AutoGluon example dataset#

作成されるテーブル#

table_name

count

gluon_train

39073

gluon_test

9769

データセット#

age

workclass

fnlwgt

education

education-num

marital-status

occupation

relationship

race

sex

capital-gain

capital-loss

hours-per-week

native-country

0

25

Private

178478

Bachelors

13

Never-married

Tech-support

Own-child

White

Female

0

0

40

United-States

1

23

State-gov

61743

5th-6th

3

Never-married

Transport-moving

Not-in-family

White

Male

0

0

35

United-States

2

46

Private

376789

HS-grad

9

Never-married

Other-service

Not-in-family

White

Male

0

0

15

United-States

3

55

?

200235

HS-grad

9

Married-civ-spouse

?

Husband

White

Male

0

0

50

United-States

4

36

Private

224541

7th-8th

4

Married-civ-spouse

Handlers-cleaners

Husband

White

Male

0

0

40

El-Salvador

背景#

AutoGluon が公開している tain/test データセット。

カラム#

#

Column

Dtype

説明

0

age

Int8

年齢

1

workclass

string

ワーカークラス

2

fnlwgt

Int32

3

education

string

教育

4

education-num

Int8

教育を受けた年数

5

marital-status

string

結婚の有無

6

occupation

string

職業

7

relationship

string

家族関係

8

race

string

9

sex

string

性別

10

capital-gain

Int32

利益

11

capital-loss

Int16

損失

12

hours-per-week

Int8

週間の労働時間

13

native-country

string

出身国

14

class

string

クラス

カラム値のバリエーション#

col

unique

0

age

[44, 48, 36, 54, 67, 30, 41, 21, 29, 33, 28, 2…

1

workclass

[ Local-gov, Private, ?, Self-emp-not-inc, …

2

fnlwgt

[193425, 119471, 198587, 187221, 169435, 18271…

3

education

[ Masters, Doctorate, Bachelors, 7th-8th, …

4

education_num

[14, 16, 13, 4, 5, 10, 9, 12, 3, 7, 11, 8, 15,…

5

marital_status

[ Married-civ-spouse, Divorced, Never-marrie…

6

occupation

[ Prof-specialty, ?, Transport-moving, Exec…

7

relationship

[ Wife, Husband, Not-in-family, Other-relat…

8

race

[ White, Asian-Pac-Islander, Black, Other, …

9

sex

[ Female, Male]

10

capital_gain

[4386, 0, 7688, 6097, 594, 3103, 2414, 2202, 5…

11

capital_loss

[0, 1672, 1902, 1628, 1579, 1594, 2001, 1408, …

12

hours_per_week

[40, 25, 20, 50, 75, 35, 55, 16, 30, 60, 49, 4…

13

native_country

[ United-States, India, England, Cuba, Mex…

14

class

[ >50K, <=50K]