AutoGluon example dataset#
datasets 名#
gluon
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] |