-
Notifications
You must be signed in to change notification settings - Fork 0
/
Example_output_to_console.txt
3273 lines (2972 loc) · 150 KB
/
Example_output_to_console.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
Example of the output from the console from running the genetic algorithm component python file
For convenience the final output has been copied below
****************************************************************************************************
The algorithm generated a team with the top score of 195.8558.
A similar score was, achieved by the following historical teams:
The 1933 New York Yankees had a winning percentage of 0.599 would be likely made the playoffs
The 1984 Chicago Cubs had a winning percentage of 0.596 would be likely made the playoffs
The 1956 Cleveland Indians had a winning percentage of 0.568 would be likely made the playoffs
The 1976 Los Angeles Dodgers had a winning percentage of 0.568 would be likely made the playoffs
The 1901 Philadelphia Phillies had a winning percentage of 0.593 would be likely made the playoffs
The 1907 Chicago White Sox had a winning percentage of 0.554 would not have likely made the playoffs
The 1916 Boston Red Sox had a winning percentage of 0.583 would be likely made the playoffs
The 1920 Brooklyn Robins had a winning percentage of 0.600 would be likely made the playoffs
The 1915 Philadelphia Phillies had a winning percentage of 0.588 would be likely made the playoffs
Of the 9 teams with fitness scores near the one generated by the algorithm
8: would have been very likely to make the playoffs in the modern era
For a 88.900 percent chance of a team with the top score making the playoffs
Process finished with exit code 0
****************************************************************************************************
R AB ... FP Classification
774 1.075062 0.995591 ... 1.001937 3
639 1.060713 0.988384 ... 1.003881 2
1438 1.160663 1.004416 ... 0.999142 3
1434 1.041007 0.997883 ... 0.999142 2
269 0.951030 0.981439 ... 0.997375 0
52 1.079928 1.012476 ... 0.982104 0
2291 0.913774 1.005140 ... 0.997661 0
244 0.776763 1.014650 ... 0.998030 0
1047 1.077307 0.997713 ... 0.998713 1
669 1.102884 1.047323 ... 0.994819 0
1561 0.980922 1.010561 ... 0.996838 1
1215 0.989028 1.003947 ... 0.997429 0
319 0.801363 0.985153 ... 0.997375 0
2090 0.863878 0.986143 ... 1.003756 0
2141 0.850587 0.988284 ... 1.001937 0
214 1.124141 1.003831 ... 0.994052 3
904 0.866420 0.928014 ... 1.001290 1
221 0.997978 1.014011 ... 0.994052 0
980 1.045534 1.011612 ... 1.000000 2
2549 1.149233 1.019841 ... 0.998984 2
1828 1.105429 1.015999 ... 1.005128 1
937 1.055140 0.999763 ... 0.998713 2
1471 1.003007 0.988492 ... 0.999142 1
1485 0.946553 1.007079 ... 0.997429 0
1621 1.149906 1.030180 ... 1.005525 3
1902 1.185975 1.003464 ... 1.003150 0
1190 1.070465 1.019623 ... 0.998970 2
1011 1.198183 1.000725 ... 1.008360 3
625 1.065304 1.020874 ... 0.997403 2
644 0.824665 0.993487 ... 0.994819 0
... ... ... ... ... ...
2097 1.050990 1.013965 ... 1.003756 3
1581 0.851707 0.987436 ... 0.996838 0
686 0.855701 0.990174 ... 0.994175 1
411 1.129670 0.990732 ... 1.003047 3
2359 0.865706 0.986989 ... 0.998441 0
1938 0.901840 0.984187 ... 0.994143 0
2263 0.985626 0.999026 ... 0.999152 2
2491 0.964933 1.023171 ... 0.997526 0
184 0.810987 1.019700 ... 1.000000 0
861 0.630715 0.966987 ... 0.992889 0
61 1.116602 1.064904 ... 1.009579 3
10 0.992096 1.006800 ... 1.006152 3
770 1.088318 0.996522 ... 1.001937 2
2558 0.954911 0.991221 ... 0.998984 1
1407 0.807238 0.966898 ... 0.996149 0
2310 0.963600 0.986369 ... 0.995762 1
846 0.988539 0.987164 ... 0.992889 2
1659 0.934622 0.996719 ... 0.995264 1
674 0.840901 0.993684 ... 1.004531 0
2244 1.217916 1.025377 ... 0.998135 3
919 0.840752 1.003830 ... 1.000000 0
640 1.108802 1.014908 ... 1.003881 3
668 1.111062 0.987814 ... 1.005181 3
1449 1.030537 0.967397 ... 0.999142 2
803 0.953857 1.008494 ... 1.002584 2
2120 1.038004 1.009265 ... 0.996840 1
1739 0.992613 1.003620 ... 0.996444 0
1817 1.057627 0.990331 ... 1.005128 2
2550 0.954911 0.986692 ... 0.998984 0
2555 0.986792 0.989409 ... 1.000000 1
[1950 rows x 27 columns]
<class 'pandas.core.frame.DataFrame'>
R AB ... FP Classification
136 1.292017 1.047862 ... 1.015138 3
226 1.045235 1.014632 ... 1.011192 3
166 1.139422 1.024269 ... 1.004452 3
271 1.005066 1.005221 ... 0.997375 1
1594 0.964937 0.997364 ... 0.997627 1
1747 0.916905 0.988540 ... 0.996444 3
1781 1.053966 0.994386 ... 0.994088 1
145 0.984454 0.983975 ... 0.993767 0
2085 1.088123 1.010316 ... 1.003071 2
788 0.749937 0.988084 ... 1.003232 1
1614 1.082264 1.001006 ... 1.005525 3
444 0.804590 0.978432 ... 0.991520 0
1905 0.821637 0.976717 ... 0.992913 0
1140 1.111778 0.988597 ... 1.009009 2
256 0.887967 0.990408 ... 0.998030 0
59 1.379648 1.068400 ... 1.009579 3
941 0.870417 0.995973 ... 0.998713 0
1637 1.168636 0.997801 ... 1.005525 3
1825 0.966504 1.004166 ... 0.994872 2
2156 1.004785 0.975613 ... 1.000407 2
234 1.279037 0.998921 ... 1.000658 3
137 1.048739 1.019421 ... 0.993767 0
1090 0.898082 0.991968 ... 1.006418 1
1457 1.004480 0.999262 ... 1.009442 2
434 0.989988 0.979994 ... 1.012394 3
2415 0.976850 0.988550 ... 1.000847 2
270 1.122143 1.005221 ... 1.007874 3
1213 1.048461 0.998153 ... 0.997429 0
581 1.030168 0.978117 ... 0.998700 1
1745 1.165058 1.035959 ... 0.996444 2
... ... ... ... ... ...
1488 0.943455 0.992845 ... 0.997429 0
41 0.973875 1.027297 ... 1.014841 3
2019 1.096404 1.011065 ... 0.992690 1
42 0.814796 1.024864 ... 1.003928 0
2227 0.928279 0.978247 ... 1.000305 1
176 0.988537 0.984769 ... 1.002667 3
2384 0.850122 0.997457 ... 0.999288 0
2241 0.789271 0.993827 ... 0.994065 0
614 1.021711 1.004582 ... 1.007792 2
1344 0.946919 0.976601 ... 0.997429 1
574 0.988227 0.998619 ... 1.004531 3
1714 1.141853 1.039455 ... 0.994872 1
2302 0.976313 1.005731 ... 0.999830 0
701 1.114559 1.011090 ... 0.995463 1
1217 1.049985 1.014448 ... 1.007712 1
2284 0.920493 0.979890 ... 0.999695 0
2425 0.964427 1.000042 ... 0.995627 0
2471 0.879469 0.981443 ... 0.998610 0
825 1.228216 1.007965 ... 0.992889 3
2299 0.858679 0.978627 ... 1.001729 1
1465 0.977969 1.006747 ... 0.999142 0
1671 0.935828 0.985384 ... 0.995264 2
519 0.828488 0.959944 ... 0.998700 0
38 1.282980 1.023315 ... 0.993016 3
15 0.725630 0.964170 ... 0.995215 0
250 1.294606 0.995882 ... 1.008536 3
416 1.210723 0.969040 ... 1.003047 3
1486 1.327653 1.040471 ... 1.007712 3
1651 0.992049 0.982650 ... 0.995264 0
1262 0.874419 0.973444 ... 0.997942 0
[650 rows x 27 columns]
<class 'pandas.core.frame.DataFrame'>
Neural_Net_Data_Methods load R AB H ... E DP FP
0 1.060713 0.988384 0.964773 ... 0.990246 0.975773 1.003881
1 1.160663 1.004416 1.015279 ... 0.896571 0.956201 0.999142
2 1.041007 0.997883 1.023757 ... 0.970170 0.987863 0.999142
3 0.951030 0.981439 0.958671 ... 1.028951 0.939180 0.997375
4 1.079928 1.012476 1.013261 ... 1.201201 1.000000 0.982104
5 0.913774 1.005140 0.985429 ... 1.147059 1.252704 0.997661
6 0.776763 1.014650 0.959306 ... 1.106515 0.990264 0.998030
7 1.077307 0.997713 0.999817 ... 0.965639 1.211553 0.998713
8 1.102884 1.047323 1.114462 ... 1.263297 1.080735 0.994819
9 0.980922 1.010561 1.024610 ... 1.142620 1.033406 0.996838
10 0.989028 1.003947 1.005457 ... 1.142857 1.005128 0.997429
11 0.801363 0.985153 0.937010 ... 0.957633 1.087675 0.997375
12 0.863878 0.986143 0.929247 ... 0.906499 1.012111 1.003756
13 0.850587 0.988284 0.918976 ... 0.870322 0.866058 1.001937
14 1.124141 1.003831 1.051780 ... 1.091462 0.886364 0.994052
15 0.866420 0.928014 0.909314 ... 0.750279 1.012314 1.001290
16 0.997978 1.014011 1.038026 ... 1.039322 0.863636 0.994052
17 1.045534 1.011612 1.000754 ... 1.248178 0.852244 1.000000
18 1.149233 1.019841 1.122972 ... 1.039808 1.085106 0.998984
19 1.105429 1.015999 1.104676 ... 0.833683 0.974482 1.005128
20 1.055140 0.999763 0.991138 ... 1.112108 0.923202 0.998713
21 1.003007 0.988492 1.013496 ... 0.874966 0.962341 0.999142
22 0.946553 1.007079 0.990059 ... 0.975044 0.958150 0.997429
23 1.149906 1.030180 1.034317 ... 0.894599 1.317568 1.005525
24 1.185975 1.003464 1.003886 ... 0.990476 1.115646 1.003150
25 1.070465 1.019623 1.071491 ... 0.906905 1.095714 0.998970
26 1.198183 1.000725 1.037984 ... 0.744021 1.070467 1.008360
27 1.065304 1.020874 1.034434 ... 0.966677 0.861698 0.997403
28 0.824665 0.993487 0.961532 ... 1.111717 0.984408 0.994819
29 1.138411 1.019367 1.104897 ... 1.026769 0.891228 0.997429
... ... ... ... ... ... ... ...
1919 1.050990 1.013965 1.016613 ... 0.897948 0.888841 1.003756
1920 0.851707 0.987436 0.934082 ... 1.135434 1.185564 0.996838
1921 0.855701 0.990174 0.948538 ... 1.040081 1.126951 0.994175
1922 1.129670 0.990732 1.030598 ... 0.928131 0.868241 1.003047
1923 0.865706 0.986989 0.943816 ... 1.094378 0.982238 0.998441
1924 0.901840 0.984187 0.919977 ... 1.258790 0.945008 0.994143
1925 0.985626 0.999026 1.024887 ... 1.023373 0.970315 0.999152
1926 0.964933 1.023171 1.064118 ... 1.126620 1.200281 0.997526
1927 0.810987 1.019700 0.940593 ... 1.070285 1.066667 1.000000
1928 0.630715 0.966987 0.887042 ... 1.140746 0.995345 0.992889
1929 1.116602 1.064904 1.061478 ... 0.955408 1.000000 1.009579
1930 0.992096 1.006800 1.021333 ... 0.918926 1.000000 1.006152
1931 1.088318 0.996522 1.013757 ... 1.005747 0.949616 1.001937
1932 0.954911 0.991221 0.941940 ... 1.070693 1.120567 0.998984
1933 0.807238 0.966898 0.861142 ... 1.267176 1.014960 0.996149
1934 0.963600 0.986369 0.967763 ... 1.232475 1.071198 0.995762
1935 0.988539 0.987164 1.006258 ... 1.118962 0.868839 0.992889
1936 0.934622 0.996719 0.999230 ... 1.026713 0.972087 0.995264
1937 0.840901 0.993684 0.937887 ... 1.007747 0.857022 1.004531
1938 1.217916 1.025377 1.086878 ... 1.118130 0.857333 0.998135
1939 0.840752 1.003830 0.936766 ... 0.952978 1.276278 1.000000
1940 1.108802 1.014908 1.014664 ... 0.818029 0.895572 1.003881
1941 1.111062 0.987814 0.983202 ... 0.766435 0.773781 1.005181
1942 1.030537 0.967397 0.929082 ... 0.943407 0.975198 0.999142
1943 0.953857 1.008494 0.972145 ... 0.993298 1.050167 1.002584
1944 1.038004 1.009265 1.043628 ... 1.166232 1.158990 0.996840
1945 0.992613 1.003620 1.004610 ... 1.019756 1.085831 0.996444
1946 1.057627 0.990331 0.980740 ... 0.677854 1.126528 1.005128
1947 0.954911 0.986692 0.949874 ... 1.091283 1.070922 0.998984
1948 0.986792 0.989409 0.985215 ... 1.019218 0.921986 1.000000
[1949 rows x 26 columns]0 2
1 3
2 2
3 0
4 0
5 0
6 0
7 1
8 0
9 1
10 0
11 0
12 0
13 0
14 3
15 1
16 0
17 2
18 2
19 1
20 2
21 1
22 0
23 3
24 0
25 2
26 3
27 2
28 0
29 3
..
1919 3
1920 0
1921 1
1922 3
1923 0
1924 0
1925 2
1926 0
1927 0
1928 0
1929 3
1930 3
1931 2
1932 1
1933 0
1934 1
1935 2
1936 1
1937 0
1938 3
1939 0
1940 3
1941 3
1942 2
1943 2
1944 1
1945 0
1946 2
1947 0
1948 1
Name: Classification, Length: 1949, dtype: int64
INFO:tensorflow:Using default config.
Neural_Net_Data_Methods R AB H ... E DP FP
0 1.045235 1.014632 1.016746 ... 0.810474 0.949928 1.011192
1 1.139422 1.024269 1.093127 ... 1.026868 1.000000 1.004452
2 1.005066 1.005221 1.008104 ... 1.097295 0.905233 0.997375
3 0.964937 0.997364 1.000629 ... 1.054737 1.213418 0.997627
INFO:tensorflow:Using config: {'_eval_distribute': None, '_task_id': 0, '_save_checkpoints_steps': None, '_save_summary_steps': 100, '_is_chief': True, '_keep_checkpoint_max': 5, '_task_type': 'worker', '_global_id_in_cluster': 0, '_service': None, '_keep_checkpoint_every_n_hours': 10000, '_protocol': None, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x11e25ca58>, '_device_fn': None, '_num_worker_replicas': 1, '_log_step_count_steps': 100, '_train_distribute': None, '_session_config': allow_soft_placement: true
4 0.916905 0.988540 0.978525 ... 0.981987 0.719447 0.996444
graph_options {
5 1.053966 0.994386 0.982504 ... 1.123554 0.819638 0.994088
rewrite_options {
meta_optimizer_iterations: ONE
6 0.984454 0.983975 1.000788 ... 1.102864 1.000000 0.993767
}
}
7 1.088123 1.010316 1.038459 ... 0.879536 1.046667 1.003071
8 0.749937 0.988084 0.900528 ... 1.009114 0.892901 1.003232
9 1.082264 1.001006 1.046156 ... 0.905923 0.966216 1.005525
, '_master': '', '_save_checkpoints_secs': 600, '_num_ps_replicas': 0, '_model_dir': '/Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved', '_tf_random_seed': None, '_experimental_distribute': None, '_evaluation_master': ''}
10 0.804590 0.978432 0.955977 ... 1.325192 1.085038 0.991520
11 0.821637 0.976717 0.948391 ... 1.477176 0.925170 0.992913
12 1.111778 0.988597 1.046562 ... 0.807407 1.164725 1.009009
13 0.887967 0.990408 0.988472 ... 0.974872 0.923505 0.998030
14 1.379648 1.068400 1.154454 ... 0.943375 1.000000 1.009579
15 0.870417 0.995973 0.984593 ... 1.090583 0.910199 0.998713
16 1.168636 0.997801 1.048259 ... 0.800232 1.138540 1.005525
17 0.966504 1.004166 0.942771 ... 1.090800 0.836257 0.994872
18 1.004785 0.975613 0.963331 ... 0.974084 0.764374 1.000407
19 1.279037 0.998921 1.058390 ... 0.992488 1.064378 1.000658
20 1.048739 1.019421 0.986242 ... 1.177584 1.000000 0.993767
21 0.898082 0.991968 0.970318 ... 0.831268 1.012739 1.006418
22 1.004480 0.999262 0.979476 ... 0.693492 1.137903 1.009442
23 0.989988 0.979994 0.982795 ... 0.777276 0.930032 1.012394
24 0.976850 0.988550 0.989799 ... 1.008050 1.113828 1.000847
25 1.122143 1.005221 1.064019 ... 0.835311 1.233380 1.007874
26 1.048461 0.998153 1.030034 ... 0.959436 0.841026 0.997429
27 1.030168 0.978117 0.951792 ... 0.965559 1.067106 0.998700
28 1.165058 1.035959 1.142082 ... 1.178385 0.985908 0.996444
29 1.140759 1.042614 1.047703 ... 1.210504 1.000000 0.987867
.. ... ... ... ... ... ... ...
619 0.943455 0.992845 1.000774 ... 1.170052 1.063877 0.997429
620 0.973875 1.027297 1.023461 ... 0.893863 1.000000 1.014841
621 1.096404 1.011065 1.044045 ... 1.120669 1.157822 0.992690
622 0.814796 1.024864 0.912105 ... 0.950169 1.000000 1.003928
623 0.928279 0.978247 0.956034 ... 0.964995 0.996068 1.000305
624 0.988537 0.984769 0.960732 ... 0.935027 1.016787 1.002667
625 0.850122 0.997457 0.990630 ... 0.971332 0.844978 0.999288
626 0.789271 0.993827 0.944028 ... 1.317119 0.957023 0.994065
627 1.021711 1.004582 1.005050 ... 0.901900 1.047824 1.007792
628 0.946919 0.976601 0.916942 ... 0.954792 0.922327 0.997429
629 0.988227 0.998619 1.000412 ... 0.963158 1.105105 1.004531
630 1.141853 1.039455 1.141715 ... 1.109150 1.041812 0.994872
631 0.976313 1.005731 1.035653 ... 0.997718 1.006668 0.999830
632 1.114559 1.011090 1.067198 ... 1.062650 0.909013 0.995463
633 1.049985 1.014448 1.001843 ... 0.832451 1.018803 1.007712
634 0.920493 0.979890 0.937010 ... 1.039216 0.915188 0.999695
635 0.964427 1.000042 0.996851 ... 1.247525 0.935154 0.995627
636 0.879469 0.981443 0.940450 ... 1.100557 1.090909 0.998610
637 1.228216 1.007965 1.077472 ... 1.095658 0.794181 0.992889
638 0.858679 0.978627 0.932236 ... 0.901961 1.012549 1.001729
639 0.977969 1.006747 0.992942 ... 0.887929 1.079382 0.999142
640 0.935828 0.985384 0.942980 ... 1.251217 0.851402 0.995264
641 0.828488 0.959944 0.917107 ... 0.906369 1.023941 0.998700
642 1.282980 1.023315 1.110167 ... 1.076858 1.000000 0.993016
643 0.725630 0.964170 0.839111 ... 1.012956 1.000000 0.995215
644 1.294606 0.995882 1.097251 ... 0.900156 1.034771 1.008536
645 1.210723 0.969040 0.999869 ... 0.911704 0.868241 1.003047
646 1.327653 1.040471 1.142211 ... 0.710389 1.037445 1.007712
647 0.992049 0.982650 0.888051 ... 1.207898 0.932138 0.995264
648 0.874419 0.973444 0.925497 ... 0.973389 1.045840 0.997942
[649 rows x 26 columns]0 3
1 3
2 1
3 1
4 3
5 1
6 0
7 2
8 1
9 3
10 0
11 0
12 2
13 0
14 3
15 0
16 3
17 2
18 2
19 3
20 0
21 1
22 2
23 3
24 2
25 3
26 0
27 1
28 2
29 2
..
619 0
620 3
621 1
622 0
623 1
624 3
625 0
626 0
627 2
628 1
629 3
630 1
631 0
632 1
633 1
634 0
635 0
636 0
637 3
638 1
639 0
640 2
641 0
642 3
643 0
644 3
645 3
646 3
647 0
648 0
Name: Classification, Length: 649, dtype: int64
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Create CheckpointSaverHook.
INFO:tensorflow:Graph was finalized.
2018-12-16 23:22:20.500483: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-198000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Saving checkpoints for 198000 into /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt.
INFO:tensorflow:loss = 185.4886, step = 198001
INFO:tensorflow:global_step/sec: 46.8858
INFO:tensorflow:loss = 167.44914, step = 198101 (2.133 sec)
INFO:tensorflow:global_step/sec: 66.1103
INFO:tensorflow:loss = 152.96028, step = 198201 (1.512 sec)
INFO:tensorflow:global_step/sec: 57.984
INFO:tensorflow:loss = 191.90045, step = 198301 (1.725 sec)
INFO:tensorflow:global_step/sec: 66.5395
INFO:tensorflow:loss = 180.20793, step = 198401 (1.503 sec)
INFO:tensorflow:global_step/sec: 60.8112
INFO:tensorflow:loss = 161.1411, step = 198501 (1.644 sec)
INFO:tensorflow:global_step/sec: 67.0987
INFO:tensorflow:loss = 182.90898, step = 198601 (1.490 sec)
INFO:tensorflow:global_step/sec: 62.8877
INFO:tensorflow:loss = 183.56718, step = 198701 (1.591 sec)
INFO:tensorflow:global_step/sec: 62.1189
INFO:tensorflow:loss = 170.75261, step = 198801 (1.609 sec)
INFO:tensorflow:global_step/sec: 68.718
INFO:tensorflow:loss = 158.92473, step = 198901 (1.455 sec)
INFO:tensorflow:global_step/sec: 66.7192
INFO:tensorflow:loss = 170.00687, step = 199001 (1.499 sec)
INFO:tensorflow:global_step/sec: 70.0563
INFO:tensorflow:loss = 173.13277, step = 199101 (1.427 sec)
INFO:tensorflow:global_step/sec: 72.785
INFO:tensorflow:loss = 160.94717, step = 199201 (1.374 sec)
INFO:tensorflow:global_step/sec: 72.7816
INFO:tensorflow:loss = 182.30582, step = 199301 (1.374 sec)
INFO:tensorflow:global_step/sec: 65.541
INFO:tensorflow:loss = 176.34007, step = 199401 (1.526 sec)
INFO:tensorflow:global_step/sec: 75.2619
INFO:tensorflow:loss = 165.00099, step = 199501 (1.329 sec)
INFO:tensorflow:global_step/sec: 66.3315
INFO:tensorflow:loss = 165.68623, step = 199601 (1.507 sec)
INFO:tensorflow:global_step/sec: 72.5846
INFO:tensorflow:loss = 201.91753, step = 199701 (1.378 sec)
INFO:tensorflow:global_step/sec: 66.1029
INFO:tensorflow:loss = 172.36905, step = 199801 (1.513 sec)
INFO:tensorflow:global_step/sec: 68.9218
INFO:tensorflow:loss = 183.2349, step = 199901 (1.451 sec)
INFO:tensorflow:global_step/sec: 68.0708
INFO:tensorflow:loss = 163.49573, step = 200001 (1.469 sec)
INFO:tensorflow:global_step/sec: 72.4459
INFO:tensorflow:loss = 174.50209, step = 200101 (1.380 sec)
INFO:tensorflow:global_step/sec: 70.9755
INFO:tensorflow:loss = 171.70602, step = 200201 (1.409 sec)
INFO:tensorflow:global_step/sec: 71.5226
INFO:tensorflow:loss = 162.57503, step = 200301 (1.398 sec)
INFO:tensorflow:global_step/sec: 73.4657
INFO:tensorflow:loss = 179.01775, step = 200401 (1.362 sec)
INFO:tensorflow:global_step/sec: 70.1404
INFO:tensorflow:loss = 183.69577, step = 200501 (1.425 sec)
INFO:tensorflow:global_step/sec: 74.6966
INFO:tensorflow:loss = 193.39694, step = 200601 (1.339 sec)
INFO:tensorflow:global_step/sec: 64.7551
INFO:tensorflow:loss = 157.30254, step = 200701 (1.544 sec)
INFO:tensorflow:global_step/sec: 75.037
INFO:tensorflow:loss = 171.55424, step = 200801 (1.333 sec)
INFO:tensorflow:global_step/sec: 66.4547
INFO:tensorflow:loss = 180.84352, step = 200901 (1.504 sec)
INFO:tensorflow:Saving checkpoints for 201000 into /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt.
INFO:tensorflow:Loss for final step: 183.02235.
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Starting evaluation at 2018-12-17-04:23:06
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
INFO:tensorflow:Finished evaluation at 2018-12-17-04:23:07
INFO:tensorflow:Saving dict for global step 201000: accuracy = 0.73343605, average_loss = 0.5899165, global_step = 201000, loss = 127.618614
INFO:tensorflow:Saving 'checkpoint_path' summary for global step 201000: /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
Test set accuracy: 0.733
yearID lgID teamID ... teamIDBR teamIDlahman45 teamIDretro
0 1888 AA BL2 ... BAL BL2 BL2
1 1888 AA BR3 ... BRO BR3 BR3
2 1888 NL BSN ... BSN BSN BSN
3 1888 NL CHN ... CHC CHN CHN
4 1888 AA CL3 ... CLE CL3 CL3
5 1888 AA CN2 ... CIN CN2 CN2
6 1888 NL DTN ... DTN DTN DTN
7 1888 NL IN3 ... IND IN3 IN3
8 1888 AA KC2 ... KCC KC2 KC2
9 1888 AA LS2 ... LOU LS2 LS2
10 1888 NL NY1 ... NYG NY1 NY1
11 1888 AA PH4 ... PHA PH4 PH4
12 1888 NL PHI ... PHI PHI PHI
13 1888 NL PIT ... PIT PIT PIT
14 1888 AA SL4 ... STL SL4 SL4
15 1888 NL WS8 ... WHS WS8 WS8
16 1889 AA BL2 ... BAL BL2 BL2
17 1889 AA BR3 ... BRO BR3 BR3
18 1889 NL BSN ... BSN BSN BSN
19 1889 NL CHN ... CHC CHN CHN
20 1889 NL CL4 ... CLV CL4 CL4
21 1889 AA CL6 ... COL CL6 CL6
22 1889 AA CN2 ... CIN CN2 CN2
23 1889 NL IN3 ... IND IN3 IN3
24 1889 AA KC2 ... KCC KC2 KC2
25 1889 AA LS2 ... LOU LS2 LS2
26 1889 NL NY1 ... NYG NY1 NY1
27 1889 AA PH4 ... PHA PH4 PH4
28 1889 NL PHI ... PHI PHI PHI
29 1889 NL PIT ... PIT PIT PIT
... ... ... ... ... ... ... ...
2570 2015 AL KCA ... KCR KCA KCA
2571 2015 AL MIN ... MIN MIN MIN
2572 2015 AL CLE ... CLE CLE CLE
2573 2015 AL CHA ... CHW CHA CHA
2574 2015 AL DET ... DET DET DET
2575 2015 AL TOR ... TOR TOR TOR
2576 2015 AL NYA ... NYY NYA NYA
2577 2015 AL BAL ... BAL BAL BAL
2578 2015 AL TBA ... TBR TBA TBA
2579 2015 AL BOS ... BOS BOS BOS
2580 2015 AL TEX ... TEX TEX TEX
2581 2015 AL HOU ... HOU HOU HOU
2582 2015 AL LAA ... LAA ANA ANA
2583 2015 AL SEA ... SEA SEA SEA
2584 2015 AL OAK ... OAK OAK OAK
2585 2015 NL SLN ... STL SLN SLN
2586 2015 NL PIT ... PIT PIT PIT
2587 2015 NL CHN ... CHC CHN CHN
2588 2015 NL MIL ... MIL ML4 MIL
2589 2015 NL CIN ... CIN CIN CIN
2590 2015 NL NYN ... NYM NYN NYN
2591 2015 NL WAS ... WSN MON WAS
2592 2015 NL MIA ... MIA FLO MIA
2593 2015 NL ATL ... ATL ATL ATL
2594 2015 NL PHI ... PHI PHI PHI
2595 2015 NL LAN ... LAD LAN LAN
2596 2015 NL SFN ... SFG SFN SFN
2597 2015 NL ARI ... ARI ARI ARI
2598 2015 NL SDN ... SDP SDN SDN
2599 2015 NL COL ... COL COL COL
[2600 rows x 48 columns]
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (60.1%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.0%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (58.4%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (58.2%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (96.0%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (50.6%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (100.0%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (57.0%),
prediction:Bad Team
generations:1
190.18222137909592
188.89708755616184
185.7774774666477
147.22060456634696
143.8149941665138
130.00072599511358
43.54643767295328
41.492998208840845
34.52594201418328
29.28235815709249
Top Score for Generation 1: 190.18222137909592
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Average Team" (46.9%),
prediction:Average Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (72.4%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (86.5%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.1%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (77.1%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (60.0%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (55.4%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.0%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Average Team" (52.4%),
prediction:Average Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (63.3%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (97.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (99.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (58.1%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.8%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.4%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (94.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (61.0%),
prediction:Good Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Average Team" (45.0%),
prediction:Average Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.6%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (97.3%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (98.8%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (72.2%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (97.6%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (99.4%),
prediction:Playoff Team
generations:2
194.53034667721118
192.44142076541053
191.7433583585701
187.15656449231645
184.42168661613633
180.56295955444313
179.89706162946658
136.7170168483102
131.61422565878655
128.1523582474978
Top Score for Generation 1: 190.18222137909592
Top Score for Generation 2: 194.53034667721118
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (96.8%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (88.5%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (78.7%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Bad Team" (100.0%),
prediction:Bad Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Playoff Team" (95.5%),
prediction:Playoff Team
INFO:tensorflow:Calling model_fn.
INFO:tensorflow:Done calling model_fn.
INFO:tensorflow:Graph was finalized.
INFO:tensorflow:Restoring parameters from /Users/aarondavidselya@gmail/PycharmProjects/Machine_Learning_Baseball_Algorithim/Neural_Network_saved/model.ckpt-201000
INFO:tensorflow:Running local_init_op.
INFO:tensorflow:Done running local_init_op.
Prediction is "Good Team" (47.3%),
prediction:Good Team