Overview

Dataset statistics

Number of variables4
Number of observations10000
Missing cells0
Missing cells (%)0.0%
Duplicate rows295
Duplicate rows (%)2.9%
Total size in memory390.6 KiB
Average record size in memory40.0 B

Variable types

Text3
Categorical1

Dataset

Description대전광역시 서구어린이도서관에서 현재 보유하여 대출 및 열람서비스를 제공하고 있는 도서현황 데이터를 제공합니다. (도서명, 저자, 출판사 등)
Author대전광역시 서구
URLhttps://www.data.go.kr/data/3059726/fileData.do

Alerts

Dataset has 295 (2.9%) duplicate rowsDuplicates

Reproduction

Analysis started2023-12-11 23:38:01.819015
Analysis finished2023-12-11 23:38:03.339756
Duration1.52 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

서명
Text

Distinct9510
Distinct (%)95.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T08:38:03.595204image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length98
Median length62
Mean length15.487
Min length1

Characters and Unicode

Total characters154870
Distinct characters1399
Distinct categories16 ?
Distinct scripts4 ?
Distinct blocks13 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique9068 ?
Unique (%)90.7%

Sample

1st row우리 문구점에 가요 = Let`s Go To The Stationery Store
2nd row(1~2학년이 보는)날씨 이야기
3rd row티베트
4th row수호의 영웅 도전기
5th row창덕궁
ValueCountFrequency (%)
2385
 
5.7%
이야기 344
 
0.8%
1 254
 
0.6%
the 227
 
0.5%
2 221
 
0.5%
우리 215
 
0.5%
내 183
 
0.4%
그림책 151
 
0.4%
과학 119
 
0.3%
3 116
 
0.3%
Other values (15438) 37463
89.9%
2023-12-12T08:38:04.071062image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
32178
 
20.8%
이 3167
 
2.0%
의 2075
 
1.3%
는 1776
 
1.1%
아 1706
 
1.1%
기 1614
 
1.0%
리 1540
 
1.0%
( 1536
 
1.0%
) 1536
 
1.0%
: 1517
 
1.0%
Other values (1389) 106225
68.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 97225
62.8%
Space Separator 32178
 
20.8%
Lowercase Letter 11316
 
7.3%
Other Punctuation 5831
 
3.8%
Decimal Number 2508
 
1.6%
Uppercase Letter 2069
 
1.3%
Open Punctuation 1702
 
1.1%
Close Punctuation 1702
 
1.1%
Math Symbol 162
 
0.1%
Dash Punctuation 108
 
0.1%
Other values (6) 69
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 3167
 
3.3%
의 2075
 
2.1%
는 1776
 
1.8%
아 1706
 
1.8%
기 1614
 
1.7%
리 1540
 
1.6%
가 1391
 
1.4%
어 1310
 
1.3%
사 1251
 
1.3%
지 1178
 
1.2%
Other values (1278) 80217
82.5%
Lowercase Letter
ValueCountFrequency (%)
e 1390
12.3%
a 973
 
8.6%
o 972
 
8.6%
r 807
 
7.1%
t 798
 
7.1%
s 782
 
6.9%
i 773
 
6.8%
n 739
 
6.5%
h 679
 
6.0%
l 488
 
4.3%
Other values (16) 2915
25.8%
Uppercase Letter
ValueCountFrequency (%)
W 228
 
11.0%
T 206
 
10.0%
S 194
 
9.4%
B 137
 
6.6%
M 131
 
6.3%
C 123
 
5.9%
P 117
 
5.7%
D 107
 
5.2%
G 97
 
4.7%
H 97
 
4.7%
Other values (16) 632
30.5%
Other Punctuation
ValueCountFrequency (%)
: 1517
26.0%
, 1512
25.9%
. 1338
22.9%
! 1075
18.4%
· 144
 
2.5%
！ 91
 
1.6%
? 59
 
1.0%
' 52
 
0.9%
& 8
 
0.1%
＆ 7
 
0.1%
Other values (10) 28
 
0.5%
Decimal Number
ValueCountFrequency (%)
1 708
28.2%
2 440
17.5%
0 285
11.4%
3 269
 
10.7%
4 190
 
7.6%
5 174
 
6.9%
7 124
 
4.9%
6 123
 
4.9%
8 109
 
4.3%
9 86
 
3.4%
Math Symbol
ValueCountFrequency (%)
= 120
74.1%
~ 29
 
17.9%
+ 8
 
4.9%
∼ 2
 
1.2%
| 1
 
0.6%
> 1
 
0.6%
< 1
 
0.6%
Letter Number
ValueCountFrequency (%)
Ⅱ 7
50.0%
Ⅰ 4
28.6%
Ⅲ 2
 
14.3%
Ⅳ 1
 
7.1%
Open Punctuation
ValueCountFrequency (%)
( 1536
90.2%
[ 165
 
9.7%
《 1
 
0.1%
Close Punctuation
ValueCountFrequency (%)
) 1536
90.2%
] 165
 
9.7%
》 1
 
0.1%
Other Symbol
ValueCountFrequency (%)
ⓔ 2
50.0%
★ 1
25.0%
℃ 1
25.0%
Modifier Symbol
ValueCountFrequency (%)
` 39
97.5%
˚ 1
 
2.5%
Final Punctuation
ValueCountFrequency (%)
’ 2
66.7%
” 1
33.3%
Initial Punctuation
ValueCountFrequency (%)
‘ 1
50.0%
“ 1
50.0%
Space Separator
ValueCountFrequency (%)
32178
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 108
100.0%
Format
ValueCountFrequency (%)
­ 6
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 97196
62.8%
Common 44246
28.6%
Latin 13399
 
8.7%
Han 29
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 3167
 
3.3%
의 2075
 
2.1%
는 1776
 
1.8%
아 1706
 
1.8%
기 1614
 
1.7%
리 1540
 
1.6%
가 1391
 
1.4%
어 1310
 
1.3%
사 1251
 
1.3%
지 1178
 
1.2%
Other values (1251) 80188
82.5%
Latin
ValueCountFrequency (%)
e 1390
 
10.4%
a 973
 
7.3%
o 972
 
7.3%
r 807
 
6.0%
t 798
 
6.0%
s 782
 
5.8%
i 773
 
5.8%
n 739
 
5.5%
h 679
 
5.1%
l 488
 
3.6%
Other values (46) 4998
37.3%
Common
ValueCountFrequency (%)
32178
72.7%
( 1536
 
3.5%
) 1536
 
3.5%
: 1517
 
3.4%
, 1512
 
3.4%
. 1338
 
3.0%
! 1075
 
2.4%
1 708
 
1.6%
2 440
 
1.0%
0 285
 
0.6%
Other values (45) 2121
 
4.8%
Han
ValueCountFrequency (%)
詩 2
 
6.9%
趙 2
 
6.9%
哀 1
 
3.4%
特 1
 
3.4%
樂 1
 
3.4%
別 1
 
3.4%
助 1
 
3.4%
怒 1
 
3.4%
募 1
 
3.4%
喜 1
 
3.4%
Other values (17) 17
58.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 97180
62.7%
ASCII 57351
37.0%
None 263
 
0.2%
CJK 27
 
< 0.1%
Compat Jamo 16
 
< 0.1%
Number Forms 14
 
< 0.1%
Punctuation 10
 
< 0.1%
Math Operators 2
 
< 0.1%
Enclosed Alphanum 2
 
< 0.1%
CJK Compat Ideographs 2
 
< 0.1%
Other values (3) 3
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
32178
56.1%
( 1536
 
2.7%
) 1536
 
2.7%
: 1517
 
2.6%
, 1512
 
2.6%
e 1390
 
2.4%
. 1338
 
2.3%
! 1075
 
1.9%
a 973
 
1.7%
o 972
 
1.7%
Other values (77) 13324
23.2%
Hangul
ValueCountFrequency (%)
이 3167
 
3.3%
의 2075
 
2.1%
는 1776
 
1.8%
아 1706
 
1.8%
기 1614
 
1.7%
리 1540
 
1.6%
가 1391
 
1.4%
어 1310
 
1.3%
사 1251
 
1.3%
지 1178
 
1.2%
Other values (1245) 80172
82.5%
None
ValueCountFrequency (%)
· 144
54.8%
！ 91
34.6%
＆ 7
 
2.7%
­ 6
 
2.3%
： 6
 
2.3%
／ 5
 
1.9%
＇ 1
 
0.4%
《 1
 
0.4%
》 1
 
0.4%
％ 1
 
0.4%
Number Forms
ValueCountFrequency (%)
Ⅱ 7
50.0%
Ⅰ 4
28.6%
Ⅲ 2
 
14.3%
Ⅳ 1
 
7.1%
Punctuation
ValueCountFrequency (%)
… 5
50.0%
’ 2
 
20.0%
‘ 1
 
10.0%
” 1
 
10.0%
“ 1
 
10.0%
Compat Jamo
ValueCountFrequency (%)
ㄱ 5
31.2%
ㄷ 4
25.0%
ㄴ 4
25.0%
ㅈ 1
 
6.2%
ㄹ 1
 
6.2%
ㅇ 1
 
6.2%
CJK
ValueCountFrequency (%)
詩 2
 
7.4%
趙 2
 
7.4%
哀 1
 
3.7%
特 1
 
3.7%
別 1
 
3.7%
助 1
 
3.7%
募 1
 
3.7%
喜 1
 
3.7%
氷 1
 
3.7%
影 1
 
3.7%
Other values (15) 15
55.6%
Math Operators
ValueCountFrequency (%)
∼ 2
100.0%
Enclosed Alphanum
ValueCountFrequency (%)
ⓔ 2
100.0%
CJK Compat Ideographs
ValueCountFrequency (%)
樂 1
50.0%
怒 1
50.0%
Misc Symbols
ValueCountFrequency (%)
★ 1
100.0%
Letterlike Symbols
ValueCountFrequency (%)
℃ 1
100.0%
Modifier Letters
ValueCountFrequency (%)
˚ 1
100.0%

저자
Text

Distinct6796
Distinct (%)68.0%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T08:38:04.364580image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length84
Median length66
Mean length10.5537
Min length1

Characters and Unicode

Total characters105537
Distinct characters936
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks4 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique5434 ?
Unique (%)54.3%

Sample

1st row김현좌
2nd row해바라기 기획
3rd row피터 시스 글·그림 ; 엄혜숙 옮김
4th row조지영
5th row김은의
ValueCountFrequency (%)
4139
 
13.2%
그림 2141
 
6.8%
글 1689
 
5.4%
옮김 1395
 
4.4%
지음 799
 
2.5%
글.그림 297
 
0.9%
글·그림 152
 
0.5%
엮음 111
 
0.4%
송도수 98
 
0.3%
편집부 96
 
0.3%
Other values (9187) 20456
65.2%
2023-12-12T08:38:05.158394image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
21606
 
20.5%
; 4133
 
3.9%
김 2964
 
2.8%
그 2932
 
2.8%
림 2812
 
2.7%
이 2437
 
2.3%
글 2313
 
2.2%
, 2044
 
1.9%
스 1477
 
1.4%
지 1463
 
1.4%
Other values (926) 61356
58.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 67928
64.4%
Space Separator 21606
 
20.5%
Other Punctuation 6973
 
6.6%
Lowercase Letter 6668
 
6.3%
Uppercase Letter 1610
 
1.5%
Open Punctuation 344
 
0.3%
Close Punctuation 344
 
0.3%
Dash Punctuation 43
 
< 0.1%
Decimal Number 19
 
< 0.1%
Math Symbol 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
김 2964
 
4.4%
그 2932
 
4.3%
림 2812
 
4.1%
이 2437
 
3.6%
글 2313
 
3.4%
스 1477
 
2.2%
지 1463
 
2.2%
옮 1410
 
2.1%
리 1388
 
2.0%
정 1043
 
1.5%
Other values (844) 47689
70.2%
Lowercase Letter
ValueCountFrequency (%)
e 742
11.1%
a 728
10.9%
r 616
 
9.2%
n 600
 
9.0%
o 538
 
8.1%
i 509
 
7.6%
l 422
 
6.3%
t 382
 
5.7%
s 295
 
4.4%
c 258
 
3.9%
Other values (16) 1578
23.7%
Uppercase Letter
ValueCountFrequency (%)
S 163
 
10.1%
M 144
 
8.9%
R 128
 
8.0%
C 121
 
7.5%
H 111
 
6.9%
B 109
 
6.8%
J 108
 
6.7%
A 98
 
6.1%
D 73
 
4.5%
P 65
 
4.0%
Other values (14) 490
30.4%
Other Punctuation
ValueCountFrequency (%)
; 4133
59.3%
, 2044
29.3%
. 617
 
8.8%
· 173
 
2.5%
: 2
 
< 0.1%
& 1
 
< 0.1%
% 1
 
< 0.1%
' 1
 
< 0.1%
/ 1
 
< 0.1%
Decimal Number
ValueCountFrequency (%)
2 5
26.3%
6 4
21.1%
3 2
 
10.5%
0 2
 
10.5%
1 2
 
10.5%
5 1
 
5.3%
4 1
 
5.3%
9 1
 
5.3%
8 1
 
5.3%
Open Punctuation
ValueCountFrequency (%)
[ 340
98.8%
『 1
 
0.3%
( 1
 
0.3%
「 1
 
0.3%
〈 1
 
0.3%
Close Punctuation
ValueCountFrequency (%)
] 340
98.8%
』 1
 
0.3%
) 1
 
0.3%
〉 1
 
0.3%
」 1
 
0.3%
Space Separator
ValueCountFrequency (%)
21606
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 43
100.0%
Math Symbol
ValueCountFrequency (%)
| 1
100.0%
Other Symbol
ValueCountFrequency (%)
ⓔ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 67928
64.4%
Common 29331
27.8%
Latin 8278
 
7.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
김 2964
 
4.4%
그 2932
 
4.3%
림 2812
 
4.1%
이 2437
 
3.6%
글 2313
 
3.4%
스 1477
 
2.2%
지 1463
 
2.2%
옮 1410
 
2.1%
리 1388
 
2.0%
정 1043
 
1.5%
Other values (844) 47689
70.2%
Latin
ValueCountFrequency (%)
e 742
 
9.0%
a 728
 
8.8%
r 616
 
7.4%
n 600
 
7.2%
o 538
 
6.5%
i 509
 
6.1%
l 422
 
5.1%
t 382
 
4.6%
s 295
 
3.6%
c 258
 
3.1%
Other values (40) 3188
38.5%
Common
ValueCountFrequency (%)
21606
73.7%
; 4133
 
14.1%
, 2044
 
7.0%
. 617
 
2.1%
[ 340
 
1.2%
] 340
 
1.2%
· 173
 
0.6%
- 43
 
0.1%
2 5
 
< 0.1%
6 4
 
< 0.1%
Other values (22) 26
 
0.1%

Most occurring blocks

ValueCountFrequency (%)
Hangul 67928
64.4%
ASCII 37429
35.5%
None 179
 
0.2%
Enclosed Alphanum 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
21606
57.7%
; 4133
 
11.0%
, 2044
 
5.5%
e 742
 
2.0%
a 728
 
1.9%
. 617
 
1.6%
r 616
 
1.6%
n 600
 
1.6%
o 538
 
1.4%
i 509
 
1.4%
Other values (64) 5296
 
14.1%
Hangul
ValueCountFrequency (%)
김 2964
 
4.4%
그 2932
 
4.3%
림 2812
 
4.1%
이 2437
 
3.6%
글 2313
 
3.4%
스 1477
 
2.2%
지 1463
 
2.2%
옮 1410
 
2.1%
리 1388
 
2.0%
정 1043
 
1.5%
Other values (844) 47689
70.2%
None
ValueCountFrequency (%)
· 173
96.6%
『 1
 
0.6%
』 1
 
0.6%
〉 1
 
0.6%
「 1
 
0.6%
」 1
 
0.6%
〈 1
 
0.6%
Enclosed Alphanum
ValueCountFrequency (%)
ⓔ 1
100.0%

출판사
Text

Distinct1311
Distinct (%)13.1%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2023-12-12T08:38:05.511257image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length33
Median length30
Mean length4.7974
Min length1

Characters and Unicode

Total characters47974
Distinct characters587
Distinct categories11 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique611 ?
Unique (%)6.1%

Sample

1st row노란우산
2nd row토피
3rd row마루벌
4th row한림출판사
5th row국민서관
ValueCountFrequency (%)
비룡소 311
 
2.9%
시공주니어 289
 
2.7%
아람 189
 
1.8%
예림당 173
 
1.6%
아이세움 171
 
1.6%
서울문화사 164
 
1.5%
주니어김영사 144
 
1.3%
웅진주니어 142
 
1.3%
한국헤르만헤세 141
 
1.3%
교원 138
 
1.3%
Other values (1357) 8877
82.7%
2023-12-12T08:38:05.987533image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
이 1604
 
3.3%
어 1480
 
3.1%
아 1109
 
2.3%
사 1063
 
2.2%
스 913
 
1.9%
북 883
 
1.8%
o 862
 
1.8%
주 838
 
1.7%
니 823
 
1.7%
739
 
1.5%
Other values (577) 37660
78.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 37916
79.0%
Lowercase Letter 6684
 
13.9%
Uppercase Letter 2383
 
5.0%
Space Separator 739
 
1.5%
Other Punctuation 143
 
0.3%
Open Punctuation 36
 
0.1%
Close Punctuation 36
 
0.1%
Decimal Number 16
 
< 0.1%
Dash Punctuation 15
 
< 0.1%
Modifier Symbol 5
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
이 1604
 
4.2%
어 1480
 
3.9%
아 1109
 
2.9%
사 1063
 
2.8%
스 913
 
2.4%
북 883
 
2.3%
주 838
 
2.2%
니 823
 
2.2%
비 651
 
1.7%
림 598
 
1.6%
Other values (510) 27954
73.7%
Lowercase Letter
ValueCountFrequency (%)
o 862
12.9%
r 734
11.0%
s 695
10.4%
e 680
10.2%
i 512
 
7.7%
a 420
 
6.3%
n 418
 
6.3%
d 306
 
4.6%
k 247
 
3.7%
l 225
 
3.4%
Other values (16) 1585
23.7%
Uppercase Letter
ValueCountFrequency (%)
B 296
12.4%
O 210
 
8.8%
H 182
 
7.6%
S 177
 
7.4%
R 175
 
7.3%
P 157
 
6.6%
M 142
 
6.0%
L 134
 
5.6%
T 126
 
5.3%
K 109
 
4.6%
Other values (14) 675
28.3%
Other Punctuation
ValueCountFrequency (%)
· 66
46.2%
＆ 33
23.1%
' 18
 
12.6%
& 13
 
9.1%
. 5
 
3.5%
, 4
 
2.8%
* 3
 
2.1%
! 1
 
0.7%
Decimal Number
ValueCountFrequency (%)
2 8
50.0%
1 7
43.8%
0 1
 
6.2%
Space Separator
ValueCountFrequency (%)
739
100.0%
Open Punctuation
ValueCountFrequency (%)
( 36
100.0%
Close Punctuation
ValueCountFrequency (%)
) 36
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 15
100.0%
Modifier Symbol
ValueCountFrequency (%)
` 5
100.0%
Math Symbol
ValueCountFrequency (%)
+ 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 37916
79.0%
Latin 9067
 
18.9%
Common 991
 
2.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
이 1604
 
4.2%
어 1480
 
3.9%
아 1109
 
2.9%
사 1063
 
2.8%
스 913
 
2.4%
북 883
 
2.3%
주 838
 
2.2%
니 823
 
2.2%
비 651
 
1.7%
림 598
 
1.6%
Other values (510) 27954
73.7%
Latin
ValueCountFrequency (%)
o 862
 
9.5%
r 734
 
8.1%
s 695
 
7.7%
e 680
 
7.5%
i 512
 
5.6%
a 420
 
4.6%
n 418
 
4.6%
d 306
 
3.4%
B 296
 
3.3%
k 247
 
2.7%
Other values (40) 3897
43.0%
Common
ValueCountFrequency (%)
739
74.6%
· 66
 
6.7%
( 36
 
3.6%
) 36
 
3.6%
＆ 33
 
3.3%
' 18
 
1.8%
- 15
 
1.5%
& 13
 
1.3%
2 8
 
0.8%
1 7
 
0.7%
Other values (7) 20
 
2.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 37916
79.0%
ASCII 9959
 
20.8%
None 99
 
0.2%

Most frequent character per block

Hangul
ValueCountFrequency (%)
이 1604
 
4.2%
어 1480
 
3.9%
아 1109
 
2.9%
사 1063
 
2.8%
스 913
 
2.4%
북 883
 
2.3%
주 838
 
2.2%
니 823
 
2.2%
비 651
 
1.7%
림 598
 
1.6%
Other values (510) 27954
73.7%
ASCII
ValueCountFrequency (%)
o 862
 
8.7%
739
 
7.4%
r 734
 
7.4%
s 695
 
7.0%
e 680
 
6.8%
i 512
 
5.1%
a 420
 
4.2%
n 418
 
4.2%
d 306
 
3.1%
B 296
 
3.0%
Other values (55) 4297
43.1%
None
ValueCountFrequency (%)
· 66
66.7%
＆ 33
33.3%

출판년
Categorical

Distinct50
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size156.2 KiB
2017
1098 
2008
941 
2018
870 
2016
738 
2007
638 
Other values (45)
5715 

Length

Max length6
Median length4
Mean length4.0014
Min length4

Unique

Unique9 ?
Unique (%)0.1%

Sample

1st row2018
2nd row2016
3rd row2008
4th row2016
5th row2018

Common Values

ValueCountFrequency (%)
2017 1098
 
11.0%
2008 941
 
9.4%
2018 870
 
8.7%
2016 738
 
7.4%
2007 638
 
6.4%
2014 630
 
6.3%
2021 609
 
6.1%
2022 552
 
5.5%
2020 540
 
5.4%
2015 454
 
4.5%
Other values (40) 2930
29.3%

Length

2023-12-12T08:38:06.147861image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2017 1098
 
11.0%
2008 947
 
9.5%
2018 870
 
8.7%
2016 738
 
7.4%
2007 638
 
6.4%
2014 630
 
6.3%
2021 609
 
6.1%
2022 552
 
5.5%
2020 540
 
5.4%
2015 454
 
4.5%
Other values (38) 2924
29.2%

Missing values

2023-12-12T08:38:03.211541image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-12T08:38:03.292413image/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

서명저자출판사출판년
20460우리 문구점에 가요 = Let`s Go To The Stationery Store김현좌노란우산2018
10977(1~2학년이 보는)날씨 이야기해바라기 기획토피2016
39074티베트피터 시스 글·그림 ; 엄혜숙 옮김마루벌2008
11176수호의 영웅 도전기조지영한림출판사2016
23516창덕궁김은의국민서관2018
17671아이, 맛있어미야모토 다다오한국헤르만헤세2018
40955꼬마 손님과 꿈사탕 가게콘도우 아키길벗스쿨2023
35130음매! 음매!로 조지 글.그림 ; 이진희 옮김삐아제 어린이2007
37649난 공룡을 갖고 싶어햐윈 오람 글 ; 사토시 키타무라 그림 ; 정영목 옮김예림당2006
9287호두껍질 속의 에디가우스, 안네주니어김영사2015
서명저자출판사출판년
18979Mr. Docker is off his rocker！Gutman, DanHarper Trophy2006
32838궁금하거든장수하늘소 글 ; 우연이 그림고래실2007
14913보고 상상하고 우리역사 박물관 .2유새롬그레이트BOOKS2017
21855오로라 원정대최은영우리교육2018
42090초등 사회 진짜 문해력 . 3-2배성호창비교육2023
22198(The case of the) Sleepy SlothRylant, CynthiaHarperTrophy2002
43475나의 작고 커다란 아빠욘센, 마리 칸스타책빛2021
22687나의 초록 스웨터엄혜숙키다리2019
10644누가 자꾸 잡아당기지장지윤WB월드베스트2016
18294(KBS) 위기탈출 넘버원 .1에듀코믹밝은미래2018

Duplicate rows

Most frequently occurring

서명저자출판사출판년# duplicates
19(사자성어로 만나는)네 글자 세상손은주 글 ; 조선경 그림시공주니어20083
77구름빵백희나 글.그림 ; 김향수 그림한솔수북20083
175새로 만든 내몸 사용설명서로이젠, 마이클김영사20143
203어떻게 원하는 삶을 살 것인가 :불멸의 인생 멘토 공자, 내 안의 지혜를 깨우다우간린위즈덤하우스20143
0('싫어', '몰라' 하지말고)왜 그런지 말해봐이찬규 기획.글 ; 김현정그림두산동아20082
1(1~2학년이 보는)날씨 이야기해바라기 기획토피20162
2(600년 역사의 시간을 품은) 서울 성곽길김수자파란자전거20152
3(6학년을 위한)우수동화[예림당 편집부 편] ; 김승현...[등]그림예림당20012
4(Britannica)공룡봄봄 스토리아이세움20162
5(Britannica)북극과 남극봄봄 스토리아이세움20162