Distributions

League-wide player histograms · 963 games played · 1526 qualifying batters (18+ PA) · 987 qualifying pitchers (18+ outs)
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Marking Eulis De los Santos PAM on every histogram below. Compare ↗

Batting distributions

PAVG n=1526 · μ=0.307 · σ=0.116
0.000
17
0.059
54
0.118
133
0.177
230
0.236
●
290
0.295
294
0.354
228
0.413
145
0.472
82
0.531
42
0.590
10
0.649
1
10th25th Median 75th90th 95th99th
0.158 0.223 0.305 0.386 0.461 0.500 0.582
Highlighted player: 0.250 · approximate percentile: 25–50th
OPS n=1526 · μ=0.983 · σ=0.366
0.056
10
0.242
59
0.428
159
0.614
●
278
0.800
326
0.986
276
1.172
183
1.358
103
1.544
87
1.730
26
1.916
15
2.102
4
10th25th Median 75th90th 95th99th
0.550 0.722 0.947 1.200 1.500 1.665 1.946
Highlighted player: 0.750 · approximate percentile: 25–50th
OPS+ n=1526 · μ=102 · σ=37.106
6
10
25
47
44
159
63
●
269
81
307
100
281
119
206
138
122
157
59
176
44
194
16
213
5
10th25th Median 75th90th 95th99th
57 75 98 124 152 172 197
Highlighted player: 74 · approximate percentile: 10–25th
wOBA n=1526 · μ=0.460 · σ=0.201
0.019
21
0.123
135
0.226
267
0.329
●
346
0.432
285
0.536
190
0.639
128
0.742
80
0.845
48
0.949
16
1.052
7
1.155
3
10th25th Median 75th90th 95th99th
0.225 0.313 0.430 0.571 0.744 0.841 1.011
Highlighted player: 0.354 · approximate percentile: 25–50th
BAVG n=1526 · μ=0.368 · σ=0.141
0.000
16
0.071
56
0.142
128
0.212
237
0.283
●
305
0.354
275
0.425
213
0.496
151
0.567
90
0.637
41
0.708
11
0.779
3
10th25th Median 75th90th 95th99th
0.192 0.267 0.357 0.462 0.560 0.615 0.706
Highlighted player: 0.292 · approximate percentile: 25–50th
ISO n=1526 · μ=0.215 · σ=0.151
0.000
278
0.077
●
339
0.154
321
0.231
230
0.308
131
0.385
109
0.462
61
0.538
34
0.615
12
0.692
7
0.769
3
0.846
0
10th25th Median 75th90th 95th99th
0.047 0.102 0.188 0.299 0.427 0.508 0.643
Highlighted player: 0.143 · approximate percentile: 25–50th
BABIP n=1526 · μ=0.470 · σ=0.150
0.000
7
0.083
23
0.167
69
0.250
155
0.333
281
0.417
283
0.500
●
350
0.583
210
0.667
105
0.750
31
0.833
10
0.917
2
10th25th Median 75th90th 95th99th
0.277 0.364 0.471 0.571 0.656 0.714 0.800
Highlighted player: 0.500 · approximate percentile: 50–75th
K% n=1526 · μ=23.2% · σ=10.9%
0.0%
48
6.0%
190
12.0%
318
18.1%
291
24.1%
284
30.1%
207
36.1%
●
117
42.1%
41
48.1%
15
54.2%
9
60.2%
4
66.2%
2
10th25th Median 75th90th 95th99th
10.0% 15.0% 22.4% 30.4% 37.5% 41.9% 52.6%
Highlighted player: 39.3% · approximate percentile: 90–95th
BB% n=1526 · μ=13.2% · σ=6.3%
0.0%
63
3.3%
157
6.7%
234
10.0%
●
358
13.3%
294
16.7%
189
20.0%
129
23.3%
61
26.7%
20
30.0%
16
33.3%
4
36.7%
1
10th25th Median 75th90th 95th99th
5.3% 9.1% 12.8% 17.1% 21.4% 24.3% 30.4%
Highlighted player: 10.7% · approximate percentile: 25–50th
2C-RBI% n=1526 · μ=3.9% · σ=8.1%
0.0%
●
1224
8.3%
179
16.7%
69
25.0%
29
33.3%
18
41.7%
1
50.0%
4
58.3%
0
66.7%
1
75.0%
0
83.3%
0
91.7%
1
10th25th Median 75th90th 95th99th
0.0% 0.0% 0.0% 5.0% 14.3% 20.0% 33.3%
Highlighted player: 0.0% · approximate percentile: ≤ 10th
2C-Conv% n=1526 · μ=30.6% · σ=45.6%
0.0%
●
1046
8.3%
0
16.7%
0
25.0%
0
33.3%
1
41.7%
0
50.0%
18
58.3%
0
66.7%
9
75.0%
1
83.3%
0
91.7%
451
10th25th Median 75th90th 95th99th
0.0% 0.0% 0.0% 100.0% 100.0% 100.0% 100.0%
Highlighted player: 0.0% · approximate percentile: ≤ 10th
MhAB% n=1526 · μ=0.4% · σ=1.2%
0.0%
●
1351
0.7%
0
1.3%
17
2.0%
63
2.7%
32
3.3%
16
4.0%
14
4.7%
7
5.3%
11
6.0%
5
6.7%
8
7.3%
2
10th25th Median 75th90th 95th99th
0.0% 0.0% 0.0% 0.0% 2.0% 3.0% 5.9%
Highlighted player: 0.0% · approximate percentile: ≤ 10th
RISP-AVG n=1526 · μ=0.301 · σ=0.130
0.000
28
0.062
85
0.125
182
0.188
251
0.250
●
293
0.312
258
0.375
198
0.438
110
0.500
72
0.562
33
0.625
13
0.688
3
10th25th Median 75th90th 95th99th
0.143 0.201 0.297 0.385 0.474 0.527 0.624
Highlighted player: 0.286 · approximate percentile: 25–50th
RISP-OPS n=1526 · μ=0.970 · σ=0.392
0.000
16
0.189
43
0.378
154
0.567
280
0.756
●
288
0.944
276
1.133
191
1.322
119
1.511
86
1.700
43
1.889
19
2.078
11
10th25th Median 75th90th 95th99th
0.500 0.680 0.933 1.200 1.525 1.687 2.000
Highlighted player: 0.810 · approximate percentile: 25–50th
RISP-Conv n=1526 · μ=0.40 · σ=0.200
0.00
70
0.11
203
0.22
346
0.33
●
335
0.43
256
0.54
146
0.65
91
0.76
41
0.87
24
0.98
11
1.08
2
1.19
1
10th25th Median 75th90th 95th99th
0.17 0.25 0.38 0.51 0.67 0.77 0.97
Highlighted player: 0.38 · approximate percentile: 50–75th
WAR n=1526 · μ=0.16 · σ=0.398
-0.73
13
-0.50
100
-0.26
●
447
-0.02
451
0.21
244
0.45
110
0.68
72
0.92
37
1.16
34
1.39
12
1.63
3
1.87
3
10th25th Median 75th90th 95th99th
-0.22 -0.11 0.07 0.32 0.70 0.98 1.44
Highlighted player: -0.09 · approximate percentile: 25–50th

Pitching distributions

wERA n=987 · μ=12.53 · σ=5.216
1.64
17
4.55
126
7.47
240
10.38
241
13.30
170
16.21
89
19.13
45
22.04
28
24.96
20
27.87
5
30.79
1
33.70
5
10th25th Median 75th90th 95th99th
6.89 8.93 11.59 15.10 19.45 22.81 28.10
xRA n=987 · μ=12.53 · σ=5.216
1.64
17
4.55
126
7.47
240
10.38
241
13.30
170
16.21
89
19.13
45
22.04
28
24.96
20
27.87
5
30.79
1
33.70
5
10th25th Median 75th90th 95th99th
6.89 8.93 11.59 15.10 19.45 22.81 28.10
Decay n=577 · μ=+2.7 · σ=23.302
-97.5
1
-82.3
1
-67.0
7
-51.7
19
-36.4
54
-21.2
121
-5.9
149
+9.4
121
+24.7
81
+40.0
16
+55.2
4
+70.5
3
10th25th Median 75th90th 95th99th
-26.5 -11.5 +3.3 +17.5 +31.1 +38.0 +57.7
GSc avg n=987 · μ=50.0 · σ=5.935
31.4
9
34.6
12
37.8
42
40.9
93
44.1
140
47.3
229
50.4
201
53.6
146
56.8
73
59.9
27
63.1
8
66.3
7
10th25th Median 75th90th 95th99th
42.4 46.4 50.1 53.8 57.4 59.5 65.3
GSc+ n=987 · μ=102 · σ=11.866
64
9
71
15
77
39
84
87
90
163
97
225
103
211
110
136
116
67
123
19
129
12
136
4
10th25th Median 75th90th 95th99th
87 94 102 109 116 121 131
FOP n=987 · μ=62 · σ=10.671
23
4
28
10
33
11
38
36
44
60
49
93
54
169
59
176
65
201
70
139
75
69
80
19
10th25th Median 75th90th 95th99th
47 55 62 69 74 77 82
OS+ n=987 · μ=123 · σ=60.932
35
85
62
257
89
221
116
169
144
87
171
52
198
33
226
33
253
21
280
14
308
5
335
10
10th25th Median 75th90th 95th99th
64 81 107 148 212 254 333
GE n=987 · μ=1.4 · σ=0.757
0.7
351
1.0
250
1.4
150
1.8
84
2.1
60
2.5
24
2.9
20
3.2
19
3.6
22
3.9
3
4.3
2
4.7
2
10th25th Median 75th90th 95th99th
0.7 0.9 1.2 1.7 2.4 3.1 3.9
K% n=987 · μ=31.8% · σ=9.9%
2.2%
7
7.7%
12
13.2%
66
18.7%
132
24.3%
209
29.8%
226
35.3%
167
40.8%
86
46.3%
56
51.9%
15
57.4%
7
62.9%
4
10th25th Median 75th90th 95th99th
19.7% 25.0% 31.2% 37.9% 44.9% 49.2% 57.6%
BB% n=987 · μ=13.3% · σ=5.4%
0.0%
17
2.8%
51
5.6%
89
8.3%
189
11.1%
209
13.9%
157
16.7%
153
19.4%
68
22.2%
30
25.0%
15
27.8%
8
30.6%
1
10th25th Median 75th90th 95th99th
6.7% 9.5% 12.9% 16.9% 20.0% 22.5% 27.5%
HR% n=987 · μ=2.8% · σ=2.9%
0.0%
373
1.4%
217
2.9%
157
4.3%
101
5.8%
61
7.2%
38
8.7%
15
10.1%
10
11.6%
8
13.0%
4
14.5%
1
15.9%
2
10th25th Median 75th90th 95th99th
0.0% 0.0% 2.2% 4.2% 6.7% 8.2% 12.5%
K-BB% n=987 · μ=11.2% · σ=11.9%
-21.6%
7
-15.5%
24
-9.3%
78
-3.1%
136
3.0%
190
9.2%
226
15.4%
149
21.5%
77
27.7%
63
33.9%
25
40.0%
10
46.2%
2
10th25th Median 75th90th 95th99th
-3.7% 3.2% 11.1% 18.4% 27.8% 31.9% 40.9%
oAVG n=987 · μ=0.344 · σ=0.100
0.053
5
0.103
15
0.153
56
0.204
102
0.254
184
0.305
197
0.355
169
0.405
120
0.456
77
0.506
40
0.556
17
0.607
4
10th25th Median 75th90th 95th99th
0.217 0.277 0.340 0.410 0.478 0.517 0.582
WAR n=987 · μ=0.26 · σ=0.410
-0.80
15
-0.55
42
-0.30
128
-0.06
291
0.19
256
0.44
116
0.69
78
0.93
28
1.18
20
1.43
7
1.68
3
1.93
3
10th25th Median 75th90th 95th99th
-0.20 0.01 0.20 0.46 0.77 1.04 1.50
Methodology
Each histogram is a 12-bucket equal-width binning of the qualifying-player population's values. Bucket bounds run from min to max across the population — no fixed domain. The labels on the left are the bucket's lower bound; the count on the right is how many players fell into it. Bar widths are normalized to the largest-count bucket (so the longest bar = 100% of the panel width).

Qualifying thresholds are the same as on the Leaders page — ~1× games-per-team in PA for batters and outs for pitchers, scaled with games played.

Percentiles use linear interpolation (matches numpy percentile() default). σ is population standard deviation across the qualifying group.

The Decay distribution is restricted to pitchers with cross-arc sample (faced batters in both arc-1 and arc-3), so the n on that panel is lower than the rest of the pitching panels. Pitchers without enough sample to compute Decay aren't binned.

xRA is the non-negative linear-weights expected runs allowed (HR=1.4, single≈0.45, BB/HBP=0.32, K/out=0), multiplicatively anchored so league xRA matches league xRA. K-BB% is plain (K - BB) / BF.
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