gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	5967
Missing cells	9954
Missing cells (%)	15.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	518.7 KiB
Average record size in memory	89.0 B

Variable types

Categorical	1
Numeric	1
Text	9

Dataset

Description	부문,수집연도,작품명(국문),작품명(영문),작품규격,제작년도,재료/기법,작품해설,작가명,메인이미지,썸네일이미지
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-15322/S/1/datasetView.do

Alerts

`작품명(영문)` has 2619 (43.9%) missing values	Missing
`재료/기법` has 2088 (35.0%) missing values	Missing
`작품해설` has 5247 (87.9%) missing values	Missing
`메인이미지` has unique values	Unique
`썸네일이미지` has unique values	Unique

Reproduction

Analysis started	2024-01-27 03:46:14.811395
Analysis finished	2024-01-27 03:46:18.072018
Duration	3.26 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

부문
Categorical

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

회화	2158
사진	1245
드로잉&판화	708
한국화	684
조각	465
Other values (5)	707

Length

Max length	6
Median length	2
Mean length	2.6862745
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	드로잉&판화
2nd row	드로잉&판화
3rd row	드로잉&판화
4th row	드로잉&판화
5th row	드로잉&판화

Common Values

Value	Count	Frequency (%)
회화	2158	36.2%
사진	1245	20.9%
드로잉&판화	708	11.9%
한국화	684	11.5%
조각	465	7.8%
뉴미디어	280	4.7%
설치	168	2.8%
공예	153	2.6%
서예	87	1.5%
디자인	19	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
회화	2158	36.2%
사진	1245	20.9%
드로잉&판화	708	11.9%
한국화	684	11.5%
조각	465	7.8%
뉴미디어	280	4.7%
설치	168	2.8%
공예	153	2.6%
서예	87	1.5%
디자인	19	0.3%

수집연도
Real number (ℝ)

Distinct	39
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2009.9752

Minimum	1985
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	52.6 KiB

Quantile statistics

Minimum	1985
5-th percentile	1996
Q1	2005
median	2010
Q3	2016
95-th percentile	2022
Maximum	2023
Range	38
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.0563546
Coefficient of variation (CV)	0.0040081861
Kurtosis	-0.32048839
Mean	2009.9752
Median Absolute Deviation (MAD)	6
Skewness	-0.38464067
Sum	11993522
Variance	64.904849
Monotonicity	Decreasing

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2005	350	5.9%
2001	314	5.3%
2009	300	5.0%
2003	297	5.0%
2016	280	4.7%
2010	277	4.6%
2008	270	4.5%
2017	260	4.4%
2019	258	4.3%
2011	257	4.3%
Other values (29)	3104	52.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1985	1	< 0.1%
1986	1	< 0.1%
1987	14	0.2%
1988	53	0.9%
1989	29	0.5%
1990	36	0.6%
1991	33	0.6%
1992	1	< 0.1%
1993	2	< 0.1%
1994	1	< 0.1%

Value	Count	Frequency (%)
2023	215	3.6%
2022	241	4.0%
2021	126	2.1%
2020	214	3.6%
2019	258	4.3%
2018	162	2.7%
2017	260	4.4%
2016	280	4.7%
2015	222	3.7%
2014	213	3.6%

작품명(국문)
Text

Distinct	5251
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	93
Median length	68
Mean length	9.6825876
Min length	1

Characters and Unicode

Total characters	57776
Distinct characters	1506
Distinct categories	16 ?
Distinct scripts	4 ?
Distinct blocks	11 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4977 ?
Unique (%)	83.4%

Sample

1st row	Crutches III
2nd row	Trivet
3rd row	The Crutches
4th row	The Two Crutches
5th row	Cross

Value	Count	Frequency (%)
	257	1.9%
무제	235	1.7%
2	113	0.8%
1	112	0.8%
시리즈	110	0.8%
the	91	0.7%
예술가	75	0.5%
3	73	0.5%
a	69	0.5%
of	62	0.5%
Other values (7168)	12534	91.3%

Most occurring characters

Value	Count	Frequency (%)
	7805	13.5%
e	1408	2.4%
-	1243	2.2%
a	1031	1.8%
n	1016	1.8%
o	944	1.6%
1	939	1.6%
i	920	1.6%
0	893	1.5%
t	805	1.4%
Other values (1496)	40772	70.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	27450	47.5%
Lowercase Letter	10940	18.9%
Space Separator	7805	13.5%
Decimal Number	4744	8.2%
Uppercase Letter	2812	4.9%
Dash Punctuation	1243	2.2%
Other Punctuation	1060	1.8%
Open Punctuation	683	1.2%
Close Punctuation	682	1.2%
Connector Punctuation	152	0.3%
Other values (6)	205	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
의	760	2.8%
리	561	2.0%
이	512	1.9%
시	488	1.8%
무	436	1.6%
서	380	1.4%
기	369	1.3%
제	358	1.3%
도	311	1.1%
한	301	1.1%
Other values (1383)	22974	83.7%

Uppercase Letter

Value	Count	Frequency (%)
I	301	10.7%
S	275	9.8%
T	186	6.6%
A	171	6.1%
B	168	6.0%
P	160	5.7%
C	151	5.4%
L	143	5.1%
M	140	5.0%
N	125	4.4%
Other values (17)	992	35.3%

Lowercase Letter

Value	Count	Frequency (%)
e	1408	12.9%
a	1031	9.4%
n	1016	9.3%
o	944	8.6%
i	920	8.4%
t	805	7.4%
r	737	6.7%
s	580	5.3%
l	484	4.4%
d	374	3.4%
Other values (16)	2641	24.1%

Other Punctuation

Value	Count	Frequency (%)
,	474	44.7%
#	171	16.1%
.	160	15.1%
'	74	7.0%
?	54	5.1%
:	44	4.2%
/	34	3.2%
!	14	1.3%
&	13	1.2%
＼	10	0.9%
Other values (6)	12	1.1%

Decimal Number

Value	Count	Frequency (%)
1	939	19.8%
0	893	18.8%
2	709	14.9%
9	399	8.4%
3	392	8.3%
5	311	6.6%
8	307	6.5%
4	304	6.4%
6	264	5.6%
7	226	4.8%

Letter Number

Value	Count	Frequency (%)
Ⅱ	45	40.5%
Ⅰ	28	25.2%
Ⅲ	18	16.2%
Ⅳ	5	4.5%
Ⅴ	4	3.6%
Ⅶ	4	3.6%
Ⅹ	3	2.7%
Ⅵ	2	1.8%
Ⅷ	2	1.8%

Math Symbol

Value	Count	Frequency (%)
+	17	27.0%
<	15	23.8%
>	15	23.8%
~	13	20.6%
=	1	1.6%
→	1	1.6%
\|	1	1.6%

Open Punctuation

Value	Count	Frequency (%)
(	670	98.1%
『	10	1.5%
[	2	0.3%
《	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	669	98.1%
』	10	1.5%
]	2	0.3%
》	1	0.1%

Modifier Symbol

Value	Count	Frequency (%)
`	4	66.7%
˚	1	16.7%
^	1	16.7%

Other Symbol

Value	Count	Frequency (%)
°	19	95.0%
㎥	1	5.0%

Space Separator

Value	Count	Frequency (%)
	7805	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1243	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	152	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	4	100.0%

Other Number

Value	Count	Frequency (%)
₃	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	26405	45.7%
Common	16463	28.5%
Latin	13863	24.0%
Han	1045	1.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
의	760	2.9%
리	561	2.1%
이	512	1.9%
시	488	1.8%
무	436	1.7%
서	380	1.4%
기	369	1.4%
제	358	1.4%
도	311	1.2%
한	301	1.1%
Other values (894)	21929	83.0%

Han

Value	Count	Frequency (%)
山	30	2.9%
無	28	2.7%
爲	17	1.6%
圖	16	1.5%
石	13	1.2%
空	12	1.1%
心	12	1.1%
長	11	1.1%
生	11	1.1%
白	10	1.0%
Other values (479)	885	84.7%

Latin

Value	Count	Frequency (%)
e	1408	10.2%
a	1031	7.4%
n	1016	7.3%
o	944	6.8%
i	920	6.6%
t	805	5.8%
r	737	5.3%
s	580	4.2%
l	484	3.5%
d	374	2.7%
Other values (52)	5564	40.1%

Common

Value	Count	Frequency (%)
	7805	47.4%
-	1243	7.6%
1	939	5.7%
0	893	5.4%
2	709	4.3%
(	670	4.1%
)	669	4.1%
,	474	2.9%
9	399	2.4%
3	392	2.4%
Other values (41)	2270	13.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30155	52.2%
Hangul	26401	45.7%
CJK	996	1.7%
Number Forms	111	0.2%
None	54	0.1%
CJK Compat Ideographs	49	0.1%
Compat Jamo	4	< 0.1%
Punctuation	3	< 0.1%
Modifier Letters	1	< 0.1%
Arrows	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	7805	25.9%
e	1408	4.7%
-	1243	4.1%
a	1031	3.4%
n	1016	3.4%
o	944	3.1%
1	939	3.1%
i	920	3.1%
0	893	3.0%
t	805	2.7%
Other values (81)	13151	43.6%

Hangul

Value	Count	Frequency (%)
의	760	2.9%
리	561	2.1%
이	512	1.9%
시	488	1.8%
무	436	1.7%
서	380	1.4%
기	369	1.4%
제	358	1.4%
도	311	1.2%
한	301	1.1%
Other values (892)	21925	83.0%

Number Forms

Value	Count	Frequency (%)
Ⅱ	45	40.5%
Ⅰ	28	25.2%
Ⅲ	18	16.2%
Ⅳ	5	4.5%
Ⅴ	4	3.6%
Ⅶ	4	3.6%
Ⅹ	3	2.7%
Ⅵ	2	1.8%
Ⅷ	2	1.8%

CJK

Value	Count	Frequency (%)
山	30	3.0%
無	28	2.8%
爲	17	1.7%
圖	16	1.6%
石	13	1.3%
空	12	1.2%
心	12	1.2%
長	11	1.1%
生	11	1.1%
白	10	1.0%
Other values (450)	836	83.9%

None

Value	Count	Frequency (%)
°	19	35.2%
＼	10	18.5%
』	10	18.5%
『	10	18.5%
₃	1	1.9%
？	1	1.9%
Ø	1	1.9%
《	1	1.9%
》	1	1.9%

CJK Compat Ideographs

Value	Count	Frequency (%)
律	7	14.3%
蘭	6	12.2%
不	5	10.2%
蓮	3	6.1%
女	2	4.1%
亂	2	4.1%
樂	2	4.1%
金	1	2.0%
烈	1	2.0%
李	1	2.0%
Other values (19)	19	38.8%

Punctuation

Value	Count	Frequency (%)
…	3	100.0%

Compat Jamo

Value	Count	Frequency (%)
ㆍ	3	75.0%
ㅁ	1	25.0%

Modifier Letters

Value	Count	Frequency (%)
˚	1	100.0%

Arrows

Value	Count	Frequency (%)
→	1	100.0%

CJK Compat

Value	Count	Frequency (%)
㎥	1	100.0%

작품명(영문)
Text

MISSING

Distinct	3033
Distinct (%)	90.6%
Missing	2619
Missing (%)	43.9%
Memory size	46.7 KiB

Length

Max length	186
Median length	90
Mean length	18.956691
Min length	1

Characters and Unicode

Total characters	63467
Distinct characters	135
Distinct categories	18 ?
Distinct scripts	4 ?
Distinct blocks	8 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2901 ?
Unique (%)	86.6%

Sample

1st row	Crutches III
2nd row	Trivet
3rd row	The Crutches
4th row	The Two Crutches
5th row	Cross

Value	Count	Frequency (%)
the	405	3.9%
of	345	3.3%
a	187	1.8%
and	167	1.6%
in	152	1.5%
untitled	123	1.2%
	114	1.1%
1	81	0.8%
for	78	0.7%
2	77	0.7%
Other values (3887)	8677	83.4%

Most occurring characters

Value	Count	Frequency (%)
	7088	11.2%
e	5454	8.6%
a	3859	6.1%
n	3831	6.0%
o	3819	6.0%
i	3450	5.4%
t	3095	4.9%
r	2855	4.5%
s	2135	3.4%
l	1954	3.1%
Other values (125)	25927	40.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	42230	66.5%
Uppercase Letter	8392	13.2%
Space Separator	7088	11.2%
Decimal Number	3243	5.1%
Other Punctuation	1070	1.7%
Dash Punctuation	732	1.2%
Open Punctuation	215	0.3%
Close Punctuation	213	0.3%
Connector Punctuation	105	0.2%
Letter Number	72	0.1%
Other values (8)	107	0.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	901	10.7%
T	624	7.4%
M	602	7.2%
P	495	5.9%
A	459	5.5%
I	457	5.4%
B	441	5.3%
W	423	5.0%
C	419	5.0%
L	393	4.7%
Other values (17)	3178	37.9%

Lowercase Letter

Value	Count	Frequency (%)
e	5454	12.9%
a	3859	9.1%
n	3831	9.1%
o	3819	9.0%
i	3450	8.2%
t	3095	7.3%
r	2855	6.8%
s	2135	5.1%
l	1954	4.6%
d	1503	3.6%
Other values (16)	10275	24.3%

Other Letter

Value	Count	Frequency (%)
드	2	10.5%
마	2	10.5%
사	1	5.3%
어	1	5.3%
ㅣ	1	5.3%
읽	1	5.3%
라	1	5.3%
역	1	5.3%
는	1	5.3%
주	1	5.3%
Other values (7)	7	36.8%

Other Punctuation

Value	Count	Frequency (%)
,	417	39.0%
.	184	17.2%
#	152	14.2%
'	116	10.8%
:	80	7.5%
?	45	4.2%
/	28	2.6%
&	22	2.1%
＼	10	0.9%
!	7	0.7%
Other values (4)	9	0.8%

Other Number

Value	Count	Frequency (%)
⑪	1	8.3%
⑥	1	8.3%
⑦	1	8.3%
⑧	1	8.3%
⑨	1	8.3%
⑩	1	8.3%
④	1	8.3%
₃	1	8.3%
⑤	1	8.3%
③	1	8.3%
Other values (2)	2	16.7%

Decimal Number

Value	Count	Frequency (%)
1	645	19.9%
0	644	19.9%
2	469	14.5%
9	266	8.2%
3	263	8.1%
8	230	7.1%
4	210	6.5%
6	192	5.9%
5	166	5.1%
7	158	4.9%

Letter Number

Value	Count	Frequency (%)
Ⅱ	31	43.1%
Ⅰ	14	19.4%
Ⅲ	10	13.9%
Ⅳ	4	5.6%
Ⅴ	4	5.6%
Ⅹ	3	4.2%
Ⅵ	2	2.8%
Ⅷ	2	2.8%
Ⅶ	2	2.8%

Math Symbol

Value	Count	Frequency (%)
<	14	29.8%
>	14	29.8%
+	12	25.5%
~	5	10.6%
\|	1	2.1%
=	1	2.1%

Open Punctuation

Value	Count	Frequency (%)
(	211	98.1%
[	4	1.9%

Close Punctuation

Value	Count	Frequency (%)
)	209	98.1%
]	4	1.9%

Final Punctuation

Value	Count	Frequency (%)
’	18	94.7%
”	1	5.3%

Modifier Symbol

Value	Count	Frequency (%)
`	2	66.7%
^	1	33.3%

Space Separator

Value	Count	Frequency (%)
	7088	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	732	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	105	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	4	100.0%

Other Symbol

Value	Count	Frequency (%)
°	2	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	50694	79.9%
Common	12754	20.1%
Hangul	16	< 0.1%
Han	3	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5454	10.8%
a	3859	7.6%
n	3831	7.6%
o	3819	7.5%
i	3450	6.8%
t	3095	6.1%
r	2855	5.6%
s	2135	4.2%
l	1954	3.9%
d	1503	3.0%
Other values (52)	18739	37.0%

Common

Value	Count	Frequency (%)
	7088	55.6%
-	732	5.7%
1	645	5.1%
0	644	5.0%
2	469	3.7%
,	417	3.3%
9	266	2.1%
3	263	2.1%
8	230	1.8%
(	211	1.7%
Other values (46)	1789	14.0%

Hangul

Value	Count	Frequency (%)
드	2	12.5%
마	2	12.5%
사	1	6.2%
어	1	6.2%
ㅣ	1	6.2%
읽	1	6.2%
라	1	6.2%
역	1	6.2%
는	1	6.2%
주	1	6.2%
Other values (4)	4	25.0%

Han

Value	Count	Frequency (%)
監	1	33.3%
視	1	33.3%
者	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	63329	99.8%
Number Forms	72	0.1%
Punctuation	20	< 0.1%
None	16	< 0.1%
Hangul	15	< 0.1%
Enclosed Alphanum	11	< 0.1%
CJK	3	< 0.1%
Compat Jamo	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	7088	11.2%
e	5454	8.6%
a	3859	6.1%
n	3831	6.0%
o	3819	6.0%
i	3450	5.4%
t	3095	4.9%
r	2855	4.5%
s	2135	3.4%
l	1954	3.1%
Other values (80)	25789	40.7%

Number Forms

Value	Count	Frequency (%)
Ⅱ	31	43.1%
Ⅰ	14	19.4%
Ⅲ	10	13.9%
Ⅳ	4	5.6%
Ⅴ	4	5.6%
Ⅹ	3	4.2%
Ⅵ	2	2.8%
Ⅷ	2	2.8%
Ⅶ	2	2.8%

Punctuation

Value	Count	Frequency (%)
’	18	90.0%
”	1	5.0%
“	1	5.0%

None

Value	Count	Frequency (%)
＼	10	62.5%
°	2	12.5%
？	2	12.5%
Œ	1	6.2%
₃	1	6.2%

Hangul

Value	Count	Frequency (%)
드	2	13.3%
마	2	13.3%
사	1	6.7%
어	1	6.7%
읽	1	6.7%
라	1	6.7%
역	1	6.7%
는	1	6.7%
주	1	6.7%
에	1	6.7%
Other values (3)	3	20.0%

Enclosed Alphanum

Value	Count	Frequency (%)
⑪	1	9.1%
⑥	1	9.1%
⑦	1	9.1%
⑧	1	9.1%
⑨	1	9.1%
⑩	1	9.1%
④	1	9.1%
⑤	1	9.1%
③	1	9.1%
②	1	9.1%

Compat Jamo

Value	Count	Frequency (%)
ㅣ	1	100.0%

CJK

Value	Count	Frequency (%)
監	1	33.3%
視	1	33.3%
者	1	33.3%

작품규격
Text

Distinct	4074
Distinct (%)	68.3%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	250
Median length	100
Mean length	10.11463
Min length	2

Characters and Unicode

Total characters	60354
Distinct characters	113
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3458 ?
Unique (%)	58.0%

Sample

1st row	76×56cm
2nd row	76×56cm
3rd row	76×56cm
4th row	56×76cm
5th row	76×56cm

Value	Count	Frequency (%)
x	387	5.4%
가변설치	48	0.7%
130×162cm	43	0.6%
76×56cm	42	0.6%
162×130cm	38	0.5%
16×25cm	34	0.5%
90×60cm	31	0.4%
25	29	0.4%
39.5×49.5cm	28	0.4%
49.5×39.5cm	27	0.4%
Other values (4398)	6505	90.2%

Most occurring characters

Value	Count	Frequency (%)
1	6882	11.4%
×	6539	10.8%
c	5261	8.7%
m	5258	8.7%
5	5158	8.5%
0	4633	7.7%
2	4224	7.0%
3	3263	5.4%
.	3009	5.0%
6	2692	4.5%
Other values (103)	13435	22.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35749	59.2%
Lowercase Letter	10545	17.5%
Math Symbol	6540	10.8%
Other Punctuation	3606	6.0%
Other Letter	1368	2.3%
Space Separator	1282	2.1%
Uppercase Letter	394	0.7%
Open Punctuation	376	0.6%
Close Punctuation	376	0.6%
Letter Number	99	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
개	350	25.6%
분	335	24.5%
초	299	21.9%
변	55	4.0%
가	55	4.0%
치	51	3.7%
설	51	3.7%
름	27	2.0%
지	27	2.0%
점	10	0.7%
Other values (60)	108	7.9%

Lowercase Letter

Value	Count	Frequency (%)
c	5261	49.9%
m	5258	49.9%
x	9	0.1%
n	3	< 0.1%
p	3	< 0.1%
s	3	< 0.1%
g	2	< 0.1%
a	2	< 0.1%
k	2	< 0.1%
o	1	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	6882	19.3%
5	5158	14.4%
0	4633	13.0%
2	4224	11.8%
3	3263	9.1%
6	2692	7.5%
4	2567	7.2%
9	2213	6.2%
7	2124	5.9%
8	1993	5.6%

Other Punctuation

Value	Count	Frequency (%)
.	3009	83.4%
,	355	9.8%
*	169	4.7%
;	44	1.2%
#	19	0.5%
:	8	0.2%
/	1	< 0.1%
'	1	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
X	386	98.0%
H	3	0.8%
D	2	0.5%
M	1	0.3%
W	1	0.3%
V	1	0.3%

Math Symbol

Value	Count	Frequency (%)
×	6539	> 99.9%
~	1	< 0.1%

Letter Number

Value	Count	Frequency (%)
ⅹ	94	94.9%
Ⅹ	5	5.1%

Space Separator

Value	Count	Frequency (%)
	1282	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	376	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	376	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	47948	79.4%
Latin	11038	18.3%
Hangul	1368	2.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
개	350	25.6%
분	335	24.5%
초	299	21.9%
변	55	4.0%
가	55	4.0%
치	51	3.7%
설	51	3.7%
름	27	2.0%
지	27	2.0%
점	10	0.7%
Other values (60)	108	7.9%

Common

Value	Count	Frequency (%)
1	6882	14.4%
×	6539	13.6%
5	5158	10.8%
0	4633	9.7%
2	4224	8.8%
3	3263	6.8%
.	3009	6.3%
6	2692	5.6%
4	2567	5.4%
9	2213	4.6%
Other values (14)	6768	14.1%

Latin

Value	Count	Frequency (%)
c	5261	47.7%
m	5258	47.6%
X	386	3.5%
ⅹ	94	0.9%
x	9	0.1%
Ⅹ	5	< 0.1%
H	3	< 0.1%
n	3	< 0.1%
p	3	< 0.1%
s	3	< 0.1%
Other values (9)	13	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52348	86.7%
None	6539	10.8%
Hangul	1368	2.3%
Number Forms	99	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6882	13.1%
c	5261	10.1%
m	5258	10.0%
5	5158	9.9%
0	4633	8.9%
2	4224	8.1%
3	3263	6.2%
.	3009	5.7%
6	2692	5.1%
4	2567	4.9%
Other values (30)	9401	18.0%

None

Value	Count	Frequency (%)
×	6539	100.0%

Hangul

Value	Count	Frequency (%)
개	350	25.6%
분	335	24.5%
초	299	21.9%
변	55	4.0%
가	55	4.0%
치	51	3.7%
설	51	3.7%
름	27	2.0%
지	27	2.0%
점	10	0.7%
Other values (60)	108	7.9%

Number Forms

Value	Count	Frequency (%)
ⅹ	94	94.9%
Ⅹ	5	5.1%

제작년도
Text

Distinct	256
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	26
Median length	4
Mean length	4.4012066
Min length	4

Characters and Unicode

Total characters	26262
Distinct characters	73
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	140 ?
Unique (%)	2.3%

Sample

1st row	1981
2nd row	1981
3rd row	1982
4th row	1982
5th row	1983

Value	Count	Frequency (%)
2009	254	4.2%
2011	246	4.0%
2008	232	3.8%
2007	193	3.2%
2010	193	3.2%
2004	191	3.1%
2013	171	2.8%
2005	166	2.7%
2014	155	2.5%
1988	154	2.5%
Other values (242)	4136	67.9%

Most occurring characters

Value	Count	Frequency (%)
0	5761	21.9%
1	5092	19.4%
9	4566	17.4%
2	3986	15.2%
8	1680	6.4%
7	1016	3.9%
6	895	3.4%
5	748	2.8%
4	635	2.4%
3	556	2.1%
Other values (63)	1327	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24935	94.9%
Other Letter	766	2.9%
Dash Punctuation	258	1.0%
Space Separator	124	0.5%
Open Punctuation	73	0.3%
Close Punctuation	73	0.3%
Other Punctuation	27	0.1%
Math Symbol	4	< 0.1%
Lowercase Letter	2	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
상	93	12.1%
미	91	11.9%
도	91	11.9%
연	91	11.9%
년	72	9.4%
대	64	8.4%
프	32	4.2%
린	31	4.0%
트	31	4.0%
재	24	3.1%
Other values (43)	146	19.1%

Decimal Number

Value	Count	Frequency (%)
0	5761	23.1%
1	5092	20.4%
9	4566	18.3%
2	3986	16.0%
8	1680	6.7%
7	1016	4.1%
6	895	3.6%
5	748	3.0%
4	635	2.5%
3	556	2.2%

Other Punctuation

Value	Count	Frequency (%)
,	16	59.3%
/	7	25.9%
;	3	11.1%
?	1	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	258	100.0%

Space Separator

Value	Count	Frequency (%)
	124	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	73	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	73	100.0%

Math Symbol

Value	Count	Frequency (%)
~	4	100.0%

Lowercase Letter

Value	Count	Frequency (%)
m	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25494	97.1%
Hangul	766	2.9%
Latin	2	< 0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
상	93	12.1%
미	91	11.9%
도	91	11.9%
연	91	11.9%
년	72	9.4%
대	64	8.4%
프	32	4.2%
린	31	4.0%
트	31	4.0%
재	24	3.1%
Other values (43)	146	19.1%

Common

Value	Count	Frequency (%)
0	5761	22.6%
1	5092	20.0%
9	4566	17.9%
2	3986	15.6%
8	1680	6.6%
7	1016	4.0%
6	895	3.5%
5	748	2.9%
4	635	2.5%
3	556	2.2%
Other values (9)	559	2.2%

Latin

Value	Count	Frequency (%)
m	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25496	97.1%
Hangul	766	2.9%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5761	22.6%
1	5092	20.0%
9	4566	17.9%
2	3986	15.6%
8	1680	6.6%
7	1016	4.0%
6	895	3.5%
5	748	2.9%
4	635	2.5%
3	556	2.2%
Other values (10)	561	2.2%

Hangul

Value	Count	Frequency (%)
상	93	12.1%
미	91	11.9%
도	91	11.9%
연	91	11.9%
년	72	9.4%
대	64	8.4%
프	32	4.2%
린	31	4.0%
트	31	4.0%
재	24	3.1%
Other values (43)	146	19.1%

재료/기법
Text

MISSING

Distinct	794
Distinct (%)	20.5%
Missing	2088
Missing (%)	35.0%
Memory size	46.7 KiB

Length

Max length	107
Median length	96
Mean length	20.774942
Min length	4

Characters and Unicode

Total characters	80586
Distinct characters	74
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	587 ?
Unique (%)	15.1%

Sample

1st row	Lithograph
2nd row	Lithograph
3rd row	Lithograph
4th row	Lithograph
5th row	Lithograph

Value	Count	Frequency (%)
on	2263	17.1%
canvas	1054	8.0%
paper	908	6.9%
oil	826	6.2%
print	678	5.1%
digital	496	3.7%
acrylic	449	3.4%
color	436	3.3%
korean	314	2.4%
and	297	2.2%
Other values (654)	5523	41.7%

Most occurring characters

Value	Count	Frequency (%)
	9371	11.6%
n	7888	9.8%
a	7146	8.9%
i	6759	8.4%
o	5774	7.2%
e	4942	6.1%
r	4930	6.1%
l	4312	5.4%
t	4120	5.1%
p	3563	4.4%
Other values (64)	21781	27.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	65001	80.7%
Space Separator	9371	11.6%
Uppercase Letter	4472	5.5%
Other Punctuation	987	1.2%
Dash Punctuation	411	0.5%
Close Punctuation	143	0.2%
Open Punctuation	142	0.2%
Decimal Number	57	0.1%
Math Symbol	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	7888	12.1%
a	7146	11.0%
i	6759	10.4%
o	5774	8.9%
e	4942	7.6%
r	4930	7.6%
l	4312	6.6%
t	4120	6.3%
p	3563	5.5%
c	3386	5.2%
Other values (16)	12181	18.7%

Uppercase Letter

Value	Count	Frequency (%)
O	800	17.9%
C	514	11.5%
D	514	11.5%
A	435	9.7%
I	300	6.7%
M	271	6.1%
S	261	5.8%
G	234	5.2%
K	224	5.0%
W	182	4.1%
Other values (15)	737	16.5%

Decimal Number

Value	Count	Frequency (%)
2	13	22.8%
0	12	21.1%
1	11	19.3%
3	5	8.8%
7	4	7.0%
8	4	7.0%
6	4	7.0%
4	3	5.3%
9	1	1.8%

Other Punctuation

Value	Count	Frequency (%)
,	957	97.0%
&	17	1.7%
;	6	0.6%
/	3	0.3%
.	2	0.2%
#	1	0.1%
?	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	142	99.3%
]	1	0.7%

Open Punctuation

Value	Count	Frequency (%)
(	141	99.3%
[	1	0.7%

Space Separator

Value	Count	Frequency (%)
	9371	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	411	100.0%

Math Symbol

Value	Count	Frequency (%)
+	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	69473	86.2%
Common	11113	13.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	7888	11.4%
a	7146	10.3%
i	6759	9.7%
o	5774	8.3%
e	4942	7.1%
r	4930	7.1%
l	4312	6.2%
t	4120	5.9%
p	3563	5.1%
c	3386	4.9%
Other values (41)	16653	24.0%

Common

Value	Count	Frequency (%)
	9371	84.3%
,	957	8.6%
-	411	3.7%
)	142	1.3%
(	141	1.3%
&	17	0.2%
2	13	0.1%
0	12	0.1%
1	11	0.1%
;	6	0.1%
Other values (13)	32	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	80586	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	9371	11.6%
n	7888	9.8%
a	7146	8.9%
i	6759	8.4%
o	5774	7.2%
e	4942	6.1%
r	4930	6.1%
l	4312	5.4%
t	4120	5.1%
p	3563	4.4%
Other values (64)	21781	27.0%

작품해설
Text

MISSING

Distinct	517
Distinct (%)	71.8%
Missing	5247
Missing (%)	87.9%
Memory size	46.7 KiB

Length

Max length	1024
Median length	1001
Mean length	857.16944
Min length	87

Characters and Unicode

Total characters	617162
Distinct characters	143
Distinct categories	16 ?
Distinct scripts	4 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	471 ?
Unique (%)	65.4%

Sample

1st row	This is a photograph of flowers that Kim Jung Man has taken for 20 years while traveling around the world, including South Korea, Africa, the Philippines, Thailand, and Guam. The photograph was presented in his solo exhibition 《Naked Soul》 and later published in his photo essay 『Naked Soul』 (2005) among his 111 representative works. The artist captured the shapes of flowers in a close-up and expressed the beauty of the colorful and fascinating flowers as well as a passion for life. In order to maximize the original and mysterious feeling of flowers, he placed the base in black, red, and white colors, and sometimes waited until the flowers dried up. For Kim Jung Man, flowers were also a way to demonstrate eroticism, which is often concealed or excessively implied by modern people. Through this work, the artist conveys his idea that human desires should be sincerely communicated, cherished, and shared with one another.
2nd row	These photos were taken by Kim Soohyun in 2012 and 2013 after moving to Chicago, USA. At the time, he was working on a photography project to examine the traces of housing experiments, such as the infamous Cabrini Green public housing redevelopment project in Chicago. Cabrini Green was a Chicago public housing project implemented from 1942 to 1958, providing housing for 15,000 people. But a majority of the buildings were demolished from 1995 to 2011 due to a new urban redevelopment project. The biggest victims of the process were mainly low income African American residents. The artist tried to visualize what was lost from the historical event by photographing houses and buildings on the verge of demolition and to record traces of the community that disappeared with demolition. Here, he continued to work on the theme of “city” and his interest in social issues. For example, he actively participated in the Tamms Year Ten, a campaign to close solitary confinement prisons, which causes the loss of humanity and a
3rd row	<Absence> (2016) depicts the scenery of a leisurely and peaceful outdoor swimming pool on two panels respectively. This work illustrates the harmony between Hwang’s signature coloring and plane composition along with his realistic description. The white and sky blue areas on the bottom of the two panels represent the shadows of the children who were killed in the Sewol Ferry disaster. Rather than pointing out the controversial aspect of the incident that has yet to be officially investigated, the artist addressed that he wanted to focus on the obvious fact, namely ‘the absence of children’. Unlike children playing in that pool, the missing ones, which are no longer visible, desperately show the collision between peaceful daily life and tragedy. At the same time, the viewer can read the artist’s intention to address our current reality by moving between landscape and abstraction.
4th row	<River> (2016) is a work consisting of two differently sized panels. The smaller panel describes a river and its bank on a blue colored band, while the larger panel depicts buildings and urban landscapes with the word “bangsaengdoryang” (meaning “a Buddhist ceremony releasing living creatures”). The building is the Hangang River Water Temple belonging to the Jogye Order located in Hangang River Park. People visit the temple to make a wish and release fish into the river. Above that, one can see Lotte Tower and Jamsil Stadium. The small panel depicts the construction of a cruise ship and a bridge construction site near Seongsan Bridge. The works portray the north and south sides of the Hangang River in each panel. Hwang once pointed out that he wanted to paint the daily scenery of the Hangang River and the dynamic flow running vertically in the simplest possible form. Accordingly, the work shows a unique composition in which the river and the riverbank are depicted in color bands.
5th row	The word “mokdan” in <Mokdan Planet> (2013) refers to a peony flower that symbolizes wealth, honor, and glory. The artist defines a peony as “the flower of capitalism.” According to Hwang, South Korea is now more than a well-off country; it is disquietingly abundant. Nevertheless, the artist tries to express the inner landscape of contemporary South Korea, which is devoted solely to satisfying monetary and material needs. He uses the symbolic meaning of the peony flower in his work. He argues that South Korea has achieved rapid growth in material terms but is still obsessed with the urge to eat better and live better in everything, and <Mokdan Planet> is an allegory of such compulsion. The four landscapes, each containing a scene from different places and times, are the images of South Korea in the early 2010s that the artist witnessed. He painted scenes where desire and reality coexist. The reality, mainly in achromatic colors, contrasts with the red peony flower to convey the metaphorical and critical messa

Value	Count	Frequency (%)
the	7784	7.8%
of	4295	4.3%
and	3307	3.3%
a	2772	2.8%
in	2678	2.7%
to	1771	1.8%
is	1012	1.0%
as	1001	1.0%
with	910	0.9%
on	897	0.9%
Other values (9746)	73593	73.6%

Most occurring characters

Value	Count	Frequency (%)
	99424	16.1%
e	59525	9.6%
t	42860	6.9%
a	39248	6.4%
i	39182	6.3%
n	36959	6.0%
o	35466	5.7%
s	33441	5.4%
r	31811	5.2%
h	25026	4.1%
Other values (133)	174220	28.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	484489	78.5%
Space Separator	99424	16.1%
Uppercase Letter	11208	1.8%
Other Punctuation	9851	1.6%
Decimal Number	6044	1.0%
Final Punctuation	2049	0.3%
Initial Punctuation	1026	0.2%
Open Punctuation	991	0.2%
Close Punctuation	985	0.2%
Dash Punctuation	975	0.2%
Other values (6)	120	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
작	4	6.7%
에	3	5.0%
을	3	5.0%
이	3	5.0%
비	2	3.3%
업	2	3.3%
의	2	3.3%
福	2	3.3%
壽	2	3.3%
품	1	1.7%
Other values (36)	36	60.0%

Lowercase Letter

Value	Count	Frequency (%)
e	59525	12.3%
t	42860	8.8%
a	39248	8.1%
i	39182	8.1%
n	36959	7.6%
o	35466	7.3%
s	33441	6.9%
r	31811	6.6%
h	25026	5.2%
l	18063	3.7%
Other values (16)	122908	25.4%

Uppercase Letter

Value	Count	Frequency (%)
T	1493	13.3%
C	1115	9.9%
S	996	8.9%
K	985	8.8%
I	773	6.9%
A	668	6.0%
M	626	5.6%
H	569	5.1%
W	443	4.0%
P	436	3.9%
Other values (15)	3104	27.7%

Other Punctuation

Value	Count	Frequency (%)
,	5461	55.4%
.	3897	39.6%
?	167	1.7%
;	102	1.0%
:	98	1.0%
'	78	0.8%
？	23	0.2%
&	9	0.1%
/	8	0.1%
#	6	0.1%
Other values (2)	2	< 0.1%

Decimal Number

Value	Count	Frequency (%)
1	1365	22.6%
9	1308	21.6%
0	1124	18.6%
2	631	10.4%
8	473	7.8%
6	317	5.2%
7	267	4.4%
4	203	3.4%
5	189	3.1%
3	167	2.8%

Open Punctuation

Value	Count	Frequency (%)
(	703	70.9%
〈	149	15.0%
[	88	8.9%
《	41	4.1%
『	10	1.0%

Close Punctuation

Value	Count	Frequency (%)
)	701	71.2%
〉	145	14.7%
]	88	8.9%
》	41	4.2%
』	10	1.0%

Math Symbol

Value	Count	Frequency (%)
>	14	48.3%
<	10	34.5%
+	4	13.8%
×	1	3.4%

Final Punctuation

Value	Count	Frequency (%)
’	1038	50.7%
”	1011	49.3%

Initial Punctuation

Value	Count	Frequency (%)
“	1017	99.1%
‘	9	0.9%

Space Separator

Value	Count	Frequency (%)
	99424	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	975	100.0%

Control

Value	Count	Frequency (%)
	18	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	11	100.0%

Other Number

Value	Count	Frequency (%)
₃	1	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅲ	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	495698	80.3%
Common	121404	19.7%
Hangul	48	< 0.1%
Han	12	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	59525	12.0%
t	42860	8.6%
a	39248	7.9%
i	39182	7.9%
n	36959	7.5%
o	35466	7.2%
s	33441	6.7%
r	31811	6.4%
h	25026	5.0%
l	18063	3.6%
Other values (42)	134117	27.1%

Common

Value	Count	Frequency (%)
	99424	81.9%
,	5461	4.5%
.	3897	3.2%
1	1365	1.1%
9	1308	1.1%
0	1124	0.9%
’	1038	0.9%
“	1017	0.8%
”	1011	0.8%
-	975	0.8%
Other values (35)	4784	3.9%

Hangul

Value	Count	Frequency (%)
작	4	8.3%
에	3	6.2%
을	3	6.2%
이	3	6.2%
비	2	4.2%
업	2	4.2%
의	2	4.2%
품	1	2.1%
두	1	2.1%
지	1	2.1%
Other values (26)	26	54.2%

Han

Value	Count	Frequency (%)
福	2	16.7%
壽	2	16.7%
國	1	8.3%
法	1	8.3%
人	1	8.3%
界	1	8.3%
胡	1	8.3%
蝶	1	8.3%
之	1	8.3%
夢	1	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	613604	99.4%
Punctuation	3076	0.5%
None	421	0.1%
Hangul	48	< 0.1%
CJK	12	< 0.1%
Number Forms	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	99424	16.2%
e	59525	9.7%
t	42860	7.0%
a	39248	6.4%
i	39182	6.4%
n	36959	6.0%
o	35466	5.8%
s	33441	5.4%
r	31811	5.2%
h	25026	4.1%
Other values (72)	170662	27.8%

Punctuation

Value	Count	Frequency (%)
’	1038	33.7%
“	1017	33.1%
”	1011	32.9%
‘	9	0.3%
…	1	< 0.1%

None

Value	Count	Frequency (%)
〈	149	35.4%
〉	145	34.4%
《	41	9.7%
》	41	9.7%
？	23	5.5%
』	10	2.4%
『	10	2.4%
₃	1	0.2%
×	1	0.2%

Hangul

Value	Count	Frequency (%)
작	4	8.3%
에	3	6.2%
을	3	6.2%
이	3	6.2%
비	2	4.2%
업	2	4.2%
의	2	4.2%
품	1	2.1%
두	1	2.1%
지	1	2.1%
Other values (26)	26	54.2%

CJK

Value	Count	Frequency (%)
福	2	16.7%
壽	2	16.7%
國	1	8.3%
法	1	8.3%
人	1	8.3%
界	1	8.3%
胡	1	8.3%
蝶	1	8.3%
之	1	8.3%
夢	1	8.3%

Number Forms

Value	Count	Frequency (%)
Ⅲ	1	100.0%

작가명
Text

Distinct	1839
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	167
Median length	28
Mean length	12.815485
Min length	3

Characters and Unicode

Total characters	76470
Distinct characters	96
Distinct categories	12 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	928 ?
Unique (%)	15.6%

Sample

1st row	Han, Un-Sung
2nd row	Han, Un-Sung
3rd row	Han, Un-Sung
4th row	Han, Un-Sung
5th row	Han, Un-Sung

Value	Count	Frequency (%)
kim	901	6.1%
lee	625	4.2%
park	608	4.1%
han	306	2.1%
jin	269	1.8%
choi	241	1.6%
hong	227	1.5%
young	221	1.5%
un-sung	218	1.5%
kwang	209	1.4%
Other values (1507)	11061	74.3%

Most occurring characters

Value	Count	Frequency (%)
	8922	11.7%
n	8195	10.7%
o	6374	8.3%
g	4489	5.9%
u	4459	5.8%
,	3803	5.0%
a	3767	4.9%
e	3537	4.6%
i	2897	3.8%
K	2512	3.3%
Other values (86)	27515	36.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	44287	57.9%
Uppercase Letter	17922	23.4%
Space Separator	8922	11.7%
Other Punctuation	3829	5.0%
Dash Punctuation	1400	1.8%
Other Letter	71	0.1%
Open Punctuation	15	< 0.1%
Close Punctuation	15	< 0.1%
Decimal Number	6	< 0.1%
Final Punctuation	1	< 0.1%
Other values (2)	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	8195	18.5%
o	6374	14.4%
g	4489	10.1%
u	4459	10.1%
a	3767	8.5%
e	3537	8.0%
i	2897	6.5%
h	1935	4.4%
k	1798	4.1%
y	1610	3.6%
Other values (17)	5226	11.8%

Other Letter

Value	Count	Frequency (%)
미	5	7.0%
그	5	7.0%
지	5	7.0%
둥	5	7.0%
패	5	7.0%
림	5	7.0%
가	3	4.2%
작	3	4.2%
과	3	4.2%
숙	3	4.2%
Other values (17)	29	40.8%

Uppercase Letter

Value	Count	Frequency (%)
K	2512	14.0%
S	2246	12.5%
H	1886	10.5%
J	1575	8.8%
Y	1085	6.1%
C	1068	6.0%
M	827	4.6%
L	818	4.6%
O	741	4.1%
P	683	3.8%
Other values (16)	4481	25.0%

Decimal Number

Value	Count	Frequency (%)
4	3	50.0%
5	1	16.7%
9	1	16.7%
1	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
,	3803	99.3%
.	23	0.6%
&	3	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	14	93.3%
[	1	6.7%

Close Punctuation

Value	Count	Frequency (%)
)	14	93.3%
]	1	6.7%

Space Separator

Value	Count	Frequency (%)
	8922	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1400	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Math Symbol

Value	Count	Frequency (%)
+	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	62209	81.4%
Common	14190	18.6%
Hangul	71	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	8195	13.2%
o	6374	10.2%
g	4489	7.2%
u	4459	7.2%
a	3767	6.1%
e	3537	5.7%
i	2897	4.7%
K	2512	4.0%
S	2246	3.6%
h	1935	3.1%
Other values (43)	21798	35.0%

Hangul

Value	Count	Frequency (%)
미	5	7.0%
그	5	7.0%
지	5	7.0%
둥	5	7.0%
패	5	7.0%
림	5	7.0%
가	3	4.2%
작	3	4.2%
과	3	4.2%
숙	3	4.2%
Other values (17)	29	40.8%

Common

Value	Count	Frequency (%)
	8922	62.9%
,	3803	26.8%
-	1400	9.9%
.	23	0.2%
(	14	0.1%
)	14	0.1%
4	3	< 0.1%
&	3	< 0.1%
’	1	< 0.1%
_	1	< 0.1%
Other values (6)	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	76397	99.9%
Hangul	71	0.1%
None	1	< 0.1%
Punctuation	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	8922	11.7%
n	8195	10.7%
o	6374	8.3%
g	4489	5.9%
u	4459	5.8%
,	3803	5.0%
a	3767	4.9%
e	3537	4.6%
i	2897	3.8%
K	2512	3.3%
Other values (57)	27442	35.9%

Hangul

Value	Count	Frequency (%)
미	5	7.0%
그	5	7.0%
지	5	7.0%
둥	5	7.0%
패	5	7.0%
림	5	7.0%
가	3	4.2%
작	3	4.2%
과	3	4.2%
숙	3	4.2%
Other values (17)	29	40.8%

None

Value	Count	Frequency (%)
ß	1	100.0%

Punctuation

Value	Count	Frequency (%)
’	1	100.0%

메인이미지
Text

UNIQUE

Distinct	5967
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	78
Median length	77
Mean length	77.431373
Min length	74

Characters and Unicode

Total characters	462033
Distinct characters	38
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5967 ?
Unique (%)	100.0%

Sample

1st row	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53883
2nd row	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53884
3rd row	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53885
4th row	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53886
5th row	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53887

Value	Count	Frequency (%)
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=53883	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3925	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3909	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3910	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=21738	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3914	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3917	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3920	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=3921	1	< 0.1%
http://collections.eseoul.go.kr/common/file/getimage.do?size=700&fileseq=32009	1	< 0.1%
Other values (5957)	5957	99.8%

Most occurring characters

Value	Count	Frequency (%)
e	53703	11.6%
o	41769	9.0%
/	29835	6.5%
l	29835	6.5%
t	23868	5.2%
i	23868	5.2%
.	23868	5.2%
s	17901	3.9%
c	17901	3.9%
m	17901	3.9%
Other values (28)	181584	39.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	322218	69.7%
Other Punctuation	71604	15.5%
Decimal Number	44343	9.6%
Math Symbol	11934	2.6%
Uppercase Letter	11934	2.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	53703	16.7%
o	41769	13.0%
l	29835	9.3%
t	23868	7.4%
i	23868	7.4%
s	17901	5.6%
c	17901	5.6%
m	17901	5.6%
g	17901	5.6%
n	11934	3.7%
Other values (10)	65637	20.4%

Decimal Number

Value	Count	Frequency (%)
0	14087	31.8%
7	8150	18.4%
2	3686	8.3%
1	3547	8.0%
3	3004	6.8%
5	2571	5.8%
4	2545	5.7%
9	2469	5.6%
6	2174	4.9%
8	2110	4.8%

Other Punctuation

Value	Count	Frequency (%)
/	29835	41.7%
.	23868	33.3%
&	5967	8.3%
?	5967	8.3%
:	5967	8.3%

Uppercase Letter

Value	Count	Frequency (%)
S	5967	50.0%
I	5967	50.0%

Math Symbol

Value	Count	Frequency (%)
=	11934	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	334152	72.3%
Common	127881	27.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	53703	16.1%
o	41769	12.5%
l	29835	8.9%
t	23868	7.1%
i	23868	7.1%
s	17901	5.4%
c	17901	5.4%
m	17901	5.4%
g	17901	5.4%
n	11934	3.6%
Other values (12)	77571	23.2%

Common

Value	Count	Frequency (%)
/	29835	23.3%
.	23868	18.7%
0	14087	11.0%
=	11934	9.3%
7	8150	6.4%
&	5967	4.7%
?	5967	4.7%
:	5967	4.7%
2	3686	2.9%
1	3547	2.8%
Other values (6)	14873	11.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	462033	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	53703	11.6%
o	41769	9.0%
/	29835	6.5%
l	29835	6.5%
t	23868	5.2%
i	23868	5.2%
.	23868	5.2%
s	17901	3.9%
c	17901	3.9%
m	17901	3.9%
Other values (28)	181584	39.3%

썸네일이미지
Text

UNIQUE

Distinct	5967
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	46.7 KiB

Length

Max length	63
Median length	55
Mean length	55.497402
Min length	55

Characters and Unicode

Total characters	331153
Distinct characters	35
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5967 ?
Unique (%)	100.0%

Sample

1st row	http://collections.eseoul.go.kr/data/art/thumb/53883.jpg
2nd row	http://collections.eseoul.go.kr/data/art/thumb/53884.jpg
3rd row	http://collections.eseoul.go.kr/data/art/thumb/53885.jpg
4th row	http://collections.eseoul.go.kr/data/art/thumb/53886.jpg
5th row	http://collections.eseoul.go.kr/data/art/thumb/53887.jpg

Value	Count	Frequency (%)
http://collections.eseoul.go.kr/data/art/thumb/53883.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1834.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1824.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1825.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/21738.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1827.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1828.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1829.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/1830.jpg	1	< 0.1%
http://collections.eseoul.go.kr/data/art/thumb/32009.jpg	1	< 0.1%
Other values (5957)	5957	99.8%

Most occurring characters

Value	Count	Frequency (%)
t	35806	10.8%
/	35802	10.8%
.	23868	7.2%
o	23868	7.2%
e	17908	5.4%
a	17901	5.4%
l	17901	5.4%
r	11935	3.6%
h	11935	3.6%
c	11934	3.6%
Other values (25)	122295	36.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	238692	72.1%
Other Punctuation	65637	19.8%
Decimal Number	26802	8.1%
Dash Punctuation	14	< 0.1%
Connector Punctuation	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	35806	15.0%
o	23868	10.0%
e	17908	7.5%
a	17901	7.5%
l	17901	7.5%
r	11935	5.0%
h	11935	5.0%
c	11934	5.0%
s	11934	5.0%
u	11934	5.0%
Other values (10)	65636	27.5%

Decimal Number

Value	Count	Frequency (%)
2	4260	15.9%
1	4176	15.6%
3	3230	12.1%
0	2681	10.0%
9	2397	8.9%
4	2208	8.2%
5	2190	8.2%
7	1925	7.2%
6	1918	7.2%
8	1817	6.8%

Other Punctuation

Value	Count	Frequency (%)
/	35802	54.5%
.	23868	36.4%
:	5967	9.1%

Dash Punctuation

Value	Count	Frequency (%)
-	14	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	238692	72.1%
Common	92461	27.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	35806	15.0%
o	23868	10.0%
e	17908	7.5%
a	17901	7.5%
l	17901	7.5%
r	11935	5.0%
h	11935	5.0%
c	11934	5.0%
s	11934	5.0%
u	11934	5.0%
Other values (10)	65636	27.5%

Common

Value	Count	Frequency (%)
/	35802	38.7%
.	23868	25.8%
:	5967	6.5%
2	4260	4.6%
1	4176	4.5%
3	3230	3.5%
0	2681	2.9%
9	2397	2.6%
4	2208	2.4%
5	2190	2.4%
Other values (5)	5682	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	331153	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	35806	10.8%
/	35802	10.8%
.	23868	7.2%
o	23868	7.2%
e	17908	5.4%
a	17901	5.4%
l	17901	5.4%
r	11935	3.6%
h	11935	3.6%
c	11934	3.6%
Other values (25)	122295	36.9%

수집연도

수집연도

Phik (φk)
Auto

Heatmap
Table

	부문	수집연도
부문	1.000	0.623
수집연도	0.623	1.000

Heatmap
Table

	수집연도	부문
수집연도	1.000	0.235
부문	0.235	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	부문	수집연도	작품명(국문)	작품명(영문)	작품규격	제작년도	재료/기법	작품해설	작가명	메인이미지	썸네일이미지
0	드로잉&판화	2023	Crutches III	Crutches III	76×56cm	1981	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53883	http://collections.eseoul.go.kr/data/art/thumb/53883.jpg
1	드로잉&판화	2023	Trivet	Trivet	76×56cm	1981	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53884	http://collections.eseoul.go.kr/data/art/thumb/53884.jpg
2	드로잉&판화	2023	The Crutches	The Crutches	76×56cm	1982	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53885	http://collections.eseoul.go.kr/data/art/thumb/53885.jpg
3	드로잉&판화	2023	The Two Crutches	The Two Crutches	56×76cm	1982	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53886	http://collections.eseoul.go.kr/data/art/thumb/53886.jpg
4	드로잉&판화	2023	Cross	Cross	76×56cm	1983	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53887	http://collections.eseoul.go.kr/data/art/thumb/53887.jpg
5	드로잉&판화	2023	Crutches VI	Crutches VI	56×76cm	1983	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53888	http://collections.eseoul.go.kr/data/art/thumb/53888.jpg
6	드로잉&판화	2023	Two Crutches I	Two Crutches I	56×76cm	1983	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53889	http://collections.eseoul.go.kr/data/art/thumb/53889.jpg
7	드로잉&판화	2023	A Supporting Wood I	A Supporting Wood I	76×56cm	1984	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53890	http://collections.eseoul.go.kr/data/art/thumb/53890.jpg
8	드로잉&판화	2023	A Supporting Wood II	A Supporting Wood II	76×56cm	1984	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53891	http://collections.eseoul.go.kr/data/art/thumb/53891.jpg
9	드로잉&판화	2023	Supporting Woods	Supporting Woods	38×57cm	1984	Lithograph	<NA>	Han, Un-Sung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=53892	http://collections.eseoul.go.kr/data/art/thumb/53892.jpg

	부문	수집연도	작품명(국문)	작품명(영문)	작품규격	제작년도	재료/기법	작품해설	작가명	메인이미지	썸네일이미지
5957	회화	1987	한강메세지 2	<NA>	80.3×116.8	1987	Oil on canvas	<NA>	Koo, Cha Soong	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=14	http://collections.eseoul.go.kr/data/art/thumb/0010.jpg
5958	회화	1987	아름다운 한강 2	<NA>	89.4×130.3	1987	Oil on canvas	<NA>	Kim, Myung-Sik	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19576	http://collections.eseoul.go.kr/data/art/thumb/19576.jpg
5959	회화	1987	아! 나의 한강	<NA>	53×72.7	1987	Oil on canvas	<NA>	Choi, Nak Kyung	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19574	http://collections.eseoul.go.kr/data/art/thumb/19574.jpg
5960	회화	1987	아름다운 한강	<NA>	53×72.7	1987	Oil on canvas	<NA>	Lee, Soo Auck	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19572	http://collections.eseoul.go.kr/data/art/thumb/19572.jpg
5961	회화	1987	축제	<NA>	161×391	1987	Oil on canvas	<NA>	Ha, In-doo	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19509	http://collections.eseoul.go.kr/data/art/thumb/19509.jpg
5962	회화	1987	환영 1	<NA>	160×103	1987	Oil on canvas	<NA>	Lee, Joon	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19570	http://collections.eseoul.go.kr/data/art/thumb/19570.jpg
5963	조각	1987	가족	Family	50×94×19.5cm	1987	<NA>	<NA>	Min, Bok-Jin	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19584	http://collections.eseoul.go.kr/data/art/thumb/19584.jpg
5964	드로잉&판화	1987	YO-YO	YO-YO	25×16cm	1987	Etching	<NA>	Chun, Kyung-Ja	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19583	http://collections.eseoul.go.kr/data/art/thumb/19583.jpg
5965	회화	1986	신화시대	<NA>	130.3×162	1986	Oil on canvas	<NA>	Kim, Young Joo	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19566	http://collections.eseoul.go.kr/data/art/thumb/19566.jpg
5966	한국화	1985	무속	Korean Residents in Japan (4)	133×134cm	1985	Color on paper	<NA>	Park, Saeng-gwang	http://collections.eseoul.go.kr/common/file/getImage.do?size=700&fileSeq=19565	http://collections.eseoul.go.kr/data/art/thumb/19565.jpg

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Lowercase Letter

Other Punctuation

Decimal Number

Letter Number

Math Symbol

Open Punctuation

Close Punctuation

Modifier Symbol

Other Symbol

Space Separator

Dash Punctuation

Connector Punctuation

Currency Symbol

Other Number

Most occurring scripts

Most frequent character per script

Hangul

Han

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Number Forms

CJK

None

CJK Compat Ideographs

Punctuation

Compat Jamo

Modifier Letters

Arrows

CJK Compat

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Other Letter

Other Punctuation

Other Number

Decimal Number

Letter Number

Math Symbol

Open Punctuation

Close Punctuation

Final Punctuation

Modifier Symbol

Space Separator

Dash Punctuation

Connector Punctuation

Currency Symbol

Other Symbol

Initial Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Hangul

Han

Most occurring blocks

Most frequent character per block

ASCII

Number Forms

Punctuation

None

Hangul

Enclosed Alphanum

Compat Jamo

CJK