Baseball Reference WAR

Out:

           name_common   age    mlb_ID  ...  OPS_plus   TOB_lg    TB_lg
0        David Aardsma  22.0  430911.0  ...       NaN    0.000    0.000
1        David Aardsma  24.0  430911.0  ... -100.0000    0.694    0.896
2        David Aardsma  25.0  430911.0  ...       NaN    0.000    0.000
3        David Aardsma  26.0  430911.0  ... -100.0000    0.345    0.434
4        David Aardsma  27.0  430911.0  ...       NaN    0.000    0.000
...                ...   ...       ...  ...       ...      ...      ...
108010  Dutch Zwilling  26.0  124791.0  ...  142.1034  199.044  188.238
108011  Dutch Zwilling  27.0  124791.0  ...    7.3437   18.514   18.751
108012       Tony Zych  24.0  543964.0  ...       NaN    0.000    0.000
108013       Tony Zych  25.0  543964.0  ...       NaN    0.000    0.000
108014       Tony Zych  26.0  543964.0  ...       NaN    0.000    0.000

[108015 rows x 49 columns]
             name_common   age    mlb_ID  ...  OPS_plus   TOB_lg    TB_lg
84981          Babe Ruth  28.0  121578.0  ...  239.1529  252.509  211.045
84979          Babe Ruth  26.0  121578.0  ...  238.6033  253.690  229.122
106923  Carl Yastrzemski  27.0  124650.0  ...  193.4291  219.589  219.383
84985          Babe Ruth  32.0  121578.0  ...  225.0409  242.569  220.158
44940     Rogers Hornsby  28.0  116156.0  ...  222.0546  214.622  214.507
8882         Barry Bonds  36.0  111188.0  ...  258.7176  219.120  202.824

[6 rows x 49 columns]
          name_common   age    mlb_ID  ... WAR_rep    ERA_plus    ER_lg
21517  Walter Johnson  25.0  116635.0  ...  3.5162  258.925000  113.927
21516  Walter Johnson  24.0  116635.0  ...  3.7861  242.798246  138.395
15755   Dwight Gooden  20.0  114947.0  ...  2.5333  228.665957  107.473
6580    Steve Carlton  27.0  112008.0  ...  3.0028  182.243421  138.505
7878    Roger Clemens  34.0  112388.0  ...  2.6641  221.573333  132.944
534    Pete Alexander  33.0  110127.0  ...  2.9949  166.094805  127.893

[6 rows x 43 columns]

from pybbda.data import BaseballReferenceData

bbref_data = BaseballReferenceData()

print(bbref_data.war_bat)

print(bbref_data.war_bat.sort_values("WAR", ascending=False).head(6))
print(
    bbref_data.war_pitch.query("year_ID >= 1911")
    .sort_values("WAR", ascending=False)
    .head(6)
)