This is sports data analysis class by using jupyer notebook or python. i attached file that need for this assignment.

Background

How should we evaluate a hitter's performance? Runs created and batting runs (linear weights) are convenient measures because they are measured in runs - but are they the most accurate measures? Batting average was used as the primary measure for most of the 20th century but, as early as 1912, F.C. Lane argued that on base percentage was a more accurate measure of a hitter's productivity. Perhaps there are even better measures. Ideally, we want a measure that's easy to calculate and that, when calculated over an entire team, is highly correlated with runs scored.

Procedure

Write a program (or a Jupyter/Python notebook) to plot team runs scored per game (RPG) and the following statistics for each year since 1950: batting average (BA), on base percentage (OBP), slugging percentage (SLG), and OPS (OBP + SLG). Generate a separate plot (or a separate subplot) for each statistic; plot RPG on the x axis. You will use Teams.csv(file attached) from the Lahman baseball database. Calculate and print the overall correlation coefficient for each statistic vs RPG. Add appropriate titles and axis labels to your plots.

 

 

qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
yearID lgID
1871 NA
1871 NA
1871 NA
1871 NA
1871 NA
1871 NA
1871 NA
1871 NA
1871 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1872 NA
1873 NA
1873 NA
1873 NA
1873 NA
1873 NA
1873 NA
1873 NA
1873 NA
1873 NA
1874 NA
1874 NA
1874 NA
1874 NA
1874 NA
1874 NA
1874 NA
1874 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1875 NA
1876 NL
1876 NL teamID
BS1
CH1
CL1
FW1
NY2
PH1
RC1
TRO
WS3
BL1
BR1
BR2
BS1
CL1
MID
NY2
PH1
TRO
WS3
WS4
BL1
BL4
BR2
BS1
ELI
NY2
PH1
PH2
WS5
BL1
BR2
BS1
CH2
HR1
NY2
PH1
PH2
BR2
BS1
CH2
HR1
KEO
NH1
NY2
PH1
PH2
PH3
SL1
SL2
WS6
BSN
CHN franchID divID Rank G
BNA
3
CNA
2
CFC
8
KEK
7
NNA
5
PNA
1
ROK
9
TRO
6
OLY
4
BLC
2
ECK
9
BRA
6
BNA
1
CFC
7
MAN
8
NNA
3
PNA
4
TRO
5
OLY
10
NAT
11
BLC
3
MAR
9
BRA
6
BNA
1
RES
8
NNA
4
PNA
5
PWS
2
WBL
7
BLC
8
BRA
6
BNA
1
CNA
5
HNA
7
NNA
2
PNA
3
PWS
4
BRA
11
BNA
1
CNA
6
HNA
3
WES
13
NHV
8
NNA
6
PNA
2
PWS
5
CEN
11
SLR
10
SNA
4
WNT
9
ATL
4
CHC
1 Ghome W
31
28
29
19
33
28
25
29
32
58
29
37
48
22
24
56
47
25
9
11
57
6
55
60
23
53
52
53
39
47
56
71
59
53
65
55
58
44
82
69
86
13
47
71
77
70
14
19
70
28
70
66
Page 1 L
20
19
10
7
16
21
4
13
15
35
3
9
39
6
5
34
30
15
2
0
34
0
17
43
2
29
28
36
8
9
22
52
28
16
42
33
29
2
71
30
54
1
7
30
53
37
2
4
39
5
39
52 DivWin WCWin LgWin
10
N
9
N
19
N
12
N
17
N
7
Y
21
N
15
N
15
N
19
N
26
N
28
N
8
Y
16
N
19
N
20
N
14
N
10
N
7
N
11
N
22
N
6
N
37
N
16
Y
21
N
24
N
23
N
17
N
31
N
38
N
33
N
18
Y
31
N
37
N
23
N
22
N
29
N
42
N
8
Y
37
N
28
N
12
N
40
N
38
N
20
N
31
N
12
N
15
N
29
N
23
N
31
N
14
Y qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1876 NL
1876 NL
1876 NL
1876 NL
1876 NL
1876 NL
1877 NL
1877 NL
1877 NL
1877 NL
1877 NL
1877 NL
1878 NL
1878 NL
1878 NL
1878 NL
1878 NL
1878 NL
1879 NL
1879 NL
1879 NL
1879 NL
1879 NL
1879 NL
1879 NL
1879 NL
1880 NL
1880 NL
1880 NL
1880 NL
1880 NL
1880 NL
1880 NL
1880 NL
1881 NL
1881 NL
1881 NL
1881 NL
1881 NL
1881 NL
1881 NL
1881 NL
1882 NL
1882 AA
1882 NL
1882 NL
1882 NL
1882 AA
1882 NL
1882 AA
1882 AA
1882 NL
1882 AA CN1
HAR
LS1
NY3
PHN
SL3
BSN
CHN
CN1
HAR
LS1
SL3
BSN
CHN
CN1
IN1
ML2
PRO
BFN
BSN
CHN
CL2
CN1
PRO
SR1
TRN
BFN
BSN
CHN
CL2
CN1
PRO
TRN
WOR
BFN
BSN
CHN
CL2
DTN
PRO
TRN
WOR
BFN
BL2
BSN
CHN
CL2
CN2
DTN
LS2
PH4
PRO
PT1 CNR
HAR
LGR
NYU
ATH
SBS
ATL
CHC
CNR
HAR
LGR
SBS
ATL
CHC
CNR
IBL
MLG
PRO
BUF
ATL
CHC
CBL
CNR
PRO
SYR
TRT
BUF
ATL
CHC
CBL
CNR
PRO
TRT
WOR
BUF
ATL
CHC
CBL
DTN
PRO
TRT
WOR
BUF
BLO
ATL
CHC
CBL
CIN
DTN
LOU
PHA
PRO
PIT 8
2
5
6
7
3
1
5
6
3
2
4
1
4
2
5
6
3
3
2
4
6
5
1
7
8
7
6
1
3
8
2
4
5
3
6
1
7
4
2
5
8
3
6
3
1
5
1
5
2
3
2
4 65
69
69
57
60
64
61
60
58
60
61
60
60
61
61
63
61
62
79
84
83
82
81
85
71
77
85
86
86
85
83
87
83
85
83
83
84
85
84
85
85
83
84
74
85
84
84
80
86
80
75
84
79
Page 2 9
47
30
21
14
45
42
26
15
31
35
28
41
30
37
24
15
33
46
54
46
27
43
59
22
19
24
40
67
47
21
52
41
40
45
38
56
36
41
47
39
32
45
19
45
55
42
55
42
42
41
52
39 56
21
36
35
45
19
18
33
42
27
25
32
19
30
23
36
45
27
32
30
33
55
37
25
48
56
58
44
17
37
59
32
42
43
38
45
28
48
43
37
45
50
39
54
39
29
40
25
41
38
34
32
39 N
N
N
N
N
N
Y
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
Y
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1882 AA
1882 NL
1882 NL
1883 NL
1883 AA
1883 NL
1883 NL
1883 NL
1883 AA
1883 AA
1883 NL
1883 AA
1883 NL
1883 AA
1883 AA
1883 NL
1883 NL
1883 AA
1883 AA
1884 UA
1884 NL
1884 AA
1884 UA
1884 AA
1884 NL
1884 UA
1884 NL
1884 UA
1884 NL
1884 AA
1884 AA
1884 UA
1884 NL
1884 AA
1884 UA
1884 AA
1884 UA
1884 NL
1884 AA
1884 AA
1884 NL
1884 UA
1884 NL
1884 AA
1884 AA
1884 AA
1884 UA
1884 UA
1884 AA
1884 UA
1884 AA
1884 UA
1885 NL SL4
TRN
WOR
BFN
BL2
BSN
CHN
CL2
CL5
CN2
DTN
LS2
NY1
NY4
PH4
PHI
PRO
PT1
SL4
ALT
BFN
BL2
BLU
BR3
BSN
BSU
CHN
CHU
CL2
CL5
CN2
CNU
DTN
IN2
KCU
LS2
MLU
NY1
NY4
PH4
PHI
PHU
PRO
PT1
RIC
SL4
SLU
SPU
TL1
WIL
WS7
WSU
BFN STL
TRT
WOR
BUF
BLO
ATL
CHC
CBL
CBK
CIN
DTN
LOU
SFG
NYP
PHA
PHI
PRO
PIT
STL
ALT
BUF
BLO
BLU
LAD
ATL
BRD
CHC
CPI
CBL
CBK
CIN
COR
DTN
IHO
KCU
LOU
MLU
SFG
NYP
PHA
PHI
PHK
PRO
PIT
RIC
STL
SLM
STP
TOL
WIL
WST
WNA
BUF 5
7
8
5
8
1
2
4
6
3
7
5
6
4
1
8
3
7
2
10
3
6
4
9
2
5
5
6
7
2
5
3
8
12
11
3
2
4
1
7
6
8
1
11
10
4
1
9
8
12
13
7
7 80
85
84
98
96
98
98
100
97
98
101
98
98
97
98
99
98
98
98
25
115
108
106
109
116
111
113
93
113
110
112
105
114
110
82
110
12
116
112
108
113
67
114
110
46
110
114
9
110
18
63
114
112
Page 3 37
35
18
52
28
63
59
55
32
61
40
52
46
54
66
17
58
31
65
6
64
63
58
40
73
58
62
41
35
69
68
69
28
29
16
68
8
62
75
61
39
21
84
30
12
67
94
2
46
2
12
47
38 43
48
66
45
68
35
39
42
65
37
58
45
50
42
32
81
40
67
33
19
47
43
47
64
38
51
50
50
77
39
41
36
84
78
63
40
4
50
32
46
73
46
28
78
30
40
19
6
58
16
51
65
74 N
N
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
Y
N
N
N
Y
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1885 AA
1885 AA
1885 NL
1885 NL
1885 AA
1885 NL
1885 AA
1885 NL
1885 AA
1885 AA
1885 NL
1885 NL
1885 AA
1885 AA
1885 NL
1886 AA
1886 AA
1886 NL
1886 NL
1886 AA
1886 NL
1886 NL
1886 AA
1886 NL
1886 AA
1886 AA
1886 NL
1886 AA
1886 AA
1886 NL
1886 NL
1887 AA
1887 AA
1887 NL
1887 NL
1887 AA
1887 AA
1887 NL
1887 NL
1887 AA
1887 NL
1887 AA
1887 AA
1887 NL
1887 NL
1887 AA
1887 NL
1888 AA
1888 AA
1888 NL
1888 NL
1888 AA
1888 AA BL2
BR3
BSN
CHN
CN2
DTN
LS2
NY1
NY4
PH4
PHI
PRO
PT1
SL4
SL5
BL2
BR3
BSN
CHN
CN2
DTN
KCN
LS2
NY1
NY4
PH4
PHI
PT1
SL4
SL5
WS8
BL2
BR3
BSN
CHN
CL3
CN2
DTN
IN3
LS2
NY1
NY4
PH4
PHI
PIT
SL4
WS8
BL2
BR3
BSN
CHN
CL3
CN2 BLO
LAD
ATL
CHC
CIN
DTN
LOU
SFG
NYP
PHA
PHI
PRO
PIT
STL
SLM
BLO
LAD
ATL
CHC
CIN
DTN
KCN
LOU
SFG
NYP
PHA
PHI
PIT
STL
SLM
WNL
BLO
LAD
ATL
CHC
CLV
CIN
DTN
IND
LOU
SFG
NYP
PHA
PHI
PIT
STL
WNL
BLO
LAD
ATL
CHC
CLV
CIN 8
5
5
1
2
6
6
2
7
4
3
4
3
1
8
8
3
5
1
5
2
7
4
3
7
6
4
2
1
6
8
3
6
5
3
8
2
1
8
4
4
7
5
2
6
1
7
5
2
4
2
6
4 110
112
113
113
112
108
112
112
108
113
111
110
111
112
111
139
141
118
126
141
126
126
138
124
137
139
119
140
139
126
125
141
138
127
127
133
136
127
127
139
129
138
137
128
125
138
126
137
143
137
136
135
137
Page 4 41
53
46
87
63
41
53
85
44
55
56
53
56
79
36
48
76
56
90
65
87
30
66
75
53
63
71
80
93
43
28
77
60
61
71
39
81
79
37
76
68
44
64
75
55
95
46
57
88
70
77
50
80 68
59
66
25
49
67
59
27
64
57
54
57
55
33
72
83
61
61
34
73
36
91
70
44
82
72
43
57
46
79
92
58
74
60
50
92
54
45
89
60
55
89
69
48
69
40
76
80
52
64
58
82
54 N
N
N
Y
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1888 NL
1888 NL
1888 AA
1888 AA
1888 NL
1888 AA
1888 NL
1888 NL
1888 AA
1888 NL
1889 AA
1889 AA
1889 NL
1889 NL
1889 NL
1889 AA
1889 AA
1889 NL
1889 AA
1889 AA
1889 NL
1889 AA
1889 NL
1889 NL
1889 AA
1889 NL
1890 PL
1890 AA
1890 AA
1890 NL
1890 PL
1890 NL
1890 PL
1890 NL
1890 PL
1890 NL
1890 NL
1890 AA
1890 PL
1890 AA
1890 NL
1890 PL
1890 AA
1890 NL
1890 PL
1890 NL
1890 PL
1890 AA
1890 AA
1890 AA
1890 AA
1891 AA
1891 NL DTN
IN3
KC2
LS2
NY1
PH4
PHI
PIT
SL4
WS8
BL2
BR3
BSN
CHN
CL4
CL6
CN2
IN3
KC2
LS2
NY1
PH4
PHI
PIT
SL4
WS8
BFP
BL3
BR4
BRO
BRP
BSN
BSP
CHN
CHP
CIN
CL4
CL6
CLP
LS2
NY1
NYP
PH4
PHI
PHP
PIT
PTP
RC2
SL4
SR2
TL2
BL3
BRO DTN
IND
KCC
LOU
SFG
PHA
PHI
PIT
STL
WNL
BLO
LAD
ATL
CHC
CLV
CLS
CIN
IND
KCC
LOU
SFG
PHA
PHI
PIT
STL
WNL
BFB
BLO
BRG
LAD
BWW
ATL
BRS
CHC
CHP
CIN
CLV
CLS
CLI
LOU
SFG
NYI
PHA
PHI
PHQ
PIT
PBB
ROC
STL
SYS
TLM
BLO
LAD 5
7
8
7
1
3
3
6
1
8
5
1
2
3
6
6
4
7
7
8
1
3
4
5
2
8
8
6
9
1
2
5
1
2
4
4
7
2
7
1
6
3
8
3
5
8
6
5
3
7
4
4
6 134
136
132
139
138
136
132
139
137
136
139
140
133
136
136
140
141
135
139
140
131
138
130
134
141
127
134
38
100
129
133
134
130
139
138
134
136
140
131
136
135
132
132
133
132
138
128
133
139
128
134
139
137
Page 5 68 63
50 85
43 89
48 87
84 47
81 52
69 61
66 68
92 43
48 86
70 65
93 44
83 45
67 65
61 72
60 78
76 63
59 75
55 82
27 111
83 43
75 58
63 64
61 71
90 45
41 83
36 96
15 19
26 73
86 43
76 56
76 57
81 48
83 53
75 62
77 55
44 88
79 55
55 75
88 44
63 68
74 57
54 78
78 53
68 63
23 113
60 68
63 63
78 58
55 72
68 64
71 64
61 76 N
N
N
N
Y
N
N
N
Y
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
Y
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1891 AA
1891 NL
1891 NL
1891 NL
1891 NL
1891 AA
1891 AA
1891 AA
1891 AA
1891 NL
1891 AA
1891 NL
1891 NL
1891 AA
1891 AA
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1892 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1893 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1894 NL
1895 NL
1895 NL BS2
BSN
CHN
CIN
CL4
CL6
CN3
LS2
ML3
NY1
PH4
PHI
PIT
SL4
WS9
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO BRS
ATL
CHC
CIN
CLV
CLS
CKK
LOU
MLA
SFG
PHQ
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD 1
1
2
7
5
6
7
8
3
3
5
4
8
2
9
12
3
1
7
5
2
9
8
4
6
11
10
8
7
1
9
6
3
11
5
4
2
10
12
1
5
3
8
10
6
12
2
4
7
9
11
1
5 139
140
137
138
141
138
102
141
36
136
143
138
137
141
139
152
158
152
147
155
153
154
153
155
155
155
153
130
130
131
128
131
129
126
136
133
131
135
130
129
134
133
135
132
130
130
137
129
132
133
132
132
133
Page 6 93 42
87 51
82 53
56 81
65 74
61 76
43 57
54 83
21 15
71 61
73 66
68 69
55 80
85 51
44 91
46 101
95 59
102 48
70 76
82 68
93 56
63 89
71 80
87 66
80 73
56 94
58 93
60 70
65 63
86 43
56 71
65 63
73 55
50 75
68 64
72 57
81 48
57 75
40 89
89 39
70 61
83 49
57 75
55 75
68 61
36 94
88 44
71 57
65 65
56 76
45 87
87 43
71 60 Y
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
Y
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1895 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1896 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1897 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1898 NL
1899 NL
1899 NL
1899 NL
1899 NL
1899 NL
1899 NL
1899 NL BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3
NY1
PHI
PIT
SLN
WAS
BLN
BRO
BSN
CHN
CIN
CL4
LS3 ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU
SFG
PHI
PIT
STL
WAS
BLO
LAD
ATL
CHC
CIN
CLV
LOU 6
4
8
2
12
9
3
7
11
10
1
10
4
5
3
2
12
7
8
6
11
9
2
7
1
9
4
5
11
3
10
8
12
6
2
10
1
4
3
5
9
7
6
8
12
11
4
1
2
8
6
12
9 132
133
132
131
133
132
133
134
135
132
132
133
132
132
128
135
134
133
130
131
131
133
136
136
135
138
134
132
134
137
134
135
132
135
154
149
152
152
157
156
154
157
150
152
154
155
152
150
153
152
156
154
155
Page 7 71
72
66
84
35
66
78
71
39
43
90
58
74
71
77
80
38
64
62
66
40
58
90
61
93
59
76
69
52
83
55
60
29
61
96
54
102
85
92
81
70
77
78
72
39
51
86
101
95
75
83
20
75 60
58
64
46
96
65
53
61
92
85
39
73
57
57
50
48
93
67
68
63
90
73
40
71
39
73
56
62
78
48
77
71
102
71
53
91
47
65
60
68
81
73
71
76
111
101
62
47
57
73
67
134
77 N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1899 NL
1899 NL
1899 NL
1899 NL
1899 NL
1900 NL
1900 NL
1900 NL
1900 NL
1900 NL
1900 NL
1900 NL
1900 NL
1901 AL
1901 AL
1901 NL
1901 NL
1901 AL
1901 NL
1901 NL
1901 AL
1901 AL
1901 AL
1901 NL
1901 AL
1901 NL
1901 NL
1901 NL
1901 AL
1902 AL
1902 AL
1902 NL
1902 NL
1902 AL
1902 NL
1902 NL
1902 AL
1902 AL
1902 NL
1902 AL
1902 NL
1902 NL
1902 AL
1902 NL
1902 AL
1903 AL
1903 NL
1903 NL
1903 AL
1903 NL
1903 NL
1903 AL
1903 AL NY1
PHI
PIT
SLN
WAS
BRO
BSN
CHN
CIN
NY1
PHI
PIT
SLN
BLA
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
MLA
NY1
PHA
PHI
PIT
SLN
WS1
BLA
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET SFG
PHI
PIT
STL
WAS
LAD
ATL
CHC
CIN
SFG
PHI
PIT
STL
NYY
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
BAL
SFG
OAK
PHI
PIT
STL
MIN
NYY
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET 10
3
7
5
11
1
4
6
7
8
3
2
5
5
2
3
5
1
6
8
7
3
8
7
4
2
1
4
6
8
3
2
3
4
5
4
5
7
8
1
7
1
2
6
6
1
5
6
7
3
4
3
5 152
154
154
155
155
142
142
146
144
141
141
140
142
135
138
137
140
137
140
142
138
136
139
141
137
140
140
142
138
141
138
141
142
138
141
141
137
137
139
137
138
142
140
140
138
141
139
140
138
139
141
140
137
Page 8 66
69
68
70
71
70
72
69
70
70
71
66
69
69
72
68
64
71
69
72
72
70
70
65
67
71
73
69
71
73
70
68
70
73
68
70
73
76
74
65 60
94
76
84
54
82
66
65
62
60
75
79
65
68
79
79
69
83
53
52
54
74
48
52
74
83
90
76
61
50
77
75
73
74
68
70
69
52
48
83
56
103
78
56
61
91
70
58
60
82
74
77
65 90
58
73
67
98
54
72
75
77
78
63
60
75
65
57
57
69
53
86
87
82
61
89
85
62
57
49
64
72
88
60
63
64
60
69
70
67
83
88
53
81
36
58
78
75
47
66
80
77
56
65
63
71 N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
Y
N
N
N
Y
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1903 NL
1903 AL
1903 AL
1903 NL
1903 NL
1903 AL
1903 NL
1903 AL
1904 AL
1904 NL
1904 NL
1904 AL
1904 NL
1904 NL
1904 AL
1904 AL
1904 NL
1904 AL
1904 AL
1904 NL
1904 NL
1904 AL
1904 NL
1904 AL
1905 AL
1905 NL
1905 NL
1905 AL
1905 NL
1905 NL
1905 AL
1905 AL
1905 NL
1905 AL
1905 AL
1905 NL
1905 NL
1905 AL
1905 NL
1905 AL
1906 AL
1906 NL
1906 NL
1906 AL
1906 NL
1906 NL
1906 AL
1906 AL
1906 NL
1906 AL
1906 AL
1906 NL
1906 NL NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT 2
4
2
7
1
6
8
8
1
6
7
3
2
3
4
7
1
2
5
8
4
6
5
8
4
8
7
2
3
5
5
3
1
6
1
4
2
8
6
7
8
5
8
1
1
6
3
6
2
2
4
4
3 142
136
137
139
141
139
139
140
157
154
155
156
156
157
154
162
158
155
155
155
156
156
155
157
153
155
156
158
155
155
155
154
155
152
152
155
155
156
154
154
155
153
152
154
155
155
157
151
153
155
149
154
154
Page 9 70 84 55
67 72 62
67 75 60
61 49 86
70 91 49
70 65 74
69 43 94
71 43 94
81 95 59
76 56 97
79 55 98
78 89 65
78 93 60
79 88 65
78 86 65
79 62 90
84 106 47
75 92 59
79 81 70
73 52 100
78 87 66
78 65 87
76 75 79
78 38 113
77 78 74
77 48 104
76 51 103
82 92 60
81 92 61
79 79 74
77 76 78
76 79 74
76 105 48
75 71 78
74 92 56
76 83 69
78 96 57
79 54 99
77 58 96
77 64 87
77 49 105
76 66 86
76 49 102
79 93 58
79 116 36
78 64 87
79 89 64
78 71 78
75 96 56
76 90 61
73 78 67
77 71 82
77 93 60 N
N
N
N
Y
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
Y
N
N
N
N
N
N
N
N
Y
Y
N
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1906 AL
1906 NL
1906 AL
1907 AL
1907 NL
1907 NL
1907 AL
1907 NL
1907 NL
1907 AL
1907 AL
1907 NL
1907 AL
1907 AL
1907 NL
1907 NL
1907 AL
1907 NL
1907 AL
1908 AL
1908 NL
1908 NL
1908 AL
1908 NL
1908 NL
1908 AL
1908 AL
1908 NL
1908 AL
1908 AL
1908 NL
1908 NL
1908 AL
1908 NL
1908 AL
1909 AL
1909 NL
1909 NL
1909 AL
1909 NL
1909 NL
1909 AL
1909 AL
1909 NL
1909 AL
1909 AL
1909 NL
1909 NL
1909 AL
1909 NL
1909 AL
1910 AL
1910 NL SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD 5
7
7
7
5
7
3
1
6
4
1
4
5
2
3
2
6
8
8
5
7
6
3
1
5
2
1
2
8
6
4
2
4
8
7
3
6
8
4
2
4
6
1
3
5
2
5
1
7
7
8
4
6 154
154
151
155
153
152
157
155
156
158
153
155
152
150
149
157
155
155
154
155
154
156
156
158
155
157
154
157
155
157
155
155
155
154
155
152
155
155
159
155
157
155
158
158
153
153
154
154
154
154
156
158
156
Page 10 76 76 73
77 52 98
75 55 95
78 59 90
77 65 83
74 58 90
79 87 64
76 107 45
81 66 87
82 85 67
79 92 58
77 82 71
75 70 78
73 88 57
75 83 64
77 91 63
76 69 83
79 52 101
75 49 102
77 75 79
77 53 101
78 63 91
78 88 64
78 99 55
77 73 81
78 90 64
78 90 63
80 98 56
77 51 103
78 68 85
78 83 71
77 98 56
78 83 69
77 49 105
78 67 85
75 88 63
79 55 98
76 45 108
81 78 74
77 104 49
80 77 76
77 71 82
78 98 54
77 92 61
77 74 77
76 95 58
77 74 79
78 110 42
79 61 89
76 54 98
77 42 110
80 81 72
80 64 90 N
N
N
N
N
N
N
Y
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
Y
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1910 NL
1910 AL
1910 NL
1910 NL
1910 AL
1910 AL
1910 NL
1910 AL
1910 AL
1910 NL
1910 NL
1910 AL
1910 NL
1910 AL
1911 AL
1911 NL
1911 NL
1911 AL
1911 NL
1911 NL
1911 AL
1911 AL
1911 NL
1911 AL
1911 AL
1911 NL
1911 NL
1911 AL
1911 NL
1911 AL
1912 AL
1912 NL
1912 NL
1912 AL
1912 NL
1912 NL
1912 AL
1912 AL
1912 NL
1912 AL
1912 AL
1912 NL
1912 NL
1912 AL
1912 NL
1912 AL
1913 AL
1913 NL
1913 NL
1913 AL
1913 NL
1913 NL
1913 AL BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE 8
6
1
5
5
3
2
2
1
4
3
8
7
7
4
7
8
5
2
6
3
2
1
6
1
4
3
8
5
7
1
7
8
4
3
4
5
6
1
8
3
5
2
7
6
2
4
6
5
5
3
7
3 157
156
154
156
161
155
155
156
155
157
154
158
153
157
153
154
156
154
157
159
156
154
154
153
152
153
155
152
158
154
154
153
155
158
152
155
155
154
154
153
153
152
152
157
153
154
151
152
154
153
155
156
155
Page 11 78
79
77
77
80
78
79
77
78
78
76
79
76
77
76
74
75
78
84
82
77
76
75
77
75
76
78
78
79
77
78
76
79
78
78
77
77
76
76
76
77
75
75
79
77
78
75
77
77
77
76
78
80 53
68
104
75
71
86
91
88
102
78
86
47
63
66
78
64
44
77
92
70
80
89
99
76
101
79
85
45
75
64
105
58
52
78
91
75
75
69
103
50
90
73
93
53
63
91
79
65
69
78
88
64
86 100
85
50
79
81
68
63
63
48
75
67
107
90
85
75
86
107
74
62
83
73
65
54
76
50
73
69
107
74
90
47
95
101
76
59
78
78
84
48
102
62
79
58
101
90
61
71
84
82
74
65
89
66 N
N
Y
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
Y
N
N
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1913 AL
1913 NL
1913 AL
1913 AL
1913 NL
1913 NL
1913 AL
1913 NL
1913 AL
1914 FL
1914 AL
1914 FL
1914 NL
1914 NL
1914 FL
1914 AL
1914 FL
1914 NL
1914 NL
1914 AL
1914 AL
1914 FL
1914 FL
1914 NL
1914 AL
1914 AL
1914 NL
1914 NL
1914 FL
1914 AL
1914 FL
1914 NL
1914 AL
1915 FL
1915 AL
1915 FL
1915 NL
1915 NL
1915 FL
1915 AL
1915 FL
1915 NL
1915 NL
1915 AL
1915 AL
1915 FL
1915 FL
1915 NL
1915 AL
1915 AL
1915 NL
1915 NL
1915 FL DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BLF
BOS
BRF
BRO
BSN
BUF
CHA
CHF
CHN
CIN
CLE
DET
IND
KCF
NY1
NYA
PHA
PHI
PIT
PTF
SLA
SLF
SLN
WS1
BLF
BOS
BRF
BRO
BSN
BUF
CHA
CHF
CHN
CIN
CLE
DET
KCF
NEW
NY1
NYA
PHA
PHI
PIT
PTF DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BLT
BOS
BTT
LAD
ATL
BFL
CHW
CHH
CHC
CIN
CLE
DET
NEW
KCP
SFG
NYY
OAK
PHI
PIT
PBS
BAL
SLI
STL
MIN
BLT
BOS
BTT
LAD
ATL
BFL
CHW
CHH
CHC
CIN
CLE
DET
KCP
NEW
SFG
NYY
OAK
PHI
PIT
PBS 6
1
7
1
2
4
8
8
2
3
2
5
5
1
4
6
2
4
8
8
4
1
6
2
6
1
6
7
7
5
8
3
3
8
1
7
3
2
6
3
2
4
7
7
2
4
5
8
5
8
1
5
3 153
156
153
153
159
155
155
153
155
160
159
157
154
158
155
157
157
156
157
157
157
157
154
156
157
158
154
158
154
159
154
157
158
154
155
153
154
157
153
155
155
156
160
154
156
153
155
155
154
154
153
156
156
Page 12 76 66 87
81 101 51
75 57 94
76 96 57
78 88 63
79 78 71
77 57 96
74 51 99
78 90 64
84 70
79 91 62
77 77
79 75 79
79 94 59
80 71
81 70 84
87 67
76 78 76
77 60 94
79 51 102
78 80 73
88 65
67 84
80 84 70
78 70 84
78 99 53
78 74 80
77 69 85
64 86
81 71 82
62 89
79 81 72
77 81 73
47 107
76 101 50
70 82
78 80 72
78 83 69
74 78
79 93 61
86 66
77 73 80
79 71 83
77 57 95
77 100 54
81 72
80 72
76 69 83
82 69 83
74 43 109
76 90 62
79 73 81
86 67 N
Y
N
Y
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
Y
N
N
N
N
N
N
N
N
Y
N
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
Y
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1915 AL
1915 FL
1915 NL
1915 AL
1916 AL
1916 NL
1916 NL
1916 AL
1916 NL
1916 NL
1916 AL
1916 AL
1916 NL
1916 AL
1916 AL
1916 NL
1916 NL
1916 AL
1916 NL
1916 AL
1917 AL
1917 NL
1917 NL
1917 AL
1917 NL
1917 NL
1917 AL
1917 AL
1917 NL
1917 AL
1917 AL
1917 NL
1917 NL
1917 AL
1917 NL
1917 AL
1918 AL
1918 NL
1918 NL
1918 AL
1918 NL
1918 NL
1918 AL
1918 AL
1918 NL
1918 AL
1918 AL
1918 NL
1918 NL
1918 AL
1918 NL
1918 AL
1919 AL SLA
SLF
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS BAL
SLI
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS 6
1
6
4
1
1
3
2
5
7
6
3
4
4
8
2
6
5
7
7
2
7
6
1
5
4
3
4
1
6
8
2
8
7
3
5
1
5
7
6
1
3
2
7
2
4
8
6
4
5
8
3
6 159
159
157
155
156
156
158
155
156
155
157
155
155
156
154
154
157
158
153
159
157
156
157
156
157
157
156
154
158
155
154
154
157
155
154
157
126
126
124
124
131
129
129
128
124
126
130
125
126
123
131
130
138
Page 13 76
81
80
78
78
78
77
79
76
78
77
78
79
76
79
78
79
76
81
80
78
77
79
77
80
78
76
80
75
76
76
79
78
78
80
70
54
52
56
74
71
62
58
56
67
68
57
71
53
73
74
66 63 91
87 67
72 81
85 68
91 63
94 60
89 63
89 65
67 86
60 93
77 77
87 67
86 66
80 74
36 117
91 62
65 89
79 75
60 93
76 77
90 62
70 81
72 81
100 54
74 80
78 76
88 66
78 75
98 56
71 82
55 98
87 65
51 103
57 97
82 70
74 79
75 51
57 69
53 71
57 67
84 45
68 60
73 54
55 71
71 53
60 63
52 76
55 68
65 60
58 64
51 78
72 56
66 71 N
N
N
N
Y
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
Y
N
N
N
N
N
N
N
Y
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1919 NL
1919 NL
1919 AL
1919 NL
1919 NL
1919 AL
1919 AL
1919 NL
1919 AL
1919 AL
1919 NL
1919 NL
1919 AL
1919 NL
1919 AL
1920 AL
1920 NL
1920 NL
1920 AL
1920 NL
1920 NL
1920 AL
1920 AL
1920 NL
1920 AL
1920 AL
1920 NL
1920 NL
1920 AL
1920 NL
1920 AL
1921 AL
1921 NL
1921 NL
1921 AL
1921 NL
1921 NL
1921 AL
1921 AL
1921 NL
1921 AL
1921 AL
1921 NL
1921 NL
1921 AL
1921 NL
1921 AL
1922 AL
1922 NL
1922 NL
1922 AL
1922 NL
1922 NL BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN 5
6
1
3
1
2
4
2
3
8
8
4
5
7
7
5
1
7
2
5
3
1
7
2
3
8
8
4
4
5
6
5
5
4
7
7
6
2
6
1
1
8
8
2
3
3
4
8
6
8
5
5
2 141
140
140
140
140
139
140
140
141
140
138
139
140
138
142
154
155
153
154
154
154
154
155
155
154
156
153
155
154
155
153
154
152
153
154
153
153
154
154
153
153
155
154
154
154
154
154
154
155
154
155
156
156
Page 14 70
68
70
71
70
69
70
69
73
70
71
70
70
69
72
76
78
74
77
77
77
78
78
80
77
77
77
78
78
76
76
77
78
74
77
76
76
77
77
79
78
77
76
76
77
78
76
73
78
76
77
76
79 69
57
88
75
96
84
80
87
80
36
47
71
67
54
56
72
93
62
96
75
82
98
61
86
95
48
62
79
76
75
68
75
77
79
62
64
70
94
71
94
98
53
51
90
81
87
80
61
76
53
77
80
86 71
82
52
65
44
55
60
53
59
104
90
68
72
83
84
81
61
90
58
79
71
56
93
68
59
106
91
75
77
79
84
79
75
74
92
89
83
60
82
59
55
100
103
63
73
66
73
93
78
100
77
74
68 N
N
Y
N
Y
N
N
N
N
N
N
N
N
N
N
N
Y
N
N
N
N
Y
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
N
Y
Y
N
N
N
N
N
N
N
N
N
N
N
N qattachments_d6f92597223c334f28f2759ee83befa6e7e43024
1922 AL
1922 AL
1922 NL
1922 AL
1922 AL
1922 NL
1922 NL
1922 AL
1922 NL
1922 AL
1923 AL
1923 NL
1923 NL
1923 AL
1923 NL
1923 NL
1923 AL
1923 AL
1923 NL
1923 AL
1923 AL
1923 NL
1923 NL
1923 AL
1923 NL
1923 AL
1924 AL
1924 NL
1924 NL
1924 AL
1924 NL
1924 NL
1924 AL
1924 AL
1924 NL
1924 AL
1924 AL
1924 NL
1924 NL
1924 AL
1924 NL
1924 AL
1925 AL
1925 NL
1925 NL
1925 AL
1925 NL
1925 NL
1925 AL
1925 AL
1925 NL
1925 AL
1925 AL CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA
PHI
PIT
SLA
SLN
WS1
BOS
BRO
BSN
CHA
CHN
CIN
CLE
DET
NY1
NYA
PHA CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET
SFG
NYY
OAK
PHI
PIT
BAL
STL
MIN
BOS
LAD
ATL
CHW
CHC
CIN
CLE
DET...