Lecture 12: Data wrangling

Last time

  • filter: choose certain rows
  • summarize: calculate summary statistics
  • group_by: group rows together
  • mutate: create new columns

Data for today

  • Data on professional baseball teams between 1871 and 2022
  • 3015 rows and 48 columns
  • Each row represents one year (season) for one team
  • Variables include:
    • yearID: Year
    • franchID: Franchise
    • W: Wins
    • L: Losses

Data for today

  • Variables include:
    • yearID: Year
    • franchID: Franchise
    • W: Wins
    • L: Losses

We want to know: which NY Mets general manager performed best between 1998 - 2018

Making a plan

We want to know: which NY Mets general manager performed best between 1998 - 2018

Question: What steps could we take to answer this question?

Step 0: Make the columns more manageable

There are 48 columns in the initial data! Let’s only focus on the ones we care about:

Teams |>
  select(yearID, franchID, W, L)
     yearID franchID   W   L
1      1871      BNA  20  10
2      1871      CNA  19   9
3      1871      CFC  10  19
4      1871      KEK   7  12
5      1871      NNA  16  17
6      1871      PNA  21   7
7      1871      ROK   4  21
8      1871      TRO  13  15
9      1871      OLY  15  15
10     1872      BLC  35  19
11     1872      ECK   3  26
12     1872      BRA   9  28
13     1872      BNA  39   8
14     1872      CFC   6  16
15     1872      MAN   5  19
16     1872      NNA  34  20
17     1872      PNA  30  14
18     1872      TRO  15  10
19     1872      OLY   2   7
20     1872      NAT   0  11
21     1873      BLC  34  22
22     1873      MAR   0   6
23     1873      BRA  17  37
24     1873      BNA  43  16
25     1873      RES   2  21
26     1873      NNA  29  24
27     1873      PNA  28  23
28     1873      PWS  36  17
29     1873      WBL   8  31
30     1874      BLC   9  38
31     1874      BRA  22  33
32     1874      BNA  52  18
33     1874      CNA  28  31
34     1874      HNA  16  37
35     1874      NNA  42  23
36     1874      PNA  33  22
37     1874      PWS  29  29
38     1875      BRA   2  42
39     1875      BNA  71   8
40     1875      CNA  30  37
41     1875      HNA  54  28
42     1875      WES   1  12
43     1875      NHV   7  40
44     1875      NNA  30  38
45     1875      PNA  53  20
46     1875      PWS  37  31
47     1875      CEN   2  12
48     1875      SLR   4  15
49     1875      SNA  39  29
50     1875      WNT   5  23
51     1876      ATL  39  31
52     1876      CHC  52  14
53     1876      CNR   9  56
54     1876      HAR  47  21
55     1876      LGR  30  36
56     1876      NYU  21  35
57     1876      ATH  14  45
58     1876      SBS  45  19
59     1877      ATL  42  18
60     1877      CHC  26  33
61     1877      CNR  15  42
62     1877      HAR  31  27
63     1877      LGR  35  25
64     1877      SBS  28  32
65     1878      ATL  41  19
66     1878      CHC  30  30
67     1878      CNR  37  23
68     1878      IBL  24  36
69     1878      MLG  15  45
70     1878      PRO  33  27
71     1879      BUF  46  32
72     1879      ATL  54  30
73     1879      CHC  46  33
74     1879      CBL  27  55
75     1879      CNR  43  37
76     1879      PRO  59  25
77     1879      SYR  22  48
78     1879      TRT  19  56
79     1880      BUF  24  58
80     1880      ATL  40  44
81     1880      CHC  67  17
82     1880      CBL  47  37
83     1880      CNR  21  59
84     1880      PRO  52  32
85     1880      TRT  41  42
86     1880      WOR  40  43
87     1881      BUF  45  38
88     1881      ATL  38  45
89     1881      CHC  56  28
90     1881      CBL  36  48
91     1881      DTN  41  43
92     1881      PRO  47  37
93     1881      TRT  39  45
94     1881      WOR  32  50
95     1882      BUF  45  39
96     1882      BLO  19  54
97     1882      ATL  45  39
98     1882      CHC  55  29
99     1882      CBL  42  40
100    1882      CIN  55  25
101    1882      DTN  42  41
102    1882      LOU  42  38
103    1882      PHA  41  34
104    1882      PRO  52  32
105    1882      PIT  39  39
106    1882      STL  37  43
107    1882      TRT  35  48
108    1882      WOR  18  66
109    1883      BUF  52  45
110    1883      BLO  28  68
111    1883      ATL  63  35
112    1883      CHC  59  39
113    1883      CBL  55  42
114    1883      CBK  32  65
115    1883      CIN  61  37
116    1883      DTN  40  58
117    1883      LOU  52  45
118    1883      SFG  46  50
119    1883      NYP  54  42
120    1883      PHA  66  32
121    1883      PHI  17  81
122    1883      PRO  58  40
123    1883      PIT  31  67
124    1883      STL  65  33
125    1884      ALT   6  19
126    1884      BUF  64  47
127    1884      BLO  63  43
128    1884      BLU  58  47
129    1884      LAD  40  64
130    1884      ATL  73  38
131    1884      BRD  58  51
132    1884      CHC  62  50
133    1884      CPI  41  50
134    1884      CBL  35  77
135    1884      CBK  69  39
136    1884      CIN  68  41
137    1884      COR  69  36
138    1884      DTN  28  84
139    1884      IHO  29  78
140    1884      KCU  16  63
141    1884      LOU  68  40
142    1884      MLU   8   4
143    1884      SFG  62  50
144    1884      NYP  75  32
145    1884      PHA  61  46
146    1884      PHI  39  73
147    1884      PHK  21  46
148    1884      PRO  84  28
149    1884      PIT  30  78
150    1884      RIC  12  30
151    1884      STL  67  40
152    1884      SLM  94  19
153    1884      STP   2   6
154    1884      TOL  46  58
155    1884      WIL   2  16
156    1884      WST  12  51
157    1884      WNA  47  65
158    1885      BUF  38  74
159    1885      BLO  41  68
160    1885      LAD  53  59
161    1885      ATL  46  66
162    1885      CHC  87  25
163    1885      CIN  63  49
164    1885      DTN  41  67
165    1885      LOU  53  59
166    1885      SFG  85  27
167    1885      NYP  44  64
168    1885      PHA  55  57
169    1885      PHI  56  54
170    1885      PRO  53  57
171    1885      PIT  56  55
172    1885      STL  79  33
173    1885      SLM  36  72
174    1886      BLO  48  83
175    1886      LAD  76  61
176    1886      ATL  56  61
177    1886      CHC  90  34
178    1886      CIN  65  73
179    1886      DTN  87  36
180    1886      KCN  30  91
181    1886      LOU  66  70
182    1886      SFG  75  44
183    1886      NYP  53  82
184    1886      PHA  63  72
185    1886      PHI  71  43
186    1886      PIT  80  57
187    1886      STL  93  46
188    1886      SLM  43  79
189    1886      WNL  28  92
190    1887      BLO  77  58
191    1887      LAD  60  74
192    1887      ATL  61  60
193    1887      CHC  71  50
194    1887      CLV  39  92
195    1887      CIN  81  54
196    1887      DTN  79  45
197    1887      IND  37  89
198    1887      LOU  76  60
199    1887      SFG  68  55
200    1887      NYP  44  89
201    1887      PHA  64  69
202    1887      PHI  75  48
203    1887      PIT  55  69
204    1887      STL  95  40
205    1887      WNL  46  76
206    1888      BLO  57  80
207    1888      LAD  88  52
208    1888      ATL  70  64
209    1888      CHC  77  58
210    1888      CLV  50  82
211    1888      CIN  80  54
212    1888      DTN  68  63
213    1888      IND  50  85
214    1888      KCC  43  89
215    1888      LOU  48  87
216    1888      SFG  84  47
217    1888      PHA  81  52
218    1888      PHI  69  61
219    1888      PIT  66  68
220    1888      STL  92  43
221    1888      WNL  48  86
222    1889      BLO  70  65
223    1889      LAD  93  44
224    1889      ATL  83  45
225    1889      CHC  67  65
226    1889      CLV  61  72
227    1889      CLS  60  78
228    1889      CIN  76  63
229    1889      IND  59  75
230    1889      KCC  55  82
231    1889      LOU  27 111
232    1889      SFG  83  43
233    1889      PHA  75  58
234    1889      PHI  63  64
235    1889      PIT  61  71
236    1889      STL  90  45
237    1889      WNL  41  83
238    1890      BFB  36  96
239    1890      BLO  15  19
240    1890      BRG  26  72
241    1890      LAD  86  43
242    1890      BWW  76  56
243    1890      ATL  76  57
244    1890      BRS  81  48
245    1890      CHC  83  53
246    1890      CHP  75  62
247    1890      CIN  77  55
248    1890      CLV  44  88
249    1890      CLS  79  55
250    1890      CLI  55  75
251    1890      LOU  88  44
252    1890      SFG  63  68
253    1890      NYI  74  57
254    1890      PHA  54  78
255    1890      PHI  78  53
256    1890      PHQ  68  63
257    1890      PIT  23 113
258    1890      PBB  60  68
259    1890      ROC  63  63
260    1890      STL  77  58
261    1890      SYS  55  72
262    1890      TLM  68  64
263    1891      BLO  71  64
264    1891      LAD  61  76
265    1891      BRS  93  42
266    1891      ATL  87  51
267    1891      CHC  82  53
268    1891      CIN  56  81
269    1891      CLV  65  74
270    1891      CLS  61  76
271    1891      CKK  43  57
272    1891      LOU  54  83
273    1891      MLA  21  15
274    1891      SFG  71  61
275    1891      PHQ  73  66
276    1891      PHI  68  69
277    1891      PIT  55  80
278    1891      STL  85  51
279    1891      WAS  44  91
280    1892      BLO  46 101
281    1892      LAD  95  59
282    1892      ATL 102  48
283    1892      CHC  70  76
284    1892      CIN  82  68
285    1892      CLV  93  56
286    1892      LOU  63  89
287    1892      SFG  71  80
288    1892      PHI  87  66
289    1892      PIT  80  73
290    1892      STL  56  94
291    1892      WAS  58  93
292    1893      BLO  60  70
293    1893      LAD  65  63
294    1893      ATL  86  43
295    1893      CHC  56  71
296    1893      CIN  65  63
297    1893      CLV  73  55
298    1893      LOU  50  75
299    1893      SFG  68  64
300    1893      PHI  72  57
301    1893      PIT  81  48
302    1893      STL  57  75
303    1893      WAS  40  89
304    1894      BLO  89  39
305    1894      LAD  70  61
306    1894      ATL  83  49
307    1894      CHC  57  75
308    1894      CIN  55  75
309    1894      CLV  68  61
310    1894      LOU  36  94
311    1894      SFG  88  44
312    1894      PHI  71  57
313    1894      PIT  65  65
314    1894      STL  56  76
315    1894      WAS  45  87
316    1895      BLO  87  43
317    1895      LAD  71  60
318    1895      ATL  71  60
319    1895      CHC  72  58
320    1895      CIN  66  64
321    1895      CLV  84  46
322    1895      LOU  35  96
323    1895      SFG  66  65
324    1895      PHI  78  53
325    1895      PIT  71  61
326    1895      STL  39  92
327    1895      WAS  43  85
328    1896      BLO  90  39
329    1896      LAD  58  73
330    1896      ATL  74  57
331    1896      CHC  71  57
332    1896      CIN  77  50
333    1896      CLV  80  48
334    1896      LOU  38  93
335    1896      SFG  64  67
336    1896      PHI  62  68
337    1896      PIT  66  63
338    1896      STL  40  90
339    1896      WAS  58  73
340    1897      BLO  90  40
341    1897      LAD  61  71
342    1897      ATL  93  39
343    1897      CHC  59  73
344    1897      CIN  76  56
345    1897      CLV  69  62
346    1897      LOU  52  78
347    1897      SFG  83  48
348    1897      PHI  55  77
349    1897      PIT  60  71
350    1897      STL  29 102
351    1897      WAS  61  71
352    1898      BLO  96  53
353    1898      LAD  54  91
354    1898      ATL 102  47
355    1898      CHC  85  65
356    1898      CIN  92  60
357    1898      CLV  81  68
358    1898      LOU  70  81
359    1898      SFG  77  73
360    1898      PHI  78  71
361    1898      PIT  72  76
362    1898      STL  39 111
363    1898      WAS  51 101
364    1899      BLO  86  62
365    1899      LAD 101  47
366    1899      ATL  95  57
367    1899      CHC  75  73
368    1899      CIN  83  67
369    1899      CLV  20 134
370    1899      LOU  75  77
371    1899      SFG  60  90
372    1899      PHI  94  58
373    1899      PIT  76  73
374    1899      STL  84  67
375    1899      WAS  54  98
376    1900      LAD  82  54
377    1900      ATL  66  72
378    1900      CHC  65  75
379    1900      CIN  62  77
380    1900      SFG  60  78
381    1900      PHI  75  63
382    1900      PIT  79  60
383    1900      STL  65  75
384    1901      NYY  68  65
385    1901      BOS  79  57
386    1901      LAD  79  57
387    1901      ATL  69  69
388    1901      CHW  83  53
389    1901      CHC  53  86
390    1901      CIN  52  87
391    1901      CLE  54  82
392    1901      DET  74  61
393    1901      BAL  48  89
394    1901      SFG  52  85
395    1901      OAK  74  62
396    1901      PHI  83  57
397    1901      PIT  90  49
398    1901      STL  76  64
399    1901      MIN  61  72
400    1902      NYY  50  88
401    1902      BOS  77  60
402    1902      LAD  75  63
403    1902      ATL  73  64
404    1902      CHW  74  60
405    1902      CHC  68  69
406    1902      CIN  70  70
407    1902      CLE  69  67
408    1902      DET  52  83
409    1902      SFG  48  88
410    1902      OAK  83  53
411    1902      PHI  56  81
412    1902      PIT 103  36
413    1902      BAL  78  58
414    1902      STL  56  78
415    1902      MIN  61  75
416    1903      BOS  91  47
417    1903      LAD  70  66
418    1903      ATL  58  80
419    1903      CHW  60  77
420    1903      CHC  82  56
421    1903      CIN  74  65
422    1903      CLE  77  63
423    1903      DET  65  71
424    1903      SFG  84  55
425    1903      NYY  72  62
426    1903      OAK  75  60
427    1903      PHI  49  86
428    1903      PIT  91  49
429    1903      BAL  65  74
430    1903      STL  43  94
431    1903      MIN  43  94
432    1904      BOS  95  59
433    1904      LAD  56  97
434    1904      ATL  55  98
435    1904      CHW  89  65
436    1904      CHC  93  60
437    1904      CIN  88  65
438    1904      CLE  86  65
439    1904      DET  62  90
440    1904      SFG 106  47
441    1904      NYY  92  59
442    1904      OAK  81  70
443    1904      PHI  52 100
444    1904      PIT  87  66
445    1904      BAL  65  87
446    1904      STL  75  79
447    1904      MIN  38 113
448    1905      BOS  78  74
449    1905      LAD  48 104
450    1905      ATL  51 103
451    1905      CHW  92  60
452    1905      CHC  92  61
453    1905      CIN  79  74
454    1905      CLE  76  78
455    1905      DET  79  74
456    1905      SFG 105  48
457    1905      NYY  71  78
458    1905      OAK  92  56
459    1905      PHI  83  69
460    1905      PIT  96  57
461    1905      BAL  54  99
462    1905      STL  58  96
463    1905      MIN  64  87
464    1906      BOS  49 105
465    1906      LAD  66  86
466    1906      ATL  49 102
467    1906      CHW  93  58
468    1906      CHC 116  36
469    1906      CIN  64  87
470    1906      CLE  89  64
471    1906      DET  71  78
472    1906      SFG  96  56
473    1906      NYY  90  61
474    1906      OAK  78  67
475    1906      PHI  71  82
476    1906      PIT  93  60
477    1906      BAL  76  73
478    1906      STL  52  98
479    1906      MIN  55  95
480    1907      BOS  59  90
481    1907      LAD  65  83
482    1907      ATL  58  90
483    1907      CHW  87  64
484    1907      CHC 107  45
485    1907      CIN  66  87
486    1907      CLE  85  67
487    1907      DET  92  58
488    1907      SFG  82  71
489    1907      NYY  70  78
490    1907      OAK  88  57
491    1907      PHI  83  64
492    1907      PIT  91  63
493    1907      BAL  69  83
494    1907      STL  52 101
495    1907      MIN  49 102
496    1908      BOS  75  79
497    1908      LAD  53 101
498    1908      ATL  63  91
499    1908      CHW  88  64
500    1908      CHC  99  55
501    1908      CIN  73  81
502    1908      CLE  90  64
503    1908      DET  90  63
504    1908      SFG  98  56
505    1908      NYY  51 103
506    1908      OAK  68  85
507    1908      PHI  83  71
508    1908      PIT  98  56
509    1908      BAL  83  69
510    1908      STL  49 105
511    1908      MIN  67  85
512    1909      BOS  88  63
513    1909      LAD  55  98
514    1909      ATL  45 108
515    1909      CHW  78  74
516    1909      CHC 104  49
517    1909      CIN  77  76
518    1909      CLE  71  82
519    1909      DET  98  54
520    1909      SFG  92  61
521    1909      NYY  74  77
522    1909      OAK  95  58
523    1909      PHI  74  79
524    1909      PIT 110  42
525    1909      BAL  61  89
526    1909      STL  54  98
527    1909      MIN  42 110
528    1910      BOS  81  72
529    1910      LAD  64  90
530    1910      ATL  53 100
531    1910      CHW  68  85
532    1910      CHC 104  50
533    1910      CIN  75  79
534    1910      CLE  71  81
535    1910      DET  86  68
536    1910      SFG  91  63
537    1910      NYY  88  63
538    1910      OAK 102  48
539    1910      PHI  78  75
540    1910      PIT  86  67
541    1910      BAL  47 107
542    1910      STL  63  90
543    1910      MIN  66  85
544    1911      BOS  78  75
545    1911      LAD  64  86
546    1911      ATL  44 107
547    1911      CHW  77  74
548    1911      CHC  92  62
549    1911      CIN  70  83
550    1911      CLE  80  73
551    1911      DET  89  65
552    1911      SFG  99  54
553    1911      NYY  76  76
554    1911      OAK 101  50
555    1911      PHI  79  73
556    1911      PIT  85  69
557    1911      BAL  45 107
558    1911      STL  75  74
559    1911      MIN  64  90
560    1912      BOS 105  47
561    1912      LAD  58  95
562    1912      ATL  52 101
563    1912      CHW  78  76
564    1912      CHC  91  59
565    1912      CIN  75  78
566    1912      CLE  75  78
567    1912      DET  69  84
568    1912      SFG 103  48
569    1912      NYY  50 102
570    1912      OAK  90  62
571    1912      PHI  73  79
572    1912      PIT  93  58
573    1912      BAL  53 101
574    1912      STL  63  90
575    1912      MIN  91  61
576    1913      BOS  79  71
577    1913      LAD  65  84
578    1913      ATL  69  82
579    1913      CHW  78  74
580    1913      CHC  88  65
581    1913      CIN  64  89
582    1913      CLE  86  66
583    1913      DET  66  87
584    1913      SFG 101  51
585    1913      NYY  57  94
586    1913      OAK  96  57
587    1913      PHI  88  63
588    1913      PIT  78  71
589    1913      BAL  57  96
590    1913      STL  51  99
591    1913      MIN  90  64
592    1914      BLT  84  70
593    1914      BOS  91  62
594    1914      BTT  77  77
595    1914      LAD  75  79
596    1914      ATL  94  59
597    1914      BFL  80  71
598    1914      CHW  70  84
599    1914      CHH  87  67
600    1914      CHC  78  76
601    1914      CIN  60  94
602    1914      CLE  51 102
603    1914      DET  80  73
604    1914      NEW  88  65
605    1914      KCP  67  84
606    1914      SFG  84  70
607    1914      NYY  70  84
608    1914      OAK  99  53
609    1914      PHI  74  80
610    1914      PIT  69  85
611    1914      PBS  64  86
612    1914      BAL  71  82
613    1914      SLI  62  89
614    1914      STL  81  72
615    1914      MIN  81  73
616    1915      BLT  47 107
617    1915      BOS 101  50
618    1915      BTT  70  82
619    1915      LAD  80  72
620    1915      ATL  83  69
621    1915      BFL  74  78
622    1915      CHW  93  61
623    1915      CHH  86  66
624    1915      CHC  73  80
625    1915      CIN  71  83
626    1915      CLE  57  95
627    1915      DET 100  54
628    1915      KCP  81  72
629    1915      NEW  80  72
630    1915      SFG  69  83
631    1915      NYY  69  83
632    1915      OAK  43 109
633    1915      PHI  90  62
634    1915      PIT  73  81
635    1915      PBS  86  67
636    1915      BAL  63  91
637    1915      SLI  87  67
638    1915      STL  72  81
639    1915      MIN  85  68
640    1916      BOS  91  63
641    1916      LAD  94  60
642    1916      ATL  89  63
643    1916      CHW  89  65
644    1916      CHC  67  86
645    1916      CIN  60  93
646    1916      CLE  77  77
647    1916      DET  87  67
648    1916      SFG  86  66
649    1916      NYY  80  74
650    1916      OAK  36 117
651    1916      PHI  91  62
652    1916      PIT  65  89
653    1916      BAL  79  75
654    1916      STL  60  93
655    1916      MIN  76  77
656    1917      BOS  90  62
657    1917      LAD  70  81
658    1917      ATL  72  81
659    1917      CHW 100  54
660    1917      CHC  74  80
661    1917      CIN  78  76
662    1917      CLE  88  66
663    1917      DET  78  75
664    1917      SFG  98  56
665    1917      NYY  71  82
666    1917      OAK  55  98
667    1917      PHI  87  65
668    1917      PIT  51 103
669    1917      BAL  57  97
670    1917      STL  82  70
671    1917      MIN  74  79
672    1918      BOS  75  51
673    1918      LAD  57  69
674    1918      ATL  53  71
675    1918      CHW  57  67
676    1918      CHC  84  45
677    1918      CIN  68  60
678    1918      CLE  73  54
679    1918      DET  55  71
680    1918      SFG  71  53
681    1918      NYY  60  63
682    1918      OAK  52  76
683    1918      PHI  55  68
684    1918      PIT  65  60
685    1918      BAL  58  64
686    1918      STL  51  78
687    1918      MIN  72  56
688    1919      BOS  66  71
689    1919      LAD  69  71
690    1919      ATL  57  82
691    1919      CHW  88  52
692    1919      CHC  75  65
693    1919      CIN  96  44
694    1919      CLE  84  55
695    1919      DET  80  60
696    1919      SFG  87  53
697    1919      NYY  80  59
698    1919      OAK  36 104
699    1919      PHI  47  90
700    1919      PIT  71  68
701    1919      BAL  67  72
702    1919      STL  54  83
703    1919      MIN  56  84
704    1920      BOS  72  81
705    1920      LAD  93  61
706    1920      ATL  62  90
707    1920      CHW  96  58
708    1920      CHC  75  79
709    1920      CIN  82  71
710    1920      CLE  98  56
711    1920      DET  61  93
712    1920      SFG  86  68
713    1920      NYY  95  59
714    1920      OAK  48 106
715    1920      PHI  62  91
716    1920      PIT  79  75
717    1920      BAL  76  77
718    1920      STL  75  79
719    1920      MIN  68  84
720    1921      BOS  75  79
721    1921      LAD  77  75
722    1921      ATL  79  74
723    1921      CHW  62  92
724    1921      CHC  64  89
725    1921      CIN  70  83
726    1921      CLE  94  60
727    1921      DET  71  82
728    1921      SFG  94  59
729    1921      NYY  98  55
730    1921      OAK  53 100
731    1921      PHI  51 103
732    1921      PIT  90  63
733    1921      BAL  81  73
734    1921      STL  87  66
735    1921      MIN  80  73
736    1922      BOS  61  93
737    1922      LAD  76  78
738    1922      ATL  53 100
739    1922      CHW  77  77
740    1922      CHC  80  74
741    1922      CIN  86  68
742    1922      CLE  78  76
743    1922      DET  79  75
744    1922      SFG  93  61
745    1922      NYY  94  60
746    1922      OAK  65  89
747    1922      PHI  57  96
748    1922      PIT  85  69
749    1922      BAL  93  61
750    1922      STL  85  69
751    1922      MIN  69  85
752    1923      BOS  61  91
753    1923      LAD  76  78
754    1923      ATL  54 100
755    1923      CHW  69  85
756    1923      CHC  83  71
757    1923      CIN  91  63
758    1923      CLE  82  71
759    1923      DET  83  71
760    1923      SFG  95  58
761    1923      NYY  98  54
762    1923      OAK  69  83
763    1923      PHI  50 104
764    1923      PIT  87  67
765    1923      BAL  74  78
766    1923      STL  79  74
767    1923      MIN  75  78
768    1924      BOS  67  87
769    1924      LAD  92  62
770    1924      ATL  53 100
771    1924      CHW  66  87
772    1924      CHC  81  72
773    1924      CIN  83  70
774    1924      CLE  67  86
775    1924      DET  86  68
776    1924      SFG  93  60
777    1924      NYY  89  63
778    1924      OAK  71  81
779    1924      PHI  55  96
780    1924      PIT  90  63
781    1924      BAL  74  78
782    1924      STL  65  89
783    1924      MIN  92  62
784    1925      BOS  47 105
785    1925      LAD  68  85
786    1925      ATL  70  83
787    1925      CHW  79  75
788    1925      CHC  68  86
789    1925      CIN  80  73
790    1925      CLE  70  84
791    1925      DET  81  73
792    1925      SFG  86  66
793    1925      NYY  69  85
794    1925      OAK  88  64
795    1925      PHI  68  85
796    1925      PIT  95  58
797    1925      BAL  82  71
798    1925      STL  77  76
799    1925      MIN  96  55
800    1926      BOS  46 107
801    1926      LAD  71  82
802    1926      ATL  66  86
803    1926      CHW  81  72
804    1926      CHC  82  72
805    1926      CIN  87  67
806    1926      CLE  88  66
807    1926      DET  79  75
808    1926      SFG  74  77
809    1926      NYY  91  63
810    1926      OAK  83  67
811    1926      PHI  58  93
812    1926      PIT  84  69
813    1926      BAL  62  92
814    1926      STL  89  65
815    1926      MIN  81  69
816    1927      BOS  51 103
817    1927      LAD  65  88
818    1927      ATL  60  94
819    1927      CHW  70  83
820    1927      CHC  85  68
821    1927      CIN  75  78
822    1927      CLE  66  87
823    1927      DET  82  71
824    1927      SFG  92  62
825    1927      NYY 110  44
826    1927      OAK  91  63
827    1927      PHI  51 103
828    1927      PIT  94  60
829    1927      BAL  59  94
830    1927      STL  92  61
831    1927      MIN  85  69
832    1928      BOS  57  96
833    1928      LAD  77  76
834    1928      ATL  50 103
835    1928      CHW  72  82
836    1928      CHC  91  63
837    1928      CIN  78  74
838    1928      CLE  62  92
839    1928      DET  68  86
840    1928      SFG  93  61
841    1928      NYY 101  53
842    1928      OAK  98  55
843    1928      PHI  43 109
844    1928      PIT  85  67
845    1928      BAL  82  72
846    1928      STL  95  59
847    1928      MIN  75  79
848    1929      BOS  58  96
849    1929      LAD  70  83
850    1929      ATL  56  98
851    1929      CHW  59  93
852    1929      CHC  98  54
853    1929      CIN  66  88
854    1929      CLE  81  71
855    1929      DET  70  84
856    1929      SFG  84  67
857    1929      NYY  88  66
858    1929      OAK 104  46
859    1929      PHI  71  82
860    1929      PIT  88  65
861    1929      BAL  79  73
862    1929      STL  78  74
863    1929      MIN  71  81
864    1930      BOS  52 102
865    1930      LAD  86  68
866    1930      ATL  70  84
867    1930      CHW  62  92
868    1930      CHC  90  64
869    1930      CIN  59  95
870    1930      CLE  81  73
871    1930      DET  75  79
872    1930      SFG  87  67
873    1930      NYY  86  68
874    1930      OAK 102  52
875    1930      PHI  52 102
876    1930      PIT  80  74
877    1930      BAL  64  90
878    1930      STL  92  62
879    1930      MIN  94  60
880    1931      BOS  62  90
881    1931      LAD  79  73
882    1931      ATL  64  90
883    1931      CHW  56  97
884    1931      CHC  84  70
885    1931      CIN  58  96
886    1931      CLE  78  76
887    1931      DET  61  93
888    1931      SFG  87  65
889    1931      NYY  94  59
890    1931      OAK 107  45
891    1931      PHI  66  88
892    1931      PIT  75  79
893    1931      BAL  63  91
894    1931      STL 101  53
895    1931      MIN  92  62
896    1932      BOS  43 111
897    1932      LAD  81  73
898    1932      ATL  77  77
899    1932      CHW  49 102
900    1932      CHC  90  64
901    1932      CIN  60  94
902    1932      CLE  87  65
903    1932      DET  76  75
904    1932      SFG  72  82
905    1932      NYY 107  47
906    1932      OAK  94  60
907    1932      PHI  78  76
908    1932      PIT  86  68
909    1932      BAL  63  91
910    1932      STL  72  82
911    1932      MIN  93  61
912    1933      BOS  63  86
913    1933      LAD  65  88
914    1933      ATL  83  71
915    1933      CHW  67  83
916    1933      CHC  86  68
917    1933      CIN  58  94
918    1933      CLE  75  76
919    1933      DET  75  79
920    1933      SFG  91  61
921    1933      NYY  91  59
922    1933      OAK  79  72
923    1933      PHI  60  92
924    1933      PIT  87  67
925    1933      BAL  55  96
926    1933      STL  82  71
927    1933      MIN  99  53
928    1934      BOS  76  76
929    1934      LAD  71  81
930    1934      ATL  78  73
931    1934      CHW  53  99
932    1934      CHC  86  65
933    1934      CIN  52  99
934    1934      CLE  85  69
935    1934      DET 101  53
936    1934      SFG  93  60
937    1934      NYY  94  60
938    1934      OAK  68  82
939    1934      PHI  56  93
940    1934      PIT  74  76
941    1934      BAL  67  85
942    1934      STL  95  58
943    1934      MIN  66  86
944    1935      BOS  78  75
945    1935      LAD  70  83
946    1935      ATL  38 115
947    1935      CHW  74  78
948    1935      CHC 100  54
949    1935      CIN  68  85
950    1935      CLE  82  71
951    1935      DET  93  58
952    1935      SFG  91  62
953    1935      NYY  89  60
954    1935      OAK  58  91
955    1935      PHI  64  89
956    1935      PIT  86  67
957    1935      BAL  65  87
958    1935      STL  96  58
959    1935      MIN  67  86
960    1936      BOS  74  80
961    1936      LAD  67  87
962    1936      ATL  71  83
963    1936      CHW  81  70
964    1936      CHC  87  67
965    1936      CIN  74  80
966    1936      CLE  80  74
967    1936      DET  83  71
968    1936      SFG  92  62
969    1936      NYY 102  51
970    1936      OAK  53 100
971    1936      PHI  54 100
972    1936      PIT  84  70
973    1936      BAL  57  95
974    1936      STL  87  67
975    1936      MIN  82  71
976    1937      BOS  80  72
977    1937      LAD  62  91
978    1937      ATL  79  73
979    1937      CHW  86  68
980    1937      CHC  93  61
981    1937      CIN  56  98
982    1937      CLE  83  71
983    1937      DET  89  65
984    1937      SFG  95  57
985    1937      NYY 102  52
986    1937      OAK  54  97
987    1937      PHI  61  92
988    1937      PIT  86  68
989    1937      BAL  46 108
990    1937      STL  81  73
991    1937      MIN  73  80
992    1938      BOS  88  61
993    1938      LAD  69  80
994    1938      ATL  77  75
995    1938      CHW  65  83
996    1938      CHC  89  63
997    1938      CIN  82  68
998    1938      CLE  86  66
999    1938      DET  84  70
1000   1938      SFG  83  67
1001   1938      NYY  99  53
1002   1938      OAK  53  99
1003   1938      PHI  45 105
1004   1938      PIT  86  64
1005   1938      BAL  55  97
1006   1938      STL  71  80
1007   1938      MIN  75  76
1008   1939      BOS  89  62
1009   1939      LAD  84  69
1010   1939      ATL  63  88
1011   1939      CHW  85  69
1012   1939      CHC  84  70
1013   1939      CIN  97  57
1014   1939      CLE  87  67
1015   1939      DET  81  73
1016   1939      SFG  77  74
1017   1939      NYY 106  45
1018   1939      OAK  55  97
1019   1939      PHI  45 106
1020   1939      PIT  68  85
1021   1939      BAL  43 111
1022   1939      STL  92  61
1023   1939      MIN  65  87
1024   1940      BOS  82  72
1025   1940      LAD  88  65
1026   1940      ATL  65  87
1027   1940      CHW  82  72
1028   1940      CHC  75  79
1029   1940      CIN 100  53
1030   1940      CLE  89  65
1031   1940      DET  90  64
1032   1940      SFG  72  80
1033   1940      NYY  88  66
1034   1940      OAK  54 100
1035   1940      PHI  50 103
1036   1940      PIT  78  76
1037   1940      BAL  67  87
1038   1940      STL  84  69
1039   1940      MIN  64  90
1040   1941      BOS  84  70
1041   1941      LAD 100  54
1042   1941      ATL  62  92
1043   1941      CHW  77  77
1044   1941      CHC  70  84
1045   1941      CIN  88  66
1046   1941      CLE  75  79
1047   1941      DET  75  79
1048   1941      SFG  74  79
1049   1941      NYY 101  53
1050   1941      OAK  64  90
1051   1941      PHI  43 111
1052   1941      PIT  81  73
1053   1941      BAL  70  84
1054   1941      STL  97  56
1055   1941      MIN  70  84
1056   1942      BOS  93  59
1057   1942      LAD 104  50
1058   1942      ATL  59  89
1059   1942      CHW  66  82
1060   1942      CHC  68  86
1061   1942      CIN  76  76
1062   1942      CLE  75  79
1063   1942      DET  73  81
1064   1942      SFG  85  67
1065   1942      NYY 103  51
1066   1942      OAK  55  99
1067   1942      PHI  42 109
1068   1942      PIT  66  81
1069   1942      BAL  82  69
1070   1942      STL 106  48
1071   1942      MIN  62  89
1072   1943      BOS  68  84
1073   1943      LAD  81  72
1074   1943      ATL  68  85
1075   1943      CHW  82  72
1076   1943      CHC  74  79
1077   1943      CIN  87  67
1078   1943      CLE  82  71
1079   1943      DET  78  76
1080   1943      SFG  55  98
1081   1943      NYY  98  56
1082   1943      OAK  49 105
1083   1943      PHI  64  90
1084   1943      PIT  80  74
1085   1943      BAL  72  80
1086   1943      STL 105  49
1087   1943      MIN  84  69
1088   1944      BOS  77  77
1089   1944      LAD  63  91
1090   1944      ATL  65  89
1091   1944      CHW  71  83
1092   1944      CHC  75  79
1093   1944      CIN  89  65
1094   1944      CLE  72  82
1095   1944      DET  88  66
1096   1944      SFG  67  87
1097   1944      NYY  83  71
1098   1944      OAK  72  82
1099   1944      PHI  61  92
1100   1944      PIT  90  63
1101   1944      BAL  89  65
1102   1944      STL 105  49
1103   1944      MIN  64  90
1104   1945      BOS  71  83
1105   1945      LAD  87  67
1106   1945      ATL  67  85
1107   1945      CHW  71  78
1108   1945      CHC  98  56
1109   1945      CIN  61  93
1110   1945      CLE  73  72
1111   1945      DET  88  65
1112   1945      SFG  78  74
1113   1945      NYY  81  71
1114   1945      OAK  52  98
1115   1945      PHI  46 108
1116   1945      PIT  82  72
1117   1945      BAL  81  70
1118   1945      STL  95  59
1119   1945      MIN  87  67
1120   1946      BOS 104  50
1121   1946      LAD  96  60
1122   1946      ATL  81  72
1123   1946      CHW  74  80
1124   1946      CHC  82  71
1125   1946      CIN  67  87
1126   1946      CLE  68  86
1127   1946      DET  92  62
1128   1946      SFG  61  93
1129   1946      NYY  87  67
1130   1946      OAK  49 105
1131   1946      PHI  69  85
1132   1946      PIT  63  91
1133   1946      BAL  66  88
1134   1946      STL  98  58
1135   1946      MIN  76  78
1136   1947      BOS  83  71
1137   1947      LAD  94  60
1138   1947      ATL  86  68
1139   1947      CHW  70  84
1140   1947      CHC  69  85
1141   1947      CIN  73  81
1142   1947      CLE  80  74
1143   1947      DET  85  69
1144   1947      SFG  81  73
1145   1947      NYY  97  57
1146   1947      OAK  78  76
1147   1947      PHI  62  92
1148   1947      PIT  62  92
1149   1947      BAL  59  95
1150   1947      STL  89  65
1151   1947      MIN  64  90
1152   1948      BOS  96  59
1153   1948      LAD  84  70
1154   1948      ATL  91  62
1155   1948      CHW  51 101
1156   1948      CHC  64  90
1157   1948      CIN  64  89
1158   1948      CLE  97  58
1159   1948      DET  78  76
1160   1948      SFG  78  76
1161   1948      NYY  94  60
1162   1948      OAK  84  70
1163   1948      PHI  66  88
1164   1948      PIT  83  71
1165   1948      BAL  59  94
1166   1948      STL  85  69
1167   1948      MIN  56  97
1168   1949      BOS  96  58
1169   1949      LAD  97  57
1170   1949      ATL  75  79
1171   1949      CHW  63  91
1172   1949      CHC  61  93
1173   1949      CIN  62  92
1174   1949      CLE  89  65
1175   1949      DET  87  67
1176   1949      SFG  73  81
1177   1949      NYY  97  57
1178   1949      OAK  81  73
1179   1949      PHI  81  73
1180   1949      PIT  71  83
1181   1949      BAL  53 101
1182   1949      STL  96  58
1183   1949      MIN  50 104
1184   1950      BOS  94  60
1185   1950      LAD  89  65
1186   1950      ATL  83  71
1187   1950      CHW  60  94
1188   1950      CHC  64  89
1189   1950      CIN  66  87
1190   1950      CLE  92  62
1191   1950      DET  95  59
1192   1950      SFG  86  68
1193   1950      NYY  98  56
1194   1950      OAK  52 102
1195   1950      PHI  91  63
1196   1950      PIT  57  96
1197   1950      BAL  58  96
1198   1950      STL  78  75
1199   1950      MIN  67  87
1200   1951      BOS  87  67
1201   1951      LAD  97  60
1202   1951      ATL  76  78
1203   1951      CHW  81  73
1204   1951      CHC  62  92
1205   1951      CIN  68  86
1206   1951      CLE  93  61
1207   1951      DET  73  81
1208   1951      SFG  98  59
1209   1951      NYY  98  56
1210   1951      OAK  70  84
1211   1951      PHI  73  81
1212   1951      PIT  64  90
1213   1951      BAL  52 102
1214   1951      STL  81  73
1215   1951      MIN  62  92
1216   1952      BOS  76  78
1217   1952      LAD  96  57
1218   1952      ATL  64  89
1219   1952      CHW  81  73
1220   1952      CHC  77  77
1221   1952      CIN  69  85
1222   1952      CLE  93  61
1223   1952      DET  50 104
1224   1952      SFG  92  62
1225   1952      NYY  95  59
1226   1952      OAK  79  75
1227   1952      PHI  87  67
1228   1952      PIT  42 112
1229   1952      BAL  64  90
1230   1952      STL  88  66
1231   1952      MIN  78  76
1232   1953      BOS  84  69
1233   1953      LAD 105  49
1234   1953      CHW  89  65
1235   1953      CHC  65  89
1236   1953      CIN  68  86
1237   1953      CLE  92  62
1238   1953      DET  60  94
1239   1953      ATL  92  62
1240   1953      SFG  70  84
1241   1953      NYY  99  52
1242   1953      OAK  59  95
1243   1953      PHI  83  71
1244   1953      PIT  50 104
1245   1953      BAL  54 100
1246   1953      STL  83  71
1247   1953      MIN  76  76
1248   1954      BAL  54 100
1249   1954      BOS  69  85
1250   1954      LAD  92  62
1251   1954      CHW  94  60
1252   1954      CHC  64  90
1253   1954      CIN  74  80
1254   1954      CLE 111  43
1255   1954      DET  68  86
1256   1954      ATL  89  65
1257   1954      SFG  97  57
1258   1954      NYY 103  51
1259   1954      OAK  51 103
1260   1954      PHI  75  79
1261   1954      PIT  53 101
1262   1954      STL  72  82
1263   1954      MIN  66  88
1264   1955      BAL  57  97
1265   1955      BOS  84  70
1266   1955      LAD  98  55
1267   1955      CHW  91  63
1268   1955      CHC  72  81
1269   1955      CIN  75  79
1270   1955      CLE  93  61
1271   1955      DET  79  75
1272   1955      OAK  63  91
1273   1955      ATL  85  69
1274   1955      SFG  80  74
1275   1955      NYY  96  58
1276   1955      PHI  77  77
1277   1955      PIT  60  94
1278   1955      STL  68  86
1279   1955      MIN  53 101
1280   1956      BAL  69  85
1281   1956      BOS  84  70
1282   1956      LAD  93  61
1283   1956      CHW  85  69
1284   1956      CHC  60  94
1285   1956      CIN  91  63
1286   1956      CLE  88  66
1287   1956      DET  82  72
1288   1956      OAK  52 102
1289   1956      ATL  92  62
1290   1956      SFG  67  87
1291   1956      NYY  97  57
1292   1956      PHI  71  83
1293   1956      PIT  66  88
1294   1956      STL  76  78
1295   1956      MIN  59  95
1296   1957      BAL  76  76
1297   1957      BOS  82  72
1298   1957      LAD  84  70
1299   1957      CHW  90  64
1300   1957      CHC  62  92
1301   1957      CIN  80  74
1302   1957      CLE  76  77
1303   1957      DET  78  76
1304   1957      OAK  59  94
1305   1957      ATL  95  59
1306   1957      SFG  69  85
1307   1957      NYY  98  56
1308   1957      PHI  77  77
1309   1957      PIT  62  92
1310   1957      STL  87  67
1311   1957      MIN  55  99
1312   1958      BAL  74  79
1313   1958      BOS  79  75
1314   1958      CHW  82  72
1315   1958      CHC  72  82
1316   1958      CIN  76  78
1317   1958      CLE  77  76
1318   1958      DET  77  77
1319   1958      OAK  73  81
1320   1958      LAD  71  83
1321   1958      ATL  92  62
1322   1958      NYY  92  62
1323   1958      PHI  69  85
1324   1958      PIT  84  70
1325   1958      SFG  80  74
1326   1958      STL  72  82
1327   1958      MIN  61  93
1328   1959      BAL  74  80
1329   1959      BOS  75  79
1330   1959      CHW  94  60
1331   1959      CHC  74  80
1332   1959      CIN  74  80
1333   1959      CLE  89  65
1334   1959      DET  76  78
1335   1959      OAK  66  88
1336   1959      LAD  88  68
1337   1959      ATL  86  70
1338   1959      NYY  79  75
1339   1959      PHI  64  90
1340   1959      PIT  78  76
1341   1959      SFG  83  71
1342   1959      STL  71  83
1343   1959      MIN  63  91
1344   1960      BAL  89  65
1345   1960      BOS  65  89
1346   1960      CHW  87  67
1347   1960      CHC  60  94
1348   1960      CIN  67  87
1349   1960      CLE  76  78
1350   1960      DET  71  83
1351   1960      OAK  58  96
1352   1960      LAD  82  72
1353   1960      ATL  88  66
1354   1960      NYY  97  57
1355   1960      PHI  59  95
1356   1960      PIT  95  59
1357   1960      SFG  79  75
1358   1960      STL  86  68
1359   1960      MIN  73  81
1360   1961      BAL  95  67
1361   1961      BOS  76  86
1362   1961      CHW  86  76
1363   1961      CHC  64  90
1364   1961      CIN  93  61
1365   1961      CLE  78  83
1366   1961      DET 101  61
1367   1961      OAK  61 100
1368   1961      ANA  70  91
1369   1961      LAD  89  65
1370   1961      MIN  70  90
1371   1961      ATL  83  71
1372   1961      NYY 109  53
1373   1961      PHI  47 107
1374   1961      PIT  75  79
1375   1961      SFG  85  69
1376   1961      STL  80  74
1377   1961      TEX  61 100
1378   1962      BAL  77  85
1379   1962      BOS  76  84
1380   1962      CHW  85  77
1381   1962      CHC  59 103
1382   1962      CIN  98  64
1383   1962      CLE  80  82
1384   1962      DET  85  76
1385   1962      HOU  64  96
1386   1962      OAK  72  90
1387   1962      ANA  86  76
1388   1962      LAD 102  63
1389   1962      MIN  91  71
1390   1962      ATL  86  76
1391   1962      NYY  96  66
1392   1962      NYM  40 120
1393   1962      PHI  81  80
1394   1962      PIT  93  68
1395   1962      SFG 103  62
1396   1962      STL  84  78
1397   1962      TEX  60 101
1398   1963      BAL  86  76
1399   1963      BOS  76  85
1400   1963      CHW  94  68
1401   1963      CHC  82  80
1402   1963      CIN  86  76
1403   1963      CLE  79  83
1404   1963      DET  79  83
1405   1963      HOU  66  96
1406   1963      OAK  73  89
1407   1963      ANA  70  91
1408   1963      LAD  99  63
1409   1963      MIN  91  70
1410   1963      ATL  84  78
1411   1963      NYY 104  57
1412   1963      NYM  51 111
1413   1963      PHI  87  75
1414   1963      PIT  74  88
1415   1963      SFG  88  74
1416   1963      STL  93  69
1417   1963      TEX  56 106
1418   1964      BAL  97  65
1419   1964      BOS  72  90
1420   1964      CHW  98  64
1421   1964      CHC  76  86
1422   1964      CIN  92  70
1423   1964      CLE  79  83
1424   1964      DET  85  77
1425   1964      HOU  66  96
1426   1964      OAK  57 105
1427   1964      ANA  82  80
1428   1964      LAD  80  82
1429   1964      MIN  79  83
1430   1964      ATL  88  74
1431   1964      NYY  99  63
1432   1964      NYM  53 109
1433   1964      PHI  92  70
1434   1964      PIT  80  82
1435   1964      SFG  90  72
1436   1964      STL  93  69
1437   1964      TEX  62 100
1438   1965      BAL  94  68
1439   1965      BOS  62 100
1440   1965      ANA  75  87
1441   1965      CHW  95  67
1442   1965      CHC  72  90
1443   1965      CIN  89  73
1444   1965      CLE  87  75
1445   1965      DET  89  73
1446   1965      HOU  65  97
1447   1965      OAK  59 103
1448   1965      LAD  97  65
1449   1965      MIN 102  60
1450   1965      ATL  86  76
1451   1965      NYY  77  85
1452   1965      NYM  50 112
1453   1965      PHI  85  76
1454   1965      PIT  90  72
1455   1965      SFG  95  67
1456   1965      STL  80  81
1457   1965      TEX  70  92
1458   1966      ATL  85  77
1459   1966      BAL  97  63
1460   1966      BOS  72  90
1461   1966      ANA  80  82
1462   1966      CHW  83  79
1463   1966      CHC  59 103
1464   1966      CIN  76  84
1465   1966      CLE  81  81
1466   1966      DET  88  74
1467   1966      HOU  72  90
1468   1966      OAK  74  86
1469   1966      LAD  95  67
1470   1966      MIN  89  73
1471   1966      NYY  70  89
1472   1966      NYM  66  95
1473   1966      PHI  87  75
1474   1966      PIT  92  70
1475   1966      SFG  93  68
1476   1966      STL  83  79
1477   1966      TEX  71  88
1478   1967      ATL  77  85
1479   1967      BAL  76  85
1480   1967      BOS  92  70
1481   1967      ANA  84  77
1482   1967      CHW  89  73
1483   1967      CHC  87  74
1484   1967      CIN  87  75
1485   1967      CLE  75  87
1486   1967      DET  91  71
1487   1967      HOU  69  93
1488   1967      OAK  62  99
1489   1967      LAD  73  89
1490   1967      MIN  91  71
1491   1967      NYY  72  90
1492   1967      NYM  61 101
1493   1967      PHI  82  80
1494   1967      PIT  81  81
1495   1967      SFG  91  71
1496   1967      STL 101  60
1497   1967      TEX  76  85
1498   1968      ATL  81  81
1499   1968      BAL  91  71
1500   1968      BOS  86  76
1501   1968      ANA  67  95
1502   1968      CHW  67  95
1503   1968      CHC  84  78
1504   1968      CIN  83  79
1505   1968      CLE  86  75
1506   1968      DET 103  59
1507   1968      HOU  72  90
1508   1968      LAD  76  86
1509   1968      MIN  79  83
1510   1968      NYY  83  79
1511   1968      NYM  73  89
1512   1968      OAK  82  80
1513   1968      PHI  76  86
1514   1968      PIT  80  82
1515   1968      SFG  88  74
1516   1968      STL  97  65
1517   1968      TEX  65  96
1518   1969      ATL  93  69
1519   1969      BAL 109  53
1520   1969      BOS  87  75
1521   1969      ANA  71  91
1522   1969      CHW  68  94
1523   1969      CHC  92  70
1524   1969      CIN  89  73
1525   1969      CLE  62  99
1526   1969      DET  90  72
1527   1969      HOU  81  81
1528   1969      KCR  69  93
1529   1969      LAD  85  77
1530   1969      MIN  97  65
1531   1969      WSN  52 110
1532   1969      NYY  80  81
1533   1969      NYM 100  62
1534   1969      OAK  88  74
1535   1969      PHI  63  99
1536   1969      PIT  88  74
1537   1969      SDP  52 110
1538   1969      MIL  64  98
1539   1969      SFG  90  72
1540   1969      STL  87  75
1541   1969      TEX  86  76
1542   1970      ATL  76  86
1543   1970      BAL 108  54
1544   1970      BOS  87  75
1545   1970      ANA  86  76
1546   1970      CHW  56 106
1547   1970      CHC  84  78
1548   1970      CIN 102  60
1549   1970      CLE  76  86
1550   1970      DET  79  83
1551   1970      HOU  79  83
1552   1970      KCR  65  97
1553   1970      LAD  87  74
1554   1970      MIN  98  64
1555   1970      MIL  65  97
1556   1970      WSN  73  89
1557   1970      NYY  93  69
1558   1970      NYM  83  79
1559   1970      OAK  89  73
1560   1970      PHI  73  88
1561   1970      PIT  89  73
1562   1970      SDP  63  99
1563   1970      SFG  86  76
1564   1970      STL  76  86
1565   1970      TEX  70  92
1566   1971      ATL  82  80
1567   1971      BAL 101  57
1568   1971      BOS  85  77
1569   1971      ANA  76  86
1570   1971      CHW  79  83
1571   1971      CHC  83  79
1572   1971      CIN  79  83
1573   1971      CLE  60 102
1574   1971      DET  91  71
1575   1971      HOU  79  83
1576   1971      KCR  85  76
1577   1971      LAD  89  73
1578   1971      MIN  74  86
1579   1971      MIL  69  92
1580   1971      WSN  71  90
1581   1971      NYY  82  80
1582   1971      NYM  83  79
1583   1971      OAK 101  60
1584   1971      PHI  67  95
1585   1971      PIT  97  65
1586   1971      SDP  61 100
1587   1971      SFG  90  72
1588   1971      STL  90  72
1589   1971      TEX  63  96
1590   1972      ATL  70  84
1591   1972      BAL  80  74
1592   1972      BOS  85  70
1593   1972      ANA  75  80
1594   1972      CHW  87  67
1595   1972      CHC  85  70
1596   1972      CIN  95  59
1597   1972      CLE  72  84
1598   1972      DET  86  70
1599   1972      HOU  84  69
1600   1972      KCR  76  78
1601   1972      LAD  85  70
1602   1972      MIN  77  77
1603   1972      MIL  65  91
1604   1972      WSN  70  86
1605   1972      NYY  79  76
1606   1972      NYM  83  73
1607   1972      OAK  93  62
1608   1972      PHI  59  97
1609   1972      PIT  96  59
1610   1972      SDP  58  95
1611   1972      SFG  69  86
1612   1972      STL  75  81
1613   1972      TEX  54 100
1614   1973      ATL  76  85
1615   1973      BAL  97  65
1616   1973      BOS  89  73
1617   1973      ANA  79  83
1618   1973      CHW  77  85
1619   1973      CHC  77  84
1620   1973      CIN  99  63
1621   1973      CLE  71  91
1622   1973      DET  85  77
1623   1973      HOU  82  80
1624   1973      KCR  88  74
1625   1973      LAD  95  66
1626   1973      MIN  81  81
1627   1973      MIL  74  88
1628   1973      WSN  79  83
1629   1973      NYY  80  82
1630   1973      NYM  82  79
1631   1973      OAK  94  68
1632   1973      PHI  71  91
1633   1973      PIT  80  82
1634   1973      SDP  60 102
1635   1973      SFG  88  74
1636   1973      STL  81  81
1637   1973      TEX  57 105
1638   1974      ATL  88  74
1639   1974      BAL  91  71
1640   1974      BOS  84  78
1641   1974      ANA  68  94
1642   1974      CHW  80  80
1643   1974      CHC  66  96
1644   1974      CIN  98  64
1645   1974      CLE  77  85
1646   1974      DET  72  90
1647   1974      HOU  81  81
1648   1974      KCR  77  85
1649   1974      LAD 102  60
1650   1974      MIN  82  80
1651   1974      MIL  76  86
1652   1974      WSN  79  82
1653   1974      NYY  89  73
1654   1974      NYM  71  91
1655   1974      OAK  90  72
1656   1974      PHI  80  82
1657   1974      PIT  88  74
1658   1974      SDP  60 102
1659   1974      SFG  72  90
1660   1974      STL  86  75
1661   1974      TEX  84  76
1662   1975      ATL  67  94
1663   1975      BAL  90  69
1664   1975      BOS  95  65
1665   1975      ANA  72  89
1666   1975      CHW  75  86
1667   1975      CHC  75  87
1668   1975      CIN 108  54
1669   1975      CLE  79  80
1670   1975      DET  57 102
1671   1975      HOU  64  97
1672   1975      KCR  91  71
1673   1975      LAD  88  74
1674   1975      MIN  76  83
1675   1975      MIL  68  94
1676   1975      WSN  75  87
1677   1975      NYY  83  77
1678   1975      NYM  82  80
1679   1975      OAK  98  64
1680   1975      PHI  86  76
1681   1975      PIT  92  69
1682   1975      SDP  71  91
1683   1975      SFG  80  81
1684   1975      STL  82  80
1685   1975      TEX  79  83
1686   1976      ATL  70  92
1687   1976      BAL  88  74
1688   1976      BOS  83  79
1689   1976      ANA  76  86
1690   1976      CHW  64  97
1691   1976      CHC  75  87
1692   1976      CIN 102  60
1693   1976      CLE  81  78
1694   1976      DET  74  87
1695   1976      HOU  80  82
1696   1976      KCR  90  72
1697   1976      LAD  92  70
1698   1976      MIN  85  77
1699   1976      MIL  66  95
1700   1976      WSN  55 107
1701   1976      NYY  97  62
1702   1976      NYM  86  76
1703   1976      OAK  87  74
1704   1976      PHI 101  61
1705   1976      PIT  92  70
1706   1976      SDP  73  89
1707   1976      SFG  74  88
1708   1976      STL  72  90
1709   1976      TEX  76  86
1710   1977      ATL  61 101
1711   1977      BAL  97  64
1712   1977      BOS  97  64
1713   1977      ANA  74  88
1714   1977      CHW  90  72
1715   1977      CHC  81  81
1716   1977      CIN  88  74
1717   1977      CLE  71  90
1718   1977      DET  74  88
1719   1977      HOU  81  81
1720   1977      KCR 102  60
1721   1977      LAD  98  64
1722   1977      MIN  84  77
1723   1977      MIL  67  95
1724   1977      WSN  75  87
1725   1977      NYY 100  62
1726   1977      NYM  64  98
1727   1977      OAK  63  98
1728   1977      PHI 101  61
1729   1977      PIT  96  66
1730   1977      SDP  69  93
1731   1977      SEA  64  98
1732   1977      SFG  75  87
1733   1977      STL  83  79
1734   1977      TEX  94  68
1735   1977      TOR  54 107
1736   1978      ATL  69  93
1737   1978      BAL  90  71
1738   1978      BOS  99  64
1739   1978      ANA  87  75
1740   1978      CHW  71  90
1741   1978      CHC  79  83
1742   1978      CIN  92  69
1743   1978      CLE  69  90
1744   1978      DET  86  76
1745   1978      HOU  74  88
1746   1978      KCR  92  70
1747   1978      LAD  95  67
1748   1978      MIN  73  89
1749   1978      MIL  93  69
1750   1978      WSN  76  86
1751   1978      NYY 100  63
1752   1978      NYM  66  96
1753   1978      OAK  69  93
1754   1978      PHI  90  72
1755   1978      PIT  88  73
1756   1978      SDP  84  78
1757   1978      SEA  56 104
1758   1978      SFG  89  73
1759   1978      STL  69  93
1760   1978      TEX  87  75
1761   1978      TOR  59 102
1762   1979      ATL  66  94
1763   1979      BAL 102  57
1764   1979      BOS  91  69
1765   1979      ANA  88  74
1766   1979      CHW  73  87
1767   1979      CHC  80  82
1768   1979      CIN  90  71
1769   1979      CLE  81  80
1770   1979      DET  85  76
1771   1979      HOU  89  73
1772   1979      KCR  85  77
1773   1979      LAD  79  83
1774   1979      MIN  82  80
1775   1979      MIL  95  66
1776   1979      WSN  95  65
1777   1979      NYY  89  71
1778   1979      NYM  63  99
1779   1979      OAK  54 108
1780   1979      PHI  84  78
1781   1979      PIT  98  64
1782   1979      SDP  68  93
1783   1979      SEA  67  95
1784   1979      SFG  71  91
1785   1979      STL  86  76
1786   1979      TEX  83  79
1787   1979      TOR  53 109
1788   1980      ATL  81  80
1789   1980      BAL 100  62
1790   1980      BOS  83  77
1791   1980      ANA  65  95
1792   1980      CHW  70  90
1793   1980      CHC  64  98
1794   1980      CIN  89  73
1795   1980      CLE  79  81
1796   1980      DET  84  78
1797   1980      HOU  93  70
1798   1980      KCR  97  65
1799   1980      LAD  92  71
1800   1980      MIN  77  84
1801   1980      MIL  86  76
1802   1980      WSN  90  72
1803   1980      NYY 103  59
1804   1980      NYM  67  95
1805   1980      OAK  83  79
1806   1980      PHI  91  71
1807   1980      PIT  83  79
1808   1980      SDP  73  89
1809   1980      SEA  59 103
1810   1980      SFG  75  86
1811   1980      STL  74  88
1812   1980      TEX  76  85
1813   1980      TOR  67  95
1814   1981      ATL  50  56
1815   1981      BAL  59  46
1816   1981      BOS  59  49
1817   1981      ANA  51  59
1818   1981      CHW  54  52
1819   1981      CHC  38  65
1820   1981      CIN  66  42
1821   1981      CLE  52  51
1822   1981      DET  60  49
1823   1981      HOU  61  49
1824   1981      KCR  50  53
1825   1981      LAD  63  47
1826   1981      MIN  41  68
1827   1981      MIL  62  47
1828   1981      WSN  60  48
1829   1981      NYY  59  48
1830   1981      NYM  41  62
1831   1981      OAK  64  45
1832   1981      PHI  59  48
1833   1981      PIT  46  56
1834   1981      SDP  41  69
1835   1981      SEA  44  65
1836   1981      SFG  56  55
1837   1981      STL  59  43
1838   1981      TEX  57  48
1839   1981      TOR  37  69
1840   1982      ATL  89  73
1841   1982      BAL  94  68
1842   1982      BOS  89  73
1843   1982      ANA  93  69
1844   1982      CHW  87  75
1845   1982      CHC  73  89
1846   1982      CIN  61 101
1847   1982      CLE  78  84
1848   1982      DET  83  79
1849   1982      HOU  77  85
1850   1982      KCR  90  72
1851   1982      LAD  88  74
1852   1982      MIN  60 102
1853   1982      MIL  95  67
1854   1982      WSN  86  76
1855   1982      NYY  79  83
1856   1982      NYM  65  97
1857   1982      OAK  68  94
1858   1982      PHI  89  73
1859   1982      PIT  84  78
1860   1982      SDP  81  81
1861   1982      SEA  76  86
1862   1982      SFG  87  75
1863   1982      STL  92  70
1864   1982      TEX  64  98
1865   1982      TOR  78  84
1866   1983      ATL  88  74
1867   1983      BAL  98  64
1868   1983      BOS  78  84
1869   1983      ANA  70  92
1870   1983      CHW  99  63
1871   1983      CHC  71  91
1872   1983      CIN  74  88
1873   1983      CLE  70  92
1874   1983      DET  92  70
1875   1983      HOU  85  77
1876   1983      KCR  79  83
1877   1983      LAD  91  71
1878   1983      MIN  70  92
1879   1983      MIL  87  75
1880   1983      WSN  82  80
1881   1983      NYY  91  71
1882   1983      NYM  68  94
1883   1983      OAK  74  88
1884   1983      PHI  90  72
1885   1983      PIT  84  78
1886   1983      SDP  81  81
1887   1983      SEA  60 102
1888   1983      SFG  79  83
1889   1983      STL  79  83
1890   1983      TEX  77  85
1891   1983      TOR  89  73
1892   1984      ATL  80  82
1893   1984      BAL  85  77
1894   1984      BOS  86  76
1895   1984      ANA  81  81
1896   1984      CHW  74  88
1897   1984      CHC  96  65
1898   1984      CIN  70  92
1899   1984      CLE  75  87
1900   1984      DET 104  58
1901   1984      HOU  80  82
1902   1984      KCR  84  78
1903   1984      LAD  79  83
1904   1984      MIN  81  81
1905   1984      MIL  67  94
1906   1984      WSN  78  83
1907   1984      NYY  87  75
1908   1984      NYM  90  72
1909   1984      OAK  77  85
1910   1984      PHI  81  81
1911   1984      PIT  75  87
1912   1984      SDP  92  70
1913   1984      SEA  74  88
1914   1984      SFG  66  96
1915   1984      STL  84  78
1916   1984      TEX  69  92
1917   1984      TOR  89  73
1918   1985      ATL  66  96
1919   1985      BAL  83  78
1920   1985      BOS  81  81
1921   1985      ANA  90  72
1922   1985      CHW  85  77
1923   1985      CHC  77  84
1924   1985      CIN  89  72
1925   1985      CLE  60 102
1926   1985      DET  84  77
1927   1985      HOU  83  79
1928   1985      KCR  91  71
1929   1985      LAD  95  67
1930   1985      MIN  77  85
1931   1985      MIL  71  90
1932   1985      WSN  84  77
1933   1985      NYY  97  64
1934   1985      NYM  98  64
1935   1985      OAK  77  85
1936   1985      PHI  75  87
1937   1985      PIT  57 104
1938   1985      SDP  83  79
1939   1985      SEA  74  88
1940   1985      SFG  62 100
1941   1985      STL 101  61
1942   1985      TEX  62  99
1943   1985      TOR  99  62
1944   1986      ATL  72  89
1945   1986      BAL  73  89
1946   1986      BOS  95  66
1947   1986      ANA  92  70
1948   1986      CHW  72  90
1949   1986      CHC  70  90
1950   1986      CIN  86  76
1951   1986      CLE  84  78
1952   1986      DET  87  75
1953   1986      HOU  96  66
1954   1986      KCR  76  86
1955   1986      LAD  73  89
1956   1986      MIN  71  91
1957   1986      MIL  77  84
1958   1986      WSN  78  83
1959   1986      NYY  90  72
1960   1986      NYM 108  54
1961   1986      OAK  76  86
1962   1986      PHI  86  75
1963   1986      PIT  64  98
1964   1986      SDP  74  88
1965   1986      SEA  67  95
1966   1986      SFG  83  79
1967   1986      STL  79  82
1968   1986      TEX  87  75
1969   1986      TOR  86  76
1970   1987      ATL  69  92
1971   1987      BAL  67  95
1972   1987      BOS  78  84
1973   1987      ANA  75  87
1974   1987      CHW  77  85
1975   1987      CHC  76  85
1976   1987      CIN  84  78
1977   1987      CLE  61 101
1978   1987      DET  98  64
1979   1987      HOU  76  86
1980   1987      KCR  83  79
1981   1987      LAD  73  89
1982   1987      MIN  85  77
1983   1987      MIL  91  71
1984   1987      WSN  91  71
1985   1987      NYY  89  73
1986   1987      NYM  92  70
1987   1987      OAK  81  81
1988   1987      PHI  80  82
1989   1987      PIT  80  82
1990   1987      SDP  65  97
1991   1987      SEA  78  84
1992   1987      SFG  90  72
1993   1987      STL  95  67
1994   1987      TEX  75  87
1995   1987      TOR  96  66
1996   1988      ATL  54 106
1997   1988      BAL  54 107
1998   1988      BOS  89  73
1999   1988      ANA  75  87
2000   1988      CHW  71  90
2001   1988      CHC  77  85
2002   1988      CIN  87  74
2003   1988      CLE  78  84
2004   1988      DET  88  74
2005   1988      HOU  82  80
2006   1988      KCR  84  77
2007   1988      LAD  94  67
2008   1988      MIN  91  71
2009   1988      MIL  87  75
2010   1988      WSN  81  81
2011   1988      NYY  85  76
2012   1988      NYM 100  60
2013   1988      OAK 104  58
2014   1988      PHI  65  96
2015   1988      PIT  85  75
2016   1988      SDP  83  78
2017   1988      SEA  68  93
2018   1988      SFG  83  79
2019   1988      STL  76  86
2020   1988      TEX  70  91
2021   1988      TOR  87  75
2022   1989      ATL  63  97
2023   1989      BAL  87  75
2024   1989      BOS  83  79
2025   1989      ANA  91  71
2026   1989      CHW  69  92
2027   1989      CHC  93  69
2028   1989      CIN  75  87
2029   1989      CLE  73  89
2030   1989      DET  59 103
2031   1989      HOU  86  76
2032   1989      KCR  92  70
2033   1989      LAD  77  83
2034   1989      MIN  80  82
2035   1989      MIL  81  81
2036   1989      WSN  81  81
2037   1989      NYY  74  87
2038   1989      NYM  87  75
2039   1989      OAK  99  63
2040   1989      PHI  67  95
2041   1989      PIT  74  88
2042   1989      SDP  89  73
2043   1989      SEA  73  89
2044   1989      SFG  92  70
2045   1989      STL  86  76
2046   1989      TEX  83  79
2047   1989      TOR  89  73
2048   1990      ATL  65  97
2049   1990      BAL  76  85
2050   1990      BOS  88  74
2051   1990      ANA  80  82
2052   1990      CHW  94  68
2053   1990      CHC  77  85
2054   1990      CIN  91  71
2055   1990      CLE  77  85
2056   1990      DET  79  83
2057   1990      HOU  75  87
2058   1990      KCR  75  86
2059   1990      LAD  86  76
2060   1990      MIN  74  88
2061   1990      MIL  74  88
2062   1990      WSN  85  77
2063   1990      NYY  67  95
2064   1990      NYM  91  71
2065   1990      OAK 103  59
2066   1990      PHI  77  85
2067   1990      PIT  95  67
2068   1990      SDP  75  87
2069   1990      SEA  77  85
2070   1990      SFG  85  77
2071   1990      STL  70  92
2072   1990      TEX  83  79
2073   1990      TOR  86  76
2074   1991      ATL  94  68
2075   1991      BAL  67  95
2076   1991      BOS  84  78
2077   1991      ANA  81  81
2078   1991      CHW  87  75
2079   1991      CHC  77  83
2080   1991      CIN  74  88
2081   1991      CLE  57 105
2082   1991      DET  84  78
2083   1991      HOU  65  97
2084   1991      KCR  82  80
2085   1991      LAD  93  69
2086   1991      MIN  95  67
2087   1991      MIL  83  79
2088   1991      WSN  71  90
2089   1991      NYY  71  91
2090   1991      NYM  77  84
2091   1991      OAK  84  78
2092   1991      PHI  78  84
2093   1991      PIT  98  64
2094   1991      SDP  84  78
2095   1991      SEA  83  79
2096   1991      SFG  75  87
2097   1991      STL  84  78
2098   1991      TEX  85  77
2099   1991      TOR  91  71
2100   1992      ATL  98  64
2101   1992      BAL  89  73
2102   1992      BOS  73  89
2103   1992      ANA  72  90
2104   1992      CHW  86  76
2105   1992      CHC  78  84
2106   1992      CIN  90  72
2107   1992      CLE  76  86
2108   1992      DET  75  87
2109   1992      HOU  81  81
2110   1992      KCR  72  90
2111   1992      LAD  63  99
2112   1992      MIN  90  72
2113   1992      MIL  92  70
2114   1992      WSN  87  75
2115   1992      NYY  76  86
2116   1992      NYM  72  90
2117   1992      OAK  96  66
2118   1992      PHI  70  92
2119   1992      PIT  96  66
2120   1992      SDP  82  80
2121   1992      SEA  64  98
2122   1992      SFG  72  90
2123   1992      STL  83  79
2124   1992      TEX  77  85
2125   1992      TOR  96  66
2126   1993      ATL 104  58
2127   1993      BAL  85  77
2128   1993      BOS  80  82
2129   1993      ANA  71  91
2130   1993      CHW  94  68
2131   1993      CHC  84  78
2132   1993      CIN  73  89
2133   1993      CLE  76  86
2134   1993      COL  67  95
2135   1993      DET  85  77
2136   1993      FLA  64  98
2137   1993      HOU  85  77
2138   1993      KCR  84  78
2139   1993      LAD  81  81
2140   1993      MIN  71  91
2141   1993      MIL  69  93
2142   1993      WSN  94  68
2143   1993      NYY  88  74
2144   1993      NYM  59 103
2145   1993      OAK  68  94
2146   1993      PHI  97  65
2147   1993      PIT  75  87
2148   1993      SDP  61 101
2149   1993      SEA  82  80
2150   1993      SFG 103  59
2151   1993      STL  87  75
2152   1993      TEX  86  76
2153   1993      TOR  95  67
2154   1994      ATL  68  46
2155   1994      BAL  63  49
2156   1994      BOS  54  61
2157   1994      ANA  47  68
2158   1994      CHW  67  46
2159   1994      CHC  49  64
2160   1994      CIN  66  48
2161   1994      CLE  66  47
2162   1994      COL  53  64
2163   1994      DET  53  62
2164   1994      FLA  51  64
2165   1994      HOU  66  49
2166   1994      KCR  64  51
2167   1994      LAD  58  56
2168   1994      MIN  53  60
2169   1994      MIL  53  62
2170   1994      WSN  74  40
2171   1994      NYY  70  43
2172   1994      NYM  55  58
2173   1994      OAK  51  63
2174   1994      PHI  54  61
2175   1994      PIT  53  61
2176   1994      SDP  47  70
2177   1994      SEA  49  63
2178   1994      SFG  55  60
2179   1994      STL  53  61
2180   1994      TEX  52  62
2181   1994      TOR  55  60
2182   1995      ATL  90  54
2183   1995      BAL  71  73
2184   1995      BOS  86  58
2185   1995      ANA  78  67
2186   1995      CHW  68  76
2187   1995      CHC  73  71
2188   1995      CIN  85  59
2189   1995      CLE 100  44
2190   1995      COL  77  67
2191   1995      DET  60  84
2192   1995      FLA  67  76
2193   1995      HOU  76  68
2194   1995      KCR  70  74
2195   1995      LAD  78  66
2196   1995      MIN  56  88
2197   1995      MIL  65  79
2198   1995      WSN  66  78
2199   1995      NYY  79  65
2200   1995      NYM  69  75
2201   1995      OAK  67  77
2202   1995      PHI  69  75
2203   1995      PIT  58  86
2204   1995      SDP  70  74
2205   1995      SEA  79  66
2206   1995      SFG  67  77
2207   1995      STL  62  81
2208   1995      TEX  74  70
2209   1995      TOR  56  88
2210   1996      ATL  96  66
2211   1996      BAL  88  74
2212   1996      BOS  85  77
2213   1996      ANA  70  91
2214   1996      CHW  85  77
2215   1996      CHC  76  86
2216   1996      CIN  81  81
2217   1996      CLE  99  62
2218   1996      COL  83  79
2219   1996      DET  53 109
2220   1996      FLA  80  82
2221   1996      HOU  82  80
2222   1996      KCR  75  86
2223   1996      LAD  90  72
2224   1996      MIN  78  84
2225   1996      MIL  80  82
2226   1996      WSN  88  74
2227   1996      NYY  92  70
2228   1996      NYM  71  91
2229   1996      OAK  78  84
2230   1996      PHI  67  95
2231   1996      PIT  73  89
2232   1996      SDP  91  71
2233   1996      SEA  85  76
2234   1996      SFG  68  94
2235   1996      STL  88  74
2236   1996      TEX  90  72
2237   1996      TOR  74  88
2238   1997      ANA  84  78
2239   1997      ATL 101  61
2240   1997      BAL  98  64
2241   1997      BOS  78  84
2242   1997      CHW  80  81
2243   1997      CHC  68  94
2244   1997      CIN  76  86
2245   1997      CLE  86  75
2246   1997      COL  83  79
2247   1997      DET  79  83
2248   1997      FLA  92  70
2249   1997      HOU  84  78
2250   1997      KCR  67  94
2251   1997      LAD  88  74
2252   1997      MIN  68  94
2253   1997      MIL  78  83
2254   1997      WSN  78  84
2255   1997      NYY  96  66
2256   1997      NYM  88  74
2257   1997      OAK  65  97
2258   1997      PHI  68  94
2259   1997      PIT  79  83
2260   1997      SDP  76  86
2261   1997      SEA  90  72
2262   1997      SFG  90  72
2263   1997      STL  73  89
2264   1997      TEX  77  85
2265   1997      TOR  76  86
2266   1998      ANA  85  77
2267   1998      ARI  65  97
2268   1998      ATL 106  56
2269   1998      BAL  79  83
2270   1998      BOS  92  70
2271   1998      CHW  80  82
2272   1998      CHC  90  73
2273   1998      CIN  77  85
2274   1998      CLE  89  73
2275   1998      COL  77  85
2276   1998      DET  65  97
2277   1998      FLA  54 108
2278   1998      HOU 102  60
2279   1998      KCR  72  89
2280   1998      LAD  83  79
2281   1998      MIL  74  88
2282   1998      MIN  70  92
2283   1998      WSN  65  97
2284   1998      NYY 114  48
2285   1998      NYM  88  74
2286   1998      OAK  74  88
2287   1998      PHI  75  87
2288   1998      PIT  69  93
2289   1998      SDP  98  64
2290   1998      SEA  76  85
2291   1998      SFG  89  74
2292   1998      STL  83  79
2293   1998      TBD  63  99
2294   1998      TEX  88  74
2295   1998      TOR  88  74
2296   1999      ANA  70  92
2297   1999      ARI 100  62
2298   1999      ATL 103  59
2299   1999      BAL  78  84
2300   1999      BOS  94  68
2301   1999      CHW  75  86
2302   1999      CHC  67  95
2303   1999      CIN  96  67
2304   1999      CLE  97  65
2305   1999      COL  72  90
2306   1999      DET  69  92
2307   1999      FLA  64  98
2308   1999      HOU  97  65
2309   1999      KCR  64  97
2310   1999      LAD  77  85
2311   1999      MIL  74  87
2312   1999      MIN  63  97
2313   1999      WSN  68  94
2314   1999      NYY  98  64
2315   1999      NYM  97  66
2316   1999      OAK  87  75
2317   1999      PHI  77  85
2318   1999      PIT  78  83
2319   1999      SDP  74  88
2320   1999      SEA  79  83
2321   1999      SFG  86  76
2322   1999      STL  75  86
2323   1999      TBD  69  93
2324   1999      TEX  95  67
2325   1999      TOR  84  78
2326   2000      ANA  82  80
2327   2000      ARI  85  77
2328   2000      ATL  95  67
2329   2000      BAL  74  88
2330   2000      BOS  85  77
2331   2000      CHW  95  67
2332   2000      CHC  65  97
2333   2000      CIN  85  77
2334   2000      CLE  90  72
2335   2000      COL  82  80
2336   2000      DET  79  83
2337   2000      FLA  79  82
2338   2000      HOU  72  90
2339   2000      KCR  77  85
2340   2000      LAD  86  76
2341   2000      MIL  73  89
2342   2000      MIN  69  93
2343   2000      WSN  67  95
2344   2000      NYY  87  74
2345   2000      NYM  94  68
2346   2000      OAK  91  70
2347   2000      PHI  65  97
2348   2000      PIT  69  93
2349   2000      SDP  76  86
2350   2000      SEA  91  71
2351   2000      SFG  97  65
2352   2000      STL  95  67
2353   2000      TBD  69  92
2354   2000      TEX  71  91
2355   2000      TOR  83  79
2356   2001      ANA  75  87
2357   2001      ARI  92  70
2358   2001      ATL  88  74
2359   2001      BAL  63  98
2360   2001      BOS  82  79
2361   2001      CHW  83  79
2362   2001      CHC  88  74
2363   2001      CIN  66  96
2364   2001      CLE  91  71
2365   2001      COL  73  89
2366   2001      DET  66  96
2367   2001      FLA  76  86
2368   2001      HOU  93  69
2369   2001      KCR  65  97
2370   2001      LAD  86  76
2371   2001      MIL  68  94
2372   2001      MIN  85  77
2373   2001      WSN  68  94
2374   2001      NYY  95  65
2375   2001      NYM  82  80
2376   2001      OAK 102  60
2377   2001      PHI  86  76
2378   2001      PIT  62 100
2379   2001      SDP  79  83
2380   2001      SEA 116  46
2381   2001      SFG  90  72
2382   2001      STL  93  69
2383   2001      TBD  62 100
2384   2001      TEX  73  89
2385   2001      TOR  80  82
2386   2002      ANA  99  63
2387   2002      ARI  98  64
2388   2002      ATL 101  59
2389   2002      BAL  67  95
2390   2002      BOS  93  69
2391   2002      CHW  81  81
2392   2002      CHC  67  95
2393   2002      CIN  78  84
2394   2002      CLE  74  88
2395   2002      COL  73  89
2396   2002      DET  55 106
2397   2002      FLA  79  83
2398   2002      HOU  84  78
2399   2002      KCR  62 100
2400   2002      LAD  92  70
2401   2002      MIL  56 106
2402   2002      MIN  94  67
2403   2002      WSN  83  79
2404   2002      NYY 103  58
2405   2002      NYM  75  86
2406   2002      OAK 103  59
2407   2002      PHI  80  81
2408   2002      PIT  72  89
2409   2002      SDP  66  96
2410   2002      SEA  93  69
2411   2002      SFG  95  66
2412   2002      STL  97  65
2413   2002      TBD  55 106
2414   2002      TEX  72  90
2415   2002      TOR  78  84
2416   2003      ANA  77  85
2417   2003      ARI  84  78
2418   2003      ATL 101  61
2419   2003      BAL  71  91
2420   2003      BOS  95  67
2421   2003      CHW  86  76
2422   2003      CHC  88  74
2423   2003      CIN  69  93
2424   2003      CLE  68  94
2425   2003      COL  74  88
2426   2003      DET  43 119
2427   2003      FLA  91  71
2428   2003      HOU  87  75
2429   2003      KCR  83  79
2430   2003      LAD  85  77
2431   2003      MIL  68  94
2432   2003      MIN  90  72
2433   2003      WSN  83  79
2434   2003      NYY 101  61
2435   2003      NYM  66  95
2436   2003      OAK  96  66
2437   2003      PHI  86  76
2438   2003      PIT  75  87
2439   2003      SDP  64  98
2440   2003      SEA  93  69
2441   2003      SFG 100  61
2442   2003      STL  85  77
2443   2003      TBD  63  99
2444   2003      TEX  71  91
2445   2003      TOR  86  76
2446   2004      ANA  92  70
2447   2004      ARI  51 111
2448   2004      ATL  96  66
2449   2004      BAL  78  84
2450   2004      BOS  98  64
2451   2004      CHW  83  79
2452   2004      CHC  89  73
2453   2004      CIN  76  86
2454   2004      CLE  80  82
2455   2004      COL  68  94
2456   2004      DET  72  90
2457   2004      FLA  83  79
2458   2004      HOU  92  70
2459   2004      KCR  58 104
2460   2004      LAD  93  69
2461   2004      MIL  67  94
2462   2004      MIN  92  70
2463   2004      WSN  67  95
2464   2004      NYY 101  61
2465   2004      NYM  71  91
2466   2004      OAK  91  71
2467   2004      PHI  86  76
2468   2004      PIT  72  89
2469   2004      SDP  87  75
2470   2004      SEA  63  99
2471   2004      SFG  91  71
2472   2004      STL 105  57
2473   2004      TBD  70  91
2474   2004      TEX  89  73
2475   2004      TOR  67  94
2476   2005      ARI  77  85
2477   2005      ATL  90  72
2478   2005      BAL  74  88
2479   2005      BOS  95  67
2480   2005      CHW  99  63
2481   2005      CHC  79  83
2482   2005      CIN  73  89
2483   2005      CLE  93  69
2484   2005      COL  67  95
2485   2005      DET  71  91
2486   2005      FLA  83  79
2487   2005      HOU  89  73
2488   2005      KCR  56 106
2489   2005      ANA  95  67
2490   2005      LAD  71  91
2491   2005      MIL  81  81
2492   2005      MIN  83  79
2493   2005      NYY  95  67
2494   2005      NYM  83  79
2495   2005      OAK  88  74
2496   2005      PHI  88  74
2497   2005      PIT  67  95
2498   2005      SDP  82  80
2499   2005      SEA  69  93
2500   2005      SFG  75  87
2501   2005      STL 100  62
2502   2005      TBD  67  95
2503   2005      TEX  79  83
2504   2005      TOR  80  82
2505   2005      WSN  81  81
2506   2006      ARI  76  86
2507   2006      ATL  79  83
2508   2006      BAL  70  92
2509   2006      BOS  86  76
2510   2006      CHW  90  72
2511   2006      CHC  66  96
2512   2006      CIN  80  82
2513   2006      CLE  78  84
2514   2006      COL  76  86
2515   2006      DET  95  67
2516   2006      FLA  78  84
2517   2006      HOU  82  80
2518   2006      KCR  62 100
2519   2006      ANA  89  73
2520   2006      LAD  88  74
2521   2006      MIL  75  87
2522   2006      MIN  96  66
2523   2006      NYY  97  65
2524   2006      NYM  97  65
2525   2006      OAK  93  69
2526   2006      PHI  85  77
2527   2006      PIT  67  95
2528   2006      SDP  88  74
2529   2006      SEA  78  84
2530   2006      SFG  76  85
2531   2006      STL  83  78
2532   2006      TBD  61 101
2533   2006      TEX  80  82
2534   2006      TOR  87  75
2535   2006      WSN  71  91
2536   2007      ARI  90  72
2537   2007      ATL  84  78
2538   2007      BAL  69  93
2539   2007      BOS  96  66
2540   2007      CHW  72  90
2541   2007      CHC  85  77
2542   2007      CIN  72  90
2543   2007      CLE  96  66
2544   2007      COL  90  73
2545   2007      DET  88  74
2546   2007      FLA  71  91
2547   2007      HOU  73  89
2548   2007      KCR  69  93
2549   2007      ANA  94  68
2550   2007      LAD  82  80
2551   2007      MIL  83  79
2552   2007      MIN  79  83
2553   2007      NYY  94  68
2554   2007      NYM  88  74
2555   2007      OAK  76  86
2556   2007      PHI  89  73
2557   2007      PIT  68  94
2558   2007      SDP  89  74
2559   2007      SEA  88  74
2560   2007      SFG  71  91
2561   2007      STL  78  84
2562   2007      TBD  66  96
2563   2007      TEX  75  87
2564   2007      TOR  83  79
2565   2007      WSN  73  89
2566   2008      ARI  82  80
2567   2008      ATL  72  90
2568   2008      BAL  68  93
2569   2008      BOS  95  67
2570   2008      CHW  89  74
2571   2008      CHC  97  64
2572   2008      CIN  74  88
2573   2008      CLE  81  81
2574   2008      COL  74  88
2575   2008      DET  74  88
2576   2008      FLA  84  77
2577   2008      HOU  86  75
2578   2008      KCR  75  87
2579   2008      ANA 100  62
2580   2008      LAD  84  78
2581   2008      MIL  90  72
2582   2008      MIN  88  75
2583   2008      NYY  89  73
2584   2008      NYM  89  73
2585   2008      OAK  75  86
2586   2008      PHI  92  70
2587   2008      PIT  67  95
2588   2008      SDP  63  99
2589   2008      SEA  61 101
2590   2008      SFG  72  90
2591   2008      STL  86  76
2592   2008      TBD  97  65
2593   2008      TEX  79  83
2594   2008      TOR  86  76
2595   2008      WSN  59 102
2596   2009      ARI  70  92
2597   2009      ATL  86  76
2598   2009      BAL  64  98
2599   2009      BOS  95  67
2600   2009      CHW  79  83
2601   2009      CHC  83  78
2602   2009      CIN  78  84
2603   2009      CLE  65  97
2604   2009      COL  92  70
2605   2009      DET  86  77
2606   2009      FLA  87  75
2607   2009      HOU  74  88
2608   2009      KCR  65  97
2609   2009      ANA  97  65
2610   2009      LAD  95  67
2611   2009      MIL  80  82
2612   2009      MIN  87  76
2613   2009      NYY 103  59
2614   2009      NYM  70  92
2615   2009      OAK  75  87
2616   2009      PHI  93  69
2617   2009      PIT  62  99
2618   2009      SDP  75  87
2619   2009      SEA  85  77
2620   2009      SFG  88  74
2621   2009      STL  91  71
2622   2009      TBD  84  78
2623   2009      TEX  87  75
2624   2009      TOR  75  87
2625   2009      WSN  59 103
2626   2010      ARI  65  97
2627   2010      ATL  91  71
2628   2010      BAL  66  96
2629   2010      BOS  89  73
2630   2010      CHW  88  74
2631   2010      CHC  75  87
2632   2010      CIN  91  71
2633   2010      CLE  69  93
2634   2010      COL  83  79
2635   2010      DET  81  81
2636   2010      FLA  80  82
2637   2010      HOU  76  86
2638   2010      KCR  67  95
2639   2010      ANA  80  82
2640   2010      LAD  80  82
2641   2010      MIL  77  85
2642   2010      MIN  94  68
2643   2010      NYY  95  67
2644   2010      NYM  79  83
2645   2010      OAK  81  81
2646   2010      PHI  97  65
2647   2010      PIT  57 105
2648   2010      SDP  90  72
2649   2010      SEA  61 101
2650   2010      SFG  92  70
2651   2010      STL  86  76
2652   2010      TBD  96  66
2653   2010      TEX  90  72
2654   2010      TOR  85  77
2655   2010      WSN  69  93
2656   2011      ARI  94  68
2657   2011      ATL  89  73
2658   2011      BAL  69  93
2659   2011      BOS  90  72
2660   2011      CHW  79  83
2661   2011      CHC  71  91
2662   2011      CIN  79  83
2663   2011      CLE  80  82
2664   2011      COL  73  89
2665   2011      DET  95  67
2666   2011      FLA  72  90
2667   2011      HOU  56 106
2668   2011      KCR  71  91
2669   2011      ANA  86  76
2670   2011      LAD  82  79
2671   2011      MIL  96  66
2672   2011      MIN  63  99
2673   2011      NYY  97  65
2674   2011      NYM  77  85
2675   2011      OAK  74  88
2676   2011      PHI 102  60
2677   2011      PIT  72  90
2678   2011      SDP  71  91
2679   2011      SEA  67  95
2680   2011      SFG  86  76
2681   2011      STL  90  72
2682   2011      TBD  91  71
2683   2011      TEX  96  66
2684   2011      TOR  81  81
2685   2011      WSN  80  81
2686   2012      ARI  81  81
2687   2012      ATL  94  68
2688   2012      BAL  93  69
2689   2012      BOS  69  93
2690   2012      CHW  85  77
2691   2012      CHC  61 101
2692   2012      CIN  97  65
2693   2012      CLE  68  94
2694   2012      COL  64  98
2695   2012      DET  88  74
2696   2012      HOU  55 107
2697   2012      KCR  72  90
2698   2012      ANA  89  73
2699   2012      LAD  86  76
2700   2012      FLA  69  93
2701   2012      MIL  83  79
2702   2012      MIN  66  96
2703   2012      NYY  95  67
2704   2012      NYM  74  88
2705   2012      OAK  94  68
2706   2012      PHI  81  81
2707   2012      PIT  79  83
2708   2012      SDP  76  86
2709   2012      SEA  75  87
2710   2012      SFG  94  68
2711   2012      STL  88  74
2712   2012      TBD  90  72
2713   2012      TEX  93  69
2714   2012      TOR  73  89
2715   2012      WSN  98  64
2716   2013      ARI  81  81
2717   2013      ATL  96  66
2718   2013      BAL  85  77
2719   2013      BOS  97  65
2720   2013      CHW  63  99
2721   2013      CHC  66  96
2722   2013      CIN  90  72
2723   2013      CLE  92  70
2724   2013      COL  74  88
2725   2013      DET  93  69
2726   2013      HOU  51 111
2727   2013      KCR  86  76
2728   2013      ANA  78  84
2729   2013      LAD  92  70
2730   2013      FLA  62 100
2731   2013      MIL  74  88
2732   2013      MIN  66  96
2733   2013      NYY  85  77
2734   2013      NYM  74  88
2735   2013      OAK  96  66
2736   2013      PHI  73  89
2737   2013      PIT  94  68
2738   2013      SDP  76  86
2739   2013      SEA  71  91
2740   2013      SFG  76  86
2741   2013      STL  97  65
2742   2013      TBD  92  71
2743   2013      TEX  91  72
2744   2013      TOR  74  88
2745   2013      WSN  86  76
2746   2014      ARI  64  98
2747   2014      ATL  79  83
2748   2014      BAL  96  66
2749   2014      BOS  71  91
2750   2014      CHW  73  89
2751   2014      CHC  73  89
2752   2014      CIN  76  86
2753   2014      CLE  85  77
2754   2014      COL  66  96
2755   2014      DET  90  72
2756   2014      HOU  70  92
2757   2014      KCR  89  73
2758   2014      ANA  98  64
2759   2014      LAD  94  68
2760   2014      FLA  77  85
2761   2014      MIL  82  80
2762   2014      MIN  70  92
2763   2014      NYY  84  78
2764   2014      NYM  79  83
2765   2014      OAK  88  74
2766   2014      PHI  73  89
2767   2014      PIT  88  74
2768   2014      SDP  77  85
2769   2014      SEA  87  75
2770   2014      SFG  88  74
2771   2014      STL  90  72
2772   2014      TBD  77  85
2773   2014      TEX  67  95
2774   2014      TOR  83  79
2775   2014      WSN  96  66
2776   2015      ARI  79  83
2777   2015      ATL  67  95
2778   2015      BAL  81  81
2779   2015      BOS  78  84
2780   2015      CHW  76  86
2781   2015      CHC  97  65
2782   2015      CIN  64  98
2783   2015      CLE  81  80
2784   2015      COL  68  94
2785   2015      DET  74  87
2786   2015      HOU  86  76
2787   2015      KCR  95  67
2788   2015      ANA  85  77
2789   2015      LAD  92  70
2790   2015      FLA  71  91
2791   2015      MIL  68  94
2792   2015      MIN  83  79
2793   2015      NYY  87  75
2794   2015      NYM  90  72
2795   2015      OAK  68  94
2796   2015      PHI  63  99
2797   2015      PIT  98  64
2798   2015      SDP  74  88
2799   2015      SEA  76  86
2800   2015      SFG  84  78
2801   2015      STL 100  62
2802   2015      TBD  80  82
2803   2015      TEX  88  74
2804   2015      TOR  93  69
2805   2015      WSN  83  79
2806   2016      ARI  69  93
2807   2016      ATL  68  93
2808   2016      BAL  89  73
2809   2016      BOS  93  69
2810   2016      CHW  78  84
2811   2016      CHC 103  58
2812   2016      CIN  68  94
2813   2016      CLE  94  67
2814   2016      COL  75  87
2815   2016      DET  86  75
2816   2016      HOU  84  78
2817   2016      KCR  81  81
2818   2016      ANA  74  88
2819   2016      LAD  91  71
2820   2016      FLA  79  82
2821   2016      MIL  73  89
2822   2016      MIN  59 103
2823   2016      NYY  84  78
2824   2016      NYM  87  75
2825   2016      OAK  69  93
2826   2016      PHI  71  91
2827   2016      PIT  78  83
2828   2016      SDP  68  94
2829   2016      SEA  86  76
2830   2016      SFG  87  75
2831   2016      STL  86  76
2832   2016      TBD  68  94
2833   2016      TEX  95  67
2834   2016      TOR  89  73
2835   2016      WSN  95  67
2836   2017      ARI  93  69
2837   2017      ATL  72  90
2838   2017      BAL  75  87
2839   2017      BOS  93  69
2840   2017      CHW  67  95
2841   2017      CHC  92  70
2842   2017      CIN  68  94
2843   2017      CLE 102  60
2844   2017      COL  87  75
2845   2017      DET  64  98
2846   2017      HOU 101  61
2847   2017      KCR  80  82
2848   2017      ANA  80  82
2849   2017      LAD 104  58
2850   2017      FLA  77  85
2851   2017      MIL  86  76
2852   2017      MIN  85  77
2853   2017      NYY  91  71
2854   2017      NYM  70  92
2855   2017      OAK  75  87
2856   2017      PHI  66  96
2857   2017      PIT  75  87
2858   2017      SDP  71  91
2859   2017      SEA  78  84
2860   2017      SFG  64  98
2861   2017      STL  83  79
2862   2017      TBD  80  82
2863   2017      TEX  78  84
2864   2017      TOR  76  86
2865   2017      WSN  97  65
2866   2018      ARI  82  80
2867   2018      ATL  90  72
2868   2018      BAL  47 115
2869   2018      BOS 108  54
2870   2018      CHW  62 100
2871   2018      CHC  95  68
2872   2018      CIN  67  95
2873   2018      CLE  91  71
2874   2018      COL  91  72
2875   2018      DET  64  98
2876   2018      HOU 103  59
2877   2018      KCR  58 104
2878   2018      ANA  80  82
2879   2018      LAD  92  71
2880   2018      FLA  63  98
2881   2018      MIL  96  67
2882   2018      MIN  78  84
2883   2018      NYY 100  62
2884   2018      NYM  77  85
2885   2018      OAK  97  65
2886   2018      PHI  80  82
2887   2018      PIT  82  79
2888   2018      SDP  66  96
2889   2018      SEA  89  73
2890   2018      SFG  73  89
2891   2018      STL  88  74
2892   2018      TBD  90  72
2893   2018      TEX  67  95
2894   2018      TOR  73  89
2895   2018      WSN  82  80
2896   2019      ARI  85  77
2897   2019      ATL  97  65
2898   2019      BAL  54 108
2899   2019      BOS  84  78
2900   2019      CHW  72  89
2901   2019      CHC  84  78
2902   2019      CIN  75  87
2903   2019      CLE  93  69
2904   2019      COL  71  91
2905   2019      DET  47 114
2906   2019      HOU 107  55
2907   2019      KCR  59 103
2908   2019      ANA  72  90
2909   2019      LAD 106  56
2910   2019      FLA  57 105
2911   2019      MIL  89  73
2912   2019      MIN 101  61
2913   2019      NYY 103  59
2914   2019      NYM  86  76
2915   2019      OAK  97  65
2916   2019      PHI  81  81
2917   2019      PIT  69  93
2918   2019      SDP  70  92
2919   2019      SEA  68  94
2920   2019      SFG  77  85
2921   2019      STL  91  71
2922   2019      TBD  96  66
2923   2019      TEX  78  84
2924   2019      TOR  67  95
2925   2019      WSN  93  69
2926   2020      ARI  25  35
2927   2020      ATL  35  25
2928   2020      BAL  25  35
2929   2020      BOS  24  36
2930   2020      CHW  35  25
2931   2020      CHC  34  26
2932   2020      CIN  31  29
2933   2020      CLE  35  25
2934   2020      COL  26  34
2935   2020      DET  23  35
2936   2020      HOU  29  31
2937   2020      KCR  26  34
2938   2020      ANA  26  34
2939   2020      LAD  43  17
2940   2020      FLA  31  29
2941   2020      MIL  29  31
2942   2020      MIN  36  24
2943   2020      NYY  33  27
2944   2020      NYM  26  34
2945   2020      OAK  36  24
2946   2020      PHI  28  32
2947   2020      PIT  19  41
2948   2020      SDP  37  23
2949   2020      SEA  27  33
2950   2020      SFG  29  31
2951   2020      STL  30  28
2952   2020      TBD  40  20
2953   2020      TEX  22  38
2954   2020      TOR  32  28
2955   2020      WSN  26  34
2956   2021      ARI  52 110
2957   2021      ATL  88  73
2958   2021      BAL  52 110
2959   2021      BOS  92  70
2960   2021      CHW  93  69
2961   2021      CHC  71  91
2962   2021      CIN  83  79
2963   2021      CLE  80  82
2964   2021      COL  74  87
2965   2021      DET  77  85
2966   2021      HOU  95  67
2967   2021      KCR  74  88
2968   2021      ANA  77  85
2969   2021      LAD 106  56
2970   2021      FLA  67  95
2971   2021      MIL  95  67
2972   2021      MIN  73  89
2973   2021      NYY  92  70
2974   2021      NYM  77  85
2975   2021      OAK  86  76
2976   2021      PHI  82  80
2977   2021      PIT  61 101
2978   2021      SDP  79  83
2979   2021      SEA  90  72
2980   2021      SFG 107  55
2981   2021      STL  90  72
2982   2021      TBD 100  62
2983   2021      TEX  60 102
2984   2021      TOR  91  71
2985   2021      WSN  65  97
2986   2022      ARI  74  88
2987   2022      ATL 101  61
2988   2022      BAL  83  79
2989   2022      BOS  78  84
2990   2022      CHW  81  81
2991   2022      CHC  74  88
2992   2022      CIN  62 100
2993   2022      CLE  92  70
2994   2022      COL  68  94
2995   2022      DET  66  96
2996   2022      HOU 106  56
2997   2022      KCR  65  97
2998   2022      ANA  73  89
2999   2022      LAD 111  51
3000   2022      FLA  69  93
3001   2022      MIL  86  76
3002   2022      MIN  78  84
3003   2022      NYY  99  63
3004   2022      NYM 101  61
3005   2022      OAK  60 102
3006   2022      PHI  87  75
3007   2022      PIT  62 100
3008   2022      SDP  89  73
3009   2022      SEA  90  72
3010   2022      SFG  81  81
3011   2022      STL  93  69
3012   2022      TBD  86  76
3013   2022      TEX  68  94
3014   2022      TOR  92  70
3015   2022      WSN  55 107

Step 1: Focus on the Mets

Teams |>
  select(yearID, franchID, W, L) |>
  ...(franchID == "NYM")

What function do I use to choose only the rows corresponding to the Mets?

Step 1: Focus on the Mets

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM")
   yearID franchID   W   L
1    1962      NYM  40 120
2    1963      NYM  51 111
3    1964      NYM  53 109
4    1965      NYM  50 112
5    1966      NYM  66  95
6    1967      NYM  61 101
7    1968      NYM  73  89
8    1969      NYM 100  62
9    1970      NYM  83  79
10   1971      NYM  83  79
11   1972      NYM  83  73
12   1973      NYM  82  79
13   1974      NYM  71  91
14   1975      NYM  82  80
15   1976      NYM  86  76
16   1977      NYM  64  98
17   1978      NYM  66  96
18   1979      NYM  63  99
19   1980      NYM  67  95
20   1981      NYM  41  62
21   1982      NYM  65  97
22   1983      NYM  68  94
23   1984      NYM  90  72
24   1985      NYM  98  64
25   1986      NYM 108  54
26   1987      NYM  92  70
27   1988      NYM 100  60
28   1989      NYM  87  75
29   1990      NYM  91  71
30   1991      NYM  77  84
31   1992      NYM  72  90
32   1993      NYM  59 103
33   1994      NYM  55  58
34   1995      NYM  69  75
35   1996      NYM  71  91
36   1997      NYM  88  74
37   1998      NYM  88  74
38   1999      NYM  97  66
39   2000      NYM  94  68
40   2001      NYM  82  80
41   2002      NYM  75  86
42   2003      NYM  66  95
43   2004      NYM  71  91
44   2005      NYM  83  79
45   2006      NYM  97  65
46   2007      NYM  88  74
47   2008      NYM  89  73
48   2009      NYM  70  92
49   2010      NYM  79  83
50   2011      NYM  77  85
51   2012      NYM  74  88
52   2013      NYM  74  88
53   2014      NYM  79  83
54   2015      NYM  90  72
55   2016      NYM  87  75
56   2017      NYM  70  92
57   2018      NYM  77  85
58   2019      NYM  86  76
59   2020      NYM  26  34
60   2021      NYM  77  85
61   2022      NYM 101  61

Step 2: Focus on the Mets between 1998 and 2018

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         ...)

How do I specify the range of years I want?

Step 2: Focus on the Mets between 1998 and 2018

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         yearID >= 1998, yearID <= 2018)
   yearID franchID  W  L
1    1998      NYM 88 74
2    1999      NYM 97 66
3    2000      NYM 94 68
4    2001      NYM 82 80
5    2002      NYM 75 86
6    2003      NYM 66 95
7    2004      NYM 71 91
8    2005      NYM 83 79
9    2006      NYM 97 65
10   2007      NYM 88 74
11   2008      NYM 89 73
12   2009      NYM 70 92
13   2010      NYM 79 83
14   2011      NYM 77 85
15   2012      NYM 74 88
16   2013      NYM 74 88
17   2014      NYM 79 83
18   2015      NYM 90 72
19   2016      NYM 87 75
20   2017      NYM 70 92
21   2018      NYM 77 85

Step 3: Who was the GM?

  • 1998 - 2003: Steve Phillips
  • 2004: Jim Duquette
  • 2005 - 2010: Omar Minaya
  • 2011 - 2018: Sandy Alderson

How should we add this information to the data?

Step 3: Who was the GM?

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         yearID >= 1998, yearID <= 2018) |>
  mutate(gm = case_when(
    yearID <= 2003 ~ "Phillips",
    yearID == 2004 ~ "Duquette",
    yearID <= 2010 ~ "Minaya",
    yearID <= 2018 ~ "Alderson"
  ))
   yearID franchID  W  L       gm
1    1998      NYM 88 74 Phillips
2    1999      NYM 97 66 Phillips
3    2000      NYM 94 68 Phillips
4    2001      NYM 82 80 Phillips
5    2002      NYM 75 86 Phillips
6    2003      NYM 66 95 Phillips
7    2004      NYM 71 91 Duquette
8    2005      NYM 83 79   Minaya
9    2006      NYM 97 65   Minaya
10   2007      NYM 88 74   Minaya
11   2008      NYM 89 73   Minaya
12   2009      NYM 70 92   Minaya
13   2010      NYM 79 83   Minaya
14   2011      NYM 77 85 Alderson
15   2012      NYM 74 88 Alderson
16   2013      NYM 74 88 Alderson
17   2014      NYM 79 83 Alderson
18   2015      NYM 90 72 Alderson
19   2016      NYM 87 75 Alderson
20   2017      NYM 70 92 Alderson
21   2018      NYM 77 85 Alderson

Step 4: Summarize performance

How do I calculate performance for each GM?

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         yearID >= 1998, yearID <= 2018) |>
  mutate(gm = case_when(
    yearID <= 2003 ~ "Phillips",
    yearID == 2004 ~ "Duquette",
    yearID <= 2010 ~ "Minaya",
    yearID <= 2018 ~ "Alderson"
  )) |>
  summarize(wpct = sum(W)/sum(W + L))
       wpct
1 0.5019112

Step 4: Summarize performance

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         yearID >= 1998, yearID <= 2018) |>
  mutate(gm = case_when(
    yearID <= 2003 ~ "Phillips",
    yearID == 2004 ~ "Duquette",
    yearID <= 2010 ~ "Minaya",
    yearID <= 2018 ~ "Alderson"
  )) |>
  group_by(gm) |>
  summarize(wpct = sum(W)/sum(W + L))
# A tibble: 4 × 2
  gm        wpct
  <chr>    <dbl>
1 Alderson 0.485
2 Duquette 0.438
3 Minaya   0.521
4 Phillips 0.517

Finally: arrange results

Teams |>
  select(yearID, franchID, W, L) |>
  filter(franchID == "NYM",
         yearID >= 1998, yearID <= 2018) |>
  mutate(gm = case_when(
    yearID <= 2003 ~ "Phillips",
    yearID == 2004 ~ "Duquette",
    yearID <= 2010 ~ "Minaya",
    yearID <= 2018 ~ "Alderson"
  )) |>
  group_by(gm) |>
  summarize(wpct = sum(W)/sum(W + L)) |>
  arrange(desc(wpct))
# A tibble: 4 × 2
  gm        wpct
  <chr>    <dbl>
1 Minaya   0.521
2 Phillips 0.517
3 Alderson 0.485
4 Duquette 0.438

Class activity

https://sta279-f23.github.io/class_activities/ca_lecture_12.html