Overview

Dataset statistics

Number of variables6
Number of observations1179
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory57.7 KiB
Average record size in memory50.1 B

Variable types

Numeric2
Text3
Categorical1

Dataset

Description부산광역시기장군_정관도서관신착자료현황_20201231
Author부산광역시 기장군
URLhttp://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15060473

Alerts

순번 is highly overall correlated with 자료실명High correlation
자료실명 is highly overall correlated with 순번High correlation
순번 has unique valuesUnique

Reproduction

Analysis started2023-12-10 17:03:29.305967
Analysis finished2023-12-10 17:03:32.012632
Duration2.71 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

순번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct1179
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean590
Minimum1
Maximum1179
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size10.5 KiB
2023-12-11T02:03:32.148456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile59.9
Q1295.5
median590
Q3884.5
95-th percentile1120.1
Maximum1179
Range1178
Interquartile range (IQR)589

Descriptive statistics

Standard deviation340.49229
Coefficient of variation (CV)0.57710558
Kurtosis-1.2
Mean590
Median Absolute Deviation (MAD)295
Skewness0
Sum695610
Variance115935
MonotonicityStrictly increasing
2023-12-11T02:03:32.420818image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.1%
776 1
 
0.1%
792 1
 
0.1%
791 1
 
0.1%
790 1
 
0.1%
789 1
 
0.1%
788 1
 
0.1%
787 1
 
0.1%
786 1
 
0.1%
785 1
 
0.1%
Other values (1169) 1169
99.2%
ValueCountFrequency (%)
1 1
0.1%
2 1
0.1%
3 1
0.1%
4 1
0.1%
5 1
0.1%
6 1
0.1%
7 1
0.1%
8 1
0.1%
9 1
0.1%
10 1
0.1%
ValueCountFrequency (%)
1179 1
0.1%
1178 1
0.1%
1177 1
0.1%
1176 1
0.1%
1175 1
0.1%
1174 1
0.1%
1173 1
0.1%
1172 1
0.1%
1171 1
0.1%
1170 1
0.1%

서명
Text

Distinct1148
Distinct (%)97.4%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:33.008195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length100
Median length60
Mean length25.386768
Min length2

Characters and Unicode

Total characters29931
Distinct characters965
Distinct categories10 ?
Distinct scripts4 ?
Distinct blocks6 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1121 ?
Unique (%)95.1%

Sample

1st row고래야 춤추자
2nd row동짓날 풍경
3rd row말상처 처방전 : 찔리지 말자, 아픈 말
4th row문방구 TV. 6, 속담 대탐구
5th row(바로 알고, 바로 쓰는)빵빵한 맞춤법
ValueCountFrequency (%)
646
 
8.3%
이야기 64
 
0.8%
위한 54
 
0.7%
장편소설 35
 
0.4%
35
 
0.4%
우리 25
 
0.3%
25
 
0.3%
그림책 20
 
0.3%
수업 19
 
0.2%
아이 18
 
0.2%
Other values (4493) 6850
87.9%
2023-12-11T02:03:33.967522image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
6612
 
22.1%
: 651
 
2.2%
586
 
2.0%
520
 
1.7%
502
 
1.7%
343
 
1.1%
307
 
1.0%
301
 
1.0%
273
 
0.9%
262
 
0.9%
Other values (955) 19574
65.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 19734
65.9%
Space Separator 6612
 
22.1%
Lowercase Letter 1280
 
4.3%
Other Punctuation 1194
 
4.0%
Decimal Number 427
 
1.4%
Close Punctuation 223
 
0.7%
Open Punctuation 223
 
0.7%
Uppercase Letter 156
 
0.5%
Math Symbol 74
 
0.2%
Dash Punctuation 8
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
586
 
3.0%
520
 
2.6%
502
 
2.5%
343
 
1.7%
307
 
1.6%
301
 
1.5%
273
 
1.4%
262
 
1.3%
258
 
1.3%
257
 
1.3%
Other values (866) 16125
81.7%
Lowercase Letter
ValueCountFrequency (%)
e 144
11.2%
o 118
 
9.2%
a 104
 
8.1%
i 103
 
8.0%
s 94
 
7.3%
t 93
 
7.3%
n 88
 
6.9%
r 84
 
6.6%
l 62
 
4.8%
m 44
 
3.4%
Other values (15) 346
27.0%
Uppercase Letter
ValueCountFrequency (%)
S 23
14.7%
T 17
 
10.9%
I 12
 
7.7%
A 11
 
7.1%
P 9
 
5.8%
C 7
 
4.5%
L 7
 
4.5%
F 7
 
4.5%
B 7
 
4.5%
W 6
 
3.8%
Other values (15) 50
32.1%
Other Punctuation
ValueCountFrequency (%)
: 651
54.5%
, 234
 
19.6%
! 94
 
7.9%
. 72
 
6.0%
? 67
 
5.6%
· 45
 
3.8%
' 11
 
0.9%
& 6
 
0.5%
" 4
 
0.3%
% 2
 
0.2%
Other values (5) 8
 
0.7%
Decimal Number
ValueCountFrequency (%)
1 105
24.6%
0 89
20.8%
2 78
18.3%
3 44
10.3%
4 24
 
5.6%
6 21
 
4.9%
5 20
 
4.7%
9 20
 
4.7%
7 16
 
3.7%
8 10
 
2.3%
Math Symbol
ValueCountFrequency (%)
= 67
90.5%
~ 2
 
2.7%
+ 2
 
2.7%
< 1
 
1.4%
> 1
 
1.4%
× 1
 
1.4%
Close Punctuation
ValueCountFrequency (%)
) 220
98.7%
2
 
0.9%
] 1
 
0.4%
Open Punctuation
ValueCountFrequency (%)
( 220
98.7%
2
 
0.9%
[ 1
 
0.4%
Space Separator
ValueCountFrequency (%)
6612
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 19724
65.9%
Common 8761
29.3%
Latin 1436
 
4.8%
Han 10
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
586
 
3.0%
520
 
2.6%
502
 
2.5%
343
 
1.7%
307
 
1.6%
301
 
1.5%
273
 
1.4%
262
 
1.3%
258
 
1.3%
257
 
1.3%
Other values (857) 16115
81.7%
Latin
ValueCountFrequency (%)
e 144
 
10.0%
o 118
 
8.2%
a 104
 
7.2%
i 103
 
7.2%
s 94
 
6.5%
t 93
 
6.5%
n 88
 
6.1%
r 84
 
5.8%
l 62
 
4.3%
m 44
 
3.1%
Other values (40) 502
35.0%
Common
ValueCountFrequency (%)
6612
75.5%
: 651
 
7.4%
, 234
 
2.7%
) 220
 
2.5%
( 220
 
2.5%
1 105
 
1.2%
! 94
 
1.1%
0 89
 
1.0%
2 78
 
0.9%
. 72
 
0.8%
Other values (29) 386
 
4.4%
Han
ValueCountFrequency (%)
2
20.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 19721
65.9%
ASCII 10143
33.9%
None 52
 
0.2%
CJK 10
 
< 0.1%
Compat Jamo 3
 
< 0.1%
Punctuation 2
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
6612
65.2%
: 651
 
6.4%
, 234
 
2.3%
) 220
 
2.2%
( 220
 
2.2%
e 144
 
1.4%
o 118
 
1.2%
1 105
 
1.0%
a 104
 
1.0%
i 103
 
1.0%
Other values (73) 1632
 
16.1%
Hangul
ValueCountFrequency (%)
586
 
3.0%
520
 
2.6%
502
 
2.5%
343
 
1.7%
307
 
1.6%
301
 
1.5%
273
 
1.4%
262
 
1.3%
258
 
1.3%
257
 
1.3%
Other values (854) 16112
81.7%
None
ValueCountFrequency (%)
· 45
86.5%
2
 
3.8%
2
 
3.8%
2
 
3.8%
× 1
 
1.9%
CJK
ValueCountFrequency (%)
2
20.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
Punctuation
ValueCountFrequency (%)
2
100.0%
Compat Jamo
ValueCountFrequency (%)
1
33.3%
1
33.3%
1
33.3%
Distinct1094
Distinct (%)92.8%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:34.437250image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length61
Median length57
Mean length14.899915
Min length5

Characters and Unicode

Total characters17567
Distinct characters586
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1030 ?
Unique (%)87.4%

Sample

1st row예영희 글 ; 정서영 그림
2nd row심수영 글 ; 배은윤 그림
3rd row조경희 글 ; 시미씨 그림
4th row문방구 TV 원작 ; 박동명 글 ; 도니패밀리 그림
5th row현상길 글 ; 박빛나 그림
ValueCountFrequency (%)
792
 
14.9%
지음 654
 
12.3%
그림 356
 
6.7%
옮김 354
 
6.7%
267
 
5.0%
글·그림 87
 
1.6%
공]지음 55
 
1.0%
공]글 20
 
0.4%
일러스트 19
 
0.4%
편집부 15
 
0.3%
Other values (2107) 2704
50.8%
2023-12-11T02:03:35.205964image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4144
23.6%
849
 
4.8%
; 792
 
4.5%
741
 
4.2%
692
 
3.9%
479
 
2.7%
478
 
2.7%
395
 
2.2%
383
 
2.2%
363
 
2.1%
Other values (576) 8251
47.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 11861
67.5%
Space Separator 4144
 
23.6%
Other Punctuation 1118
 
6.4%
Open Punctuation 155
 
0.9%
Close Punctuation 155
 
0.9%
Uppercase Letter 65
 
0.4%
Lowercase Letter 45
 
0.3%
Decimal Number 14
 
0.1%
Math Symbol 8
 
< 0.1%
Dash Punctuation 2
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
849
 
7.2%
741
 
6.2%
692
 
5.8%
479
 
4.0%
478
 
4.0%
395
 
3.3%
383
 
3.2%
363
 
3.1%
208
 
1.8%
195
 
1.6%
Other values (523) 7078
59.7%
Uppercase Letter
ValueCountFrequency (%)
T 8
12.3%
A 7
10.8%
C 6
9.2%
M 6
9.2%
J 5
 
7.7%
B 5
 
7.7%
K 4
 
6.2%
S 4
 
6.2%
R 3
 
4.6%
V 3
 
4.6%
Other values (8) 14
21.5%
Lowercase Letter
ValueCountFrequency (%)
i 7
15.6%
a 7
15.6%
r 4
8.9%
s 4
8.9%
n 3
 
6.7%
t 3
 
6.7%
d 2
 
4.4%
u 2
 
4.4%
w 2
 
4.4%
o 2
 
4.4%
Other values (7) 9
20.0%
Other Punctuation
ValueCountFrequency (%)
; 792
70.8%
, 122
 
10.9%
. 106
 
9.5%
· 95
 
8.5%
/ 2
 
0.2%
! 1
 
0.1%
Decimal Number
ValueCountFrequency (%)
3 5
35.7%
2 3
21.4%
1 2
 
14.3%
7 2
 
14.3%
5 1
 
7.1%
0 1
 
7.1%
Math Symbol
ValueCountFrequency (%)
> 4
50.0%
< 4
50.0%
Space Separator
ValueCountFrequency (%)
4144
100.0%
Open Punctuation
ValueCountFrequency (%)
[ 155
100.0%
Close Punctuation
ValueCountFrequency (%)
] 155
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 11861
67.5%
Common 5596
31.9%
Latin 110
 
0.6%

Most frequent character per script

Hangul
ValueCountFrequency (%)
849
 
7.2%
741
 
6.2%
692
 
5.8%
479
 
4.0%
478
 
4.0%
395
 
3.3%
383
 
3.2%
363
 
3.1%
208
 
1.8%
195
 
1.6%
Other values (523) 7078
59.7%
Latin
ValueCountFrequency (%)
T 8
 
7.3%
A 7
 
6.4%
i 7
 
6.4%
a 7
 
6.4%
C 6
 
5.5%
M 6
 
5.5%
J 5
 
4.5%
B 5
 
4.5%
K 4
 
3.6%
S 4
 
3.6%
Other values (25) 51
46.4%
Common
ValueCountFrequency (%)
4144
74.1%
; 792
 
14.2%
[ 155
 
2.8%
] 155
 
2.8%
, 122
 
2.2%
. 106
 
1.9%
· 95
 
1.7%
3 5
 
0.1%
> 4
 
0.1%
< 4
 
0.1%
Other values (8) 14
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 11861
67.5%
ASCII 5611
31.9%
None 95
 
0.5%

Most frequent character per block

ASCII
ValueCountFrequency (%)
4144
73.9%
; 792
 
14.1%
[ 155
 
2.8%
] 155
 
2.8%
, 122
 
2.2%
. 106
 
1.9%
T 8
 
0.1%
A 7
 
0.1%
i 7
 
0.1%
a 7
 
0.1%
Other values (42) 108
 
1.9%
Hangul
ValueCountFrequency (%)
849
 
7.2%
741
 
6.2%
692
 
5.8%
479
 
4.0%
478
 
4.0%
395
 
3.3%
383
 
3.2%
363
 
3.1%
208
 
1.8%
195
 
1.6%
Other values (523) 7078
59.7%
None
ValueCountFrequency (%)
· 95
100.0%
Distinct661
Distinct (%)56.1%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:35.949760image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length20
Mean length5.0178117
Min length1

Characters and Unicode

Total characters5916
Distinct characters478
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique429 ?
Unique (%)36.4%

Sample

1st row고래책빵
2nd row참글어린이
3rd row엠앤키즈:M & K
4th row서울문화사
5th row풀잎
ValueCountFrequency (%)
창비 17
 
1.4%
비룡소 11
 
0.9%
김영사 11
 
0.9%
걷는사람 9
 
0.7%
에듀앤테크 8
 
0.7%
자음과모음 8
 
0.7%
문학동네 8
 
0.7%
푸른숲주니어:푸른숲 8
 
0.7%
위즈덤하우스 8
 
0.7%
고래책빵 8
 
0.7%
Other values (672) 1120
92.1%
2023-12-11T02:03:36.600964image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
213
 
3.6%
194
 
3.3%
: 192
 
3.2%
169
 
2.9%
153
 
2.6%
124
 
2.1%
93
 
1.6%
89
 
1.5%
87
 
1.5%
77
 
1.3%
Other values (468) 4525
76.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 5495
92.9%
Other Punctuation 209
 
3.5%
Lowercase Letter 106
 
1.8%
Uppercase Letter 56
 
0.9%
Space Separator 37
 
0.6%
Decimal Number 13
 
0.2%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
213
 
3.9%
194
 
3.5%
169
 
3.1%
153
 
2.8%
124
 
2.3%
93
 
1.7%
89
 
1.6%
87
 
1.6%
77
 
1.4%
73
 
1.3%
Other values (425) 4223
76.9%
Lowercase Letter
ValueCountFrequency (%)
o 18
17.0%
i 12
11.3%
e 11
10.4%
s 10
9.4%
n 10
9.4%
r 9
8.5%
a 6
 
5.7%
b 5
 
4.7%
y 5
 
4.7%
k 4
 
3.8%
Other values (9) 16
15.1%
Uppercase Letter
ValueCountFrequency (%)
B 14
25.0%
M 12
21.4%
K 8
14.3%
S 5
 
8.9%
A 2
 
3.6%
H 2
 
3.6%
R 2
 
3.6%
U 2
 
3.6%
D 2
 
3.6%
P 2
 
3.6%
Other values (5) 5
 
8.9%
Other Punctuation
ValueCountFrequency (%)
: 192
91.9%
& 7
 
3.3%
# 5
 
2.4%
· 3
 
1.4%
, 2
 
1.0%
Decimal Number
ValueCountFrequency (%)
2 7
53.8%
1 5
38.5%
4 1
 
7.7%
Space Separator
ValueCountFrequency (%)
37
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 5495
92.9%
Common 259
 
4.4%
Latin 162
 
2.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
213
 
3.9%
194
 
3.5%
169
 
3.1%
153
 
2.8%
124
 
2.3%
93
 
1.7%
89
 
1.6%
87
 
1.6%
77
 
1.4%
73
 
1.3%
Other values (425) 4223
76.9%
Latin
ValueCountFrequency (%)
o 18
 
11.1%
B 14
 
8.6%
M 12
 
7.4%
i 12
 
7.4%
e 11
 
6.8%
s 10
 
6.2%
n 10
 
6.2%
r 9
 
5.6%
K 8
 
4.9%
a 6
 
3.7%
Other values (24) 52
32.1%
Common
ValueCountFrequency (%)
: 192
74.1%
37
 
14.3%
& 7
 
2.7%
2 7
 
2.7%
1 5
 
1.9%
# 5
 
1.9%
· 3
 
1.2%
, 2
 
0.8%
4 1
 
0.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 5495
92.9%
ASCII 418
 
7.1%
None 3
 
0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
213
 
3.9%
194
 
3.5%
169
 
3.1%
153
 
2.8%
124
 
2.3%
93
 
1.7%
89
 
1.6%
87
 
1.6%
77
 
1.4%
73
 
1.3%
Other values (425) 4223
76.9%
ASCII
ValueCountFrequency (%)
: 192
45.9%
37
 
8.9%
o 18
 
4.3%
B 14
 
3.3%
M 12
 
2.9%
i 12
 
2.9%
e 11
 
2.6%
s 10
 
2.4%
n 10
 
2.4%
r 9
 
2.2%
Other values (32) 93
22.2%
None
ValueCountFrequency (%)
· 3
100.0%

발행년
Real number (ℝ)

Distinct10
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2019.8524
Minimum2004
Maximum2021
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size10.5 KiB
2023-12-11T02:03:36.774534image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2004
5-th percentile2019
Q12020
median2020
Q32020
95-th percentile2020
Maximum2021
Range17
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.93884326
Coefficient of variation (CV)0.00046480785
Kurtosis181.52387
Mean2019.8524
Median Absolute Deviation (MAD)0
Skewness-12.07655
Sum2381406
Variance0.88142666
MonotonicityNot monotonic
2023-12-11T02:03:36.950827image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
2020 1098
93.1%
2019 47
 
4.0%
2018 10
 
0.8%
2017 8
 
0.7%
2016 6
 
0.5%
2021 4
 
0.3%
2014 2
 
0.2%
2004 2
 
0.2%
2006 1
 
0.1%
2015 1
 
0.1%
ValueCountFrequency (%)
2004 2
 
0.2%
2006 1
 
0.1%
2014 2
 
0.2%
2015 1
 
0.1%
2016 6
 
0.5%
2017 8
 
0.7%
2018 10
 
0.8%
2019 47
 
4.0%
2020 1098
93.1%
2021 4
 
0.3%
ValueCountFrequency (%)
2021 4
 
0.3%
2020 1098
93.1%
2019 47
 
4.0%
2018 10
 
0.8%
2017 8
 
0.7%
2016 6
 
0.5%
2015 1
 
0.1%
2014 2
 
0.2%
2006 1
 
0.1%
2004 2
 
0.2%

자료실명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
[정관]종합자료열람실
708 
[정관]어린이자료실
471 

Length

Max length11
Median length11
Mean length10.600509
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row[정관]어린이자료실
2nd row[정관]어린이자료실
3rd row[정관]어린이자료실
4th row[정관]어린이자료실
5th row[정관]어린이자료실

Common Values

ValueCountFrequency (%)
[정관]종합자료열람실 708
60.1%
[정관]어린이자료실 471
39.9%

Length

2023-12-11T02:03:37.168254image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:03:37.335461image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
정관]종합자료열람실 708
60.1%
정관]어린이자료실 471
39.9%

Interactions

2023-12-11T02:03:31.270886image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:30.897804image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:31.450049image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:31.071157image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T02:03:37.432231image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.0000.1731.000
발행년0.1731.0000.000
자료실명1.0000.0001.000
2023-12-11T02:03:37.577891image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.0000.0410.995
발행년0.0411.0000.000
자료실명0.9950.0001.000

Missing values

2023-12-11T02:03:31.690011image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T02:03:31.939904image/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

순번서명저작자발행자발행년자료실명
01고래야 춤추자예영희 글 ; 정서영 그림고래책빵2020[정관]어린이자료실
12동짓날 풍경심수영 글 ; 배은윤 그림참글어린이2020[정관]어린이자료실
23말상처 처방전 : 찔리지 말자, 아픈 말조경희 글 ; 시미씨 그림엠앤키즈:M & K2019[정관]어린이자료실
34문방구 TV. 6, 속담 대탐구문방구 TV 원작 ; 박동명 글 ; 도니패밀리 그림서울문화사2020[정관]어린이자료실
45(바로 알고, 바로 쓰는)빵빵한 맞춤법현상길 글 ; 박빛나 그림풀잎2020[정관]어린이자료실
56베르메유의 숲 : 이상한 오후의 핑크빛 소풍까미유 주르디 글·그림 ; 윤민정 옮김바둑이 하우스2020[정관]어린이자료실
67(비밀요원)레너드. 5, 핼러윈 유령을 찾아라!박설연 글 ; 김덕영 그림아울북:북이십일2020[정관]어린이자료실
78(비밀의 보석 가게)마석관. 1히로시마 레이코 글 ; 사타케 미호 그림 ; 김정화 옮김길벗스쿨2020[정관]어린이자료실
89(비밀의 보석 가게)마석관. 1히로시마 레이코 글 ; 사타케 미호 그림 ; 김정화 옮김길벗스쿨2020[정관]어린이자료실
910빼빼로 데이에 주문을 외우는 : 김춘남 동시집김춘남 시 ; 이영환 그림걸음2020[정관]어린이자료실
순번서명저작자발행자발행년자료실명
11691170(프로이트,)지금은 나 자신을 사랑할 때멍즈 지음 ; 하진이 옮김오렌지연필2020[정관]종합자료열람실
11701171피곤한 게 아니라 우울증입니다 : 마음의 병이 찾아온 평범한 직장인의 정신과 상담 이야기가메히로 사토시,나쓰카와 다쓰야 [공]지음 ; 이은혜 옮김Kyra2020[정관]종합자료열람실
11711172하버드 철학자들의 인생수업 : 나는 무엇으로 사는가대니얼 클라인,토마스 캐스카트 [공]지음 ; 안진이 옮김더퀘스트:길벗2020[정관]종합자료열람실
11721173(한 권으로 끝내는)초등학교 입학준비 : 초등 교사가 알려주는 학교 적응 노하우김수현 지음청림life:청림출판2021[정관]종합자료열람실
11731174(한 번뿐인 인생)엄마로만 살 수 없다박형란 지음미래문화사2020[정관]종합자료열람실
11741175(한 컷의)인문학 : 거대한 지식을 그림으로 잘게 썰어보기 : 사랑, 돈, 계급, 자유권기복 지음웨일북2020[정관]종합자료열람실
11751176해방촌의 채식주의자 : 휘뚜루마뚜루 자유롭게 산다는 것 : 전범선 산문집전범선 지음한겨레출판2020[정관]종합자료열람실
11761177행복을 묻는 당신에게=All about happiness : 11인의 마음 주치의가 알려주는 행복의 기술김아리 엮음김영사2020[정관]종합자료열람실
11771178호텔 대신 집에 체크인합니다 : 일상에 집중하는 공간 탐험 비법해리어트 쾰러 지음 ; 이덕임 옮김애플북스:비전비엔피2020[정관]종합자료열람실
11781179홀로 서기 심리학 : 이제는 흔들리지 않고 삶의 중심을 잡고 싶다면라라 E. 필딩 지음 ; 최연주 일러스트 ; 이지민 옮김메이븐2020[정관]종합자료열람실