Showing posts with label Giants. Show all posts
Showing posts with label Giants. Show all posts

Tuesday, February 03, 2015

San Francisco Giants - 2015 Most Optimal Lineup

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I am using my simulator that plays actual baseball games to find what it believes are the most optimal lineups for the 2015 San Francisco Giants.  I started out with over 2,000 permutations of lineups, a group that was filtered to remove such things as left handed hitters hitting back to back or the pitcher not hitting 8th or 9th etc... and I slowly widdled it down to the top 25 lineups.  I also compared the best lineup against the lineup that MLB Depth Charts (0.40 wins/162 games worse) shows as a likely lineup and also one of the worst lineups to see what kind of spread there is.  The top 25 lineups all came within a half of a win per 162 games so really anything in that range is pretty good.  When you start nearing a full win differential with the top lineup then you definitely have problems.  You will see a few lineups that may seem strange in a most optimal list but keep in mind the simulator does not take into account psychological factors.  It is not like Joe Panik's mom is going to be calling up Giants management in tears asking for Joe not to bat 4th because he is going to have to change his approach at the plate.  The simulator just takes the Steamer projection inputs along with a speed rating for base running and gives you the best lineups.  Sure, the Giants manager won't use many of these lineups because they might not be prototypical but that is not part of the exercise.  I typically simulated each lineup over 1 million times which eliminated a large portion of the random noise and I did so only against a right handed pitcher.  Below are a list of the top 25 lineups and a batting order spot frequency table, where you can see how many times each player appeared in each of the top 50 lineups.

                                          Top 25 Optimal Lineups

RankLineupWins behind/162 games
1Pagan-Aoki-Posey-Panik-Pence-Belt-McGeHee-Pitcher-Crawford0.000
2Pagan-Aoki-Posey-Belt-Pence-Panik-McGeHee-Pitcher-Crawford0.027
3Pagan-Aoki-Posey-Belt-Pence-Crawford-McGeHee-Pitcher-Panik0.060
4Aoki-Pagan-Panik-Posey-Belt-Pence-Crawford-McGeHee-Pitcher0.116
5Crawford-Pagan-Belt-Posey-Aoki-Pence-Panik-McGeHee-Pitcher0.239
6Pence-Aoki-Posey-Belt-Pagan-Panik-McGeHee-Pitcher-Crawford0.247
7Aoki-Pagan-Belt-Posey-Panik-Pence-Crawford-McGeHee-Pitcher0.258
8Aoki-Pagan-Belt-Posey-Crawford-Pence-Panik-McGeHee-Pitcher0.263
9Belt-Pagan-Panik-Posey-Aoki-Pence-Crawford-McGeHee-Pitcher0.277
10Pence-Aoki-Posey-Panik-Pagan-Belt-McGeHee-Pitcher-Crawford0.286
11Pagan-Aoki-Posey-Panik-Pence-Crawford-McGeHee-Pitcher-Belt0.294
12Aoki-Pagan-Panik-Posey-Crawford-Pence-Belt-McGeHee-Pitcher0.296
13Crawford-Pagan-Panik-Posey-Aoki-Pence-Belt-McGeHee-Pitcher0.301
14Aoki-Pence-Panik-Posey-Belt-Pagan-Crawford-McGeHee-Pitcher0.321
15Pagan-Aoki-Posey-Crawford-Pence-Belt-McGeHee-Pitcher-Panik0.325
16Pagan-Aoki-Pence-Panik-Posey-Belt-McGeHee-Pitcher-Crawford0.327
17Pagan-Panik-Posey-Belt-Pence-Aoki-McGeHee-Pitcher-Crawford0.357
18Belt-Pence-Crawford-Posey-Aoki-Pagan-Panik-McGeHee-Pitcher0.360
19Aoki-Pagan-Panik-Pence-Belt-Posey-Crawford-McGeHee-Pitcher0.361
20Crawford-Pagan-Panik-Pence-Aoki-Posey-Belt-McGeHee-Pitcher0.393
21Pagan-Aoki-Posey-Belt-Pence-Panik-McGeHee-Crawford-Pitcher0.400
22Pence-Aoki-Posey-Belt-Pagan-Crawford-McGeHee-Pitcher-Panik0.407
23Pagan-Panik-Posey-Belt-Pence-Crawford-McGeHee-Pitcher-Aoki0.428
24Crawford-Pence-Panik-Posey-Aoki-Pagan-Belt-McGeHee-Pitcher0.442
25Pagan-Aoki-Posey-Belt-Pence-Panik-McGeHee-Crawford-Pitcher0.442
..

BadMcGeHee-Belt-Pagan-Aoki-Pence-Panik-Crawford-Posey-Pitcher2.438

             Batting Order Frequency Table
1st2nd3rd4th5th6th7th8th9th
Pagan19170059000
Aoki17170193102
Posey03241724000
Belt31814108402
Pence47281811000
Panik0514728806
McGeHee00010324211
Crawford70224413810
Pitcher00000002129

Synergy
20 Most Common Back to Back Occurrences in Lineup:
RankOccurrencesPlayer 1Player 2
137McGeHeePitcher
222PaganPanik
322PoseyBelt
419AokiPosey
518PitcherAoki
617AokiPagan
717BeltPence
817PitcherCrawford
916PenceBelt
1016PanikMcGeHee
1115PaganAoki
1215PanikPosey
1313BeltMcGeHee
1413CrawfordPagan
1513CrawfordPitcher
1612PencePanik
1712PanikPence
1812CrawfordMcGeHee
1911McGeHeeCrawford
2010AokiPence
2010PoseyPanik
2010BeltPagan
2010BeltPosey

10 Most Common Back to Back to Back Occurrences in Lineup:
RankOccurrencesPlayer 1Player 2Player 3
117McGeHeePitcherCrawford
215PoseyBeltPence
312PaganAokiPosey
412PanikMcGeHeePitcher
512McGeHeePitcherAoki
612CrawfordMcGeHeePitcher
712PitcherAokiPagan
811PaganPanikPosey
911AokiPaganPanik
1011McGeHeeCrawfordPitcher
1011PitcherCrawfordPagan


                                      Analysis

Pagan:  The simulator likes the switch hitting Pagan batting first or second in the lineup.  There are a couple of permutations where the simulator likes Pagan batting sixth but he seems best suited for the top of the lineup which is where he is likely to bat in reality.

Aoki:  Like Pagan, the simulator pegs Aoki at one of the first two spots in the lineup with the occasional drop to fifth.  There are even two appearances in the top 50 lineups with Aoki batting 9th.

Posey:  The Giants will get the most bang for their buck with Posey hitting third or fourth which is really the only two spots the Giants would ever hit him in.

Belt:  Shows up in many different lineup spots with second thru sixth being the best spots for him.  Belt finds himself paired either in front of or immediately after Pence in the lineup in 33 of the top 50 lineups.  The threesome of Posey-Belt-Pence show up as the second most likely consecutive trio in the top lineups.

Pence:  Finds himself all over the radar on the first six lineup spots with fifth and sixth being his best spots.  Which is pretty much in line where Pence expects to bat in the 2015 lineup.

Panik:  Appears all over the place in the top 50 lineups.  The only two spots he doesn't appear in is leadoff and eighth.  Panik makes more than a few surprise appearances in the middle of the lineup in the top list which may come as a surprise.  The Giants won't likely bat him in the middle of the lineup but the simulator does not take into account psychological reasons (like experience) for not batting a player in a certain spot.  With the L-R-L requirement Panik ends up all over the place.

McGeHee:  Looks to be a solid fit at the seventh and eighth spots as a late source of power in the lineup before the black hole of the pitcher bats.  McGeHee-Pitcher is the number one most common consecutive batting duo in the lineup and McGeHee-Pitcher-Crawford is the number one most common threesome.

Crawford:  He shows up all over the place but is a best fit hitting seventh, eighth, ninth or leadoff.

Pitcher: The pitcher shows up hitting eighth in 42% of the top lineups.  Most MLB managers will not hit the pitcher eighth for psychological reasons but if done correctly with the right personnel and lineup construction it is a good thing.

Friday, October 10, 2014

Giants vs Cardinals - NLCS Game 1 Simulation Results


AwayHomeAway PitcherHome PitcherFavoriteAway RSHome RSWin %Total Runs
GiantsCardinalsMadison BumgarnerAdam WainwrightCardinals3.233.3153.976.54

                                        Top 100 Most Likely Final Scores
RankGiantsCardinalsOccurences                   RankGiantsCardinalsOccurences
1125198451075049
2235032052754734
3343724653474615
4213558754704435
5323454155824376
6013227156184193
7132921557764147
8312549358284038
9432518459814010
10022377660833931
11102360961573809
12242346662383513
13452270463843331
14422199064083204
15142159965802960
16202112966922800
17032018467482727
18411793168852682
19301646569782668
20041586570932550
21531563071192523
22251562972912518
23541531773292498
24151500774862225
25521492275582223
26351487276392169
27511301477942044
28401278578092016
29561240079901902
30051119680871814
316210140811021755
32261012682681728
3316996383491639
34639545841011635
3550920785951633
36369180862101542
37649084871101521
38618977881031498
39658413891041292
40467885903101269
4106776291591249
4217655792961221
43606550931001151
44726505940101148
4527629795891096
46736227961121046
47716142974101022
4867592498113988
493754689969985
50745384100105961
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Note: Based off of 1 millions games simulated.
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Friday, May 09, 2014

Giants vs Dodgers - Friday's Simulation Results


AwayHomeAway PitcherHome PitcherFavoriteAway RSHome RSWin %Total Runs
GiantsDodgersMadison BumgarnerPaul MaholmGiants4.004083.2891755.4487.29325



                                 Top 100 Most Likely Final Scores
RankGiantsDodgersOccurrencesRankGiantsDodgersOccurrences
12342595147586
21237065205572
33436995337563
43234065457559
52129285576533
64326935627506
73126885784504
84225685880467
94525005993462
104122876092454
111322006191445
125319596217421
130119586306400
142419586485388
155219356538375
165117976678372
175417796728345
183017136886320
192016086994316
201015737048287
213515387190287
221415297218280
2356148173102276
2402146174101273
256314517568266
266214377695264
2740143377103260
282513957858256
296113297907252
305012228087249
316412128139243
3203113682104230
336510888329214
3472108484100212
357110178596199
36159808619175
37469738749173
38609668808167
397393889111166
40369179089164
412687391105154
42048209259152
437480693112150
446773994113146
45827199569144
46817099697142
477067797110142
481667698310140
498367399210131
5075661100114119

Thursday, May 08, 2014

Giants vs Dodgers - Thursday's Simulation Results


AwayHomeAway PitcherHome PitcherFavoriteAway RSHome RSWin %Total Runs
GiantsDodgersRyan VogelsongJosh BeckettDodgers3.288154.0638261.1047.35197

                                 Top 100 Most Likely Final Scores
RankGiantsDodgersOccurrencesRankGiantsDodgersOccurrences
12347235174618
23440285257590
31239635338576
43228555475560
51327755550550
62427275671479
74525195776471
82124665848455
94324325929427
101423506008416
112520696182414
124220506284409
130120176360404
143119526419390
150219366578390
160319076639379
173518386758378
181517326883374
195416706985332
200415887081308
215315567109307
225615477249304
234114507386292
245214157468288
2536135675210284
2626135176110267
271612877794257
281012397870248
290512177993247
302011718092236
3146114281310234
326310808259230
336510738387219
345110408491197
3527101285410191
3664101286211189
373098287010185
380693788111185
39629268989184
40179249095183
41378609169177
42678499296161
434777593103161
444076294311157
45617129597151
467370496102144
471866297510140
487266098104138
49076599980134
5028647100610128

Disclaimer: Game simulated 100K times.

Wednesday, April 16, 2014

Dodgers vs Giants - Top 100 Most Likely Final Scores 4/16


                                            *** Simulation Results ***

                                   Top 100 Most Likely Final Scores

RankDodgersGiantsOccurrencesRankDodgersGiantsOccurrences
12344285175603
21239665276573
33437395382572
43234455406553
52130585557552
64328245683496
73125955770475
81325225828458
94224675981434
104523866038422
112423826184421
120120656285378
134120296392373
141418826407350
155418376518349
165217816648339
175317666778339
182517526893338
193517446980328
201017257058303
210216997186295
222016657291286
233015417387282
245614747429258
250314667539254
261513757608250
275113737768247
286312267894246
294012117995233
303611828019231
316211488149227
322611428259219
3304110383102211
3464109884103199
3565107685101196
364610138690193
376197787104174
381689588210166
39508888996161
407382390310159
41058209169146
427280192110143
432773393100134
447472194105134
45377169509132
467171296113132
47677069789131
486069398510128
49476579997128
5017621100111121

Tuesday, April 15, 2014

Dodgers vs Giants - Top 100 Most Likely Final Scores 4/15


                                   Top 100 Most Likely Final Scores

RankDodgersGiantsOccurrencesRankDodgersGiantsOccurrences
12349835107530
21248255275502
33435945374499
42134955428495
53234775518448
61330785657444
70128735782435
82425745838398
94325725976389
103125646083369
110224146170363
124223736208353
131423386348353
144521566481343
151021556584302
160320486629298
172019886719268
182518496878265
194118356980250
201516877039242
213516187185240
223015847258237
230415777309234
245215547491231
255314897592220
265414787693219
270512157786215
285612007868203
295111947994198
302611788049190
311611548187180
3240113082110167
333611078395164
3463102784210157
356294985103154
366488686310152
37468318790148
386180188101147
39657928959140
400678190102133
415077691410132
422768592211131
431768393010127
44726619496120
453764395104117
46605979689104
47475969711199
4873586989795
4967571996992
507154010031186

Disclaimer: 100K simulations.

Saturday, April 05, 2014

Giants vs Dodgers - Simulation Results 4/6



                             Top 100 Most Likely Final Scores
RankGiantsDodgersOccurrencesRankGiantsDodgersOccurrences
1125283951745130
2235145352475049
3343700553284671
4213582954184606
5323406455754153
6013311956573903
7133101057383811
8312614658823752
9022601459703729
10242473360083674
11432438861763510
12142322062833430
13032238463813388
14422230564193094
15102210465482981
16452202366292915
17202021567842881
18411855168392385
19251715469092358
20041649670782355
21301619271852321
22151595672582320
23351534873802303
24521474674922185
25531471375912124
26541442376932023
27511257177861913
28051209678491908
294011756792101893
305611511801101884
31261102581681707
32161087182941696
33361027483871541
34629445843101517
35639424850101490
3661846386901398
3750838587951385
38068353881021308
3946833189591293
40648278901031182
41657489911011167
42177369922111136
43277247934101110
44376226941111093
4572608095691058
46735838961041008
476057429789984
480756779896974
4971537399311916
50675307100011837

Note: 1 million games simulated.

Friday, April 04, 2014

Giants vs Dodgers - Simulation Results 4/5



                                   Top 100 Most Likely Final Scores
RankGiantsDodgersOccurrencesRankGiantsDodgersOccurrences
1234799451475272
2124793552704953
3343634353824695
4213571054754624
5323550755814419
6012899756574326
7312839457074297
8132678658284254
9432561659834075
10422435060764070
11242264661183933
12452251662383796
13102201163843432
14022156964803236
15412126865483024
16202083266082868
17141946967922837
18301825368852798
19031707269782790
20521669070292729
21531604171192689
22251562072912636
23541536473582547
24351511574932482
25511510575392420
26401416476862276
27151304577681997
28041241978941984
29561234079491970
30621114580901936
31631079881871816
32501060682091773
336110404832101707
34369847841021686
35269647851101676
36649198861011580
3705911787951542
38168995883101531
3946864889591489
40658262901031440
41727503914101241
4260748692961217
43717039931041166
4473676794891146
4527656495691137
46066129962111125
47176110971001118
48676068980101103
4974589399111998
50375870100311979

Note: 1 million games simulated.

Thursday, January 30, 2014

Best Lineup - San Francisco Giants


Next up on my look at each teams most efficient lineup is the San Francisco Giants.  In this exercise the methodology is to use my simulator to find out which lineup wins the most games vs RH and LH pitchers.  I do this by making the team of interest the "away" team, playing against a "make believe" team whose stats don't change from one sim to the next. In fact no stats (or input projections) change for either team, the only difference from one simulation to the next is the lineup of the team of interest.  For player projections, I am using Steamer projections which are available on Fangraphs. The lineup results will only be as good as the projections.  I am not a subject matter expert on every teams personnel but I try to use MLBDepthcharts as a guidance as to which players are starters and I tend to avoid hitting too many LH back to back when reasonably possible.  Keep in mind, the results are not intended to match what a certain teams manager is most likely to do during the season.

Previous teams:
AL: Angels | Rangers | Rays | Twins | Blue Jays | Indians
NL: Mets | Cubs | Padres | Marlins | Reds

See the results after the jump

Thursday, September 26, 2013

Dodgers vs Giants - Top 100 Most Likely Final Scores


RankDodgersGiantsOccurrences RankDodgersGiantsOccurrences
12348604 51605232
21245598 52715184
33437888 53185137
43236676 54284970
52135611 55754792
61329105 56384351
74328068 57764307
83126208 58574306
90125157 59083697
102424378 60823580
114223848 61293515
124523614 62483461
131422556 63833422
140220594 64193404
151019987 65703253
160319513 66843093
174118756 67812982
182018238 68392894
192517482 69852676
205417323 70782668
215316343 71582585
223515970 72092534
231515917 731102396
245215610 742102384
250415202 75492346
263015192 76862201
275112995 773102076
285612596 78922045
292611862 79932008
304011590 80801979
313610694 81681942
321610533 82871865
330510404 83941785
346310029 840101731
35629908 85911665
36649485 86591606
37659077 872111584
38468863 881111538
39618417 89951426
40508162 904101407
41067538 913111377
42277512 92961203
43177383 930111145
44376956 94891126
45736120 95691120
46676119 96901078
47726119 971021070
48475561 982121046
49745401 991031017
50075370 1005101009

Dodgers vs Giants - Simulation Results 9/26



Wednesday, September 25, 2013

Dodgers vs Giants - Top 100 Most Likely Final Scores 9/25


RankDodgersGiantsOccurences RankDodgersGiantsOccurences
12344324 51055874
23439783 52835838
31235929 53825742
43235098 54575477
54330421 55815078
62128783 56175008
74527704 57845001
84226086 58704972
93125107 59854162
101322149 60064150
112421456 61384143
124120909 62284125
135420535 63784032
145320245 64483830
155219323 65923568
160116813 66183515
175616608 67933362
181416418 68863289
193516266 69583251
205116144 70803090
212015135 71913037
222514783 72942937
233014609 73072925
241013852 74392777
256213723 75292771
266313611 76872758
270213046 77682560
284013037 78492457
296412661 79952450
306511796 80192374
316111731 81081956
320311727 821021955
331511330 83591920
343610492 84961904
355010407 851031889
364610167 862101871
37269751 87901863
38729322 883101820
39739231 891041763
40048627 90891713
41678590 911011686
42748196 92691544
43717954 931101537
44607541 944101535
45167306 95971467
46756929 96091384
47376406 971051380
48276273 983111262
49476054 99981260
50765993 100791250

Dodgers vs Giants - Simulation Results 9/25


Monday, September 23, 2013

Dodgers vs Giants - Top 100 Most Likely Final Scores


RankDodgersGiantsOccurences RankDodgersGiantsOccurences
1234836 5147526
2124460 5276493
3343818 5328469
4323688 5475463
5213485 5507457
6432750 5682451
7312740 5738425
8012694 5857409
9132660 5918406
10452449 6070402
11422443 6181398
12242240 6283372
13102037 6384327
14412028 6448318
15141993 6508288
16021970 6678284
17201946 6739280
18031730 6829274
19301719 6919272
20531707 7085264
21521678 7193261
22541641 7258256
23251586 7380242
24351478 7492229
25511466 7509228
26401378 7694227
27151364 7749222
28561307 7886219
29041289 79110217
30621121 8087217
31631116 8191215
32261032 82210202
33611020 8368183
34641013 84310181
3536997 85211159
3650986 8695154
3716936 87102149
3865926 8890148
3946888 89410142
4005849 9059142
4173700 91010138
4272687 92103134
4360680 9396122
4427663 94104122
4571662 95111120
4637654 9689117
4767627 9769115
4806622 98311110
4917622 99101106
5074611 10097100

Dodgers vs Giants - Simulation Results 9/24



Friday, September 13, 2013

Giants vs Dodgers - Simulation Results 9/14



Giants vs Dodgers - Top 50 Most Likely Final Scores 9/13


RankGiantsDodgersOccurences
11263299
22352536
30150326
42141940
53433962
63233754
71033173
80232807
91331662
103127540
112026626
120326284
131423742
142422838
154321664
163020132
174220101
180419701
194118379
204518303
211516011
222515827
234013916
240513366
253513000
265212842
275312185
285112170
295411487
301610093
31269637
32069113
33508828
34568712
35368378
36627897
37617513
38637149
39176512
40646427
41466241
42606058
43076011
44275937
45655528
46374871
47714848
48724718
49734394
50184304

Giants vs Dodgers - Simulation Results 9/13




Thursday, September 12, 2013

Giants vs Dodgers - Top 50 Most Likely Final Scores 9/12


RankGiantsDodgersOccurences
12349062
21244716
33439692
43229432
51328923
62126815
72425889
84525782
90124716
101424574
114323729
120221391
130320853
143119975
152519550
164219440
171517824
183517500
190417450
205415485
214114909
225614672
235314606
241014332
255213627
262013048
272612720
283612229
290512228
301611703
313010989
325110501
334610238
34639828
35649562
36629241
37659083
38068996
39408304
40278255
41178207
42677497
43377418
44617288
45476553
46726313
47736274
48076139
49505961
50745888