Overview

Dataset statistics

Number of variables7
Number of observations1170
Missing cells1170
Missing cells (%)14.3%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory67.5 KiB
Average record size in memory59.1 B

Variable types

Numeric2
Text3
Categorical1
Unsupported1

Dataset

Description부산광역시기장군_정관도서관신착자료현황_20201103
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
Unnamed: 6 has 1170 (100.0%) missing valuesMissing
순번 has unique valuesUnique
Unnamed: 6 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-10 17:03:48.505899
Analysis finished2023-12-10 17:03:52.154296
Duration3.65 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

순번
Real number (ℝ)

HIGH CORRELATION  UNIQUE 

Distinct1170
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean585.5
Minimum1
Maximum1170
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size10.4 KiB
2023-12-11T02:03:52.320098image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile59.45
Q1293.25
median585.5
Q3877.75
95-th percentile1111.55
Maximum1170
Range1169
Interquartile range (IQR)584.5

Descriptive statistics

Standard deviation337.89421
Coefficient of variation (CV)0.5771037
Kurtosis-1.2
Mean585.5
Median Absolute Deviation (MAD)292.5
Skewness0
Sum685035
Variance114172.5
MonotonicityStrictly increasing
2023-12-11T02:03:52.627562image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
0.1%
770 1
 
0.1%
786 1
 
0.1%
785 1
 
0.1%
784 1
 
0.1%
783 1
 
0.1%
782 1
 
0.1%
781 1
 
0.1%
780 1
 
0.1%
779 1
 
0.1%
Other values (1160) 1160
99.1%
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 (%)
1170 1
0.1%
1169 1
0.1%
1168 1
0.1%
1167 1
0.1%
1166 1
0.1%
1165 1
0.1%
1164 1
0.1%
1163 1
0.1%
1162 1
0.1%
1161 1
0.1%

서명
Text

Distinct1140
Distinct (%)97.4%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:53.271306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length95
Median length59
Mean length24.386325
Min length2

Characters and Unicode

Total characters28532
Distinct characters843
Distinct categories11 ?
Distinct scripts4 ?
Distinct blocks6 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique1113 ?
Unique (%)95.1%

Sample

1st row#해시태그로 스토리를 디자인하라 : 끌리는 이야기에는 전략이 있다
2nd row(13개월 13주 13일) 도둑맞은 시간
3rd row(A) canadian year : twelve months in the life of canada's kids
4th row(A) trip to the moon
5th row(A) well-mannered young wolf
ValueCountFrequency (%)
490
 
7.5%
the 132
 
2.0%
of 59
 
0.9%
and 42
 
0.6%
장편소설 39
 
0.6%
a 39
 
0.6%
to 34
 
0.5%
1 27
 
0.4%
위한 22
 
0.3%
in 20
 
0.3%
Other values (3645) 5593
86.1%
2023-12-11T02:03:54.199359image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
5327
 
18.7%
e 1173
 
4.1%
a 888
 
3.1%
o 861
 
3.0%
t 720
 
2.5%
i 686
 
2.4%
s 667
 
2.3%
n 658
 
2.3%
r 628
 
2.2%
: 488
 
1.7%
Other values (833) 16436
57.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 10563
37.0%
Lowercase Letter 9806
34.4%
Space Separator 5327
18.7%
Uppercase Letter 1013
 
3.6%
Other Punctuation 992
 
3.5%
Decimal Number 349
 
1.2%
Open Punctuation 208
 
0.7%
Close Punctuation 208
 
0.7%
Math Symbol 45
 
0.2%
Dash Punctuation 17
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
312
 
3.0%
274
 
2.6%
251
 
2.4%
171
 
1.6%
150
 
1.4%
149
 
1.4%
149
 
1.4%
142
 
1.3%
140
 
1.3%
139
 
1.3%
Other values (747) 8686
82.2%
Lowercase Letter
ValueCountFrequency (%)
e 1173
12.0%
a 888
 
9.1%
o 861
 
8.8%
t 720
 
7.3%
i 686
 
7.0%
s 667
 
6.8%
n 658
 
6.7%
r 628
 
6.4%
l 466
 
4.8%
h 463
 
4.7%
Other values (16) 2596
26.5%
Uppercase Letter
ValueCountFrequency (%)
T 142
14.0%
A 83
 
8.2%
M 79
 
7.8%
S 78
 
7.7%
B 63
 
6.2%
W 60
 
5.9%
C 60
 
5.9%
L 45
 
4.4%
F 44
 
4.3%
P 44
 
4.3%
Other values (16) 315
31.1%
Other Punctuation
ValueCountFrequency (%)
: 488
49.2%
. 140
 
14.1%
, 132
 
13.3%
! 80
 
8.1%
' 70
 
7.1%
? 51
 
5.1%
· 9
 
0.9%
& 8
 
0.8%
" 6
 
0.6%
% 3
 
0.3%
Other values (4) 5
 
0.5%
Decimal Number
ValueCountFrequency (%)
1 101
28.9%
0 63
18.1%
2 46
13.2%
3 31
 
8.9%
5 26
 
7.4%
7 21
 
6.0%
4 19
 
5.4%
8 16
 
4.6%
9 14
 
4.0%
6 12
 
3.4%
Math Symbol
ValueCountFrequency (%)
= 35
77.8%
~ 9
 
20.0%
+ 1
 
2.2%
Open Punctuation
ValueCountFrequency (%)
( 202
97.1%
[ 6
 
2.9%
Close Punctuation
ValueCountFrequency (%)
) 202
97.1%
] 6
 
2.9%
Space Separator
ValueCountFrequency (%)
5327
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 17
100.0%
Other Symbol
ValueCountFrequency (%)
4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 10819
37.9%
Hangul 10553
37.0%
Common 7150
25.1%
Han 10
 
< 0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
312
 
3.0%
274
 
2.6%
251
 
2.4%
171
 
1.6%
150
 
1.4%
149
 
1.4%
149
 
1.4%
142
 
1.3%
140
 
1.3%
139
 
1.3%
Other values (737) 8676
82.2%
Latin
ValueCountFrequency (%)
e 1173
 
10.8%
a 888
 
8.2%
o 861
 
8.0%
t 720
 
6.7%
i 686
 
6.3%
s 667
 
6.2%
n 658
 
6.1%
r 628
 
5.8%
l 466
 
4.3%
h 463
 
4.3%
Other values (42) 3609
33.4%
Common
ValueCountFrequency (%)
5327
74.5%
: 488
 
6.8%
( 202
 
2.8%
) 202
 
2.8%
. 140
 
2.0%
, 132
 
1.8%
1 101
 
1.4%
! 80
 
1.1%
' 70
 
1.0%
0 63
 
0.9%
Other values (24) 345
 
4.8%
Han
ValueCountFrequency (%)
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
西 1
10.0%
1
10.0%
1
10.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 17953
62.9%
Hangul 10553
37.0%
None 11
 
< 0.1%
CJK 10
 
< 0.1%
Misc Symbols 4
 
< 0.1%
Punctuation 1
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
5327
29.7%
e 1173
 
6.5%
a 888
 
4.9%
o 861
 
4.8%
t 720
 
4.0%
i 686
 
3.8%
s 667
 
3.7%
n 658
 
3.7%
r 628
 
3.5%
: 488
 
2.7%
Other values (72) 5857
32.6%
Hangul
ValueCountFrequency (%)
312
 
3.0%
274
 
2.6%
251
 
2.4%
171
 
1.6%
150
 
1.4%
149
 
1.4%
149
 
1.4%
142
 
1.3%
140
 
1.3%
139
 
1.3%
Other values (737) 8676
82.2%
None
ValueCountFrequency (%)
· 9
81.8%
2
 
18.2%
Misc Symbols
ValueCountFrequency (%)
4
100.0%
CJK
ValueCountFrequency (%)
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
1
10.0%
西 1
10.0%
1
10.0%
1
10.0%
Punctuation
ValueCountFrequency (%)
1
100.0%
Distinct868
Distinct (%)74.2%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:54.791029image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length149
Median length69
Mean length22.197436
Min length3

Characters and Unicode

Total characters25971
Distinct characters512
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique767 ?
Unique (%)65.6%

Sample

1st row이현 지음
2nd row알렉스 쉬어러 글 ; 원지인 옮김
3rd rowTania McCartney ; illustrated by Tina Snerling
4th rowcreated by Neville Astley ; illustrated by Mark Baker
5th rowwritten by Jean Leroy ; illustrated by Matthieu Maudet
ValueCountFrequency (%)
643
 
11.5%
by 593
 
10.6%
지음 354
 
6.3%
옮김 188
 
3.4%
그림 183
 
3.3%
illustrated 164
 
2.9%
145
 
2.6%
글·그림 42
 
0.8%
adapted 42
 
0.8%
nora 40
 
0.7%
Other values (1833) 3206
57.2%
2023-12-11T02:03:55.789785image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4431
 
17.1%
e 1342
 
5.2%
a 1327
 
5.1%
r 975
 
3.8%
t 936
 
3.6%
y 880
 
3.4%
n 862
 
3.3%
i 842
 
3.2%
l 819
 
3.2%
s 725
 
2.8%
Other values (502) 12832
49.4%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 12452
47.9%
Other Letter 6095
23.5%
Space Separator 4431
 
17.1%
Uppercase Letter 1861
 
7.2%
Other Punctuation 955
 
3.7%
Close Punctuation 89
 
0.3%
Open Punctuation 78
 
0.3%
Dash Punctuation 8
 
< 0.1%
Math Symbol 2
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
456
 
7.5%
408
 
6.7%
335
 
5.5%
241
 
4.0%
233
 
3.8%
216
 
3.5%
196
 
3.2%
182
 
3.0%
106
 
1.7%
97
 
1.6%
Other values (440) 3625
59.5%
Lowercase Letter
ValueCountFrequency (%)
e 1342
10.8%
a 1327
10.7%
r 975
 
7.8%
t 936
 
7.5%
y 880
 
7.1%
n 862
 
6.9%
i 842
 
6.8%
l 819
 
6.6%
s 725
 
5.8%
o 697
 
5.6%
Other values (15) 3047
24.5%
Uppercase Letter
ValueCountFrequency (%)
M 192
 
10.3%
A 166
 
8.9%
B 153
 
8.2%
S 132
 
7.1%
G 122
 
6.6%
C 118
 
6.3%
J 105
 
5.6%
K 102
 
5.5%
R 97
 
5.2%
N 83
 
4.5%
Other values (14) 591
31.8%
Other Punctuation
ValueCountFrequency (%)
; 643
67.3%
. 148
 
15.5%
, 106
 
11.1%
· 47
 
4.9%
' 6
 
0.6%
" 4
 
0.4%
1
 
0.1%
Math Symbol
ValueCountFrequency (%)
< 1
50.0%
> 1
50.0%
Space Separator
ValueCountFrequency (%)
4431
100.0%
Close Punctuation
ValueCountFrequency (%)
] 89
100.0%
Open Punctuation
ValueCountFrequency (%)
[ 78
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 14313
55.1%
Hangul 6095
23.5%
Common 5563
 
21.4%

Most frequent character per script

Hangul
ValueCountFrequency (%)
456
 
7.5%
408
 
6.7%
335
 
5.5%
241
 
4.0%
233
 
3.8%
216
 
3.5%
196
 
3.2%
182
 
3.0%
106
 
1.7%
97
 
1.6%
Other values (440) 3625
59.5%
Latin
ValueCountFrequency (%)
e 1342
 
9.4%
a 1327
 
9.3%
r 975
 
6.8%
t 936
 
6.5%
y 880
 
6.1%
n 862
 
6.0%
i 842
 
5.9%
l 819
 
5.7%
s 725
 
5.1%
o 697
 
4.9%
Other values (39) 4908
34.3%
Common
ValueCountFrequency (%)
4431
79.7%
; 643
 
11.6%
. 148
 
2.7%
, 106
 
1.9%
] 89
 
1.6%
[ 78
 
1.4%
· 47
 
0.8%
- 8
 
0.1%
' 6
 
0.1%
" 4
 
0.1%
Other values (3) 3
 
0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII 19828
76.3%
Hangul 6095
 
23.5%
None 48
 
0.2%

Most frequent character per block

ASCII
ValueCountFrequency (%)
4431
22.3%
e 1342
 
6.8%
a 1327
 
6.7%
r 975
 
4.9%
t 936
 
4.7%
y 880
 
4.4%
n 862
 
4.3%
i 842
 
4.2%
l 819
 
4.1%
s 725
 
3.7%
Other values (50) 6689
33.7%
Hangul
ValueCountFrequency (%)
456
 
7.5%
408
 
6.7%
335
 
5.5%
241
 
4.0%
233
 
3.8%
216
 
3.5%
196
 
3.2%
182
 
3.0%
106
 
1.7%
97
 
1.6%
Other values (440) 3625
59.5%
None
ValueCountFrequency (%)
· 47
97.9%
1
 
2.1%
Distinct515
Distinct (%)44.0%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
2023-12-11T02:03:56.312835image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length40
Median length33
Mean length10.067521
Min length1

Characters and Unicode

Total characters11779
Distinct characters422
Distinct categories7 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique353 ?
Unique (%)30.2%

Sample

1st row천그루숲
2nd row책과콩나무
3rd rowEK Books
4th rowLadybird:Penguin
5th rowEerdmans Books for Young Readers
ValueCountFrequency (%)
books 89
 
5.5%
oxford 52
 
3.2%
cambridgeuniversitypress 49
 
3.0%
innovative 40
 
2.5%
kids 40
 
2.5%
children's 36
 
2.2%
innovatus 35
 
2.2%
education 35
 
2.2%
koreagauss 30
 
1.9%
mcgraw-hill 30
 
1.9%
Other values (533) 1179
73.0%
2023-12-11T02:03:57.094474image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
o 650
 
5.5%
i 596
 
5.1%
n 583
 
4.9%
s 575
 
4.9%
r 572
 
4.9%
e 556
 
4.7%
a 494
 
4.2%
446
 
3.8%
l 341
 
2.9%
d 332
 
2.8%
Other values (412) 6634
56.3%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 6646
56.4%
Other Letter 3169
26.9%
Uppercase Letter 1270
 
10.8%
Space Separator 446
 
3.8%
Other Punctuation 199
 
1.7%
Dash Punctuation 32
 
0.3%
Decimal Number 17
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
161
 
5.1%
127
 
4.0%
94
 
3.0%
76
 
2.4%
68
 
2.1%
67
 
2.1%
55
 
1.7%
53
 
1.7%
49
 
1.5%
45
 
1.4%
Other values (352) 2374
74.9%
Lowercase Letter
ValueCountFrequency (%)
o 650
 
9.8%
i 596
 
9.0%
n 583
 
8.8%
s 575
 
8.7%
r 572
 
8.6%
e 556
 
8.4%
a 494
 
7.4%
l 341
 
5.1%
d 332
 
5.0%
t 268
 
4.0%
Other values (14) 1679
25.3%
Uppercase Letter
ValueCountFrequency (%)
C 150
11.8%
P 140
11.0%
H 120
 
9.4%
B 108
 
8.5%
G 96
 
7.6%
I 92
 
7.2%
U 71
 
5.6%
K 68
 
5.4%
M 57
 
4.5%
S 57
 
4.5%
Other values (12) 311
24.5%
Other Punctuation
ValueCountFrequency (%)
: 121
60.8%
' 37
 
18.6%
& 16
 
8.0%
9
 
4.5%
. 9
 
4.5%
, 6
 
3.0%
# 1
 
0.5%
Decimal Number
ValueCountFrequency (%)
2 7
41.2%
1 5
29.4%
0 2
 
11.8%
3 2
 
11.8%
6 1
 
5.9%
Space Separator
ValueCountFrequency (%)
446
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 32
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 7916
67.2%
Hangul 3169
26.9%
Common 694
 
5.9%

Most frequent character per script

Hangul
ValueCountFrequency (%)
161
 
5.1%
127
 
4.0%
94
 
3.0%
76
 
2.4%
68
 
2.1%
67
 
2.1%
55
 
1.7%
53
 
1.7%
49
 
1.5%
45
 
1.4%
Other values (352) 2374
74.9%
Latin
ValueCountFrequency (%)
o 650
 
8.2%
i 596
 
7.5%
n 583
 
7.4%
s 575
 
7.3%
r 572
 
7.2%
e 556
 
7.0%
a 494
 
6.2%
l 341
 
4.3%
d 332
 
4.2%
t 268
 
3.4%
Other values (36) 2949
37.3%
Common
ValueCountFrequency (%)
446
64.3%
: 121
 
17.4%
' 37
 
5.3%
- 32
 
4.6%
& 16
 
2.3%
9
 
1.3%
. 9
 
1.3%
2 7
 
1.0%
, 6
 
0.9%
1 5
 
0.7%
Other values (4) 6
 
0.9%

Most occurring blocks

ValueCountFrequency (%)
ASCII 8601
73.0%
Hangul 3169
 
26.9%
None 9
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
o 650
 
7.6%
i 596
 
6.9%
n 583
 
6.8%
s 575
 
6.7%
r 572
 
6.7%
e 556
 
6.5%
a 494
 
5.7%
446
 
5.2%
l 341
 
4.0%
d 332
 
3.9%
Other values (49) 3456
40.2%
Hangul
ValueCountFrequency (%)
161
 
5.1%
127
 
4.0%
94
 
3.0%
76
 
2.4%
68
 
2.1%
67
 
2.1%
55
 
1.7%
53
 
1.7%
49
 
1.5%
45
 
1.4%
Other values (352) 2374
74.9%
None
ValueCountFrequency (%)
9
100.0%

발행년
Real number (ℝ)

Distinct23
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2017.2111
Minimum1988
Maximum2020
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size10.4 KiB
2023-12-11T02:03:57.283810image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1988
5-th percentile2007
Q12016
median2019
Q32020
95-th percentile2020
Maximum2020
Range32
Interquartile range (IQR)4

Descriptive statistics

Standard deviation4.4051505
Coefficient of variation (CV)0.0021837826
Kurtosis5.6771263
Mean2017.2111
Median Absolute Deviation (MAD)1
Skewness-2.2671059
Sum2360137
Variance19.405351
MonotonicityNot monotonic
2023-12-11T02:03:57.449168image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=23)
ValueCountFrequency (%)
2020 534
45.6%
2018 135
 
11.5%
2019 131
 
11.2%
2014 66
 
5.6%
2015 65
 
5.6%
2017 65
 
5.6%
2003 34
 
2.9%
2016 32
 
2.7%
2007 21
 
1.8%
2013 19
 
1.6%
Other values (13) 68
 
5.8%
ValueCountFrequency (%)
1988 1
 
0.1%
1992 1
 
0.1%
1997 2
 
0.2%
2001 2
 
0.2%
2002 3
 
0.3%
2003 34
2.9%
2004 3
 
0.3%
2005 4
 
0.3%
2006 2
 
0.2%
2007 21
1.8%
ValueCountFrequency (%)
2020 534
45.6%
2019 131
 
11.2%
2018 135
 
11.5%
2017 65
 
5.6%
2016 32
 
2.7%
2015 65
 
5.6%
2014 66
 
5.6%
2013 19
 
1.6%
2012 8
 
0.7%
2011 12
 
1.0%

자료실명
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.3 KiB
[정관]어린이자료실
796 
[정관]종합자료열람실
374 

Length

Max length11
Median length10
Mean length10.319658
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
[정관]어린이자료실 796
68.0%
[정관]종합자료열람실 374
32.0%

Length

2023-12-11T02:03:57.675555image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T02:03:57.861047image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
정관]어린이자료실 796
68.0%
정관]종합자료열람실 374
32.0%

Unnamed: 6
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing1170
Missing (%)100.0%
Memory size10.4 KiB

Interactions

2023-12-11T02:03:50.795575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:50.391717image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:51.005205image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-11T02:03:50.604258image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-11T02:03:58.024943image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.0000.3640.737
발행년0.3641.0000.466
자료실명0.7370.4661.000
2023-12-11T02:03:58.169494image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
순번발행년자료실명
순번1.0000.4190.576
발행년0.4191.0000.349
자료실명0.5760.3491.000

Missing values

2023-12-11T02:03:51.255442image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T02:03:52.031453image/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

순번서명저작자발행자발행년자료실명Unnamed: 6
01#해시태그로 스토리를 디자인하라 : 끌리는 이야기에는 전략이 있다이현 지음천그루숲2016[정관]종합자료열람실<NA>
12(13개월 13주 13일) 도둑맞은 시간알렉스 쉬어러 글 ; 원지인 옮김책과콩나무2020[정관]어린이자료실<NA>
23(A) canadian year : twelve months in the life of canada's kidsTania McCartney ; illustrated by Tina SnerlingEK Books2018[정관]어린이자료실<NA>
34(A) trip to the mooncreated by Neville Astley ; illustrated by Mark BakerLadybird:Penguin2018[정관]어린이자료실<NA>
45(A) well-mannered young wolfwritten by Jean Leroy ; illustrated by Matthieu MaudetEerdmans Books for Young Readers2016[정관]어린이자료실<NA>
56(A)christmas carolCharles DickensPenguinGroupUSA2019[정관]어린이자료실<NA>
67(A)great day for pupby Bonnie Worth ; illustrated by Aristides RuizHaperCillins Children's Books2002[정관]어린이자료실<NA>
78(A)Letter for georgeby KoreaGaussKoreaGauss2018[정관]어린이자료실<NA>
89(A)light in the night : The moonSimon BeaverCambridgeUniversityPress2014[정관]어린이자료실<NA>
910(A)little lemur named mewJoyce Ann PowzykMillbrookPress2003[정관]어린이자료실<NA>
순번서명저작자발행자발행년자료실명Unnamed: 6
11601161혼자 공부하는 파이썬윤인성 지음한빛미디어2019[정관]종합자료열람실<NA>
11611162혼자서는 무섭지만 : 코로나 시대 일상의 작가들오은 외 지음보스토크프레스2020[정관]종합자료열람실<NA>
11621163화이트 밸런스 : 김민주 소설집김민주 지음2020[정관]종합자료열람실<NA>
11631164화학, 알아두면 사는 데 도움이 됩니다 : 논케미컬, 실리콘프리, 無파라벤, MSG무첨가... 그럴싸한 공포 마케팅에 속지 않는 48가지 화학 상식씨에지에양 지음 ; 김락준 옮김지식너머2019[정관]종합자료열람실<NA>
11641165흙으로 만든 선물전재신 글 ; 오세나 그림씨드북2020[정관]어린이자료실<NA>
11651166흥부 놀부성석제 글 ; 허구 그림비룡소2016[정관]어린이자료실<NA>
11661167희한한 위로강세형 지음수오서재2020[정관]종합자료열람실<NA>
11671168희한한 위로강세형 지음수오서재2020[정관]종합자료열람실<NA>
11681169히구치 유미코의 사계절 자수히구치 유미코 지음 ; 김수연 옮김한즈미디어:한스미디어2020[정관]종합자료열람실<NA>
11691170히트 리프레시 : 마이크로소프트의 영혼을 되찾은 사티아 나델라의 위대한 도전사티아 나델라 지음 ; 최윤희 옮김흐름출판:넥스트웨이브미디어2018[정관]종합자료열람실<NA>