Overview

Dataset statistics

Number of variables7
Number of observations597
Missing cells248
Missing cells (%)5.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory32.8 KiB
Average record size in memory56.2 B

Variable types

Text4
DateTime2
Categorical1

Dataset

Description2019년 이후 실시한 부산시 수영구 도서관(수영구도서관, 망미도서관, 수영구어린이도서관, 민락작은도서관) 강좌에 대한 정보(강좌명, 교육기간, 대상, 수강료 등) 제공
Author부산광역시 수영구
URLhttps://www.data.go.kr/data/15077981/fileData.do

Alerts

수강료 is highly imbalanced (98.2%)Imbalance
대상 has 94 (15.7%) missing valuesMissing
재료비 has 126 (21.1%) missing valuesMissing
교육장소 has 28 (4.7%) missing valuesMissing

Reproduction

Analysis started2024-01-14 13:50:07.024702
Analysis finished2024-01-14 13:50:08.045891
Duration1.02 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

강좌명
Text

Distinct590
Distinct (%)98.8%
Missing0
Missing (%)0.0%
Memory size4.8 KiB
2024-01-14T22:50:08.294591image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length68
Median length45
Mean length27.509213
Min length6

Characters and Unicode

Total characters16423
Distinct characters565
Distinct categories12 ?
Distinct scripts4 ?
Distinct blocks6 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique585 ?
Unique (%)98.0%

Sample

1st row[겨울방학 문화강좌] 인물로 보는 한국사
2nd row[겨울방학 문화강좌] 피지컬 로봇과 보드게임 : 심화 편
3rd row2019 초등학생 겨울방학 독서교실<우리별지구사용설명서>
4th row[망미/겨울방학]동화와 함께 겨울나기(12.19.(수) 10:30~접수)
5th row[망미/겨울방학]어린이 건축학교(12.19.(수) 11:00~접수)
ValueCountFrequency (%)
비대면 40
 
1.3%
모집 39
 
1.2%
수강생 39
 
1.2%
하반기 36
 
1.1%
독서문화강좌 35
 
1.1%
인문학 35
 
1.1%
교양강좌 32
 
1.0%
2022년 32
 
1.0%
특강 31
 
1.0%
상반기 30
 
1.0%
Other values (1347) 2806
88.9%
2024-01-14T22:50:08.897995image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2690
 
16.4%
[ 381
 
2.3%
] 381
 
2.3%
강 350
 
2.1%
2 279
 
1.7%
화 259
 
1.6%
기 258
 
1.6%
학 239
 
1.5%
서 238
 
1.4%
문 206
 
1.3%
Other values (555) 11142
67.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 10468
63.7%
Space Separator 2690
 
16.4%
Decimal Number 790
 
4.8%
Open Punctuation 617
 
3.8%
Close Punctuation 616
 
3.8%
Lowercase Letter 565
 
3.4%
Other Punctuation 335
 
2.0%
Uppercase Letter 194
 
1.2%
Math Symbol 97
 
0.6%
Connector Punctuation 48
 
0.3%
Other values (2) 3
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
강 350
 
3.3%
화 259
 
2.5%
기 258
 
2.5%
학 239
 
2.3%
서 238
 
2.3%
문 206
 
2.0%
는 193
 
1.8%
의 180
 
1.7%
이 173
 
1.7%
어 166
 
1.6%
Other values (473) 8206
78.4%
Uppercase Letter
ValueCountFrequency (%)
E 41
21.1%
I 26
13.4%
L 17
8.8%
F 16
 
8.2%
N 12
 
6.2%
A 11
 
5.7%
T 9
 
4.6%
S 7
 
3.6%
P 7
 
3.6%
O 7
 
3.6%
Other values (15) 41
21.1%
Lowercase Letter
ValueCountFrequency (%)
t 76
13.5%
l 70
12.4%
g 49
8.7%
s 49
8.7%
n 47
8.3%
a 42
 
7.4%
i 36
 
6.4%
e 30
 
5.3%
p 28
 
5.0%
y 25
 
4.4%
Other values (11) 113
20.0%
Decimal Number
ValueCountFrequency (%)
2 279
35.3%
0 170
21.5%
1 150
19.0%
3 66
 
8.4%
9 35
 
4.4%
4 26
 
3.3%
6 18
 
2.3%
8 16
 
2.0%
5 15
 
1.9%
7 15
 
1.9%
Other Punctuation
ValueCountFrequency (%)
, 59
17.6%
: 53
15.8%
& 53
15.8%
; 52
15.5%
! 51
15.2%
. 48
14.3%
? 8
 
2.4%
/ 8
 
2.4%
· 3
 
0.9%
Math Symbol
ValueCountFrequency (%)
~ 92
94.8%
+ 2
 
2.1%
> 1
 
1.0%
× 1
 
1.0%
< 1
 
1.0%
Open Punctuation
ValueCountFrequency (%)
[ 381
61.8%
( 193
31.3%
「 37
 
6.0%
『 6
 
1.0%
Close Punctuation
ValueCountFrequency (%)
] 381
61.9%
) 193
31.3%
」 36
 
5.8%
』 6
 
1.0%
Space Separator
ValueCountFrequency (%)
2690
100.0%
Connector Punctuation
ValueCountFrequency (%)
_ 48
100.0%
Modifier Symbol
ValueCountFrequency (%)
` 2
100.0%
Other Symbol
ValueCountFrequency (%)
° 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 10466
63.7%
Common 5196
31.6%
Latin 759
 
4.6%
Han 2
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
강 350
 
3.3%
화 259
 
2.5%
기 258
 
2.5%
학 239
 
2.3%
서 238
 
2.3%
문 206
 
2.0%
는 193
 
1.8%
의 180
 
1.7%
이 173
 
1.7%
어 166
 
1.6%
Other values (471) 8204
78.4%
Latin
ValueCountFrequency (%)
t 76
 
10.0%
l 70
 
9.2%
g 49
 
6.5%
s 49
 
6.5%
n 47
 
6.2%
a 42
 
5.5%
E 41
 
5.4%
i 36
 
4.7%
e 30
 
4.0%
p 28
 
3.7%
Other values (36) 291
38.3%
Common
ValueCountFrequency (%)
2690
51.8%
[ 381
 
7.3%
] 381
 
7.3%
2 279
 
5.4%
( 193
 
3.7%
) 193
 
3.7%
0 170
 
3.3%
1 150
 
2.9%
~ 92
 
1.8%
3 66
 
1.3%
Other values (26) 601
 
11.6%
Han
ValueCountFrequency (%)
茶 1
50.0%
詩 1
50.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 10463
63.7%
ASCII 5865
35.7%
None 90
 
0.5%
Compat Jamo 3
 
< 0.1%
CJK Compat Ideographs 1
 
< 0.1%
CJK 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2690
45.9%
[ 381
 
6.5%
] 381
 
6.5%
2 279
 
4.8%
( 193
 
3.3%
) 193
 
3.3%
0 170
 
2.9%
1 150
 
2.6%
~ 92
 
1.6%
t 76
 
1.3%
Other values (65) 1260
21.5%
Hangul
ValueCountFrequency (%)
강 350
 
3.3%
화 259
 
2.5%
기 258
 
2.5%
학 239
 
2.3%
서 238
 
2.3%
문 206
 
2.0%
는 193
 
1.8%
의 180
 
1.7%
이 173
 
1.7%
어 166
 
1.6%
Other values (469) 8201
78.4%
None
ValueCountFrequency (%)
「 37
41.1%
」 36
40.0%
『 6
 
6.7%
』 6
 
6.7%
· 3
 
3.3%
° 1
 
1.1%
× 1
 
1.1%
Compat Jamo
ValueCountFrequency (%)
ㅅ 2
66.7%
ㅎ 1
33.3%
CJK Compat Ideographs
ValueCountFrequency (%)
茶 1
100.0%
CJK
ValueCountFrequency (%)
詩 1
100.0%

교육시작일
Date

Distinct319
Distinct (%)53.4%
Missing0
Missing (%)0.0%
Memory size4.8 KiB
Minimum2019-01-02 00:00:00
Maximum2024-01-17 00:00:00
2024-01-14T22:50:09.400553image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-01-14T22:50:09.574761image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

교육종료일
Date

Distinct345
Distinct (%)57.8%
Missing0
Missing (%)0.0%
Memory size4.8 KiB
Minimum2018-01-23 00:00:00
Maximum2024-02-24 00:00:00
2024-01-14T22:50:09.756505image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-01-14T22:50:09.918432image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

대상
Text

MISSING 

Distinct167
Distinct (%)33.2%
Missing94
Missing (%)15.7%
Memory size4.8 KiB
2024-01-14T22:50:10.283111image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length49
Median length28
Mean length8.5387674
Min length2

Characters and Unicode

Total characters4295
Distinct characters104
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique113 ?
Unique (%)22.5%

Sample

1st row초등4~6학년
2nd row초등3~6학년
3rd row초등3~4학년
4th row초등 1~2학년
5th row초등 3~4학년
ValueCountFrequency (%)
초등 176
 
18.4%
성인 70
 
7.3%
1~3학년 51
 
5.3%
유아 42
 
4.4%
1~2학년 37
 
3.9%
4~6학년 35
 
3.7%
6~7세 34
 
3.5%
지역주민 25
 
2.6%
3~6학년 23
 
2.4%
3~4학년 21
 
2.2%
Other values (168) 444
46.3%
2024-01-14T22:50:10.685372image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
455
 
10.6%
~ 348
 
8.1%
년 347
 
8.1%
학 335
 
7.8%
등 294
 
6.8%
초 284
 
6.6%
1 240
 
5.6%
3 197
 
4.6%
2 169
 
3.9%
6 158
 
3.7%
Other values (94) 1468
34.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2193
51.1%
Decimal Number 1142
26.6%
Space Separator 455
 
10.6%
Math Symbol 351
 
8.2%
Close Punctuation 59
 
1.4%
Open Punctuation 59
 
1.4%
Other Punctuation 36
 
0.8%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
년 347
15.8%
학 335
15.3%
등 294
13.4%
초 284
13.0%
인 78
 
3.6%
세 77
 
3.5%
성 76
 
3.5%
아 64
 
2.9%
유 64
 
2.9%
명 59
 
2.7%
Other values (76) 515
23.5%
Decimal Number
ValueCountFrequency (%)
1 240
21.0%
3 197
17.3%
2 169
14.8%
6 158
13.8%
0 117
10.2%
4 106
9.3%
7 78
 
6.8%
5 56
 
4.9%
8 14
 
1.2%
9 7
 
0.6%
Other Punctuation
ValueCountFrequency (%)
, 32
88.9%
/ 2
 
5.6%
· 2
 
5.6%
Math Symbol
ValueCountFrequency (%)
~ 348
99.1%
+ 3
 
0.9%
Space Separator
ValueCountFrequency (%)
455
100.0%
Close Punctuation
ValueCountFrequency (%)
) 59
100.0%
Open Punctuation
ValueCountFrequency (%)
( 59
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2193
51.1%
Common 2102
48.9%

Most frequent character per script

Hangul
ValueCountFrequency (%)
년 347
15.8%
학 335
15.3%
등 294
13.4%
초 284
13.0%
인 78
 
3.6%
세 77
 
3.5%
성 76
 
3.5%
아 64
 
2.9%
유 64
 
2.9%
명 59
 
2.7%
Other values (76) 515
23.5%
Common
ValueCountFrequency (%)
455
21.6%
~ 348
16.6%
1 240
11.4%
3 197
9.4%
2 169
 
8.0%
6 158
 
7.5%
0 117
 
5.6%
4 106
 
5.0%
7 78
 
3.7%
) 59
 
2.8%
Other values (8) 175
 
8.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2193
51.1%
ASCII 2100
48.9%
None 2
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
455
21.7%
~ 348
16.6%
1 240
11.4%
3 197
9.4%
2 169
 
8.0%
6 158
 
7.5%
0 117
 
5.6%
4 106
 
5.0%
7 78
 
3.7%
) 59
 
2.8%
Other values (7) 173
 
8.2%
Hangul
ValueCountFrequency (%)
년 347
15.8%
학 335
15.3%
등 294
13.4%
초 284
13.0%
인 78
 
3.6%
세 77
 
3.5%
성 76
 
3.5%
아 64
 
2.9%
유 64
 
2.9%
명 59
 
2.7%
Other values (76) 515
23.5%
None
ValueCountFrequency (%)
· 2
100.0%

수강료
Categorical

IMBALANCE 

Distinct2
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size4.8 KiB
무료
596 
왕릉 입장료 3,200원
 
1

Length

Max length13
Median length2
Mean length2.0184255
Min length2

Unique

Unique1 ?
Unique (%)0.2%

Sample

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

Common Values

ValueCountFrequency (%)
무료 596
99.8%
왕릉 입장료 3,200원 1
 
0.2%

Length

2024-01-14T22:50:10.855555image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-01-14T22:50:11.003186image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
무료 596
99.5%
왕릉 1
 
0.2%
입장료 1
 
0.2%
3,200원 1
 
0.2%

재료비
Text

MISSING 

Distinct207
Distinct (%)43.9%
Missing126
Missing (%)21.1%
Memory size4.8 KiB
2024-01-14T22:50:11.268785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length56
Median length44
Mean length9.92569
Min length1

Characters and Unicode

Total characters4675
Distinct characters265
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique179 ?
Unique (%)38.0%

Sample

1st row필기도구(교재비 6000원)
2nd row필기도구(재료비 20000원)
3rd row필기구 등, 재료비 4000원
4th row연필, 사인펜, 색연필, 가위, 풀
5th row연필, 색연필, 자, 삼각자 2개, 풀, 가위, 테이프
ValueCountFrequency (%)
필기구 103
 
9.0%
없음 92
 
8.0%
색연필 77
 
6.7%
재료비 69
 
6.0%
가위 66
 
5.8%
풀 56
 
4.9%
필기도구 54
 
4.7%
0 45
 
3.9%
사인펜 42
 
3.7%
싸인펜 20
 
1.7%
Other values (254) 519
45.4%
2024-01-14T22:50:11.781027image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
703
 
15.0%
, 452
 
9.7%
0 298
 
6.4%
필 272
 
5.8%
구 182
 
3.9%
기 178
 
3.8%
색 107
 
2.3%
연 104
 
2.2%
펜 96
 
2.1%
비 96
 
2.1%
Other values (255) 2187
46.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 2947
63.0%
Space Separator 703
 
15.0%
Other Punctuation 484
 
10.4%
Decimal Number 434
 
9.3%
Close Punctuation 42
 
0.9%
Open Punctuation 42
 
0.9%
Lowercase Letter 14
 
0.3%
Uppercase Letter 7
 
0.1%
Math Symbol 1
 
< 0.1%
Other Symbol 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
필 272
 
9.2%
구 182
 
6.2%
기 178
 
6.0%
색 107
 
3.6%
연 104
 
3.5%
펜 96
 
3.3%
비 96
 
3.3%
없 96
 
3.3%
음 95
 
3.2%
재 90
 
3.1%
Other values (223) 1631
55.3%
Decimal Number
ValueCountFrequency (%)
0 298
68.7%
1 39
 
9.0%
2 29
 
6.7%
5 21
 
4.8%
3 13
 
3.0%
8 11
 
2.5%
6 8
 
1.8%
4 7
 
1.6%
7 4
 
0.9%
9 4
 
0.9%
Other Punctuation
ValueCountFrequency (%)
, 452
93.4%
: 10
 
2.1%
' 10
 
2.1%
/ 4
 
0.8%
& 4
 
0.8%
. 2
 
0.4%
* 2
 
0.4%
Lowercase Letter
ValueCountFrequency (%)
o 5
35.7%
r 3
21.4%
a 2
 
14.3%
m 1
 
7.1%
z 1
 
7.1%
c 1
 
7.1%
p 1
 
7.1%
Uppercase Letter
ValueCountFrequency (%)
A 3
42.9%
C 2
28.6%
P 2
28.6%
Space Separator
ValueCountFrequency (%)
703
100.0%
Close Punctuation
ValueCountFrequency (%)
) 42
100.0%
Open Punctuation
ValueCountFrequency (%)
( 42
100.0%
Math Symbol
ValueCountFrequency (%)
× 1
100.0%
Other Symbol
ValueCountFrequency (%)
★ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 2947
63.0%
Common 1707
36.5%
Latin 21
 
0.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
필 272
 
9.2%
구 182
 
6.2%
기 178
 
6.0%
색 107
 
3.6%
연 104
 
3.5%
펜 96
 
3.3%
비 96
 
3.3%
없 96
 
3.3%
음 95
 
3.2%
재 90
 
3.1%
Other values (223) 1631
55.3%
Common
ValueCountFrequency (%)
703
41.2%
, 452
26.5%
0 298
17.5%
) 42
 
2.5%
( 42
 
2.5%
1 39
 
2.3%
2 29
 
1.7%
5 21
 
1.2%
3 13
 
0.8%
8 11
 
0.6%
Other values (12) 57
 
3.3%
Latin
ValueCountFrequency (%)
o 5
23.8%
r 3
14.3%
A 3
14.3%
C 2
 
9.5%
P 2
 
9.5%
a 2
 
9.5%
m 1
 
4.8%
z 1
 
4.8%
c 1
 
4.8%
p 1
 
4.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 2947
63.0%
ASCII 1726
36.9%
None 1
 
< 0.1%
Misc Symbols 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
703
40.7%
, 452
26.2%
0 298
17.3%
) 42
 
2.4%
( 42
 
2.4%
1 39
 
2.3%
2 29
 
1.7%
5 21
 
1.2%
3 13
 
0.8%
8 11
 
0.6%
Other values (20) 76
 
4.4%
Hangul
ValueCountFrequency (%)
필 272
 
9.2%
구 182
 
6.2%
기 178
 
6.0%
색 107
 
3.6%
연 104
 
3.5%
펜 96
 
3.3%
비 96
 
3.3%
없 96
 
3.3%
음 95
 
3.2%
재 90
 
3.1%
Other values (223) 1631
55.3%
None
ValueCountFrequency (%)
× 1
100.0%
Misc Symbols
ValueCountFrequency (%)
★ 1
100.0%

교육장소
Text

MISSING 

Distinct140
Distinct (%)24.6%
Missing28
Missing (%)4.7%
Memory size4.8 KiB
2024-01-14T22:50:12.044848image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length46
Median length29
Mean length13.316344
Min length2

Characters and Unicode

Total characters7577
Distinct characters193
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique83 ?
Unique (%)14.6%

Sample

1st row취미교양실
2nd row취미교양실
3rd row수영구도서관 남천본관 취미교양실
4th row4층 문화강좌실
5th row4층 문화강좌실
ValueCountFrequency (%)
수영구도서관 166
 
10.3%
4층 116
 
7.2%
3층 108
 
6.7%
비대면 78
 
4.8%
문화강좌실 74
 
4.6%
수영구어린이도서관 62
 
3.9%
꿈꾸는 59
 
3.7%
마루 57
 
3.5%
민락작은도서관 48
 
3.0%
망미도서관 47
 
2.9%
Other values (148) 795
49.4%
2024-01-14T22:50:12.499357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1041
 
13.7%
관 369
 
4.9%
도 332
 
4.4%
서 332
 
4.4%
실 316
 
4.2%
층 300
 
4.0%
강 274
 
3.6%
수 261
 
3.4%
영 257
 
3.4%
구 247
 
3.3%
Other values (183) 3848
50.8%

Most occurring categories

ValueCountFrequency (%)
Other Letter 5819
76.8%
Space Separator 1041
 
13.7%
Decimal Number 394
 
5.2%
Lowercase Letter 125
 
1.6%
Uppercase Letter 117
 
1.5%
Open Punctuation 32
 
0.4%
Close Punctuation 32
 
0.4%
Other Punctuation 17
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
관 369
 
6.3%
도 332
 
5.7%
서 332
 
5.7%
실 316
 
5.4%
층 300
 
5.2%
강 274
 
4.7%
수 261
 
4.5%
영 257
 
4.4%
구 247
 
4.2%
이 132
 
2.3%
Other values (155) 2999
51.5%
Lowercase Letter
ValueCountFrequency (%)
o 60
48.0%
m 31
24.8%
z 30
24.0%
g 1
 
0.8%
u 1
 
0.8%
r 1
 
0.8%
i 1
 
0.8%
Decimal Number
ValueCountFrequency (%)
4 133
33.8%
3 114
28.9%
1 72
18.3%
2 68
17.3%
5 6
 
1.5%
9 1
 
0.3%
Uppercase Letter
ValueCountFrequency (%)
O 58
49.6%
Z 28
23.9%
M 28
23.9%
N 2
 
1.7%
B 1
 
0.9%
Other Punctuation
ValueCountFrequency (%)
/ 8
47.1%
, 5
29.4%
' 2
 
11.8%
& 1
 
5.9%
: 1
 
5.9%
Open Punctuation
ValueCountFrequency (%)
( 27
84.4%
[ 5
 
15.6%
Close Punctuation
ValueCountFrequency (%)
) 27
84.4%
] 5
 
15.6%
Space Separator
ValueCountFrequency (%)
1041
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 5819
76.8%
Common 1516
 
20.0%
Latin 242
 
3.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
관 369
 
6.3%
도 332
 
5.7%
서 332
 
5.7%
실 316
 
5.4%
층 300
 
5.2%
강 274
 
4.7%
수 261
 
4.5%
영 257
 
4.4%
구 247
 
4.2%
이 132
 
2.3%
Other values (155) 2999
51.5%
Common
ValueCountFrequency (%)
1041
68.7%
4 133
 
8.8%
3 114
 
7.5%
1 72
 
4.7%
2 68
 
4.5%
( 27
 
1.8%
) 27
 
1.8%
/ 8
 
0.5%
5 6
 
0.4%
, 5
 
0.3%
Other values (6) 15
 
1.0%
Latin
ValueCountFrequency (%)
o 60
24.8%
O 58
24.0%
m 31
12.8%
z 30
12.4%
Z 28
11.6%
M 28
11.6%
N 2
 
0.8%
g 1
 
0.4%
u 1
 
0.4%
r 1
 
0.4%
Other values (2) 2
 
0.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 5819
76.8%
ASCII 1758
 
23.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1041
59.2%
4 133
 
7.6%
3 114
 
6.5%
1 72
 
4.1%
2 68
 
3.9%
o 60
 
3.4%
O 58
 
3.3%
m 31
 
1.8%
z 30
 
1.7%
Z 28
 
1.6%
Other values (18) 123
 
7.0%
Hangul
ValueCountFrequency (%)
관 369
 
6.3%
도 332
 
5.7%
서 332
 
5.7%
실 316
 
5.4%
층 300
 
5.2%
강 274
 
4.7%
수 261
 
4.5%
영 257
 
4.4%
구 247
 
4.2%
이 132
 
2.3%
Other values (155) 2999
51.5%

Missing values

2024-01-14T22:50:07.740300image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-01-14T22:50:07.872974image/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.
2024-01-14T22:50:07.991679image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

강좌명교육시작일교육종료일대상수강료재료비교육장소
0[겨울방학 문화강좌] 인물로 보는 한국사2019-01-022019-01-23초등4~6학년무료필기도구(교재비 6000원)취미교양실
1[겨울방학 문화강좌] 피지컬 로봇과 보드게임 : 심화 편2019-01-022018-01-23초등3~6학년무료필기도구(재료비 20000원)취미교양실
22019 초등학생 겨울방학 독서교실<우리별지구사용설명서>2019-01-022019-01-04초등3~4학년무료필기구 등, 재료비 4000원수영구도서관 남천본관 취미교양실
3[망미/겨울방학]동화와 함께 겨울나기(12.19.(수) 10:30~접수)2019-01-022019-01-25초등 1~2학년무료연필, 사인펜, 색연필, 가위, 풀4층 문화강좌실
4[망미/겨울방학]어린이 건축학교(12.19.(수) 11:00~접수)2019-01-022019-01-25초등 3~4학년무료연필, 색연필, 자, 삼각자 2개, 풀, 가위, 테이프4층 문화강좌실
5[민락]창의! 과학실험교실2019-01-022019-01-23초등 1~3무료0강의실
6[겨울방학 문화강좌] 글쓰기는 내 친구2019-01-032019-01-24초등1~3학년무료칸이 넓은 줄공책, 필기구, 풀, 색연필취미교양실
7[망미/겨울방학]이야기가 있는 미술공작소(12.19.(수) 10:00~접수)2019-01-032019-01-29유아 6~7세무료검정네임펜, 사인펜, 색연필4층 문화강좌실
8[망미/겨울방학]와글와글 인문학 캠프(12.19.(수) 11:30~접수)2019-01-032019-01-29초등 4~6학년무료필기구, 노트4층 문화강좌실
9[민락]짠내나는 조선역사여행2019-01-032019-01-24초등 3~6무료0강의실
강좌명교육시작일교육종료일대상수강료재료비교육장소
587[겨울방학특강] 엄마, 아빠는 무얼 하고 놀았을까?2024-01-042024-01-256~7세(18,19년생)무료색연필, 싸인펜, 풀수영구도서관 강의실1
588[겨울방학 특강] 조물조물 어린이 베이킹2024-01-052024-01-26초등 1~3학년무료개인앞치마(없어도무관)수영구어린이도서관 3층 꿈꾸는 마루
5891~2월 유아 영어동화구연 「Lets play English」2024-01-062024-02-246~7세 유아(2018, 2019년생)무료없음지하 1층 어린이문화교실
5901~2월 유아 영어동화구연 「English story time」2024-01-062024-02-24유아 6~7세무료없음수영구어린이도서관 3층 꿈꾸는 마루
591[겨울방학특강] 엔트리와 만난 인공지능 게임 만들기2024-01-062024-01-27초등 3~5학년(23년기준)무료없음수영구도서관 미디어창작공간
592Fun Fun 영어동화교실 (2024.1~2월반)2024-01-062024-02-24유아6 7세(2018, 2019년생)무료망미도서관 4층 어린이실 내 이야기방
5932024년 1~2월 토요동화구연(한글) 수강생 모집 안내2024-01-062024-02-24유아5~7세무료필기도구민락작은도서관
5942024년 1~2월 토요동화구연(영어) 수강생 모집 안내2024-01-062024-02-24유아6~7세무료필기구민락작은도서관
595[방학특강]겨울방학엔 미술과 놀자2024-01-102024-01-19초등 1~2학년무료필기구민락작은도서관
5962024년 겨울방학 독서교실 「지구를 지키는 ECO 수영 환경교실」2024-01-172024-01-19초등 3, 4학년(2013, 2014년생)무료필기구지하 1층 어린이문화교실