j-bro / comp479-project2

Probabilistic Search Engine, Project 2 for COMP 479 / Fall 2016

# PROBABILISTIC SEARCH ENGINE
COMP 479 / Fall 2016
Project 2
Jeremy Brown -- ID 27515421


## Application description

This application takes the basic SPIMI indexer & query system from Project 1 and aguments it with ranking.
Instead of using the boolean approach (AND/OR queries, all or nothing), this application instead takes
each document containing at least one word from the query and gives it a score. This score is calculated using the
Okai BM25 model. The query client then returns the results in order from the highest ranking score to the lowest.
This presents users with the most 'relevant' results first and the least relevant results last.

** Stopword removal is done by default to cut down on irrelevant results and the time required to run a query since
the presence of any stopwords in the query greatly increases the lookup time, and there is little usefulness in
including them in the search.


## How to run

### Building the dictionary
The script checks if the corpus is present in a predetermined location. If the corpus is not found, it will be
downloaded and extracted prior to continuing. If the --download-corpus flag is specified, the corpus will be
re-downloaded even if it was found. The script then parses, inverts, and merges the dictionary as seen in Project 1.

### Querying the dictionary
The querying is similar to Project 1, except that there is no longer a distinction for AND / OR queries. Instead,
any query is treated as an OR query, but the results are ranked in order of relevance. So for a three-word query,
any document with at least one of the three keywords (excluding stopwords) will be included in the results, but
documents with all three keywords and multiple occurences of the keywords will appear higher up in the list.


## What I have learned

I have learned that while the ranking algorithm employed here gives a decent idea of 'relevance' to the returned
documents, it is a rather simplistic model of relevance. It does not consider the order or placement of terms in
the document, therefore losing some information that can be important in determining the actual relevance of the
document. It does not include any consideration for phrase queries either, which also limits its ability to accurately
depict 'relevance' (i.e. it does not distinguish between 'Wheel of fortune' and '[...] ferris wheel. They had a quip
of bad fortune [...]'). These two algorithm considerations are important to reach a system capable of procuding
a 'relevance' level even approaching what we are accustomed to with the search engines we have now (Google, Yahoo,
etc.).


## Sample Runs

### George Bush
$ reuters_query.py George Bush
Searching for keyword 'Bush'
Found postings list for term 'Bush'
Searching for keyword 'George'
Found postings list for term 'George'
Finished searching for all keywords
Found 140 matching documents
Documents matching query:
1. doc_id: 20891, rank_val: 5.27037863462
2. doc_id: 8593, rank_val: 5.26563643992
3. doc_id: 4008, rank_val: 5.22739489273
4. doc_id: 16780, rank_val: 5.19803130305
5. doc_id: 20719, rank_val: 5.16292307525
6. doc_id: 3560, rank_val: 5.14086256279
7. doc_id: 7525, rank_val: 5.08831406147
8. doc_id: 8500, rank_val: 5.04831279214
9. doc_id: 20860, rank_val: 4.9691876152
10. doc_id: 2796, rank_val: 4.96390674785
11. doc_id: 5405, rank_val: 4.85142876442
12. doc_id: 854, rank_val: 4.8472562879
13. doc_id: 965, rank_val: 4.8472562879
14. doc_id: 16824, rank_val: 3.08929543119
15. doc_id: 2711, rank_val: 3.06368043581
16. doc_id: 2766, rank_val: 2.21074070193
17. doc_id: 10400, rank_val: 2.20737867146
18. doc_id: 4853, rank_val: 2.20737867146
19. doc_id: 6564, rank_val: 2.20570736613
20. doc_id: 5459, rank_val: 2.20404246787
21. doc_id: 2733, rank_val: 2.20238392775
22. doc_id: 15284, rank_val: 2.20155702686
23. doc_id: 16229, rank_val: 2.19990793341
24. doc_id: 21393, rank_val: 2.19908572897
25. doc_id: 255, rank_val: 2.19662841415
26. doc_id: 5334, rank_val: 2.19499789484
27. doc_id: 16115, rank_val: 2.19499789484
28. doc_id: 10682, rank_val: 2.19499789484
29. doc_id: 7469, rank_val: 2.19337347428
30. doc_id: 15478, rank_val: 2.19094817929
31. doc_id: 12009, rank_val: 2.19014274809
32. doc_id: 286, rank_val: 2.18933880785
33. doc_id: 4737, rank_val: 2.18853635306
34. doc_id: 43, rank_val: 2.18773537826
35. doc_id: 16318, rank_val: 2.18773537826
36. doc_id: 6065, rank_val: 2.18534127937
37. doc_id: 2356, rank_val: 2.18454617028
38. doc_id: 871, rank_val: 2.18454617028
39. doc_id: 8554, rank_val: 2.18454617028
40. doc_id: 18160, rank_val: 2.18454617028
41. doc_id: 1667, rank_val: 2.1829603059
42. doc_id: 17150, rank_val: 2.18216954004
43. doc_id: 8053, rank_val: 2.1798058449
44. doc_id: 11380, rank_val: 2.17823716505
45. doc_id: 13507, rank_val: 2.17823716505
46. doc_id: 17647, rank_val: 2.17745494481
47. doc_id: 8748, rank_val: 2.17667413092
48. doc_id: 16730, rank_val: 2.17589471833
49. doc_id: 6423, rank_val: 2.17434007699
50. doc_id: 16575, rank_val: 2.16209931774
51. doc_id: 14914, rank_val: 2.16134560569
52. doc_id: 9002, rank_val: 2.16059319943
53. doc_id: 12605, rank_val: 2.15909228624
54. doc_id: 5574, rank_val: 2.15685059773
55. doc_id: 15880, rank_val: 2.15610593218
56. doc_id: 15405, rank_val: 2.14872867146
57. doc_id: 15439, rank_val: 2.14872867146
58. doc_id: 6989, rank_val: 2.14436172697
59. doc_id: 15342, rank_val: 2.14436172697
60. doc_id: 19003, rank_val: 2.14003825647
61. doc_id: 5157, rank_val: 2.13789255514
62. doc_id: 6296, rank_val: 2.13717967073
63. doc_id: 19033, rank_val: 2.13646795459
64. doc_id: 15427, rank_val: 2.13433977762
65. doc_id: 4098, rank_val: 2.1336326965
66. doc_id: 16550, rank_val: 2.1336326965
67. doc_id: 3014, rank_val: 2.13292676472
68. doc_id: 18867, rank_val: 2.13292676472
69. doc_id: 6744, rank_val: 2.12732024278
70. doc_id: 9247, rank_val: 2.12454389178
71. doc_id: 17181, rank_val: 2.12385256841
72. doc_id: 6882, rank_val: 2.12247321435
73. doc_id: 12460, rank_val: 2.12109822737
74. doc_id: 1502, rank_val: 2.1169991945
75. doc_id: 16218, rank_val: 2.11631976799
76. doc_id: 1729, rank_val: 2.1142878428
77. doc_id: 18330, rank_val: 2.11226538007
78. doc_id: 18443, rank_val: 2.11159331341
79. doc_id: 6940, rank_val: 2.10891539888
80. doc_id: 1022, rank_val: 2.10891539888
81. doc_id: 18472, rank_val: 2.10559106049
82. doc_id: 17356, rank_val: 2.10426841755
83. doc_id: 21376, rank_val: 2.10163515499
84. doc_id: 12261, rank_val: 2.09901776255
85. doc_id: 15363, rank_val: 2.09771495806
86. doc_id: 3938, rank_val: 2.09771495806
87. doc_id: 18442, rank_val: 2.09576804999
88. doc_id: 9342, rank_val: 2.09254247368
89. doc_id: 16090, rank_val: 2.09254247368
90. doc_id: 16199, rank_val: 2.09254247368
91. doc_id: 9150, rank_val: 2.09190022332
92. doc_id: 8765, rank_val: 2.09061856493
93. doc_id: 6062, rank_val: 2.08934067775
94. doc_id: 3366, rank_val: 2.08616231412
95. doc_id: 18579, rank_val: 2.0842664015
96. doc_id: 16389, rank_val: 2.08363626542
97. doc_id: 14809, rank_val: 2.07987452917
98. doc_id: 7186, rank_val: 2.07183418648
99. doc_id: 18688, rank_val: 2.07183418648
100. doc_id: 925, rank_val: 2.07120392627
101. doc_id: 17004, rank_val: 2.07061031686
102. doc_id: 17119, rank_val: 2.06393999753
103. doc_id: 2802, rank_val: 2.06393999753
104. doc_id: 20099, rank_val: 2.06333865441
105. doc_id: 14749, rank_val: 2.06302073456
106. doc_id: 9755, rank_val: 2.05677825828
107. doc_id: 13246, rank_val: 2.05206854669
108. doc_id: 20571, rank_val: 2.05148340776
109. doc_id: 18148, rank_val: 2.04051298653
110. doc_id: 5711, rank_val: 2.03767150703
111. doc_id: 7471, rank_val: 2.03767150703
112. doc_id: 7765, rank_val: 2.03597550044
113. doc_id: 19828, rank_val: 2.03204372035
114. doc_id: 21379, rank_val: 2.03092686169
115. doc_id: 12720, rank_val: 2.02870172415
116. doc_id: 178, rank_val: 2.02759341607
117. doc_id: 19958, rank_val: 2.01991345771
118. doc_id: 19485, rank_val: 2.00970324006
119. doc_id: 19760, rank_val: 2.00600127739
120. doc_id: 12709, rank_val: 1.99099212599
121. doc_id: 17305, rank_val: 1.989468654
122. doc_id: 11624, rank_val: 1.98392787211
123. doc_id: 8252, rank_val: 1.97746952917
124. doc_id: 3390, rank_val: 1.97256611512
125. doc_id: 3563, rank_val: 1.9711058219
126. doc_id: 7326, rank_val: 1.9672355428
127. doc_id: 8009, rank_val: 1.96339944984
128. doc_id: 342, rank_val: 1.96339944984
129. doc_id: 10725, rank_val: 1.95865149738
130. doc_id: 12002, rank_val: 1.94700386313
131. doc_id: 12806, rank_val: 1.94152204819
132. doc_id: 18961, rank_val: 1.9401623381
133. doc_id: 28, rank_val: 1.91810564633
134. doc_id: 12209, rank_val: 1.91127769788
135. doc_id: 6896, rank_val: 1.90164685572
136. doc_id: 4764, rank_val: 1.89141524363
137. doc_id: 6656, rank_val: 1.89060703381
138. doc_id: 12967, rank_val: 1.8806293054
139. doc_id: 19589, rank_val: 1.87553008709
140. doc_id: 5631, rank_val: 1.86550782584

### Drug company bankruptcies
$ reuters_query.py Drug company bankruptcies
Searching for keyword 'Drug'
Found postings list for term 'Drug'
Searching for keyword 'bankruptcies'
Found postings list for term 'bankruptcies'
Searching for keyword 'company'
Found postings list for term 'company'
Finished searching for all keywords
Found 5275 matching documents
Documents matching query:
1. doc_id: 4050, rank_val: 3.65330244148
2. doc_id: 16771, rank_val: 3.37688820618
3. doc_id: 8209, rank_val: 3.32852996631
4. doc_id: 12461, rank_val: 3.20377749144
5. doc_id: 6996, rank_val: 3.12628767821
6. doc_id: 2242, rank_val: 3.09046669273
7. doc_id: 16994, rank_val: 2.87335513437
8. doc_id: 13764, rank_val: 2.87270859302
9. doc_id: 6544, rank_val: 2.8472849448
10. doc_id: 6089, rank_val: 2.83554327832
11. doc_id: 1805, rank_val: 2.83550861631
12. doc_id: 10026, rank_val: 2.83039635099
13. doc_id: 3577, rank_val: 2.82891079412
14. doc_id: 17604, rank_val: 2.82586139644
15. doc_id: 19640, rank_val: 2.81976310543
16. doc_id: 3328, rank_val: 2.81976310543
17. doc_id: 21239, rank_val: 2.81716830547
18. doc_id: 1391, rank_val: 2.80909733012
19. doc_id: 11313, rank_val: 2.80431715878
20. doc_id: 3176, rank_val: 2.80050108156
21. doc_id: 9542, rank_val: 2.79935965423
22. doc_id: 17526, rank_val: 2.79884353025
23. doc_id: 17520, rank_val: 2.77713985091
24. doc_id: 3297, rank_val: 2.77182342754
25. doc_id: 19580, rank_val: 2.76572026081
26. doc_id: 696, rank_val: 2.76345760374
27. doc_id: 18716, rank_val: 2.75877250077
28. doc_id: 9331, rank_val: 2.75725162775
29. doc_id: 11585, rank_val: 2.75712184185
30. doc_id: 19720, rank_val: 2.75547431387
31. doc_id: 16692, rank_val: 2.75475237348
32. doc_id: 20953, rank_val: 2.75382990499
33. doc_id: 5319, rank_val: 2.75364886699
34. doc_id: 11434, rank_val: 2.75364886699
35. doc_id: 9262, rank_val: 2.75218860342
36. doc_id: 14401, rank_val: 2.75218860342
37. doc_id: 3106, rank_val: 2.75055039743
38. doc_id: 21348, rank_val: 2.74728322565
39. doc_id: 16219, rank_val: 2.7440282972
40. doc_id: 3589, rank_val: 2.7424795967
41. doc_id: 192, rank_val: 2.73517121113
42. doc_id: 1819, rank_val: 2.73273115318
43. doc_id: 17690, rank_val: 2.73246517881
44. doc_id: 18196, rank_val: 2.73119193742
45. doc_id: 21069, rank_val: 2.72793414068
46. doc_id: 16508, rank_val: 2.72770161884
47. doc_id: 2868, rank_val: 2.72634100579
48. doc_id: 2271, rank_val: 2.72422606594
49. doc_id: 11525, rank_val: 2.72316347551
50. doc_id: 7940, rank_val: 2.71961252438
51. doc_id: 9342, rank_val: 2.71368416734
52. doc_id: 6608, rank_val: 2.70589185109
53. doc_id: 7260, rank_val: 2.70396702362
54. doc_id: 8384, rank_val: 2.70388844359
55. doc_id: 21051, rank_val: 2.70278812361
56. doc_id: 9579, rank_val: 2.69661374342
57. doc_id: 9585, rank_val: 2.695076982
58. doc_id: 17514, rank_val: 2.65165402946
59. doc_id: 19736, rank_val: 2.64583146406
60. doc_id: 13489, rank_val: 2.64583146406
61. doc_id: 19678, rank_val: 2.63573495999
62. doc_id: 7163, rank_val: 2.6313869446
63. doc_id: 9633, rank_val: 2.61448687897
64. doc_id: 730, rank_val: 2.60937221362
65. doc_id: 17680, rank_val: 2.53741101338
66. doc_id: 10554, rank_val: 2.44011212904
67. doc_id: 5711, rank_val: 2.43100146111
68. doc_id: 7125, rank_val: 2.41578123668
69. doc_id: 7753, rank_val: 2.41027476649
70. doc_id: 19292, rank_val: 2.40002133349
71. doc_id: 3682, rank_val: 2.37506492718
72. doc_id: 2679, rank_val: 2.37471382741
73. doc_id: 12242, rank_val: 2.37386932439
74. doc_id: 14165, rank_val: 2.36782786046
75. doc_id: 4435, rank_val: 2.36611705263
76. doc_id: 9546, rank_val: 2.3635634112
77. doc_id: 11553, rank_val: 2.36271552326
78. doc_id: 3756, rank_val: 2.36271552326
79. doc_id: 8789, rank_val: 2.36186928747
80. doc_id: 3776, rank_val: 2.36186928747
81. doc_id: 9085, rank_val: 2.36018174661
82. doc_id: 15257, rank_val: 2.35682621028
83. doc_id: 8813, rank_val: 2.35599136158
84. doc_id: 3151, rank_val: 2.35432646332
85. doc_id: 8333, rank_val: 2.35349640153
86. doc_id: 18792, rank_val: 2.3526679232
87. doc_id: 18059, rank_val: 2.35184102231
88. doc_id: 6553, rank_val: 2.35101569284
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90. doc_id: 19885, rank_val: 2.34609638474
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92. doc_id: 4917, rank_val: 2.30342396857
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95. doc_id: 20892, rank_val: 2.27552031282
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100. doc_id: 13080, rank_val: 2.09820825947
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5186. doc_id: 19530, rank_val: 0.220421556744
5187. doc_id: 20270, rank_val: 0.219884201549
5188. doc_id: 18252, rank_val: 0.218811481675
5189. doc_id: 6481, rank_val: 0.218811481675
5190. doc_id: 2251, rank_val: 0.218276113723
5191. doc_id: 7811, rank_val: 0.218276113723
5192. doc_id: 13752, rank_val: 0.217207353653
5193. doc_id: 236, rank_val: 0.215609128906
5194. doc_id: 19485, rank_val: 0.215077691667
5195. doc_id: 17415, rank_val: 0.212958422024
5196. doc_id: 16130, rank_val: 0.211902652732
5197. doc_id: 16215, rank_val: 0.211902652732
5198. doc_id: 8506, rank_val: 0.210323795576
5199. doc_id: 5039, rank_val: 0.210323795576
5200. doc_id: 18578, rank_val: 0.209274403961
5201. doc_id: 16784, rank_val: 0.207705055636
5202. doc_id: 4223, rank_val: 0.203547641606
5203. doc_id: 20095, rank_val: 0.203547641606
5204. doc_id: 3861, rank_val: 0.203030752033
5205. doc_id: 12521, rank_val: 0.203030752033
5206. doc_id: 4016, rank_val: 0.201483764252
5207. doc_id: 15765, rank_val: 0.200969323791
5208. doc_id: 316, rank_val: 0.198917634147
5209. doc_id: 20064, rank_val: 0.197895412629
5210. doc_id: 8628, rank_val: 0.195858159567
5211. doc_id: 8666, rank_val: 0.195858159567
5212. doc_id: 16139, rank_val: 0.195858159567
5213. doc_id: 4174, rank_val: 0.194843105608
5214. doc_id: 367, rank_val: 0.194336466907
5215. doc_id: 247, rank_val: 0.193830418551
5216. doc_id: 2475, rank_val: 0.193324959166
5217. doc_id: 4026, rank_val: 0.193324959166
5218. doc_id: 4665, rank_val: 0.18630961149
5219. doc_id: 19157, rank_val: 0.184325865999
5220. doc_id: 20823, rank_val: 0.183337380904
5221. doc_id: 2221, rank_val: 0.182843980776
5222. doc_id: 1252, rank_val: 0.182351140562
5223. doc_id: 10291, rank_val: 0.182351140562
5224. doc_id: 19039, rank_val: 0.180875966731
5225. doc_id: 9279, rank_val: 0.179895293922
5226. doc_id: 1535, rank_val: 0.176966492541
5227. doc_id: 7742, rank_val: 0.176966492541
5228. doc_id: 15254, rank_val: 0.174540822651
5229. doc_id: 15364, rank_val: 0.172128625666
5230. doc_id: 12443, rank_val: 0.170208468468
5231. doc_id: 16216, rank_val: 0.169251564128
5232. doc_id: 15678, rank_val: 0.16782014929
5233. doc_id: 6541, rank_val: 0.166868487074
5234. doc_id: 6708, rank_val: 0.16591890566
5235. doc_id: 7290, rank_val: 0.164498415199
5236. doc_id: 5851, rank_val: 0.163082555736
5237. doc_id: 1854, rank_val: 0.161201894915
5238. doc_id: 13216, rank_val: 0.160264609706
5239. doc_id: 21340, rank_val: 0.159796724572
5240. doc_id: 11213, rank_val: 0.1556082881
5241. doc_id: 15556, rank_val: 0.154221071268
5242. doc_id: 15639, rank_val: 0.151459860332
5243. doc_id: 18621, rank_val: 0.149172186389
5244. doc_id: 19211, rank_val: 0.14871609411
5245. doc_id: 5131, rank_val: 0.147805343994
5246. doc_id: 5298, rank_val: 0.134368433587
5247. doc_id: 4130, rank_val: 0.133487250074
5248. doc_id: 2775, rank_val: 0.131730228741
5249. doc_id: 21572, rank_val: 0.128237368448
5250. doc_id: 7391, rank_val: 0.12780272951
5251. doc_id: 19897, rank_val: 0.126068510579
5252. doc_id: 5888, rank_val: 0.126068510579
5253. doc_id: 21486, rank_val: 0.124341189173
5254. doc_id: 8839, rank_val: 0.123480097939
5255. doc_id: 2988, rank_val: 0.123480097939
5256. doc_id: 7088, rank_val: 0.123050191721
5257. doc_id: 17405, rank_val: 0.121763020557
5258. doc_id: 11490, rank_val: 0.117924239653
5259. doc_id: 17438, rank_val: 0.11665214949
5260. doc_id: 8483, rank_val: 0.116228946108
5261. doc_id: 3488, rank_val: 0.113698349719
5262. doc_id: 8136, rank_val: 0.11160072535
5263. doc_id: 5386, rank_val: 0.10951318374
5264. doc_id: 5230, rank_val: 0.107850345167
5265. doc_id: 1682, rank_val: 0.106607381112
5266. doc_id: 15382, rank_val: 0.105780710353
5267. doc_id: 1836, rank_val: 0.104132074565
5268. doc_id: 1911, rank_val: 0.102899691868
5269. doc_id: 19289, rank_val: 0.100037659574
5270. doc_id: 20867, rank_val: 0.0975994119157
5271. doc_id: 10931, rank_val: 0.0777960595405
5272. doc_id: 8272, rank_val: 0.0716450625603
5273. doc_id: 5311, rank_val: 0.0705013867017
5274. doc_id: 15063, rank_val: 0.0640768372933
5275. doc_id: 5214, rank_val: 0.0195480526746

### Democrats' welfare and healthcare reform policies
$ reuters_query.py Democrats' welfare and healthcare reform policies
Searching for keyword 'Democrats''
Found postings list for term 'Democrats''
Searching for keyword 'and'
No postings list found for term 'and'
Searching for keyword 'healthcare'
Found postings list for term 'healthcare'
Searching for keyword 'policies'
Found postings list for term 'policies'
Searching for keyword 'reform'
Found postings list for term 'reform'
Searching for keyword 'welfare'
Found postings list for term 'welfare'
Finished searching for all keywords
Found 507 matching documents
Documents matching query:
1. doc_id: 8072, rank_val: 4.93185511422
2. doc_id: 5868, rank_val: 4.84873218629
3. doc_id: 7892, rank_val: 4.48281870604
4. doc_id: 1895, rank_val: 4.40954625533
5. doc_id: 19525, rank_val: 4.00704319163
6. doc_id: 9688, rank_val: 3.95754626042
7. doc_id: 20449, rank_val: 3.68760876926
8. doc_id: 7433, rank_val: 3.67656407264
9. doc_id: 18722, rank_val: 3.67073125817
10. doc_id: 3899, rank_val: 3.62445326259
11. doc_id: 3619, rank_val: 3.62001188545
12. doc_id: 6940, rank_val: 3.60940316461
13. doc_id: 11204, rank_val: 3.57823215385
14. doc_id: 7219, rank_val: 3.54628163522
15. doc_id: 7375, rank_val: 3.52477527576
16. doc_id: 4006, rank_val: 3.50877111175
17. doc_id: 17940, rank_val: 3.48440541728
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19. doc_id: 12750, rank_val: 3.45507412096
20. doc_id: 12806, rank_val: 3.44931885366
21. doc_id: 16092, rank_val: 3.42752741239
22. doc_id: 10230, rank_val: 3.42298737465
23. doc_id: 12552, rank_val: 3.41341976643
24. doc_id: 2417, rank_val: 3.39726986897
25. doc_id: 672, rank_val: 3.37755489617
26. doc_id: 6600, rank_val: 3.36547619533
27. doc_id: 862, rank_val: 3.33284833497
28. doc_id: 16544, rank_val: 3.32638549347
29. doc_id: 16226, rank_val: 3.31705030661
30. doc_id: 6606, rank_val: 3.29387404473
31. doc_id: 9055, rank_val: 3.27086235855
32. doc_id: 7493, rank_val: 3.2627567647
33. doc_id: 9248, rank_val: 3.2557579102
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35. doc_id: 9096, rank_val: 3.25081995763
36. doc_id: 12879, rank_val: 3.22529745044
37. doc_id: 17185, rank_val: 3.20749309185
38. doc_id: 10355, rank_val: 3.19884770877
39. doc_id: 18941, rank_val: 3.1827881984
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41. doc_id: 10125, rank_val: 3.17241785737
42. doc_id: 20462, rank_val: 3.15677911528
43. doc_id: 8242, rank_val: 3.14849499777
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47. doc_id: 14874, rank_val: 3.09900101441
48. doc_id: 17070, rank_val: 3.08345029618
49. doc_id: 2132, rank_val: 3.07291842239
50. doc_id: 10486, rank_val: 2.97710748429
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52. doc_id: 12598, rank_val: 2.94239039127
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56. doc_id: 18683, rank_val: 1.87511985368
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58. doc_id: 16171, rank_val: 1.86700045288
59. doc_id: 19877, rank_val: 1.85719696474
60. doc_id: 951, rank_val: 1.85659191357
61. doc_id: 2883, rank_val: 1.85613114858
62. doc_id: 2891, rank_val: 1.85518339702
63. doc_id: 8307, rank_val: 1.85493294738
64. doc_id: 8139, rank_val: 1.85493294738
65. doc_id: 10212, rank_val: 1.85454349501
66. doc_id: 9704, rank_val: 1.8523387369
67. doc_id: 16778, rank_val: 1.85069590764
68. doc_id: 18469, rank_val: 1.84953991469
69. doc_id: 4130, rank_val: 1.84792142247
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71. doc_id: 7019, rank_val: 1.8416684692
72. doc_id: 3366, rank_val: 1.83392836749
73. doc_id: 16777, rank_val: 1.832481351
74. doc_id: 20091, rank_val: 1.82722786181
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76. doc_id: 4059, rank_val: 1.82589835209
77. doc_id: 7401, rank_val: 1.82547927868
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84. doc_id: 7549, rank_val: 1.81670403031
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134. doc_id: 12471, rank_val: 1.76951365194
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