In [2]:
import pandas
baseball = pandas.read_csv("C:\Vindico\Projects\Data\Course\Python\Udacity\Introduction to Data Science\Lesson 2\Lecture\Lahman\Master.csv")
baseball.describe()
Out[2]:
birthYear
birthMonth
birthDay
deathYear
deathMonth
deathDay
weight
height
count
18200.000000
18014.000000
17839.000000
9128.000000
9127.000000
9126.000000
17477.000000
17533.000000
mean
1929.127143
6.625958
15.605695
1962.900745
6.483949
15.537037
185.232134
72.217133
std
40.584996
3.465990
8.746157
30.960678
3.526323
8.789128
20.769155
2.595477
min
1820.000000
1.000000
1.000000
1872.000000
1.000000
1.000000
65.000000
43.000000
25%
1894.000000
4.000000
8.000000
1941.000000
3.000000
8.000000
170.000000
71.000000
50%
1933.000000
7.000000
15.000000
1966.000000
6.000000
15.000000
185.000000
72.000000
75%
1966.000000
10.000000
23.000000
1988.000000
10.000000
23.000000
195.000000
74.000000
max
1993.000000
12.000000
31.000000
2014.000000
12.000000
31.000000
320.000000
83.000000
In [6]:
baseball
Out[6]:
playerID
birthYear
birthMonth
birthDay
birthCountry
birthState
birthCity
deathYear
deathMonth
deathDay
...
nameLast
nameGiven
weight
height
bats
throws
debut
finalGame
retroID
bbrefID
0
aardsda01
1981
12
27
USA
CO
Denver
NaN
NaN
NaN
...
Aardsma
David Allan
205
75
R
R
2004-04-06
2013-09-28
aardd001
aardsda01
1
aaronha01
1934
2
5
USA
AL
Mobile
NaN
NaN
NaN
...
Aaron
Henry Louis
180
72
R
R
1954-04-13
1976-10-03
aaroh101
aaronha01
2
aaronto01
1939
8
5
USA
AL
Mobile
1984
8
16
...
Aaron
Tommie Lee
190
75
R
R
1962-04-10
1971-09-26
aarot101
aaronto01
3
aasedo01
1954
9
8
USA
CA
Orange
NaN
NaN
NaN
...
Aase
Donald William
190
75
R
R
1977-07-26
1990-10-03
aased001
aasedo01
4
abadan01
1972
8
25
USA
FL
Palm Beach
NaN
NaN
NaN
...
Abad
Fausto Andres
184
73
L
L
2001-09-10
2006-04-13
abada001
abadan01
5
abadfe01
1985
12
17
D.R.
La Romana
La Romana
NaN
NaN
NaN
...
Abad
Fernando Antonio
220
73
L
L
2010-07-28
2013-09-27
abadf001
abadfe01
6
abadijo01
1854
11
4
USA
PA
Philadelphia
1905
5
17
...
Abadie
John W.
192
72
R
R
1875-04-26
1875-06-10
abadj101
abadijo01
7
abbated01
1877
4
15
USA
PA
Latrobe
1957
1
6
...
Abbaticchio
Edward James
170
71
R
R
1897-09-04
1910-09-15
abbae101
abbated01
8
abbeybe01
1869
11
11
USA
VT
Essex
1962
6
11
...
Abbey
Bert Wood
175
71
R
R
1892-06-14
1896-09-23
abbeb101
abbeybe01
9
abbeych01
1866
10
14
USA
NE
Falls City
1926
4
27
...
Abbey
Charles S.
169
68
L
L
1893-08-16
1897-08-19
abbec101
abbeych01
10
abbotda01
1862
3
16
USA
OH
Portage
1930
2
13
...
Abbott
Leander Franklin
190
71
R
R
1890-04-19
1890-05-23
abbod101
abbotda01
11
abbotfr01
1874
10
22
USA
OH
Versailles
1935
6
11
...
Abbott
Harry Frederick
180
70
R
R
1903-04-25
1905-09-20
abbof101
abbotfr01
12
abbotgl01
1951
2
16
USA
AR
Little Rock
NaN
NaN
NaN
...
Abbott
William Glenn
200
78
R
R
1973-07-29
1984-08-08
abbog001
abbotgl01
13
abbotje01
1972
8
17
USA
GA
Atlanta
NaN
NaN
NaN
...
Abbott
Jeffrey William
190
74
R
L
1997-06-10
2001-09-29
abboj002
abbotje01
14
abbotji01
1967
9
19
USA
MI
Flint
NaN
NaN
NaN
...
Abbott
James Anthony
200
75
L
L
1989-04-08
1999-07-21
abboj001
abbotji01
15
abbotku01
1969
6
2
USA
OH
Zanesville
NaN
NaN
NaN
...
Abbott
Kurt Thomas
180
71
R
R
1993-09-07
2001-04-13
abbok002
abbotku01
16
abbotky01
1968
2
18
USA
MA
Newburyport
NaN
NaN
NaN
...
Abbott
Lawrence Kyle
200
76
L
L
1991-09-10
1996-08-24
abbok001
abbotky01
17
abbotod01
1888
9
5
USA
PA
New Eagle
1933
4
13
...
Abbott
Ody Cleon
180
74
R
R
1910-09-10
1910-10-15
abboo101
abbotod01
18
abbotpa01
1967
9
15
USA
CA
Van Nuys
NaN
NaN
NaN
...
Abbott
Paul David
185
75
R
R
1990-08-21
2004-08-07
abbop001
abbotpa01
19
aberal01
1927
7
31
USA
OH
Cleveland
1993
5
20
...
Aber
Albert Julius
195
74
L
L
1950-09-15
1957-09-11
abera101
aberal01
20
abercda01
1850
1
2
USA
OK
Fort Towson
1939
11
11
...
Abercrombie
Francis Patterson
NaN
NaN
NaN
NaN
1871-10-21
1871-10-21
aberd101
abercda01
21
abercre01
1980
7
15
USA
GA
Columbus
NaN
NaN
NaN
...
Abercrombie
Reginald Damascus
215
75
R
R
2006-04-04
2008-09-28
aberr001
abercre01
22
abernbi01
1929
1
30
USA
CA
Torrance
2006
2
19
...
Abernathie
William Edward
190
70
R
R
1952-09-27
1952-09-27
aberb101
abernbi01
23
abernbr01
1977
9
23
USA
GA
Atlanta
NaN
NaN
NaN
...
Abernathy
Michael Brent
185
73
R
R
2001-06-25
2005-09-29
aberb001
abernbr01
24
abernte01
1921
10
30
USA
NC
Bynum
2001
11
16
...
Abernathy
Talmadge Lafayette
210
74
R
L
1942-09-19
1944-04-29
abert102
abernte01
25
abernte02
1933
3
6
USA
NC
Stanley
2004
12
16
...
Abernathy
Theodore Wade
215
76
R
R
1955-04-13
1972-09-30
abert101
abernte02
26
abernwo01
1915
2
1
USA
NC
Forest City
1994
12
5
...
Abernathy
Virgil Woodrow
170
72
L
L
1946-07-28
1947-04-17
aberw101
abernwo01
27
aberscl01
1921
8
28
USA
IL
Chicago
1973
6
23
...
Aberson
Clifford Alexander
200
72
R
R
1947-07-18
1949-05-09
aberc101
aberscl01
28
ablesha01
1883
10
4
USA
TX
Terrell
1951
2
8
...
Ables
Harry Terrell
200
74
R
L
1905-09-04
1911-05-05
ableh101
ablesha01
29
abnersh01
1966
6
17
USA
OH
Hamilton
NaN
NaN
NaN
...
Abner
Shawn Wesley
190
73
R
R
1987-09-08
1992-10-03
abnes001
abnersh01
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
18324
zimmejo01
1975
4
28
CAN
BC
Kelowna
NaN
NaN
NaN
...
Zimmerman
Jordan William
200
72
R
L
1999-05-17
1999-07-02
zimmj002
zimmejo01
18325
zimmejo02
1986
5
23
USA
WI
Auburndale
NaN
NaN
NaN
...
Zimmermann
Jordan M.
220
74
R
R
2009-04-20
2013-09-25
zimmj003
zimmejo02
18326
zimmero01
1916
9
13
USA
PA
Pine Grove
1991
11
22
...
Zimmerman
Roy Franklin
187
74
L
L
1945-08-27
1945-09-30
zimmr101
zimmero01
18327
zimmery01
1984
9
28
USA
NC
Washington
NaN
NaN
NaN
...
Zimmerman
Ryan Wallace
230
75
R
R
2005-09-01
2013-09-28
zimmr001
zimmery01
18328
zinkch01
1979
8
26
USA
CA
Carmichael
NaN
NaN
NaN
...
Zink
Charles Tadao
190
73
R
R
2008-08-12
2008-08-12
zinkc001
zinkch01
18329
zinkwa01
1898
11
21
USA
MA
Pittsfield
1964
6
12
...
Zink
Walter Noble
165
72
R
R
1921-07-06
1921-07-19
zinkw101
zinkwa01
18330
zinnfr01
1865
12
21
USA
PA
Phoenixville
1936
5
12
...
Zinn
Frank Patrick
150
68
NaN
NaN
1888-04-18
1888-05-03
zinnf101
zinnfr01
18331
zinngu01
1887
2
13
USA
WV
Holbrook
1949
10
6
...
Zinn
Guy
170
70
L
R
1911-09-11
1915-09-16
zinng101
zinngu01
18332
zinnji01
1895
1
21
USA
AR
Benton
1991
2
26
...
Zinn
James Edward
195
72
L
R
1919-09-04
1929-08-25
zinnj101
zinnji01
18333
zinsebi01
1918
1
6
USA
NY
Astoria
1993
2
16
...
Zinser
William Francis
185
73
R
R
1944-08-19
1944-08-26
zinsb101
zinsebi01
18334
zinteal01
1968
5
19
USA
TX
El Paso
NaN
NaN
NaN
...
Zinter
Alan Michael
200
74
B
R
2002-06-18
2004-10-03
zinta001
zinteal01
18335
zipfebu01
1938
11
18
USA
IL
Belleville
NaN
NaN
NaN
...
Zipfel
Marion Sylvester
200
75
L
R
1961-07-26
1962-09-30
zipfb101
zipfebu01
18336
ziskri01
1949
2
6
USA
NY
Brooklyn
NaN
NaN
NaN
...
Zisk
Richard Walter
200
73
R
R
1971-09-08
1983-09-21
ziskr101
ziskri01
18337
zitoba01
1978
5
13
USA
NV
Las Vegas
NaN
NaN
NaN
...
Zito
Barry William
205
74
L
L
2000-07-22
2013-09-29
zitob001
zitoba01
18338
zitzmbi01
1895
11
19
USA
NY
Long Island City
1985
5
29
...
Zitzmann
William Arthur
175
70
R
R
1919-04-27
1929-09-25
zitzb101
zitzmbi01
18339
zmiched01
1884
10
1
USA
OH
Cleveland
1950
8
20
...
Zmich
Edward Albert
180
72
L
L
1910-07-23
1911-06-01
zmice101
zmiched01
18340
zobribe01
1981
5
26
USA
IL
Eureka
NaN
NaN
NaN
...
Zobrist
Benjamin Thomas
210
75
B
R
2006-08-01
2013-09-30
zobrb001
zobribe01
18341
zoccope01
1977
2
6
USA
NY
Bronx
NaN
NaN
NaN
...
Zoccolillo
Peter Jude
200
74
L
R
2003-09-05
2003-09-28
zoccp001
zoccope01
18342
zoldasa01
1918
12
8
USA
NY
Brooklyn
1966
8
25
...
Zoldak
Samuel Walter
185
71
L
L
1944-05-13
1952-08-26
zolds101
zoldasa01
18343
zoskyed01
1968
2
10
USA
CA
Whittier
NaN
NaN
NaN
...
Zosky
Edward James
175
72
R
R
1991-09-02
2000-10-01
zoske001
zoskyed01
18344
zuberbi01
1913
3
26
USA
IA
Middle Amana
1982
11
2
...
Zuber
William Henry
195
74
R
R
1936-09-16
1947-09-23
zubeb101
zuberbi01
18345
zuberjo01
1969
12
10
USA
CA
Encino
NaN
NaN
NaN
...
Zuber
Jon Edward
190
73
L
L
1996-04-19
1998-09-27
zubej001
zuberjo01
18346
zuletju01
1975
3
28
Panama
Panama
Panama
NaN
NaN
NaN
...
Zuleta
Julio Ernesto
230
78
R
R
2000-04-06
2001-06-25
zulej001
zuletju01
18347
zumayjo01
1984
11
9
USA
CA
Chula Vista
NaN
NaN
NaN
...
Zumaya
Joel Martin
215
75
R
R
2006-04-03
2010-06-28
zumaj001
zumayjo01
18348
zuninmi01
1991
3
25
USA
FL
Cape Coral
NaN
NaN
NaN
...
Zunino
Michael Accorsi
220
74
R
R
2013-06-12
2013-09-29
zunim001
zuninmi01
18349
zupcibo01
1966
8
18
USA
PA
Pittsburgh
NaN
NaN
NaN
...
Zupcic
Robert
220
76
R
R
1991-09-07
1994-08-04
zupcb001
zupcibo01
18350
zupofr01
1939
8
29
USA
CA
San Francisco
2005
3
25
...
Zupo
Frank Joseph
182
71
L
R
1957-07-01
1961-05-09
zupof101
zupofr01
18351
zuvelpa01
1958
10
31
USA
CA
San Mateo
NaN
NaN
NaN
...
Zuvella
Paul
173
72
R
R
1982-09-04
1991-05-02
zuvep001
zuvelpa01
18352
zuverge01
1924
8
20
USA
MI
Holland
NaN
NaN
NaN
...
Zuverink
George
195
76
R
R
1951-04-21
1959-06-15
zuveg101
zuverge01
18353
zwilldu01
1888
11
2
USA
MO
St. Louis
1978
3
27
...
Zwilling
Edward Harrison
160
66
L
L
1910-08-14
1916-07-12
zwild101
zwilldu01
18354 rows × 24 columns
In [4]:
# fill NA
from pandas import *
import numpy
def imputation(filename):
# Pandas dataframes have a method called 'fillna(value)', such that you can
# pass in a single value to replace any NAs in a dataframe or series. You
# can call it like this:
# dataframe['column'] = dataframe['column'].fillna(value)
#
# Using the numpy.mean function, which calculates the mean of a numpy
# array, impute any missing values in our Lahman baseball
# data sets 'weight' column by setting them equal to the average weight.
#
# You can access the 'weight' colum in the baseball data frame by
# calling baseball['weight']
baseball = pandas.read_csv(filename)
#YOUR CODE GOES HERE
x = numpy.mean(baseball['weight'])
baseball['weight'] = baseball['weight'].fillna(x)
return baseball
In [5]:
path="C:\Vindico\Projects\Data\Course\Python\Udacity\Introduction to Data Science\Lesson 2\Lecture\Lahman\Master.csv"
imputation(path)
Out[5]:
playerID
birthYear
birthMonth
birthDay
birthCountry
birthState
birthCity
deathYear
deathMonth
deathDay
...
nameLast
nameGiven
weight
height
bats
throws
debut
finalGame
retroID
bbrefID
0
aardsda01
1981
12
27
USA
CO
Denver
NaN
NaN
NaN
...
Aardsma
David Allan
205.000000
75
R
R
2004-04-06
2013-09-28
aardd001
aardsda01
1
aaronha01
1934
2
5
USA
AL
Mobile
NaN
NaN
NaN
...
Aaron
Henry Louis
180.000000
72
R
R
1954-04-13
1976-10-03
aaroh101
aaronha01
2
aaronto01
1939
8
5
USA
AL
Mobile
1984
8
16
...
Aaron
Tommie Lee
190.000000
75
R
R
1962-04-10
1971-09-26
aarot101
aaronto01
3
aasedo01
1954
9
8
USA
CA
Orange
NaN
NaN
NaN
...
Aase
Donald William
190.000000
75
R
R
1977-07-26
1990-10-03
aased001
aasedo01
4
abadan01
1972
8
25
USA
FL
Palm Beach
NaN
NaN
NaN
...
Abad
Fausto Andres
184.000000
73
L
L
2001-09-10
2006-04-13
abada001
abadan01
5
abadfe01
1985
12
17
D.R.
La Romana
La Romana
NaN
NaN
NaN
...
Abad
Fernando Antonio
220.000000
73
L
L
2010-07-28
2013-09-27
abadf001
abadfe01
6
abadijo01
1854
11
4
USA
PA
Philadelphia
1905
5
17
...
Abadie
John W.
192.000000
72
R
R
1875-04-26
1875-06-10
abadj101
abadijo01
7
abbated01
1877
4
15
USA
PA
Latrobe
1957
1
6
...
Abbaticchio
Edward James
170.000000
71
R
R
1897-09-04
1910-09-15
abbae101
abbated01
8
abbeybe01
1869
11
11
USA
VT
Essex
1962
6
11
...
Abbey
Bert Wood
175.000000
71
R
R
1892-06-14
1896-09-23
abbeb101
abbeybe01
9
abbeych01
1866
10
14
USA
NE
Falls City
1926
4
27
...
Abbey
Charles S.
169.000000
68
L
L
1893-08-16
1897-08-19
abbec101
abbeych01
10
abbotda01
1862
3
16
USA
OH
Portage
1930
2
13
...
Abbott
Leander Franklin
190.000000
71
R
R
1890-04-19
1890-05-23
abbod101
abbotda01
11
abbotfr01
1874
10
22
USA
OH
Versailles
1935
6
11
...
Abbott
Harry Frederick
180.000000
70
R
R
1903-04-25
1905-09-20
abbof101
abbotfr01
12
abbotgl01
1951
2
16
USA
AR
Little Rock
NaN
NaN
NaN
...
Abbott
William Glenn
200.000000
78
R
R
1973-07-29
1984-08-08
abbog001
abbotgl01
13
abbotje01
1972
8
17
USA
GA
Atlanta
NaN
NaN
NaN
...
Abbott
Jeffrey William
190.000000
74
R
L
1997-06-10
2001-09-29
abboj002
abbotje01
14
abbotji01
1967
9
19
USA
MI
Flint
NaN
NaN
NaN
...
Abbott
James Anthony
200.000000
75
L
L
1989-04-08
1999-07-21
abboj001
abbotji01
15
abbotku01
1969
6
2
USA
OH
Zanesville
NaN
NaN
NaN
...
Abbott
Kurt Thomas
180.000000
71
R
R
1993-09-07
2001-04-13
abbok002
abbotku01
16
abbotky01
1968
2
18
USA
MA
Newburyport
NaN
NaN
NaN
...
Abbott
Lawrence Kyle
200.000000
76
L
L
1991-09-10
1996-08-24
abbok001
abbotky01
17
abbotod01
1888
9
5
USA
PA
New Eagle
1933
4
13
...
Abbott
Ody Cleon
180.000000
74
R
R
1910-09-10
1910-10-15
abboo101
abbotod01
18
abbotpa01
1967
9
15
USA
CA
Van Nuys
NaN
NaN
NaN
...
Abbott
Paul David
185.000000
75
R
R
1990-08-21
2004-08-07
abbop001
abbotpa01
19
aberal01
1927
7
31
USA
OH
Cleveland
1993
5
20
...
Aber
Albert Julius
195.000000
74
L
L
1950-09-15
1957-09-11
abera101
aberal01
20
abercda01
1850
1
2
USA
OK
Fort Towson
1939
11
11
...
Abercrombie
Francis Patterson
185.232134
NaN
NaN
NaN
1871-10-21
1871-10-21
aberd101
abercda01
21
abercre01
1980
7
15
USA
GA
Columbus
NaN
NaN
NaN
...
Abercrombie
Reginald Damascus
215.000000
75
R
R
2006-04-04
2008-09-28
aberr001
abercre01
22
abernbi01
1929
1
30
USA
CA
Torrance
2006
2
19
...
Abernathie
William Edward
190.000000
70
R
R
1952-09-27
1952-09-27
aberb101
abernbi01
23
abernbr01
1977
9
23
USA
GA
Atlanta
NaN
NaN
NaN
...
Abernathy
Michael Brent
185.000000
73
R
R
2001-06-25
2005-09-29
aberb001
abernbr01
24
abernte01
1921
10
30
USA
NC
Bynum
2001
11
16
...
Abernathy
Talmadge Lafayette
210.000000
74
R
L
1942-09-19
1944-04-29
abert102
abernte01
25
abernte02
1933
3
6
USA
NC
Stanley
2004
12
16
...
Abernathy
Theodore Wade
215.000000
76
R
R
1955-04-13
1972-09-30
abert101
abernte02
26
abernwo01
1915
2
1
USA
NC
Forest City
1994
12
5
...
Abernathy
Virgil Woodrow
170.000000
72
L
L
1946-07-28
1947-04-17
aberw101
abernwo01
27
aberscl01
1921
8
28
USA
IL
Chicago
1973
6
23
...
Aberson
Clifford Alexander
200.000000
72
R
R
1947-07-18
1949-05-09
aberc101
aberscl01
28
ablesha01
1883
10
4
USA
TX
Terrell
1951
2
8
...
Ables
Harry Terrell
200.000000
74
R
L
1905-09-04
1911-05-05
ableh101
ablesha01
29
abnersh01
1966
6
17
USA
OH
Hamilton
NaN
NaN
NaN
...
Abner
Shawn Wesley
190.000000
73
R
R
1987-09-08
1992-10-03
abnes001
abnersh01
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
18324
zimmejo01
1975
4
28
CAN
BC
Kelowna
NaN
NaN
NaN
...
Zimmerman
Jordan William
200.000000
72
R
L
1999-05-17
1999-07-02
zimmj002
zimmejo01
18325
zimmejo02
1986
5
23
USA
WI
Auburndale
NaN
NaN
NaN
...
Zimmermann
Jordan M.
220.000000
74
R
R
2009-04-20
2013-09-25
zimmj003
zimmejo02
18326
zimmero01
1916
9
13
USA
PA
Pine Grove
1991
11
22
...
Zimmerman
Roy Franklin
187.000000
74
L
L
1945-08-27
1945-09-30
zimmr101
zimmero01
18327
zimmery01
1984
9
28
USA
NC
Washington
NaN
NaN
NaN
...
Zimmerman
Ryan Wallace
230.000000
75
R
R
2005-09-01
2013-09-28
zimmr001
zimmery01
18328
zinkch01
1979
8
26
USA
CA
Carmichael
NaN
NaN
NaN
...
Zink
Charles Tadao
190.000000
73
R
R
2008-08-12
2008-08-12
zinkc001
zinkch01
18329
zinkwa01
1898
11
21
USA
MA
Pittsfield
1964
6
12
...
Zink
Walter Noble
165.000000
72
R
R
1921-07-06
1921-07-19
zinkw101
zinkwa01
18330
zinnfr01
1865
12
21
USA
PA
Phoenixville
1936
5
12
...
Zinn
Frank Patrick
150.000000
68
NaN
NaN
1888-04-18
1888-05-03
zinnf101
zinnfr01
18331
zinngu01
1887
2
13
USA
WV
Holbrook
1949
10
6
...
Zinn
Guy
170.000000
70
L
R
1911-09-11
1915-09-16
zinng101
zinngu01
18332
zinnji01
1895
1
21
USA
AR
Benton
1991
2
26
...
Zinn
James Edward
195.000000
72
L
R
1919-09-04
1929-08-25
zinnj101
zinnji01
18333
zinsebi01
1918
1
6
USA
NY
Astoria
1993
2
16
...
Zinser
William Francis
185.000000
73
R
R
1944-08-19
1944-08-26
zinsb101
zinsebi01
18334
zinteal01
1968
5
19
USA
TX
El Paso
NaN
NaN
NaN
...
Zinter
Alan Michael
200.000000
74
B
R
2002-06-18
2004-10-03
zinta001
zinteal01
18335
zipfebu01
1938
11
18
USA
IL
Belleville
NaN
NaN
NaN
...
Zipfel
Marion Sylvester
200.000000
75
L
R
1961-07-26
1962-09-30
zipfb101
zipfebu01
18336
ziskri01
1949
2
6
USA
NY
Brooklyn
NaN
NaN
NaN
...
Zisk
Richard Walter
200.000000
73
R
R
1971-09-08
1983-09-21
ziskr101
ziskri01
18337
zitoba01
1978
5
13
USA
NV
Las Vegas
NaN
NaN
NaN
...
Zito
Barry William
205.000000
74
L
L
2000-07-22
2013-09-29
zitob001
zitoba01
18338
zitzmbi01
1895
11
19
USA
NY
Long Island City
1985
5
29
...
Zitzmann
William Arthur
175.000000
70
R
R
1919-04-27
1929-09-25
zitzb101
zitzmbi01
18339
zmiched01
1884
10
1
USA
OH
Cleveland
1950
8
20
...
Zmich
Edward Albert
180.000000
72
L
L
1910-07-23
1911-06-01
zmice101
zmiched01
18340
zobribe01
1981
5
26
USA
IL
Eureka
NaN
NaN
NaN
...
Zobrist
Benjamin Thomas
210.000000
75
B
R
2006-08-01
2013-09-30
zobrb001
zobribe01
18341
zoccope01
1977
2
6
USA
NY
Bronx
NaN
NaN
NaN
...
Zoccolillo
Peter Jude
200.000000
74
L
R
2003-09-05
2003-09-28
zoccp001
zoccope01
18342
zoldasa01
1918
12
8
USA
NY
Brooklyn
1966
8
25
...
Zoldak
Samuel Walter
185.000000
71
L
L
1944-05-13
1952-08-26
zolds101
zoldasa01
18343
zoskyed01
1968
2
10
USA
CA
Whittier
NaN
NaN
NaN
...
Zosky
Edward James
175.000000
72
R
R
1991-09-02
2000-10-01
zoske001
zoskyed01
18344
zuberbi01
1913
3
26
USA
IA
Middle Amana
1982
11
2
...
Zuber
William Henry
195.000000
74
R
R
1936-09-16
1947-09-23
zubeb101
zuberbi01
18345
zuberjo01
1969
12
10
USA
CA
Encino
NaN
NaN
NaN
...
Zuber
Jon Edward
190.000000
73
L
L
1996-04-19
1998-09-27
zubej001
zuberjo01
18346
zuletju01
1975
3
28
Panama
Panama
Panama
NaN
NaN
NaN
...
Zuleta
Julio Ernesto
230.000000
78
R
R
2000-04-06
2001-06-25
zulej001
zuletju01
18347
zumayjo01
1984
11
9
USA
CA
Chula Vista
NaN
NaN
NaN
...
Zumaya
Joel Martin
215.000000
75
R
R
2006-04-03
2010-06-28
zumaj001
zumayjo01
18348
zuninmi01
1991
3
25
USA
FL
Cape Coral
NaN
NaN
NaN
...
Zunino
Michael Accorsi
220.000000
74
R
R
2013-06-12
2013-09-29
zunim001
zuninmi01
18349
zupcibo01
1966
8
18
USA
PA
Pittsburgh
NaN
NaN
NaN
...
Zupcic
Robert
220.000000
76
R
R
1991-09-07
1994-08-04
zupcb001
zupcibo01
18350
zupofr01
1939
8
29
USA
CA
San Francisco
2005
3
25
...
Zupo
Frank Joseph
182.000000
71
L
R
1957-07-01
1961-05-09
zupof101
zupofr01
18351
zuvelpa01
1958
10
31
USA
CA
San Mateo
NaN
NaN
NaN
...
Zuvella
Paul
173.000000
72
R
R
1982-09-04
1991-05-02
zuvep001
zuvelpa01
18352
zuverge01
1924
8
20
USA
MI
Holland
NaN
NaN
NaN
...
Zuverink
George
195.000000
76
R
R
1951-04-21
1959-06-15
zuveg101
zuverge01
18353
zwilldu01
1888
11
2
USA
MO
St. Louis
1978
3
27
...
Zwilling
Edward Harrison
160.000000
66
L
L
1910-08-14
1916-07-12
zwild101
zwilldu01
18354 rows × 24 columns
In [ ]:
Content source: tuanvu216/udacity-course
Similar notebooks: