Overview

Dataset statistics

Number of variables19
Number of observations110
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory16.5 KiB
Average record size in memory153.2 B

Variable types

Text4
Categorical14
DateTime1

Dataset

Description국립호남권생물자원관에서 운영하는 교육프로그램 관련 번호, 분류, 연도, 프로그램명, 이용대상, 신청기간, 교육일, 교육시간, 훈련수준, 접수대상, 프로그램구분, 교육장소, 문의전화, 교육비, 재료비, 공개여부, 삭제여부, 등록일, 데이터 기준일에 대한 정보입니다.
Author국립호남권생물자원관
URLhttps://www.data.go.kr/data/15118328/fileData.do

Alerts

접수대상 has constant value ""Constant
데이터 기준일 has constant value ""Constant
연도 is highly overall correlated with 분류 and 3 other fieldsHigh correlation
훈련수준 is highly overall correlated with 분류 and 5 other fieldsHigh correlation
교육시간 is highly overall correlated with 분류 and 7 other fieldsHigh correlation
프로그램구분 is highly overall correlated with 분류 and 4 other fieldsHigh correlation
분류 is highly overall correlated with 연도 and 8 other fieldsHigh correlation
삭제여부 is highly overall correlated with 분류 and 4 other fieldsHigh correlation
교육장소 is highly overall correlated with 분류 and 7 other fieldsHigh correlation
이용대상 is highly overall correlated with 분류 and 2 other fieldsHigh correlation
문의전화 is highly overall correlated with 분류 and 5 other fieldsHigh correlation
교육비 is highly overall correlated with 분류 and 2 other fieldsHigh correlation
재료비 is highly overall correlated with 훈련수준 and 2 other fieldsHigh correlation
연도 is highly imbalanced (73.8%)Imbalance
훈련수준 is highly imbalanced (86.9%)Imbalance
프로그램구분 is highly imbalanced (75.0%)Imbalance
교육장소 is highly imbalanced (62.7%)Imbalance
삭제여부 is highly imbalanced (92.5%)Imbalance
번호 has unique valuesUnique
등록일 has unique valuesUnique

Reproduction

Analysis started2024-03-15 00:52:34.306117
Analysis finished2024-03-15 00:52:38.083397
Duration3.78 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

번호
Text

UNIQUE 

Distinct110
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2024-03-15T09:52:38.807470image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length15
Median length15
Mean length15
Min length15

Characters and Unicode

Total characters1650
Distinct characters13
Distinct categories4 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique110 ?
Unique (%)100.0%

Sample

1st row1900-01-01 0:00
2nd row1900-01-02 0:00
3rd row1900-01-03 0:00
4th row1900-01-04 0:00
5th row1900-01-05 0:00
ValueCountFrequency (%)
0:00 110
50.0%
1900-02-25 1
 
0.5%
1900-03-20 1
 
0.5%
1900-03-19 1
 
0.5%
1900-03-18 1
 
0.5%
1900-03-17 1
 
0.5%
1900-03-16 1
 
0.5%
1900-03-15 1
 
0.5%
1900-03-14 1
 
0.5%
1900-03-13 1
 
0.5%
Other values (101) 101
45.9%
2024-03-15T09:52:39.959986image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 705
42.7%
- 220
 
13.3%
1 194
 
11.8%
9 121
 
7.3%
110
 
6.7%
: 110
 
6.7%
2 70
 
4.2%
3 46
 
2.8%
4 30
 
1.8%
5 11
 
0.7%
Other values (3) 33
 
2.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 1210
73.3%
Dash Punctuation 220
 
13.3%
Space Separator 110
 
6.7%
Other Punctuation 110
 
6.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 705
58.3%
1 194
 
16.0%
9 121
 
10.0%
2 70
 
5.8%
3 46
 
3.8%
4 30
 
2.5%
5 11
 
0.9%
6 11
 
0.9%
7 11
 
0.9%
8 11
 
0.9%
Dash Punctuation
ValueCountFrequency (%)
- 220
100.0%
Space Separator
ValueCountFrequency (%)
110
100.0%
Other Punctuation
ValueCountFrequency (%)
: 110
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 1650
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
0 705
42.7%
- 220
 
13.3%
1 194
 
11.8%
9 121
 
7.3%
110
 
6.7%
: 110
 
6.7%
2 70
 
4.2%
3 46
 
2.8%
4 30
 
1.8%
5 11
 
0.7%
Other values (3) 33
 
2.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 1650
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 705
42.7%
- 220
 
13.3%
1 194
 
11.8%
9 121
 
7.3%
110
 
6.7%
: 110
 
6.7%
2 70
 
4.2%
3 46
 
2.8%
4 30
 
1.8%
5 11
 
0.7%
Other values (3) 33
 
2.0%

분류
Categorical

HIGH CORRELATION 

Distinct6
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Memory size1008.0 B
(상설) 주말가족교실
83 
고하도원정대
11 
1박2일 섬스럽게
 
6
생물자원 전문교실
 
5
지구를 바꾸는 환경교실
 
4

Length

Max length12
Median length11
Mean length10.318182
Min length6

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row(상설) 주말가족교실
2nd row고하도원정대
3rd row고하도원정대
4th row(상설) 주말가족교실
5th row(상설) 주말가족교실

Common Values

ValueCountFrequency (%)
(상설) 주말가족교실 83
75.5%
고하도원정대 11
 
10.0%
1박2일 섬스럽게 6
 
5.5%
생물자원 전문교실 5
 
4.5%
지구를 바꾸는 환경교실 4
 
3.6%
생물자원 체험교실 1
 
0.9%

Length

2024-03-15T09:52:40.321139image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:40.586845image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
상설 83
39.0%
주말가족교실 83
39.0%
고하도원정대 11
 
5.2%
1박2일 6
 
2.8%
섬스럽게 6
 
2.8%
생물자원 6
 
2.8%
전문교실 5
 
2.3%
지구를 4
 
1.9%
바꾸는 4
 
1.9%
환경교실 4
 
1.9%

연도
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2023년
102 
2024년
 
7
2022년
 
1

Length

Max length5
Median length5
Mean length5
Min length5

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row2024년
2nd row2024년
3rd row2024년
4th row2024년
5th row2024년

Common Values

ValueCountFrequency (%)
2023년 102
92.7%
2024년 7
 
6.4%
2022년 1
 
0.9%

Length

2024-03-15T09:52:40.796768image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:40.968396image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2023년 102
92.7%
2024년 7
 
6.4%
2022년 1
 
0.9%

프로그램명
Text

Distinct107
Distinct (%)97.3%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2024-03-15T09:52:41.714393image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length39
Median length31
Mean length25.263636
Min length8

Characters and Unicode

Total characters2779
Distinct characters187
Distinct categories9 ?
Distinct scripts4 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique104 ?
Unique (%)94.5%

Sample

1st row(3월) 꽃 속 탐사대 3_9 2시
2nd row(초등 저학년) 3_3 1시 추워도 끄떡없는 식물 친구들의 비밀
3rd row(초등 고학년) 2_25 1시 추워도 끄떡없는 식물 친구들의 비밀
4th row(2월) 오색빛깔 고이담아 2_24 오후 2시
5th row(2월) 오색빛깔 고이담아 2_17 오후 2시
ValueCountFrequency (%)
보호자 34
 
5.5%
늘봄학교 31
 
5.0%
신청자 29
 
4.7%
및 27
 
4.4%
결제 27
 
4.4%
2시 15
 
2.4%
15시 15
 
2.4%
담은 14
 
2.3%
가을빛 9
 
1.5%
먹거리 9
 
1.5%
Other values (163) 404
65.8%
2024-03-15T09:52:42.813069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
526
 
18.9%
1 146
 
5.3%
_ 94
 
3.4%
시 92
 
3.3%
) 86
 
3.1%
( 86
 
3.1%
2 83
 
3.0%
자 73
 
2.6%
3 43
 
1.5%
교 39
 
1.4%
Other values (177) 1511
54.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1505
54.2%
Space Separator 526
 
18.9%
Decimal Number 416
 
15.0%
Connector Punctuation 94
 
3.4%
Close Punctuation 86
 
3.1%
Open Punctuation 86
 
3.1%
Other Punctuation 23
 
0.8%
Lowercase Letter 23
 
0.8%
Uppercase Letter 20
 
0.7%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
시 92
 
6.1%
자 73
 
4.9%
교 39
 
2.6%
보 36
 
2.4%
호 36
 
2.4%
제 35
 
2.3%
결 34
 
2.3%
학 34
 
2.3%
봄 33
 
2.2%
늘 33
 
2.2%
Other values (150) 1060
70.4%
Decimal Number
ValueCountFrequency (%)
1 146
35.1%
2 83
20.0%
3 43
 
10.3%
0 30
 
7.2%
5 29
 
7.0%
4 29
 
7.0%
6 21
 
5.0%
9 18
 
4.3%
8 12
 
2.9%
7 5
 
1.2%
Lowercase Letter
ValueCountFrequency (%)
i 5
21.7%
m 5
21.7%
w 4
17.4%
e 4
17.4%
n 4
17.4%
x 1
 
4.3%
Uppercase Letter
ValueCountFrequency (%)
X 9
45.0%
K 5
25.0%
N 2
 
10.0%
W 2
 
10.0%
E 2
 
10.0%
Other Punctuation
ValueCountFrequency (%)
, 21
91.3%
? 2
 
8.7%
Space Separator
ValueCountFrequency (%)
526
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 94
100.0%
Close Punctuation
ValueCountFrequency (%)
) 86
100.0%
Open Punctuation
ValueCountFrequency (%)
( 86
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1500
54.0%
Common 1231
44.3%
Latin 43
 
1.5%
Han 5
 
0.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
시 92
 
6.1%
자 73
 
4.9%
교 39
 
2.6%
보 36
 
2.4%
호 36
 
2.4%
제 35
 
2.3%
결 34
 
2.3%
학 34
 
2.3%
봄 33
 
2.2%
늘 33
 
2.2%
Other values (149) 1055
70.3%
Common
ValueCountFrequency (%)
526
42.7%
1 146
 
11.9%
_ 94
 
7.6%
) 86
 
7.0%
( 86
 
7.0%
2 83
 
6.7%
3 43
 
3.5%
0 30
 
2.4%
5 29
 
2.4%
4 29
 
2.4%
Other values (6) 79
 
6.4%
Latin
ValueCountFrequency (%)
X 9
20.9%
i 5
11.6%
K 5
11.6%
m 5
11.6%
w 4
9.3%
e 4
9.3%
n 4
9.3%
N 2
 
4.7%
W 2
 
4.7%
E 2
 
4.7%
Han
ValueCountFrequency (%)
金 5
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1499
53.9%
ASCII 1274
45.8%
CJK 5
 
0.2%
Compat Jamo 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
526
41.3%
1 146
 
11.5%
_ 94
 
7.4%
) 86
 
6.8%
( 86
 
6.8%
2 83
 
6.5%
3 43
 
3.4%
0 30
 
2.4%
5 29
 
2.3%
4 29
 
2.3%
Other values (17) 122
 
9.6%
Hangul
ValueCountFrequency (%)
시 92
 
6.1%
자 73
 
4.9%
교 39
 
2.6%
보 36
 
2.4%
호 36
 
2.4%
제 35
 
2.3%
결 34
 
2.3%
학 34
 
2.3%
봄 33
 
2.2%
늘 33
 
2.2%
Other values (148) 1054
70.3%
CJK
ValueCountFrequency (%)
金 5
100.0%
Compat Jamo
ValueCountFrequency (%)
ㅇ 1
100.0%

이용대상
Categorical

HIGH CORRELATION 

Distinct8
Distinct (%)7.3%
Missing0
Missing (%)0.0%
Memory size1008.0 B
유아 , 초등학생 , 성인
43 
초등학생 , 성인
26 
성인
15 
유아 , 초등학생 , 중학생 , 고등학생 , 성인
11 
초등학생 , 중학생 , 고등학생 , 성인
7 
Other values (3)
8 

Length

Max length27
Median length22
Mean length12.463636
Min length2

Unique

Unique2 ?
Unique (%)1.8%

Sample

1st row유아 , 초등학생 , 성인
2nd row초등학생
3rd row초등학생
4th row유아 , 초등학생 , 성인
5th row유아 , 초등학생 , 성인

Common Values

ValueCountFrequency (%)
유아 , 초등학생 , 성인 43
39.1%
초등학생 , 성인 26
23.6%
성인 15
 
13.6%
유아 , 초등학생 , 중학생 , 고등학생 , 성인 11
 
10.0%
초등학생 , 중학생 , 고등학생 , 성인 7
 
6.4%
초등학생 6
 
5.5%
중학생 , 고등학생 1
 
0.9%
유아 , 초등학생 , 중학생 , 성인 1
 
0.9%

Length

2024-03-15T09:52:43.221194image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:43.570415image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
181
38.3%
성인 103
21.8%
초등학생 94
19.9%
유아 55
 
11.7%
중학생 20
 
4.2%
고등학생 19
 
4.0%

신청기간
Text

Distinct95
Distinct (%)86.4%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2024-03-15T09:52:44.452536image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length33
Median length33
Mean length33
Min length33

Characters and Unicode

Total characters3630
Distinct characters14
Distinct categories5 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique85 ?
Unique (%)77.3%

Sample

1st row2024-02-08 09:00~2024-03-09 12:00
2nd row2024-02-08 09:00~2024-03-03 12:00
3rd row2024-02-08 09:00~2024-02-25 12:00
4th row2024-01-24 09:00~2024-02-24 12:00
5th row2024-01-24 09:00~2024-02-17 00:00
ValueCountFrequency (%)
00:00 40
 
12.1%
14:00 24
 
7.3%
12:00 23
 
7.0%
09:00~2023-12-31 19
 
5.8%
2023-03-13 16
 
4.8%
2023-01-01 12
 
3.6%
2023-02-15 12
 
3.6%
13:00 11
 
3.3%
2023-06-16 8
 
2.4%
2024-02-08 6
 
1.8%
Other values (96) 159
48.2%
2024-03-15T09:52:45.660805image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 1105
30.4%
2 585
16.1%
- 440
 
12.1%
3 302
 
8.3%
1 288
 
7.9%
220
 
6.1%
: 220
 
6.1%
9 138
 
3.8%
~ 110
 
3.0%
4 71
 
2.0%
Other values (4) 151
 
4.2%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 2640
72.7%
Dash Punctuation 440
 
12.1%
Space Separator 220
 
6.1%
Other Punctuation 220
 
6.1%
Math Symbol 110
 
3.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 1105
41.9%
2 585
22.2%
3 302
 
11.4%
1 288
 
10.9%
9 138
 
5.2%
4 71
 
2.7%
5 60
 
2.3%
6 39
 
1.5%
8 30
 
1.1%
7 22
 
0.8%
Dash Punctuation
ValueCountFrequency (%)
- 440
100.0%
Space Separator
ValueCountFrequency (%)
220
100.0%
Other Punctuation
ValueCountFrequency (%)
: 220
100.0%
Math Symbol
ValueCountFrequency (%)
~ 110
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 3630
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
0 1105
30.4%
2 585
16.1%
- 440
 
12.1%
3 302
 
8.3%
1 288
 
7.9%
220
 
6.1%
: 220
 
6.1%
9 138
 
3.8%
~ 110
 
3.0%
4 71
 
2.0%
Other values (4) 151
 
4.2%

Most occurring blocks

ValueCountFrequency (%)
ASCII 3630
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 1105
30.4%
2 585
16.1%
- 440
 
12.1%
3 302
 
8.3%
1 288
 
7.9%
220
 
6.1%
: 220
 
6.1%
9 138
 
3.8%
~ 110
 
3.0%
4 71
 
2.0%
Other values (4) 151
 
4.2%

교육일
Text

Distinct70
Distinct (%)63.6%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2024-03-15T09:52:46.362138image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length21
Median length21
Mean length21
Min length21

Characters and Unicode

Total characters2310
Distinct characters12
Distinct categories3 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique38 ?
Unique (%)34.5%

Sample

1st row2024-03-09~2024-03-09
2nd row2024-03-03~2024-03-03
3rd row2024-02-25~2024-02-25
4th row2024-02-24~2024-02-24
5th row2024-02-17~2024-02-17
ValueCountFrequency (%)
2023-05-20~2023-05-20 4
 
3.6%
2023-10-28~2023-10-28 4
 
3.6%
2023-08-13~2023-08-13 3
 
2.7%
2023-10-22~2023-10-22 3
 
2.7%
2023-11-18~2023-11-18 3
 
2.7%
2023-06-03~2023-06-03 3
 
2.7%
2023-06-06~2023-06-06 2
 
1.8%
2023-11-04~2023-11-04 2
 
1.8%
2023-07-23~2023-07-23 2
 
1.8%
2023-06-17~2023-06-18 2
 
1.8%
Other values (60) 82
74.5%
2024-03-15T09:52:47.316993image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2 571
24.7%
0 480
20.8%
- 440
19.0%
3 249
10.8%
1 209
 
9.0%
~ 110
 
4.8%
6 57
 
2.5%
4 54
 
2.3%
8 42
 
1.8%
9 41
 
1.8%
Other values (2) 57
 
2.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 1760
76.2%
Dash Punctuation 440
 
19.0%
Math Symbol 110
 
4.8%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
2 571
32.4%
0 480
27.3%
3 249
14.1%
1 209
 
11.9%
6 57
 
3.2%
4 54
 
3.1%
8 42
 
2.4%
9 41
 
2.3%
5 38
 
2.2%
7 19
 
1.1%
Dash Punctuation
ValueCountFrequency (%)
- 440
100.0%
Math Symbol
ValueCountFrequency (%)
~ 110
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 2310
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
2 571
24.7%
0 480
20.8%
- 440
19.0%
3 249
10.8%
1 209
 
9.0%
~ 110
 
4.8%
6 57
 
2.5%
4 54
 
2.3%
8 42
 
1.8%
9 41
 
1.8%
Other values (2) 57
 
2.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII 2310
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2 571
24.7%
0 480
20.8%
- 440
19.0%
3 249
10.8%
1 209
 
9.0%
~ 110
 
4.8%
6 57
 
2.5%
4 54
 
2.3%
8 42
 
1.8%
9 41
 
1.8%
Other values (2) 57
 
2.5%

교육시간
Categorical

HIGH CORRELATION 

Distinct12
Distinct (%)10.9%
Missing0
Missing (%)0.0%
Memory size1008.0 B
1일_90분시간
69 
1일_90시간
14 
0일_4시간시간
8 
2일_18시간
 
4
0일_60분시간
 
4
Other values (7)
11 

Length

Max length9
Median length8
Mean length7.8545455
Min length6

Unique

Unique4 ?
Unique (%)3.6%

Sample

1st row1일_90분시간
2nd row1일_180시간
3rd row1일_180시간
4th row1일_90분시간
5th row1일_90분시간

Common Values

ValueCountFrequency (%)
1일_90분시간 69
62.7%
1일_90시간 14
 
12.7%
0일_4시간시간 8
 
7.3%
2일_18시간 4
 
3.6%
0일_60분시간 4
 
3.6%
1일_180시간 3
 
2.7%
1일_180분시간 2
 
1.8%
2일_180시간 2
 
1.8%
0일_4시간 1
 
0.9%
2일_12시간시간 1
 
0.9%
Other values (2) 2
 
1.8%

Length

2024-03-15T09:52:47.718822image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
1일_90분시간 69
62.7%
1일_90시간 14
 
12.7%
0일_4시간시간 8
 
7.3%
2일_18시간 4
 
3.6%
0일_60분시간 4
 
3.6%
1일_180시간 3
 
2.7%
1일_180분시간 2
 
1.8%
2일_180시간 2
 
1.8%
0일_4시간 1
 
0.9%
2일_12시간시간 1
 
0.9%
Other values (2) 2
 
1.8%

훈련수준
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Memory size1008.0 B
초급
108 
고급
 
2

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row초급
2nd row초급
3rd row초급
4th row초급
5th row초급

Common Values

ValueCountFrequency (%)
초급 108
98.2%
고급 2
 
1.8%

Length

2024-03-15T09:52:47.927943image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:48.092275image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
초급 108
98.2%
고급 2
 
1.8%

접수대상
Categorical

CONSTANT 

Distinct1
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size1008.0 B
개인
110 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row개인
2nd row개인
3rd row개인
4th row개인
5th row개인

Common Values

ValueCountFrequency (%)
개인 110
100.0%

Length

2024-03-15T09:52:48.276147image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:48.506146image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
개인 110
100.0%

프로그램구분
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Memory size1008.0 B
당일형
103 
숙박형
 
5
연속형
 
2

Length

Max length3
Median length3
Mean length3
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row당일형
2nd row당일형
3rd row당일형
4th row당일형
5th row당일형

Common Values

ValueCountFrequency (%)
당일형 103
93.6%
숙박형 5
 
4.5%
연속형 2
 
1.8%

Length

2024-03-15T09:52:48.694861image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:48.864673image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
당일형 103
93.6%
숙박형 5
 
4.5%
연속형 2
 
1.8%

교육장소
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct9
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Memory size1008.0 B
국립호남권생물자원관
90 
국립호남권생물자원관 및 고하도일원
 
5
비금, 도초도
 
4
국립호남권생물자원관 일원
 
4
목포 남항탐조대
 
2
Other values (4)
 
5

Length

Max length18
Median length10
Mean length10.245455
Min length3

Unique

Unique3 ?
Unique (%)2.7%

Sample

1st row국립호남권생물자원관
2nd row국립호남권생물자원관
3rd row국립호남권생물자원관
4th row국립호남권생물자원관
5th row국립호남권생물자원관

Common Values

ValueCountFrequency (%)
국립호남권생물자원관 90
81.8%
국립호남권생물자원관 및 고하도일원 5
 
4.5%
비금, 도초도 4
 
3.6%
국립호남권생물자원관 일원 4
 
3.6%
목포 남항탐조대 2
 
1.8%
자은도 2
 
1.8%
국립호남권생물자원관 및 고하도 내 1
 
0.9%
대강당 1
 
0.9%
국립호남권생물자원관 교육실 1
 
0.9%

Length

2024-03-15T09:52:49.066348image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:49.288880image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
국립호남권생물자원관 101
75.4%
및 6
 
4.5%
고하도일원 5
 
3.7%
비금 4
 
3.0%
도초도 4
 
3.0%
일원 4
 
3.0%
목포 2
 
1.5%
남항탐조대 2
 
1.5%
자은도 2
 
1.5%
고하도 1
 
0.7%
Other values (3) 3
 
2.2%

문의전화
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Memory size1008.0 B
061-288-7876
80 
061-288-7880
19 
061-288-7800
 
6
061-288-7878
 
5

Length

Max length12
Median length12
Mean length12
Min length12

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row061-288-7876
2nd row061-288-7876
3rd row061-288-7876
4th row061-288-7876
5th row061-288-7876

Common Values

ValueCountFrequency (%)
061-288-7876 80
72.7%
061-288-7880 19
 
17.3%
061-288-7800 6
 
5.5%
061-288-7878 5
 
4.5%

Length

2024-03-15T09:52:49.523520image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:49.844102image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
061-288-7876 80
72.7%
061-288-7880 19
 
17.3%
061-288-7800 6
 
5.5%
061-288-7878 5
 
4.5%

교육비
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Memory size1008.0 B
유료
96 
무료
14 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row유료
2nd row유료
3rd row유료
4th row유료
5th row유료

Common Values

ValueCountFrequency (%)
유료 96
87.3%
무료 14
 
12.7%

Length

2024-03-15T09:52:50.204686image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:50.412255image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
유료 96
87.3%
무료 14
 
12.7%

재료비
Categorical

HIGH CORRELATION 

Distinct11
Distinct (%)10.0%
Missing0
Missing (%)0.0%
Memory size1008.0 B
무료
50 
5000원
25 
3000원
14 
7000원
7 
4000원
7 
Other values (6)
7 

Length

Max length6
Median length5.5
Mean length3.6818182
Min length2

Unique

Unique5 ?
Unique (%)4.5%

Sample

1st row5000원
2nd row5000원
3rd row5000원
4th row3000원
5th row3000원

Common Values

ValueCountFrequency (%)
무료 50
45.5%
5000원 25
22.7%
3000원 14
 
12.7%
7000원 7
 
6.4%
4000원 7
 
6.4%
9000원 2
 
1.8%
24000원 1
 
0.9%
22000원 1
 
0.9%
20000원 1
 
0.9%
10000원 1
 
0.9%

Length

2024-03-15T09:52:50.704550image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
무료 50
45.5%
5000원 25
22.7%
3000원 14
 
12.7%
7000원 7
 
6.4%
4000원 7
 
6.4%
9000원 2
 
1.8%
24000원 1
 
0.9%
22000원 1
 
0.9%
20000원 1
 
0.9%
10000원 1
 
0.9%

공개여부
Categorical

Distinct2
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Memory size1008.0 B
공개
59 
비공개
51 

Length

Max length3
Median length2
Mean length2.4636364
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row공개
2nd row공개
3rd row공개
4th row공개
5th row공개

Common Values

ValueCountFrequency (%)
공개 59
53.6%
비공개 51
46.4%

Length

2024-03-15T09:52:51.185200image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:51.589864image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
공개 59
53.6%
비공개 51
46.4%

삭제여부
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct2
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Memory size1008.0 B
사용
109 
삭제
 
1

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique1 ?
Unique (%)0.9%

Sample

1st row사용
2nd row사용
3rd row사용
4th row사용
5th row사용

Common Values

ValueCountFrequency (%)
사용 109
99.1%
삭제 1
 
0.9%

Length

2024-03-15T09:52:52.086078image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:52.497507image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
사용 109
99.1%
삭제 1
 
0.9%

등록일
Date

UNIQUE 

Distinct110
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size1008.0 B
Minimum2021-12-31 15:22:00
Maximum2024-02-08 14:14:00
2024-03-15T09:52:52.898953image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-15T09:52:53.545776image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

데이터 기준일
Categorical

CONSTANT 

Distinct1
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size1008.0 B
2024-02-21
110 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2024-02-21
2nd row2024-02-21
3rd row2024-02-21
4th row2024-02-21
5th row2024-02-21

Common Values

ValueCountFrequency (%)
2024-02-21 110
100.0%

Length

2024-03-15T09:52:54.042762image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-03-15T09:52:54.294570image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2024-02-21 110
100.0%

Correlations

2024-03-15T09:52:54.446809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
분류연도이용대상신청기간교육일교육시간훈련수준프로그램구분교육장소문의전화교육비재료비공개여부삭제여부
분류1.0000.9390.7871.0000.9851.0000.7950.9630.9610.9260.7600.6620.2991.000
연도0.9391.0000.3041.0001.0000.9490.0000.0000.9270.2690.0000.6710.0861.000
이용대상0.7870.3041.0000.7220.5630.7900.3190.6030.6140.8390.8340.7590.4280.189
신청기간1.0001.0000.7221.0000.9961.0001.0001.0001.0001.0001.0000.6490.9071.000
교육일0.9851.0000.5630.9961.0000.9431.0000.9880.9630.7820.7150.0000.9871.000
교육시간1.0000.9490.7901.0000.9431.0001.0000.9990.9390.9770.7530.7200.3121.000
훈련수준0.7950.0000.3191.0001.0001.0001.0001.0000.6670.8160.0000.6890.0000.000
프로그램구분0.9630.0000.6031.0000.9880.9991.0001.0000.9730.5330.0770.6210.0370.000
교육장소0.9610.9270.6141.0000.9630.9390.6670.9731.0000.8460.1240.7870.3071.000
문의전화0.9260.2690.8391.0000.7820.9770.8160.5330.8461.0000.4470.6520.1930.539
교육비0.7600.0000.8341.0000.7150.7530.0000.0770.1240.4471.0000.3170.3050.000
재료비0.6620.6710.7590.6490.0000.7200.6890.6210.7870.6520.3171.0000.4220.685
공개여부0.2990.0860.4280.9070.9870.3120.0000.0370.3070.1930.3050.4221.0000.000
삭제여부1.0001.0000.1891.0001.0001.0000.0000.0001.0000.5390.0000.6850.0001.000
2024-03-15T09:52:54.879158image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
연도문의전화훈련수준교육시간프로그램구분재료비분류공개여부삭제여부교육장소교육비이용대상
연도1.0000.2560.0000.7100.0000.4910.6920.1400.9950.6650.0000.196
문의전화0.2561.0000.6040.7690.5340.4420.8100.1260.3640.7130.2980.501
훈련수준0.0000.6041.0000.9530.9950.6430.5880.0000.0000.6530.0000.231
교육시간0.7100.7690.9531.0000.9140.3870.9500.2290.9530.7580.5710.471
프로그램구분0.0000.5340.9950.9141.0000.4370.7560.0600.0000.7790.1260.460
재료비0.4910.4420.6430.3870.4371.0000.4050.3870.6380.5070.2900.484
분류0.6920.8100.5880.9500.7560.4051.0000.2100.9810.8220.5560.585
공개여부0.1400.1260.0000.2290.0600.3870.2101.0000.0000.2960.1970.312
삭제여부0.9950.3640.0000.9530.0000.6380.9810.0001.0000.9670.0000.136
교육장소0.6650.7130.6530.7580.7790.5070.8220.2960.9671.0000.1170.356
교육비0.0000.2980.0000.5710.1260.2900.5560.1970.0000.1171.0000.635
이용대상0.1960.5010.2310.4710.4600.4840.5850.3120.1360.3560.6351.000
2024-03-15T09:52:55.332523image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
분류연도이용대상교육시간훈련수준프로그램구분교육장소문의전화교육비재료비공개여부삭제여부
분류1.0000.6920.5850.9500.5880.7560.8220.8100.5560.4050.2100.981
연도0.6921.0000.1960.7100.0000.0000.6650.2560.0000.4910.1400.995
이용대상0.5850.1961.0000.4710.2310.4600.3560.5010.6350.4840.3120.136
교육시간0.9500.7100.4711.0000.9530.9140.7580.7690.5710.3870.2290.953
훈련수준0.5880.0000.2310.9531.0000.9950.6530.6040.0000.6430.0000.000
프로그램구분0.7560.0000.4600.9140.9951.0000.7790.5340.1260.4370.0600.000
교육장소0.8220.6650.3560.7580.6530.7791.0000.7130.1170.5070.2960.967
문의전화0.8100.2560.5010.7690.6040.5340.7131.0000.2980.4420.1260.364
교육비0.5560.0000.6350.5710.0000.1260.1170.2981.0000.2900.1970.000
재료비0.4050.4910.4840.3870.6430.4370.5070.4420.2901.0000.3870.638
공개여부0.2100.1400.3120.2290.0000.0600.2960.1260.1970.3871.0000.000
삭제여부0.9810.9950.1360.9530.0000.0000.9670.3640.0000.6380.0001.000

Missing values

2024-03-15T09:52:37.230383image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-15T09:52:37.849325image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

번호분류연도프로그램명이용대상신청기간교육일교육시간훈련수준접수대상프로그램구분교육장소문의전화교육비재료비공개여부삭제여부등록일데이터 기준일
01900-01-01 0:00(상설) 주말가족교실2024년(3월) 꽃 속 탐사대 3_9 2시유아 , 초등학생 , 성인2024-02-08 09:00~2024-03-09 12:002024-03-09~2024-03-091일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원공개사용2024-02-08 14:142024-02-21
11900-01-02 0:00고하도원정대2024년(초등 저학년) 3_3 1시 추워도 끄떡없는 식물 친구들의 비밀초등학생2024-02-08 09:00~2024-03-03 12:002024-03-03~2024-03-031일_180시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원공개사용2024-02-08 14:012024-02-21
21900-01-03 0:00고하도원정대2024년(초등 고학년) 2_25 1시 추워도 끄떡없는 식물 친구들의 비밀초등학생2024-02-08 09:00~2024-02-25 12:002024-02-25~2024-02-251일_180시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원공개사용2024-02-08 10:372024-02-21
31900-01-04 0:00(상설) 주말가족교실2024년(2월) 오색빛깔 고이담아 2_24 오후 2시유아 , 초등학생 , 성인2024-01-24 09:00~2024-02-24 12:002024-02-24~2024-02-241일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료3000원공개사용2024-01-24 13:442024-02-21
41900-01-05 0:00(상설) 주말가족교실2024년(2월) 오색빛깔 고이담아 2_17 오후 2시유아 , 초등학생 , 성인2024-01-24 09:00~2024-02-17 00:002024-02-17~2024-02-171일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료3000원공개사용2024-01-24 13:422024-02-21
51900-01-06 0:00(상설) 주말가족교실2024년(2월) 오색빛깔 고이담아 2_11 오후 2시유아 , 초등학생 , 성인2024-01-11 09:00~2024-02-11 12:002024-02-11~2024-02-111일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료3000원공개사용2024-01-24 13:402024-02-21
61900-01-07 0:00(상설) 주말가족교실2024년(2월) 오색빛깔 고이담아 2_4 오후 2시유아 , 초등학생 , 성인2024-01-24 09:00~2024-02-04 13:002024-02-04~2024-02-041일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료3000원비공개사용2024-01-24 13:322024-02-21
71900-01-08 0:00(상설) 주말가족교실2023년크리스마스 별누리 12_16 업사이클링 리스만들기 (오후 2시)유아 , 초등학생 , 중학생 , 고등학생 , 성인2023-11-27 09:00~2023-12-16 14:002023-12-16~2023-12-161일_90분시간초급개인당일형국립호남권생물자원관061-288-7876무료무료공개사용2023-11-27 15:062024-02-21
81900-01-09 0:00(상설) 주말가족교실2023년크리스마스 별누리 12_10 업사이클링 리스만들기 (오후 2시)유아 , 초등학생 , 중학생 , 고등학생 , 성인2023-11-27 09:00~2023-12-10 14:002023-12-10~2023-12-101일_90분시간초급개인당일형국립호남권생물자원관061-288-7876무료무료공개사용2023-11-27 15:052024-02-21
91900-01-10 0:00(상설) 주말가족교실2023년크리스마스 별누리 12_17 반짝반짝 툰베리 (오후 2시)유아 , 초등학생 , 중학생 , 고등학생 , 성인2023-11-27 09:00~2023-12-17 14:002023-12-17~2023-12-171일_90분시간초급개인당일형국립호남권생물자원관061-288-7876무료무료공개사용2023-11-27 15:002024-02-21
번호분류연도프로그램명이용대상신청기간교육일교육시간훈련수준접수대상프로그램구분교육장소문의전화교육비재료비공개여부삭제여부등록일데이터 기준일
1001900-04-10 0:00(상설) 주말가족교실2023년늘봄학교 신청자 및 보호자 결제 10_14 미션 에코티어링(2시)유아 , 초등학생 , 성인2023-04-06 09:00~2023-10-14 13:002023-10-14~2023-10-141일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료무료공개사용2023-01-13 13:592024-02-21
1011900-04-11 0:00(상설) 주말가족교실2023년갯벌, 빚어볼게_도둑게를 구해줘 편 8_13 13시유아 , 초등학생 , 성인2023-01-13 09:00~2023-08-13 12:002023-08-13~2023-08-131일_90분시간초급개인당일형국립호남권생물자원관061-288-7800유료9000원비공개사용2023-01-13 13:552024-02-21
1021900-04-12 0:00(상설) 주말가족교실2023년먹거리 X파일_오징어편 9_24 15시유아 , 초등학생 , 성인2023-02-15 09:00~2023-09-24 14:002023-09-24~2023-09-241일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료4000원비공개사용2023-01-13 13:432024-02-21
1031900-04-13 0:00(상설) 주말가족교실2023년늘봄학교 신청자 및 보호자 결제 8_6 섬시세끼(3시)초등학생 , 성인2023-02-15 09:00~2023-08-06 14:002023-08-06~2023-08-061일_90분시간초급개인당일형국립호남권생물자원관061-288-7800유료7000원비공개사용2023-01-13 13:312024-02-21
1041900-04-14 0:00(상설) 주말가족교실2023년김, Kim, 金 12_2 (15시)유아 , 초등학생 , 성인2023-02-15 09:00~2023-12-31 14:002023-12-02~2023-12-021일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원공개사용2023-01-13 13:242024-02-21
1051900-04-15 0:00(상설) 주말가족교실2023년NEW 고래, 내 손을 잡아 11_4 15시유아 , 초등학생 , 성인2023-01-13 09:00~2023-12-31 14:002023-11-04~2023-11-041일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원비공개사용2023-01-13 13:192024-02-21
1061900-04-16 0:00(상설) 주말가족교실2023년new 꿀벌효과 유니벌쓰 6_4 13시유아 , 초등학생 , 성인2023-02-15 09:00~2023-06-04 12:002023-06-04~2023-06-041일_90분시간초급개인당일형국립호남권생물자원관061-288-7876유료5000원공개사용2023-01-13 13:142024-02-21
1071900-04-17 0:00(상설) 주말가족교실2023년섬에서 친구찾기 7_23 13시유아 , 초등학생 , 성인2023-01-13 09:00~2023-07-23 12:002023-07-23~2023-07-231일_90분시간초급개인당일형국립호남권생물자원관061-288-7800유료3000원공개사용2023-01-13 13:042024-02-21
1081900-04-18 0:00(상설) 주말가족교실2023년꽃 속 탐사대 11_19 13시유아 , 초등학생 , 성인2023-02-15 09:00~2023-09-02 12:002023-11-19~2023-11-191일_90분시간초급개인당일형국립호남권생물자원관061-288-7800유료5000원비공개사용2022-01-07 16:302024-02-21
1091900-04-19 0:00생물자원 체험교실2022년나는 환경정화탐사대유아 , 초등학생 , 중학생 , 고등학생 , 성인2021-12-31 09:00~2022-01-15 23:592022-01-08~2022-01-161일_1시간시간초급개인당일형국립호남권생물자원관 교육실061-288-7800유료9000원비공개삭제2021-12-31 15:222024-02-21