><td>1601567162</td><td>3.714766</td></tr><tr><td>577</td><td>30</td><td>1601567162</td><td>3.6477404</td></tr><tr><td>577</td><td>66</td><td>1601567162</td><td>3.9985378</td></tr><tr><td>577</td><td>46</td><td>1601567162</td><td>2.8619697</td></tr><tr><td>577</td><td>67</td><td>1601567162</td><td>3.3006852</td></tr><tr><td>577</td><td>144</td><td>1601567162</td><td>3.8065968</td></tr><tr><td>577</td><td>153</td><td>1601567162</td><td>3.937158</td></tr><tr><td>577</td><td>134</td><td>1601567162</td><td>3.739754</td></tr><tr><td>577</td><td>89</td><td>1601567162</td><td>3.8171191</td></tr><tr><td>577</td><td>243</td><td>1601567162</td><td>2.5875096</td></tr><tr><td>577</td><td>251</td><td>1601567162</td><td>3.956649</td></tr><tr><td>577</td><td>255</td><td>1601567162</td><td>3.6116235</td></tr><tr><td>577</td><td>193</td><td>1601567162</td><td>3.8507953</td></tr><tr><td>577</td><td>211</td><td>1601567162</td><td>3.9078047</td></tr><tr><td>577</td><td>159</td><td>1601567162</td><td>3.4714627</td></tr><tr><td>577</td><td>192</td><td>1601567162</td><td>3.4296818</td></tr><tr><td>577</td><td>271</td><td>1601567162</td><td>3.004578</td></tr><tr><td>577</td><td>253</td><td>1601567162</td><td>3.0145674</td></tr><tr><td>577</td><td>236</td><td>1601567162</td><td>3.6113605</td></tr><tr><td>577</td><td>223</td><td>1601567162</td><td>4.1052446</td></tr><tr><td>577</td><td>222</td><td>1601567162</td><td>3.9322038</td></tr><tr><td>577</td><td>209</td><td>1601567162</td><td>3.333107</td></tr><tr><td>577</td><td>190</td><td>1601567162</td><td>4.2999325</td></tr><tr><td>577</td><td>232</td><td>1601567162</td><td>3.4417574</td></tr><tr><td>577</td><td>233</td><td>1601567162</td><td>3.3146298</td></tr><tr><td>577</td><td>246</td><td>1601567162</td><td>4.1257324</td></tr><tr><td>577</td><td>224</td><td>1601567162</td><td>4.007897</td></tr><tr><td>577</td><td>177</td><td>1601567162</td><td>3.6678386</td></tr><tr><td>577</td><td>185</td><td>1601567162</td><td>3.8525271</td></tr><tr><td>577</td><td>259</td><td>1601567162</td><td>2.9007914</td></tr><tr><td>577</td><td>206</td><td>1601567162</td><td>3.4386492</td></tr><tr><td>577</td><td>212</td><td>1601567162</td><td>3.015236</td></tr><tr><td>577</td><td>274</td><td>1601567162</td><td>4.026753</td></tr><tr><td>577</td><td>182</td><td>1601567162</td><td>3.3987653</td></tr><tr><td>577</td><td>280</td><td>1601567162</td><td>3.457409</td></tr><tr><td>577</td><td>205</td><td>1601567162</td><td>3.6450784</td></tr><tr><td>577</td><td>178</td><td>1601567162</td><td>4.1991096</td></tr><tr><td>577</td><td>164</td><td>1601567162</td><td>4.064994</td></tr><tr><td>577</td><td>169</td><td>1601567162</td><td>4.4773974</td></tr><tr><td>577</td><td>250</td><td>1601567162</td><td>3.2316985</td></tr><tr><td>577</td><td>235</td><td>1601567162</td><td>2.7207355</td></tr><tr><td>577</td><td>266</td><td>1601567162</td><td>2.8267488</td></tr><tr><td>577</td><td>163</td><td>1601567162</td><td>3.8500385</td></tr><tr><td>577</td><td>268</td><td>1601567162</td><td>3.947246</td></tr><tr><td>577</td><td>258</td><td>1601567162</td><td>4.1572466</td></tr><tr><td>577</td><td>279</td><td>1601567162</td><td>3.8389373</td></tr><tr><td>577</td><td>257</td><td>1601567162</td><td>3.9922693</td></tr><tr><td>577</td><td>227</td><td>1601567162</td><td>3.503086</td></tr><tr><td>577</td><td>262</td><td>1601567162</td><td>3.400873</td></tr><tr><td>577</td><td>269</td><td>1601567162</td><td>3.7790504</td></tr><tr><td>577</td><td>165</td><td>1601567162</td><td>3.798262</td></tr><tr><td>577</td><td>189</td><td>1601567162</td><td>4.1584387</td></tr><tr><td>577</td><td>207</td><td>1601567162</td><td>3.7811716</td></tr><tr><td>577</td><td>197</td><td>1601567162</td><td>3.9227896</td></tr><tr><td>577</td><td>231</td><td>1601567162</td><td>2.8557732</td></tr><tr><td>577</td><td>175</td><td>1601567162</td><td>3.1882658</td></tr><tr><td>577</td><td>220</td><td>1601567162</td><td>3.8952715</td></tr><tr><td>577</td><td>278</td><td>1601567162</td><td>3.703743</td></tr><tr><td>577</td><td>162</td><td>1601567162</td><td>3.7107363</td></tr><tr><td>577</td><td>238</td><td>1601567162</td><td>3.4916115</td></tr><tr><td>577</td><td>244</td><td>1601567162</td><td>3.1962516</td></tr><tr><td>577</td><td>171</td><td>1601567162</td><td>3.5745225</td></tr><tr><td>577</td><td>273</td><td>1601567162</td><td>3.4562268</td></tr><tr><td>577</td><td>277</td><td>1601567162</td><td>3.3824496</td></tr><tr><td>577</td><td>166</td><td>1601567162</td><td>4.1113057</td></tr><tr><td>577</td><td>239</td><td>1601567162</td><td>3.955223</td></tr><tr><td>577</td><td>264</td><td>1601567162</td><td>3.1001053</td></tr><tr><td>577</td><td>261</td><td>1601567162</td><td>2.5400174</td></tr><tr><td>577</td><td>249</td><td>1601567162</td><td>3.245626</td></tr><tr><td>577</td><td>167</td><td>1601567162</td><td>3.3136957</td></tr><tr><td>577</td><td>245</td><td>1601567162</td><td>3.302598</td></tr><tr><td>577</td><td>160</td><td>1601567162</td><td>2.811526</td></tr><tr><td>577</td><td>219</td><td>1601567162</td><td>2.9513197</td></tr><tr><td>577</td><td>214</td><td>1601567162</td><td>3.3561194</td></tr><tr><td>577</td><td>195</td><td>1601567162</td><td>3.7743049</td></tr><tr><td>577</td><td>221</td><td>1601567162</td><td>3.2500873</td></tr><tr><td>577</td><td>272</td><td>1601567162</td><td>4.315445</td></tr><tr><td>577</td><td>254</td><td>1601567162</td><td>2.93678</td></tr><tr><td>577</td><td>213</td><td>1601567162</td><td>4.003095</td></tr><tr><td>577</td><td>170</td><td>1601567162</td><td>4.2313094</td></tr><tr><td>577</td><td>260</td><td>1601567162</td><td>2.2562804</td></tr><tr><td>577</td><td>198</td><td>1601567162</td><td>3.8606272</td></tr><tr><td>577</td><td>199</td><td>1601567162</td><td>4.116412</td></tr><tr><td>577</td><td>242</td><td>1601567162</td><td>3.6274781</td></tr><tr><td>577</td><td>270</td><td>1601567162</td><td>3.8632169</td></tr><tr><td>577</td><td>248</td><td>1601567162</td><td>3.6826568</td></tr><tr><td>577</td><td>201</td><td>1601567162</td><td>3.4427037</td></tr><tr><td>577</td><td>276</td><td>1601567162</td><td>3.3857563</td></tr><tr><td>577</td><td>184</td><td>1601567162</td><td>3.0926938</td></tr><tr><td>577</td><td>275</td><td>1601567162</td><td>4.0694885</td></tr><tr><td>577</td><td>282</td><td>1601567162</td><td>4.043614</td></tr><tr><td>577</td><td>252</td><td>1601567162</td><td>3.306243</td></tr><tr><td>577</td><td>180</td><td>1601567162</td><td>3.4959495</td></tr><tr><td>577</td><td>187</td><td>1601567162</td><td>3.752205</td></tr><tr><td>577</td><td>392</td><td>1601567162</td><td>3.8856678</td></tr><tr><td>577</td><td>322</td><td>1601567162</td><td>3.3196313</td></tr><tr><td>577</td><td>321</td><td>1601567162</td><td>3.3795917</td></tr><tr><td>577</td><td>362</td><td>1601567162</td><td>2.832314</td></tr><tr><td>577</td><td>368</td><td>1601567162</td><td>2.0436614</td></tr><tr><td>577</td><td>300</td><td>1601567162</td><td>3.8730383</td></tr><tr><td>577</td><td>332</td><td>1601567162</td><td>3.4499912</td></tr><tr><td>577</td><td>384</td><td>1601567162</td><td>2.967403</td></tr><tr><td>577</td><td>329</td><td>1601567162</td><td>2.8177495</td></tr><tr><td>577</td><td>336</td><td>1601567162</td><td>2.842483</td></tr><tr><td>577</td><td>350</td><td>1601567162</td><td>2.8248036</td></tr><tr><td>577</td><td>388</td><td>1601567162</td><td>2.8695612</td></tr><tr><td>577</td><td>333</td><td>1601567162</td><td>3.7327409</td></tr><tr><td>577</td><td>285</td><td>1601567162</td><td>3.6215127</td></tr><tr><td>577</td><td>330</td><td>1601567162</td><td>3.0345342</td></tr><tr><td>577</td><td>372</td><td>1601567162</td><td>3.6187575</td></tr><tr><td>577</td><td>319</td><td>1601567162</td><td>3.5990028</td></tr><tr><td>577</td><td>346</td><td>1601567162</td><td>3.038837</td></tr><tr><td>577</td><td>367</td><td>1601567162</td><td>3.456652</td></tr><tr><td>577</td><td>305</td><td>1601567162</td><td>3.1012263</td></tr><tr><td>577</td><td>355</td><td>1601567162</td><td>3.2674785</td></tr><tr><td>577</td><td>291</td><td>1601567162</td><td>3.5508966</td></tr><tr><td>577</td><td>325</td><td>1601567162</td><td>2.5291317</td></tr><tr><td>577</td><td>386</td><td>1601567162</td><td>3.0188262</td></tr><tr><td>577</td><td>297</td><td>1601567162</td><td>3.687904</td></tr><tr><td>577</td><td>363</td><td>1601567162</td><td>2.9576778</td></tr><tr><td>577</td><td>348</td><td>1601567162</td><td>2.9998124</td></tr><tr><td>577</td><td>308</td><td>1601567162</td><td>3.295679</td></tr><tr><td>577</td><td>328</td><td>1601567162</td><td>3.8438778</td></tr><tr><td>577</td><td>283</td><td>1601567162</td><td>3.7824507</td></tr><tr><td>577</td><td>295</td><td>1601567162</td><td>3.6904316</td></tr><tr><td>577</td><td>340</td><td>1601567162</td><td>2.9405453</td></tr><tr><td>577</td><td>292</td><td>1601567162</td><td>3.747388</td></tr><tr><td>577</td><td>306</td><td>1601567162</td><td>3.8817234</td></tr><tr><td>577</td><td>339</td><td>1601567162</td><td>3.2416632</td></tr><tr><td>577</td><td>299</td><td>1601567162</td><td>2.5201893</td></tr><tr><td>577</td><td>309</td><td>1601567162</td><td>3.1476026</td></tr><tr><td>577</td><td>347</td><td>1601567162</td><td>3.997172</td></tr><tr><td>577</td><td>327</td><td>1601567162</td><td>3.1986914</td></tr><tr><td>577</td><td>358</td><td>1601567162</td><td>2.768694</td></tr><tr><td>577</td><td>366</td><td>1601567162</td><td>3.8529816</td></tr><tr><td>577</td><td>383</td><td>1601567162</td><td>2.4317646</td></tr><tr><td>577</td><td>316</td><td>1601567162</td><td>4.449735</td></tr><tr><td>577</td><td>324</td><td>1601567162</td><td>2.3323398</td></tr><tr><td>577</td><td>286</td><td>1601567162</td><td>3.5897694</td></tr><tr><td>577</td><td>398</td><td>1601567162</td><td>2.420562</td></tr><tr><td>577</td><td>387</td><td>1601567162</td><td>3.274987</td></tr><tr><td>577</td><td>381</td><td>1601567162</td><td>3.224213</td></tr><tr><td>577</td><td>310</td><td>1601567162</td><td>4.0809174</td></tr><tr><td>577</td><td>290</td><td>1601567162</td><td>3.4712038</td></tr><tr><td>577</td><td>326</td><td>1601567162</td><td>3.833541</td></tr><tr><td>577</td><td>301</td><td>1601567162</td><td>3.435178</td></tr><tr><td>577</td><td>343</td><td>1601567162</td><td>2.7451026</td></tr><tr><td>577</td><td>331</td><td>1601567162</td><td>3.4528284</td></tr><tr><td>577</td><td>391</td><td>1601567162</td><td>2.872729</td></tr><tr><td>577</td><td>312</td><td>1601567162</td><td>3.3604383</td></tr><tr><td>577</td><td>389</td><td>1601567162</td><td>4.0296054</td></tr><tr><td>577</td><td>395</td><td>1601567162</td><td>3.086611</td></tr><tr><td>577</td><td>293</td><td>1601567162</td><td>3.6164136</td></tr><tr><td>577</td><td>364</td><td>1601567162</td><td>3.26308</td></tr><tr><td>577</td><td>288</td><td>1601567162</td><td>3.4912348</td></tr><tr><td>577</td><td>289</td><td>1601567162</td><td>3.6464138</td></tr><tr><td>577</td><td>396</td><td>1601567162</td><td>2.2836986</td></tr><tr><td>577</td><td>323</td><td>1601567162</td><td>3.1653516</td></tr><tr><td>577</td><td>352</td><td>1601567162</td><td>2.0642292</td></tr><tr><td>577</td><td>287</td><td>1601567162</td><td>3.551552</td></tr><tr><td>577</td><td>345</td><td>1601567162</td><td>4.115505</td></tr><tr><td>577</td><td>371</td><td>1601567162</td><td>3.6875877</td></tr><tr><td>577</td><td>382</td><td>1601567162</td><td>3.3348796</td></tr><tr><td>577</td><td>334</td><td>1601567162</td><td>2.8177893</td></tr><tr><td>577</td><td>378</td><td>1601567162</td><td>4.0333123</td></tr><tr><td>577</td><td>303</td><td>1601567162</td><td>3.6894455</td></tr><tr><td>577</td><td>354</td><td>1601567162</td><td>3.5875897</td></tr><tr><td>577</td><td>304</td><td>1601567162</td><td>3.764547</td></tr><tr><td>577</td><td>370</td><td>1601567162</td><td>3.3857818</td></tr><tr><td>577</td><td>369</td><td>1601567162</td><td>2.664054</td></tr><tr><td>577</td><td>344</td><td>1601567162</td><td>3.3649635</td></tr><tr><td>577</td><td>349</td><td>1601567162</td><td>2.968232</td></tr><tr><td>577</td><td>342</td><td>1601567162</td><td>3.2528422</td></tr><tr><td>577</td><td>373</td><td>1601567162</td><td>3.1288211</td></tr><tr><td>577</td><td>379</td><td>1601567162</td><td>3.1053858</td></tr><tr><td>577</td><td>357</td><td>1601567162</td><td>4.1738653</td></tr><tr><td>577</td><td>302</td><td>1601567162</td><td>3.785349</td></tr><tr><td>577</td><td>311</td><td>1601567162</td><td>3.1718402</td></tr><tr><td>577</td><td>315</td><td>1601567162</td><td>4.1681113</td></tr><tr><td>577</td><td>463</td><td>1601567162</td><td>3.666542</td></tr><tr><td>577</td><td>516</td><td>1601567162</td><td>3.822973</td></tr><tr><td>577</td><td>451</td><td>1601567162</td><td>3.8580983</td></tr><tr><td>577</td><td>458</td><td>1601567162</td><td>3.0614722</td></tr><tr><td>577</td><td>481</td><td>1601567162</td><td>3.4510608</td></tr><tr><td>577</td><td>513</td><td>1601567162</td><td>3.9595053</td></tr><tr><td>577</td><td>497</td><td>1601567162</td><td>3.7452857</td></tr><tr><td>577</td><td>406</td><td>1601567162</td><td>2.689051</td></tr><tr><td>577</td><td>412</td><td>1601567162</td><td>2.2782352</td></tr><tr><td>577</td><td>501</td><td>1601567162</td><td>3.4552548</td></tr><tr><td>577</td><td>460</td><td>1601567162</td><td>3.3014224</td></tr><tr><td>577</td><td>417</td><td>1601567162</td><td>3.6316838</td></tr><tr><td>577</td><td>493</td><td>1601567162</td><td>3.9147139</td></tr><tr><td>577</td><td>476</td><td>1601567162</td><td>3.3051925</td></tr><tr><td>577</td><td>416</td><td>1601567162</td><td>3.7632527</td></tr><tr><td>577</td><td>444</td><td>1601567162</td><td>2.5626838</td></tr><tr><td>577</td><td>435</td><td>1601567162</td><td>4.051382</td></tr><tr><td>577</td><td>473</td><td>1601567162</td><td>2.9256856</td></tr><tr><td>577</td><td>512</td><td>1601567162</td><td>3.1443307</td></tr><tr><td>577</td><td>474</td><td>1601567162</td><td>3.7664142</td></tr><tr><td>577</td><td>429</td><td>1601567162</td><td>4.024608</td></tr><tr><td>577</td><td>500</td><td>1601567162</td><td>4.0556736</td></tr><tr><td>577</td><td>479</td><td>1601567162</td><td>4.0503755</td></tr><tr><td>577</td><td>431</td><td>1601567162</td><td>3.6395783</td></tr><tr><td>577</td><td>432</td><td>1601567162</td><td>3.5102987</td></tr><tr><td>577</td><td>491</td><td>1601567162</td><td>3.8558817</td></tr><tr><td>577</td><td>507</td><td>1601567162</td><td>3.5057948</td></tr><tr><td>577</td><td>430</td><td>1601567162</td><td>3.962387</td></tr><tr><td>577</td><td>419</td><td>1601567162</td><td>3.8976774</td></tr><tr><td>577</td><td>504</td><td>1601567162</td><td>3.643397</td></tr><tr><td>577</td><td>455</td><td>1601567162</td><td>3.3343809</td></tr><tr><td>577</td><td>484</td><td>1601567162</td><td>3.9160376</td></tr><tr><td>577</td><td>511</td><td>1601567162</td><td>3.9765651</td></tr><tr><td>577</td><td>489</td><td>1601567162</td><td>3.7872899</td></tr><tr><td>577</td><td>461</td><td>1601567162</td><td>3.368856</td></tr><tr><td>577</td><td>502</td><td>1601567162</td><td>3.7654562</td></tr><tr><td>577</td><td>486</td><td>1601567162</td><td>3.92186</td></tr><tr><td>577</td><td>462</td><td>1601567162</td><td>3.8056865</td></tr><tr><td>577</td><td>505</td><td>1601567162</td><td>3.6783066</td></tr><tr><td>577</td><td>498</td><td>1601567162</td><td>4.141324</td></tr><tr><td>577</td><td>503</td><td>1601567162</td><td>3.3851233</td></tr><tr><td>577</td><td>485</td><td>1601567162</td><td>4.034527</td></tr><tr><td>577</td><td>456</td><td>1601567162</td><td>2.359958</td></tr><tr><td>577</td><td>441</td><td>1601567162</td><td>2.6422539</td></tr><tr><td>577</td><td>494</td><td>1601567162</td><td>3.7748663</td></tr><tr><td>577</td><td>449</td><td>1601567162</td><td>3.5681047</td></tr><tr><td>577</td><td>450</td><td>1601567162</td><td>2.8094099</td></tr><tr><td>577</td><td>495</td><td>1601567162</td><td>3.7009811</td></tr><tr><td>577</td><td>514</td><td>1601567162</td><td>3.4686248</td></tr><tr><td>577</td><td>434</td><td>1601567162</td><td>3.5632544</td></tr><tr><td>577</td><td>428</td><td>1601567162</td><td>3.730521</td></tr><tr><td>577</td><td>448</td><td>1601567162</td><td>3.3047574</td></tr><tr><td>577</td><td>467</td><td>1601567162</td><td>3.821679</td></tr><tr><td>577</td><td>509</td><td>1601567162</td><td>3.6509273</td></tr><tr><td>577</td><td>404</td><td>1601567162</td><td>3.4971697</td></tr><tr><td>577</td><td>418</td><td>1601567162</td><td>3.8970175</td></tr><tr><td>577</td><td>510</td><td>1601567162</td><td>3.775739</td></tr><tr><td>577</td><td>408</td><td>1601567162</td><td>4.351275</td></tr><tr><td>577</td><td>480</td><td>1601567162</td><td>3.9944863</td></tr><tr><td>577</td><td>411</td><td>1601567162</td><td>3.0905402</td></tr><tr><td>577</td><td>477</td><td>1601567162</td><td>3.6148436</td></tr><tr><td>577</td><td>482</td><td>1601567162</td><td>3.7910042</td></tr><tr><td>577</td><td>464</td><td>1601567162</td><td>4.134389</td></tr><tr><td>577</td><td>492</td><td>1601567162</td><td>3.520435</td></tr><tr><td>577</td><td>490</td><td>1601567162</td><td>3.9596138</td></tr><tr><td>577</td><td>469</td><td>1601567162</td><td>3.7820947</td></tr><tr><td>577</td><td>457</td><td>1601567162</td><td>2.2531338</td></tr><tr><td>577</td><td>414</td><td>1601567162</td><td>3.084982</td></tr><tr><td>577</td><td>433</td><td>1601567162</td><td>3.556552</td></tr><tr><td>577</td><td>488</td><td>1601567162</td><td>3.3327973</td></tr><tr><td>577</td><td>515</td><td>1601567162</td><td>4.33148</td></tr><tr><td>577</td><td>487</td><td>1601567162</td><td>3.9048724</td></tr><tr><td>577</td><td>478</td><td>1601567162</td><td>4.331515</td></tr><tr><td>577</td><td>426</td><td>1601567162</td><td>3.0591145</td></tr><tr><td>577</td><td>421</td><td>1601567162</td><td>3.988637</td></tr><tr><td>577</td><td>413</td><td>1601567162</td><td>2.4189856</td></tr><tr><td>577</td><td>508</td><td>1601567162</td><td>3.3066015</td></tr><tr><td>577</td><td>499</td><td>1601567162</td><td>3.7252512</td></tr><tr><td>577</td><td>466</td><td>1601567162</td><td>3.6205387</td></tr><tr><td>577</td><td>506</td><td>1601567162</td><td>3.8641634</td></tr><tr><td>577</td><td>420</td><td>1601567162</td><td>3.708222</td></tr><tr><td>577</td><td>475</td><td>1601567162</td><td>3.2080977</td></tr><tr><td>577</td><td>483</td><td>1601567162</td><td>4.435474</td></tr><tr><td>577</td><td>401</td><td>1601567162</td><td>2.8378992</td></tr><tr><td>577</td><td>422</td><td>1601567162</td><td>2.7267408</td></tr><tr><td>577</td><td>540</td><td>1601567162</td><td>2.996083</td></tr><tr><td>577</td><td>580</td><td>1601567162</td><td>2.8560905</td></tr><tr><td>577</td><td>613</td><td>1601567162</td><td>4.730799</td></tr><tr><td>577</td><td>633</td><td>1601567162</td><td>4.0392623</td></tr><tr><td>577</td><td>597</td><td>1601567162</td><td>3.4113028</td></tr><tr><td>577</td><td>530</td><td>1601567162</td><td>3.6822186</td></tr><tr><td>577</td><td>642</td><td>1601567162</td><td>3.183212</td></tr><tr><td>577</td><td>596</td><td>1601567162</td><td>3.700729</td></tr><tr><td>577</td><td>577</td><td>1601567162</td><td>2.5822852</td></tr><tr><td>577</td><td>606</td><td>1601567162</td><td>3.8689964</td></tr><tr><td>577</td><td>602</td><td>1601567162</td><td>3.729096</td></tr><tr><td>577</td><td>578</td><td>1601567162</td><td>3.5292194</td></tr><tr><td>577</td><td>604</td><td>1601567162</td><td>3.7527428</td></tr><tr><td>577</td><td>625</td><td>1601567162</td><td>3.617259</td></tr><tr><td>577</td><td>539</td><td>1601567162</td><td>2.3841746</td></tr><tr><td>577</td><td>519</td><td>1601567162</td><td>3.876633</td></tr><tr><td>577</td><td>581</td><td>1601567162</td><td>3.1512856</td></tr><tr><td>577</td><td>603</td><td>1601567162</td><td>4.166873</td></tr><tr><td>577</td><td>631</td><td>1601567162</td><td>3.6411576</td></tr><tr><td>577</td><td>636</td><td>1601567162</td><td>3.1256852</td></tr><tr><td>577</td><td>572</td><td>1601567162</td><td>2.741505</td></tr><tr><td>577</td><td>570</td><td>1601567162</td><td>3.298703</td></tr><tr><td>577</td><td>646</td><td>1601567162</td><td>3.460957</td></tr><tr><td>577</td><td>620</td><td>1601567162</td><td>3.2293515</td></tr><tr><td>577</td><td>544</td><td>1601567162</td><td>3.1497316</td></tr><tr><td>577</td><td>542</td><td>1601567162</td><td>2.6659324</td></tr><tr><td>577</td><td>553</td><td>1601567162</td><td>3.7334945</td></tr><tr><td>577</td><td>641</td><td>1601567162</td><td>3.3354578</td></tr><tr><td>577</td><td>644</td><td>1601567162</td><td>3.1226463</td></tr><tr><td>577</td><td>554</td><td>1601567162</td><td>3.0499773</td></tr><tr><td>577</td><td>607</td><td>1601567162</td><td>3.737942</td></tr><tr><td>577</td><td>563</td><td>1601567162</td><td>2.8487966</td></tr><tr><td>577</td><td>615</td><td>1601567162</td><td>3.5877674</td></tr><tr><td>577</td><td>523</td><td>1601567162</td><td>3.8688881</td></tr><tr><td>577</td><td>547</td><td>1601567162</td><td>2.6400702</td></tr><tr><td>577</td><td>564</td><td>1601567162</td><td>2.1117718</td></tr><tr><td>577</td><td>619</td><td>1601567162</td><td>3.3598127</td></tr><tr><td>577</td><td>552</td><td>1601567162</td><td>2.5456433</td></tr><tr><td>577</td><td>586</td><td>1601567162</td><td>2.7313313</td></tr><tr><td>577</td><td>609</td><td>1601567162</td><td>3.7027164</td></tr><tr><td>577</td><td>538</td><td>1601567162</td><td>3.6590242</td></tr><tr><td>577</td><td>583</td><td>1601567162</td><td>2.884684</td></tr><tr><td>577</td><td>610</td><td>1601567162</td><td>3.5483885</td></tr><tr><td>577</td><td>614</td><td>1601567162</td><td>3.8341084</td></tr><tr><td>577</td><td>537</td><td>1601567162</td><td>3.4433126</td></tr><tr><td>577</td><td>520</td><td>1601567162</td><td>4.335349</td></tr><tr><td>577</td><td>629</td><td>1601567162</td><td>3.5300045</td></tr><tr><td>577</td><td>637</td><td>1601567162</td><td>2.6921687</td></tr><tr><td>577</td><td>585</td><td>1601567162</td><td>3.1941164</td></tr><tr><td>577</td><td>524</td><td>1601567162</td><td>3.77781</td></tr><tr><td>577</td><td>589</td><td>1601567162</td><td>3.3617058</td></tr><tr><td>577</td><td>518</td><td>1601567162</td><td>3.5697224</td></tr><tr><td>577</td><td>527</td><td>1601567162</td><td>4.105485</td></tr><tr><td>577</td><td>569</td><td>1601567162</td><td>3.1010728</td></tr><tr><td>577</td><td>576</td><td>1601567162</td><td>3.3420177</td></tr><tr><td>577</td><td>591</td><td>1601567162</td><td>3.761727</td></tr><tr><td>577</td><td>645</td><td>1601567162</td><td>3.9977174</td></tr><tr><td>577</td><td>526</td><td>1601567162</td><td>3.5796716</td></tr><tr><td>577</td><td>528</td><td>1601567162</td><td>3.943419</td></tr><tr><td>577</td><td>558</td><td>1601567162</td><td>3.0587482</td></tr><tr><td>577</td><td>622</td><td>1601567162</td><td>3.5887947</td></tr><tr><td>577</td><td>630</td><td>1601567162</td><td>3.636026</td></tr><tr><td>577</td><td>640</td><td>1601567162</td><td>2.6021667</td></tr><tr><td>577</td><td>608</td><td>1601567162</td><td>3.8824599</td></tr><tr><td>577</td><td>639</td><td>1601567162</td><td>3.435916</td></tr><tr><td>577</td><td>611</td><td>1601567162</td><td>3.9514976</td></tr><tr><td>577</td><td>612</td><td>1601567162</td><td>4.06528</td></tr><tr><td>577</td><td>575</td><td>1601567162</td><td>2.8276024</td></tr><tr><td>577</td><td>541</td><td>1601567162</td><td>2.813262</td></tr><tr><td>577</td><td>567</td><td>1601567162</td><td>2.6208324</td></tr><tr><td>577</td><td>525</td><td>1601567162</td><td>3.7114701</td></tr><tr><td>577</td><td>638</td><td>1601567162</td><td>3.67565</td></tr><tr><td>577</td><td>522</td><td>1601567162</td><td>3.2848208</td></tr><tr><td>577</td><td>529</td><td>1601567162</td><td>3.641605</td></tr><tr><td>577</td><td>573</td><td>1601567162</td><td>2.9832947</td></tr><tr><td>577</td><td>571</td><td>1601567162</td><td>2.3941102</td></tr><tr><td>577</td><td>605</td><td>1601567162</td><td>3.1767907</td></tr><tr><td>577</td><td>535</td><td>1601567162</td><td>3.1380343</td></tr><tr><td>577</td><td>616</td><td>1601567162</td><td>2.661368</td></tr><tr><td>577</td><td>628</td><td>1601567162</td><td>3.6244717</td></tr><tr><td>577</td><td>632</td><td>1601567162</td><td>3.6523745</td></tr><tr><td>577</td><td>562</td><td>1601567162</td><td>3.2578533</td></tr><tr><td>577</td><td>584</td><td>1601567162</td><td>3.5701368</td></tr><tr><td>577</td><td>521</td><td>1601567162</td><td>3.6043777</td></tr><tr><td>577</td><td>517</td><td>1601567162</td><td>3.3260987</td></tr><tr><td>577</td><td>737</td><td>1601567162</td><td>2.6937046</td></tr><tr><td>577</td><td>683</td><td>1601567162</td><td>2.345525</td></tr><tr><td>577</td><td>744</td><td>1601567162</td><td>3.6628754</td></tr><tr><td>577</td><td>756</td><td>1601567162</td><td>3.177516</td></tr><tr><td>577</td><td>772</td><td>1601567162</td><td>2.9973094</td></tr><tr><td>577</td><td>762</td><td>1601567162</td><td>3.4937813</td></tr><tr><td>577</td><td>731</td><td>1601567162</td><td>3.5608509</td></tr><tr><td>577</td><td>688</td><td>1601567162</td><td>1.9752197</td></tr><tr><td>577</td><td>723</td><td>1601567162</td><td>3.4687138</td></tr><tr><td>577</td><td>743</td><td>1601567162</td><td>1.8926723</td></tr><tr><td>577</td><td>738</td><td>1601567162</td><td>3.3268309</td></tr><tr><td>577</td><td>707</td><td>1601567162</td><td>3.6986952</td></tr><tr><td>577</td><td>685</td><td>1601567162</td><td>3.5691824</td></tr><tr><td>577</td><td>686</td><td>1601567162</td><td>3.9980688</td></tr><tr><td>577</td><td>654</td><td>1601567162</td><td>3.6603036</td></tr><tr><td>577</td><td>671</td><td>1601567162</td><td>2.7676435</td></tr><tr><td>577</td><td>694</td><td>1601567162</td><td>4.182815</td></tr><tr><td>577</td><td>696</td><td>1601567162</td><td>3.4652526</td></tr><tr><td>577</td><td>747</td><td>1601567162</td><td>3.7197156</td></tr><tr><td>577</td><td>748</td><td>1601567162</td><td>3.5047011</td></tr><tr><td>577</td><td>774</td><td>1601567162</td><td>3.512638</td></tr><tr><td>577</td><td>674</td><td>1601567162</td><td>2.8493557</td></tr><tr><td>577</td><td>715</td><td>1601567162</td><td>2.9853826</td></tr><tr><td>577</td><td>689</td><td>1601567162</td><td>3.2240815</td></tr><tr><td>577</td><td>699</td><td>1601567162</td><td>3.9356494</td></tr><tr><td>577</td><td>734</td><td>1601567162</td><td>2.906793</td></tr><tr><td>577</td><td>760</td><td>1601567162</td><td>2.3201525</td></tr><tr><td>577</td><td>692</td><td>1601567162</td><td>4.2009478</td></tr><tr><td>577</td><td>647</td><td>1601567162</td><td>3.3993092</td></tr><tr><td>577</td><td>676</td><td>1601567162</td><td>3.6772099</td></tr><tr><td>577</td><td>650</td><td>1601567162</td><td>3.2648742</td></tr><tr><td>577</td><td>709</td><td>1601567162</td><td>4.167737</td></tr><tr><td>577</td><td>729</td><td>1601567162</td><td>3.7250912</td></tr><tr><td>577</td><td>754</td><td>1601567162</td><td>3.8650873</td></tr><tr><td>577</td><td>780</td><td>1601567162</td><td>2.9045312</td></tr><tr><td>577</td><td>764</td><td>1601567162</td><td>3.4784162</td></tr><tr><td>577</td><td>775</td><td>1601567162</td><td>3.2089374</td></tr><tr><td>577</td><td>675</td><td>1601567162</td><td>2.5209007</td></tr><tr><td>577</td><td>659</td><td>1601567162</td><td>4.109344</td></tr><tr><td>577</td><td>746</td><td>1601567162</td><td>4.0358663</td></tr><tr><td>577</td><td>721</td><td>1601567162</td><td>3.2696917</td></tr><tr><td>577</td><td>761</td><td>1601567162</td><td>3.0449047</td></tr><tr><td>577</td><td>713</td><td>1601567162</td><td>3.676576</td></tr><tr><td>577</td><td>717</td><td>1601567162</td><td>3.1286035</td></tr><tr><td>577</td><td>687</td><td>1601567162</td><td>2.495021</td></tr><tr><td>577</td><td>679</td><td>1601567162</td><td>2.8241906</td></tr><tr><td>577</td><td>719</td><td>1601567162</td><td>2.592332</td></tr><tr><td>577</td><td>672</td><td>1601567162</td><td>2.379169</td></tr><tr><td>577</td><td>736</td><td>1601567162</td><td>3.881259</td></tr><tr><td>577</td><td>648</td><td>1601567162</td><td>4.0783224</td></tr><tr><td>577</td><td>664</td><td>1601567162</td><td>3.0379922</td></tr><tr><td>577</td><td>649</td><td>1601567162</td><td>3.3801098</td></tr><tr><td>577</td><td>661</td><td>1601567162</td><td>3.7318113</td></tr><tr><td>577</td><td>779</td><td>1601567162</td><td>3.2939937</td></tr><tr><td>577</td><td>658</td><td>1601567162</td><td>3.5943835</td></tr><tr><td>577</td><td>750</td><td>1601567162</td><td>4.1478024</td></tr><tr><td>577</td><td>771</td><td>1601567162</td><td>2.7801468</td></tr><tr><td>577</td><td>769</td><td>1601567162</td><td>3.014618</td></tr><tr><td>577</td><td>697</td><td>1601567162</td><td>3.780296</td></tr><tr><td>577</td><td>740</td><td>1601567162</td><td>3.773751</td></tr><tr><td>577</td><td>741</td><td>1601567162</td><td>3.5030153</td></tr><tr><td>577</td><td>653</td><td>1601567162</td><td>3.211106</td></tr><tr><td>577</td><td>710</td><td>1601567162</td><td>3.5556598</td></tr><tr><td>577</td><td>678</td><td>1601567162</td><td>2.8776014</td></tr><tr><td>577</td><td>752</td><td>1601567162</td><td>3.7799132</td></tr><tr><td>577</td><td>712</td><td>1601567162</td><td>3.4066715</td></tr><tr><td>577</td><td>724</td><td>1601567162</td><td>3.6389818</td></tr><tr><td>577</td><td>751</td><td>1601567162</td><td>3.6231618</td></tr><tr><td>577</td><td>680</td><td>1601567162</td><td>2.9904392</td></tr><tr><td>577</td><td>749</td><td>1601567162</td><td>3.7878704</td></tr><tr><td>577</td><td>702</td><td>1601567162</td><td>3.02093</td></tr><tr><td>577</td><td>781</td><td>1601567162</td><td>3.5811222</td></tr><tr><td>577</td><td>657</td><td>1601567162</td><td>4.142658</td></tr><tr><td>577</td><td>690</td><td>1601567162</td><td>3.3141177</td></tr><tr><td>577</td><td>765</td><td>1601567162</td><td>3.1008153</td></tr><tr><td>577</td><td>778</td><td>1601567162</td><td>3.732685</td></tr><tr><td>577</td><td>722</td><td>1601567162</td><td>3.2418578</td></tr><tr><td>577</td><td>652</td><td>1601567162</td><td>3.5388815</td></tr><tr><td>577</td><td>682</td><td>1601567162</td><td>3.0247502</td></tr><tr><td>577</td><td>681</td><td>1601567162</td><td>2.6315954</td></tr><tr><td>577</td><td>716</td><td>1601567162</td><td>3.6419268</td></tr><tr><td>577</td><td>705</td><td>1601567162</td><td>4.0228057</td></tr><tr><td>577</td><td>670</td><td>1601567162</td><td>3.196446</td></tr><tr><td>577</td><td>755</td><td>1601567162</td><td>3.6378524</td></tr><tr><td>577</td><td>656</td><td>1601567162</td><td>3.3089204</td></tr><tr><td>577</td><td>833</td><td>1601567162</td><td>3.1401129</td></tr><tr><td>577</td><td>879</td><td>1601567162</td><td>3.3147314</td></tr><tr><td>577</td><td>898</td><td>1601567162</td><td>3.079263</td></tr><tr><td>577</td><td>961</td><td>1601567162</td><td>3.1801147</td></tr><tr><td>577</td><td>876</td><td>1601567162</td><td>2.4072084</td></tr><tr><td>577</td><td>950</td><td>1601567162</td><td>2.6735353</td></tr><tr><td>577</td><td>796</td><td>1601567162</td><td>3.4734542</td></tr><tr><td>577</td><td>847</td><td>1601567162</td><td>3.654999</td></tr><tr><td>577</td><td>874</td><td>1601567162</td><td>3.215847</td></tr><tr><td>577</td><td>842</td><td>1601567162</td><td>3.2149537</td></tr><tr><td>577</td><td>831</td><td>1601567162</td><td>2.3706834</td></tr><tr><td>577</td><td>844</td><td>1601567162</td><td>2.800603</td></tr><tr><td>577</td><td>806</td><td>1601567162</td><td>3.5189548</td></tr><tr><td>577</td><td>926</td><td>1601567162</td><td>2.939883</td></tr><tr><td>577</td><td>875</td><td>1601567162</td><td>2.770468</td></tr><tr><td>577</td><td>924</td><td>1601567162</td><td>3.9428566</td></tr><tr><td>577</td><td>855</td><td>1601567162</td><td>3.417997</td></tr><tr><td>577</td><td>827</td><td>1601567162</td><td>3.1168814</td></tr><tr><td>577</td><td>882</td><td>1601567162</td><td>3.4881182</td></tr><tr><td>577</td><td>955</td><td>1601567162</td><td>3.1215491</td></tr><tr><td>577</td><td>797</td><td>1601567162</td><td>3.4386976</td></tr><tr><td>577</td><td>896</td><td>1601567162</td><td>3.1185074</td></tr><tr><td>577</td><td>792</td><td>1601567162</td><td>3.1185164</td></tr><tr><td>577</td><td>887</td><td>1601567162</td><td>3.4010396</td></tr><tr><td>577</td><td>925</td><td>1601567162</td><td>3.602367</td></tr><tr><td>577</td><td>881</td><td>1601567162</td><td>2.2588859</td></tr><tr><td>577</td><td>919</td><td>1601567162</td><td>3.311588</td></tr><tr><td>577</td><td>923</td><td>1601567162</td><td>3.849684</td></tr><tr><td>577</td><td>944</td><td>1601567162</td><td>3.4584966</td></tr><tr><td>577</td><td>846</td><td>1601567162</td><td>3.3441706</td></tr><tr><td>577</td><td>871</td><td>1601567162</td><td>2.676867</td></tr><tr><td>577</td><td>840</td><td>1601567162</td><td>3.123662</td></tr><tr><td>577</td><td>959</td><td>1601567162</td><td>3.175903</td></tr><tr><td>577</td><td>836</td><td>1601567162</td><td>3.5408216</td></tr><tr><td>577</td><td>886</td><td>1601567162</td><td>3.5352252</td></tr><tr><td>577</td><td>936</td><td>1601567162</td><td>4.009689</td></tr><tr><td>577</td><td>931</td><td>1601567162</td><td>2.315149</td></tr><tr><td>577</td><td>929</td><td>1601567162</td><td>2.91579</td></tr><tr><td>577</td><td>849</td><td>1601567162</td><td>2.8600588</td></tr><tr><td>577</td><td>843</td><td>1601567162</td><td>3.1399457</td></tr><tr><td>577</td><td>937</td><td>1601567162</td><td>3.727657</td></tr><tr><td>577</td><td>880</td><td>1601567162</td><td>3.6027732</td></tr><tr><td>577</td><td>900</td><td>1601567162</td><td>4.0503354</td></tr><tr><td>577</td><td>800</td><td>1601567162</td><td>2.7690759</td></tr><tr><td>577</td><td>948</td><td>1601567162</td><td>2.053209</td></tr><tr><td>577</td><td>810</td><td>1601567162</td><td>3.4094248</td></tr><tr><td>577</td><td>813</td><td>1601567162</td><td>3.2447863</td></tr><tr><td>577</td><td>890</td><td>1601567162</td><td>1.6380632</td></tr><tr><td>577</td><td>930</td><td>1601567162</td><td>2.977629</td></tr><tr><td>577</td><td>922</td><td>1601567162</td><td>3.1550999</td></tr><tr><td>577</td><td>877</td><td>1601567162</td><td>2.0754757</td></tr><tr><td>577</td><td>856</td><td>1601567162</td><td>3.3248627</td></tr><tr><td>577</td><td>824</td><td>1601567162</td><td>2.7407281</td></tr><tr><td>577</td><td>956</td><td>1601567162</td><td>3.2890396</td></tr><tr><td>577</td><td>794</td><td>1601567162</td><td>3.943799</td></tr><tr><td>577</td><td>928</td><td>1601567162</td><td>3.1191697</td></tr><tr><td>577</td><td>951</td><td>1601567162</td><td>3.1153817</td></tr><tr><td>577</td><td>952</td><td>1601567162</td><td>2.7001421</td></tr><tr><td>577</td><td>946</td><td>1601567162</td><td>3.600659</td></tr><tr><td>577</td><td>945</td><td>1601567162</td><td>4.124577</td></tr><tr><td>577</td><td>895</td><td>1601567162</td><td>3.04914</td></tr><tr><td>577</td><td>921</td><td>1601567162</td><td>3.8407521</td></tr><tr><td>577</td><td>789</td><td>1601567162</td><td>3.3837924</td></tr><tr><td>577</td><td>790</td><td>1601567162</td><td>3.4326062</td></tr><tr><td>577</td><td>809</td><td>1601567162</td><td>3.5548086</td></tr><tr><td>577</td><td>943</td><td>1601567162</td><td>3.0504668</td></tr><tr><td>577</td><td>940</td><td>1601567162</td><td>2.0781891</td></tr><tr><td>577</td><td>783</td><td>1601567162</td><td>3.2233295</td></tr><tr><td>577</td><td>872</td><td>1601567162</td><td>3.3427207</td></tr><tr><td>577</td><td>825</td><td>1601567162</td><td>3.2386408</td></tr><tr><td>577</td><td>805</td><td>1601567162</td><td>3.9704447</td></tr><tr><td>577</td><td>902</td><td>1601567162</td><td>3.4826586</td></tr><tr><td>577</td><td>892</td><td>1601567162</td><td>2.8617299</td></tr><tr><td>577</td><td>820</td><td>1601567162</td><td>2.8535125</td></tr><tr><td>577</td><td>905</td><td>1601567162</td><td>3.5111392</td></tr><tr><td>577</td><td>942</td><td>1601567162</td><td>3.7463293</td></tr><tr><td>577</td><td>815</td><td>1601567162</td><td>3.7194495</td></tr><tr><td>577</td><td>802</td><td>1601567162</td><td>2.9988894</td></tr><tr><td>577</td><td>873</td><td>1601567162</td><td>3.0283976</td></tr><tr><td>577</td><td>864</td><td>1601567162</td><td>3.5163982</td></tr><tr><td>577</td><td>785</td><td>1601567162</td><td>3.54805</td></tr><tr><td>577</td><td>934</td><td>1601567162</td><td>3.1098676</td></tr><tr><td>577</td><td>841</td><td>1601567162</td><td>2.994052</td></tr><tr><td>577</td><td>878</td><td>1601567162</td><td>2.7646701</td></tr><tr><td>577</td><td>963</td><td>1601567162</td><td>4.461232</td></tr><tr><td>577</td><td>1025</td><td>1601567162</td><td>2.3834746</td></tr><tr><td>577</td><td>1139</td><td>1601567162</td><td>2.8824391</td></tr><tr><td>577</td><td>1016</td><td>1601567162</td><td>3.8607118</td></tr><tr><td>577</td><td>1133</td><td>1601567162</td><td>3.1106207</td></tr><tr><td>577</td><td>974</td><td>1601567162</td><td>3.0128686</td></tr><tr><td>577</td><td>1160</td><td>1601567162</td><td>3.6427999</td></tr><tr><td>577</td><td>1226</td><td>1601567162</td><td>3.327926</td></tr><tr><td>577</td><td>1051</td><td>1601567162</td><td>3.563748</td></tr><tr><td>577</td><td>1034</td><td>1601567162</td><td>2.327015</td></tr><tr><td>577</td><td>988</td><td>1601567162</td><td>2.857348</td></tr><tr><td>577</td><td>1019</td><td>1601567162</td><td>3.3612566</td></tr><tr><td>577</td><td>1135</td><td>1601567162</td><td>3.0220332</td></tr><tr><td>577</td><td>1210</td><td>1601567162</td><td>3.2500837</td></tr><tr><td>577</td><td>984</td><td>1601567162</td><td>2.6470609</td></tr><tr><td>577</td><td>1215</td><td>1601567162</td><td>1.8726363</td></tr><tr><td>577</td><td>995</td><td>1601567162</td><td>3.1701453</td></tr><tr><td>577</td><td>1065</td><td>1601567162</td><td>3.3243682</td></tr><tr><td>577</td><td>1061</td><td>1601567162</td><td>3.4833715</td></tr><tr><td>577</td><td>1197</td><td>1601567162</td><td>4.0793104</td></tr><tr><td>577</td><td>1244</td><td>1601567162</td><td>2.8967772</td></tr><tr><td>577</td><td>1170</td><td>1601567162</td><td>2.538267</td></tr><tr><td>577</td><td>1008</td><td>1601567162</td><td>3.077716</td></tr><tr><td>577</td><td>1047</td><td>1601567162</td><td>3.0230017</td></tr><tr><td>577</td><td>1137</td><td>1601567162</td><td>4.3119555</td></tr><tr><td>577</td><td>1089</td><td>1601567162</td><td>2.7058656</td></tr><tr><td>577</td><td>1267</td><td>1601567162</td><td>3.2484636</td></tr><tr><td>577</td><td>972</td><td>1601567162</td><td>3.0602596</td></tr><tr><td>577</td><td>1218</td><td>1601567162</td><td>3.4666164</td></tr><tr><td>577</td><td>1021</td><td>1601567162</td><td>2.4048216</td></tr><tr><td>577</td><td>966</td><td>1601567162</td><td>4.4509225</td></tr><tr><td>577</td><td>1074</td><td>1601567162</td><td>3.452332</td></tr><tr><td>577</td><td>969</td><td>1601567162</td><td>4.267146</td></tr><tr><td>577</td><td>1010</td><td>1601567162</td><td>3.6277328</td></tr><tr><td>577</td><td>989</td><td>1601567162</td><td>2.7598572</td></tr><tr><td>577</td><td>1220</td><td>1601567162</td><td>4.00241</td></tr><tr><td>577</td><td>1048</td><td>1601567162</td><td>3.006929</td></tr><tr><td>577</td><td>1050</td><td>1601567162</td><td>3.6969275</td></tr><tr><td>577</td><td>1136</td><td>1601567162</td><td>3.9078956</td></tr><tr><td>577</td><td>1194</td><td>1601567162</td><td>4.1702023</td></tr><tr><td>577</td><td>1091</td><td>1601567162</td><td>3.308952</td></tr><tr><td>577</td><td>1132</td><td>1601567162</td><td>2.6406572</td></tr><tr><td>577</td><td>1240</td><td>1601567162</td><td>3.7297435</td></tr><tr><td>577</td><td>1073</td><td>1601567162</td><td>3.5066576</td></tr><tr><td>577</td><td>1119</td><td>1601567162</td><td>3.9509444</td></tr><tr><td>577</td><td>979</td><td>1601567162</td><td>3.3720243</td></tr><tr><td>577</td><td>993</td><td>1601567162</td><td>3.814421</td></tr><tr><td>577</td><td>1017</td><td>1601567162</td><td>2.7068515</td></tr><tr><td>577</td><td>1118</td><td>1601567162</td><td>3.0148916</td></tr><tr><td>577</td><td>1059</td><td>1601567162</td><td>2.8213954</td></tr><tr><td>577</td><td>1142</td><td>1601567162</td><td>4.1528206</td></tr><tr><td>577</td><td>1022</td><td>1601567162</td><td>2.9720078</td></tr><tr><td>577</td><td>1060</td><td>1601567162</td><td>3.4004657</td></tr><tr><td>577</td><td>1041</td><td>1601567162</td><td>3.5034072</td></tr><tr><td>577</td><td>1020</td><td>1601567162</td><td>3.7236302</td></tr><tr><td>577</td><td>1134</td><td>1601567162</td><td>3.6670249</td></tr><tr><td>577</td><td>1007</td><td>1601567162</td><td>4.256356</td></tr><tr><td>577</td><td>1098</td><td>1601567162</td><td>3.5129213</td></tr><tr><td>577</td><td>977</td><td>1601567162</td><td>2.9386933</td></tr><tr><td>577</td><td>1039</td><td>1601567162</td><td>4.0654984</td></tr><tr><td>577</td><td>1110</td><td>1601567162</td><td>2.9521184</td></tr><tr><td>577</td><td>1126</td><td>1601567162</td><td>2.9555042</td></tr><tr><td>577</td><td>1221</td><td>1601567162</td><td>3.8930871</td></tr><tr><td>577</td><td>1079</td><td>1601567162</td><td>2.5820084</td></tr><tr><td>577</td><td>1188</td><td>1601567162</td><td>3.0443957</td></tr><tr><td>577</td><td>990</td><td>1601567162</td><td>2.740136</td></tr><tr><td>577</td><td>1284</td><td>1601567162</td><td>2.7302516</td></tr><tr><td>577</td><td>1014</td><td>1601567162</td><td>3.1855834</td></tr><tr><td>577</td><td>1115</td><td>1601567162</td><td>3.4671082</td></tr><tr><td>577</td><td>978</td><td>1601567162</td><td>2.8587153</td></tr><tr><td>577</td><td>1023</td><td>1601567162</td><td>2.9221823</td></tr><tr><td>577</td><td>1149</td><td>1601567162</td><td>3.8345618</td></tr><tr><td>577</td><td>1152</td><td>1601567162</td><td>3.906551</td></tr><tr><td>577</td><td>1129</td><td>1601567162</td><td>3.636402</td></tr><tr><td>577</td><td>1228</td><td>1601567162</td><td>2.68634</td></tr><tr><td>577</td><td>975</td><td>1601567162</td><td>3.2669725</td></tr><tr><td>577</td><td>971</td><td>1601567162</td><td>3.0006914</td></tr><tr><td>577</td><td>1018</td><td>1601567162</td><td>3.2065296</td></tr><tr><td>577</td><td>1095</td><td>1601567162</td><td>2.5542836</td></tr><tr><td>577</td><td>1070</td><td>1601567162</td><td>2.8652575</td></tr><tr><td>577</td><td>1011</td><td>1601567162</td><td>3.3324885</td></tr><tr><td>577</td><td>1090</td><td>1601567162</td><td>2.6447725</td></tr><tr><td>577</td><td>1012</td><td>1601567162</td><td>3.3325675</td></tr><tr><td>577</td><td>1101</td><td>1601567162</td><td>3.7467215</td></tr><tr><td>577</td><td>1063</td><td>1601567162</td><td>3.985658</td></tr><tr><td>577</td><td>1067</td><td>1601567162</td><td>3.4355252</td></tr><tr><td>577</td><td>1411</td><td>1601567162</td><td>2.0136662</td></tr><tr><td>577</td><td>1013</td><td>1601567162</td><td>2.2987149</td></tr><tr><td>577</td><td>1109</td><td>1601567162</td><td>3.2367516</td></tr><tr><td>577</td><td>1009</td><td>1601567162</td><td>3.354474</td></tr><tr><td>577</td><td>1217</td><td>1601567162</td><td>3.4660048</td></tr></tbody></table></div>"]}}],"execution_count":24},{"cell_type":"code","source":[""],"metadata":{},"outputs":[],"execution_count":25}],"metadata":{"name":"recommendation_system_MLLib","notebookId":2102833272923202},"nbformat":4,"nbformat_minor":0}