stuff_model/pitcher_arm_angles_2025.csv

"pitcher","pitcher_name","pitch_hand","n_pitches","team_id","ball_angle","relative_release_ball_x","release_ball_z","relative_shoulder_x","shoulder_z"

434378,,"R",2325,137,"54.6",-1.2816962592166592,7.0824731182795695,0.151953844018937,5.053447882927951

445276,,"R",828,108,"52.6",-1.1446075730188447,6.342149758454107,0.34005132344329914,4.395606599886332

445926,,"R",171,144,"21.1",-2.125787446250982,5.010350877192982,-0.14328041352638876,4.2440294706612045

448179,,"L",171,118,"35.5",2.3052994357261034,5.383918128654971,0.43362091086301613,4.03749546079995

450203,,"R",2444,9999,"21.1",-2.6294812650176405,5.357082651391162,-0.2904887797538298,4.454187884258003

453286,,"R",1259,141,"32.9",-2.1984797189401033,5.615043685464655,-0.2902354607609525,4.37746840573185

455119,,"R",581,140,"41.5",-1.9336710131889991,6.163442340791739,-0.10686533283631089,4.546446394592887

458677,,"L",743,111,"51.5",1.2689733569974178,6.367254374158816,-0.1736368013521327,4.554937487014872

471911,,"R",778,9999,"34.5",-2.0855681412953024,5.881375321336761,-0.17851955675001946,4.56853271941401

472610,,"R",840,9999,"44.0",-1.7251568010918057,6.213202380952381,-0.1203387115906969,4.666197949134199

476594,,"R",59,111,"5.5",-2.56126900246043,4.5530508474576274,-0.5010861627239495,4.358541072237832

477132,,"L",1568,119,"55.7",1.1378973022169854,6.064202806122449,-0.11184995992715267,4.230887666600731

489119,,"L",205,113,"49.6",1.5829275158590954,6.172439024390244,0.11615206295378462,4.447391710360419

489446,,"R",735,119,"19.0",-2.357467409095966,5.14891156462585,-0.38315624989389696,4.469892610377484

493603,,"R",42,147,"24.7",-2.6925092496716054,5.3880952380952385,-0.5006418109668109,4.379316687887276

500779,,"L",2174,158,"41.6",1.8917294286296595,5.734392824287029,0.2061587727346521,4.238435241560035

502043,,"R",280,110,"44.0",-1.716346343851325,6.266607142857143,-0.01654354882862235,4.6223161888846445

502085,,"R",255,143,"43.3",-1.4582870733761228,5.9013333333333335,0.03232315053650691,4.4951995057844885

506433,,"R",1000,135,"31.3",-2.0349484107682176,5.34433,-0.3009072504456328,4.294905247504456

518397,,"L",313,9999,"35.3",1.964054859285997,5.594057507987221,0.18281496956028997,4.331533971741471

518489,,"R",404,112,"38.5",-1.8745147707595735,5.683762376237624,-0.21020810014825012,4.360978378426078

518585,,"R",702,147,"48.8",-1.4723409938219316,6.0155840455840455,-0.014724456861221563,4.347010692394026

518876,,"R",2759,9999,"23.8",-2.294083659895388,5.4797499093874595,-0.2597962574920904,4.581409888073322

518886,,"R",166,9999,"23.2",-2.241216702761535,4.856325301204819,-0.36209107875351676,4.051382718574834

519008,,"L",272,133,"13.8",2.9154586409397325,5.379926470588235,0.6424319322113873,4.8217929878368455

519141,,"L",722,112,"39.5",1.8974610012580497,6.224002770083103,0.04301486240933039,4.694520257405405

519151,,"R",661,112,"55.7",-1.1393723721921767,5.897413010590015,0.17513827871129198,3.968252863645802

519242,,"L",1855,144,"8.4",3.2797416815164193,4.866921832884097,0.9089893112991337,4.5178707896469055

519326,,"R",332,108,"34.8",-2.0732010280880595,5.960722891566265,-0.14872772131305972,4.619523998400017

521230,,"R",232,111,"47.1",-1.7076262392503827,5.840172413793104,-0.20699476611961398,4.225900179789784

527048,,"L",827,145,"46.5",1.5685359818161777,5.680628778718259,-0.010456155552250582,4.013332104744723

534910,,"R",79,136,"25.2",-2.447748460087477,5.672911392405063,-0.3828633340102439,4.699410195401521

541640,,"R",158,142,"32.5",-2.087947361833901,5.255506329113924,-0.31515917552291345,4.12225986202306

542881,,"L",2333,108,"54.6",1.0876391762643187,6.291513073296185,-0.20769946757099753,4.459138449266626

542888,,"R",1019,140,"41.2",-1.9096037885937258,5.78180569185476,-0.18408491618254938,4.2707569663908025

543056,,"L",664,9999,"57.0",0.8945913416292466,6.092048192771085,-0.2959585679616863,4.2548030558061125

543101,,"R",634,109,"34.8",-1.738845192032483,5.475299684542587,0.012338762040520243,4.2581548670973985

543135,,"R",1917,140,"32.4",-2.6157266493961555,5.401168492436098,-0.6128162671081616,4.126950098378613

543243,,"R",2527,138,"47.6",-1.2892922408757694,5.553624851602691,0.15258708536045998,3.9772733827603064

543294,,"R",2378,108,"42.7",-1.7802866397060855,6.091673675357443,-0.0061703959273135,4.452227549064584

543391,,"R",24,109,"52.5",-1.247367244440287,6.5408333333333335,0.18660998960190137,4.668302365567439

543518,,"R",225,9999,"45.5",-1.4668806393861513,5.934488888888889,0.02048671974648445,4.423332098237275

543859,,"R",369,142,"14.4",-2.9298411966578715,5.311246612466125,-0.5987857105246632,4.711457459820587

544150,,"R",173,110,"40.7",-1.7532468988590553,6.294104046242775,0.039721977167114876,4.751760788950367

547001,,"R",68,110,"36.8",-1.8695422791695415,6.156617647058823,-0.08832699748348537,4.823189772727273

547179,,"R",2109,118,"41.6",-1.6835573606775684,5.772541488857279,0.05428925312872681,4.225224238029192

547184,,"R",584,133,"35.5",-1.8721432071652018,6.160907534246575,0.01036413205381779,4.817469042713599

547973,,"L",837,111,"52.4",1.2999671017383614,6.195794504181601,-0.17788853930406745,4.27243477181684

548384,,"L",292,121,"30.9",2.2647827690079865,5.570684931506849,0.26684884715405466,4.370624501562767

552640,,"R",723,9999,"40.9",-1.6731607028721005,5.87759336099585,0.006080137351055095,4.421858851882259

554340,,"R",358,141,"27.1",-2.4815752033770444,5.2074301675977654,-0.2783752803254364,4.080909784502933

554430,,"R",2389,143,"23.2",-2.7022149100472044,5.162699874424446,-0.4378716164924054,4.190970747461814

554431,,"L",127,147,"45.4",1.6724657095721631,5.968110236220473,-0.011180000561427136,4.2547595597007595

570632,,"R",797,9999,"29.7",-2.314996155538608,5.6834504391468,-0.22243085791862086,4.489953758524055

571510,,"L",2575,112,"25.2",2.5781404222642856,5.460069902912622,0.34714224612775385,4.409037192669124

571578,,"L",2411,140,"36.7",1.896640018003254,6.177615097469929,0.019164959473476805,4.780317942015613

571760,,"L",2024,134,"24.5",2.4822838924043245,4.799179841897233,0.4112566682871496,3.853435574003227

571771,,"R",51,119,"64.7",-1.0143111153532394,6.792745098039216,-0.028013765684526886,4.708037050435148

571912,,"R",2,118,"29.4",-2.311184504476606,6.025,-0.3141856060606061,4.901206060606061

571927,,"L",1118,9999,"34.5",2.003650171814927,5.713220035778176,0.09802465353843602,4.403874044081773

571945,,"R",2306,138,"42.6",-1.9815954728325234,6.496843018213356,-0.12116327695865858,4.783035034506589

571946,,"R",704,9999,"43.9",-1.5985269704543388,5.367542613636363,0.012976207639564093,3.8153452407176713

571948,,"L",1073,140,"-6.0",2.917169438136716,4.1713420316868595,0.7046450828386934,4.40374536500358

572955,,"R",899,144,"39.3",-1.9055040262007004,6.203737486095662,-0.15407809578477968,4.770650550423426

573009,,"L",191,109,"15.8",2.81471488951686,5.218795811518325,0.4842561511325139,4.559642072869129

573124,,"L",806,9999,"29.5",1.8924394272094525,5.637816377171216,-0.16974666483105763,4.472701261373036

573186,,"R",704,147,"33.2",-1.8945069521829092,5.252428977272728,-0.18165915433580457,4.132878217291565

573204,,"L",795,112,"55.6",0.8915873613448737,6.147584905660377,-0.41059682552494986,4.244353748248299

573262,,"L",9,137,"52.3",1.4164375786667636,6.26,0.15789448405624873,4.627749574173103

579328,,"L",2936,108,"36.3",1.901620385305276,5.380429155313352,0.13401942843647244,4.080916175134904

592094,,"R",1087,135,"37.6",-1.9608513848481846,6.391609935602576,-0.04030642834536172,4.911914500325513

592155,,"L",518,145,"36.7",1.9507312359646756,5.762277992277992,0.20508424937542585,4.462195569824981

592332,,"R",2758,141,"36.7",-2.0346152420348824,5.746762146482959,-0.11980708310550801,4.319201936999996

592351,,"R",210,140,"28.1",-2.221027904722266,5.388904761904762,-0.18516267040149392,4.301316247347424

592426,,"R",720,9999,"50.9",-1.2900225965347851,6.327833333333333,0.1932162469053278,4.4981360494652405

592454,,"R",953,116,"32.9",-2.0054495231862255,5.544228751311647,-0.06977815838154397,4.295319945270868

592662,,"L",2985,137,"45.7",1.6443085175411316,6.17779229480737,0.038583906848562485,4.533117911243681

592773,,"R",991,121,"49.4",-1.2138557686670586,6.498577194752775,0.3621587472636977,4.65853564136048

592779,,"R",610,9999,"25.3",-2.316916119213613,5.3254590163934425,-0.1700413940270594,4.31216757999474

592791,,"R",1814,112,"46.6",-1.5223969894595966,6.157342888643881,0.06596899348894615,4.4761745551041905

592836,,"R",1940,143,"40.7",-1.942240714922652,6.496463917525773,-0.1310857631806237,4.9375491427311315

592866,,"R",1448,120,"16.3",-2.7420821613939244,4.947203038674033,-0.4924476285441349,4.287036445315193

593423,,"R",708,121,"47.0",-1.4682135862603083,6.067118644067796,0.13335100179260198,4.348497467320262

593576,,"R",547,9999,"38.7",-1.7659559316277713,6.0326691042047536,0.054587371401942864,4.575576312050497

593833,,"R",142,144,"36.0",-2.576897710545029,5.805281690140845,-0.7798342384072707,4.500770325249178

593958,,"L",2398,109,"40.2",1.935699315083555,5.906442869057548,0.13185441399472822,4.384162928963382

593974,,"L",1043,135,"45.3",1.4859201700817124,6.083700862895494,-0.1531441813943393,4.424001512417047

594580,,"L",332,113,"13.3",2.2511981891789703,4.882560240963856,0.09662092729205592,4.370830217662093

594798,,"R",2448,140,"31.1",-2.1477382778593244,5.4867647058823525,-0.05520535822469213,4.221340872610185

594902,,"R",668,114,"36.9",-1.7808834726659954,5.11812874251497,-0.10195970612251433,3.855937409672633

595014,,"R",418,119,"33.3",-2.173635828130293,6.289784688995216,-0.07402853883615212,4.906884123318749

595345,,"L",981,117,"34.8",2.400603354158954,5.910112130479103,0.441907871755875,4.547365111085672

595897,,"R",83,111,"14.4",-2.6861904407034927,5.222168674698795,-0.30542124863088715,4.609063676094753

595928,,"R",491,109,"41.7",-1.769645798192721,6.341446028513238,-0.09826274019698604,4.855910323251686

596001,,"R",949,114,"27.4",-2.3017872183347623,5.578282402528978,-0.2651935376200485,4.523349453407189

596112,,"R",123,108,"48.6",-1.4393446010684776,6.14260162601626,0.12727944437198382,4.366248841354723

596133,,"R",964,147,"47.1",-1.3839869870479684,5.5875622406639005,0.15531483984955732,3.9305542406306166

596271,,"R",276,9999,"19.6",-2.6235314477618794,5.1165942028985505,-0.5149311713684156,4.365100866400579

596295,,"L",999,115,"53.2",1.0658016964696297,6.605875875875876,-0.32967202469849527,4.739223483197993

600917,,"R",228,133,"38.8",-1.48506702097938,5.873640350877193,0.29304277175782595,4.444728156174751

601713,,"R",2655,135,"56.3",-1.0061522007933195,6.7866327683615815,0.29028092993746035,4.8396139399310485

605130,,"R",1238,113,"22.6",-2.47698622237546,5.202617124394184,-0.3308012947828566,4.307979230199937

605135,,"R",2740,141,"32.1",-2.248696736024958,5.448956204379562,-0.05805195766163134,4.072753931587234

605154,,"R",459,9999,"38.7",-1.723200164018667,5.722047930283225,0.01100315127437388,4.330398360187806

605177,,"L",614,9999,"51.7",1.4810974377678001,6.568876221498371,0.04609541070796101,4.745869061180883

605182,,"R",114,145,"41.0",-1.7760677275031542,5.604298245614035,-0.0198030045032367,4.076408454514182

605218,,"R",65,9999,"56.6",-0.8733778653870644,6.553384615384616,0.35502185931715347,4.693021010558069

605242,,"R",90,9999,"41.7",-1.6899770372294516,6.024666666666667,0.01159040701128936,4.511413222420281

605280,,"R",2522,121,"43.6",-1.7722158541738304,6.464413164155432,0.03073080753893367,4.745796276651386

605288,,"R",1666,9999,"36.6",-2.039560876269834,5.726068427370948,-0.13520123803532108,4.312102881526942

605347,,"R",386,120,"40.1",-1.632391146786728,5.948367875647668,0.10370651316579388,4.485047783611797

605400,,"R",1394,143,"19.7",-2.40161299516924,5.053098995695839,-0.23424456673239272,4.278789742837268

605447,,"R",701,143,"49.9",-1.42820727030753,6.113281027104137,0.11167596634296308,4.285708638792049

605452,,"R",862,143,"34.6",-2.000221273880533,5.8208584686774945,-0.14257262625573325,4.540322219499485

605463,,"R",536,9999,"12.9",-2.855099998910499,4.717574626865671,-0.6496438600779525,4.2138433303070215

605483,,"L",821,119,"55.8",1.1473685581360198,6.518453105968331,-0.2003054924106726,4.538277748105111

605488,,"L",2766,133,"43.1",1.6042850083563096,6.073806941431671,-0.015070623486362919,4.55723343702432

605507,,"R",60,144,"47.8",-1.5766868588200713,6.649333333333333,0.09321535947712419,4.806399284016637

605513,,"R",125,141,"24.0",-2.6109206287311477,5.60768,-0.3585902638146167,4.6046510452762925

605540,,"R",895,158,"44.1",-1.5705109795352301,5.959743016759776,0.04049090371344068,4.398699358189187

606160,,"R",1018,9999,"34.0",-1.930297198664414,5.0332514734774065,-0.035841124903256534,3.7522638339654493

606303,,"R",387,158,"30.6",-1.9697199031633517,5.62656330749354,0.0821762554869258,4.415503985592358

606930,,"R",146,141,"42.2",-1.5986603780591764,5.641849315068494,0.18131015554416038,4.025996466681318

606965,,"R",244,121,"37.8",-1.8728821307985997,6.261147540983607,-0.024652510885128993,4.829122370035943

606996,,"L",621,135,"34.7",2.0739108078964557,5.563800322061192,0.11134966057276373,4.205415278244221

607067,,"R",2363,112,"30.4",-2.0775019345313908,5.572814219212865,-0.15444013263752004,4.443459017774771

607074,,"L",3032,147,"44.4",1.8027696753862592,6.350507915567282,0.06780492776986065,4.654301562448558

607179,,"R",98,117,"49.2",-1.006592770497136,6.042040816326531,0.5440314107461166,4.242548409363746

607192,,"R",1343,119,"56.1",-1.1521892321764617,5.961332836932241,0.18266005225484222,3.968616111533627

607200,,"R",2256,9999,"35.0",-1.9156848221968885,5.830221631205673,0.011536213511839295,4.478037994423269

607259,,"R",2488,113,"57.8",-0.8752905093936634,6.182307073954984,0.3227209483596128,4.276191579617816

607455,,"L",1017,119,"34.5",2.0359213721195233,5.51874139626352,0.0521828658789877,4.1506329085580775

607481,,"L",932,144,"10.7",2.5358652758526046,5.239077253218884,0.26346398560204415,4.810274663862814

607536,,"L",2305,115,"28.4",2.117055508008007,5.730295010845987,0.1120217178419386,4.648800508156723

607625,,"R",2380,118,"31.6",-2.253212180765103,5.5731134453781515,-0.19463728280082085,4.302167883094414

607732,,"R",9,115,"32.0",-2.2634260697259365,6.365555555555556,-0.5006960685284214,5.22134605862547

608032,,"R",992,118,"41.6",-1.6298157250393737,5.973034274193548,0.21428128494983037,4.335749728577281

608331,,"L",2915,147,"46.1",1.5869767352402937,6.0209022298456265,-0.10285551334146632,4.265811195702357

608334,,"R",460,108,"35.0",-2.1374912135818356,5.553413043478261,-0.322150944741533,4.282680157521507

608337,,"R",2177,111,"52.1",-1.4661119105299056,6.284795590261828,0.027646795701618855,4.366605613417539

608371,,"R",279,120,"40.0",-1.5727394175353464,5.719032258064516,0.13008902880800416,4.291087330611619

608372,,"R",2404,110,"40.9",-1.8711421482998447,5.992633111480865,-0.16551202756249983,4.513533332332328

608379,,"R",2487,118,"51.0",-1.258670776810747,6.517937273823884,0.1884210264856756,4.733393513077271

608566,,"R",1909,115,"40.6",-1.8376966317542578,6.148721843897328,-0.07524898627292242,4.637423742307057

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