2019-07-19实验记录 只用图卷积，r*content 作为H，然后 AHW，2次卷积。 设置了min_tags相当于缩小候选集。+Tucker张量分解模型 有效
Test:
Number of data points: 40932
Hits @10: 0.6140869140625
Hits @3: 0.467626953125
Hits @1: 0.3193359375
Mean rank: 148.97978515625
Mean reciprocal rank: 0.41896625173444446
32.060285329818726
101
84.08071780204773
0.0013093391877129418
102
85.75260424613953
0.0013067770802065667
Test:
Number of data points: 40932
Hits @10: 0.615576171875
Hits @3: 0.4646728515625
Hits @1: 0.3181640625
Mean rank: 150.061083984375
Mean reciprocal rank: 0.41752728391119315
32.594871044158936
103
82.68624448776245
0.0013094529444869195
104
83.45105504989624
0.001308160301986445
Test:
Number of data points: 40932
Hits @10: 0.617822265625
Hits @3: 0.4657958984375
Hits @1: 0.3167724609375
Mean rank: 148.6731201171875
Mean reciprocal rank: 0.4179269614927887
32.06756329536438
105
83.04158186912537
0.0013072124067455147
106
83.48323726654053
0.0013072162801917228
Test:
Number of data points: 40932
Hits @10: 0.61845703125
Hits @3: 0.466455078125
Hits @1: 0.3182373046875
Mean rank: 148.4031005859375
Mean reciprocal rank: 0.4188917650994525
32.52649474143982
107
82.21960830688477
0.001304281441271942
108
82.49729228019714
0.0013021608847432222
Test:
Number of data points: 40932
Hits @10: 0.6173583984375
Hits @3: 0.4644287109375
Hits @1: 0.3174072265625
Mean rank: 148.1498046875
Mean reciprocal rank: 0.4176158630492135
31.963008403778076
109
82.98710489273071
0.0013041278344388002
110
83.0678083896637
0.0013067642790981784
Test:
Number of data points: 40932
Hits @10: 0.618408203125
Hits @3: 0.46826171875
Hits @1: 0.319287109375
Mean rank: 147.5931640625
Mean reciprocal rank: 0.4197201986187443
32.90588331222534
111
82.73761034011841
0.0013013352551417918
112
82.71397042274475
0.0013005339975357374
Test:
Number of data points: 40932
Hits @10: 0.620068359375
Hits @3: 0.4666015625
Hits @1: 0.3206787109375
Mean rank: 148.19072265625
Mean reciprocal rank: 0.42049932035924015
31.945220708847046
113
83.1823832988739
0.0013016148237511515
114
83.96804594993591
0.0013022241322920682
Test:
Number of data points: 40932
Hits @10: 0.6173095703125
Hits @3: 0.4685302734375
Hits @1: 0.319580078125
Mean rank: 149.544091796875
Mean reciprocal rank: 0.42006097068539666
32.67950773239136
115
84.9040675163269
0.0012995260859178937
116
85.15240931510925
0.0012967711117548438
Test:
Number of data points: 40932
Hits @10: 0.6197998046875
Hits @3: 0.4654052734375
Hits @1: 0.31904296875
Mean rank: 146.340576171875
Mean reciprocal rank: 0.4191031332875134
33.009886026382446
117
84.0088860988617
0.0012995118469310305
118
83.82271122932434
0.001297568373927353
Test:
Number of data points: 40932
Hits @10: 0.6197265625
Hits @3: 0.4664794921875
Hits @1: 0.3187255859375
Mean rank: 146.1430419921875
Mean reciprocal rank: 0.4195782297918777
32.448174715042114
119
84.33555221557617
0.001297540062915088
120
84.64563989639282
0.001295019881740117
Test:
Number of data points: 40932
Hits @10: 0.6189453125
Hits @3: 0.4677734375
Hits @1: 0.319091796875
Mean rank: 145.4603515625
Mean reciprocal rank: 0.41993197212975514
32.63862442970276
121
85.00240135192871
0.0012961441503726264
122
83.63725352287292
0.0012959498826525786
Test:
Number of data points: 40932
Hits @10: 0.6171630859375
Hits @3: 0.46923828125
Hits @1: 0.319580078125
Mean rank: 148.301416015625
Mean reciprocal rank: 0.42009318954972913
32.283796310424805
123
83.38419961929321
0.0012943477226564518
124
84.12856483459473
0.0012939602839083882
Test:
Number of data points: 40932
Hits @10: 0.6198486328125
Hits @3: 0.468505859375
Hits @1: 0.3184814453125
Mean rank: 146.6980224609375
Mean reciprocal rank: 0.42001919164150064
32.83121991157532
125
84.26189947128296
0.001294852162981963
126
84.26855373382568
0.0012912694023500205
Test:
Number of data points: 40932
Hits @10: 0.6219482421875
Hits @3: 0.4722412109375
Hits @1: 0.3204833984375
Mean rank: 146.1452392578125
Mean reciprocal rank: 0.4217250491067926
32.285237312316895
127
83.88899397850037
0.0012924160102867864
128
83.08758974075317
0.0012903243204793677
Test:
Number of data points: 40932
Hits @10: 0.6200439453125
Hits @3: 0.4687255859375
Hits @1: 0.3193359375
Mean rank: 149.973779296875
Mean reciprocal rank: 0.42041519783651093
32.767658710479736
129
84.05367255210876
0.0012895347121665175
130
84.97777390480042
0.0012897954283592602
Test:
Number of data points: 40932
Hits @10: 0.6229736328125
Hits @3: 0.4677734375
Hits @1: 0.3217041015625
Mean rank: 147.2787109375
Mean reciprocal rank: 0.4216728270642622
32.550992012023926
131
84.78417634963989
0.0012884664592038616
132
84.5289614200592
0.001291307546476969
Test:
Number of data points: 40932
Hits @10: 0.6197998046875
Hits @3: 0.467626953125
Hits @1: 0.3203369140625
Mean rank: 147.1695068359375
Mean reciprocal rank: 0.42079255044426567
32.397895097732544
133
82.82298159599304
0.001285573786411148
134
83.52872705459595
0.0012905845750903345
Test:
Number of data points: 40932
Hits @10: 0.6205322265625
Hits @3: 0.4662109375
Hits @1: 0.3208740234375
Mean rank: 147.9986328125
Mean reciprocal rank: 0.4205592694297092
32.7726263999939
135
84.51188731193542
0.0012874660975673896
136
84.31869769096375
0.0012869397358387772
Test:
Number of data points: 40932
Hits @10: 0.619287109375
Hits @3: 0.467578125
Hits @1: 0.3179443359375
Mean rank: 149.1318359375
Mean reciprocal rank: 0.419274791661618
32.01190161705017
137
84.24633860588074
0.0012843464684282613
138
84.26154899597168
0.0012881548628489623
Test:
Number of data points: 40932
Hits @10: 0.625537109375
Hits @3: 0.4699951171875
Hits @1: 0.3221923828125
Mean rank: 146.48876953125
Mean reciprocal rank: 0.423200022797082
32.949992418289185
139
85.38145756721497
0.0012855499183846654
140
86.56769967079163
0.001284176083162236
Test:
Number of data points: 40932
Hits @10: 0.621875
Hits @3: 0.4677490234375
Hits @1: 0.3203369140625
Mean rank: 147.1030029296875
Mean reciprocal rank: 0.42097049024911504
35.419745445251465
141
85.021963596344
0.0012867271937987107
142
83.79084134101868
0.001281817872216527
Test:
Number of data points: 40932
Hits @10: 0.619873046875
Hits @3: 0.466162109375
Hits @1: 0.320703125
Mean rank: 149.46318359375
Mean reciprocal rank: 0.4205738888436512
32.81447672843933
143
84.11177349090576
0.001282829737676801
144
84.1336669921875
0.0012830415037142224
Test:
Number of data points: 40932
Hits @10: 0.620166015625
Hits @3: 0.4670654296875
Hits @1: 0.31787109375
Mean rank: 152.6819580078125
Mean reciprocal rank: 0.4194297248860347
35.563095569610596
145
84.03694486618042
0.0012825051087758735
146
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0.0012805409639930496
Test:
Number of data points: 40932
Hits @10: 0.6222412109375
Hits @3: 0.4665283203125
Hits @1: 0.3188720703125
Mean rank: 149.376708984375
Mean reciprocal rank: 0.4201677602072184
35.651068925857544
147
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0.001279647429433898
148
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0.0012826971956488922
Test:
Number of data points: 40932
Hits @10: 0.6225341796875
Hits @3: 0.46953125
Hits @1: 0.3225830078125
Mean rank: 152.1837646484375
Mean reciprocal rank: 0.42294098844541833
32.29180407524109
149
84.25898170471191
0.001281476642590207
150
83.08604741096497
0.0012795006301110753
Test:
Number of data points: 40932
Hits @10: 0.6237060546875
Hits @3: 0.4687744140625
Hits @1: 0.32021484375
Mean rank: 147.1239990234375
Mean reciprocal rank: 0.4218090738878132
32.788368701934814
151
83.0622489452362
0.0012792666767063178
152
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0.001278705513363497
Test:
Number of data points: 40932
Hits @10: 0.6237548828125
Hits @3: 0.4676025390625
Hits @1: 0.3170166015625
Mean rank: 150.03046875
Mean reciprocal rank: 0.4195633214170587
32.447736501693726
153
82.59349989891052
0.0012811580322619177
154
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0.00127899312079908
Test:
Number of data points: 40932
Hits @10: 0.626318359375
Hits @3: 0.4710693359375
Hits @1: 0.321875
Mean rank: 146.5328369140625
Mean reciprocal rank: 0.42358605649669306
32.28683876991272
155
82.8041923046112
0.001280683253167404
156
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0.0012789584962953615
Test:
Number of data points: 40932
Hits @10: 0.6234619140625
Hits @3: 0.468212890625
Hits @1: 0.32119140625
Mean rank: 149.2766357421875
Mean reciprocal rank: 0.42173247479067405
32.092867851257324
157
82.19021153450012
0.0012753519608686942
158
83.47596192359924
0.001275309069086121
Test:
Number of data points: 40932
Hits @10: 0.624658203125
Hits @3: 0.471337890625
Hits @1: 0.3207275390625
Mean rank: 152.8120361328125
Mean reciprocal rank: 0.4228832534319957
32.78538680076599
159
83.33585739135742
0.0012749078713405208
160
83.47783088684082
0.001274218084788125
Test:
Number of data points: 40932
Hits @10: 0.6259521484375
Hits @3: 0.4722900390625
Hits @1: 0.325634765625
Mean rank: 150.041259765625
Mean reciprocal rank: 0.4256041987782858
32.25561046600342
161
82.4061267375946
0.001275107521726949
162
82.94736361503601
0.0012729892737041108
Test:
Number of data points: 40932
Hits @10: 0.6244873046875
Hits @3: 0.4704345703125
Hits @1: 0.32294921875
Mean rank: 149.4748046875
Mean reciprocal rank: 0.4238095680715214
32.30709195137024
163
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0.001274722229498319
164
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0.0012735041053408486
Test:
Number of data points: 40932
Hits @10: 0.6259765625
Hits @3: 0.4700927734375
Hits @1: 0.3197021484375
Mean rank: 148.5748779296875
Mean reciprocal rank: 0.4221875922128785
32.607678174972534
165
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0.0012735336628925597
166
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Test:
Number of data points: 40932
Hits @10: 0.6228515625
Hits @3: 0.4707763671875
Hits @1: 0.320849609375
Mean rank: 150.7284423828125
Mean reciprocal rank: 0.4224238015249061
32.660155296325684
167
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0.0012762008947280483
168
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Test:
Number of data points: 40932
Hits @10: 0.623974609375
Hits @3: 0.467578125
Hits @1: 0.3187744140625
Mean rank: 149.6903076171875
Mean reciprocal rank: 0.4207447109930758
35.56052589416504
169
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0.0012712501506838534
170
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Test:
Number of data points: 40932
Hits @10: 0.62509765625
Hits @3: 0.470703125
Hits @1: 0.3184814453125
Mean rank: 151.510595703125
Mean reciprocal rank: 0.4215474669709221
32.47122764587402
171
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0.0012722282358007427
172
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Test:
Number of data points: 40932
Hits @10: 0.626904296875
Hits @3: 0.472265625
Hits @1: 0.3215087890625
Mean rank: 147.89951171875
Mean reciprocal rank: 0.42347135425813265
32.49244809150696
173
82.55449414253235
0.0012698964258600186
174
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0.0012685682090261999
Test:
Number of data points: 40932
Hits @10: 0.623779296875
Hits @3: 0.4710693359375
Hits @1: 0.3194091796875
Mean rank: 150.3808349609375
Mean reciprocal rank: 0.42211281296002523
32.64395308494568
175
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0.0012692681923667844
176
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0.0012671752511444064
Test:
Number of data points: 40932
Hits @10: 0.6264892578125
Hits @3: 0.469140625
Hits @1: 0.3188720703125
Mean rank: 148.3865966796875
Mean reciprocal rank: 0.4215816961588564
32.746801137924194
177
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0.0012703601969406009
178
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Test:
Number of data points: 40932
Hits @10: 0.6230224609375
Hits @3: 0.4697021484375
Hits @1: 0.320068359375
Mean rank: 150.11904296875
Mean reciprocal rank: 0.4214244817950542
32.762675285339355
179
82.90645790100098
0.00126814054341143
180
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Test:
Number of data points: 40932
Hits @10: 0.625439453125
Hits @3: 0.4713134765625
Hits @1: 0.3192626953125
Mean rank: 151.26357421875
Mean reciprocal rank: 0.4219408835853843
32.509214639663696
181
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0.001268334561584788
182
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Test:
Number of data points: 40932
Hits @10: 0.626611328125
Hits @3: 0.4714599609375
Hits @1: 0.319482421875
Mean rank: 146.839697265625
Mean reciprocal rank: 0.4222911270699349
32.593027114868164
183
84.39872527122498
0.0012652579291015226
184
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0.0012646270625325095
Test:
Number of data points: 40932
Hits @10: 0.625244140625
Hits @3: 0.4701171875
Hits @1: 0.317724609375
Mean rank: 148.5431884765625
Mean reciprocal rank: 0.4210429719463155
32.54591703414917
185
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0.0012647409537313585
186
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Test:
Number of data points: 40932
Hits @10: 0.6272216796875
Hits @3: 0.4732177734375
Hits @1: 0.3203369140625
Mean rank: 149.013427734375
Mean reciprocal rank: 0.42372484332996085
32.932374238967896
187
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188
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Test:
Number of data points: 40932
Hits @10: 0.6239990234375
Hits @3: 0.4678466796875
Hits @1: 0.3182861328125
Mean rank: 149.4818603515625
Mean reciprocal rank: 0.4206041346662783
33.003178358078
189
84.81705927848816
0.0012646578578676424
190
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Test:
Number of data points: 40932
Hits @10: 0.6267578125
Hits @3: 0.4718994140625
Hits @1: 0.3190185546875
Mean rank: 148.688916015625
Mean reciprocal rank: 0.4224224159448089
32.36783242225647
191
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0.001261368794983619
192
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Test:
Number of data points: 40932
Hits @10: 0.625341796875
Hits @3: 0.470947265625
Hits @1: 0.32041015625
Mean rank: 148.0873779296875
Mean reciprocal rank: 0.42252630410753833
35.50074911117554
193
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194
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Test:
Number of data points: 40932
Hits @10: 0.624267578125
Hits @3: 0.4703125
Hits @1: 0.320947265625
Mean rank: 148.572412109375
Mean reciprocal rank: 0.4223037161314796
35.950886726379395
195
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0.0012650621852948944
196
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Test:
Number of data points: 40932
Hits @10: 0.6253662109375
Hits @3: 0.4692138671875
Hits @1: 0.3184814453125
Mean rank: 145.40947265625
Mean reciprocal rank: 0.4212304033294842
35.74604249000549
197
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0.0012632503627966613
198
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Test:
Number of data points: 40932
Hits @10: 0.6266357421875
Hits @3: 0.4702880859375
Hits @1: 0.31787109375
Mean rank: 147.61328125
Mean reciprocal rank: 0.42150419482556634
35.52496957778931
199
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0.0012579070835008134
200
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Test:
Number of data points: 40932
Hits @10: 0.62421875
Hits @3: 0.46982421875
Hits @1: 0.3176025390625
Mean rank: 149.2209716796875
Mean reciprocal rank: 0.4206343245877102
35.79509925842285
201
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0.0012606633234068625
202
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Test:
Number of data points: 40932
Hits @10: 0.62587890625
Hits @3: 0.47060546875
Hits @1: 0.32001953125
Mean rank: 150.6810546875
Mean reciprocal rank: 0.4222200971177073
32.380125284194946
203
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0.0012580352028409957
204
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Test:
Number of data points: 40932
Hits @10: 0.6257568359375
Hits @3: 0.471435546875
Hits @1: 0.3208251953125
Mean rank: 150.10087890625
Mean reciprocal rank: 0.4229419257012439
32.3653244972229
205
83.68270230293274
0.0012591474797003545
206
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Test:
Number of data points: 40932
Hits @10: 0.6243896484375
Hits @3: 0.46826171875
Hits @1: 0.31953125
Mean rank: 152.93212890625
Mean reciprocal rank: 0.42144627511302063
32.57984948158264
207
82.96815133094788
0.001257563046971734
208
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Test:
Number of data points: 40932
Hits @10: 0.624267578125
Hits @3: 0.4668701171875
Hits @1: 0.3179931640625
Mean rank: 150.2026123046875
Mean reciprocal rank: 0.42001202276762833
32.27716374397278
209
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0.0012583284904487814
210
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Test:
Number of data points: 40932
Hits @10: 0.6264892578125
Hits @3: 0.4686767578125
Hits @1: 0.31875
Mean rank: 150.09453125
Mean reciprocal rank: 0.42114214470397826
32.11260461807251
211
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0.0012563049010176244
212
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Test:
Number of data points: 40932
Hits @10: 0.6252197265625
Hits @3: 0.46904296875
Hits @1: 0.319580078125
Mean rank: 151.4292236328125
Mean reciprocal rank: 0.42163546058708584
32.6543755531311
213
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0.001252744091837866
214
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Test:
Number of data points: 40932
Hits @10: 0.6245849609375
Hits @3: 0.469482421875
Hits @1: 0.318212890625
Mean rank: 152.3684326171875
Mean reciprocal rank: 0.4206379467056863
32.81664705276489
215
81.95715522766113
0.0012553139238490954
216
84.00404286384583
0.001254023004991886
Test:
Number of data points: 40932
Hits @10: 0.62734375
Hits @3: 0.4702880859375
Hits @1: 0.320751953125
Mean rank: 150.4195556640625
Mean reciprocal rank: 0.4229087769069319
31.309881925582886
217
84.20047855377197
0.001254455487912473
218
83.37388920783997
0.001255996483597013
Test:
Number of data points: 40932
Hits @10: 0.62431640625
Hits @3: 0.4667236328125
Hits @1: 0.3178955078125
Mean rank: 149.83056640625
Mean reciprocal rank: 0.4197868820344991
32.22084927558899
219
84.01180934906006
0.0012553693718698798
220
83.30094480514526
0.001255414916528787
Test:
Number of data points: 40932
Hits @10: 0.62373046875
Hits @3: 0.46904296875
Hits @1: 0.31806640625
Mean rank: 154.6781982421875
Mean reciprocal rank: 0.4204341680099869
31.908669471740723
221
84.49296045303345
0.0012530092827569789
222
84.90860080718994
0.0012522526618698215
Test:
Number of data points: 40932
Hits @10: 0.626904296875
Hits @3: 0.469677734375
Hits @1: 0.31923828125
Mean rank: 153.1430419921875
Mean reciprocal rank: 0.42173754346064773
32.05799651145935
223
84.53063344955444
0.0012513953868029083
224
83.55271625518799
0.0012501118562391234
Test:
Number of data points: 40932
Hits @10: 0.6230224609375
Hits @3: 0.4670654296875
Hits @1: 0.3197998046875
Mean rank: 156.2223388671875
Mean reciprocal rank: 0.42105396926333194
32.70744752883911
225
82.88461303710938
0.001253844297124853
226
82.40176773071289
0.0012550293883850049
Test:
Number of data points: 40932
Hits @10: 0.6247314453125
Hits @3: 0.4677734375
Hits @1: 0.3184814453125
Mean rank: 153.2882080078125
Mean reciprocal rank: 0.4205009565113258
32.43756341934204
227
82.9030351638794
0.0012533033232833457
228
82.7510929107666
0.0012512943905412068
Test:
Number of data points: 40932
Hits @10: 0.6255126953125
Hits @3: 0.4687744140625
Hits @1: 0.318798828125
Mean rank: 152.300341796875
Mean reciprocal rank: 0.42112880602241043
32.89991998672485
229
83.12966632843018
0.001252344113866138
230
84.40415477752686
0.0012506304969453913
Test:
Number of data points: 40932
Hits @10: 0.622607421875
Hits @3: 0.4673583984375
Hits @1: 0.3166748046875
Mean rank: 150.8154541015625
Mean reciprocal rank: 0.4194014535130071
32.7389919757843
231
85.037846326828
0.0012502838109229874
232
84.46886587142944
0.0012520645622713252
Test:
Number of data points: 40932
Hits @10: 0.625048828125
Hits @3: 0.4678466796875
Hits @1: 0.316943359375
Mean rank: 150.637451171875
Mean reciprocal rank: 0.41982462250701535
32.34320020675659
233
84.97851872444153
0.0012496496784564458
234
83.65557527542114
0.0012473929519207878
Test:
Number of data points: 40932
Hits @10: 0.625048828125
Hits @3: 0.4682861328125
Hits @1: 0.3160400390625
Mean rank: 152.5186767578125
Mean reciprocal rank: 0.4192766102291709
31.981688022613525
235
83.63859486579895
0.001249065240009282
236
83.1609878540039
0.0012471377406802634
Test:
Number of data points: 40932
Hits @10: 0.6268310546875
Hits @3: 0.4706298828125
Hits @1: 0.318896484375
Mean rank: 151.8005615234375
Mean reciprocal rank: 0.42214482888163574
32.298155069351196
237
84.78690075874329
0.001248666091869848
238
84.0612223148346
0.0012515450841707424
Test:
Number of data points: 40932
Hits @10: 0.6252685546875
Hits @3: 0.46884765625
Hits @1: 0.31865234375
Mean rank: 152.6923828125
Mean reciprocal rank: 0.4211372493129001
31.711585760116577
239
83.4834361076355
0.001248994308253193
240
83.24482679367065
0.0012471831996694336
Test:
Number of data points: 40932
Hits @10: 0.623486328125
Hits @3: 0.4672119140625
Hits @1: 0.3163818359375
Mean rank: 152.1011474609375
Mean reciprocal rank: 0.4190082804336802
31.95771336555481
241
84.19768595695496
0.0012445765963365507
242
84.3616840839386
0.0012483303199331158
Test:
Number of data points: 40932
Hits @10: 0.625048828125
Hits @3: 0.4661376953125
Hits @1: 0.317626953125
Mean rank: 150.0121337890625
Mean reciprocal rank: 0.4198070696333214
32.78896117210388
243
85.75185537338257
0.0012503022091208487
244
85.04574275016785
0.0012502423656754133
Test:
Number of data points: 40932
Hits @10: 0.62529296875
Hits @3: 0.465966796875
Hits @1: 0.316259765625
Mean rank: 149.65703125
Mean reciprocal rank: 0.4188781285959019
32.46152877807617
245
85.12706518173218
0.0012460885264982398
246
84.44622683525085
0.0012463816246575015
Test:
Number of data points: 40932
Hits @10: 0.6281005859375
Hits @3: 0.4687255859375
Hits @1: 0.31748046875
Mean rank: 151.3656005859375
Mean reciprocal rank: 0.42058956423372146
32.954360246658325
247
85.43226909637451
0.001247368703305753
248
84.43761539459229
0.0012499132838386755
Test:
Number of data points: 40932
Hits @10: 0.6262451171875
Hits @3: 0.469287109375
Hits @1: 0.318212890625
Mean rank: 151.755859375
Mean reciprocal rank: 0.4209026851869019
32.17508125305176
249
84.08964014053345
0.0012447728756536595
250
83.21897006034851
0.0012448885715884977
Test:
Number of data points: 40932
Hits @10: 0.627197265625
Hits @3: 0.4660400390625
Hits @1: 0.3156005859375
Mean rank: 150.1244140625
Mean reciprocal rank: 0.419057814995922
32.160122871398926
251
84.26310682296753
0.001246599810054669
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