patrickramos commited on
Commit
3f12801
·
1 Parent(s): 7264076

Update gradio version

Browse files
Files changed (3) hide show
  1. README.md +1 -1
  2. demo.py +0 -147
  3. pitch_leaderboard.csv +17 -17
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  title: npb
3
- app_file: demo.py
4
  sdk: gradio
5
  sdk_version: 5.16.0
6
  ---
 
1
  ---
2
  title: npb
3
+ app_file: app.py
4
  sdk: gradio
5
  sdk_version: 5.16.0
6
  ---
demo.py DELETED
@@ -1,147 +0,0 @@
1
-
2
- import gradio as gr
3
- # import pandas as pd
4
- import polars as pl
5
-
6
- from math import ceil
7
- import os
8
-
9
- from data import df, pitch_stats, league_pitch_stats, player_df
10
- from gradio_function import *
11
- from translate import jp_pitch_to_en_pitch, max_pitch_types
12
-
13
- os.makedirs('files', exist_ok=True)
14
-
15
- css = '''
16
- .pitch-usage {height: 256px}
17
- .pitch-usage .js-plotly-plot {height: 100%}
18
-
19
- .pitch-velo {height: 100px}
20
- .pitch-velo .js-plotly-plot {height: 100%}
21
-
22
- .pitch-loc {height: 320px}
23
- .pitch-loc .js-plotly-plot {height: 100%}
24
-
25
- .pitch-velo-summary div.plotly-notifier {visibility: hidden}
26
- '''
27
-
28
- with gr.Blocks(
29
- css=css
30
- ) as demo:
31
- gr.Markdown('''
32
- # NPB data visualization demo
33
- [Data from SportsNavi](https://sports.yahoo.co.jp/)
34
- ''')
35
-
36
- source_df = gr.State(df)
37
- app_df = gr.State(df)
38
- app_league_df = gr.State(df)
39
- app_pitch_stats = gr.State(pitch_stats)
40
- app_league_pitch_stats = gr.State(league_pitch_stats)
41
-
42
- with gr.Tab('Pitcher Dashboard'):
43
- with gr.Row():
44
- player = gr.Dropdown(value=None, choices=sorted(player_df.filter(pl.col('name').is_not_null())['name'].to_list()), label='Player')
45
- handedness = gr.Radio(value='Both', choices=['Both', 'Left', 'Right'], type='value', interactive=False, label='Batter Handedness')
46
-
47
- # preview = gr.DataFrame()
48
- download_file = gr.DownloadButton(label='Download player data')
49
-
50
- with gr.Group():
51
- with gr.Row():
52
- usage = gr.Plot(label='Pitch usage')
53
- velo_summary = gr.Plot(label='Velocity summary', elem_classes='pitch-velo-summary')
54
- loc_summary = gr.Plot(label='Overall location')
55
-
56
- max_locs = len(jp_pitch_to_en_pitch)
57
- locs_per_row = 4
58
- max_rows = ceil(max_locs/locs_per_row)
59
-
60
- gr.Markdown('''
61
- ## Pitch Locations
62
- Pitcher's persective
63
- <br>
64
- `NPB` refers to the top 10% of pitches thrown across the league with the current search constraints e.g. handedness
65
- <br>
66
- Note: To speed up the KDE, we restrict the league-wide pitches to 5,000 pitches
67
- ''')
68
- pitch_rows = []
69
- pitch_groups = []
70
- pitch_names = []
71
- pitch_infos = []
72
- pitch_velos = []
73
- pitch_locs = []
74
- for row in range(max_rows):
75
- visible = row==0
76
- pitch_row = gr.Row(visible=visible)
77
- pitch_rows.append(pitch_row)
78
- with pitch_row:
79
- _locs_per_row = locs_per_row if row < max_rows-1 else max_locs - locs_per_row * (max_rows - 1)
80
- for col in range(_locs_per_row):
81
- with gr.Column(min_width=256):
82
- pitch_group = gr.Group(visible=visible)
83
- pitch_groups.append(pitch_group)
84
- with pitch_group:
85
- pitch_names.append(gr.Markdown(f'### Pitch {col+1}', visible=visible))
86
- pitch_infos.append(gr.DataFrame(pl.DataFrame([{'Whiff%': None, 'CSW%': None}]), interactive=False, visible=visible))
87
- pitch_velos.append(gr.Plot(show_label=False, elem_classes='pitch-velo', visible=visible))
88
- pitch_locs.append(gr.Plot(label='Pitch Location', elem_classes='pitch-loc', visible=visible))
89
-
90
- gr.Markdown('## Pitch Velocity')
91
- velo_stats = gr.DataFrame(pl.DataFrame([{'Avg. Velo': None, 'League Avg. Velo': None}]), interactive=False, label='Pitch Velocity')
92
-
93
- (
94
- player
95
- .input(update_dfs, inputs=[player, handedness, source_df], outputs=[app_df, app_league_df, app_pitch_stats, app_league_pitch_stats])
96
- .then(lambda : gr.update(value='Both', interactive=True), outputs=handedness)
97
- )
98
- handedness.input(update_dfs, inputs=[player, handedness, source_df], outputs=[app_df, app_league_df, app_pitch_stats, app_league_pitch_stats])
99
-
100
- # app_df.change(preview_df, inputs=app_df, outputs=preview)
101
- # app_df.change(set_download_file, inputs=app_df, outputs=download_file)
102
- # app_df.change(plot_usage, inputs=[app_df, player], outputs=usage)
103
- # app_df.change(plot_velo_summary, inputs=[app_df, app_league_df, player], outputs=velo_summary)
104
- # app_df.change(lambda df: plot_loc(df), inputs=app_df, outputs=loc_summary)
105
- # app_df.change(plot_pitch_cards, inputs=[app_df, app_pitch_stats], outputs=pitch_rows+pitch_groups+pitch_names+pitch_infos+pitch_velos+pitch_locs)
106
- app_pitch_stats.change(update_velo_stats, inputs=[app_pitch_stats, app_league_pitch_stats], outputs=velo_stats)
107
-
108
- (
109
- app_df
110
- .change(create_set_download_file_fn('files/player.csv'), inputs=app_df, outputs=download_file)
111
- .then(plot_usage, inputs=[app_df, player], outputs=usage)
112
- .then(plot_velo_summary, inputs=[app_df, app_league_df, player], outputs=velo_summary)
113
- .then(lambda df: plot_loc(df), inputs=app_df, outputs=loc_summary)
114
- .then(plot_pitch_cards, inputs=[app_df, app_league_df, app_pitch_stats], outputs=pitch_rows+pitch_groups+pitch_names+pitch_infos+pitch_velos+pitch_locs)
115
- )
116
-
117
- gr.Markdown('## Bugs and other notes')
118
- with gr.Accordion('Click to open', open=False):
119
- gr.Markdown('''
120
- - Y axis ticks messy when no velocity distribution is plotted
121
- - DataFrame precision inconsistent
122
- '''
123
- )
124
-
125
- with gr.Tab('Pitch Leaderboard'):
126
- def filter_pitch_leaderboard(min_pitches):
127
- return pitch_stats.filter(pl.col('Count') >= min_pitches).sort('CSW%', descending=True)
128
-
129
- init_min_pitches = 100
130
- pitch_stats.write_csv('pitch_leaderboard.csv')
131
- pitch_leaderboard_df = gr.State(filter_pitch_leaderboard(init_min_pitches))
132
-
133
- min_pitches = gr.Number(init_min_pitches, precision=0, label='Min. Pitches')
134
- pitch_leaderboard_download_file = gr.DownloadButton(value='pitch_leaderboard.csv', label='Download leaderboard')
135
- pitch_leaderboard = gr.Dataframe(value=pitch_leaderboard_df.value)
136
-
137
- min_pitches.change(filter_pitch_leaderboard, inputs=min_pitches, outputs=pitch_leaderboard_df)
138
- (
139
- pitch_leaderboard_df
140
- .change(create_set_download_file_fn('files/pitch_leaderboard.csv'), inputs=pitch_leaderboard_df, outputs=pitch_leaderboard_download_file)
141
- .then(lambda df: df, inputs=pitch_leaderboard_df, outputs=pitch_leaderboard)
142
- )
143
-
144
- demo.launch(
145
- share=True,
146
- debug=True
147
- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
pitch_leaderboard.csv CHANGED
@@ -1,4 +1,4 @@
1
- name,pitch_name,Whiff%,CSW%,Velocity,Count
2
  Abe Shota,4-Seam Fastball,6.1,20.2,145.1,99
3
  Abe Shota,Splitter,40.6,28.6,133.7,63
4
  Abe Shota,Cutter,36.4,35.0,132.5,40
@@ -90,8 +90,8 @@ Corniel Robert,Cutter,0.0,0.0,143.0,1
90
  Diaz Yofrec,4-Seam Fastball,30.0,32.5,147.1,40
91
  Diaz Yofrec,Slider,42.9,14.3,133.5,21
92
  Diaz Yofrec,Splitter,50.0,25.0,135.0,4
93
- Diaz Yofrec,2-Seam Fastball,0.0,0.0,149.0,1
94
  Diaz Yofrec,Changeup,100.0,100.0,138.0,1
 
95
  Endoh Atsushi,4-Seam Fastball,8.3,22.2,140.5,36
96
  Endoh Atsushi,Changeup,0.0,28.6,129.4,14
97
  Endoh Atsushi,Curveball,NaN,33.3,111.5,6
@@ -186,8 +186,8 @@ Hamaguchi Haruhiro,Curveball,0.0,15.4,119.2,13
186
  Hamaya Shota,4-Seam Fastball,0.0,38.1,140.0,21
187
  Hamaya Shota,2-Seam Fastball,0.0,22.2,139.6,9
188
  Hamaya Shota,Curveball,0.0,12.5,110.8,8
189
- Hamaya Shota,Changeup,66.7,66.7,121.2,6
190
  Hamaya Shota,Slider,100.0,33.3,123.5,6
 
191
  Hamaya Shota,Forkball,0.0,0.0,129.8,5
192
  Hamaya Shota,Cutter,NaN,0.0,130.5,2
193
  Hara Juri,4-Seam Fastball,8.7,22.7,145.8,44
@@ -215,8 +215,8 @@ Hashimoto Yuki,4-Seam Fastball,14.5,25.5,148.2,490
215
  Hashimoto Yuki,Slider,30.6,34.4,131.5,320
216
  Hashimoto Yuki,Forkball,30.8,21.5,136.6,65
217
  Hatake Seishu,4-Seam Fastball,22.2,37.5,145.1,24
218
- Hatake Seishu,Cutter,NaN,40.0,138.0,5
219
  Hatake Seishu,Slider,33.3,40.0,127.0,5
 
220
  Hatake Seishu,Forkball,50.0,33.3,136.0,3
221
  Hatch Thomas,4-Seam Fastball,16.7,31.6,150.7,79
222
  Hatch Thomas,Cutter,18.2,28.6,139.6,49
@@ -433,8 +433,8 @@ Iwashita Daiki,Slider,45.5,33.3,129.1,51
433
  Iwazaki Suguru,4-Seam Fastball,14.6,27.4,141.1,383
434
  Iwazaki Suguru,Slider,28.0,37.2,126.1,247
435
  Iwazaki Suguru,Changeup,21.9,24.0,128.4,171
436
- Iwazaki Suguru,Slow Curve,0.0,0.0,89.9,8
437
  Iwazaki Suguru,Cutter,16.7,12.5,132.5,8
 
438
  Izumi Keisuke,4-Seam Fastball,10.8,23.5,148.4,294
439
  Izumi Keisuke,2-Seam Fastball,27.0,26.3,138.1,118
440
  Izumi Keisuke,Vertical Slider,30.4,39.5,117.2,76
@@ -871,10 +871,10 @@ Nabatame Tsubasa,2-Seam Fastball,7.3,14.9,149.0,101
871
  Nabatame Tsubasa,Slider,NaN,28.6,132.4,7
872
  Nakachi Reia,Curveball,33.3,50.0,115.3,4
873
  Nakachi Reia,4-Seam Fastball,NaN,66.7,143.0,3
 
 
874
  Nakachi Reia,Slider,NaN,0.0,122.0,1
875
  Nakachi Reia,2-Seam Fastball,0.0,0.0,127.0,1
876
- Nakachi Reia,Changeup,100.0,100.0,122.0,1
877
- Nakachi Reia,Cutter,NaN,0.0,137.0,1
878
  Nakagawa Hayate,2-Seam Fastball,9.2,27.1,130.5,299
879
  Nakagawa Hayate,Slider,27.4,32.2,120.9,242
880
  Nakagawa Hayate,4-Seam Fastball,8.2,25.0,131.8,204
@@ -965,8 +965,8 @@ Norimoto Takahiro,4-Seam Fastball,10.5,24.5,150.5,388
965
  Norimoto Takahiro,Forkball,36.8,27.4,139.4,226
966
  Norimoto Takahiro,Slider,36.0,32.0,132.5,122
967
  Norimoto Takahiro,Curveball,30.0,44.4,114.3,45
968
- Norimoto Takahiro,Cutter,20.0,15.4,142.8,13
969
  Norimoto Takahiro,Changeup,16.7,30.8,127.8,13
 
970
  Ogasawara Shinnosuke,4-Seam Fastball,10.2,28.4,143.3,1007
971
  Ogasawara Shinnosuke,Knuckle Curve,18.8,27.4,112.5,343
972
  Ogasawara Shinnosuke,Changeup,26.8,28.4,125.6,261
@@ -1072,8 +1072,8 @@ Onaka Yuya,Forkball,NaN,0.0,134.5,2
1072
  Ono Fumiya,4-Seam Fastball,9.1,23.3,151.9,30
1073
  Ono Fumiya,Slider,20.0,31.6,136.0,19
1074
  Ono Fumiya,Changeup,0.0,0.0,140.0,2
1075
- Ono Fumiya,Curveball,NaN,100.0,126.0,1
1076
  Ono Fumiya,Forkball,NaN,0.0,146.0,1
 
1077
  Osuna Roberto,4-Seam Fastball,20.9,23.7,152.5,186
1078
  Osuna Roberto,Cutter,8.5,17.7,148.8,79
1079
  Osuna Roberto,Changeup,44.7,32.4,137.4,71
@@ -1204,8 +1204,8 @@ Shimamoto Hiroya,4-Seam Fastball,8.9,22.1,142.0,149
1204
  Shimamoto Hiroya,Slider,20.0,25.0,124.7,68
1205
  Shimamoto Hiroya,Forkball,26.5,19.4,135.2,62
1206
  Shimamoto Hiroya,Shootball,0.0,40.0,140.7,5
1207
- Shimamoto Hiroya,Changeup,50.0,66.7,122.0,3
1208
  Shimamoto Hiroya,Curveball,NaN,0.0,114.5,3
 
1209
  Shimauchi Sotaro,4-Seam Fastball,19.8,25.7,152.2,487
1210
  Shimauchi Sotaro,Changeup,38.5,36.1,130.2,302
1211
  Shimauchi Sotaro,Forkball,40.0,30.0,139.5,10
@@ -1283,8 +1283,8 @@ Suzuki Hiroshi,Cutter,30.3,30.4,143.3,247
1283
  Suzuki Hiroshi,2-Seam Fastball,14.2,25.8,149.7,244
1284
  Suzuki Hiroshi,4-Seam Fastball,10.7,17.7,149.4,124
1285
  Suzuki Hiroshi,Curveball,0.0,0.0,127.5,3
1286
- Suzuki Hiroshi,Splitter,33.3,33.3,142.0,3
1287
  Suzuki Hiroshi,Slider,50.0,33.3,136.0,3
 
1288
  Suzuki Kenya,Slider,14.9,31.3,112.3,144
1289
  Suzuki Kenya,4-Seam Fastball,7.1,20.5,127.1,73
1290
  Suzuki Kenya,Sinker,12.5,7.7,125.4,39
@@ -1314,8 +1314,8 @@ Taira Kaima,2-Seam Fastball,7.7,18.2,145.7,33
1314
  Taira Kaima,Hard Slider,45.5,23.8,139.6,21
1315
  Taira Kaima,Curveball,50.0,50.0,114.0,14
1316
  Taira Kentaro,4-Seam Fastball,16.7,37.9,143.6,103
1317
- Taira Kentaro,Slider,27.1,31.3,127.3,80
1318
  Taira Kentaro,Sinker,19.5,27.5,137.2,80
 
1319
  Taira Kentaro,Cutter,21.4,27.6,138.0,29
1320
  Tajima Daiki,4-Seam Fastball,17.2,29.1,144.7,836
1321
  Tajima Daiki,Cutter,27.2,29.3,133.1,314
@@ -1326,8 +1326,8 @@ Tajima Daiki,Changeup,37.9,25.4,124.6,67
1326
  Tajima Daiki,Curveball,5.3,17.2,106.6,58
1327
  Tajima Daiki,Knuckle Curve,100.0,50.0,107.8,4
1328
  Tajima Shinji,Shootball,0.0,33.3,140.4,6
1329
- Tajima Shinji,Slider,50.0,16.7,128.8,6
1330
  Tajima Shinji,Splitter,50.0,33.3,133.6,6
 
1331
  Tajima Shinji,4-Seam Fastball,100.0,50.0,142.0,4
1332
  Taka Taichi,4-Seam Fastball,28.6,44.0,146.4,25
1333
  Taka Taichi,Cutter,0.0,25.0,130.3,4
@@ -1369,8 +1369,8 @@ Takahashi Kona,Shootball,22.2,11.8,144.6,17
1369
  Takahashi Kona,Knuckle Curve,20.0,29.4,129.3,17
1370
  Takahashi Kona,Curveball,NaN,0.0,122.5,2
1371
  Takahashi Kouya,4-Seam Fastball,0.0,20.0,147.2,5
1372
- Takahashi Kouya,Cutter,NaN,100.0,141.0,1
1373
  Takahashi Kouya,Forkball,0.0,0.0,135.0,1
 
1374
  Takahashi Rei,4-Seam Fastball,11.9,27.3,132.7,341
1375
  Takahashi Rei,Slider,16.7,26.3,114.4,99
1376
  Takahashi Rei,Sinker,32.0,21.7,114.6,46
@@ -1470,8 +1470,8 @@ Togo Shosei,4-Seam Fastball,12.9,27.4,146.8,1212
1470
  Togo Shosei,Forkball,41.6,27.8,134.1,723
1471
  Togo Shosei,Slider,23.5,33.2,129.9,473
1472
  Togo Shosei,Curveball,13.9,41.0,124.1,122
1473
- Togo Shosei,Cutter,NaN,0.0,,1
1474
  Togo Shosei,2-Seam Fastball,0.0,0.0,145.0,1
 
1475
  Tokoda Hiroki,4-Seam Fastball,10.8,28.9,142.8,702
1476
  Tokoda Hiroki,2-Seam Fastball,17.2,22.7,135.8,600
1477
  Tokoda Hiroki,Cutter,18.2,32.8,135.8,564
@@ -1626,8 +1626,8 @@ Yamano Taichi,Changeup,40.0,32.4,120.6,37
1626
  Yamaoka Taisuke,4-Seam Fastball,13.3,23.3,143.7,30
1627
  Yamaoka Taisuke,Vertical Slider,15.4,31.0,130.7,29
1628
  Yamaoka Taisuke,Cutter,16.7,28.6,136.6,14
1629
- Yamaoka Taisuke,Knuckle Curve,NaN,100.0,115.5,2
1630
  Yamaoka Taisuke,Changeup,0.0,0.0,,2
 
1631
  Yamaoka Taisuke,Shootball,NaN,100.0,137.0,1
1632
  Yamasaki Iori,4-Seam Fastball,10.9,27.9,146.4,779
1633
  Yamasaki Iori,Cutter,31.0,33.7,134.2,433
@@ -1661,8 +1661,8 @@ Yan Jefry,4-Seam Fastball,19.1,26.8,152.7,314
1661
  Yan Jefry,Slider,35.7,29.4,133.7,231
1662
  Yan Jefry,Changeup,66.7,9.1,139.9,22
1663
  Yan Jefry,2-Seam Fastball,0.0,20.0,152.3,5
1664
- Yan Jefry,Splitter,100.0,100.0,139.0,1
1665
  Yan Jefry,Cutter,NaN,0.0,139.0,1
 
1666
  Yanagawa Taisei,4-Seam Fastball,14.7,24.3,149.7,284
1667
  Yanagawa Taisei,Forkball,27.0,18.6,139.7,86
1668
  Yanagawa Taisei,Cutter,28.0,25.5,136.2,51
 
1
+ Player,Pitch,Whiff%,CSW%,Velocity,Count
2
  Abe Shota,4-Seam Fastball,6.1,20.2,145.1,99
3
  Abe Shota,Splitter,40.6,28.6,133.7,63
4
  Abe Shota,Cutter,36.4,35.0,132.5,40
 
90
  Diaz Yofrec,4-Seam Fastball,30.0,32.5,147.1,40
91
  Diaz Yofrec,Slider,42.9,14.3,133.5,21
92
  Diaz Yofrec,Splitter,50.0,25.0,135.0,4
 
93
  Diaz Yofrec,Changeup,100.0,100.0,138.0,1
94
+ Diaz Yofrec,2-Seam Fastball,0.0,0.0,149.0,1
95
  Endoh Atsushi,4-Seam Fastball,8.3,22.2,140.5,36
96
  Endoh Atsushi,Changeup,0.0,28.6,129.4,14
97
  Endoh Atsushi,Curveball,NaN,33.3,111.5,6
 
186
  Hamaya Shota,4-Seam Fastball,0.0,38.1,140.0,21
187
  Hamaya Shota,2-Seam Fastball,0.0,22.2,139.6,9
188
  Hamaya Shota,Curveball,0.0,12.5,110.8,8
 
189
  Hamaya Shota,Slider,100.0,33.3,123.5,6
190
+ Hamaya Shota,Changeup,66.7,66.7,121.2,6
191
  Hamaya Shota,Forkball,0.0,0.0,129.8,5
192
  Hamaya Shota,Cutter,NaN,0.0,130.5,2
193
  Hara Juri,4-Seam Fastball,8.7,22.7,145.8,44
 
215
  Hashimoto Yuki,Slider,30.6,34.4,131.5,320
216
  Hashimoto Yuki,Forkball,30.8,21.5,136.6,65
217
  Hatake Seishu,4-Seam Fastball,22.2,37.5,145.1,24
 
218
  Hatake Seishu,Slider,33.3,40.0,127.0,5
219
+ Hatake Seishu,Cutter,NaN,40.0,138.0,5
220
  Hatake Seishu,Forkball,50.0,33.3,136.0,3
221
  Hatch Thomas,4-Seam Fastball,16.7,31.6,150.7,79
222
  Hatch Thomas,Cutter,18.2,28.6,139.6,49
 
433
  Iwazaki Suguru,4-Seam Fastball,14.6,27.4,141.1,383
434
  Iwazaki Suguru,Slider,28.0,37.2,126.1,247
435
  Iwazaki Suguru,Changeup,21.9,24.0,128.4,171
 
436
  Iwazaki Suguru,Cutter,16.7,12.5,132.5,8
437
+ Iwazaki Suguru,Slow Curve,0.0,0.0,89.9,8
438
  Izumi Keisuke,4-Seam Fastball,10.8,23.5,148.4,294
439
  Izumi Keisuke,2-Seam Fastball,27.0,26.3,138.1,118
440
  Izumi Keisuke,Vertical Slider,30.4,39.5,117.2,76
 
871
  Nabatame Tsubasa,Slider,NaN,28.6,132.4,7
872
  Nakachi Reia,Curveball,33.3,50.0,115.3,4
873
  Nakachi Reia,4-Seam Fastball,NaN,66.7,143.0,3
874
+ Nakachi Reia,Cutter,NaN,0.0,137.0,1
875
+ Nakachi Reia,Changeup,100.0,100.0,122.0,1
876
  Nakachi Reia,Slider,NaN,0.0,122.0,1
877
  Nakachi Reia,2-Seam Fastball,0.0,0.0,127.0,1
 
 
878
  Nakagawa Hayate,2-Seam Fastball,9.2,27.1,130.5,299
879
  Nakagawa Hayate,Slider,27.4,32.2,120.9,242
880
  Nakagawa Hayate,4-Seam Fastball,8.2,25.0,131.8,204
 
965
  Norimoto Takahiro,Forkball,36.8,27.4,139.4,226
966
  Norimoto Takahiro,Slider,36.0,32.0,132.5,122
967
  Norimoto Takahiro,Curveball,30.0,44.4,114.3,45
 
968
  Norimoto Takahiro,Changeup,16.7,30.8,127.8,13
969
+ Norimoto Takahiro,Cutter,20.0,15.4,142.8,13
970
  Ogasawara Shinnosuke,4-Seam Fastball,10.2,28.4,143.3,1007
971
  Ogasawara Shinnosuke,Knuckle Curve,18.8,27.4,112.5,343
972
  Ogasawara Shinnosuke,Changeup,26.8,28.4,125.6,261
 
1072
  Ono Fumiya,4-Seam Fastball,9.1,23.3,151.9,30
1073
  Ono Fumiya,Slider,20.0,31.6,136.0,19
1074
  Ono Fumiya,Changeup,0.0,0.0,140.0,2
 
1075
  Ono Fumiya,Forkball,NaN,0.0,146.0,1
1076
+ Ono Fumiya,Curveball,NaN,100.0,126.0,1
1077
  Osuna Roberto,4-Seam Fastball,20.9,23.7,152.5,186
1078
  Osuna Roberto,Cutter,8.5,17.7,148.8,79
1079
  Osuna Roberto,Changeup,44.7,32.4,137.4,71
 
1204
  Shimamoto Hiroya,Slider,20.0,25.0,124.7,68
1205
  Shimamoto Hiroya,Forkball,26.5,19.4,135.2,62
1206
  Shimamoto Hiroya,Shootball,0.0,40.0,140.7,5
 
1207
  Shimamoto Hiroya,Curveball,NaN,0.0,114.5,3
1208
+ Shimamoto Hiroya,Changeup,50.0,66.7,122.0,3
1209
  Shimauchi Sotaro,4-Seam Fastball,19.8,25.7,152.2,487
1210
  Shimauchi Sotaro,Changeup,38.5,36.1,130.2,302
1211
  Shimauchi Sotaro,Forkball,40.0,30.0,139.5,10
 
1283
  Suzuki Hiroshi,2-Seam Fastball,14.2,25.8,149.7,244
1284
  Suzuki Hiroshi,4-Seam Fastball,10.7,17.7,149.4,124
1285
  Suzuki Hiroshi,Curveball,0.0,0.0,127.5,3
 
1286
  Suzuki Hiroshi,Slider,50.0,33.3,136.0,3
1287
+ Suzuki Hiroshi,Splitter,33.3,33.3,142.0,3
1288
  Suzuki Kenya,Slider,14.9,31.3,112.3,144
1289
  Suzuki Kenya,4-Seam Fastball,7.1,20.5,127.1,73
1290
  Suzuki Kenya,Sinker,12.5,7.7,125.4,39
 
1314
  Taira Kaima,Hard Slider,45.5,23.8,139.6,21
1315
  Taira Kaima,Curveball,50.0,50.0,114.0,14
1316
  Taira Kentaro,4-Seam Fastball,16.7,37.9,143.6,103
 
1317
  Taira Kentaro,Sinker,19.5,27.5,137.2,80
1318
+ Taira Kentaro,Slider,27.1,31.3,127.3,80
1319
  Taira Kentaro,Cutter,21.4,27.6,138.0,29
1320
  Tajima Daiki,4-Seam Fastball,17.2,29.1,144.7,836
1321
  Tajima Daiki,Cutter,27.2,29.3,133.1,314
 
1326
  Tajima Daiki,Curveball,5.3,17.2,106.6,58
1327
  Tajima Daiki,Knuckle Curve,100.0,50.0,107.8,4
1328
  Tajima Shinji,Shootball,0.0,33.3,140.4,6
 
1329
  Tajima Shinji,Splitter,50.0,33.3,133.6,6
1330
+ Tajima Shinji,Slider,50.0,16.7,128.8,6
1331
  Tajima Shinji,4-Seam Fastball,100.0,50.0,142.0,4
1332
  Taka Taichi,4-Seam Fastball,28.6,44.0,146.4,25
1333
  Taka Taichi,Cutter,0.0,25.0,130.3,4
 
1369
  Takahashi Kona,Knuckle Curve,20.0,29.4,129.3,17
1370
  Takahashi Kona,Curveball,NaN,0.0,122.5,2
1371
  Takahashi Kouya,4-Seam Fastball,0.0,20.0,147.2,5
 
1372
  Takahashi Kouya,Forkball,0.0,0.0,135.0,1
1373
+ Takahashi Kouya,Cutter,NaN,100.0,141.0,1
1374
  Takahashi Rei,4-Seam Fastball,11.9,27.3,132.7,341
1375
  Takahashi Rei,Slider,16.7,26.3,114.4,99
1376
  Takahashi Rei,Sinker,32.0,21.7,114.6,46
 
1470
  Togo Shosei,Forkball,41.6,27.8,134.1,723
1471
  Togo Shosei,Slider,23.5,33.2,129.9,473
1472
  Togo Shosei,Curveball,13.9,41.0,124.1,122
 
1473
  Togo Shosei,2-Seam Fastball,0.0,0.0,145.0,1
1474
+ Togo Shosei,Cutter,NaN,0.0,,1
1475
  Tokoda Hiroki,4-Seam Fastball,10.8,28.9,142.8,702
1476
  Tokoda Hiroki,2-Seam Fastball,17.2,22.7,135.8,600
1477
  Tokoda Hiroki,Cutter,18.2,32.8,135.8,564
 
1626
  Yamaoka Taisuke,4-Seam Fastball,13.3,23.3,143.7,30
1627
  Yamaoka Taisuke,Vertical Slider,15.4,31.0,130.7,29
1628
  Yamaoka Taisuke,Cutter,16.7,28.6,136.6,14
 
1629
  Yamaoka Taisuke,Changeup,0.0,0.0,,2
1630
+ Yamaoka Taisuke,Knuckle Curve,NaN,100.0,115.5,2
1631
  Yamaoka Taisuke,Shootball,NaN,100.0,137.0,1
1632
  Yamasaki Iori,4-Seam Fastball,10.9,27.9,146.4,779
1633
  Yamasaki Iori,Cutter,31.0,33.7,134.2,433
 
1661
  Yan Jefry,Slider,35.7,29.4,133.7,231
1662
  Yan Jefry,Changeup,66.7,9.1,139.9,22
1663
  Yan Jefry,2-Seam Fastball,0.0,20.0,152.3,5
 
1664
  Yan Jefry,Cutter,NaN,0.0,139.0,1
1665
+ Yan Jefry,Splitter,100.0,100.0,139.0,1
1666
  Yanagawa Taisei,4-Seam Fastball,14.7,24.3,149.7,284
1667
  Yanagawa Taisei,Forkball,27.0,18.6,139.7,86
1668
  Yanagawa Taisei,Cutter,28.0,25.5,136.2,51