Overview

Dataset statistics

Number of variables6
Number of observations952
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory46.6 KiB
Average record size in memory50.1 B

Variable types

Numeric2
Text3
Categorical1

Dataset

Description부산광역시기장군_정관도서관신착자료현황_20211231
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 17:02:12.334414
Analysis finished2023-12-10 17:02:14.719397
Duration2.38 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

순번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct952
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean476.5
Minimum1
Maximum952
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size8.5 KiB
2023-12-11T02:02:14.845068image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile48.55
Q1238.75
median476.5
Q3714.25
95-th percentile904.45
Maximum952
Range951
Interquartile range (IQR)475.5

Descriptive statistics

Standard deviation274.96303
Coefficient of variation (CV)0.57704728
Kurtosis-1.2
Mean476.5
Median Absolute Deviation (MAD)238
Skewness0
Sum453628
Variance75604.667
MonotonicityStrictly increasing
2023-12-11T02:02:15.063270image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.1%
641 1
 
0.1%
629 1
 
0.1%
630 1
 
0.1%
631 1
 
0.1%
632 1
 
0.1%
633 1
 
0.1%
634 1
 
0.1%
635 1
 
0.1%
636 1
 
0.1%
Other values (942) 942
98.9%
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 (%)
952 1
0.1%
951 1
0.1%
950 1
0.1%
949 1
0.1%
948 1
0.1%
947 1
0.1%
946 1
0.1%
945 1
0.1%
944 1
0.1%
943 1
0.1%

서명
Text

Distinct924
Distinct (%)97.1%
Missing0
Missing (%)0.0%
Memory size7.6 KiB
2023-12-11T02:02:15.645401image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length91
Median length49
Mean length25.406513
Min length1

Characters and Unicode

Total characters24187
Distinct characters933
Distinct categories11 ?
Distinct scripts4 ?
Distinct blocks5 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique900 ?
Unique (%)94.5%

Sample

1st row"힘내"를 대신할 말을 찾았다 : 요즘 애들만의 다정하고 무해한 위로
2nd row(10대가 말하다) 틴스피치
3rd row1인 가구를 위한 셀프 집 꾸미기 : 혼자 사는 집도 예뻐질 수 있어!
4th rowFTL에 어서 오세요 : 한국 SF 장편소설
5th rowmRNA 혁명, 세계를 구한 백신 : 면역과 백신의 메커니즘, 그리고 과학자들의 도전과 결실
ValueCountFrequency (%)
530
 
8.2%
장편소설 44
 
0.7%
위한 38
 
0.6%
이야기 29
 
0.4%
24
 
0.4%
2 23
 
0.4%
나는 21
 
0.3%
1 20
 
0.3%
에세이 19
 
0.3%
비밀 17
 
0.3%
Other values (3832) 5706
88.2%
2023-12-11T02:02:16.457405image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
5520
 
22.8%
: 530
 
2.2%
491
 
2.0%
471
 
1.9%
391
 
1.6%
, 252
 
1.0%
245
 
1.0%
231
 
1.0%
223
 
0.9%
220
 
0.9%
Other values (923) 15613
64.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 16010
66.2%
Space Separator 5520
 
22.8%
Other Punctuation 1036
 
4.3%
Lowercase Letter 667
 
2.8%
Decimal Number 490
 
2.0%
Uppercase Letter 162
 
0.7%
Close Punctuation 116
 
0.5%
Open Punctuation 116
 
0.5%
Math Symbol 56
 
0.2%
Dash Punctuation 12
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
491
 
3.1%
471
 
2.9%
391
 
2.4%
245
 
1.5%
231
 
1.4%
223
 
1.4%
220
 
1.4%
216
 
1.3%
202
 
1.3%
195
 
1.2%
Other values (842) 13125
82.0%
Uppercase Letter
ValueCountFrequency (%)
S 21
13.0%
T 15
 
9.3%
E 14
 
8.6%
B 14
 
8.6%
A 12
 
7.4%
M 10
 
6.2%
F 9
 
5.6%
P 7
 
4.3%
L 6
 
3.7%
C 5
 
3.1%
Other values (15) 49
30.2%
Lowercase Letter
ValueCountFrequency (%)
e 83
12.4%
i 60
 
9.0%
n 56
 
8.4%
o 55
 
8.2%
s 53
 
7.9%
a 51
 
7.6%
r 47
 
7.0%
t 39
 
5.8%
l 30
 
4.5%
c 28
 
4.2%
Other values (14) 165
24.7%
Other Punctuation
ValueCountFrequency (%)
: 530
51.2%
, 252
24.3%
. 129
 
12.5%
! 72
 
6.9%
' 24
 
2.3%
· 15
 
1.4%
" 4
 
0.4%
& 2
 
0.2%
2
 
0.2%
/ 2
 
0.2%
Other values (3) 4
 
0.4%
Decimal Number
ValueCountFrequency (%)
2 116
23.7%
1 103
21.0%
0 91
18.6%
3 55
11.2%
5 35
 
7.1%
4 25
 
5.1%
9 24
 
4.9%
6 16
 
3.3%
7 16
 
3.3%
8 9
 
1.8%
Math Symbol
ValueCountFrequency (%)
= 50
89.3%
× 4
 
7.1%
+ 2
 
3.6%
Other Symbol
ValueCountFrequency (%)
° 1
50.0%
1
50.0%
Space Separator
ValueCountFrequency (%)
5520
100.0%
Close Punctuation
ValueCountFrequency (%)
) 116
100.0%
Open Punctuation
ValueCountFrequency (%)
( 116
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 12
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 16009
66.2%
Common 7348
30.4%
Latin 829
 
3.4%
Han 1
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
491
 
3.1%
471
 
2.9%
391
 
2.4%
245
 
1.5%
231
 
1.4%
223
 
1.4%
220
 
1.4%
216
 
1.3%
202
 
1.3%
195
 
1.2%
Other values (841) 13124
82.0%
Latin
ValueCountFrequency (%)
e 83
 
10.0%
i 60
 
7.2%
n 56
 
6.8%
o 55
 
6.6%
s 53
 
6.4%
a 51
 
6.2%
r 47
 
5.7%
t 39
 
4.7%
l 30
 
3.6%
c 28
 
3.4%
Other values (39) 327
39.4%
Common
ValueCountFrequency (%)
5520
75.1%
: 530
 
7.2%
, 252
 
3.4%
. 129
 
1.8%
) 116
 
1.6%
2 116
 
1.6%
( 116
 
1.6%
1 103
 
1.4%
0 91
 
1.2%
! 72
 
1.0%
Other values (22) 303
 
4.1%
Han
ValueCountFrequency (%)
1
100.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 16009
66.2%
ASCII 8152
33.7%
None 24
 
0.1%
Misc Symbols 1
 
< 0.1%
CJK 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5520
67.7%
: 530
 
6.5%
, 252
 
3.1%
. 129
 
1.6%
) 116
 
1.4%
2 116
 
1.4%
( 116
 
1.4%
1 103
 
1.3%
0 91
 
1.1%
e 83
 
1.0%
Other values (65) 1096
 
13.4%
Hangul
ValueCountFrequency (%)
491
 
3.1%
471
 
2.9%
391
 
2.4%
245
 
1.5%
231
 
1.4%
223
 
1.4%
220
 
1.4%
216
 
1.3%
202
 
1.3%
195
 
1.2%
Other values (841) 13124
82.0%
None
ValueCountFrequency (%)
· 15
62.5%
× 4
 
16.7%
2
 
8.3%
2
 
8.3%
° 1
 
4.2%
Misc Symbols
ValueCountFrequency (%)
1
100.0%
CJK
ValueCountFrequency (%)
1
100.0%
Distinct850
Distinct (%)89.3%
Missing0
Missing (%)0.0%
Memory size7.6 KiB
2023-12-11T02:02:16.953242image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length62
Median length45
Mean length13.481092
Min length3

Characters and Unicode

Total characters12834
Distinct characters531
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

Unique785 ?
Unique (%)82.5%

Sample

1st row김예란 지음
2nd rowEBS < ; 10대가 말하다 틴스피치> ; 제작진 지음
3rd row최유정 지음
4th row클레이븐 지음
5th row전방욱 지음
ValueCountFrequency (%)
지음 603
 
15.5%
532
 
13.7%
옮김 269
 
6.9%
그림 209
 
5.4%
172
 
4.4%
글·그림 65
 
1.7%
공]지음 53
 
1.4%
원작 13
 
0.3%
김덕영 12
 
0.3%
레이코 10
 
0.3%
Other values (1558) 1958
50.3%
2023-12-11T02:02:17.772362image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2946
23.0%
774
 
6.0%
683
 
5.3%
; 531
 
4.1%
499
 
3.9%
304
 
2.4%
300
 
2.3%
293
 
2.3%
276
 
2.2%
258
 
2.0%
Other values (521) 5970
46.5%

Most occurring categories

ValueCountFrequency (%)
Other Letter 8812
68.7%
Space Separator 2946
 
23.0%
Other Punctuation 797
 
6.2%
Close Punctuation 102
 
0.8%
Open Punctuation 102
 
0.8%
Uppercase Letter 50
 
0.4%
Decimal Number 10
 
0.1%
Lowercase Letter 8
 
0.1%
Dash Punctuation 5
 
< 0.1%
Math Symbol 2
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
774
 
8.8%
683
 
7.8%
499
 
5.7%
304
 
3.4%
300
 
3.4%
293
 
3.3%
276
 
3.1%
258
 
2.9%
135
 
1.5%
133
 
1.5%
Other values (483) 5157
58.5%
Uppercase Letter
ValueCountFrequency (%)
S 9
18.0%
B 8
16.0%
A 7
14.0%
J 5
10.0%
C 4
8.0%
T 4
8.0%
R 3
 
6.0%
K 3
 
6.0%
O 2
 
4.0%
V 1
 
2.0%
Other values (4) 4
8.0%
Lowercase Letter
ValueCountFrequency (%)
a 2
25.0%
o 1
12.5%
c 1
12.5%
u 1
12.5%
n 1
12.5%
i 1
12.5%
d 1
12.5%
Other Punctuation
ValueCountFrequency (%)
; 531
66.6%
, 119
 
14.9%
· 75
 
9.4%
. 72
 
9.0%
Close Punctuation
ValueCountFrequency (%)
] 100
98.0%
1
 
1.0%
) 1
 
1.0%
Open Punctuation
ValueCountFrequency (%)
[ 100
98.0%
1
 
1.0%
( 1
 
1.0%
Decimal Number
ValueCountFrequency (%)
0 5
50.0%
1 4
40.0%
2 1
 
10.0%
Math Symbol
ValueCountFrequency (%)
> 1
50.0%
< 1
50.0%
Space Separator
ValueCountFrequency (%)
2946
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 5
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 8812
68.7%
Common 3964
30.9%
Latin 58
 
0.5%

Most frequent character per script

Hangul
ValueCountFrequency (%)
774
 
8.8%
683
 
7.8%
499
 
5.7%
304
 
3.4%
300
 
3.4%
293
 
3.3%
276
 
3.1%
258
 
2.9%
135
 
1.5%
133
 
1.5%
Other values (483) 5157
58.5%
Latin
ValueCountFrequency (%)
S 9
15.5%
B 8
13.8%
A 7
12.1%
J 5
8.6%
C 4
 
6.9%
T 4
 
6.9%
R 3
 
5.2%
K 3
 
5.2%
O 2
 
3.4%
a 2
 
3.4%
Other values (11) 11
19.0%
Common
ValueCountFrequency (%)
2946
74.3%
; 531
 
13.4%
, 119
 
3.0%
] 100
 
2.5%
[ 100
 
2.5%
· 75
 
1.9%
. 72
 
1.8%
- 5
 
0.1%
0 5
 
0.1%
1 4
 
0.1%
Other values (7) 7
 
0.2%

Most occurring blocks

ValueCountFrequency (%)
Hangul 8812
68.7%
ASCII 3945
30.7%
None 77
 
0.6%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2946
74.7%
; 531
 
13.5%
, 119
 
3.0%
] 100
 
2.5%
[ 100
 
2.5%
. 72
 
1.8%
S 9
 
0.2%
B 8
 
0.2%
A 7
 
0.2%
- 5
 
0.1%
Other values (25) 48
 
1.2%
Hangul
ValueCountFrequency (%)
774
 
8.8%
683
 
7.8%
499
 
5.7%
304
 
3.4%
300
 
3.4%
293
 
3.3%
276
 
3.1%
258
 
2.9%
135
 
1.5%
133
 
1.5%
Other values (483) 5157
58.5%
None
ValueCountFrequency (%)
· 75
97.4%
1
 
1.3%
1
 
1.3%
Distinct585
Distinct (%)61.4%
Missing0
Missing (%)0.0%
Memory size7.6 KiB
2023-12-11T02:02:18.301315image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length23
Median length18
Mean length4.9726891
Min length1

Characters and Unicode

Total characters4734
Distinct characters456
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique436 ?
Unique (%)45.8%

Sample

1st row허밍버드:백도씨
2nd row이지북
3rd row밥북
4th row그래비티북스
5th row이상북스
ValueCountFrequency (%)
창비 24
 
2.4%
위즈덤하우스 22
 
2.2%
문학동네 19
 
1.9%
서울문화사 17
 
1.7%
비룡소 14
 
1.4%
겜툰 12
 
1.2%
알에이치코리아 11
 
1.1%
아울북:북이십일 10
 
1.0%
길벗 9
 
0.9%
웅진주니어:웅진씽크빅 9
 
0.9%
Other values (586) 836
85.0%
2023-12-11T02:02:19.057642image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
200
 
4.2%
169
 
3.6%
: 149
 
3.1%
146
 
3.1%
119
 
2.5%
90
 
1.9%
88
 
1.9%
79
 
1.7%
70
 
1.5%
69
 
1.5%
Other values (446) 3555
75.1%

Most occurring categories

ValueCountFrequency (%)
Other Letter 4363
92.2%
Other Punctuation 163
 
3.4%
Lowercase Letter 99
 
2.1%
Uppercase Letter 63
 
1.3%
Space Separator 31
 
0.7%
Decimal Number 13
 
0.3%
Open Punctuation 1
 
< 0.1%
Close Punctuation 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
200
 
4.6%
169
 
3.9%
146
 
3.3%
119
 
2.7%
90
 
2.1%
88
 
2.0%
79
 
1.8%
70
 
1.6%
69
 
1.6%
57
 
1.3%
Other values (403) 3276
75.1%
Lowercase Letter
ValueCountFrequency (%)
o 26
26.3%
i 10
 
10.1%
s 10
 
10.1%
k 9
 
9.1%
n 8
 
8.1%
a 6
 
6.1%
b 6
 
6.1%
e 5
 
5.1%
r 4
 
4.0%
c 3
 
3.0%
Other values (8) 12
12.1%
Uppercase Letter
ValueCountFrequency (%)
B 16
25.4%
K 10
15.9%
M 10
15.9%
P 6
 
9.5%
S 4
 
6.3%
E 4
 
6.3%
R 3
 
4.8%
C 3
 
4.8%
N 2
 
3.2%
H 2
 
3.2%
Other values (2) 3
 
4.8%
Other Punctuation
ValueCountFrequency (%)
: 149
91.4%
& 7
 
4.3%
. 2
 
1.2%
2
 
1.2%
· 1
 
0.6%
; 1
 
0.6%
# 1
 
0.6%
Decimal Number
ValueCountFrequency (%)
2 8
61.5%
1 4
30.8%
7 1
 
7.7%
Space Separator
ValueCountFrequency (%)
31
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 4363
92.2%
Common 209
 
4.4%
Latin 162
 
3.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
200
 
4.6%
169
 
3.9%
146
 
3.3%
119
 
2.7%
90
 
2.1%
88
 
2.0%
79
 
1.8%
70
 
1.6%
69
 
1.6%
57
 
1.3%
Other values (403) 3276
75.1%
Latin
ValueCountFrequency (%)
o 26
16.0%
B 16
 
9.9%
K 10
 
6.2%
M 10
 
6.2%
i 10
 
6.2%
s 10
 
6.2%
k 9
 
5.6%
n 8
 
4.9%
a 6
 
3.7%
b 6
 
3.7%
Other values (20) 51
31.5%
Common
ValueCountFrequency (%)
: 149
71.3%
31
 
14.8%
2 8
 
3.8%
& 7
 
3.3%
1 4
 
1.9%
. 2
 
1.0%
2
 
1.0%
· 1
 
0.5%
( 1
 
0.5%
) 1
 
0.5%
Other values (3) 3
 
1.4%

Most occurring blocks

ValueCountFrequency (%)
Hangul 4363
92.2%
ASCII 368
 
7.8%
None 3
 
0.1%

Most frequent character per block

Hangul
ValueCountFrequency (%)
200
 
4.6%
169
 
3.9%
146
 
3.3%
119
 
2.7%
90
 
2.1%
88
 
2.0%
79
 
1.8%
70
 
1.6%
69
 
1.6%
57
 
1.3%
Other values (403) 3276
75.1%
ASCII
ValueCountFrequency (%)
: 149
40.5%
31
 
8.4%
o 26
 
7.1%
B 16
 
4.3%
K 10
 
2.7%
M 10
 
2.7%
i 10
 
2.7%
s 10
 
2.7%
k 9
 
2.4%
2 8
 
2.2%
Other values (31) 89
24.2%
None
ValueCountFrequency (%)
2
66.7%
· 1
33.3%

발행년
Real number (ℝ)

Distinct9
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2020.8025
Minimum2012
Maximum2022
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size8.5 KiB
2023-12-11T02:02:19.284373image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum2012
5-th percentile2019
Q12021
median2021
Q32021
95-th percentile2021
Maximum2022
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.75415007
Coefficient of variation (CV)0.00037319335
Kurtosis37.512699
Mean2020.8025
Median Absolute Deviation (MAD)0
Skewness-5.3464465
Sum1923804
Variance0.56874232
MonotonicityNot monotonic
2023-12-11T02:02:19.502814image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
2021 857
90.0%
2020 43
 
4.5%
2019 27
 
2.8%
2018 11
 
1.2%
2017 7
 
0.7%
2015 3
 
0.3%
2022 2
 
0.2%
2012 1
 
0.1%
2016 1
 
0.1%
ValueCountFrequency (%)
2012 1
 
0.1%
2015 3
 
0.3%
2016 1
 
0.1%
2017 7
 
0.7%
2018 11
 
1.2%
2019 27
 
2.8%
2020 43
 
4.5%
2021 857
90.0%
2022 2
 
0.2%
ValueCountFrequency (%)
2022 2
 
0.2%
2021 857
90.0%
2020 43
 
4.5%
2019 27
 
2.8%
2018 11
 
1.2%
2017 7
 
0.7%
2016 1
 
0.1%
2015 3
 
0.3%
2012 1
 
0.1%

자료실명
Categorical

HIGH CORRELATION 

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size7.6 KiB
[정관]종합자료열람실
651 
[정관]어린이자료실
300 
[정관]종합자료열람실 보존서고
 
1

Length

Max length16
Median length11
Mean length10.690126
Min length10

Unique

Unique1 ?
Unique (%)0.1%

Sample

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

Common Values

ValueCountFrequency (%)
[정관]종합자료열람실 651
68.4%
[정관]어린이자료실 300
31.5%
[정관]종합자료열람실 보존서고 1
 
0.1%

Length

2023-12-11T02:02:19.857184image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:02:20.069831image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
정관]종합자료열람실 652
68.4%
정관]어린이자료실 300
31.5%
보존서고 1
 
0.1%

Interactions

2023-12-11T02:02:13.950872image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:02:13.656121image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:02:14.113330image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:02:13.797173image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T02:02:20.196324image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.0000.2170.662
발행년0.2171.0000.111
자료실명0.6620.1111.000
2023-12-11T02:02:20.359162image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.000-0.2620.510
발행년-0.2621.0000.070
자료실명0.5100.0701.000

Missing values

2023-12-11T02:02:14.367458image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T02:02:14.644100image/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
01"힘내"를 대신할 말을 찾았다 : 요즘 애들만의 다정하고 무해한 위로김예란 지음허밍버드:백도씨2021[정관]종합자료열람실
12(10대가 말하다) 틴스피치EBS < ; 10대가 말하다 틴스피치> ; 제작진 지음이지북2021[정관]종합자료열람실
231인 가구를 위한 셀프 집 꾸미기 : 혼자 사는 집도 예뻐질 수 있어!최유정 지음밥북2021[정관]종합자료열람실
34FTL에 어서 오세요 : 한국 SF 장편소설클레이븐 지음그래비티북스2021[정관]종합자료열람실
45mRNA 혁명, 세계를 구한 백신 : 면역과 백신의 메커니즘, 그리고 과학자들의 도전과 결실전방욱 지음이상북스2021[정관]종합자료열람실
56Why를 소통하는 도구, OKR : 성과를 개발하는 조직 문화 구축하기장영학,유병은 [공]지음플랜비디자인2021[정관]종합자료열람실
67가격 경제학 : 가격을 알면 경제가 보인다도쿠다 겐지 지음 ; 이정미 옮김한국물가정보2021[정관]종합자료열람실
78가족이데아 : 장해림 메타버스 스릴러장해림 지음고즈넉이엔티2021[정관]종합자료열람실
89감성 로봇 : 존재의 의미를 묻다앨릭스 조하르,그레그 파스,제이크 리처드슨 [공]지음 ; 앨릭스 조하르 그림 ; 정민아 옮김니케북스2021[정관]종합자료열람실
910감정 보관함남상순 글풀과바람2021[정관]종합자료열람실
순번서명저작자발행자발행년자료실명
942943소미와 유령코치 : 마법 판타지 동화김현영 글 ; 싹이 그림엠앤키즈:M & K2021[정관]어린이자료실
943944(십대, 좋은 습관)1일 1실천이형준 지음피플앤북스2021[정관]종합자료열람실
944945아이가 공부에 빠져드는 순간 : 공부 의욕을 샘솟게 하는 하루 10분의 기적유정임 지음심야책방2021[정관]종합자료열람실
945946어포메이션 : 삶에 기적을 일으키는 질문법노아 세인트 존 지음 ; 황을호 옮김Navi school2021[정관]종합자료열람실
946947열세 살의 첫 번째 사랑조아라 지음 ; 한송이 그림엠앤키즈:M & K2021[정관]어린이자료실
947948열세 살의 첫 번째 사랑조아라 지음 ; 한송이 그림엠앤키즈:M & K2021[정관]어린이자료실
948949열세 살의 첫 번째 사랑조아라 지음 ; 한송이 그림엠앤키즈:M & K2021[정관]어린이자료실
949950유라와 마법의 향수 : 마법 판타지 동화김현영 글 ; 싹이 그림엠앤키즈:M & K2020[정관]어린이자료실
950951지구를 타고 우주로 풍덩!필립 번팅 지음 ; 최인숙 옮김이음2021[정관]어린이자료실
951952(환상 속의 성)아몬드랜드 : 마법 판타지 동화김현영 글 ; 싹이 그림엠앤키즈:M & K2021[정관]어린이자료실