Overview

Dataset statistics

Number of variables13
Number of observations384
Missing cells104
Missing cells (%)2.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory40.3 KiB
Average record size in memory107.3 B

Variable types

Categorical9
Numeric3
DateTime1

Dataset

Description국립아시아문화전당내 공연, 전시, 행사, 교육 등에 관한 공연별 일일 좌석 정보를 제공합니다. 공연, 전시, 행사 관련 공연 기간에 대한 공연장의 좌석 등급및 그에 따른 수용좌석 및 판매 좌석, 요금정보 상영시간 등의 정보를 제공합니다.
Author문화체육관광부 국립아시아문화전당
URLhttps://www.data.go.kr/data/15071294/fileData.do

Alerts

장르 is highly overall correlated with 상영시간 and 7 other fieldsHigh correlation
공연종료일 is highly overall correlated with 상영시간 and 8 other fieldsHigh correlation
요금정보 is highly overall correlated with 상영시간 and 7 other fieldsHigh correlation
구분 is highly overall correlated with 상영시간 and 9 other fieldsHigh correlation
공연시작일 is highly overall correlated with 상영시간 and 8 other fieldsHigh correlation
공연명 is highly overall correlated with 상영시간 and 8 other fieldsHigh correlation
대상 is highly overall correlated with 상영시간 and 6 other fieldsHigh correlation
공연장 is highly overall correlated with 상영시간 and 8 other fieldsHigh correlation
상영시간 is highly overall correlated with 구분 and 7 other fieldsHigh correlation
총 좌석 is highly overall correlated with 구분 and 5 other fieldsHigh correlation
좌석 등급 is highly overall correlated with 구분High correlation
대상 is highly imbalanced (62.7%)Imbalance
좌석 등급 is highly imbalanced (64.6%)Imbalance
상영시간 has 104 (27.1%) missing valuesMissing
총 좌석 has 12 (3.1%) zerosZeros
판매 좌석 has 65 (16.9%) zerosZeros

Reproduction

Analysis started2023-12-12 20:52:42.148287
Analysis finished2023-12-12 20:52:44.603292
Duration2.46 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

구분
Categorical

HIGH CORRELATION 

Distinct4
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
행사
122 
전시
116 
어린이프로그램
78 
공연
68 

Length

Max length7
Median length2
Mean length3.015625
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row공연
2nd row공연
3rd row공연
4th row공연
5th row어린이프로그램

Common Values

ValueCountFrequency (%)
행사 122
31.8%
전시 116
30.2%
어린이프로그램 78
20.3%
공연 68
17.7%

Length

2023-12-13T05:52:44.696988image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:44.842472image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
행사 122
31.8%
전시 116
30.2%
어린이프로그램 78
20.3%
공연 68
17.7%

공연명
Categorical

HIGH CORRELATION 

Distinct19
Distinct (%)4.9%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
2021 유아놀이터
102 
2021 어린이체험관
78 
제13회 광주비엔날레 파빌리온 프로젝트 및 GB커미션
34 
2020 문화창조원 통합관람권
34 
2020-2021 ACC 지역연계 우수전시기획공모 선정 전시 <공감본능>
33 
Other values (14)
103 

Length

Max length47
Median length38
Mean length18.513021
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>
2nd row2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>
3rd row2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>
4th row2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>
5th row2021 어린이체험관

Common Values

ValueCountFrequency (%)
2021 유아놀이터 102
26.6%
2021 어린이체험관 78
20.3%
제13회 광주비엔날레 파빌리온 프로젝트 및 GB커미션 34
 
8.9%
2020 문화창조원 통합관람권 34
 
8.9%
2020-2021 ACC 지역연계 우수전시기획공모 선정 전시 <공감본능> 33
 
8.6%
2021 오월이야기 시민참여 프로그램 16
 
4.2%
역사의 피뢰침, 윤상원 15
 
3.9%
ACC 레퍼토리<접시꽃 길 85번지> 12
 
3.1%
ACC 아시아스토리 기반 공연제작<시간을 칠하는 사람> 12
 
3.1%
[대관]뮤지컬 싯다르타 12
 
3.1%
Other values (9) 36
 
9.4%

Length

2023-12-13T05:52:44.983825image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2021 225
 
16.5%
유아놀이터 102
 
7.5%
acc 84
 
6.2%
어린이체험관 78
 
5.7%
gb커미션 34
 
2.5%
제13회 34
 
2.5%
문화창조원 34
 
2.5%
2020 34
 
2.5%
통합관람권 34
 
2.5%
및 34
 
2.5%
Other values (62) 667
49.0%

장르
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
체험
154 
전시
116 
기타
42 
연극
24 
공연
17 
Other values (4)
31 

Length

Max length3
Median length2
Mean length2.0703125
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row콘서트
2nd row콘서트
3rd row콘서트
4th row콘서트
5th row체험

Common Values

ValueCountFrequency (%)
체험 154
40.1%
전시 116
30.2%
기타 42
 
10.9%
연극 24
 
6.2%
공연 17
 
4.4%
뮤지컬 12
 
3.1%
콘서트 10
 
2.6%
오페라 5
 
1.3%
영화 4
 
1.0%

Length

2023-12-13T05:52:45.135306image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:45.294252image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
체험 154
40.1%
전시 116
30.2%
기타 42
 
10.9%
연극 24
 
6.2%
공연 17
 
4.4%
뮤지컬 12
 
3.1%
콘서트 10
 
2.6%
오페라 5
 
1.3%
영화 4
 
1.0%

대상
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct6
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
전체관람
312 
8세이상
49 
14세이상
 
12
5세 이상
 
7
만36개월이상
 
2

Length

Max length7
Median length4
Mean length4.0651042
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row8세이상
2nd row8세이상
3rd row8세이상
4th row8세이상
5th row전체관람

Common Values

ValueCountFrequency (%)
전체관람 312
81.2%
8세이상 49
 
12.8%
14세이상 12
 
3.1%
5세 이상 7
 
1.8%
만36개월이상 2
 
0.5%
7세이상 2
 
0.5%

Length

2023-12-13T05:52:45.479192image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:45.626507image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
전체관람 312
79.8%
8세이상 49
 
12.5%
14세이상 12
 
3.1%
5세 7
 
1.8%
이상 7
 
1.8%
만36개월이상 2
 
0.5%
7세이상 2
 
0.5%

상영시간
Real number (ℝ)

HIGH CORRELATION  MISSING 

Distinct9
Distinct (%)3.2%
Missing104
Missing (%)27.1%
Infinite0
Infinite (%)0.0%
Mean90.446429
Minimum40
Maximum160
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size3.5 KiB
2023-12-13T05:52:45.765188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum40
5-th percentile60
Q160
median90
Q3120
95-th percentile120
Maximum160
Range120
Interquartile range (IQR)60

Descriptive statistics

Standard deviation28.80656
Coefficient of variation (CV)0.31849306
Kurtosis-0.66233895
Mean90.446429
Median Absolute Deviation (MAD)30
Skewness0.38586091
Sum25325
Variance829.81791
MonotonicityNot monotonic
2023-12-13T05:52:45.880861image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
60 91
23.7%
120 71
18.5%
100 56
14.6%
90 26
 
6.8%
160 12
 
3.1%
65 12
 
3.1%
70 7
 
1.8%
45 3
 
0.8%
40 2
 
0.5%
(Missing) 104
27.1%
ValueCountFrequency (%)
40 2
 
0.5%
45 3
 
0.8%
60 91
23.7%
65 12
 
3.1%
70 7
 
1.8%
90 26
 
6.8%
100 56
14.6%
120 71
18.5%
160 12
 
3.1%
ValueCountFrequency (%)
160 12
 
3.1%
120 71
18.5%
100 56
14.6%
90 26
 
6.8%
70 7
 
1.8%
65 12
 
3.1%
60 91
23.7%
45 3
 
0.8%
40 2
 
0.5%

공연시작일
Categorical

HIGH CORRELATION 

Distinct20
Distinct (%)5.2%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
2021-01-01
78 
2021-04-03
76 
2021-02-26
34 
2020-05-08
34 
2021-04-16
33 
Other values (15)
129 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-06-30
2nd row2021-06-30
3rd row2021-06-30
4th row2021-06-30
5th row2021-01-01

Common Values

ValueCountFrequency (%)
2021-01-01 78
20.3%
2021-04-03 76
19.8%
2021-02-26 34
8.9%
2020-05-08 34
8.9%
2021-04-16 33
8.6%
2021-01-02 26
 
6.8%
2021-05-08 16
 
4.2%
2021-05-28 15
 
3.9%
2021-05-25 12
 
3.1%
2021-04-29 12
 
3.1%
Other values (10) 48
12.5%

Length

2023-12-13T05:52:46.016604image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2021-01-01 78
20.3%
2021-04-03 76
19.8%
2021-02-26 34
8.9%
2020-05-08 34
8.9%
2021-04-16 33
8.6%
2021-01-02 26
 
6.8%
2021-05-08 16
 
4.2%
2021-05-28 15
 
3.9%
2021-04-29 12
 
3.1%
2021-06-18 12
 
3.1%
Other values (10) 48
12.5%

공연종료일
Categorical

HIGH CORRELATION 

Distinct18
Distinct (%)4.7%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
2021-12-31
154 
2021-05-09
68 
2021-05-23
33 
2021-09-30
26 
2021-06-12
16 
Other values (13)
87 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2021-06-30
2nd row2021-06-30
3rd row2021-06-30
4th row2021-06-30
5th row2021-12-31

Common Values

ValueCountFrequency (%)
2021-12-31 154
40.1%
2021-05-09 68
17.7%
2021-05-23 33
 
8.6%
2021-09-30 26
 
6.8%
2021-06-12 16
 
4.2%
2021-06-13 15
 
3.9%
2021-06-20 12
 
3.1%
2021-05-30 12
 
3.1%
2021-05-01 12
 
3.1%
2021-06-11 5
 
1.3%
Other values (8) 31
 
8.1%

Length

2023-12-13T05:52:46.133896image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2021-12-31 154
40.1%
2021-05-09 68
17.7%
2021-05-23 33
 
8.6%
2021-09-30 26
 
6.8%
2021-06-12 16
 
4.2%
2021-06-13 15
 
3.9%
2021-06-20 12
 
3.1%
2021-05-30 12
 
3.1%
2021-05-01 12
 
3.1%
2021-05-26 5
 
1.3%
Other values (8) 31
 
8.1%

요금정보
Categorical

HIGH CORRELATION 

Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
무료
216 
유료
168 

Length

Max length2
Median length2
Mean length2
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
무료 216
56.2%
유료 168
43.8%

Length

2023-12-13T05:52:46.247238image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:46.334498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
무료 216
56.2%
유료 168
43.8%

공연일
Date

Distinct79
Distinct (%)20.6%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
Minimum2021-04-01 00:00:00
Maximum2021-06-30 00:00:00
2023-12-13T05:52:46.452978image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:46.596820image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)

공연장
Categorical

HIGH CORRELATION 

Distinct10
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
어린이문화원 유아놀이터
102 
어린이문화원 어린이체험관
78 
문화창조원 복합6관
48 
예술극장 극장1
43 
문화창조원 복합5관
34 
Other values (5)
79 

Length

Max length13
Median length10
Mean length10.5625
Min length4

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row예술극장 극장2
2nd row예술극장 극장2
3rd row예술극장 극장2
4th row예술극장 극장2
5th row어린이문화원 어린이체험관

Common Values

ValueCountFrequency (%)
어린이문화원 유아놀이터 102
26.6%
어린이문화원 어린이체험관 78
20.3%
문화창조원 복합6관 48
12.5%
예술극장 극장1 43
11.2%
문화창조원 복합5관 34
 
8.9%
문화창조원 복합관 34
 
8.9%
예술극장 극장2 20
 
5.2%
민주평화교류원 16
 
4.2%
어린이문화원 어린이극장 5
 
1.3%
예술극장 4
 
1.0%

Length

2023-12-13T05:52:46.732047image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:46.864490image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
어린이문화원 185
24.7%
문화창조원 116
15.5%
유아놀이터 102
13.6%
어린이체험관 78
10.4%
예술극장 67
 
9.0%
복합6관 48
 
6.4%
극장1 43
 
5.7%
복합5관 34
 
4.5%
복합관 34
 
4.5%
극장2 20
 
2.7%
Other values (2) 21
 
2.8%

좌석 등급
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct8
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size3.1 KiB
자유석
321 
일반석
 
18
휠체어석
 
15
R석
 
11
S석
 
8
Other values (3)
 
11

Length

Max length7
Median length3
Mean length3.0104167
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowOP석
2nd rowR석
3rd rowS석
4th row일반석
5th row자유석

Common Values

ValueCountFrequency (%)
자유석 321
83.6%
일반석 18
 
4.7%
휠체어석 15
 
3.9%
R석 11
 
2.9%
S석 8
 
2.1%
OP석 4
 
1.0%
A석 4
 
1.0%
VIP(지정) 3
 
0.8%

Length

2023-12-13T05:52:47.019601image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T05:52:47.152707image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
자유석 321
83.6%
일반석 18
 
4.7%
휠체어석 15
 
3.9%
r석 11
 
2.9%
s석 8
 
2.1%
op석 4
 
1.0%
a석 4
 
1.0%
vip(지정 3
 
0.8%

총 좌석
Real number (ℝ)

HIGH CORRELATION  ZEROS 

Distinct35
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean361.11719
Minimum0
Maximum800
Zeros12
Zeros (%)3.1%
Negative0
Negative (%)0.0%
Memory size3.5 KiB
2023-12-13T05:52:47.290751image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q1120
median400
Q3500
95-th percentile800
Maximum800
Range800
Interquartile range (IQR)380

Descriptive statistics

Standard deviation276.996
Coefficient of variation (CV)0.76705293
Kurtosis-1.2103014
Mean361.11719
Median Absolute Deviation (MAD)280
Skewness0.38718521
Sum138669
Variance76726.783
MonotonicityNot monotonic
2023-12-13T05:52:47.680096image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=35)
ValueCountFrequency (%)
120 101
26.3%
800 78
20.3%
500 68
17.7%
400 45
11.7%
0 12
 
3.1%
25 11
 
2.9%
2 9
 
2.3%
178 5
 
1.3%
6 4
 
1.0%
80 4
 
1.0%
Other values (25) 47
12.2%
ValueCountFrequency (%)
0 12
3.1%
1 1
 
0.3%
2 9
2.3%
4 1
 
0.3%
6 4
 
1.0%
10 1
 
0.3%
25 11
2.9%
40 3
 
0.8%
50 4
 
1.0%
70 1
 
0.3%
ValueCountFrequency (%)
800 78
20.3%
606 1
 
0.3%
544 3
 
0.8%
500 68
17.7%
444 3
 
0.8%
400 45
11.7%
380 4
 
1.0%
376 1
 
0.3%
360 1
 
0.3%
334 1
 
0.3%

판매 좌석
Real number (ℝ)

ZEROS 

Distinct168
Distinct (%)43.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean76.700521
Minimum0
Maximum418
Zeros65
Zeros (%)16.9%
Negative0
Negative (%)0.0%
Memory size3.5 KiB
2023-12-13T05:52:47.806695image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q110
median43
Q3116
95-th percentile256.95
Maximum418
Range418
Interquartile range (IQR)106

Descriptive statistics

Standard deviation87.021269
Coefficient of variation (CV)1.134559
Kurtosis2.0080883
Mean76.700521
Median Absolute Deviation (MAD)43
Skewness1.5153537
Sum29453
Variance7572.7012
MonotonicityNot monotonic
2023-12-13T05:52:47.933026image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 65
 
16.9%
4 8
 
2.1%
10 8
 
2.1%
9 6
 
1.6%
120 6
 
1.6%
28 6
 
1.6%
18 5
 
1.3%
16 5
 
1.3%
30 5
 
1.3%
117 5
 
1.3%
Other values (158) 265
69.0%
ValueCountFrequency (%)
0 65
16.9%
1 1
 
0.3%
2 2
 
0.5%
3 1
 
0.3%
4 8
 
2.1%
6 2
 
0.5%
7 4
 
1.0%
8 4
 
1.0%
9 6
 
1.6%
10 8
 
2.1%
ValueCountFrequency (%)
418 1
0.3%
389 1
0.3%
387 1
0.3%
368 1
0.3%
362 1
0.3%
361 1
0.3%
349 1
0.3%
336 1
0.3%
335 1
0.3%
330 1
0.3%

Interactions

2023-12-13T05:52:43.943835image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.173088image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.554558image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:44.041407image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.324195image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.701456image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:44.167607image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.437684image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T05:52:43.832363image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T05:52:48.013069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
구분공연명장르대상상영시간공연시작일공연종료일요금정보공연일공연장좌석 등급총 좌석판매 좌석
구분1.0001.0000.9150.7300.9491.0000.9490.9500.0001.0000.8610.9240.497
공연명1.0001.0000.9931.0001.0001.0000.9971.0000.8591.0000.7800.9370.585
장르0.9150.9931.0000.8670.9141.0001.0000.5660.8150.9170.7140.8810.403
대상0.7301.0000.8671.0000.8891.0001.0000.4690.7430.8580.6720.6930.222
상영시간0.9491.0000.9140.8891.0001.0000.9860.9840.7280.9370.6690.7020.521
공연시작일1.0001.0001.0001.0001.0001.0001.0001.0000.8521.0000.7970.9340.651
공연종료일0.9490.9971.0001.0000.9861.0001.0000.7640.8780.9770.7820.9500.461
요금정보0.9501.0000.5660.4690.9841.0000.7641.0000.0000.9970.4970.7010.186
공연일0.0000.8590.8150.7430.7280.8520.8780.0001.0000.0000.0000.0000.000
공연장1.0001.0000.9170.8580.9371.0000.9770.9970.0001.0000.6630.8880.666
좌석 등급0.8610.7800.7140.6720.6690.7970.7820.4970.0000.6631.0000.6570.243
총 좌석0.9240.9370.8810.6930.7020.9340.9500.7010.0000.8880.6571.0000.469
판매 좌석0.4970.5850.4030.2220.5210.6510.4610.1860.0000.6660.2430.4691.000
2023-12-13T05:52:48.138267image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
장르공연종료일요금정보구분공연시작일공연명좌석 등급대상공연장
장르1.0000.9880.5640.8460.9850.9480.4530.6480.739
공연종료일0.9881.0000.6080.8310.9970.9710.4680.9840.875
요금정보0.5640.6081.0000.7970.9760.9770.3710.3370.942
구분0.8460.8310.7971.0000.9790.9800.5370.5630.992
공연시작일0.9850.9970.9760.9791.0000.9990.4620.9810.987
공연명0.9480.9710.9770.9800.9991.0000.4650.9830.988
좌석 등급0.4530.4680.3710.5370.4620.4651.0000.4540.393
대상0.6480.9840.3370.5630.9810.9830.4541.0000.674
공연장0.7390.8750.9420.9920.9870.9880.3930.6741.000
2023-12-13T05:52:48.269642image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
상영시간총 좌석판매 좌석구분공연명장르대상공연시작일공연종료일요금정보공연장좌석 등급
상영시간1.0000.4720.3040.7210.9730.7320.5330.9730.9280.8800.7770.451
총 좌석0.4721.0000.3520.8560.7290.4820.4330.7270.6540.6960.6770.388
판매 좌석0.3040.3521.0000.3170.2600.1960.1170.2590.1930.1410.2600.117
구분0.7210.8560.3171.0000.9800.8460.5630.9790.8310.7970.9920.537
공연명0.9730.7290.2600.9801.0000.9480.9830.9990.9710.9770.9880.465
장르0.7320.4820.1960.8460.9481.0000.6480.9850.9880.5640.7390.453
대상0.5330.4330.1170.5630.9830.6481.0000.9810.9840.3370.6740.454
공연시작일0.9730.7270.2590.9790.9990.9850.9811.0000.9970.9760.9870.462
공연종료일0.9280.6540.1930.8310.9710.9880.9840.9971.0000.6080.8750.468
요금정보0.8800.6960.1410.7970.9770.5640.3370.9760.6081.0000.9420.371
공연장0.7770.6770.2600.9920.9880.7390.6740.9870.8750.9421.0000.393
좌석 등급0.4510.3880.1170.5370.4650.4530.4540.4620.4680.3710.3931.000

Missing values

2023-12-13T05:52:44.317697image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T05:52:44.518264image/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

구분공연명장르대상상영시간공연시작일공연종료일요금정보공연일공연장좌석 등급총 좌석판매 좌석
0공연2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>콘서트8세이상902021-06-302021-06-30유료2021-06-30예술극장 극장2OP석400
1공연2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>콘서트8세이상902021-06-302021-06-30유료2021-06-30예술극장 극장2R석380183
2공연2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>콘서트8세이상902021-06-302021-06-30유료2021-06-30예술극장 극장2S석8638
3공연2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>콘서트8세이상902021-06-302021-06-30유료2021-06-30예술극장 극장2일반석00
4어린이프로그램2021 어린이체험관체험전체관람<NA>2021-01-012021-12-31유료2021-06-30어린이문화원 어린이체험관자유석8000
5행사2021 유아놀이터체험전체관람602021-04-032021-12-31무료2021-06-30어린이문화원 유아놀이터자유석1200
6공연2021 ACC 브런치<월드뮤직밴드 제나의 달콤 탱고 콘서트>콘서트8세이상902021-06-302021-06-30유료2021-06-30예술극장 극장2휠체어석60
7어린이프로그램2021 어린이체험관체험전체관람<NA>2021-01-012021-12-31유료2021-06-29어린이문화원 어린이체험관자유석8000
8행사2021 유아놀이터체험전체관람602021-04-032021-12-31무료2021-06-29어린이문화원 유아놀이터자유석1200
9행사2021 유아놀이터체험전체관람602021-04-032021-12-31무료2021-06-27어린이문화원 유아놀이터자유석1207
구분공연명장르대상상영시간공연시작일공연종료일요금정보공연일공연장좌석 등급총 좌석판매 좌석
374행사2021 유아놀이터체험전체관람602021-04-032021-12-31무료2021-04-03어린이문화원 유아놀이터자유석13036
375전시제13회 광주비엔날레 파빌리온 프로젝트 및 GB커미션전시전체관람1202021-02-262021-05-09무료2021-04-03문화창조원 복합5관자유석500243
376전시제13회 광주비엔날레 파빌리온 프로젝트 및 GB커미션전시전체관람1202021-02-262021-05-09무료2021-04-02문화창조원 복합5관자유석50092
377어린이프로그램2021 어린이체험관체험전체관람<NA>2021-01-012021-12-31유료2021-04-02어린이문화원 어린이체험관자유석80020
378행사2021 유아놀이터기타전체관람<NA>2021-01-022021-09-30무료2021-04-02어린이문화원 유아놀이터자유석12043
379전시2020 문화창조원 통합관람권전시전체관람1002020-05-082021-05-09유료2021-04-02문화창조원 복합관자유석50032
380어린이프로그램2021 어린이체험관체험전체관람<NA>2021-01-012021-12-31유료2021-04-01어린이문화원 어린이체험관자유석80010
381행사2021 유아놀이터기타전체관람<NA>2021-01-022021-09-30무료2021-04-01어린이문화원 유아놀이터자유석12028
382전시2020 문화창조원 통합관람권전시전체관람1002020-05-082021-05-09유료2021-04-01문화창조원 복합관자유석50024
383전시제13회 광주비엔날레 파빌리온 프로젝트 및 GB커미션전시전체관람1202021-02-262021-05-09무료2021-04-01문화창조원 복합5관자유석500185