Overview

Dataset statistics

Number of variables5
Number of observations63
Missing cells3
Missing cells (%)1.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory2.7 KiB
Average record size in memory44.1 B

Variable types

Numeric2
Text3

Dataset

Description문화생활정보목록조회
Author충청남도
URLhttps://alldam.chungnam.go.kr/bigdata/collect/view.chungnam?menuCd=DOM_000000201001001000&apiIdx=2672

Alerts

기관명 has 2 (3.2%) missing valuesMissing
원문URL has 1 (1.6%) missing valuesMissing
일련번호 has unique valuesUnique

Reproduction

Analysis started2024-03-13 11:47:52.003724
Analysis finished2024-03-13 11:47:53.521518
Duration1.52 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

일련번호
Real number (ℝ)

UNIQUE 

Distinct63
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean108533.78
Minimum212
Maximum266081
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size699.0 B
2024-03-13T20:47:53.611985image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum212
5-th percentile535.9
Q13024
median127266
Q3173866
95-th percentile264024.9
Maximum266081
Range265869
Interquartile range (IQR)170842

Descriptive statistics

Standard deviation92733.248
Coefficient of variation (CV)0.85441832
Kurtosis-1.2300889
Mean108533.78
Median Absolute Deviation (MAD)102744
Skewness0.19549552
Sum6837628
Variance8.5994553 × 109
MonotonicityNot monotonic
2024-03-13T20:47:53.808740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
266081 1
 
1.6%
4475 1
 
1.6%
138372 1
 
1.6%
574 1
 
1.6%
137909 1
 
1.6%
137427 1
 
1.6%
136419 1
 
1.6%
136407 1
 
1.6%
136056 1
 
1.6%
544 1
 
1.6%
Other values (53) 53
84.1%
ValueCountFrequency (%)
212 1
1.6%
426 1
1.6%
529 1
1.6%
535 1
1.6%
544 1
1.6%
574 1
1.6%
584 1
1.6%
990 1
1.6%
1838 1
1.6%
1859 1
1.6%
ValueCountFrequency (%)
266081 1
1.6%
264837 1
1.6%
264597 1
1.6%
264128 1
1.6%
263097 1
1.6%
261043 1
1.6%
249654 1
1.6%
241104 1
1.6%
237779 1
1.6%
230010 1
1.6%

제목
Text

Distinct62
Distinct (%)98.4%
Missing0
Missing (%)0.0%
Memory size636.0 B
2024-03-13T20:47:54.254572image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length72
Median length34
Mean length27.31746
Min length7

Characters and Unicode

Total characters1721
Distinct characters263
Distinct categories9 ?
Distinct scripts4 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique61 ?
Unique (%)96.8%

Sample

1st row[공주] 공주시충남교향악단 신년음악회, 행복한 왈츠
2nd row2024년 충남문화관광재단 크리에이터 모집 공고
3rd row2024 충남문화관광재단 예술지원 사업 공모 사전 예고
4th row[천안] 제13회 충남 청소년 필하모닉 오케스트라 정기연주회
5th row2023 충남문화예술지원사업 성과공유회 '아트포틀럭파티'
ValueCountFrequency (%)
충남 11
 
3.4%
2023 9
 
2.7%
2018 7
 
2.1%
모집 7
 
2.1%
공고 7
 
2.1%
충남문화재단 7
 
2.1%
문예회관 6
 
1.8%
충남도청 6
 
1.8%
부여군충남국악단 5
 
1.5%
정기연주회 5
 
1.5%
Other values (210) 258
78.7%
2024-03-13T20:47:54.770972image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
265
 
15.4%
64
 
3.7%
64
 
3.7%
2 49
 
2.8%
42
 
2.4%
31
 
1.8%
0 29
 
1.7%
28
 
1.6%
27
 
1.6%
27
 
1.6%
Other values (253) 1095
63.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 1155
67.1%
Space Separator 265
 
15.4%
Decimal Number 161
 
9.4%
Other Punctuation 54
 
3.1%
Lowercase Letter 39
 
2.3%
Uppercase Letter 14
 
0.8%
Close Punctuation 12
 
0.7%
Open Punctuation 12
 
0.7%
Dash Punctuation 9
 
0.5%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
64
 
5.5%
64
 
5.5%
42
 
3.6%
31
 
2.7%
28
 
2.4%
27
 
2.3%
27
 
2.3%
26
 
2.3%
26
 
2.3%
23
 
2.0%
Other values (210) 797
69.0%
Lowercase Letter
ValueCountFrequency (%)
t 13
33.3%
l 7
17.9%
g 6
15.4%
n 2
 
5.1%
e 2
 
5.1%
u 2
 
5.1%
o 1
 
2.6%
m 1
 
2.6%
s 1
 
2.6%
i 1
 
2.6%
Other values (3) 3
 
7.7%
Decimal Number
ValueCountFrequency (%)
2 49
30.4%
0 29
18.0%
1 26
16.1%
3 22
13.7%
4 12
 
7.5%
8 10
 
6.2%
9 5
 
3.1%
5 4
 
2.5%
7 2
 
1.2%
6 2
 
1.2%
Uppercase Letter
ValueCountFrequency (%)
T 3
21.4%
S 3
21.4%
C 2
14.3%
A 2
14.3%
R 1
 
7.1%
I 1
 
7.1%
M 1
 
7.1%
X 1
 
7.1%
Other Punctuation
ValueCountFrequency (%)
; 20
37.0%
& 20
37.0%
# 8
 
14.8%
! 2
 
3.7%
: 2
 
3.7%
' 2
 
3.7%
Close Punctuation
ValueCountFrequency (%)
] 7
58.3%
) 5
41.7%
Open Punctuation
ValueCountFrequency (%)
[ 7
58.3%
( 5
41.7%
Space Separator
ValueCountFrequency (%)
265
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 9
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 1153
67.0%
Common 513
29.8%
Latin 53
 
3.1%
Han 2
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
64
 
5.6%
64
 
5.6%
42
 
3.6%
31
 
2.7%
28
 
2.4%
27
 
2.3%
27
 
2.3%
26
 
2.3%
26
 
2.3%
23
 
2.0%
Other values (208) 795
69.0%
Common
ValueCountFrequency (%)
265
51.7%
2 49
 
9.6%
0 29
 
5.7%
1 26
 
5.1%
3 22
 
4.3%
; 20
 
3.9%
& 20
 
3.9%
4 12
 
2.3%
8 10
 
1.9%
- 9
 
1.8%
Other values (12) 51
 
9.9%
Latin
ValueCountFrequency (%)
t 13
24.5%
l 7
13.2%
g 6
11.3%
T 3
 
5.7%
S 3
 
5.7%
C 2
 
3.8%
A 2
 
3.8%
n 2
 
3.8%
e 2
 
3.8%
u 2
 
3.8%
Other values (11) 11
20.8%
Han
ValueCountFrequency (%)
1
50.0%
1
50.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 1153
67.0%
ASCII 566
32.9%
CJK 2
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
265
46.8%
2 49
 
8.7%
0 29
 
5.1%
1 26
 
4.6%
3 22
 
3.9%
; 20
 
3.5%
& 20
 
3.5%
t 13
 
2.3%
4 12
 
2.1%
8 10
 
1.8%
Other values (33) 100
 
17.7%
Hangul
ValueCountFrequency (%)
64
 
5.6%
64
 
5.6%
42
 
3.6%
31
 
2.7%
28
 
2.4%
27
 
2.3%
27
 
2.3%
26
 
2.3%
26
 
2.3%
23
 
2.0%
Other values (208) 795
69.0%
CJK
ValueCountFrequency (%)
1
50.0%
1
50.0%

기관명
Text

MISSING 

Distinct37
Distinct (%)60.7%
Missing2
Missing (%)3.2%
Memory size636.0 B
2024-03-13T20:47:55.036079image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length46
Median length31
Mean length12.459016
Min length3

Characters and Unicode

Total characters760
Distinct characters111
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique31 ?
Unique (%)50.8%

Sample

1st row공주시충남교향악단
2nd row충남문화관광재단
3rd row충남문화관광재단
4th row충남청소년필하모닉오케스트라
5th row충청남도, 충남문화관광재단
ValueCountFrequency (%)
충남문화재단 17
18.1%
9
 
9.6%
충남문화관광재단 8
 
8.5%
충청남도 6
 
6.4%
부여군 5
 
5.3%
충남문화산업진흥원 3
 
3.2%
충청남도&#44 3
 
3.2%
문화체육관광부&#44 3
 
3.2%
한국문화예술위원회&#44 2
 
2.1%
충청남도역사문화연구원 2
 
2.1%
Other values (34) 36
38.3%
2024-03-13T20:47:55.434867image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
58
 
7.6%
58
 
7.6%
50
 
6.6%
50
 
6.6%
38
 
5.0%
38
 
5.0%
33
 
4.3%
4 26
 
3.4%
21
 
2.8%
/ 19
 
2.5%
Other values (101) 369
48.6%

Most occurring categories

ValueCountFrequency (%)
Other Letter 633
83.3%
Other Punctuation 58
 
7.6%
Space Separator 33
 
4.3%
Decimal Number 30
 
3.9%
Close Punctuation 3
 
0.4%
Open Punctuation 3
 
0.4%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
58
 
9.2%
58
 
9.2%
50
 
7.9%
50
 
7.9%
38
 
6.0%
38
 
6.0%
21
 
3.3%
16
 
2.5%
16
 
2.5%
15
 
2.4%
Other values (89) 273
43.1%
Decimal Number
ValueCountFrequency (%)
4 26
86.7%
2 1
 
3.3%
0 1
 
3.3%
1 1
 
3.3%
8 1
 
3.3%
Other Punctuation
ValueCountFrequency (%)
/ 19
32.8%
; 13
22.4%
# 13
22.4%
& 13
22.4%
Space Separator
ValueCountFrequency (%)
33
100.0%
Close Punctuation
ValueCountFrequency (%)
) 3
100.0%
Open Punctuation
ValueCountFrequency (%)
( 3
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 633
83.3%
Common 127
 
16.7%

Most frequent character per script

Hangul
ValueCountFrequency (%)
58
 
9.2%
58
 
9.2%
50
 
7.9%
50
 
7.9%
38
 
6.0%
38
 
6.0%
21
 
3.3%
16
 
2.5%
16
 
2.5%
15
 
2.4%
Other values (89) 273
43.1%
Common
ValueCountFrequency (%)
33
26.0%
4 26
20.5%
/ 19
15.0%
; 13
 
10.2%
# 13
 
10.2%
& 13
 
10.2%
) 3
 
2.4%
( 3
 
2.4%
2 1
 
0.8%
0 1
 
0.8%
Other values (2) 2
 
1.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 633
83.3%
ASCII 127
 
16.7%

Most frequent character per block

Hangul
ValueCountFrequency (%)
58
 
9.2%
58
 
9.2%
50
 
7.9%
50
 
7.9%
38
 
6.0%
38
 
6.0%
21
 
3.3%
16
 
2.5%
16
 
2.5%
15
 
2.4%
Other values (89) 273
43.1%
ASCII
ValueCountFrequency (%)
33
26.0%
4 26
20.5%
/ 19
15.0%
; 13
 
10.2%
# 13
 
10.2%
& 13
 
10.2%
) 3
 
2.4%
( 3
 
2.4%
2 1
 
0.8%
0 1
 
0.8%
Other values (2) 2
 
1.6%

등록일
Real number (ℝ)

Distinct59
Distinct (%)93.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20198032
Minimum20110716
Maximum20231227
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size699.0 B
2024-03-13T20:47:55.606222image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum20110716
5-th percentile20141497
Q120180819
median20200109
Q320230366
95-th percentile20231209
Maximum20231227
Range120511
Interquartile range (IQR)49547

Descriptive statistics

Standard deviation30963.079
Coefficient of variation (CV)0.001532975
Kurtosis-0.22795398
Mean20198032
Median Absolute Deviation (MAD)20994
Skewness-0.64730113
Sum1.272476 × 109
Variance9.5871226 × 108
MonotonicityNot monotonic
2024-03-13T20:47:55.807181image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20231226 2
 
3.2%
20181005 2
 
3.2%
20180927 2
 
3.2%
20230418 2
 
3.2%
20180406 1
 
1.6%
20181116 1
 
1.6%
20181112 1
 
1.6%
20181105 1
 
1.6%
20181024 1
 
1.6%
20180912 1
 
1.6%
Other values (49) 49
77.8%
ValueCountFrequency (%)
20110716 1
1.6%
20130528 1
1.6%
20131122 1
1.6%
20140528 1
1.6%
20150216 1
1.6%
20150302 1
1.6%
20160613 1
1.6%
20161202 1
1.6%
20170302 1
1.6%
20170922 1
1.6%
ValueCountFrequency (%)
20231227 1
1.6%
20231226 2
3.2%
20231209 1
1.6%
20231207 1
1.6%
20231130 1
1.6%
20231121 1
1.6%
20231103 1
1.6%
20230704 1
1.6%
20230523 1
1.6%
20230519 1
1.6%

원문URL
Text

MISSING 

Distinct57
Distinct (%)91.9%
Missing1
Missing (%)1.6%
Memory size636.0 B
2024-03-13T20:47:56.103057image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length157
Median length115
Mean length79.709677
Min length7

Characters and Unicode

Total characters4942
Distinct characters61
Distinct categories7 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique55 ?
Unique (%)88.7%

Sample

1st rowhttps://tickets.interpark.com/goods/23018402
2nd rowhttps://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_culture&m_mode=view&PageNo=&pds_no=2023121210515362809
3rd rowhttps://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_culture&m_mode=view&pds_no=2023122213172598742
4th rowhttps://tickets.interpark.com/goods/23017830
5th rowhttps://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_notice&m_mode=view&pds_no=2023120417295925164
ValueCountFrequency (%)
http://art.chungnam.net 5
 
8.1%
http://www.cacf.or.kr 2
 
3.2%
http 1
 
1.6%
https://www.cninjae.or.kr/kr/html/sub02/0201.html?mode=v&no=6fb3d38ffea71c78ce433c3d65188164&gotopage=1 1
 
1.6%
http://asiamunhwa.com/?job_listing=laboheme 1
 
1.6%
https://www.youtube.com/watch?v=tra9i7qeln4 1
 
1.6%
https://tickets.interpark.com/goods/23018402 1
 
1.6%
http://www.cacf.or.kr/_kor/developer/m_calendar/m_board.php?m_mode=view&pds_no=2018060711364841324 1
 
1.6%
https://www.culture.go.kr/ticket/product/detail/pr003625 1
 
1.6%
http://asiamunhwa.com 1
 
1.6%
Other values (47) 47
75.8%
2024-03-13T20:47:56.610752image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
o 295
 
6.0%
/ 294
 
5.9%
t 273
 
5.5%
e 253
 
5.1%
r 236
 
4.8%
_ 211
 
4.3%
. 192
 
3.9%
d 188
 
3.8%
p 184
 
3.7%
w 171
 
3.5%
Other values (51) 2645
53.5%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter 3125
63.2%
Other Punctuation 702
 
14.2%
Decimal Number 674
 
13.6%
Connector Punctuation 211
 
4.3%
Math Symbol 153
 
3.1%
Uppercase Letter 73
 
1.5%
Dash Punctuation 4
 
0.1%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
o 295
 
9.4%
t 273
 
8.7%
e 253
 
8.1%
r 236
 
7.6%
d 188
 
6.0%
p 184
 
5.9%
w 171
 
5.5%
m 171
 
5.5%
a 160
 
5.1%
c 152
 
4.9%
Other values (16) 1042
33.3%
Uppercase Letter
ValueCountFrequency (%)
P 14
19.2%
N 14
19.2%
V 9
12.3%
G 8
11.0%
I 6
8.2%
C 6
8.2%
S 3
 
4.1%
E 3
 
4.1%
O 2
 
2.7%
M 1
 
1.4%
Other values (7) 7
9.6%
Decimal Number
ValueCountFrequency (%)
1 148
22.0%
0 125
18.5%
2 110
16.3%
3 70
10.4%
4 47
 
7.0%
5 44
 
6.5%
9 37
 
5.5%
6 33
 
4.9%
8 33
 
4.9%
7 27
 
4.0%
Other Punctuation
ValueCountFrequency (%)
/ 294
41.9%
. 192
27.4%
& 111
 
15.8%
: 63
 
9.0%
? 42
 
6.0%
Connector Punctuation
ValueCountFrequency (%)
_ 211
100.0%
Math Symbol
ValueCountFrequency (%)
= 153
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin 3198
64.7%
Common 1744
35.3%

Most frequent character per script

Latin
ValueCountFrequency (%)
o 295
 
9.2%
t 273
 
8.5%
e 253
 
7.9%
r 236
 
7.4%
d 188
 
5.9%
p 184
 
5.8%
w 171
 
5.3%
m 171
 
5.3%
a 160
 
5.0%
c 152
 
4.8%
Other values (33) 1115
34.9%
Common
ValueCountFrequency (%)
/ 294
16.9%
_ 211
12.1%
. 192
11.0%
= 153
8.8%
1 148
8.5%
0 125
7.2%
& 111
 
6.4%
2 110
 
6.3%
3 70
 
4.0%
: 63
 
3.6%
Other values (8) 267
15.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII 4942
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
o 295
 
6.0%
/ 294
 
5.9%
t 273
 
5.5%
e 253
 
5.1%
r 236
 
4.8%
_ 211
 
4.3%
. 192
 
3.9%
d 188
 
3.8%
p 184
 
3.7%
w 171
 
3.5%
Other values (51) 2645
53.5%

Interactions

2024-03-13T20:47:52.735703image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T20:47:52.515388image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T20:47:53.126366image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2024-03-13T20:47:52.623723image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2024-03-13T20:47:56.710969image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일련번호제목기관명등록일원문URL
일련번호1.0000.4130.9600.7680.985
제목0.4131.0001.0000.0000.991
기관명0.9601.0001.0000.9410.000
등록일0.7680.0000.9411.0001.000
원문URL0.9850.9910.0001.0001.000
2024-03-13T20:47:56.841846image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일련번호등록일
일련번호1.0000.307
등록일0.3071.000

Missing values

2024-03-13T20:47:53.258696image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2024-03-13T20:47:53.356981image/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.
2024-03-13T20:47:53.463229image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

일련번호제목기관명등록일원문URL
0266081[공주] 공주시충남교향악단 신년음악회, 행복한 왈츠공주시충남교향악단20231227https://tickets.interpark.com/goods/23018402
144752024년 충남문화관광재단 크리에이터 모집 공고충남문화관광재단20231226https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_culture&m_mode=view&PageNo=&pds_no=2023121210515362809
244742024 충남문화관광재단 예술지원 사업 공모 사전 예고충남문화관광재단20231226https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_culture&m_mode=view&pds_no=2023122213172598742
3264837[천안] 제13회 충남 청소년 필하모닉 오케스트라 정기연주회충남청소년필하모닉오케스트라20231209https://tickets.interpark.com/goods/23017830
42645972023 충남문화예술지원사업 성과공유회 '아트포틀럭파티'충청남도, 충남문화관광재단20231207https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_notice&m_mode=view&pds_no=2023120417295925164
5264128[공주] 공주시충남교향악단 송년음악회: 환희의 송가공주시충남교향악단20231130https://tickets.interpark.com/goods/23017196
6263097[충남 예산] 시네마 콘서트 인 브라스월넛브라스밴드20231121https://yesan.moonhwain.net:451/rsvp/rsv.html?p_idx=80
72610432023 충남문화관광재단 예술지원사업 의견청취회충남문화관광재단20231103https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_notice&m_mode=view&pds_no=2023110210020458504
82496542023 충남청년아트페스타 <청충남많>충남문화관광재단20230704https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_notice&m_mode=view&pds_no=2023062914152295797
932422023년 충남 장애예술인 지원사업 공모 재공고(연장)충남문화관광재단20230523https://www.cacf.or.kr/_kor/developer/m_board1/m_board.php?tb_nm=tbl_culture&m_mode=view&pds_no=2023052217164851972&PageNo=1
일련번호제목기관명등록일원문URL
53114359부여군충남국악단 2017 토요상설국악공연부여군 / 부여군충남국악단20170302http://www.buyeo.go.kr/_prog/_board/?code=intro_03&site_dvs_cd=kr&menu_dvs_cd=05110205
54111483충남여류작가 정기전 및 유망작가 교류전충남여류작가협회, 천안문화재단20161202http://www.cnac.or.kr/exhibit/info_view.html?p_team=exh&pfmIng=1&p_idx=593
55107451부여군충남국악단 토요상설공연부여군20160613http://www.buyeo.go.kr/html/kr/index.html
561003872015 교향악축제 - 충남교향악단예술의전당, 동아일보20150302http://www.sac.or.kr/program/schedule/view.jsp?seq=21152&s_date=20150407
571001622015년 부여군충남국악단 토요상설 공연부여군20150216http://www.buyeo.go.kr/html/kr/intro/intro_05110201.html
5895150굿보러가자-충남 청양편한국문화재보호재단, 청양군20140528http://art.cheongyang.go.kr/_prog/program/index.php?mode=V&mng_no=66&year=2014&mon=06&genrecode=&site_dvs_cd=art&menu_dvs_cd=0201&skey=&sval=&GotoPage=&cate=
5989829부여군충남국악단 토요상설공연부여군20130528http://
6026783제14회 충남보령머드축제보령시/보령머드축제추진위원회20110716<NA>
61190770호기X금손영진의 해양문화체험 3화 충청남도 서천군<NA>20211117https://www.youtube.com/watch?v=trA9i7qElN4
62212충청남도 테스트 사업(일반인 클릭금지)충청남도20131122http://www.chungnam.net/cnnet/board.do?mnu_url=/cnbbs/view.do?board_seq=120381&searchCnd=0&mnu_cd=CNNMENU00139&pageNo=2&pageGNo=0&showSplitNo=10&code=30