BART - Bowling Analysis and Research Tool

Not the Bay Area Rapid Transit Authority

Ranking (Avg score of last 8 games)
Rank	Bowler	Average	Confidence Interval	Lower Bound	Upper Bound
1	nathan	128.875	± 14.16	114.715	143.035
2	sarthak	125.0	± 15.68	109.32	140.68
3	jeriah	114.875	± 8.03	106.845	122.905
4	ben	114.429	± 10.37	104.059	124.799
5	noah	111.4	± 20.44	90.96	131.84
6	gautham	108.5	± 2.94	105.56	111.44
7	rohan	108.0	± 15.45	92.55	123.45
8	nick	107.5	± 8.60	98.9	116.1
9	arpan	103.875	± 18.60	85.275	122.475
10	aneesh	102.5	± 6.86	95.64	109.36
11	claudia	102.5	± 6.86	95.64	109.36
12	nivant	102.0	± nan	nan	nan
13	brian	101.0	± 23.52	77.48	124.52
14	sam	101.0	± nan	nan	nan
15	ethan	100.5	± 6.86	93.64	107.36
16	daniel	95.5	± 26.46	69.04	121.96
17	sridhar	93.25	± 10.24	83.01	103.49
18	chirag	92.0	± 19.60	72.4	111.6
19	richard	90.8	± 9.31	81.49	100.11
20	preston	88.4	± 15.21	73.19	103.61
21	justin	86.5	± 16.66	69.84	103.16
22	pranay	84.25	± 17.31	66.94	101.56
23	jasper	80.333	± 33.04	47.293	113.373
24	faith	78.0	± 1.96	76.04	79.96
25	cj	74.0	± 13.72	60.28	87.72
26	peyton	72.6	± 22.08	50.52	94.68
27	sean	71.0	± 3.92	67.08	74.92
28	michael	70.4	± 8.87	61.53	79.27
29	david	70.0	± 21.56	48.44	91.56
30	alex	68.5	± 30.38	38.12	98.88
31	jake	63.0	± 43.12	19.88	106.12
32	madeline	63.0	± nan	nan	nan
33	alkiviades	61.5	± 24.50	37.0	86.0
34	jeffrey	56.25	± 17.13	39.12	73.38
35	jx	52.0	± nan	nan	nan
36	bobby	51.714	± 12.21	39.504	63.924

Highest Scores
bowler	score
nathan	203.0
nick	170.0
arpan	163.0
noah	142.0
jeriah	138.0
rohan	138.0
sarthak	133.0
ben	133.0
pranay	126.0
preston	119.0
sridhar	116.0
jasper	114.0
brian	113.0
peyton	110.0
gautham	110.0
daniel	109.0
aneesh	106.0
claudia	106.0
ethan	104.0
richard	102.0
chirag	102.0
nivant	102.0
sam	101.0
justin	95.0
michael	86.0
jake	85.0
alex	84.0
cj	81.0
david	81.0
jeffrey	80.0
faith	79.0
bobby	76.0
alkiviades	74.0
sean	73.0
madeline	63.0
jx	52.0

Most Strikes
bowler	strike_cnt
nathan	103
nick	91
arpan	54
sridhar	23
pranay	10
noah	9
jeriah	8
rohan	5
michael	3
richard	3
chirag	2
sarthak	2
david	2
ethan	2
jasper	2
jeffrey	2
ben	2
bobby	2
preston	1
aneesh	1
peyton	1
nivant	1
madeline	1
justin	1
alkiviades	1
jake	1
gautham	1
faith	1
daniel	1
claudia	1
alex	1
brian	0
cj	0
jx	0
sam	0
sean	0

Most Spares
bowler	spare_cnt
nathan	140
nick	102
arpan	81
jeriah	30
sridhar	20
ben	16
pranay	12
rohan	11
preston	10
richard	10
noah	9
sarthak	9
peyton	8
gautham	6
justin	5
bobby	5
claudia	5
chirag	4
jeffrey	3
brian	3
michael	3
sean	3
jasper	3
faith	2
sam	2
daniel	2
aneesh	2
alex	1
nivant	1
jake	1
ethan	1
david	1
cj	1
madeline	0
alkiviades	0
jx	0

Most Wins
bowler	wins
nathan	33
nick	15
arpan	5
jeriah	3
rohan	2
sridhar	2
sarthak	2
pranay	1
ben	1
noah	1
brian	1
chirag	0
david	0
jasper	0
jake	0
alkiviades	0
ethan	0
peyton	0
aneesh	0
daniel	0
preston	0
justin	0
richard	0
jx	0
bobby	0
jeffrey	0
sam	0
madeline	0
gautham	0
sean	0
nivant	0
claudia	0
cj	0
alex	0
michael	0
faith	0

Average Score
bowler	score
nathan	125.67272727272727
sarthak	125.0
ben	114.42857142857143
noah	111.4
gautham	108.5
rohan	108.0
nick	102.8923076923077
aneesh	102.5
claudia	102.5
nivant	102.0
brian	101.0
sam	101.0
ethan	100.5
jeriah	100.21428571428571
daniel	95.5
arpan	95.26
chirag	92.0
richard	90.8
preston	88.4
justin	86.5
sridhar	84.56521739130434
jasper	80.33333333333333
pranay	78.7
faith	78.0
cj	74.0
peyton	72.6
sean	71.0
michael	70.4
david	70.0
alex	68.5
madeline	63.0
jake	63.0
alkiviades	61.5
jeffrey	56.25
jx	52.0
bobby	51.714285714285715

SEPTA (S(pare\|trike) Expectation via Pinfall Tracking + Analysis)
bowler	0_down	1_down	2_down	3_down	4_down	5_down	6_down	7_down	8_down	9_down	strike
Average	4.18% (15/359)	8.93% (15/168)	7.14% (1/14)	7.82% (14/179)	9.76% (8/82)	10.79% (15/139)	15.94% (33/207)	14.91% (58/389)	16.28% (49/301)	26.12% (93/356)	9.33% (275/2948)
alex	0.0% (0/10)					0.0% (0/2)	0.0% (0/1)	25.0% (1/4)	0.0% (0/1)	0.0% (0/1)	5.0% (1/20)
alkiviades	0.0% (0/6)			0.0% (0/2)	0.0% (0/1)	0.0% (0/1)		0.0% (0/4)	0.0% (0/3)	0.0% (0/2)	5.0% (1/20)
aneesh	0.0% (0/2)							50.0% (1/2)	0.0% (0/2)	33.33% (1/3)	10.0% (1/10)
arpan	3.92% (2/51)	13.16% (5/38)	50.0% (1/2)	3.33% (1/30)	10.53% (2/19)	4.17% (1/24)	6.9% (2/29)	14.04% (8/57)	9.8% (5/51)	18.37% (9/49)	8.98% (44/490)
ben	0.0% (0/3)	0.0% (0/2)		50.0% (1/2)	50.0% (1/2)	0.0% (0/2)	0.0% (0/2)	9.09% (1/11)	7.69% (1/13)	22.22% (2/9)	3.33% (2/60)
bobby	0.0% (0/25)	14.29% (1/7)		0.0% (0/3)	0.0% (0/2)	0.0% (0/1)	25.0% (1/4)	0.0% (0/8)		20.0% (1/5)	1.43% (1/70)
brian	0.0% (0/2)			0.0% (0/1)			0.0% (0/1)	100.0% (1/1)	25.0% (1/4)	0.0% (0/1)	0.0% (0/10)
chirag	0.0% (0/4)	0.0% (0/3)		100.0% (1/1)	0.0% (0/2)	50.0% (1/2)	0.0% (0/1)	33.33% (1/3)		33.33% (1/3)	5.0% (1/20)
cj	0.0% (0/2)	0.0% (0/3)		0.0% (0/2)			0.0% (0/4)	0.0% (0/3)	0.0% (0/2)	25.0% (1/4)	0.0% (0/20)
claudia	0.0% (0/1)	0.0% (0/2)		0.0% (0/2)	0.0% (0/1)		100.0% (2/2)	50.0% (1/2)	0.0% (0/3)	33.33% (2/6)	5.0% (1/20)
daniel	0.0% (0/1)			0.0% (0/2)	0.0% (0/1)	0.0% (0/1)	100.0% (2/2)			0.0% (0/2)	10.0% (1/10)
david	0.0% (0/7)				0.0% (0/1)		0.0% (0/1)	0.0% (0/3)	0.0% (0/1)	0.0% (0/3)	0.0% (0/20)
ethan	25.0% (1/4)							0.0% (0/4)			20.0% (2/10)
faith	0.0% (0/4)	0.0% (0/1)				0.0% (0/2)	100.0% (1/1)	0.0% (0/1)	0.0% (0/4)	0.0% (0/4)	5.0% (1/20)
gautham	0.0% (0/2)				50.0% (1/2)		33.33% (1/3)	37.5% (3/8)	0.0% (0/2)	50.0% (1/2)	5.0% (1/20)
jake	0.0% (0/9)	0.0% (0/1)		0.0% (0/3)	0.0% (0/1)		0.0% (0/1)	0.0% (0/2)	50.0% (1/2)		5.0% (1/20)
jasper	14.29% (1/7)	0.0% (0/3)		0.0% (0/2)		0.0% (0/1)		0.0% (0/2)	0.0% (0/4)	25.0% (1/4)	3.33% (1/30)
jeffrey	15.38% (2/13)	0.0% (0/1)		0.0% (0/1)		0.0% (0/1)		0.0% (0/1)	0.0% (0/2)	0.0% (0/4)	3.33% (1/30)
jeriah	0.0% (0/12)	0.0% (0/4)	0.0% (0/2)	0.0% (0/6)	20.0% (1/5)	14.29% (1/7)	18.75% (3/16)	13.04% (3/23)	31.25% (5/16)	33.33% (6/18)	3.52% (5/142)
justin	0.0% (0/4)			0.0% (0/2)	0.0% (0/1)	0.0% (0/1)		0.0% (0/2)	0.0% (0/2)	66.67% (2/3)	5.0% (1/20)
jx	0.0% (0/3)			0.0% (0/1)		0.0% (0/1)		0.0% (0/2)		0.0% (0/1)	0.0% (0/10)
madeline	0.0% (0/5)				0.0% (0/2)	0.0% (0/1)				0.0% (0/1)	10.0% (1/10)
michael	6.67% (1/15)	0.0% (0/2)	0.0% (0/2)	25.0% (1/4)	50.0% (1/2)	0.0% (0/3)	0.0% (0/3)	0.0% (0/10)	0.0% (0/4)	0.0% (0/2)	6.0% (3/50)
nathan	0.0% (0/14)	12.5% (3/24)	0.0% (0/3)	9.09% (3/33)	0.0% (0/12)	23.08% (6/26)	28.95% (11/38)	15.25% (9/59)	28.57% (14/49)	36.78% (32/87)	15.5% (82/529)
nick	5.36% (3/56)	13.51% (5/37)	0.0% (0/2)	5.56% (2/36)	0.0% (0/10)	9.68% (3/31)	8.47% (5/59)	14.77% (13/88)	16.67% (10/60)	27.03% (20/74)	12.09% (77/637)
nivant				0.0% (0/1)		0.0% (0/2)	0.0% (0/1)	50.0% (1/2)	0.0% (0/4)		9.09% (1/11)
noah	0.0% (0/3)	0.0% (0/2)		0.0% (0/3)	0.0% (0/1)	0.0% (0/3)	0.0% (0/1)	0.0% (0/10)	28.57% (2/7)	25.0% (1/4)	16.98% (9/53)
peyton	0.0% (0/13)	0.0% (0/4)	0.0% (0/1)	0.0% (0/1)	50.0% (1/2)	0.0% (0/6)	0.0% (0/2)	50.0% (1/2)	20.0% (1/5)	0.0% (0/4)	0.0% (0/50)
pranay	4.76% (1/21)	0.0% (0/5)	0.0% (0/1)	0.0% (0/2)	0.0% (0/4)	0.0% (0/5)	0.0% (0/5)	8.33% (1/12)	30.0% (3/10)	9.09% (1/11)	6.8% (7/103)
preston	25.0% (1/4)	0.0% (0/7)	0.0% (0/1)	0.0% (0/5)	0.0% (0/1)	0.0% (0/3)	0.0% (0/3)	37.5% (3/8)	0.0% (0/2)	20.0% (1/5)	2.0% (1/50)
richard	0.0% (0/12)			20.0% (1/5)	0.0% (0/2)	0.0% (0/1)	33.33% (1/3)	45.45% (5/11)	33.33% (2/6)	14.29% (1/7)	6.0% (3/50)
rohan	33.33% (1/3)			0.0% (0/7)	50.0% (1/2)	33.33% (1/3)	40.0% (2/5)	14.29% (2/14)	25.0% (2/8)	50.0% (2/4)	9.8% (5/51)
sam		0.0% (0/1)		100.0% (1/1)		0.0% (0/2)		0.0% (0/2)	33.33% (1/3)	0.0% (0/1)	0.0% (0/10)
sarthak	0.0% (0/1)	100.0% (1/1)		100.0% (1/1)		33.33% (1/3)	0.0% (0/3)	60.0% (3/5)		75.0% (3/4)	10.0% (2/20)
sean	0.0% (0/5)	0.0% (0/1)		0.0% (0/4)			100.0% (1/1)	0.0% (0/5)	0.0% (0/1)	66.67% (2/3)	0.0% (0/20)
sridhar	5.71% (2/35)	0.0% (0/19)		12.5% (2/16)	0.0% (0/6)	25.0% (1/4)	6.67% (1/15)	0.0% (0/18)	3.33% (1/30)	12.0% (3/25)	7.76% (18/232)

Head to Head (bowlers on left have net wins over bowlers on top)
Bowler	richard	rohan	michael	nick	alex	cj	claudia	nivant	sarthak	sean	gautham	madeline	sam	arpan	sridhar	ben	nathan	jeffrey	jeriah	pranay	bobby	jx	david	justin	preston	peyton	jasper	noah	chirag	jake	alkiviades	brian	ethan	aneesh	daniel	faith
richard	0	-3	5	-5	0	0	0	0	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
rohan	3	0	5	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
michael	-5	-5	0	-5	0	0	0	0	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
nick	5	1	5	0	0	0	0	0	0	0	2	0	0	3	12	-1	-25	4	1	1	6	1	2	0	5	3	3	1	0	2	2	0	0	0	0	1
alex	0	0	0	0	0	0	-2	-1	-2	0	0	-1	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
cj	0	0	0	0	0	0	-2	-1	-2	0	0	1	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
claudia	0	0	0	0	2	2	0	-1	-2	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
nivant	0	0	0	0	1	1	1	0	-1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
sarthak	0	0	0	0	2	2	2	1	0	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
sean	0	0	0	0	0	0	-2	-1	-2	0	0	1	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
gautham	2	0	2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
madeline	0	0	0	0	1	-1	-1	0	-1	-1	0	0	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
sam	0	0	0	0	1	1	-1	0	-1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
arpan	0	0	0	-3	0	0	0	0	0	0	0	0	0	0	10	-1	-39	2	-2	4	5	0	2	0	-3	5	1	-2	0	0	0	0	0	0	0	0
sridhar	0	0	0	-12	0	0	0	0	0	0	0	0	0	-10	0	-1	-13	4	3	2	1	1	1	0	0	1	0	-4	0	0	0	0	0	0	0	0
ben	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	-2	1	0	2	0	0	0	0	0	-1	0	1	0	0	0	0	0	0	0	0
nathan	0	0	0	25	0	0	0	0	0	0	0	0	0	39	13	2	0	3	8	8	6	0	2	2	3	5	3	3	0	0	0	0	0	0	0	0
jeffrey	0	0	0	-4	0	0	0	0	0	0	0	0	0	-2	-4	-1	-3	0	-1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0
jeriah	0	0	0	-1	0	0	0	0	0	0	0	0	0	2	-3	0	-8	1	0	0	0	0	1	-1	3	3	1	0	0	0	0	0	0	0	0	0
pranay	0	0	0	-1	0	0	0	0	0	0	0	0	0	-4	-2	-2	-8	-1	0	0	2	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0
bobby	0	0	0	-6	0	0	0	0	0	0	0	0	0	-5	-1	0	-6	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
jx	0	0	0	-1	0	0	0	0	0	0	0	0	0	0	-1	0	0	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
david	0	0	0	-2	0	0	0	0	0	0	0	0	0	-2	-1	0	-2	0	-1	0	0	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0
justin	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-2	0	1	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0
preston	0	0	0	-5	0	0	0	0	0	0	0	0	0	3	0	0	-3	0	-3	-2	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
peyton	0	0	0	-3	0	0	0	0	0	0	0	0	0	-5	-1	1	-5	0	-3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
jasper	0	0	0	-3	0	0	0	0	0	0	0	0	0	-1	0	0	-3	0	-1	0	0	0	0	0	-1	0	0	0	0	0	0	0	0	0	0	0
noah	0	0	0	-1	0	0	0	0	0	0	0	0	0	2	4	-1	-3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
chirag	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	-2	0	-2	-1	0
jake	0	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-2	0	0	-2	-2	-2	-2	0
alkiviades	0	0	0	-2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-2	0	0	-2	-2	-2	-2	0
brian	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	2	0	0	0	2	0
ethan	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	0
aneesh	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	2	0	0	0	0	0
daniel	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	2	-2	0	0	0	0
faith	0	0	0	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

Confidence intervals calculated using the standard error of the mean and a 95% confidence level (z-score of 1.96).

Game History

12-26-2006

Game #1 (tie)

11-09-2023

Game #1 (arpan)

01-24-2024

Game #1 (arpan)
Game #2 (nathan)

02-02-2024

Game #1 (nathan)
Game #2 (nathan)

02-06-2024

Game #1 (nick)
Game #2 (ben)
Game #3 (sridhar)
Game #4 (nick)

02-15-2024

Game #1 (tie)
Game #2 (tie)

02-19-2024

Game #1 (tie)
Game #2 (tie)
Game #3 (tie)
Game #4 (tie)

02-22-2024

Game #1 (nathan)
Game #2 (nick)
Game #3 (nathan)
Game #4 (nathan)

02-29-2024

Game #1 (nathan)
Game #2 (nathan)
Game #3 (arpan)

03-07-2024

Game #1 (nathan)
Game #2 (nathan)
Game #3 (nathan)

03-22-2024

Game #1 (nick)
Game #2 (sridhar)

04-02-2024

Game #1 (nathan)
Game #2 (nathan)

04-03-2024

Game #1 (arpan)

04-05-2024

Game #1 (nathan)
Game #2 (nathan)
Game #3 (nick)

04-11-2024

Game #1 (nathan)
Game #2 (nick)
Game #3 (nick)

04-15-2024

Game #1 (nathan)
Game #2 (nathan)

04-16-2024

Game #1 (nathan)
Game #2 (nathan)
Game #3 (nathan)

04-18-2024

Game #1 (nathan)
Game #2 (nick)
Game #3 (nathan)
Game #4 (tie)

04-19-2024

Game #1 (nathan)
Game #2 (nathan)

04-22-2024

Game #1 (pranay)
Game #2 (nathan)

04-23-2024

Game #1 (nathan)
Game #2 (nathan)
Game #3 (nathan)

04-24-2024

Game #1 (nick)
Game #2 (nathan)
Game #3 (jeriah)

04-25-2024

Game #1 (jeriah)
Game #2 (jeriah)
Game #3 (arpan)
Game #4 (nathan)

04-26-2024

Game #1 (noah)
Game #2 (nick)

04-29-2024

Game #1 (nick)
Game #2 (nathan)
Game #3 (nathan)

06-22-2024

Game #1 (brian)
Game #2 (nick)

01-21-2026

Game #1 (nick)
Game #2 (nick)
Game #3 (rohan)
Game #4 (sarthak)

01-28-2026

Game #1 (nick)
Game #2 (rohan)
Game #3 (sarthak)

(21 errors found in data)

Data current as of 02-03-2026 at 11:38:13

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