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train · 265 rows

pitcher_id int64 426k 694k	pitcher_name stringlengths 8 20	pitches int64 662 3.27k	run_exp float64 -0.03 0.02	run_exp_mean float64 -0.01 -0.01	run_exp_std float64 0.04 0.04	stuff_plus float64 90.7 104	ip float64 40.1 216	era float64 1.05 7.4	pa float64 172 860	pitches_z float64 674 3.28k	strikes float64 415 2.17k	walks_9 float64 0.9 8.94	ip_adjust float64 40.3 216	walk_percent float64 0.03 0.21	strike_percent float64 0.55 0.75	ip_2022 float64 40 228	era_2022 float64 1.14 7.39	pa_2022 float64 164 886	pitches_2022 float64 662 3.27k	strikes_2022 float64 418 2.23k	walks_9_2022 float64 0.8 6.61
425,794	Adam Wainwright	3,100	-0.013044	-0.012751	0.03727	100.07874	101	7.4	484	1,785	1,088	3.65	101	0.084711	0.609524	191.2	3.71	803	3,133	2,024	2.54
425,844	Zack Greinke	2,272	-0.010938	-0.012751	0.03727	99.513504	142.1	5.06	593	2,219	1,427	1.45	142.333333	0.038786	0.643082	137	3.68	585	2,272	1,451	1.77
434,378	Justin Verlander	2,607	-0.016692	-0.012751	0.03727	101.05745	162.1	3.22	669	2,602	1,706	2.49	162.333333	0.067265	0.65565	175	1.75	666	2,607	1,787	1.49
445,276	Kenley Jansen	1,001	-0.017099	-0.012751	0.03727	101.166756	44.2	3.63	188	721	490	3.43	44.666667	0.090426	0.679612	64	3.38	260	1,006	694	3.09
446,372	Corey Kluber	2,454	-0.013897	-0.012751	0.03727	100.30757	55	7.04	257	990	644	3.44	55	0.081712	0.650505	164	4.34	689	2,454	1,706	1.15
448,179	Rich Hill	1,971	-0.007188	-0.012751	0.03727	98.50753	146.1	5.41	660	2,531	1,642	3.57	146.333333	0.087879	0.648755	124.1	4.27	526	1,990	1,344	2.68
450,203	Charlie Morton	2,897	-0.015039	-0.012751	0.03727	100.61399	163.1	3.64	716	2,842	1,736	4.57	163.333333	0.115922	0.610837	172	4.34	728	2,903	1,854	3.3
453,268	Daniel Bard	953	-0.018222	-0.012751	0.03727	101.46802	49.1	4.56	232	933	549	8.94	49.333333	0.211207	0.588424	60.1	1.79	245	953	612	3.73
453,286	Max Scherzer	2,165	-0.015805	-0.012751	0.03727	100.8195	152.2	3.77	621	2,465	1,635	2.65	152.666667	0.072464	0.663286	145.1	2.29	565	2,167	1,480	1.49
455,119	Chris Martin	857	-0.011016	-0.012751	0.03727	99.53461	51.1	1.05	199	722	539	1.4	51.333333	0.040201	0.746537	56	3.05	225	858	599	0.8
456,501	Johnny Cueto	2,372	-0.008484	-0.012751	0.03727	98.85523	52.1	6.02	218	860	568	2.58	52.333333	0.068807	0.660465	158.1	3.35	651	2,372	1,553	1.88
458,681	Lance Lynn	2,022	-0.011851	-0.012751	0.03727	99.75856	183.2	5.73	808	3,167	2,017	3.28	183.666667	0.082921	0.63688	121.2	3.99	512	2,022	1,329	1.41
471,911	Carlos Carrasco	2,410	-0.01156	-0.012751	0.03727	99.68057	90	6.8	417	1,587	984	3.8	90	0.091127	0.620038	152	3.97	645	2,412	1,598	2.43
472,610	Luis Garcia	966	-0.017928	-0.012751	0.03727	101.38907	59.2	4.07	267	1,010	616	3.62	59.666667	0.089888	0.609901	61	3.39	259	966	617	2.51
477,132	Clayton Kershaw	1,842	-0.01518	-0.012751	0.03727	100.65174	131.2	2.46	523	2,026	1,336	2.73	131.666667	0.076482	0.659427	126.1	2.28	493	1,842	1,250	1.64
493,603	Adam Ottavino	1,059	-0.017731	-0.012751	0.03727	101.3362	61.2	3.21	261	1,024	641	4.23	61.666667	0.111111	0.625977	65.2	2.06	258	1,057	680	2.19
500,779	Jose Quintana	2,724	-0.008607	-0.012751	0.03727	98.8881	75.2	3.57	319	1,229	766	2.85	75.666667	0.075235	0.623271	165.2	2.93	679	2,724	1,705	2.55
502,043	Kyle Gibson	2,739	-0.01303	-0.012751	0.03727	100.075	192	4.73	807	3,038	1,890	2.58	192	0.068154	0.62212	167.2	5.05	718	2,739	1,747	2.58
502,085	David Robertson	1,059	-0.017235	-0.012751	0.03727	101.2033	65.1	3.03	269	1,068	683	3.44	65.333333	0.092937	0.639513	63.2	2.4	264	1,060	672	4.95
502,171	Alex Cobb	2,418	-0.01041	-0.012751	0.03727	99.37205	151.1	3.87	646	2,506	1,603	2.2	151.333333	0.057276	0.639665	149.2	3.73	631	2,418	1,550	2.59
506,433	Yu Darvish	2,970	-0.017664	-0.012751	0.03727	101.31818	136.1	4.56	574	2,218	1,436	2.84	136.333333	0.074913	0.64743	194.2	3.1	771	2,971	2,016	1.71
518,489	Ryan Brasier	985	-0.016886	-0.012751	0.03727	101.109604	59.2	3.02	238	902	591	2.87	59.666667	0.079832	0.655211	62.1	5.78	263	985	689	1.88
518,617	Jake Diekman	1,172	-0.014744	-0.012751	0.03727	100.53478	56.2	3.34	243	996	605	6.04	56.666667	0.156379	0.60743	57.2	4.99	269	1,172	704	6.55
518,876	Merrill Kelly	3,071	-0.011406	-0.012751	0.03727	99.639175	177.2	3.29	722	2,803	1,814	3.5	177.666667	0.095568	0.647164	200.1	3.37	804	3,071	2,011	2.74
518,886	Craig Kimbrel	1,077	-0.017755	-0.012751	0.03727	101.342674	69	3.26	278	1,122	727	3.65	69	0.100719	0.64795	60	3.75	260	1,077	672	4.2
519,043	Matt Moore	1,248	-0.02211	-0.012751	0.03727	102.511246	52.2	2.56	218	842	568	2.56	52.666667	0.068807	0.674584	74	1.95	304	1,248	815	4.62
519,151	Ryan Pressly	708	-0.016912	-0.012751	0.03727	101.11665	65.1	3.58	268	1,024	687	2.2	65.333333	0.059701	0.670898	48.1	2.98	182	711	456	2.42
519,293	Will Smith	985	-0.014096	-0.012751	0.03727	100.361046	57.1	4.4	226	863	578	2.67	57.333333	0.075221	0.669757	59	3.97	261	985	657	3.81
527,048	Martin Perez	2,979	-0.013184	-0.012751	0.03727	100.11626	141.2	4.45	608	2,223	1,419	3.11	141.666667	0.080592	0.638327	196.1	2.89	821	2,979	1,885	3.16
541,640	Erasmo Ramirez	1,222	-0.012154	-0.012751	0.03727	99.83992	60.1	6.41	274	962	636	1.94	60.333333	0.047445	0.661123	86.1	2.92	347	1,222	824	1.46
542,881	Tyler Anderson	2,576	-0.013792	-0.012751	0.03727	100.279366	141	5.43	629	2,431	1,547	4.09	141	0.101749	0.636364	178.2	2.57	707	2,576	1,776	1.71
542,888	Shawn Armstrong	1,050	-0.016125	-0.012751	0.03727	100.905464	52	1.38	207	797	546	1.9	52	0.05314	0.685069	61.2	4.38	269	1,047	727	2.48
543,037	Gerrit Cole	3,274	-0.021361	-0.012751	0.03727	102.31024	209	2.63	821	3,281	2,168	2.07	209	0.058465	0.660774	200.2	3.5	793	3,274	2,152	2.24
543,135	Nathan Eovaldi	1,739	-0.012475	-0.012751	0.03727	99.925896	144	3.63	577	2,232	1,405	2.94	144	0.081456	0.62948	109.1	3.87	460	1,739	1,190	1.65
543,243	Sonny Gray	1,862	-0.011492	-0.012751	0.03727	99.66224	184	2.79	754	2,818	1,812	2.69	184	0.072944	0.643009	119.2	3.08	488	1,872	1,192	2.71
543,272	Brad Hand	816	0.008767	-0.012751	0.03727	94.22661	53.2	5.53	236	969	613	3.69	53.666667	0.09322	0.632611	45	2.8	198	817	505	4.6
543,294	Kyle Hendricks	1,347	-0.007386	-0.012751	0.03727	98.56063	137	3.74	578	2,108	1,387	1.77	137	0.046713	0.65797	84.1	4.8	356	1,347	856	2.56
543,475	Jordan Lyles	2,988	-0.012658	-0.012751	0.03727	99.97514	177.2	6.28	748	2,817	1,779	2.28	177.666667	0.06016	0.631523	179	4.42	774	2,988	1,893	2.61
543,521	Collin McHugh	1,075	-0.015844	-0.012751	0.03727	100.82998	58.2	4.3	268	1,018	648	3.38	58.666667	0.08209	0.636542	69.1	2.6	272	1,086	718	1.82
543,766	Bryan Shaw	969	-0.012029	-0.012751	0.03727	99.806435	45.2	4.14	190	774	471	3.35	45.666667	0.089474	0.608527	58.1	5.4	261	969	603	4.01
547,179	Michael Lorenzen	1,654	-0.012919	-0.012751	0.03727	100.04526	153	4.18	624	2,367	1,556	2.76	153	0.075321	0.657372	97.2	4.24	411	1,654	1,022	4.05
548,384	Brooks Raley	847	-0.01421	-0.012751	0.03727	100.39145	54.2	2.8	236	982	602	4.12	54.666667	0.105932	0.613035	53.2	2.68	219	846	551	2.52
548,389	Ross Stripling	2,033	-0.008923	-0.012751	0.03727	98.972916	89	5.36	381	1,453	958	1.62	89	0.041995	0.659326	134.1	3.01	536	2,033	1,383	1.34
554,340	Yimi Garcia	1,039	-0.012343	-0.012751	0.03727	99.8905	66	4.09	282	1,100	703	2.05	66	0.053191	0.639091	61	3.1	247	1,039	667	2.36
554,430	Zack Wheeler	2,358	-0.016817	-0.012751	0.03727	101.091	192	3.61	787	3,155	2,068	1.83	192	0.049555	0.655468	153	2.82	607	2,358	1,573	2
570,632	Jose Urena	1,622	-0.014079	-0.012751	0.03727	100.35643	44.2	6.45	203	771	478	4.43	44.666667	0.108374	0.619974	97	5.01	432	1,622	989	3.99
571,578	Patrick Corbin	2,621	-0.014571	-0.012751	0.03727	100.488304	180	5.2	790	2,922	1,796	2.85	180	0.072152	0.614648	152.2	6.31	713	2,623	1,682	2.89
571,656	Buck Farmer	838	-0.006506	-0.012751	0.03727	98.324554	75	4.2	309	1,222	768	3.48	75	0.093851	0.628478	47	3.83	199	855	523	4.79
571,670	Dylan Floro	863	-0.012725	-0.012751	0.03727	99.99319	56.2	4.76	248	961	626	2.7	56.666667	0.068548	0.651405	53.2	3.02	220	863	583	2.52
571,760	Andrew Heaney	1,230	-0.011952	-0.012751	0.03727	99.785736	147.1	4.15	641	2,603	1,641	3.67	147.333333	0.093604	0.630426	72.2	3.1	310	1,230	822	2.35
571,901	Aaron Loup	967	-0.016736	-0.012751	0.03727	101.069176	48.2	6.1	231	837	574	3.7	48.666667	0.08658	0.685783	58.2	3.84	260	967	631	3.38
571,927	Steven Matz	845	0.002532	-0.012751	0.03727	95.89951	105	3.86	449	1,866	1,217	2.74	105	0.071269	0.652197	48	5.25	207	849	575	1.88
571,945	Miles Mikolas	3,143	-0.00962	-0.012751	0.03727	99.1601	201.1	4.78	860	3,197	2,156	1.74	201.333333	0.045349	0.674382	202.1	3.29	805	3,152	2,099	1.73
571,948	Hoby Milner	1,088	-0.005205	-0.012751	0.03727	97.97526	64.1	1.82	252	1,027	664	1.82	64.333333	0.051587	0.646543	64.2	3.76	272	1,088	684	2.09
573,124	Taylor Rogers	1,085	0.010602	-0.012751	0.03727	93.73407	51.2	3.83	216	834	540	4.35	51.666667	0.115741	0.647482	64.1	4.76	274	1,085	719	2.66
573,186	Marcus Stroman	2,181	-0.011827	-0.012751	0.03727	99.752205	136.2	3.95	575	2,203	1,362	3.42	136.666667	0.090435	0.618248	138.2	3.5	569	2,181	1,410	2.34
579,328	Yusei Kikuchi	1,843	-0.017236	-0.012751	0.03727	101.20332	167.2	3.86	700	2,818	1,812	2.58	167.666667	0.068571	0.643009	100.2	5.19	454	1,843	1,139	5.19
592,094	Jason Adam	942	-0.019834	-0.012751	0.03727	101.90057	54.1	2.98	222	906	576	3.31	54.333333	0.09009	0.635762	63.1	1.56	237	942	632	2.42
592,332	Kevin Gausman	2,783	-0.015923	-0.012751	0.03727	100.85114	185	3.16	763	3,069	2,025	2.68	185	0.072084	0.659824	174.2	3.35	725	2,783	1,954	1.44
592,351	Jon Gray	2,059	-0.013844	-0.012751	0.03727	100.293365	157.1	4.12	656	2,393	1,585	3.09	157.333333	0.082317	0.662349	127.1	3.96	521	2,062	1,372	2.76
592,767	Drew Smyly	1,723	-0.013413	-0.012751	0.03727	100.177666	142.1	5	626	2,401	1,515	3.54	142.333333	0.089457	0.630987	106.1	3.47	447	1,814	1,217	2.2
592,773	Ryne Stanek	895	-0.018376	-0.012751	0.03727	101.509315	50.2	4.09	213	864	544	3.73	50.666667	0.098592	0.62963	54.2	1.15	224	895	541	5.1
592,789	Noah Syndergaard	2,026	-0.011258	-0.012751	0.03727	99.599594	88.2	6.5	391	1,408	927	1.93	88.666667	0.048593	0.658381	134.2	3.94	565	2,026	1,358	2.07
592,791	Jameson Taillon	2,801	-0.015594	-0.012751	0.03727	100.7629	154.1	4.84	655	2,533	1,670	2.39	154.333333	0.062595	0.659297	177.1	3.91	728	2,805	1,838	1.62
592,836	Taijuan Walker	2,499	-0.010212	-0.012751	0.03727	99.31881	172.2	4.38	733	2,837	1,721	3.7	172.666667	0.096862	0.606627	157.1	3.49	649	2,500	1,598	2.57
592,866	Trevor Williams	1,407	-0.009123	-0.012751	0.03727	99.026695	144.1	5.55	659	2,622	1,612	3.3	144.333333	0.080425	0.614798	89.2	3.21	372	1,407	896	2.31
593,334	Domingo German	1,081	-0.013153	-0.012751	0.03727	100.10804	108.2	4.56	444	1,653	1,103	2.82	108.666667	0.076577	0.667272	72.1	3.61	298	1,081	724	2.36
593,576	Hector Neris	1,011	-0.016508	-0.012751	0.03727	101.00824	68.1	1.71	273	1,092	707	4.08	68.333333	0.113553	0.647436	65.1	3.72	263	1,012	673	2.34
593,958	Eduardo Rodriguez	1,469	-0.012455	-0.012751	0.03727	99.9206	152.2	3.3	621	2,446	1,600	2.83	152.666667	0.077295	0.654129	91	4.05	391	1,469	932	3.36
593,974	Wandy Peralta	816	-0.018127	-0.012751	0.03727	101.4424	54	2.83	227	878	523	5	54	0.132159	0.595672	56.1	2.72	223	816	513	2.72
594,580	Sam Moll	737	0.013169	-0.012751	0.03727	93.04536	62.1	3.03	268	1,025	658	4.33	62.333333	0.11194	0.641951	43.1	2.91	187	737	456	4.57
594,835	Marco Gonzales	2,836	-0.010684	-0.012751	0.03727	99.44556	50	5.22	215	811	538	3.24	50	0.083721	0.663379	183	4.13	783	2,838	1,875	2.46
595,345	Steven Okert	968	-0.004029	-0.012751	0.03727	97.659935	58.2	4.45	247	1,019	655	3.68	58.666667	0.097166	0.642787	51.1	2.98	221	968	614	4.56
596,001	Jakob Junis	1,798	-0.012863	-0.012751	0.03727	100.03002	86	3.87	367	1,389	936	2.2	86	0.057221	0.673866	112	4.42	478	1,802	1,188	2.01
596,112	Robert Stephenson	918	-0.016782	-0.012751	0.03727	101.08159	52.1	3.1	201	763	531	2.75	52.333333	0.079602	0.695937	58	5.43	247	914	618	2.17
596,295	Austin Gomber	2,059	-0.013464	-0.012751	0.03727	100.19147	139	5.5	603	2,160	1,381	2.78	139	0.07131	0.639352	124.2	5.56	529	2,059	1,323	2.45
600,917	Jose Leclerc	785	-0.015395	-0.012751	0.03727	100.70958	57	2.68	233	977	592	4.42	57	0.120172	0.605937	47.2	2.83	198	782	472	3.97
600,921	Andres Machado	1,000	-0.013408	-0.012751	0.03727	100.17646	50	5.22	207	774	506	2.34	50	0.062802	0.653747	59.1	3.34	261	997	644	3.94
601,713	Nick Pivetta	3,082	-0.0149	-0.012751	0.03727	100.57675	142.2	4.04	587	2,383	1,553	3.15	142.666667	0.085179	0.6517	179.2	4.56	773	3,082	1,983	3.66
605,130	Scott Barlow	1,198	-0.015722	-0.012751	0.03727	100.79722	68	4.37	299	1,197	760	4.5	68	0.113712	0.634921	74.1	2.18	290	1,198	779	2.66
605,135	Chris Bassitt	2,886	-0.012369	-0.012751	0.03727	99.897575	200	3.6	826	3,139	2,070	2.66	200	0.071429	0.659446	181.2	3.42	745	2,886	1,894	2.43
605,177	Andrew Chafin	899	-0.01429	-0.012751	0.03727	100.41303	51.1	4.73	224	921	554	4.91	51.333333	0.125	0.60152	57.1	2.83	243	899	568	2.98
605,182	Mike Clevinger	1,926	-0.015095	-0.012751	0.03727	100.62912	131.1	3.77	549	2,100	1,379	2.74	131.333333	0.07286	0.656667	114.1	4.33	485	1,931	1,234	2.76
605,200	Zach Davies	2,292	-0.008328	-0.012751	0.03727	98.81341	82.1	7	377	1,498	879	4.26	82.333333	0.103448	0.586782	134.1	4.09	570	2,292	1,385	3.48
605,242	Michael Fulmer	1,043	-0.014147	-0.012751	0.03727	100.37454	57	4.42	237	950	588	4.42	57	0.118143	0.618947	63.2	3.39	276	1,043	640	3.96
605,280	Clay Holmes	980	-0.020416	-0.012751	0.03727	102.05673	63	2.86	262	1,024	657	3.29	63	0.087786	0.641602	63.2	2.54	260	981	629	2.83
605,288	Adrian Houser	1,843	-0.011299	-0.012751	0.03727	99.61059	111.1	4.12	481	1,856	1,185	2.75	111.333333	0.070686	0.63847	102.2	4.73	455	1,848	1,111	4.12
605,347	Jorge Lopez	1,161	-0.018967	-0.012751	0.03727	101.667816	59	5.95	266	966	629	3.36	59	0.082707	0.651139	71	2.54	298	1,161	763	3.93
605,397	Joe Musgrove	2,834	-0.015851	-0.012751	0.03727	100.831795	97.1	3.05	399	1,550	1,031	1.94	97.333333	0.052632	0.665161	181	2.93	740	2,834	1,880	2.09
605,400	Aaron Nola	3,039	-0.013787	-0.012751	0.03727	100.277985	193.2	4.46	793	3,087	2,075	2.09	193.666667	0.056747	0.672174	205	3.25	807	3,039	2,104	1.27
605,447	Jordan Romano	989	-0.019144	-0.012751	0.03727	101.71551	59	2.9	248	915	600	3.66	59	0.096774	0.655738	64	2.11	258	989	675	2.95
605,483	Blake Snell	2,341	-0.022238	-0.012751	0.03727	102.54559	180	2.25	742	3,168	1,849	4.95	180	0.133423	0.583649	128	3.38	535	2,341	1,455	3.59
605,540	Brandon Woodruff	2,538	-0.016014	-0.012751	0.03727	100.87567	67	2.28	253	1,043	703	2.01	67	0.059289	0.674017	153.1	3.05	620	2,538	1,682	2.47
606,149	Giovanny Gallegos	988	-0.014738	-0.012751	0.03727	100.5331	55	4.42	229	883	582	1.96	55	0.052402	0.659117	59	3.05	235	988	661	2.75
606,160	Rafael Montero	1,093	-0.014263	-0.012751	0.03727	100.40566	67.1	5.08	298	1,253	782	3.88	67.333333	0.097315	0.624102	68.1	2.37	270	1,093	695	3.03
606,303	Joel Payamps	952	-0.013072	-0.012751	0.03727	100.0861	70.2	2.55	287	1,120	704	2.17	70.666667	0.059233	0.628571	55.2	3.23	241	952	590	2.59
607,074	Carlos Rodon	2,985	-0.022345	-0.012751	0.03727	102.57421	64.1	6.85	286	1,133	736	3.92	64.333333	0.097902	0.649603	178	2.88	710	2,985	1,979	2.63
607,259	Nick Martinez	1,720	-0.012986	-0.012751	0.03727	100.06308	110.1	3.43	461	1,751	1,132	3.26	110.333333	0.086768	0.646488	106.1	3.47	448	1,720	1,117	3.47
607,536	Kyle Freeland	2,835	-0.013162	-0.012751	0.03727	100.11046	155.2	5.03	677	2,414	1,584	2.43	155.666667	0.062038	0.656172	174.2	4.53	766	2,839	1,793	2.73
607,625	Seth Lugo	1,079	-0.013561	-0.012751	0.03727	100.21735	146.1	3.57	604	2,377	1,546	2.21	146.333333	0.059603	0.6504	65	3.6	272	1,079	679	2.49

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