Index: /birds/pred20130709.csv
===================================================================
--- /birds/pred20130709.csv	(revision 68)
+++ /birds/pred20130709.csv	(revision 69)
@@ -1,6138 +1,6138 @@
 rec_id,species,probability
-1,0,0.997842
-1,1,0.986499
-1,2,0.995655
-1,3,0.999985
-1,4,0.987676
-1,5,0.986484
-1,6,0.976519
-1,7,0.999961
-1,8,0.970065
-1,9,0.980781
-1,10,0.897750
-1,11,0.969957
-1,12,0.991587
-1,13,1.000000
-1,14,0.988856
-1,15,0.997282
-1,16,0.998925
-1,17,0.999575
-1,18,0.933944
-2,0,0.997309
-2,1,0.981062
-2,2,0.995598
-2,3,0.999664
-2,4,0.982657
-2,5,0.990861
-2,6,0.982205
-2,7,0.999967
-2,8,0.965212
-2,9,0.985115
-2,10,0.903619
-2,11,0.968878
-2,12,0.992411
-2,13,1.000000
-2,14,0.987483
-2,15,0.997525
-2,16,0.999063
-2,17,0.999391
-2,18,0.948002
-5,0,0.996357
-5,1,0.742427
-5,2,0.923068
-5,3,1.000000
-5,4,0.891982
-5,5,0.990045
-5,6,0.907161
-5,7,0.960203
-5,8,0.981228
-5,9,0.860413
-5,10,0.389497
-5,11,0.842285
-5,12,0.771584
-5,13,1.000000
-5,14,0.912223
-5,15,0.897895
-5,16,1.000000
-5,17,1.000000
-5,18,0.840989
-7,0,0.993323
-7,1,0.959490
-7,2,0.986884
-7,3,0.998905
-7,4,0.984388
-7,5,0.991490
-7,6,0.974136
-7,7,0.999517
-7,8,0.961821
-7,9,0.975339
-7,10,0.893779
-7,11,0.981712
-7,12,0.987024
-7,13,1.000000
-7,14,0.983513
-7,15,0.995468
-7,16,0.998750
-7,17,0.998354
-7,18,0.965294
-8,0,0.997393
-8,1,0.968214
-8,2,0.993609
-8,3,0.999258
-8,4,0.988188
-8,5,0.975186
-8,6,0.967080
-8,7,0.999809
-8,8,0.964638
-8,9,0.979428
-8,10,0.884136
-8,11,0.987411
-8,12,0.985509
-8,13,1.000000
-8,14,0.982589
-8,15,0.999836
-8,16,0.999376
-8,17,0.999984
-8,18,0.952049
-11,0,0.997207
-11,1,0.956016
-11,2,0.996852
-11,3,0.999860
-11,4,0.991346
-11,5,0.977969
-11,6,0.961640
-11,7,0.999760
-11,8,0.949789
-11,9,0.978929
-11,10,0.864572
-11,11,0.988571
-11,12,0.972083
-11,13,1.000000
-11,14,0.982135
-11,15,1.000000
-11,16,0.999192
-11,17,1.000000
-11,18,0.938524
-13,0,0.932561
-13,1,0.846971
-13,2,0.892433
-13,3,0.997935
-13,4,0.964831
-13,5,0.962698
-13,6,0.925325
-13,7,0.884654
-13,8,0.932040
-13,9,0.857541
-13,10,0.880883
-13,11,0.969269
-13,12,0.948565
-13,13,1.000000
-13,14,0.910838
-13,15,0.988057
-13,16,0.982121
-13,17,0.996743
-13,18,0.981153
-18,0,0.997819
-18,1,0.982809
-18,2,0.995321
-18,3,0.999981
-18,4,0.994645
-18,5,0.994076
-18,6,0.982548
-18,7,0.999984
-18,8,0.963700
-18,9,0.992902
-18,10,0.911708
-18,11,0.984487
-18,12,0.996260
-18,13,1.000000
-18,14,0.994095
-18,15,0.998562
-18,16,0.999625
-18,17,0.999309
-18,18,0.959064
-23,0,0.998939
-23,1,0.978062
-23,2,0.996512
-23,3,0.997740
-23,4,0.994605
-23,5,0.989730
-23,6,0.976825
-23,7,0.999921
-23,8,0.964118
-23,9,0.987939
-23,10,0.875404
-23,11,0.996392
-23,12,0.982452
-23,13,1.000000
-23,14,0.992382
-23,15,0.999900
-23,16,0.999917
-23,17,0.999995
-23,18,0.936873
-28,0,0.977391
-28,1,0.814518
-28,2,0.974604
-28,3,0.999906
-28,4,0.996695
-28,5,0.973823
-28,6,0.914710
-28,7,0.966862
-28,8,0.897671
-28,9,0.958703
-28,10,0.857673
-28,11,0.996464
-28,12,0.936069
-28,13,1.000000
-28,14,0.971168
-28,15,1.000000
-28,16,0.998646
-28,17,1.000000
-28,18,0.976242
-29,0,0.967740
-29,1,0.851632
-29,2,0.955631
-29,3,1.000000
-29,4,0.996263
-29,5,0.994081
-29,6,0.972892
-29,7,0.998423
-29,8,0.957055
-29,9,0.980253
-29,10,0.763556
-29,11,0.960222
-29,12,0.959455
-29,13,1.000000
-29,14,0.983513
-29,15,0.987955
-29,16,1.000000
-29,17,1.000000
-29,18,0.935292
-30,0,0.997063
-30,1,0.982272
-30,2,0.993725
-30,3,0.999964
-30,4,0.989197
-30,5,0.992755
-30,6,0.979744
-30,7,0.999954
-30,8,0.971408
-30,9,0.985643
-30,10,0.903831
-30,11,0.974825
-30,12,0.994185
-30,13,1.000000
-30,14,0.991077
-30,15,0.992038
-30,16,0.999089
-30,17,0.996312
-30,18,0.953159
-31,0,0.995688
-31,1,0.964187
-31,2,0.978605
-31,3,0.999999
-31,4,0.982199
-31,5,0.986165
-31,6,0.944730
-31,7,0.997601
-31,8,0.918366
-31,9,0.939383
-31,10,0.832834
-31,11,0.968970
-31,12,0.966708
-31,13,1.000000
-31,14,0.971767
-31,15,0.993067
-31,16,0.994437
-31,17,0.999227
-31,18,0.943260
-32,0,0.989346
-32,1,0.707751
-32,2,0.823714
-32,3,0.987958
-32,4,0.779014
-32,5,0.846945
-32,6,0.836273
-32,7,0.743674
-32,8,0.781763
-32,9,0.794893
-32,10,0.740986
-32,11,0.929918
-32,12,0.883159
-32,13,1.000000
-32,14,0.601948
-32,15,0.966041
-32,16,0.930263
-32,17,0.994521
-32,18,0.977920
-33,0,0.997588
-33,1,0.957034
-33,2,0.980382
-33,3,0.999750
-33,4,0.971090
-33,5,0.963904
-33,6,0.943127
-33,7,0.998228
-33,8,0.936860
-33,9,0.948216
-33,10,0.831641
-33,11,0.979265
-33,12,0.968183
-33,13,1.000000
-33,14,0.957982
-33,15,0.986750
-33,16,0.997618
-33,17,0.998562
-33,18,0.949386
-34,0,0.994939
-34,1,0.999618
-34,2,0.887647
-34,3,1.000000
-34,4,1.000000
-34,5,0.999996
-34,6,0.710904
-34,7,0.970260
-34,8,0.996239
-34,9,0.929235
-34,10,0.741342
-34,11,0.999092
-34,12,0.996298
-34,13,1.000000
-34,14,0.999998
-34,15,0.906960
-34,16,0.994927
-34,17,0.726229
-34,18,0.747624
-35,0,0.999102
-35,1,0.981183
-35,2,0.995520
-35,3,0.997320
-35,4,0.981682
-35,5,0.973946
-35,6,0.970200
-35,7,0.999911
-35,8,0.975281
-35,9,0.977617
-35,10,0.865070
-35,11,0.988254
-35,12,0.983602
-35,13,1.000000
-35,14,0.983989
-35,15,0.997368
-35,16,0.999645
-35,17,0.999783
-35,18,0.927782
-38,0,0.999965
-38,1,0.990625
-38,2,0.990457
-38,3,1.000000
-38,4,0.999145
-38,5,0.993571
-38,6,0.886562
-38,7,0.999717
-38,8,0.839196
-38,9,0.984554
-38,10,0.611861
-38,11,0.998544
-38,12,0.962616
-38,13,1.000000
-38,14,0.996315
-38,15,0.997578
-38,16,0.999895
-38,17,0.999945
-38,18,0.837265
-41,0,0.967955
-41,1,0.868050
-41,2,0.969638
-41,3,1.000000
-41,4,0.995246
-41,5,0.981858
-41,6,0.972994
-41,7,0.999559
-41,8,0.902304
-41,9,0.983772
-41,10,0.795785
-41,11,0.912167
-41,12,0.966751
-41,13,1.000000
-41,14,0.968936
-41,15,0.997597
-41,16,1.000000
-41,17,1.000000
-41,18,0.934178
-42,0,0.816979
-42,1,0.787313
-42,2,0.864939
-42,3,1.000000
-42,4,0.995272
-42,5,0.991076
-42,6,0.894861
-42,7,0.800389
-42,8,0.911676
-42,9,0.906898
-42,10,0.882138
-42,11,0.971532
-42,12,0.971105
-42,13,1.000000
-42,14,0.968649
-42,15,0.999991
-42,16,0.948571
-42,17,0.999996
-42,18,0.986698
-43,0,0.915701
-43,1,0.863951
-43,2,0.948988
-43,3,1.000000
-43,4,0.997249
-43,5,0.985995
-43,6,0.895526
-43,7,0.947737
-43,8,0.958307
-43,9,0.931331
-43,10,0.884088
-43,11,0.982793
-43,12,0.976080
-43,13,1.000000
-43,14,0.981717
-43,15,1.000000
-43,16,0.981252
-43,17,1.000000
-43,18,0.979752
-45,0,0.961546
-45,1,0.899161
-45,2,0.946483
-45,3,0.999995
-45,4,0.970969
-45,5,0.997184
-45,6,0.953991
-45,7,0.956381
-45,8,0.846587
-45,9,0.884324
-45,10,0.837052
-45,11,0.950083
-45,12,0.922552
-45,13,1.000000
-45,14,0.958135
-45,15,0.997706
-45,16,0.972956
-45,17,0.999621
-45,18,0.964220
-48,0,0.988263
-48,1,0.887009
-48,2,0.960378
-48,3,1.000000
-48,4,0.995187
-48,5,0.986627
-48,6,0.957214
-48,7,0.999436
-48,8,0.697001
-48,9,0.980280
-48,10,0.686052
-48,11,0.850789
-48,12,0.946522
-48,13,1.000000
-48,14,0.959633
-48,15,0.995411
-48,16,1.000000
-48,17,1.000000
-48,18,0.902090
-49,0,0.997652
-49,1,0.986056
-49,2,0.994996
-49,3,0.999999
-49,4,0.991620
-49,5,0.988159
-49,6,0.969891
-49,7,0.999906
-49,8,0.966647
-49,9,0.974720
-49,10,0.883618
-49,11,0.976319
-49,12,0.987346
-49,13,1.000000
-49,14,0.990031
-49,15,0.999162
-49,16,0.998744
-49,17,0.999922
-49,18,0.924789
-50,0,0.997353
-50,1,0.953347
-50,2,0.982002
-50,3,0.991901
-50,4,0.976530
-50,5,0.998572
-50,6,0.971391
-50,7,0.994367
-50,8,0.968817
-50,9,0.945149
-50,10,0.791738
-50,11,0.993950
-50,12,0.934195
-50,13,1.000000
-50,14,0.988201
-50,15,0.956417
-50,16,0.999397
-50,17,0.989816
-50,18,0.937350
-52,0,0.990509
-52,1,0.930518
-52,2,0.906970
-52,3,1.000000
-52,4,0.997242
-52,5,0.999991
-52,6,0.924395
-52,7,0.944036
-52,8,0.887918
-52,9,0.940283
-52,10,0.605324
-52,11,0.943592
-52,12,0.970907
-52,13,1.000000
-52,14,0.998003
-52,15,0.999518
-52,16,0.843666
-52,17,0.997048
-52,18,0.944288
-53,0,0.996966
-53,1,0.981353
-53,2,0.994869
-53,3,0.998620
-53,4,0.968235
-53,5,0.979850
-53,6,0.976230
-53,7,0.999886
-53,8,0.974201
-53,9,0.965855
-53,10,0.893276
-53,11,0.963141
-53,12,0.984439
-53,13,1.000000
-53,14,0.978643
-53,15,0.994217
-53,16,0.998432
-53,17,0.999346
-53,18,0.933137
-58,0,0.974919
-58,1,0.808541
-58,2,0.879202
-58,3,0.976865
-58,4,0.978351
-58,5,0.944300
-58,6,0.896815
-58,7,0.812058
-58,8,0.948861
-58,9,0.886399
-58,10,0.846167
-58,11,0.992866
-58,12,0.936495
-58,13,1.000000
-58,14,0.925527
-58,15,0.993830
-58,16,0.996428
-58,17,0.998602
-58,18,0.981929
-60,0,0.969867
-60,1,0.838537
-60,2,0.873582
-60,3,0.995617
-60,4,0.985034
-60,5,0.974432
-60,6,0.919029
-60,7,0.863163
-60,8,0.933813
-60,9,0.907342
-60,10,0.858756
-60,11,0.992877
-60,12,0.948053
-60,13,1.000000
-60,14,0.948889
-60,15,0.978350
-60,16,0.996929
-60,17,0.992776
-60,18,0.982600
-63,0,0.924471
-63,1,0.829899
-63,2,0.883819
-63,3,0.995278
-63,4,0.969735
-63,5,0.973319
-63,6,0.931509
-63,7,0.892791
-63,8,0.952579
-63,9,0.884154
-63,10,0.887496
-63,11,0.975032
-63,12,0.963326
-63,13,1.000000
-63,14,0.931269
-63,15,0.986702
-63,16,0.986085
-63,17,0.992234
-63,18,0.984626
-64,0,0.994357
-64,1,0.954847
-64,2,0.991275
-64,3,0.999184
-64,4,0.982077
-64,5,0.972435
-64,6,0.961474
-64,7,0.999267
-64,8,0.955824
-64,9,0.963525
-64,10,0.880261
-64,11,0.980527
-64,12,0.975010
-64,13,1.000000
-64,14,0.971723
-64,15,0.999935
-64,16,0.998248
-64,17,0.999996
-64,18,0.953515
-66,0,0.966223
-66,1,0.867258
-66,2,0.930803
-66,3,0.985212
-66,4,0.957961
-66,5,0.992615
-66,6,0.952039
-66,7,0.921931
-66,8,0.942548
-66,9,0.879392
-66,10,0.850820
-66,11,0.980310
-66,12,0.927526
-66,13,1.000000
-66,14,0.949211
-66,15,0.980316
-66,16,0.992536
-66,17,0.994087
-66,18,0.973571
-67,0,0.933286
-67,1,0.840478
-67,2,0.873365
-67,3,0.999041
-67,4,0.970572
-67,5,0.974524
-67,6,0.918907
-67,7,0.814303
-67,8,0.943535
-67,9,0.844626
-67,10,0.868992
-67,11,0.976044
-67,12,0.943059
-67,13,1.000000
-67,14,0.927672
-67,15,0.984755
-67,16,0.983004
-67,17,0.994719
-67,18,0.980815
-69,0,0.954749
-69,1,0.843347
-69,2,0.906889
-69,3,0.999902
-69,4,0.972599
-69,5,0.996634
-69,6,0.937409
-69,7,0.772422
-69,8,0.899492
-69,9,0.842183
-69,10,0.814471
-69,11,0.978936
-69,12,0.882449
-69,13,1.000000
-69,14,0.955167
-69,15,0.996828
-69,16,0.983263
-69,17,0.999371
-69,18,0.970280
-70,0,0.993686
-70,1,0.776031
-70,2,0.887523
-70,3,0.996498
-70,4,0.700736
-70,5,0.948645
-70,6,0.842685
-70,7,0.705952
-70,8,0.919358
-70,9,0.702549
-70,10,0.667711
-70,11,0.916515
-70,12,0.833509
-70,13,1.000000
-70,14,0.730357
-70,15,0.980586
-70,16,0.897396
-70,17,0.996575
-70,18,0.959224
-71,0,0.988941
-71,1,0.977887
-71,2,0.950712
-71,3,1.000000
-71,4,0.994229
-71,5,0.993341
-71,6,0.896942
-71,7,0.990867
-71,8,0.910174
-71,9,0.882638
-71,10,0.818891
-71,11,0.915111
-71,12,0.974075
-71,13,1.000000
-71,14,0.984281
-71,15,0.984770
-71,16,0.934231
-71,17,0.996721
-71,18,0.932423
-73,0,0.995787
-73,1,0.747170
-73,2,0.863005
-73,3,0.997955
-73,4,0.715386
-73,5,0.835437
-73,6,0.823694
-73,7,0.924593
-73,8,0.857247
-73,9,0.852186
-73,10,0.710955
-73,11,0.880828
-73,12,0.943851
-73,13,1.000000
-73,14,0.632319
-73,15,0.960151
-73,16,0.894865
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